2020-06-26 21:34:16,318 - 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: 0.5.9.dev20200604 MMAction: 1.0rc1+a6d5624 ------------------------------------------------------------ 2020-06-26 21:34:16,318 - mmaction - INFO - Distributed training: True 2020-06-26 21:34:16,319 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction-lite/config/tsm_rgb_1x1x8_dense_r50_2d_kinetics400_100e.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True)) # 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/' data_root_val = 'data/kinetics400/rawframes_val/' ann_file_train = 'data/kinetics400/kinetics_train_list.txt' ann_file_val = 'data/kinetics400/kinetics_val_list.txt' ann_file_test = 'data/kinetics400/kinetics_val_list.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='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8), 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, num_fixed_crops=13), 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='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, 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='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, 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']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, val_dataloader=dict(videos_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', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.005, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=2, 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/tsm_rgb_1x1x8_dense_r50_2d_kinetics400_100e/' load_from = None resume_from = None workflow = [('train', 1)] 2020-06-26 21:34:16,319 - mmaction - INFO - Set random seed to 0, deterministic: True 2020-06-26 21:34:29,615 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: fc.weight, fc.bias 2020-06-26 21:34:31,905 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-69, work_dir: /mnt/lustre/linjintao/mmaction-lite/workdir/torch13/tsm_8f_dense_100e_32gpu 2020-06-26 21:34:31,905 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-06-26 21:35:23,783 - mmaction - INFO - Epoch [1][20/940] lr: 0.00500, eta: 2 days, 19:30:45, time: 2.586, data_time: 0.492, memory: 7079, top1_acc: 0.0063, top5_acc: 0.0250, loss_cls: 5.9931, loss: 5.9931 2020-06-26 21:35:35,490 - mmaction - INFO - Epoch [1][40/940] lr: 0.00500, eta: 1 day, 17:28:04, time: 0.591, data_time: 0.011, memory: 7079, top1_acc: 0.0375, top5_acc: 0.0875, loss_cls: 5.7597, loss: 5.7597 2020-06-26 21:35:47,214 - mmaction - INFO - Epoch [1][60/940] lr: 0.00500, eta: 1 day, 8:43:33, time: 0.585, data_time: 0.005, memory: 7079, top1_acc: 0.0688, top5_acc: 0.1938, loss_cls: 5.2737, loss: 5.2737 2020-06-26 21:35:58,848 - mmaction - INFO - Epoch [1][80/940] lr: 0.00500, eta: 1 day, 4:20:39, time: 0.583, data_time: 0.006, memory: 7079, top1_acc: 0.1062, top5_acc: 0.2875, loss_cls: 4.9205, loss: 4.9205 2020-06-26 21:36:10,604 - mmaction - INFO - Epoch [1][100/940] lr: 0.00500, eta: 1 day, 1:43:44, time: 0.586, data_time: 0.005, memory: 7079, top1_acc: 0.1187, top5_acc: 0.2750, loss_cls: 4.6129, loss: 4.6129 2020-06-26 21:36:22,386 - mmaction - INFO - Epoch [1][120/940] lr: 0.00500, eta: 1 day, 0:00:10, time: 0.591, data_time: 0.005, memory: 7079, top1_acc: 0.1688, top5_acc: 0.3438, loss_cls: 4.3800, loss: 4.3800 2020-06-26 21:36:34,383 - mmaction - INFO - Epoch [1][140/940] lr: 0.00500, eta: 22:48:05, time: 0.599, data_time: 0.006, memory: 7079, top1_acc: 0.1875, top5_acc: 0.4000, loss_cls: 4.0249, loss: 4.0249 2020-06-26 21:36:46,250 - mmaction - INFO - Epoch [1][160/940] lr: 0.00500, eta: 21:52:59, time: 0.594, data_time: 0.003, memory: 7079, top1_acc: 0.1500, top5_acc: 0.3563, loss_cls: 4.1404, loss: 4.1404 2020-06-26 21:36:58,278 - mmaction - INFO - Epoch [1][180/940] lr: 0.00500, eta: 21:11:02, time: 0.600, data_time: 0.005, memory: 7079, top1_acc: 0.1750, top5_acc: 0.3625, loss_cls: 3.9731, loss: 3.9731 2020-06-26 21:37:10,553 - mmaction - INFO - Epoch [1][200/940] lr: 0.00500, eta: 20:39:54, time: 0.615, data_time: 0.005, memory: 7079, top1_acc: 0.2125, top5_acc: 0.4437, loss_cls: 3.8920, loss: 3.8920 2020-06-26 21:37:23,878 - mmaction - INFO - Epoch [1][220/940] lr: 0.00500, eta: 20:21:17, time: 0.664, data_time: 0.004, memory: 7079, top1_acc: 0.2437, top5_acc: 0.5312, loss_cls: 3.6212, loss: 3.6212 2020-06-26 21:37:37,074 - mmaction - INFO - Epoch [1][240/940] lr: 0.00500, eta: 20:05:34, time: 0.663, data_time: 0.006, memory: 7079, top1_acc: 0.1750, top5_acc: 0.4375, loss_cls: 3.8330, loss: 3.8330 2020-06-26 21:37:51,154 - mmaction - INFO - Epoch [1][260/940] lr: 0.00500, eta: 19:56:54, time: 0.702, data_time: 0.004, memory: 7079, top1_acc: 0.2062, top5_acc: 0.4500, loss_cls: 3.6815, loss: 3.6815 2020-06-26 21:38:05,329 - mmaction - INFO - Epoch [1][280/940] lr: 0.00500, eta: 19:50:29, time: 0.711, data_time: 0.006, memory: 7079, top1_acc: 0.2188, top5_acc: 0.5250, loss_cls: 3.4623, loss: 3.4623 2020-06-26 21:38:20,287 - mmaction - INFO - Epoch [1][300/940] lr: 0.00500, eta: 19:48:22, time: 0.744, data_time: 0.005, memory: 7079, top1_acc: 0.2500, top5_acc: 0.4750, loss_cls: 3.5215, loss: 3.5215 2020-06-26 21:38:35,154 - mmaction - INFO - Epoch [1][320/940] lr: 0.00500, eta: 19:46:41, time: 0.746, data_time: 0.007, memory: 7079, top1_acc: 0.2562, top5_acc: 0.5125, loss_cls: 3.5293, loss: 3.5293 2020-06-26 21:38:51,490 - mmaction - INFO - Epoch [1][340/940] lr: 0.00500, eta: 19:51:39, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.2562, top5_acc: 0.5188, loss_cls: 3.2860, loss: 3.2860 2020-06-26 21:39:06,921 - mmaction - INFO - Epoch [1][360/940] lr: 0.00500, eta: 19:52:06, time: 0.772, data_time: 0.003, memory: 7079, top1_acc: 0.2437, top5_acc: 0.5500, loss_cls: 3.3966, loss: 3.3966 2020-06-26 21:39:22,689 - mmaction - INFO - Epoch [1][380/940] lr: 0.00500, eta: 19:53:39, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.2938, top5_acc: 0.5625, loss_cls: 3.2829, loss: 3.2829 2020-06-26 21:39:37,799 - mmaction - INFO - Epoch [1][400/940] lr: 0.00500, eta: 19:52:51, time: 0.758, data_time: 0.007, memory: 7079, top1_acc: 0.2812, top5_acc: 0.5500, loss_cls: 3.2845, loss: 3.2845 2020-06-26 21:39:54,651 - mmaction - INFO - Epoch [1][420/940] lr: 0.00500, eta: 19:58:23, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.2562, top5_acc: 0.5000, loss_cls: 3.3914, loss: 3.3914 2020-06-26 21:40:10,756 - mmaction - INFO - Epoch [1][440/940] lr: 0.00500, eta: 20:00:43, time: 0.805, data_time: 0.003, memory: 7079, top1_acc: 0.3063, top5_acc: 0.5500, loss_cls: 3.1272, loss: 3.1272 2020-06-26 21:40:26,236 - mmaction - INFO - Epoch [1][460/940] lr: 0.00500, eta: 20:00:45, time: 0.774, data_time: 0.003, memory: 7079, top1_acc: 0.2750, top5_acc: 0.5125, loss_cls: 3.5221, loss: 3.5221 2020-06-26 21:40:42,625 - mmaction - INFO - Epoch [1][480/940] lr: 0.00500, eta: 20:03:32, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.2437, top5_acc: 0.4938, loss_cls: 3.4110, loss: 3.4110 2020-06-26 21:40:58,580 - mmaction - INFO - Epoch [1][500/940] lr: 0.00500, eta: 20:05:05, time: 0.801, data_time: 0.007, memory: 7079, top1_acc: 0.2750, top5_acc: 0.5188, loss_cls: 3.2628, loss: 3.2628 2020-06-26 21:41:14,872 - mmaction - INFO - Epoch [1][520/940] lr: 0.00500, eta: 20:07:13, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.3187, top5_acc: 0.6000, loss_cls: 3.1130, loss: 3.1130 2020-06-26 21:41:30,639 - mmaction - INFO - Epoch [1][540/940] lr: 0.00500, eta: 20:07:45, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.3187, top5_acc: 0.6125, loss_cls: 3.1959, loss: 3.1959 2020-06-26 21:41:45,917 - mmaction - INFO - Epoch [1][560/940] lr: 0.00500, eta: 20:06:47, time: 0.763, data_time: 0.006, memory: 7079, top1_acc: 0.3438, top5_acc: 0.5938, loss_cls: 2.9589, loss: 2.9589 2020-06-26 21:42:02,131 - mmaction - INFO - Epoch [1][580/940] lr: 0.00500, eta: 20:08:31, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.3563, top5_acc: 0.6125, loss_cls: 2.9044, loss: 2.9044 2020-06-26 21:42:18,122 - mmaction - INFO - Epoch [1][600/940] lr: 0.00500, eta: 20:09:26, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.3187, top5_acc: 0.5813, loss_cls: 3.0414, loss: 3.0414 2020-06-26 21:42:34,743 - mmaction - INFO - Epoch [1][620/940] lr: 0.00500, eta: 20:11:54, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.2687, top5_acc: 0.5500, loss_cls: 3.2954, loss: 3.2954 2020-06-26 21:42:51,175 - mmaction - INFO - Epoch [1][640/940] lr: 0.00500, eta: 20:13:45, time: 0.822, data_time: 0.003, memory: 7079, top1_acc: 0.3438, top5_acc: 0.5813, loss_cls: 3.2269, loss: 3.2269 2020-06-26 21:43:08,450 - mmaction - INFO - Epoch [1][660/940] lr: 0.00500, eta: 20:17:18, time: 0.861, data_time: 0.002, memory: 7079, top1_acc: 0.3812, top5_acc: 0.6312, loss_cls: 2.9605, loss: 2.9605 2020-06-26 21:43:24,362 - mmaction - INFO - Epoch [1][680/940] lr: 0.00500, eta: 20:17:47, time: 0.799, data_time: 0.007, memory: 7079, top1_acc: 0.3812, top5_acc: 0.6250, loss_cls: 2.7469, loss: 2.7469 2020-06-26 21:43:40,512 - mmaction - INFO - Epoch [1][700/940] lr: 0.00500, eta: 20:18:33, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.3937, top5_acc: 0.6188, loss_cls: 2.8311, loss: 2.8311 2020-06-26 21:43:57,061 - mmaction - INFO - Epoch [1][720/940] lr: 0.00500, eta: 20:20:16, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 2.9494, loss: 2.9494 2020-06-26 21:44:13,845 - mmaction - INFO - Epoch [1][740/940] lr: 0.00500, eta: 20:22:10, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.3125, top5_acc: 0.5500, loss_cls: 3.0474, loss: 3.0474 2020-06-26 21:44:29,149 - mmaction - INFO - Epoch [1][760/940] lr: 0.00500, eta: 20:21:08, time: 0.768, data_time: 0.006, memory: 7079, top1_acc: 0.2938, top5_acc: 0.5875, loss_cls: 2.9807, loss: 2.9807 2020-06-26 21:44:45,096 - mmaction - INFO - Epoch [1][780/940] lr: 0.00500, eta: 20:21:17, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.4250, top5_acc: 0.6500, loss_cls: 2.6377, loss: 2.6377 2020-06-26 21:45:02,267 - mmaction - INFO - Epoch [1][800/940] lr: 0.00500, eta: 20:23:53, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.3688, top5_acc: 0.6125, loss_cls: 3.0277, loss: 3.0277 2020-06-26 21:45:19,429 - mmaction - INFO - Epoch [1][820/940] lr: 0.00500, eta: 20:26:11, time: 0.855, data_time: 0.004, memory: 7079, top1_acc: 0.3312, top5_acc: 0.5813, loss_cls: 2.9874, loss: 2.9874 2020-06-26 21:45:34,987 - mmaction - INFO - Epoch [1][840/940] lr: 0.00500, eta: 20:25:34, time: 0.780, data_time: 0.007, memory: 7079, top1_acc: 0.3187, top5_acc: 0.6062, loss_cls: 3.0656, loss: 3.0656 2020-06-26 21:45:51,713 - mmaction - INFO - Epoch [1][860/940] lr: 0.00500, eta: 20:26:55, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.2938, top5_acc: 0.5813, loss_cls: 3.1245, loss: 3.1245 2020-06-26 21:46:08,000 - mmaction - INFO - Epoch [1][880/940] lr: 0.00500, eta: 20:27:35, time: 0.817, data_time: 0.007, memory: 7079, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.5317, loss: 2.5317 2020-06-26 21:46:24,858 - mmaction - INFO - Epoch [1][900/940] lr: 0.00500, eta: 20:29:05, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.3625, top5_acc: 0.6125, loss_cls: 2.9466, loss: 2.9466 2020-06-26 21:46:41,313 - mmaction - INFO - Epoch [1][920/940] lr: 0.00500, eta: 20:29:52, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.3937, top5_acc: 0.6687, loss_cls: 2.5922, loss: 2.5922 2020-06-26 21:46:57,812 - mmaction - INFO - Epoch [1][940/940] lr: 0.00500, eta: 20:30:38, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.2532, top5_acc: 0.5649, loss_cls: 3.2591, loss: 3.2591 2020-06-26 21:47:19,703 - mmaction - INFO - Epoch [2][20/940] lr: 0.00500, eta: 20:36:58, time: 0.998, data_time: 0.308, memory: 7079, top1_acc: 0.2938, top5_acc: 0.5500, loss_cls: 3.1793, loss: 3.1793 2020-06-26 21:47:34,288 - mmaction - INFO - Epoch [2][40/940] lr: 0.00500, eta: 20:34:37, time: 0.732, data_time: 0.006, memory: 7079, top1_acc: 0.3625, top5_acc: 0.6312, loss_cls: 2.8505, loss: 2.8505 2020-06-26 21:47:49,833 - mmaction - INFO - Epoch [2][60/940] lr: 0.00500, eta: 20:33:42, time: 0.775, data_time: 0.004, memory: 7079, top1_acc: 0.3875, top5_acc: 0.6875, loss_cls: 2.6032, loss: 2.6032 2020-06-26 21:48:05,708 - mmaction - INFO - Epoch [2][80/940] lr: 0.00500, eta: 20:33:25, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.3812, top5_acc: 0.6687, loss_cls: 2.6993, loss: 2.6993 2020-06-26 21:48:22,206 - mmaction - INFO - Epoch [2][100/940] lr: 0.00500, eta: 20:33:58, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.3625, top5_acc: 0.6312, loss_cls: 2.8172, loss: 2.8172 2020-06-26 21:48:38,347 - mmaction - INFO - Epoch [2][120/940] lr: 0.00500, eta: 20:34:03, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.4062, top5_acc: 0.6813, loss_cls: 2.7232, loss: 2.7232 2020-06-26 21:48:54,561 - mmaction - INFO - Epoch [2][140/940] lr: 0.00500, eta: 20:34:12, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.4688, top5_acc: 0.6750, loss_cls: 2.3670, loss: 2.3670 2020-06-26 21:49:11,248 - mmaction - INFO - Epoch [2][160/940] lr: 0.00500, eta: 20:35:00, time: 0.834, data_time: 0.002, memory: 7079, top1_acc: 0.3563, top5_acc: 0.6000, loss_cls: 2.8862, loss: 2.8862 2020-06-26 21:49:28,220 - mmaction - INFO - Epoch [2][180/940] lr: 0.00500, eta: 20:36:07, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.3625, top5_acc: 0.6687, loss_cls: 2.7589, loss: 2.7589 2020-06-26 21:49:45,301 - mmaction - INFO - Epoch [2][200/940] lr: 0.00500, eta: 20:37:19, time: 0.853, data_time: 0.007, memory: 7079, top1_acc: 0.3438, top5_acc: 0.5938, loss_cls: 2.8580, loss: 2.8580 2020-06-26 21:50:01,907 - mmaction - INFO - Epoch [2][220/940] lr: 0.00500, eta: 20:37:56, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.4188, top5_acc: 0.6937, loss_cls: 2.5060, loss: 2.5060 2020-06-26 21:50:18,569 - mmaction - INFO - Epoch [2][240/940] lr: 0.00500, eta: 20:38:29, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.3750, top5_acc: 0.6687, loss_cls: 2.7841, loss: 2.7841 2020-06-26 21:50:34,740 - mmaction - INFO - Epoch [2][260/940] lr: 0.00500, eta: 20:38:27, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.3812, top5_acc: 0.6562, loss_cls: 2.7085, loss: 2.7085 2020-06-26 21:50:51,668 - mmaction - INFO - Epoch [2][280/940] lr: 0.00500, eta: 20:39:19, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.3688, top5_acc: 0.6375, loss_cls: 2.7709, loss: 2.7709 2020-06-26 21:51:07,605 - mmaction - INFO - Epoch [2][300/940] lr: 0.00500, eta: 20:38:58, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.4250, top5_acc: 0.6750, loss_cls: 2.6553, loss: 2.6553 2020-06-26 21:51:24,394 - mmaction - INFO - Epoch [2][320/940] lr: 0.00500, eta: 20:39:35, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.3688, top5_acc: 0.6188, loss_cls: 2.8349, loss: 2.8349 2020-06-26 21:51:40,861 - mmaction - INFO - Epoch [2][340/940] lr: 0.00500, eta: 20:39:53, time: 0.826, data_time: 0.007, memory: 7079, top1_acc: 0.3500, top5_acc: 0.6813, loss_cls: 2.8322, loss: 2.8322 2020-06-26 21:51:57,119 - mmaction - INFO - Epoch [2][360/940] lr: 0.00500, eta: 20:39:49, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.6406, loss: 2.6406 2020-06-26 21:52:13,023 - mmaction - INFO - Epoch [2][380/940] lr: 0.00500, eta: 20:39:25, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6562, loss_cls: 2.6490, loss: 2.6490 2020-06-26 21:52:29,820 - mmaction - INFO - Epoch [2][400/940] lr: 0.00500, eta: 20:40:02, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.3375, top5_acc: 0.6500, loss_cls: 2.6142, loss: 2.6142 2020-06-26 21:52:46,666 - mmaction - INFO - Epoch [2][420/940] lr: 0.00500, eta: 20:40:39, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.3812, top5_acc: 0.6937, loss_cls: 2.6059, loss: 2.6059 2020-06-26 21:53:03,647 - mmaction - INFO - Epoch [2][440/940] lr: 0.00500, eta: 20:41:22, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.4125, top5_acc: 0.6625, loss_cls: 2.6862, loss: 2.6862 2020-06-26 21:53:19,461 - mmaction - INFO - Epoch [2][460/940] lr: 0.00500, eta: 20:40:49, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.4188, top5_acc: 0.7125, loss_cls: 2.3974, loss: 2.3974 2020-06-26 21:53:35,941 - mmaction - INFO - Epoch [2][480/940] lr: 0.00500, eta: 20:40:57, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.3563, top5_acc: 0.6687, loss_cls: 2.7687, loss: 2.7687 2020-06-26 21:53:52,928 - mmaction - INFO - Epoch [2][500/940] lr: 0.00500, eta: 20:41:42, time: 0.852, data_time: 0.007, memory: 7079, top1_acc: 0.3875, top5_acc: 0.6750, loss_cls: 2.5995, loss: 2.5995 2020-06-26 21:54:08,973 - mmaction - INFO - Epoch [2][520/940] lr: 0.00500, eta: 20:41:23, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6875, loss_cls: 2.5548, loss: 2.5548 2020-06-26 21:54:26,212 - mmaction - INFO - Epoch [2][540/940] lr: 0.00500, eta: 20:42:17, time: 0.861, data_time: 0.004, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.2910, loss: 2.2910 2020-06-26 21:54:41,912 - mmaction - INFO - Epoch [2][560/940] lr: 0.00500, eta: 20:41:34, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7500, loss_cls: 2.3921, loss: 2.3921 2020-06-26 21:54:59,083 - mmaction - INFO - Epoch [2][580/940] lr: 0.00500, eta: 20:42:24, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.4375, top5_acc: 0.6875, loss_cls: 2.4066, loss: 2.4066 2020-06-26 21:55:15,415 - mmaction - INFO - Epoch [2][600/940] lr: 0.00500, eta: 20:42:20, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.3688, top5_acc: 0.6750, loss_cls: 2.6605, loss: 2.6605 2020-06-26 21:55:31,131 - mmaction - INFO - Epoch [2][620/940] lr: 0.00500, eta: 20:41:41, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6625, loss_cls: 2.5517, loss: 2.5517 2020-06-26 21:55:48,039 - mmaction - INFO - Epoch [2][640/940] lr: 0.00500, eta: 20:42:11, time: 0.845, data_time: 0.002, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6937, loss_cls: 2.4373, loss: 2.4373 2020-06-26 21:56:05,753 - mmaction - INFO - Epoch [2][660/940] lr: 0.00500, eta: 20:43:27, time: 0.886, data_time: 0.006, memory: 7079, top1_acc: 0.4250, top5_acc: 0.7312, loss_cls: 2.3882, loss: 2.3882 2020-06-26 21:56:21,653 - mmaction - INFO - Epoch [2][680/940] lr: 0.00500, eta: 20:42:56, time: 0.794, data_time: 0.004, memory: 7079, top1_acc: 0.3937, top5_acc: 0.7250, loss_cls: 2.4345, loss: 2.4345 2020-06-26 21:56:38,372 - mmaction - INFO - Epoch [2][700/940] lr: 0.00500, eta: 20:43:09, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.4000, top5_acc: 0.6312, loss_cls: 2.5849, loss: 2.5849 2020-06-26 21:56:54,705 - mmaction - INFO - Epoch [2][720/940] lr: 0.00500, eta: 20:43:06, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.3033, loss: 2.3033 2020-06-26 21:57:11,033 - mmaction - INFO - Epoch [2][740/940] lr: 0.00500, eta: 20:42:57, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6562, loss_cls: 2.5026, loss: 2.5026 2020-06-26 21:57:27,136 - mmaction - INFO - Epoch [2][760/940] lr: 0.00500, eta: 20:42:40, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.4437, top5_acc: 0.7063, loss_cls: 2.5181, loss: 2.5181 2020-06-26 21:57:43,758 - mmaction - INFO - Epoch [2][780/940] lr: 0.00500, eta: 20:42:47, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.4188, top5_acc: 0.6813, loss_cls: 2.5025, loss: 2.5025 2020-06-26 21:58:00,870 - mmaction - INFO - Epoch [2][800/940] lr: 0.00500, eta: 20:43:23, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.4313, top5_acc: 0.7063, loss_cls: 2.4582, loss: 2.4582 2020-06-26 21:58:17,269 - mmaction - INFO - Epoch [2][820/940] lr: 0.00500, eta: 20:43:17, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.3937, top5_acc: 0.6438, loss_cls: 2.7150, loss: 2.7150 2020-06-26 21:58:33,429 - mmaction - INFO - Epoch [2][840/940] lr: 0.00500, eta: 20:43:01, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.4125, top5_acc: 0.6687, loss_cls: 2.6085, loss: 2.6085 2020-06-26 21:58:49,538 - mmaction - INFO - Epoch [2][860/940] lr: 0.00500, eta: 20:42:43, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.4188, top5_acc: 0.7250, loss_cls: 2.5129, loss: 2.5129 2020-06-26 21:59:06,591 - mmaction - INFO - Epoch [2][880/940] lr: 0.00500, eta: 20:43:11, time: 0.853, data_time: 0.002, memory: 7079, top1_acc: 0.3812, top5_acc: 0.7188, loss_cls: 2.5855, loss: 2.5855 2020-06-26 21:59:22,292 - mmaction - INFO - Epoch [2][900/940] lr: 0.00500, eta: 20:42:27, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.4748, loss: 2.4748 2020-06-26 21:59:38,857 - mmaction - INFO - Epoch [2][920/940] lr: 0.00500, eta: 20:42:33, time: 0.832, data_time: 0.007, memory: 7079, top1_acc: 0.3375, top5_acc: 0.6500, loss_cls: 2.7963, loss: 2.7963 2020-06-26 21:59:54,506 - mmaction - INFO - Epoch [2][940/940] lr: 0.00500, eta: 20:41:49, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.4221, top5_acc: 0.7078, loss_cls: 2.5269, loss: 2.5269 2020-06-26 22:02:37,882 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-26 22:02:38,928 - mmaction - INFO - top1_acc 0.5059 top5_acc 0.7724 2020-06-26 22:02:38,929 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-26 22:02:39,000 - mmaction - INFO - mean_acc 0.5057 2020-06-26 22:02:39,009 - mmaction - INFO - Epoch [2][940/940] lr: 0.00500, top1_acc: 0.5059, top5_acc: 0.7724, mean_class_accuracy: 0.5057 2020-06-26 22:03:00,905 - mmaction - INFO - Epoch [3][20/940] lr: 0.00500, eta: 20:46:03, time: 1.087, data_time: 0.418, memory: 7079, top1_acc: 0.4125, top5_acc: 0.7188, loss_cls: 2.4776, loss: 2.4776 2020-06-26 22:03:15,057 - mmaction - INFO - Epoch [3][40/940] lr: 0.00500, eta: 20:44:09, time: 0.709, data_time: 0.007, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.2155, loss: 2.2155 2020-06-26 22:03:29,683 - mmaction - INFO - Epoch [3][60/940] lr: 0.00500, eta: 20:42:39, time: 0.733, data_time: 0.007, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.3471, loss: 2.3471 2020-06-26 22:03:46,140 - mmaction - INFO - Epoch [3][80/940] lr: 0.00500, eta: 20:42:34, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7125, loss_cls: 2.3230, loss: 2.3230 2020-06-26 22:04:01,997 - mmaction - INFO - Epoch [3][100/940] lr: 0.00500, eta: 20:42:04, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7000, loss_cls: 2.4517, loss: 2.4517 2020-06-26 22:04:17,679 - mmaction - INFO - Epoch [3][120/940] lr: 0.00500, eta: 20:41:21, time: 0.781, data_time: 0.004, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6562, loss_cls: 2.5832, loss: 2.5832 2020-06-26 22:04:33,498 - mmaction - INFO - Epoch [3][140/940] lr: 0.00500, eta: 20:40:51, time: 0.794, data_time: 0.007, memory: 7079, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.2346, loss: 2.2346 2020-06-26 22:04:50,830 - mmaction - INFO - Epoch [3][160/940] lr: 0.00500, eta: 20:41:24, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.4437, top5_acc: 0.7375, loss_cls: 2.3018, loss: 2.3018 2020-06-26 22:05:07,490 - mmaction - INFO - Epoch [3][180/940] lr: 0.00500, eta: 20:41:30, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.4250, top5_acc: 0.6813, loss_cls: 2.4290, loss: 2.4290 2020-06-26 22:05:23,198 - mmaction - INFO - Epoch [3][200/940] lr: 0.00500, eta: 20:40:51, time: 0.785, data_time: 0.002, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7562, loss_cls: 2.2369, loss: 2.2369 2020-06-26 22:05:40,187 - mmaction - INFO - Epoch [3][220/940] lr: 0.00500, eta: 20:41:09, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.8187, loss_cls: 2.0726, loss: 2.0726 2020-06-26 22:05:56,121 - mmaction - INFO - Epoch [3][240/940] lr: 0.00500, eta: 20:40:42, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.6875, loss_cls: 2.3030, loss: 2.3030 2020-06-26 22:06:13,231 - mmaction - INFO - Epoch [3][260/940] lr: 0.00500, eta: 20:41:04, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7500, loss_cls: 2.2232, loss: 2.2232 2020-06-26 22:06:28,685 - mmaction - INFO - Epoch [3][280/940] lr: 0.00500, eta: 20:40:16, time: 0.774, data_time: 0.006, memory: 7079, top1_acc: 0.4750, top5_acc: 0.6875, loss_cls: 2.3773, loss: 2.3773 2020-06-26 22:06:45,867 - mmaction - INFO - Epoch [3][300/940] lr: 0.00500, eta: 20:40:40, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.3688, top5_acc: 0.6750, loss_cls: 2.6100, loss: 2.6100 2020-06-26 22:07:02,210 - mmaction - INFO - Epoch [3][320/940] lr: 0.00500, eta: 20:40:31, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.4375, top5_acc: 0.7688, loss_cls: 2.1749, loss: 2.1749 2020-06-26 22:07:18,414 - mmaction - INFO - Epoch [3][340/940] lr: 0.00500, eta: 20:40:12, time: 0.808, data_time: 0.004, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7125, loss_cls: 2.2976, loss: 2.2976 2020-06-26 22:07:35,320 - mmaction - INFO - Epoch [3][360/940] lr: 0.00500, eta: 20:40:25, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.4125, top5_acc: 0.7063, loss_cls: 2.4067, loss: 2.4067 2020-06-26 22:07:52,461 - mmaction - INFO - Epoch [3][380/940] lr: 0.00500, eta: 20:40:47, time: 0.857, data_time: 0.003, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.4850, loss: 2.4850 2020-06-26 22:08:08,516 - mmaction - INFO - Epoch [3][400/940] lr: 0.00500, eta: 20:40:23, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.3277, loss: 2.3277 2020-06-26 22:08:24,318 - mmaction - INFO - Epoch [3][420/940] lr: 0.00500, eta: 20:39:50, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7438, loss_cls: 2.2835, loss: 2.2835 2020-06-26 22:08:40,351 - mmaction - INFO - Epoch [3][440/940] lr: 0.00500, eta: 20:39:24, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7688, loss_cls: 2.2301, loss: 2.2301 2020-06-26 22:08:57,254 - mmaction - INFO - Epoch [3][460/940] lr: 0.00500, eta: 20:39:37, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.4062, top5_acc: 0.6250, loss_cls: 2.6958, loss: 2.6958 2020-06-26 22:09:14,007 - mmaction - INFO - Epoch [3][480/940] lr: 0.00500, eta: 20:39:39, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.3463, loss: 2.3463 2020-06-26 22:09:30,651 - mmaction - INFO - Epoch [3][500/940] lr: 0.00500, eta: 20:39:41, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.4062, top5_acc: 0.7188, loss_cls: 2.6154, loss: 2.6154 2020-06-26 22:09:46,638 - mmaction - INFO - Epoch [3][520/940] lr: 0.00500, eta: 20:39:14, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.4000, top5_acc: 0.6500, loss_cls: 2.6501, loss: 2.6501 2020-06-26 22:10:03,683 - mmaction - INFO - Epoch [3][540/940] lr: 0.00500, eta: 20:39:30, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7625, loss_cls: 2.1826, loss: 2.1826 2020-06-26 22:10:19,580 - mmaction - INFO - Epoch [3][560/940] lr: 0.00500, eta: 20:38:58, time: 0.792, data_time: 0.003, memory: 7079, top1_acc: 0.4000, top5_acc: 0.6438, loss_cls: 2.6752, loss: 2.6752 2020-06-26 22:10:36,439 - mmaction - INFO - Epoch [3][580/940] lr: 0.00500, eta: 20:39:05, time: 0.843, data_time: 0.007, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.4352, loss: 2.4352 2020-06-26 22:10:53,145 - mmaction - INFO - Epoch [3][600/940] lr: 0.00500, eta: 20:39:08, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.1634, loss: 2.1634 2020-06-26 22:11:08,580 - mmaction - INFO - Epoch [3][620/940] lr: 0.00500, eta: 20:38:22, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6937, loss_cls: 2.4700, loss: 2.4700 2020-06-26 22:11:25,203 - mmaction - INFO - Epoch [3][640/940] lr: 0.00500, eta: 20:38:19, time: 0.831, data_time: 0.003, memory: 7079, top1_acc: 0.4437, top5_acc: 0.6875, loss_cls: 2.4138, loss: 2.4138 2020-06-26 22:11:41,758 - mmaction - INFO - Epoch [3][660/940] lr: 0.00500, eta: 20:38:13, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7188, loss_cls: 2.3861, loss: 2.3861 2020-06-26 22:11:58,296 - mmaction - INFO - Epoch [3][680/940] lr: 0.00500, eta: 20:38:07, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.3598, loss: 2.3598 2020-06-26 22:12:14,796 - mmaction - INFO - Epoch [3][700/940] lr: 0.00500, eta: 20:38:00, time: 0.825, data_time: 0.008, memory: 7079, top1_acc: 0.4062, top5_acc: 0.7063, loss_cls: 2.4100, loss: 2.4100 2020-06-26 22:12:31,701 - mmaction - INFO - Epoch [3][720/940] lr: 0.00500, eta: 20:38:08, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.4000, top5_acc: 0.6438, loss_cls: 2.5496, loss: 2.5496 2020-06-26 22:12:47,783 - mmaction - INFO - Epoch [3][740/940] lr: 0.00500, eta: 20:37:44, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.4125, top5_acc: 0.7000, loss_cls: 2.6023, loss: 2.6023 2020-06-26 22:13:03,797 - mmaction - INFO - Epoch [3][760/940] lr: 0.00500, eta: 20:37:21, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.4125, top5_acc: 0.7000, loss_cls: 2.3976, loss: 2.3976 2020-06-26 22:13:20,426 - mmaction - INFO - Epoch [3][780/940] lr: 0.00500, eta: 20:37:16, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7438, loss_cls: 2.0761, loss: 2.0761 2020-06-26 22:13:37,166 - mmaction - INFO - Epoch [3][800/940] lr: 0.00500, eta: 20:37:18, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7250, loss_cls: 2.2380, loss: 2.2380 2020-06-26 22:13:53,388 - mmaction - INFO - Epoch [3][820/940] lr: 0.00500, eta: 20:36:59, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7625, loss_cls: 2.0070, loss: 2.0070 2020-06-26 22:14:09,571 - mmaction - INFO - Epoch [3][840/940] lr: 0.00500, eta: 20:36:42, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.4313, top5_acc: 0.6687, loss_cls: 2.4432, loss: 2.4432 2020-06-26 22:14:26,490 - mmaction - INFO - Epoch [3][860/940] lr: 0.00500, eta: 20:36:46, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.3500, top5_acc: 0.6312, loss_cls: 2.6645, loss: 2.6645 2020-06-26 22:14:42,614 - mmaction - INFO - Epoch [3][880/940] lr: 0.00500, eta: 20:36:26, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1827, loss: 2.1827 2020-06-26 22:14:59,658 - mmaction - INFO - Epoch [3][900/940] lr: 0.00500, eta: 20:36:34, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 2.0693, loss: 2.0693 2020-06-26 22:15:15,152 - mmaction - INFO - Epoch [3][920/940] lr: 0.00500, eta: 20:35:54, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.4313, top5_acc: 0.7312, loss_cls: 2.3492, loss: 2.3492 2020-06-26 22:15:30,922 - mmaction - INFO - Epoch [3][940/940] lr: 0.00500, eta: 20:35:21, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.5065, top5_acc: 0.7143, loss_cls: 2.3106, loss: 2.3106 2020-06-26 22:15:51,986 - mmaction - INFO - Epoch [4][20/940] lr: 0.00500, eta: 20:36:34, time: 0.952, data_time: 0.298, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7500, loss_cls: 2.2422, loss: 2.2422 2020-06-26 22:16:05,633 - mmaction - INFO - Epoch [4][40/940] lr: 0.00500, eta: 20:34:53, time: 0.681, data_time: 0.005, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6813, loss_cls: 2.2357, loss: 2.2357 2020-06-26 22:16:21,581 - mmaction - INFO - Epoch [4][60/940] lr: 0.00500, eta: 20:34:28, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7188, loss_cls: 2.2533, loss: 2.2533 2020-06-26 22:16:36,948 - mmaction - INFO - Epoch [4][80/940] lr: 0.00500, eta: 20:33:42, time: 0.766, data_time: 0.005, memory: 7079, top1_acc: 0.4188, top5_acc: 0.7438, loss_cls: 2.3205, loss: 2.3205 2020-06-26 22:16:52,757 - mmaction - INFO - Epoch [4][100/940] lr: 0.00500, eta: 20:33:13, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6687, loss_cls: 2.5756, loss: 2.5756 2020-06-26 22:17:09,303 - mmaction - INFO - Epoch [4][120/940] lr: 0.00500, eta: 20:33:05, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6030, loss: 2.6030 2020-06-26 22:17:25,720 - mmaction - INFO - Epoch [4][140/940] lr: 0.00500, eta: 20:32:56, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.3937, top5_acc: 0.6937, loss_cls: 2.4956, loss: 2.4956 2020-06-26 22:17:42,735 - mmaction - INFO - Epoch [4][160/940] lr: 0.00500, eta: 20:33:01, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7188, loss_cls: 2.2070, loss: 2.2070 2020-06-26 22:17:58,789 - mmaction - INFO - Epoch [4][180/940] lr: 0.00500, eta: 20:32:40, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.8063, loss_cls: 2.0567, loss: 2.0567 2020-06-26 22:18:14,577 - mmaction - INFO - Epoch [4][200/940] lr: 0.00500, eta: 20:32:10, time: 0.789, data_time: 0.003, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7188, loss_cls: 2.2108, loss: 2.2108 2020-06-26 22:18:30,931 - mmaction - INFO - Epoch [4][220/940] lr: 0.00500, eta: 20:31:55, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.4431, loss: 2.4431 2020-06-26 22:18:47,567 - mmaction - INFO - Epoch [4][240/940] lr: 0.00500, eta: 20:31:52, time: 0.835, data_time: 0.007, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7063, loss_cls: 2.2228, loss: 2.2228 2020-06-26 22:19:04,060 - mmaction - INFO - Epoch [4][260/940] lr: 0.00500, eta: 20:31:41, time: 0.823, data_time: 0.004, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7688, loss_cls: 2.1615, loss: 2.1615 2020-06-26 22:19:20,631 - mmaction - INFO - Epoch [4][280/940] lr: 0.00500, eta: 20:31:35, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7688, loss_cls: 2.2413, loss: 2.2413 2020-06-26 22:19:37,281 - mmaction - INFO - Epoch [4][300/940] lr: 0.00500, eta: 20:31:30, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7312, loss_cls: 2.2928, loss: 2.2928 2020-06-26 22:19:53,515 - mmaction - INFO - Epoch [4][320/940] lr: 0.00500, eta: 20:31:13, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7562, loss_cls: 1.9871, loss: 1.9871 2020-06-26 22:20:10,053 - mmaction - INFO - Epoch [4][340/940] lr: 0.00500, eta: 20:31:05, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7438, loss_cls: 2.2363, loss: 2.2363 2020-06-26 22:20:26,839 - mmaction - INFO - Epoch [4][360/940] lr: 0.00500, eta: 20:31:04, time: 0.840, data_time: 0.003, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7312, loss_cls: 2.1643, loss: 2.1643 2020-06-26 22:20:42,645 - mmaction - INFO - Epoch [4][380/940] lr: 0.00500, eta: 20:30:33, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.4062, top5_acc: 0.6937, loss_cls: 2.5215, loss: 2.5215 2020-06-26 22:20:59,476 - mmaction - INFO - Epoch [4][400/940] lr: 0.00500, eta: 20:30:34, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6500, loss_cls: 2.6316, loss: 2.6316 2020-06-26 22:21:15,506 - mmaction - INFO - Epoch [4][420/940] lr: 0.00500, eta: 20:30:10, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7125, loss_cls: 2.1348, loss: 2.1348 2020-06-26 22:21:31,593 - mmaction - INFO - Epoch [4][440/940] lr: 0.00500, eta: 20:29:50, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.6813, loss_cls: 2.3888, loss: 2.3888 2020-06-26 22:21:48,126 - mmaction - INFO - Epoch [4][460/940] lr: 0.00500, eta: 20:29:40, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.3129, loss: 2.3129 2020-06-26 22:22:04,423 - mmaction - INFO - Epoch [4][480/940] lr: 0.00500, eta: 20:29:26, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.4188, top5_acc: 0.6813, loss_cls: 2.4867, loss: 2.4867 2020-06-26 22:22:21,007 - mmaction - INFO - Epoch [4][500/940] lr: 0.00500, eta: 20:29:17, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.0743, loss: 2.0743 2020-06-26 22:22:37,089 - mmaction - INFO - Epoch [4][520/940] lr: 0.00500, eta: 20:28:57, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.6625, loss_cls: 2.2754, loss: 2.2754 2020-06-26 22:22:53,564 - mmaction - INFO - Epoch [4][540/940] lr: 0.00500, eta: 20:28:45, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7125, loss_cls: 2.3590, loss: 2.3590 2020-06-26 22:23:09,543 - mmaction - INFO - Epoch [4][560/940] lr: 0.00500, eta: 20:28:22, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7125, loss_cls: 2.4116, loss: 2.4116 2020-06-26 22:23:26,170 - mmaction - INFO - Epoch [4][580/940] lr: 0.00500, eta: 20:28:14, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7312, loss_cls: 2.1425, loss: 2.1425 2020-06-26 22:23:42,559 - mmaction - INFO - Epoch [4][600/940] lr: 0.00500, eta: 20:28:03, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7188, loss_cls: 2.3515, loss: 2.3515 2020-06-26 22:23:58,813 - mmaction - INFO - Epoch [4][620/940] lr: 0.00500, eta: 20:27:46, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2420, loss: 2.2420 2020-06-26 22:24:15,065 - mmaction - INFO - Epoch [4][640/940] lr: 0.00500, eta: 20:27:29, time: 0.812, data_time: 0.002, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6875, loss_cls: 2.3951, loss: 2.3951 2020-06-26 22:24:31,333 - mmaction - INFO - Epoch [4][660/940] lr: 0.00500, eta: 20:27:12, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.2783, loss: 2.2783 2020-06-26 22:24:47,957 - mmaction - INFO - Epoch [4][680/940] lr: 0.00500, eta: 20:27:06, time: 0.833, data_time: 0.007, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7125, loss_cls: 2.4262, loss: 2.4262 2020-06-26 22:25:04,488 - mmaction - INFO - Epoch [4][700/940] lr: 0.00500, eta: 20:26:56, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.4375, top5_acc: 0.6750, loss_cls: 2.5999, loss: 2.5999 2020-06-26 22:25:20,398 - mmaction - INFO - Epoch [4][720/940] lr: 0.00500, eta: 20:26:31, time: 0.796, data_time: 0.002, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7937, loss_cls: 1.9579, loss: 1.9579 2020-06-26 22:25:36,936 - mmaction - INFO - Epoch [4][740/940] lr: 0.00500, eta: 20:26:21, time: 0.825, data_time: 0.004, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.1575, loss: 2.1575 2020-06-26 22:25:53,411 - mmaction - INFO - Epoch [4][760/940] lr: 0.00500, eta: 20:26:10, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.2654, loss: 2.2654 2020-06-26 22:26:09,467 - mmaction - INFO - Epoch [4][780/940] lr: 0.00500, eta: 20:25:48, time: 0.803, data_time: 0.003, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7438, loss_cls: 2.2218, loss: 2.2218 2020-06-26 22:26:26,234 - mmaction - INFO - Epoch [4][800/940] lr: 0.00500, eta: 20:25:43, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.4062, top5_acc: 0.7000, loss_cls: 2.5019, loss: 2.5019 2020-06-26 22:26:42,783 - mmaction - INFO - Epoch [4][820/940] lr: 0.00500, eta: 20:25:35, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.6875, loss_cls: 2.4651, loss: 2.4651 2020-06-26 22:26:58,537 - mmaction - INFO - Epoch [4][840/940] lr: 0.00500, eta: 20:25:05, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7250, loss_cls: 2.1997, loss: 2.1997 2020-06-26 22:27:15,275 - mmaction - INFO - Epoch [4][860/940] lr: 0.00500, eta: 20:25:01, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7000, loss_cls: 2.2810, loss: 2.2810 2020-06-26 22:27:32,358 - mmaction - INFO - Epoch [4][880/940] lr: 0.00500, eta: 20:25:03, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0933, loss: 2.0933 2020-06-26 22:27:48,115 - mmaction - INFO - Epoch [4][900/940] lr: 0.00500, eta: 20:24:35, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7188, loss_cls: 2.2477, loss: 2.2477 2020-06-26 22:28:05,280 - mmaction - INFO - Epoch [4][920/940] lr: 0.00500, eta: 20:24:39, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7500, loss_cls: 2.3051, loss: 2.3051 2020-06-26 22:28:20,195 - mmaction - INFO - Epoch [4][940/940] lr: 0.00500, eta: 20:23:50, time: 0.746, data_time: 0.007, memory: 7079, top1_acc: 0.4870, top5_acc: 0.7013, loss_cls: 2.2616, loss: 2.2616 2020-06-26 22:31:05,284 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-26 22:31:06,291 - mmaction - INFO - top1_acc 0.5651 top5_acc 0.8132 2020-06-26 22:31:06,291 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-26 22:31:06,355 - mmaction - INFO - mean_acc 0.5649 2020-06-26 22:31:06,364 - mmaction - INFO - Epoch [4][940/940] lr: 0.00500, top1_acc: 0.5651, top5_acc: 0.8132, mean_class_accuracy: 0.5649 2020-06-26 22:31:25,998 - mmaction - INFO - Epoch [5][20/940] lr: 0.00500, eta: 20:24:53, time: 0.979, data_time: 0.311, memory: 7079, top1_acc: 0.4250, top5_acc: 0.7125, loss_cls: 2.4318, loss: 2.4318 2020-06-26 22:31:40,471 - mmaction - INFO - Epoch [5][40/940] lr: 0.00500, eta: 20:23:54, time: 0.726, data_time: 0.004, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9128, loss: 1.9128 2020-06-26 22:31:55,425 - mmaction - INFO - Epoch [5][60/940] lr: 0.00500, eta: 20:23:06, time: 0.747, data_time: 0.004, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7312, loss_cls: 2.3443, loss: 2.3443 2020-06-26 22:32:10,673 - mmaction - INFO - Epoch [5][80/940] lr: 0.00500, eta: 20:22:25, time: 0.761, data_time: 0.006, memory: 7079, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.4183, loss: 2.4183 2020-06-26 22:32:26,872 - mmaction - INFO - Epoch [5][100/940] lr: 0.00500, eta: 20:22:08, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7125, loss_cls: 2.1824, loss: 2.1824 2020-06-26 22:32:42,842 - mmaction - INFO - Epoch [5][120/940] lr: 0.00500, eta: 20:21:44, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7000, loss_cls: 2.4379, loss: 2.4379 2020-06-26 22:32:59,063 - mmaction - INFO - Epoch [5][140/940] lr: 0.00500, eta: 20:21:27, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7188, loss_cls: 2.1424, loss: 2.1424 2020-06-26 22:33:14,764 - mmaction - INFO - Epoch [5][160/940] lr: 0.00500, eta: 20:20:58, time: 0.785, data_time: 0.003, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7063, loss_cls: 2.2942, loss: 2.2942 2020-06-26 22:33:30,769 - mmaction - INFO - Epoch [5][180/940] lr: 0.00500, eta: 20:20:35, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 2.1059, loss: 2.1059 2020-06-26 22:33:47,152 - mmaction - INFO - Epoch [5][200/940] lr: 0.00500, eta: 20:20:22, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.1700, loss: 2.1700 2020-06-26 22:34:03,487 - mmaction - INFO - Epoch [5][220/940] lr: 0.00500, eta: 20:20:07, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 1.8760, loss: 1.8760 2020-06-26 22:34:19,993 - mmaction - INFO - Epoch [5][240/940] lr: 0.00500, eta: 20:19:57, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.6937, loss_cls: 2.3722, loss: 2.3722 2020-06-26 22:34:36,286 - mmaction - INFO - Epoch [5][260/940] lr: 0.00500, eta: 20:19:40, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.8916, loss: 1.8916 2020-06-26 22:34:52,375 - mmaction - INFO - Epoch [5][280/940] lr: 0.00500, eta: 20:19:21, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.4313, top5_acc: 0.6687, loss_cls: 2.6082, loss: 2.6082 2020-06-26 22:35:10,034 - mmaction - INFO - Epoch [5][300/940] lr: 0.00500, eta: 20:19:35, time: 0.882, data_time: 0.006, memory: 7079, top1_acc: 0.3937, top5_acc: 0.6625, loss_cls: 2.5287, loss: 2.5287 2020-06-26 22:35:25,428 - mmaction - INFO - Epoch [5][320/940] lr: 0.00500, eta: 20:19:00, time: 0.770, data_time: 0.003, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6625, loss_cls: 2.3208, loss: 2.3208 2020-06-26 22:35:41,268 - mmaction - INFO - Epoch [5][340/940] lr: 0.00500, eta: 20:18:33, time: 0.790, data_time: 0.007, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7875, loss_cls: 1.9896, loss: 1.9896 2020-06-26 22:35:58,369 - mmaction - INFO - Epoch [5][360/940] lr: 0.00500, eta: 20:18:36, time: 0.858, data_time: 0.007, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7438, loss_cls: 2.2317, loss: 2.2317 2020-06-26 22:36:13,559 - mmaction - INFO - Epoch [5][380/940] lr: 0.00500, eta: 20:17:56, time: 0.759, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7625, loss_cls: 2.2098, loss: 2.2098 2020-06-26 22:36:29,518 - mmaction - INFO - Epoch [5][400/940] lr: 0.00500, eta: 20:17:34, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7500, loss_cls: 1.9982, loss: 1.9982 2020-06-26 22:36:46,009 - mmaction - INFO - Epoch [5][420/940] lr: 0.00500, eta: 20:17:22, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.4500, top5_acc: 0.6813, loss_cls: 2.2609, loss: 2.2609 2020-06-26 22:37:01,945 - mmaction - INFO - Epoch [5][440/940] lr: 0.00500, eta: 20:16:59, time: 0.797, data_time: 0.004, memory: 7079, top1_acc: 0.4250, top5_acc: 0.6750, loss_cls: 2.4930, loss: 2.4930 2020-06-26 22:37:18,284 - mmaction - INFO - Epoch [5][460/940] lr: 0.00500, eta: 20:16:44, time: 0.816, data_time: 0.002, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7063, loss_cls: 2.2161, loss: 2.2161 2020-06-26 22:37:34,734 - mmaction - INFO - Epoch [5][480/940] lr: 0.00500, eta: 20:16:31, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.9399, loss: 1.9399 2020-06-26 22:37:51,116 - mmaction - INFO - Epoch [5][500/940] lr: 0.00500, eta: 20:16:18, time: 0.822, data_time: 0.007, memory: 7079, top1_acc: 0.4437, top5_acc: 0.7312, loss_cls: 2.3333, loss: 2.3333 2020-06-26 22:38:07,499 - mmaction - INFO - Epoch [5][520/940] lr: 0.00500, eta: 20:16:03, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7875, loss_cls: 2.0041, loss: 2.0041 2020-06-26 22:38:23,924 - mmaction - INFO - Epoch [5][540/940] lr: 0.00500, eta: 20:15:51, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6750, loss_cls: 2.5210, loss: 2.5210 2020-06-26 22:38:40,999 - mmaction - INFO - Epoch [5][560/940] lr: 0.00500, eta: 20:15:51, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.5623, loss: 2.5623 2020-06-26 22:38:56,817 - mmaction - INFO - Epoch [5][580/940] lr: 0.00500, eta: 20:15:27, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.1314, loss: 2.1314 2020-06-26 22:39:13,373 - mmaction - INFO - Epoch [5][600/940] lr: 0.00500, eta: 20:15:15, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.0950, loss: 2.0950 2020-06-26 22:39:30,466 - mmaction - INFO - Epoch [5][620/940] lr: 0.00500, eta: 20:15:17, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7188, loss_cls: 2.2544, loss: 2.2544 2020-06-26 22:39:46,366 - mmaction - INFO - Epoch [5][640/940] lr: 0.00500, eta: 20:14:53, time: 0.795, data_time: 0.003, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7063, loss_cls: 2.4175, loss: 2.4175 2020-06-26 22:40:02,697 - mmaction - INFO - Epoch [5][660/940] lr: 0.00500, eta: 20:14:38, time: 0.816, data_time: 0.004, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7688, loss_cls: 1.9323, loss: 1.9323 2020-06-26 22:40:19,070 - mmaction - INFO - Epoch [5][680/940] lr: 0.00500, eta: 20:14:22, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1453, loss: 2.1453 2020-06-26 22:40:34,847 - mmaction - INFO - Epoch [5][700/940] lr: 0.00500, eta: 20:13:58, time: 0.792, data_time: 0.007, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7188, loss_cls: 2.3202, loss: 2.3202 2020-06-26 22:40:51,413 - mmaction - INFO - Epoch [5][720/940] lr: 0.00500, eta: 20:13:47, time: 0.828, data_time: 0.004, memory: 7079, top1_acc: 0.5000, top5_acc: 0.8125, loss_cls: 1.8993, loss: 1.8993 2020-06-26 22:41:07,269 - mmaction - INFO - Epoch [5][740/940] lr: 0.00500, eta: 20:13:22, time: 0.791, data_time: 0.007, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7375, loss_cls: 2.1381, loss: 2.1381 2020-06-26 22:41:22,868 - mmaction - INFO - Epoch [5][760/940] lr: 0.00500, eta: 20:12:53, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.0816, loss: 2.0816 2020-06-26 22:41:39,352 - mmaction - INFO - Epoch [5][780/940] lr: 0.00500, eta: 20:12:40, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7500, loss_cls: 1.9440, loss: 1.9440 2020-06-26 22:41:55,537 - mmaction - INFO - Epoch [5][800/940] lr: 0.00500, eta: 20:12:23, time: 0.812, data_time: 0.007, memory: 7079, top1_acc: 0.4437, top5_acc: 0.6875, loss_cls: 2.3965, loss: 2.3965 2020-06-26 22:42:11,902 - mmaction - INFO - Epoch [5][820/940] lr: 0.00500, eta: 20:12:08, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 2.0332, loss: 2.0332 2020-06-26 22:42:28,124 - mmaction - INFO - Epoch [5][840/940] lr: 0.00500, eta: 20:11:52, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7063, loss_cls: 2.1937, loss: 2.1937 2020-06-26 22:42:45,015 - mmaction - INFO - Epoch [5][860/940] lr: 0.00500, eta: 20:11:47, time: 0.845, data_time: 0.003, memory: 7079, top1_acc: 0.4437, top5_acc: 0.7000, loss_cls: 2.2908, loss: 2.2908 2020-06-26 22:43:00,876 - mmaction - INFO - Epoch [5][880/940] lr: 0.00500, eta: 20:11:23, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 1.9565, loss: 1.9565 2020-06-26 22:43:17,753 - mmaction - INFO - Epoch [5][900/940] lr: 0.00500, eta: 20:11:19, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1999, loss: 2.1999 2020-06-26 22:43:33,884 - mmaction - INFO - Epoch [5][920/940] lr: 0.00500, eta: 20:11:00, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 2.1076, loss: 2.1076 2020-06-26 22:43:49,661 - mmaction - INFO - Epoch [5][940/940] lr: 0.00500, eta: 20:10:34, time: 0.789, data_time: 0.002, memory: 7079, top1_acc: 0.4870, top5_acc: 0.7078, loss_cls: 2.3416, loss: 2.3416 2020-06-26 22:44:10,942 - mmaction - INFO - Epoch [6][20/940] lr: 0.00500, eta: 20:11:22, time: 0.981, data_time: 0.322, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.0576, loss: 2.0576 2020-06-26 22:44:26,065 - mmaction - INFO - Epoch [6][40/940] lr: 0.00500, eta: 20:10:42, time: 0.753, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7562, loss_cls: 2.0799, loss: 2.0799 2020-06-26 22:44:42,461 - mmaction - INFO - Epoch [6][60/940] lr: 0.00500, eta: 20:10:29, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.9553, loss: 1.9553 2020-06-26 22:44:58,867 - mmaction - INFO - Epoch [6][80/940] lr: 0.00500, eta: 20:10:14, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7063, loss_cls: 2.3623, loss: 2.3623 2020-06-26 22:45:14,491 - mmaction - INFO - Epoch [6][100/940] lr: 0.00500, eta: 20:09:47, time: 0.784, data_time: 0.007, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.1993, loss: 2.1993 2020-06-26 22:45:31,260 - mmaction - INFO - Epoch [6][120/940] lr: 0.00500, eta: 20:09:40, time: 0.838, data_time: 0.002, memory: 7079, top1_acc: 0.4688, top5_acc: 0.6937, loss_cls: 2.2900, loss: 2.2900 2020-06-26 22:45:47,789 - mmaction - INFO - Epoch [6][140/940] lr: 0.00500, eta: 20:09:28, time: 0.825, data_time: 0.004, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7188, loss_cls: 2.2431, loss: 2.2431 2020-06-26 22:46:03,652 - mmaction - INFO - Epoch [6][160/940] lr: 0.00500, eta: 20:09:04, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7312, loss_cls: 2.0746, loss: 2.0746 2020-06-26 22:46:20,531 - mmaction - INFO - Epoch [6][180/940] lr: 0.00500, eta: 20:08:59, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9714, loss: 1.9714 2020-06-26 22:46:36,558 - mmaction - INFO - Epoch [6][200/940] lr: 0.00500, eta: 20:08:38, time: 0.801, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 2.0046, loss: 2.0046 2020-06-26 22:46:52,452 - mmaction - INFO - Epoch [6][220/940] lr: 0.00500, eta: 20:08:15, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.7663, loss: 1.7663 2020-06-26 22:47:08,711 - mmaction - INFO - Epoch [6][240/940] lr: 0.00500, eta: 20:07:58, time: 0.813, data_time: 0.004, memory: 7079, top1_acc: 0.4250, top5_acc: 0.7250, loss_cls: 2.3382, loss: 2.3382 2020-06-26 22:47:24,446 - mmaction - INFO - Epoch [6][260/940] lr: 0.00500, eta: 20:07:32, time: 0.786, data_time: 0.007, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 2.0569, loss: 2.0569 2020-06-26 22:47:40,849 - mmaction - INFO - Epoch [6][280/940] lr: 0.00500, eta: 20:07:18, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.6937, loss_cls: 2.3751, loss: 2.3751 2020-06-26 22:47:58,682 - mmaction - INFO - Epoch [6][300/940] lr: 0.00500, eta: 20:07:29, time: 0.890, data_time: 0.005, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7188, loss_cls: 2.3373, loss: 2.3373 2020-06-26 22:48:14,748 - mmaction - INFO - Epoch [6][320/940] lr: 0.00500, eta: 20:07:09, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.6568, loss: 1.6568 2020-06-26 22:48:30,643 - mmaction - INFO - Epoch [6][340/940] lr: 0.00500, eta: 20:06:46, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8000, loss_cls: 2.0512, loss: 2.0512 2020-06-26 22:48:46,575 - mmaction - INFO - Epoch [6][360/940] lr: 0.00500, eta: 20:06:24, time: 0.799, data_time: 0.007, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8187, loss_cls: 1.9597, loss: 1.9597 2020-06-26 22:49:03,478 - mmaction - INFO - Epoch [6][380/940] lr: 0.00500, eta: 20:06:18, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7250, loss_cls: 2.2999, loss: 2.2999 2020-06-26 22:49:20,253 - mmaction - INFO - Epoch [6][400/940] lr: 0.00500, eta: 20:06:11, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1123, loss: 2.1123 2020-06-26 22:49:36,649 - mmaction - INFO - Epoch [6][420/940] lr: 0.00500, eta: 20:05:57, time: 0.819, data_time: 0.002, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7750, loss_cls: 2.1145, loss: 2.1145 2020-06-26 22:49:54,220 - mmaction - INFO - Epoch [6][440/940] lr: 0.00500, eta: 20:06:02, time: 0.877, data_time: 0.005, memory: 7079, top1_acc: 0.4500, top5_acc: 0.7312, loss_cls: 2.3294, loss: 2.3294 2020-06-26 22:50:09,755 - mmaction - INFO - Epoch [6][460/940] lr: 0.00500, eta: 20:05:33, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.3145, loss: 2.3145 2020-06-26 22:50:26,605 - mmaction - INFO - Epoch [6][480/940] lr: 0.00500, eta: 20:05:27, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7562, loss_cls: 2.2046, loss: 2.2046 2020-06-26 22:50:42,621 - mmaction - INFO - Epoch [6][500/940] lr: 0.00500, eta: 20:05:06, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7188, loss_cls: 2.2010, loss: 2.2010 2020-06-26 22:50:58,429 - mmaction - INFO - Epoch [6][520/940] lr: 0.00500, eta: 20:04:42, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 2.1469, loss: 2.1469 2020-06-26 22:51:14,825 - mmaction - INFO - Epoch [6][540/940] lr: 0.00500, eta: 20:04:26, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7562, loss_cls: 2.2333, loss: 2.2333 2020-06-26 22:51:31,266 - mmaction - INFO - Epoch [6][560/940] lr: 0.00500, eta: 20:04:14, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.9030, loss: 1.9030 2020-06-26 22:51:47,490 - mmaction - INFO - Epoch [6][580/940] lr: 0.00500, eta: 20:03:56, time: 0.812, data_time: 0.003, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.8512, loss: 1.8512 2020-06-26 22:52:04,391 - mmaction - INFO - Epoch [6][600/940] lr: 0.00500, eta: 20:03:50, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.2456, loss: 2.2456 2020-06-26 22:52:20,953 - mmaction - INFO - Epoch [6][620/940] lr: 0.00500, eta: 20:03:39, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7625, loss_cls: 1.9206, loss: 1.9206 2020-06-26 22:52:36,853 - mmaction - INFO - Epoch [6][640/940] lr: 0.00500, eta: 20:03:16, time: 0.795, data_time: 0.003, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7312, loss_cls: 2.2043, loss: 2.2043 2020-06-26 22:52:53,693 - mmaction - INFO - Epoch [6][660/940] lr: 0.00500, eta: 20:03:08, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7812, loss_cls: 2.0911, loss: 2.0911 2020-06-26 22:53:09,299 - mmaction - INFO - Epoch [6][680/940] lr: 0.00500, eta: 20:02:41, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7688, loss_cls: 1.8927, loss: 1.8927 2020-06-26 22:53:26,314 - mmaction - INFO - Epoch [6][700/940] lr: 0.00500, eta: 20:02:37, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.8503, loss: 1.8503 2020-06-26 22:53:42,183 - mmaction - INFO - Epoch [6][720/940] lr: 0.00500, eta: 20:02:14, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7438, loss_cls: 1.9968, loss: 1.9968 2020-06-26 22:53:58,971 - mmaction - INFO - Epoch [6][740/940] lr: 0.00500, eta: 20:02:06, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7500, loss_cls: 2.0075, loss: 2.0075 2020-06-26 22:54:14,902 - mmaction - INFO - Epoch [6][760/940] lr: 0.00500, eta: 20:01:44, time: 0.796, data_time: 0.003, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7312, loss_cls: 2.2982, loss: 2.2982 2020-06-26 22:54:31,289 - mmaction - INFO - Epoch [6][780/940] lr: 0.00500, eta: 20:01:28, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7500, loss_cls: 2.2027, loss: 2.2027 2020-06-26 22:54:47,732 - mmaction - INFO - Epoch [6][800/940] lr: 0.00500, eta: 20:01:15, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8641, loss: 1.8641 2020-06-26 22:55:03,962 - mmaction - INFO - Epoch [6][820/940] lr: 0.00500, eta: 20:00:57, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7688, loss_cls: 2.2100, loss: 2.2100 2020-06-26 22:55:20,306 - mmaction - INFO - Epoch [6][840/940] lr: 0.00500, eta: 20:00:42, time: 0.820, data_time: 0.007, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7312, loss_cls: 2.1419, loss: 2.1419 2020-06-26 22:55:37,959 - mmaction - INFO - Epoch [6][860/940] lr: 0.00500, eta: 20:00:47, time: 0.880, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7500, loss_cls: 2.0643, loss: 2.0643 2020-06-26 22:55:53,115 - mmaction - INFO - Epoch [6][880/940] lr: 0.00500, eta: 20:00:14, time: 0.761, data_time: 0.006, memory: 7079, top1_acc: 0.4375, top5_acc: 0.7375, loss_cls: 2.2086, loss: 2.2086 2020-06-26 22:56:09,842 - mmaction - INFO - Epoch [6][900/940] lr: 0.00500, eta: 20:00:04, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7500, loss_cls: 2.1695, loss: 2.1695 2020-06-26 22:56:26,240 - mmaction - INFO - Epoch [6][920/940] lr: 0.00500, eta: 19:59:50, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7250, loss_cls: 2.1222, loss: 2.1222 2020-06-26 22:56:42,292 - mmaction - INFO - Epoch [6][940/940] lr: 0.00500, eta: 19:59:29, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.4740, top5_acc: 0.7792, loss_cls: 2.0132, loss: 2.0132 2020-06-26 22:59:27,080 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-26 22:59:28,095 - mmaction - INFO - top1_acc 0.6009 top5_acc 0.8325 2020-06-26 22:59:28,095 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-26 22:59:28,164 - mmaction - INFO - mean_acc 0.6008 2020-06-26 22:59:28,174 - mmaction - INFO - Epoch [6][940/940] lr: 0.00500, top1_acc: 0.6009, top5_acc: 0.8325, mean_class_accuracy: 0.6008 2020-06-26 22:59:46,922 - mmaction - INFO - Epoch [7][20/940] lr: 0.00500, eta: 19:59:49, time: 0.932, data_time: 0.293, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7625, loss_cls: 1.9916, loss: 1.9916 2020-06-26 23:00:01,529 - mmaction - INFO - Epoch [7][40/940] lr: 0.00500, eta: 19:59:06, time: 0.729, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.6750, loss_cls: 2.4635, loss: 2.4635 2020-06-26 23:00:18,981 - mmaction - INFO - Epoch [7][60/940] lr: 0.00500, eta: 19:59:03, time: 0.856, data_time: 0.007, memory: 7079, top1_acc: 0.4437, top5_acc: 0.6875, loss_cls: 2.5075, loss: 2.5075 2020-06-26 23:00:33,462 - mmaction - INFO - Epoch [7][80/940] lr: 0.00500, eta: 19:58:22, time: 0.735, data_time: 0.024, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7438, loss_cls: 2.1635, loss: 2.1635 2020-06-26 23:00:48,211 - mmaction - INFO - Epoch [7][100/940] lr: 0.00500, eta: 19:57:44, time: 0.744, data_time: 0.017, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.8095, loss: 1.8095 2020-06-26 23:01:03,958 - mmaction - INFO - Epoch [7][120/940] lr: 0.00500, eta: 19:57:20, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8125, loss_cls: 1.8237, loss: 1.8237 2020-06-26 23:01:20,048 - mmaction - INFO - Epoch [7][140/940] lr: 0.00500, eta: 19:57:00, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.0972, loss: 2.0972 2020-06-26 23:01:35,924 - mmaction - INFO - Epoch [7][160/940] lr: 0.00500, eta: 19:56:38, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 2.0053, loss: 2.0053 2020-06-26 23:01:52,921 - mmaction - INFO - Epoch [7][180/940] lr: 0.00500, eta: 19:56:32, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6562, loss_cls: 2.3890, loss: 2.3890 2020-06-26 23:02:08,880 - mmaction - INFO - Epoch [7][200/940] lr: 0.00500, eta: 19:56:11, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.8919, loss: 1.8919 2020-06-26 23:02:26,812 - mmaction - INFO - Epoch [7][220/940] lr: 0.00500, eta: 19:56:20, time: 0.897, data_time: 0.003, memory: 7079, top1_acc: 0.4562, top5_acc: 0.6687, loss_cls: 2.4240, loss: 2.4240 2020-06-26 23:02:41,933 - mmaction - INFO - Epoch [7][240/940] lr: 0.00500, eta: 19:55:45, time: 0.753, data_time: 0.004, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.9928, loss: 1.9928 2020-06-26 23:02:57,887 - mmaction - INFO - Epoch [7][260/940] lr: 0.00500, eta: 19:55:25, time: 0.801, data_time: 0.007, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7875, loss_cls: 1.9762, loss: 1.9762 2020-06-26 23:03:14,538 - mmaction - INFO - Epoch [7][280/940] lr: 0.00500, eta: 19:55:14, time: 0.832, data_time: 0.001, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7875, loss_cls: 1.9360, loss: 1.9360 2020-06-26 23:03:30,898 - mmaction - INFO - Epoch [7][300/940] lr: 0.00500, eta: 19:54:59, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7812, loss_cls: 1.9536, loss: 1.9536 2020-06-26 23:03:46,439 - mmaction - INFO - Epoch [7][320/940] lr: 0.00500, eta: 19:54:32, time: 0.777, data_time: 0.002, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7562, loss_cls: 2.1595, loss: 2.1595 2020-06-26 23:04:03,785 - mmaction - INFO - Epoch [7][340/940] lr: 0.00500, eta: 19:54:31, time: 0.867, data_time: 0.004, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.1513, loss: 2.1513 2020-06-26 23:04:19,981 - mmaction - INFO - Epoch [7][360/940] lr: 0.00500, eta: 19:54:13, time: 0.809, data_time: 0.007, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.7411, loss: 1.7411 2020-06-26 23:04:36,432 - mmaction - INFO - Epoch [7][380/940] lr: 0.00500, eta: 19:54:00, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7500, loss_cls: 2.1892, loss: 2.1892 2020-06-26 23:04:52,122 - mmaction - INFO - Epoch [7][400/940] lr: 0.00500, eta: 19:53:34, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7188, loss_cls: 2.2259, loss: 2.2259 2020-06-26 23:05:08,819 - mmaction - INFO - Epoch [7][420/940] lr: 0.00500, eta: 19:53:24, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1234, loss: 2.1234 2020-06-26 23:05:26,026 - mmaction - INFO - Epoch [7][440/940] lr: 0.00500, eta: 19:53:22, time: 0.861, data_time: 0.002, memory: 7079, top1_acc: 0.3875, top5_acc: 0.7125, loss_cls: 2.4664, loss: 2.4664 2020-06-26 23:05:41,823 - mmaction - INFO - Epoch [7][460/940] lr: 0.00500, eta: 19:52:58, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 2.0830, loss: 2.0830 2020-06-26 23:05:58,022 - mmaction - INFO - Epoch [7][480/940] lr: 0.00500, eta: 19:52:40, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.8000, loss_cls: 2.0797, loss: 2.0797 2020-06-26 23:06:14,378 - mmaction - INFO - Epoch [7][500/940] lr: 0.00500, eta: 19:52:25, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8063, loss_cls: 1.8694, loss: 1.8694 2020-06-26 23:06:30,618 - mmaction - INFO - Epoch [7][520/940] lr: 0.00500, eta: 19:52:08, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8500, loss_cls: 1.6343, loss: 1.6343 2020-06-26 23:06:46,820 - mmaction - INFO - Epoch [7][540/940] lr: 0.00500, eta: 19:51:51, time: 0.813, data_time: 0.007, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 1.8626, loss: 1.8626 2020-06-26 23:07:02,955 - mmaction - INFO - Epoch [7][560/940] lr: 0.00500, eta: 19:51:33, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7250, loss_cls: 2.1563, loss: 2.1563 2020-06-26 23:07:19,015 - mmaction - INFO - Epoch [7][580/940] lr: 0.00500, eta: 19:51:13, time: 0.803, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7562, loss_cls: 2.0768, loss: 2.0768 2020-06-26 23:07:35,984 - mmaction - INFO - Epoch [7][600/940] lr: 0.00500, eta: 19:51:06, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8313, loss_cls: 1.6425, loss: 1.6425 2020-06-26 23:07:53,248 - mmaction - INFO - Epoch [7][620/940] lr: 0.00500, eta: 19:51:04, time: 0.865, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7688, loss_cls: 2.0543, loss: 2.0543 2020-06-26 23:08:09,008 - mmaction - INFO - Epoch [7][640/940] lr: 0.00500, eta: 19:50:40, time: 0.787, data_time: 0.002, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0383, loss: 2.0383 2020-06-26 23:08:26,182 - mmaction - INFO - Epoch [7][660/940] lr: 0.00500, eta: 19:50:36, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1972, loss: 2.1972 2020-06-26 23:08:42,858 - mmaction - INFO - Epoch [7][680/940] lr: 0.00500, eta: 19:50:24, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.2932, loss: 2.2932 2020-06-26 23:08:58,877 - mmaction - INFO - Epoch [7][700/940] lr: 0.00500, eta: 19:50:05, time: 0.802, data_time: 0.009, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.8096, loss: 1.8096 2020-06-26 23:09:14,724 - mmaction - INFO - Epoch [7][720/940] lr: 0.00500, eta: 19:49:43, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8000, loss_cls: 1.8610, loss: 1.8610 2020-06-26 23:09:31,415 - mmaction - INFO - Epoch [7][740/940] lr: 0.00500, eta: 19:49:31, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7438, loss_cls: 2.0212, loss: 2.0212 2020-06-26 23:09:47,951 - mmaction - INFO - Epoch [7][760/940] lr: 0.00500, eta: 19:49:19, time: 0.829, data_time: 0.007, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.1922, loss: 2.1922 2020-06-26 23:10:04,054 - mmaction - INFO - Epoch [7][780/940] lr: 0.00500, eta: 19:49:00, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 2.0126, loss: 2.0126 2020-06-26 23:10:21,001 - mmaction - INFO - Epoch [7][800/940] lr: 0.00500, eta: 19:48:53, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.2662, loss: 2.2662 2020-06-26 23:10:38,077 - mmaction - INFO - Epoch [7][820/940] lr: 0.00500, eta: 19:48:47, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 1.9162, loss: 1.9162 2020-06-26 23:10:53,472 - mmaction - INFO - Epoch [7][840/940] lr: 0.00500, eta: 19:48:18, time: 0.769, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8125, loss_cls: 1.8028, loss: 1.8028 2020-06-26 23:11:10,160 - mmaction - INFO - Epoch [7][860/940] lr: 0.00500, eta: 19:48:07, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.1072, loss: 2.1072 2020-06-26 23:11:27,745 - mmaction - INFO - Epoch [7][880/940] lr: 0.00500, eta: 19:48:09, time: 0.881, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7562, loss_cls: 2.0970, loss: 2.0970 2020-06-26 23:11:43,397 - mmaction - INFO - Epoch [7][900/940] lr: 0.00500, eta: 19:47:43, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.5000, top5_acc: 0.8313, loss_cls: 1.8991, loss: 1.8991 2020-06-26 23:11:59,815 - mmaction - INFO - Epoch [7][920/940] lr: 0.00500, eta: 19:47:29, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7625, loss_cls: 2.1519, loss: 2.1519 2020-06-26 23:12:16,377 - mmaction - INFO - Epoch [7][940/940] lr: 0.00500, eta: 19:47:16, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.5325, top5_acc: 0.7792, loss_cls: 2.0532, loss: 2.0532 2020-06-26 23:12:39,518 - mmaction - INFO - Epoch [8][20/940] lr: 0.00500, eta: 19:48:07, time: 1.070, data_time: 0.429, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7625, loss_cls: 2.0544, loss: 2.0544 2020-06-26 23:12:53,952 - mmaction - INFO - Epoch [8][40/940] lr: 0.00500, eta: 19:47:26, time: 0.724, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7562, loss_cls: 2.0315, loss: 2.0315 2020-06-26 23:13:09,408 - mmaction - INFO - Epoch [8][60/940] lr: 0.00500, eta: 19:46:58, time: 0.770, data_time: 0.004, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7688, loss_cls: 2.0381, loss: 2.0381 2020-06-26 23:13:26,014 - mmaction - INFO - Epoch [8][80/940] lr: 0.00500, eta: 19:46:47, time: 0.834, data_time: 0.007, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7812, loss_cls: 1.9728, loss: 1.9728 2020-06-26 23:13:41,710 - mmaction - INFO - Epoch [8][100/940] lr: 0.00500, eta: 19:46:22, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8375, loss_cls: 1.6874, loss: 1.6874 2020-06-26 23:13:59,376 - mmaction - INFO - Epoch [8][120/940] lr: 0.00500, eta: 19:46:24, time: 0.885, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7438, loss_cls: 2.0568, loss: 2.0568 2020-06-26 23:14:14,939 - mmaction - INFO - Epoch [8][140/940] lr: 0.00500, eta: 19:45:57, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7438, loss_cls: 2.0672, loss: 2.0672 2020-06-26 23:14:31,418 - mmaction - INFO - Epoch [8][160/940] lr: 0.00500, eta: 19:45:44, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.8803, loss: 1.8803 2020-06-26 23:14:47,541 - mmaction - INFO - Epoch [8][180/940] lr: 0.00500, eta: 19:45:25, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8000, loss_cls: 1.9754, loss: 1.9754 2020-06-26 23:15:04,210 - mmaction - INFO - Epoch [8][200/940] lr: 0.00500, eta: 19:45:13, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 1.6727, loss: 1.6727 2020-06-26 23:15:20,298 - mmaction - INFO - Epoch [8][220/940] lr: 0.00500, eta: 19:44:53, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7937, loss_cls: 1.9822, loss: 1.9822 2020-06-26 23:15:36,428 - mmaction - INFO - Epoch [8][240/940] lr: 0.00500, eta: 19:44:36, time: 0.809, data_time: 0.007, memory: 7079, top1_acc: 0.5250, top5_acc: 0.8000, loss_cls: 1.9600, loss: 1.9600 2020-06-26 23:15:53,386 - mmaction - INFO - Epoch [8][260/940] lr: 0.00500, eta: 19:44:27, time: 0.846, data_time: 0.004, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.9555, loss: 1.9555 2020-06-26 23:16:09,531 - mmaction - INFO - Epoch [8][280/940] lr: 0.00500, eta: 19:44:09, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7688, loss_cls: 2.0832, loss: 2.0832 2020-06-26 23:16:26,345 - mmaction - INFO - Epoch [8][300/940] lr: 0.00500, eta: 19:43:59, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.9561, loss: 1.9561 2020-06-26 23:16:42,486 - mmaction - INFO - Epoch [8][320/940] lr: 0.00500, eta: 19:43:40, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 1.9109, loss: 1.9109 2020-06-26 23:16:58,968 - mmaction - INFO - Epoch [8][340/940] lr: 0.00500, eta: 19:43:27, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7375, loss_cls: 1.9754, loss: 1.9754 2020-06-26 23:17:15,002 - mmaction - INFO - Epoch [8][360/940] lr: 0.00500, eta: 19:43:07, time: 0.800, data_time: 0.004, memory: 7079, top1_acc: 0.4250, top5_acc: 0.7125, loss_cls: 2.4249, loss: 2.4249 2020-06-26 23:17:31,830 - mmaction - INFO - Epoch [8][380/940] lr: 0.00500, eta: 19:42:57, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.6937, loss_cls: 2.2822, loss: 2.2822 2020-06-26 23:17:49,044 - mmaction - INFO - Epoch [8][400/940] lr: 0.00500, eta: 19:42:52, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.7562, loss_cls: 1.7429, loss: 1.7429 2020-06-26 23:18:05,883 - mmaction - INFO - Epoch [8][420/940] lr: 0.00500, eta: 19:42:43, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.9632, loss: 1.9632 2020-06-26 23:18:21,630 - mmaction - INFO - Epoch [8][440/940] lr: 0.00500, eta: 19:42:19, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7688, loss_cls: 2.2116, loss: 2.2116 2020-06-26 23:18:39,503 - mmaction - INFO - Epoch [8][460/940] lr: 0.00500, eta: 19:42:22, time: 0.894, data_time: 0.004, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7812, loss_cls: 1.9878, loss: 1.9878 2020-06-26 23:18:55,272 - mmaction - INFO - Epoch [8][480/940] lr: 0.00500, eta: 19:41:59, time: 0.786, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8313, loss_cls: 1.6703, loss: 1.6703 2020-06-26 23:19:12,390 - mmaction - INFO - Epoch [8][500/940] lr: 0.00500, eta: 19:41:53, time: 0.858, data_time: 0.006, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7688, loss_cls: 2.1704, loss: 2.1704 2020-06-26 23:19:28,512 - mmaction - INFO - Epoch [8][520/940] lr: 0.00500, eta: 19:41:34, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.1328, loss: 2.1328 2020-06-26 23:19:44,898 - mmaction - INFO - Epoch [8][540/940] lr: 0.00500, eta: 19:41:19, time: 0.821, data_time: 0.007, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7875, loss_cls: 2.0116, loss: 2.0116 2020-06-26 23:20:01,822 - mmaction - INFO - Epoch [8][560/940] lr: 0.00500, eta: 19:41:09, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.8294, loss: 1.8294 2020-06-26 23:20:18,086 - mmaction - INFO - Epoch [8][580/940] lr: 0.00500, eta: 19:40:53, time: 0.816, data_time: 0.007, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 2.1288, loss: 2.1288 2020-06-26 23:20:34,168 - mmaction - INFO - Epoch [8][600/940] lr: 0.00500, eta: 19:40:33, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 1.9874, loss: 1.9874 2020-06-26 23:20:50,522 - mmaction - INFO - Epoch [8][620/940] lr: 0.00500, eta: 19:40:18, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.8791, loss: 1.8791 2020-06-26 23:21:07,175 - mmaction - INFO - Epoch [8][640/940] lr: 0.00500, eta: 19:40:05, time: 0.832, data_time: 0.003, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7750, loss_cls: 1.7872, loss: 1.7872 2020-06-26 23:21:23,678 - mmaction - INFO - Epoch [8][660/940] lr: 0.00500, eta: 19:39:51, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7812, loss_cls: 1.9233, loss: 1.9233 2020-06-26 23:21:40,182 - mmaction - INFO - Epoch [8][680/940] lr: 0.00500, eta: 19:39:37, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 1.8541, loss: 1.8541 2020-06-26 23:21:56,609 - mmaction - INFO - Epoch [8][700/940] lr: 0.00500, eta: 19:39:21, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7438, loss_cls: 2.0489, loss: 2.0489 2020-06-26 23:22:13,484 - mmaction - INFO - Epoch [8][720/940] lr: 0.00500, eta: 19:39:12, time: 0.847, data_time: 0.007, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7500, loss_cls: 2.0515, loss: 2.0515 2020-06-26 23:22:29,720 - mmaction - INFO - Epoch [8][740/940] lr: 0.00500, eta: 19:38:55, time: 0.810, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 2.0044, loss: 2.0044 2020-06-26 23:22:46,440 - mmaction - INFO - Epoch [8][760/940] lr: 0.00500, eta: 19:38:43, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7812, loss_cls: 2.0675, loss: 2.0675 2020-06-26 23:23:02,437 - mmaction - INFO - Epoch [8][780/940] lr: 0.00500, eta: 19:38:23, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7562, loss_cls: 2.0728, loss: 2.0728 2020-06-26 23:23:18,867 - mmaction - INFO - Epoch [8][800/940] lr: 0.00500, eta: 19:38:08, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.4500, top5_acc: 0.7750, loss_cls: 2.0015, loss: 2.0015 2020-06-26 23:23:35,488 - mmaction - INFO - Epoch [8][820/940] lr: 0.00500, eta: 19:37:55, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7188, loss_cls: 2.1663, loss: 2.1663 2020-06-26 23:23:52,237 - mmaction - INFO - Epoch [8][840/940] lr: 0.00500, eta: 19:37:44, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8187, loss_cls: 1.6744, loss: 1.6744 2020-06-26 23:24:08,691 - mmaction - INFO - Epoch [8][860/940] lr: 0.00500, eta: 19:37:29, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7500, loss_cls: 1.9986, loss: 1.9986 2020-06-26 23:24:25,071 - mmaction - INFO - Epoch [8][880/940] lr: 0.00500, eta: 19:37:13, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7812, loss_cls: 1.8488, loss: 1.8488 2020-06-26 23:24:42,461 - mmaction - INFO - Epoch [8][900/940] lr: 0.00500, eta: 19:37:09, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.0612, loss: 2.0612 2020-06-26 23:24:58,651 - mmaction - INFO - Epoch [8][920/940] lr: 0.00500, eta: 19:36:52, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8317, loss: 1.8317 2020-06-26 23:25:14,400 - mmaction - INFO - Epoch [8][940/940] lr: 0.00500, eta: 19:36:28, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.5909, top5_acc: 0.7857, loss_cls: 1.8192, loss: 1.8192 2020-06-26 23:27:59,414 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-26 23:28:00,422 - mmaction - INFO - top1_acc 0.6142 top5_acc 0.8449 2020-06-26 23:28:00,422 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-26 23:28:00,537 - mmaction - INFO - mean_acc 0.6140 2020-06-26 23:28:00,562 - mmaction - INFO - Epoch [8][940/940] lr: 0.00500, top1_acc: 0.6142, top5_acc: 0.8449, mean_class_accuracy: 0.6140 2020-06-26 23:28:20,538 - mmaction - INFO - Epoch [9][20/940] lr: 0.00500, eta: 19:36:53, time: 0.995, data_time: 0.307, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7438, loss_cls: 2.0968, loss: 2.0968 2020-06-26 23:28:35,507 - mmaction - INFO - Epoch [9][40/940] lr: 0.00500, eta: 19:36:21, time: 0.749, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7750, loss_cls: 1.9619, loss: 1.9619 2020-06-26 23:28:50,986 - mmaction - INFO - Epoch [9][60/940] lr: 0.00500, eta: 19:35:55, time: 0.774, data_time: 0.003, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7750, loss_cls: 1.9629, loss: 1.9629 2020-06-26 23:29:07,702 - mmaction - INFO - Epoch [9][80/940] lr: 0.00500, eta: 19:35:43, time: 0.835, data_time: 0.002, memory: 7079, top1_acc: 0.5250, top5_acc: 0.8125, loss_cls: 1.8919, loss: 1.8919 2020-06-26 23:29:23,813 - mmaction - INFO - Epoch [9][100/940] lr: 0.00500, eta: 19:35:24, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.8303, loss: 1.8303 2020-06-26 23:29:40,574 - mmaction - INFO - Epoch [9][120/940] lr: 0.00500, eta: 19:35:13, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.8586, loss: 1.8586 2020-06-26 23:29:57,304 - mmaction - INFO - Epoch [9][140/940] lr: 0.00500, eta: 19:35:01, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 1.8955, loss: 1.8955 2020-06-26 23:30:13,808 - mmaction - INFO - Epoch [9][160/940] lr: 0.00500, eta: 19:34:47, time: 0.825, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.8321, loss: 1.8321 2020-06-26 23:30:29,926 - mmaction - INFO - Epoch [9][180/940] lr: 0.00500, eta: 19:34:27, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7500, loss_cls: 2.0044, loss: 2.0044 2020-06-26 23:30:46,521 - mmaction - INFO - Epoch [9][200/940] lr: 0.00500, eta: 19:34:15, time: 0.832, data_time: 0.007, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 1.9878, loss: 1.9878 2020-06-26 23:31:03,297 - mmaction - INFO - Epoch [9][220/940] lr: 0.00500, eta: 19:34:02, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7500, loss_cls: 1.9201, loss: 1.9201 2020-06-26 23:31:19,973 - mmaction - INFO - Epoch [9][240/940] lr: 0.00500, eta: 19:33:51, time: 0.837, data_time: 0.007, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.9571, loss: 1.9571 2020-06-26 23:31:36,798 - mmaction - INFO - Epoch [9][260/940] lr: 0.00500, eta: 19:33:39, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8375, loss_cls: 1.6850, loss: 1.6850 2020-06-26 23:31:53,688 - mmaction - INFO - Epoch [9][280/940] lr: 0.00500, eta: 19:33:29, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7438, loss_cls: 2.0987, loss: 2.0987 2020-06-26 23:32:10,386 - mmaction - INFO - Epoch [9][300/940] lr: 0.00500, eta: 19:33:17, time: 0.835, data_time: 0.003, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7438, loss_cls: 1.9935, loss: 1.9935 2020-06-26 23:32:27,534 - mmaction - INFO - Epoch [9][320/940] lr: 0.00500, eta: 19:33:09, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7956, loss: 1.7956 2020-06-26 23:32:43,744 - mmaction - INFO - Epoch [9][340/940] lr: 0.00500, eta: 19:32:52, time: 0.813, data_time: 0.007, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7937, loss_cls: 1.9123, loss: 1.9123 2020-06-26 23:33:00,820 - mmaction - INFO - Epoch [9][360/940] lr: 0.00500, eta: 19:32:43, time: 0.852, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.9501, loss: 1.9501 2020-06-26 23:33:16,859 - mmaction - INFO - Epoch [9][380/940] lr: 0.00500, eta: 19:32:24, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7375, loss_cls: 1.9726, loss: 1.9726 2020-06-26 23:33:33,174 - mmaction - INFO - Epoch [9][400/940] lr: 0.00500, eta: 19:32:07, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7812, loss_cls: 1.8069, loss: 1.8069 2020-06-26 23:33:49,938 - mmaction - INFO - Epoch [9][420/940] lr: 0.00500, eta: 19:31:56, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7812, loss_cls: 2.0620, loss: 2.0620 2020-06-26 23:34:06,858 - mmaction - INFO - Epoch [9][440/940] lr: 0.00500, eta: 19:31:45, time: 0.844, data_time: 0.004, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.8661, loss: 1.8661 2020-06-26 23:34:23,121 - mmaction - INFO - Epoch [9][460/940] lr: 0.00500, eta: 19:31:28, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9747, loss: 1.9747 2020-06-26 23:34:39,624 - mmaction - INFO - Epoch [9][480/940] lr: 0.00500, eta: 19:31:13, time: 0.823, data_time: 0.004, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6864, loss: 1.6864 2020-06-26 23:34:56,801 - mmaction - INFO - Epoch [9][500/940] lr: 0.00500, eta: 19:31:06, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8250, loss_cls: 1.8242, loss: 1.8242 2020-06-26 23:35:13,299 - mmaction - INFO - Epoch [9][520/940] lr: 0.00500, eta: 19:30:51, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6884, loss: 1.6884 2020-06-26 23:35:29,976 - mmaction - INFO - Epoch [9][540/940] lr: 0.00500, eta: 19:30:39, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.9191, loss: 1.9191 2020-06-26 23:35:46,988 - mmaction - INFO - Epoch [9][560/940] lr: 0.00500, eta: 19:30:30, time: 0.850, data_time: 0.004, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7625, loss_cls: 1.8263, loss: 1.8263 2020-06-26 23:36:04,038 - mmaction - INFO - Epoch [9][580/940] lr: 0.00500, eta: 19:30:21, time: 0.853, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0297, loss: 2.0297 2020-06-26 23:36:20,596 - mmaction - INFO - Epoch [9][600/940] lr: 0.00500, eta: 19:30:06, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.7697, loss: 1.7697 2020-06-26 23:36:37,131 - mmaction - INFO - Epoch [9][620/940] lr: 0.00500, eta: 19:29:52, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7500, loss_cls: 2.0414, loss: 2.0414 2020-06-26 23:36:53,763 - mmaction - INFO - Epoch [9][640/940] lr: 0.00500, eta: 19:29:39, time: 0.832, data_time: 0.003, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 2.0067, loss: 2.0067 2020-06-26 23:37:10,600 - mmaction - INFO - Epoch [9][660/940] lr: 0.00500, eta: 19:29:27, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9439, loss: 1.9439 2020-06-26 23:37:26,648 - mmaction - INFO - Epoch [9][680/940] lr: 0.00500, eta: 19:29:08, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.0136, loss: 2.0136 2020-06-26 23:37:43,405 - mmaction - INFO - Epoch [9][700/940] lr: 0.00500, eta: 19:28:56, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6695, loss: 1.6695 2020-06-26 23:37:59,714 - mmaction - INFO - Epoch [9][720/940] lr: 0.00500, eta: 19:28:38, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7375, loss_cls: 2.1897, loss: 2.1897 2020-06-26 23:38:16,173 - mmaction - INFO - Epoch [9][740/940] lr: 0.00500, eta: 19:28:24, time: 0.826, data_time: 0.007, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8250, loss_cls: 1.8432, loss: 1.8432 2020-06-26 23:38:33,041 - mmaction - INFO - Epoch [9][760/940] lr: 0.00500, eta: 19:28:12, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7688, loss_cls: 1.9120, loss: 1.9120 2020-06-26 23:38:49,603 - mmaction - INFO - Epoch [9][780/940] lr: 0.00500, eta: 19:27:59, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 1.9039, loss: 1.9039 2020-06-26 23:39:05,874 - mmaction - INFO - Epoch [9][800/940] lr: 0.00500, eta: 19:27:41, time: 0.814, data_time: 0.002, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1019, loss: 2.1019 2020-06-26 23:39:22,512 - mmaction - INFO - Epoch [9][820/940] lr: 0.00500, eta: 19:27:28, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.9516, loss: 1.9516 2020-06-26 23:39:39,279 - mmaction - INFO - Epoch [9][840/940] lr: 0.00500, eta: 19:27:16, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7188, loss_cls: 2.0632, loss: 2.0632 2020-06-26 23:39:56,508 - mmaction - INFO - Epoch [9][860/940] lr: 0.00500, eta: 19:27:08, time: 0.858, data_time: 0.004, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7312, loss_cls: 2.1853, loss: 2.1853 2020-06-26 23:40:13,422 - mmaction - INFO - Epoch [9][880/940] lr: 0.00500, eta: 19:26:58, time: 0.849, data_time: 0.007, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7375, loss_cls: 2.0760, loss: 2.0760 2020-06-26 23:40:30,224 - mmaction - INFO - Epoch [9][900/940] lr: 0.00500, eta: 19:26:46, time: 0.840, data_time: 0.002, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8000, loss_cls: 1.7401, loss: 1.7401 2020-06-26 23:40:46,732 - mmaction - INFO - Epoch [9][920/940] lr: 0.00500, eta: 19:26:30, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7375, loss_cls: 2.0575, loss: 2.0575 2020-06-26 23:41:02,170 - mmaction - INFO - Epoch [9][940/940] lr: 0.00500, eta: 19:26:05, time: 0.774, data_time: 0.006, memory: 7079, top1_acc: 0.5519, top5_acc: 0.7597, loss_cls: 1.9211, loss: 1.9211 2020-06-26 23:41:24,910 - mmaction - INFO - Epoch [10][20/940] lr: 0.00500, eta: 19:26:32, time: 1.032, data_time: 0.288, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7937, loss_cls: 1.9791, loss: 1.9791 2020-06-26 23:41:40,668 - mmaction - INFO - Epoch [10][40/940] lr: 0.00500, eta: 19:26:09, time: 0.786, data_time: 0.007, memory: 7079, top1_acc: 0.4938, top5_acc: 0.8250, loss_cls: 1.9349, loss: 1.9349 2020-06-26 23:41:56,548 - mmaction - INFO - Epoch [10][60/940] lr: 0.00500, eta: 19:25:48, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.8000, loss_cls: 1.9243, loss: 1.9243 2020-06-26 23:42:13,443 - mmaction - INFO - Epoch [10][80/940] lr: 0.00500, eta: 19:25:36, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7875, loss_cls: 1.7015, loss: 1.7015 2020-06-26 23:42:29,822 - mmaction - INFO - Epoch [10][100/940] lr: 0.00500, eta: 19:25:21, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.0415, loss: 2.0415 2020-06-26 23:42:46,488 - mmaction - INFO - Epoch [10][120/940] lr: 0.00500, eta: 19:25:07, time: 0.830, data_time: 0.004, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0901, loss: 2.0901 2020-06-26 23:43:04,372 - mmaction - INFO - Epoch [10][140/940] lr: 0.00500, eta: 19:25:06, time: 0.897, data_time: 0.007, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6579, loss: 1.6579 2020-06-26 23:43:20,546 - mmaction - INFO - Epoch [10][160/940] lr: 0.00500, eta: 19:24:47, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7562, loss_cls: 2.0830, loss: 2.0830 2020-06-26 23:43:37,120 - mmaction - INFO - Epoch [10][180/940] lr: 0.00500, eta: 19:24:34, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.8797, loss: 1.8797 2020-06-26 23:43:53,771 - mmaction - INFO - Epoch [10][200/940] lr: 0.00500, eta: 19:24:19, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.7574, loss: 1.7574 2020-06-26 23:44:11,288 - mmaction - INFO - Epoch [10][220/940] lr: 0.00500, eta: 19:24:15, time: 0.878, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7688, loss_cls: 2.1427, loss: 2.1427 2020-06-26 23:44:27,364 - mmaction - INFO - Epoch [10][240/940] lr: 0.00500, eta: 19:23:55, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7875, loss_cls: 1.7922, loss: 1.7922 2020-06-26 23:44:44,500 - mmaction - INFO - Epoch [10][260/940] lr: 0.00500, eta: 19:23:47, time: 0.858, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.8305, loss: 1.8305 2020-06-26 23:45:01,105 - mmaction - INFO - Epoch [10][280/940] lr: 0.00500, eta: 19:23:32, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8438, loss_cls: 1.6920, loss: 1.6920 2020-06-26 23:45:17,877 - mmaction - INFO - Epoch [10][300/940] lr: 0.00500, eta: 19:23:19, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7644, loss: 1.7644 2020-06-26 23:45:34,855 - mmaction - INFO - Epoch [10][320/940] lr: 0.00500, eta: 19:23:09, time: 0.850, data_time: 0.007, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7688, loss_cls: 1.9639, loss: 1.9639 2020-06-26 23:45:51,505 - mmaction - INFO - Epoch [10][340/940] lr: 0.00500, eta: 19:22:55, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.5504, loss: 1.5504 2020-06-26 23:46:09,898 - mmaction - INFO - Epoch [10][360/940] lr: 0.00500, eta: 19:22:58, time: 0.919, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7125, loss_cls: 2.2033, loss: 2.2033 2020-06-26 23:46:25,747 - mmaction - INFO - Epoch [10][380/940] lr: 0.00500, eta: 19:22:37, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 2.0111, loss: 2.0111 2020-06-26 23:46:42,972 - mmaction - INFO - Epoch [10][400/940] lr: 0.00500, eta: 19:22:28, time: 0.859, data_time: 0.006, memory: 7079, top1_acc: 0.4562, top5_acc: 0.7375, loss_cls: 2.1313, loss: 2.1313 2020-06-26 23:46:59,526 - mmaction - INFO - Epoch [10][420/940] lr: 0.00500, eta: 19:22:14, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7312, loss_cls: 2.1365, loss: 2.1365 2020-06-26 23:47:16,186 - mmaction - INFO - Epoch [10][440/940] lr: 0.00500, eta: 19:22:00, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.9519, loss: 1.9519 2020-06-26 23:47:32,702 - mmaction - INFO - Epoch [10][460/940] lr: 0.00500, eta: 19:21:45, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.1591, loss: 2.1591 2020-06-26 23:47:49,244 - mmaction - INFO - Epoch [10][480/940] lr: 0.00500, eta: 19:21:30, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7688, loss_cls: 1.9148, loss: 1.9148 2020-06-26 23:48:05,818 - mmaction - INFO - Epoch [10][500/940] lr: 0.00500, eta: 19:21:15, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8562, loss_cls: 1.7129, loss: 1.7129 2020-06-26 23:48:22,648 - mmaction - INFO - Epoch [10][520/940] lr: 0.00500, eta: 19:21:03, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.8125, loss_cls: 2.0181, loss: 2.0181 2020-06-26 23:48:39,988 - mmaction - INFO - Epoch [10][540/940] lr: 0.00500, eta: 19:20:56, time: 0.868, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8000, loss_cls: 1.8971, loss: 1.8971 2020-06-26 23:48:56,630 - mmaction - INFO - Epoch [10][560/940] lr: 0.00500, eta: 19:20:42, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.4688, top5_acc: 0.7500, loss_cls: 2.1147, loss: 2.1147 2020-06-26 23:49:13,456 - mmaction - INFO - Epoch [10][580/940] lr: 0.00500, eta: 19:20:30, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8000, loss_cls: 1.7728, loss: 1.7728 2020-06-26 23:49:29,617 - mmaction - INFO - Epoch [10][600/940] lr: 0.00500, eta: 19:20:11, time: 0.806, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7812, loss_cls: 1.7949, loss: 1.7949 2020-06-26 23:49:46,719 - mmaction - INFO - Epoch [10][620/940] lr: 0.00500, eta: 19:20:01, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7688, loss_cls: 1.8773, loss: 1.8773 2020-06-26 23:50:04,432 - mmaction - INFO - Epoch [10][640/940] lr: 0.00500, eta: 19:19:57, time: 0.885, data_time: 0.002, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7562, loss_cls: 1.9934, loss: 1.9934 2020-06-26 23:50:20,441 - mmaction - INFO - Epoch [10][660/940] lr: 0.00500, eta: 19:19:37, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7875, loss_cls: 2.0458, loss: 2.0458 2020-06-26 23:50:37,222 - mmaction - INFO - Epoch [10][680/940] lr: 0.00500, eta: 19:19:24, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7188, loss_cls: 2.1361, loss: 2.1361 2020-06-26 23:50:53,889 - mmaction - INFO - Epoch [10][700/940] lr: 0.00500, eta: 19:19:10, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7562, loss_cls: 2.0890, loss: 2.0890 2020-06-26 23:51:11,213 - mmaction - INFO - Epoch [10][720/940] lr: 0.00500, eta: 19:19:03, time: 0.869, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7743, loss: 1.7743 2020-06-26 23:51:27,695 - mmaction - INFO - Epoch [10][740/940] lr: 0.00500, eta: 19:18:47, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7875, loss_cls: 2.0278, loss: 2.0278 2020-06-26 23:51:44,504 - mmaction - INFO - Epoch [10][760/940] lr: 0.00500, eta: 19:18:34, time: 0.838, data_time: 0.007, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.9232, loss: 1.9232 2020-06-26 23:52:01,588 - mmaction - INFO - Epoch [10][780/940] lr: 0.00500, eta: 19:18:25, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.0821, loss: 2.0821 2020-06-26 23:52:17,753 - mmaction - INFO - Epoch [10][800/940] lr: 0.00500, eta: 19:18:06, time: 0.808, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.8230, loss: 1.8230 2020-06-26 23:52:35,093 - mmaction - INFO - Epoch [10][820/940] lr: 0.00500, eta: 19:17:58, time: 0.865, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7562, loss_cls: 1.9026, loss: 1.9026 2020-06-26 23:52:51,962 - mmaction - INFO - Epoch [10][840/940] lr: 0.00500, eta: 19:17:46, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6069, loss: 1.6069 2020-06-26 23:53:08,452 - mmaction - INFO - Epoch [10][860/940] lr: 0.00500, eta: 19:17:30, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.8023, loss: 1.8023 2020-06-26 23:53:24,800 - mmaction - INFO - Epoch [10][880/940] lr: 0.00500, eta: 19:17:13, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7312, loss_cls: 2.1580, loss: 2.1580 2020-06-26 23:53:41,518 - mmaction - INFO - Epoch [10][900/940] lr: 0.00500, eta: 19:16:59, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.8374, loss: 1.8374 2020-06-26 23:53:58,281 - mmaction - INFO - Epoch [10][920/940] lr: 0.00500, eta: 19:16:47, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8063, loss_cls: 1.6769, loss: 1.6769 2020-06-26 23:54:14,325 - mmaction - INFO - Epoch [10][940/940] lr: 0.00500, eta: 19:16:27, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.5065, top5_acc: 0.7273, loss_cls: 2.3366, loss: 2.3366 2020-06-26 23:57:03,702 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-26 23:57:04,714 - mmaction - INFO - top1_acc 0.6156 top5_acc 0.8442 2020-06-26 23:57:04,714 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-26 23:57:04,777 - mmaction - INFO - mean_acc 0.6154 2020-06-26 23:57:04,785 - mmaction - INFO - Epoch [10][940/940] lr: 0.00500, top1_acc: 0.6156, top5_acc: 0.8442, mean_class_accuracy: 0.6154 2020-06-26 23:57:25,048 - mmaction - INFO - Epoch [11][20/940] lr: 0.00500, eta: 19:16:45, time: 1.011, data_time: 0.303, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.7167, loss: 1.7167 2020-06-26 23:57:39,658 - mmaction - INFO - Epoch [11][40/940] lr: 0.00500, eta: 19:16:12, time: 0.729, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7812, loss_cls: 1.8366, loss: 1.8366 2020-06-26 23:57:55,151 - mmaction - INFO - Epoch [11][60/940] lr: 0.00500, eta: 19:15:48, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7688, loss_cls: 1.8758, loss: 1.8758 2020-06-26 23:58:11,190 - mmaction - INFO - Epoch [11][80/940] lr: 0.00500, eta: 19:15:28, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.9497, loss: 1.9497 2020-06-26 23:58:27,595 - mmaction - INFO - Epoch [11][100/940] lr: 0.00500, eta: 19:15:12, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.7721, loss: 1.7721 2020-06-26 23:58:44,260 - mmaction - INFO - Epoch [11][120/940] lr: 0.00500, eta: 19:14:57, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0675, loss: 2.0675 2020-06-26 23:59:00,580 - mmaction - INFO - Epoch [11][140/940] lr: 0.00500, eta: 19:14:40, time: 0.817, data_time: 0.004, memory: 7079, top1_acc: 0.5062, top5_acc: 0.8250, loss_cls: 1.8690, loss: 1.8690 2020-06-26 23:59:17,293 - mmaction - INFO - Epoch [11][160/940] lr: 0.00500, eta: 19:14:26, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8187, loss_cls: 1.7981, loss: 1.7981 2020-06-26 23:59:34,497 - mmaction - INFO - Epoch [11][180/940] lr: 0.00500, eta: 19:14:17, time: 0.863, data_time: 0.007, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.6251, loss: 1.6251 2020-06-26 23:59:51,381 - mmaction - INFO - Epoch [11][200/940] lr: 0.00500, eta: 19:14:05, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 2.0598, loss: 2.0598 2020-06-27 00:00:07,707 - mmaction - INFO - Epoch [11][220/940] lr: 0.00500, eta: 19:13:48, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.8795, loss: 1.8795 2020-06-27 00:00:26,953 - mmaction - INFO - Epoch [11][240/940] lr: 0.00500, eta: 19:13:54, time: 0.951, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.7590, loss: 1.7590 2020-06-27 00:00:41,828 - mmaction - INFO - Epoch [11][260/940] lr: 0.00500, eta: 19:13:26, time: 0.756, data_time: 0.034, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8313, loss_cls: 1.8127, loss: 1.8127 2020-06-27 00:00:57,739 - mmaction - INFO - Epoch [11][280/940] lr: 0.00500, eta: 19:13:05, time: 0.794, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7438, loss_cls: 1.9907, loss: 1.9907 2020-06-27 00:01:13,846 - mmaction - INFO - Epoch [11][300/940] lr: 0.00500, eta: 19:12:46, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.7919, loss: 1.7919 2020-06-27 00:01:30,756 - mmaction - INFO - Epoch [11][320/940] lr: 0.00500, eta: 19:12:34, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.8743, loss: 1.8743 2020-06-27 00:01:49,019 - mmaction - INFO - Epoch [11][340/940] lr: 0.00500, eta: 19:12:34, time: 0.915, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7063, loss_cls: 2.0087, loss: 2.0087 2020-06-27 00:02:04,987 - mmaction - INFO - Epoch [11][360/940] lr: 0.00500, eta: 19:12:14, time: 0.798, data_time: 0.004, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.8527, loss: 1.8527 2020-06-27 00:02:21,346 - mmaction - INFO - Epoch [11][380/940] lr: 0.00500, eta: 19:11:57, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.7564, loss: 1.7564 2020-06-27 00:02:37,904 - mmaction - INFO - Epoch [11][400/940] lr: 0.00500, eta: 19:11:41, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8130, loss: 1.8130 2020-06-27 00:02:54,530 - mmaction - INFO - Epoch [11][420/940] lr: 0.00500, eta: 19:11:27, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.7696, loss: 1.7696 2020-06-27 00:03:11,750 - mmaction - INFO - Epoch [11][440/940] lr: 0.00500, eta: 19:11:17, time: 0.859, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8000, loss_cls: 1.9322, loss: 1.9322 2020-06-27 00:03:28,562 - mmaction - INFO - Epoch [11][460/940] lr: 0.00500, eta: 19:11:05, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7937, loss_cls: 1.7754, loss: 1.7754 2020-06-27 00:03:45,577 - mmaction - INFO - Epoch [11][480/940] lr: 0.00500, eta: 19:10:53, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8187, loss_cls: 1.8588, loss: 1.8588 2020-06-27 00:04:02,121 - mmaction - INFO - Epoch [11][500/940] lr: 0.00500, eta: 19:10:38, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8000, loss_cls: 1.8894, loss: 1.8894 2020-06-27 00:04:19,208 - mmaction - INFO - Epoch [11][520/940] lr: 0.00500, eta: 19:10:27, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7937, loss_cls: 1.7240, loss: 1.7240 2020-06-27 00:04:36,275 - mmaction - INFO - Epoch [11][540/940] lr: 0.00500, eta: 19:10:16, time: 0.856, data_time: 0.007, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.9004, loss: 1.9004 2020-06-27 00:04:53,044 - mmaction - INFO - Epoch [11][560/940] lr: 0.00500, eta: 19:10:03, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7500, loss_cls: 1.8998, loss: 1.8998 2020-06-27 00:05:09,568 - mmaction - INFO - Epoch [11][580/940] lr: 0.00500, eta: 19:09:47, time: 0.826, data_time: 0.003, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 2.0372, loss: 2.0372 2020-06-27 00:05:26,427 - mmaction - INFO - Epoch [11][600/940] lr: 0.00500, eta: 19:09:34, time: 0.843, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.7567, loss: 1.7567 2020-06-27 00:05:42,891 - mmaction - INFO - Epoch [11][620/940] lr: 0.00500, eta: 19:09:18, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.6295, loss: 1.6295 2020-06-27 00:05:59,719 - mmaction - INFO - Epoch [11][640/940] lr: 0.00500, eta: 19:09:05, time: 0.841, data_time: 0.002, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7500, loss_cls: 2.1291, loss: 2.1291 2020-06-27 00:06:16,747 - mmaction - INFO - Epoch [11][660/940] lr: 0.00500, eta: 19:08:54, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7562, loss_cls: 1.9712, loss: 1.9712 2020-06-27 00:06:33,604 - mmaction - INFO - Epoch [11][680/940] lr: 0.00500, eta: 19:08:41, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.8087, loss: 1.8087 2020-06-27 00:06:50,538 - mmaction - INFO - Epoch [11][700/940] lr: 0.00500, eta: 19:08:28, time: 0.844, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 1.7081, loss: 1.7081 2020-06-27 00:07:06,857 - mmaction - INFO - Epoch [11][720/940] lr: 0.00500, eta: 19:08:11, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7937, loss_cls: 1.8251, loss: 1.8251 2020-06-27 00:07:23,768 - mmaction - INFO - Epoch [11][740/940] lr: 0.00500, eta: 19:07:59, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.6589, loss: 1.6589 2020-06-27 00:07:40,790 - mmaction - INFO - Epoch [11][760/940] lr: 0.00500, eta: 19:07:48, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 2.0483, loss: 2.0483 2020-06-27 00:07:57,053 - mmaction - INFO - Epoch [11][780/940] lr: 0.00500, eta: 19:07:29, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.7069, loss: 1.7069 2020-06-27 00:08:13,686 - mmaction - INFO - Epoch [11][800/940] lr: 0.00500, eta: 19:07:15, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8000, loss_cls: 1.9462, loss: 1.9462 2020-06-27 00:08:30,989 - mmaction - INFO - Epoch [11][820/940] lr: 0.00500, eta: 19:07:05, time: 0.863, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.8760, loss: 1.8760 2020-06-27 00:08:48,026 - mmaction - INFO - Epoch [11][840/940] lr: 0.00500, eta: 19:06:54, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.1697, loss: 2.1697 2020-06-27 00:09:04,000 - mmaction - INFO - Epoch [11][860/940] lr: 0.00500, eta: 19:06:34, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8250, loss_cls: 1.8910, loss: 1.8910 2020-06-27 00:09:20,509 - mmaction - INFO - Epoch [11][880/940] lr: 0.00500, eta: 19:06:18, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.5257, loss: 1.5257 2020-06-27 00:09:36,789 - mmaction - INFO - Epoch [11][900/940] lr: 0.00500, eta: 19:06:00, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.5062, top5_acc: 0.8125, loss_cls: 1.9183, loss: 1.9183 2020-06-27 00:09:54,282 - mmaction - INFO - Epoch [11][920/940] lr: 0.00500, eta: 19:05:53, time: 0.876, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.8551, loss: 1.8551 2020-06-27 00:10:10,218 - mmaction - INFO - Epoch [11][940/940] lr: 0.00500, eta: 19:05:33, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.6234, top5_acc: 0.8312, loss_cls: 1.6291, loss: 1.6291 2020-06-27 00:10:32,905 - mmaction - INFO - Epoch [12][20/940] lr: 0.00500, eta: 19:05:51, time: 1.037, data_time: 0.414, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.8759, loss: 1.8759 2020-06-27 00:10:46,291 - mmaction - INFO - Epoch [12][40/940] lr: 0.00500, eta: 19:05:10, time: 0.668, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7983, loss: 1.7983 2020-06-27 00:11:02,265 - mmaction - INFO - Epoch [12][60/940] lr: 0.00500, eta: 19:04:50, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.8198, loss: 1.8198 2020-06-27 00:11:18,278 - mmaction - INFO - Epoch [12][80/940] lr: 0.00500, eta: 19:04:30, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.8648, loss: 1.8648 2020-06-27 00:11:34,843 - mmaction - INFO - Epoch [12][100/940] lr: 0.00500, eta: 19:04:15, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8063, loss_cls: 1.5934, loss: 1.5934 2020-06-27 00:11:51,596 - mmaction - INFO - Epoch [12][120/940] lr: 0.00500, eta: 19:04:00, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7937, loss_cls: 1.8325, loss: 1.8325 2020-06-27 00:12:08,564 - mmaction - INFO - Epoch [12][140/940] lr: 0.00500, eta: 19:03:49, time: 0.852, data_time: 0.007, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.6564, loss: 1.6564 2020-06-27 00:12:25,179 - mmaction - INFO - Epoch [12][160/940] lr: 0.00500, eta: 19:03:33, time: 0.828, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7688, loss_cls: 1.9042, loss: 1.9042 2020-06-27 00:12:41,512 - mmaction - INFO - Epoch [12][180/940] lr: 0.00500, eta: 19:03:16, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.9219, loss: 1.9219 2020-06-27 00:12:58,310 - mmaction - INFO - Epoch [12][200/940] lr: 0.00500, eta: 19:03:03, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.7189, loss: 1.7189 2020-06-27 00:13:14,610 - mmaction - INFO - Epoch [12][220/940] lr: 0.00500, eta: 19:02:45, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 1.9917, loss: 1.9917 2020-06-27 00:13:32,361 - mmaction - INFO - Epoch [12][240/940] lr: 0.00500, eta: 19:02:39, time: 0.891, data_time: 0.007, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7375, loss_cls: 2.0570, loss: 2.0570 2020-06-27 00:13:49,297 - mmaction - INFO - Epoch [12][260/940] lr: 0.00500, eta: 19:02:26, time: 0.845, data_time: 0.004, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.8061, loss: 1.8061 2020-06-27 00:14:05,663 - mmaction - INFO - Epoch [12][280/940] lr: 0.00500, eta: 19:02:10, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7875, loss_cls: 1.8418, loss: 1.8418 2020-06-27 00:14:22,629 - mmaction - INFO - Epoch [12][300/940] lr: 0.00500, eta: 19:01:57, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.5062, top5_acc: 0.8375, loss_cls: 1.7891, loss: 1.7891 2020-06-27 00:14:40,598 - mmaction - INFO - Epoch [12][320/940] lr: 0.00500, eta: 19:01:53, time: 0.901, data_time: 0.007, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.4879, loss: 1.4879 2020-06-27 00:14:57,153 - mmaction - INFO - Epoch [12][340/940] lr: 0.00500, eta: 19:01:37, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.7604, loss: 1.7604 2020-06-27 00:15:13,539 - mmaction - INFO - Epoch [12][360/940] lr: 0.00500, eta: 19:01:20, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7625, loss_cls: 1.7865, loss: 1.7865 2020-06-27 00:15:29,546 - mmaction - INFO - Epoch [12][380/940] lr: 0.00500, eta: 19:01:00, time: 0.798, data_time: 0.004, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 1.9434, loss: 1.9434 2020-06-27 00:15:46,044 - mmaction - INFO - Epoch [12][400/940] lr: 0.00500, eta: 19:00:45, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7955, loss: 1.7955 2020-06-27 00:16:03,046 - mmaction - INFO - Epoch [12][420/940] lr: 0.00500, eta: 19:00:32, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7750, loss_cls: 1.9264, loss: 1.9264 2020-06-27 00:16:19,458 - mmaction - INFO - Epoch [12][440/940] lr: 0.00500, eta: 19:00:16, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8125, loss_cls: 1.7412, loss: 1.7412 2020-06-27 00:16:36,228 - mmaction - INFO - Epoch [12][460/940] lr: 0.00500, eta: 19:00:02, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 1.9445, loss: 1.9445 2020-06-27 00:16:52,896 - mmaction - INFO - Epoch [12][480/940] lr: 0.00500, eta: 18:59:47, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.7750, loss_cls: 1.7447, loss: 1.7447 2020-06-27 00:17:09,603 - mmaction - INFO - Epoch [12][500/940] lr: 0.00500, eta: 18:59:33, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8187, loss_cls: 1.6134, loss: 1.6134 2020-06-27 00:17:26,040 - mmaction - INFO - Epoch [12][520/940] lr: 0.00500, eta: 18:59:16, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.8551, loss: 1.8551 2020-06-27 00:17:42,945 - mmaction - INFO - Epoch [12][540/940] lr: 0.00500, eta: 18:59:03, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.7286, loss: 1.7286 2020-06-27 00:17:59,264 - mmaction - INFO - Epoch [12][560/940] lr: 0.00500, eta: 18:58:46, time: 0.819, data_time: 0.007, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8250, loss_cls: 1.8289, loss: 1.8289 2020-06-27 00:18:15,924 - mmaction - INFO - Epoch [12][580/940] lr: 0.00500, eta: 18:58:31, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.5414, loss: 1.5414 2020-06-27 00:18:33,168 - mmaction - INFO - Epoch [12][600/940] lr: 0.00500, eta: 18:58:21, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.6093, loss: 1.6093 2020-06-27 00:18:49,680 - mmaction - INFO - Epoch [12][620/940] lr: 0.00500, eta: 18:58:05, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8187, loss_cls: 1.7759, loss: 1.7759 2020-06-27 00:19:05,794 - mmaction - INFO - Epoch [12][640/940] lr: 0.00500, eta: 18:57:46, time: 0.806, data_time: 0.002, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7875, loss_cls: 1.9826, loss: 1.9826 2020-06-27 00:19:22,687 - mmaction - INFO - Epoch [12][660/940] lr: 0.00500, eta: 18:57:32, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8500, loss_cls: 1.6469, loss: 1.6469 2020-06-27 00:19:39,321 - mmaction - INFO - Epoch [12][680/940] lr: 0.00500, eta: 18:57:18, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7688, loss_cls: 1.9221, loss: 1.9221 2020-06-27 00:19:55,819 - mmaction - INFO - Epoch [12][700/940] lr: 0.00500, eta: 18:57:01, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.9304, loss: 1.9304 2020-06-27 00:20:12,494 - mmaction - INFO - Epoch [12][720/940] lr: 0.00500, eta: 18:56:47, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.0334, loss: 2.0334 2020-06-27 00:20:28,953 - mmaction - INFO - Epoch [12][740/940] lr: 0.00500, eta: 18:56:31, time: 0.823, data_time: 0.002, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8000, loss_cls: 1.7266, loss: 1.7266 2020-06-27 00:20:46,435 - mmaction - INFO - Epoch [12][760/940] lr: 0.00500, eta: 18:56:21, time: 0.872, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.8590, loss: 1.8590 2020-06-27 00:21:02,929 - mmaction - INFO - Epoch [12][780/940] lr: 0.00500, eta: 18:56:06, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7438, loss_cls: 2.0236, loss: 2.0236 2020-06-27 00:21:20,065 - mmaction - INFO - Epoch [12][800/940] lr: 0.00500, eta: 18:55:54, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7625, loss_cls: 2.1117, loss: 2.1117 2020-06-27 00:21:35,990 - mmaction - INFO - Epoch [12][820/940] lr: 0.00500, eta: 18:55:34, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7125, loss_cls: 2.2079, loss: 2.2079 2020-06-27 00:21:52,378 - mmaction - INFO - Epoch [12][840/940] lr: 0.00500, eta: 18:55:17, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.7580, loss: 1.7580 2020-06-27 00:22:08,962 - mmaction - INFO - Epoch [12][860/940] lr: 0.00500, eta: 18:55:02, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7250, loss_cls: 1.9723, loss: 1.9723 2020-06-27 00:22:25,356 - mmaction - INFO - Epoch [12][880/940] lr: 0.00500, eta: 18:54:44, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7937, loss_cls: 1.9190, loss: 1.9190 2020-06-27 00:22:41,934 - mmaction - INFO - Epoch [12][900/940] lr: 0.00500, eta: 18:54:29, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7750, loss_cls: 1.8907, loss: 1.8907 2020-06-27 00:22:58,657 - mmaction - INFO - Epoch [12][920/940] lr: 0.00500, eta: 18:54:15, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8125, loss_cls: 1.8048, loss: 1.8048 2020-06-27 00:23:15,033 - mmaction - INFO - Epoch [12][940/940] lr: 0.00500, eta: 18:53:58, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.5325, top5_acc: 0.7662, loss_cls: 1.8347, loss: 1.8347 2020-06-27 00:26:00,065 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 00:26:01,104 - mmaction - INFO - top1_acc 0.6278 top5_acc 0.8489 2020-06-27 00:26:01,104 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 00:26:01,243 - mmaction - INFO - mean_acc 0.6276 2020-06-27 00:26:01,269 - mmaction - INFO - Epoch [12][940/940] lr: 0.00500, top1_acc: 0.6278, top5_acc: 0.8489, mean_class_accuracy: 0.6276 2020-06-27 00:26:21,222 - mmaction - INFO - Epoch [13][20/940] lr: 0.00500, eta: 18:54:07, time: 0.996, data_time: 0.306, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7937, loss_cls: 1.7416, loss: 1.7416 2020-06-27 00:26:36,067 - mmaction - INFO - Epoch [13][40/940] lr: 0.00500, eta: 18:53:39, time: 0.742, data_time: 0.002, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 2.0553, loss: 2.0553 2020-06-27 00:26:51,162 - mmaction - INFO - Epoch [13][60/940] lr: 0.00500, eta: 18:53:12, time: 0.752, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.6812, loss: 1.6812 2020-06-27 00:27:07,196 - mmaction - INFO - Epoch [13][80/940] lr: 0.00500, eta: 18:52:53, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.8928, loss: 1.8928 2020-06-27 00:27:24,303 - mmaction - INFO - Epoch [13][100/940] lr: 0.00500, eta: 18:52:41, time: 0.853, data_time: 0.004, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.5214, loss: 1.5214 2020-06-27 00:27:40,331 - mmaction - INFO - Epoch [13][120/940] lr: 0.00500, eta: 18:52:22, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8750, loss_cls: 1.5569, loss: 1.5569 2020-06-27 00:27:57,119 - mmaction - INFO - Epoch [13][140/940] lr: 0.00500, eta: 18:52:07, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8313, loss_cls: 1.6746, loss: 1.6746 2020-06-27 00:28:13,764 - mmaction - INFO - Epoch [13][160/940] lr: 0.00500, eta: 18:51:52, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7562, loss_cls: 1.9756, loss: 1.9756 2020-06-27 00:28:29,770 - mmaction - INFO - Epoch [13][180/940] lr: 0.00500, eta: 18:51:32, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8500, loss_cls: 1.6818, loss: 1.6818 2020-06-27 00:28:46,649 - mmaction - INFO - Epoch [13][200/940] lr: 0.00500, eta: 18:51:19, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8063, loss_cls: 1.6153, loss: 1.6153 2020-06-27 00:29:02,929 - mmaction - INFO - Epoch [13][220/940] lr: 0.00500, eta: 18:51:01, time: 0.815, data_time: 0.008, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8000, loss_cls: 1.8460, loss: 1.8460 2020-06-27 00:29:19,488 - mmaction - INFO - Epoch [13][240/940] lr: 0.00500, eta: 18:50:46, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.8699, loss: 1.8699 2020-06-27 00:29:35,698 - mmaction - INFO - Epoch [13][260/940] lr: 0.00500, eta: 18:50:28, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8313, loss_cls: 1.7260, loss: 1.7260 2020-06-27 00:29:52,591 - mmaction - INFO - Epoch [13][280/940] lr: 0.00500, eta: 18:50:15, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.8402, loss: 1.8402 2020-06-27 00:30:09,170 - mmaction - INFO - Epoch [13][300/940] lr: 0.00500, eta: 18:49:59, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7812, loss_cls: 1.8815, loss: 1.8815 2020-06-27 00:30:25,678 - mmaction - INFO - Epoch [13][320/940] lr: 0.00500, eta: 18:49:43, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8562, loss_cls: 1.5662, loss: 1.5662 2020-06-27 00:30:43,569 - mmaction - INFO - Epoch [13][340/940] lr: 0.00500, eta: 18:49:36, time: 0.892, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.7217, loss: 1.7217 2020-06-27 00:30:59,192 - mmaction - INFO - Epoch [13][360/940] lr: 0.00500, eta: 18:49:14, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7750, loss_cls: 1.9422, loss: 1.9422 2020-06-27 00:31:15,903 - mmaction - INFO - Epoch [13][380/940] lr: 0.00500, eta: 18:48:59, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6830, loss: 1.6830 2020-06-27 00:31:33,149 - mmaction - INFO - Epoch [13][400/940] lr: 0.00500, eta: 18:48:49, time: 0.866, data_time: 0.007, memory: 7079, top1_acc: 0.5250, top5_acc: 0.8375, loss_cls: 1.6967, loss: 1.6967 2020-06-27 00:31:49,374 - mmaction - INFO - Epoch [13][420/940] lr: 0.00500, eta: 18:48:31, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.8129, loss: 1.8129 2020-06-27 00:32:05,136 - mmaction - INFO - Epoch [13][440/940] lr: 0.00500, eta: 18:48:09, time: 0.788, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.8046, loss: 1.8046 2020-06-27 00:32:21,709 - mmaction - INFO - Epoch [13][460/940] lr: 0.00500, eta: 18:47:53, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7101, loss: 1.7101 2020-06-27 00:32:38,875 - mmaction - INFO - Epoch [13][480/940] lr: 0.00500, eta: 18:47:42, time: 0.861, data_time: 0.007, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8546, loss: 1.8546 2020-06-27 00:32:55,041 - mmaction - INFO - Epoch [13][500/940] lr: 0.00500, eta: 18:47:24, time: 0.808, data_time: 0.003, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.6666, loss: 1.6666 2020-06-27 00:33:11,516 - mmaction - INFO - Epoch [13][520/940] lr: 0.00500, eta: 18:47:07, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7625, loss_cls: 1.8626, loss: 1.8626 2020-06-27 00:33:28,719 - mmaction - INFO - Epoch [13][540/940] lr: 0.00500, eta: 18:46:56, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.9304, loss: 1.9304 2020-06-27 00:33:46,016 - mmaction - INFO - Epoch [13][560/940] lr: 0.00500, eta: 18:46:45, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8063, loss_cls: 1.9241, loss: 1.9241 2020-06-27 00:34:03,103 - mmaction - INFO - Epoch [13][580/940] lr: 0.00500, eta: 18:46:34, time: 0.857, data_time: 0.007, memory: 7079, top1_acc: 0.4938, top5_acc: 0.7812, loss_cls: 1.9927, loss: 1.9927 2020-06-27 00:34:19,645 - mmaction - INFO - Epoch [13][600/940] lr: 0.00500, eta: 18:46:17, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 1.9083, loss: 1.9083 2020-06-27 00:34:35,658 - mmaction - INFO - Epoch [13][620/940] lr: 0.00500, eta: 18:45:58, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.5578, loss: 1.5578 2020-06-27 00:34:51,875 - mmaction - INFO - Epoch [13][640/940] lr: 0.00500, eta: 18:45:40, time: 0.811, data_time: 0.003, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.6942, loss: 1.6942 2020-06-27 00:35:08,453 - mmaction - INFO - Epoch [13][660/940] lr: 0.00500, eta: 18:45:24, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7500, loss_cls: 2.1153, loss: 2.1153 2020-06-27 00:35:25,149 - mmaction - INFO - Epoch [13][680/940] lr: 0.00500, eta: 18:45:10, time: 0.835, data_time: 0.002, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7500, loss_cls: 2.0833, loss: 2.0833 2020-06-27 00:35:41,718 - mmaction - INFO - Epoch [13][700/940] lr: 0.00500, eta: 18:44:54, time: 0.826, data_time: 0.004, memory: 7079, top1_acc: 0.4875, top5_acc: 0.8000, loss_cls: 1.9733, loss: 1.9733 2020-06-27 00:35:58,232 - mmaction - INFO - Epoch [13][720/940] lr: 0.00500, eta: 18:44:38, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.7013, loss: 1.7013 2020-06-27 00:36:15,220 - mmaction - INFO - Epoch [13][740/940] lr: 0.00500, eta: 18:44:25, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.6798, loss: 1.6798 2020-06-27 00:36:32,129 - mmaction - INFO - Epoch [13][760/940] lr: 0.00500, eta: 18:44:11, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.5825, loss: 1.5825 2020-06-27 00:36:49,306 - mmaction - INFO - Epoch [13][780/940] lr: 0.00500, eta: 18:44:00, time: 0.858, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6080, loss: 1.6080 2020-06-27 00:37:05,182 - mmaction - INFO - Epoch [13][800/940] lr: 0.00500, eta: 18:43:40, time: 0.795, data_time: 0.003, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7562, loss_cls: 2.0599, loss: 2.0599 2020-06-27 00:37:21,772 - mmaction - INFO - Epoch [13][820/940] lr: 0.00500, eta: 18:43:24, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.6816, loss: 1.6816 2020-06-27 00:37:38,807 - mmaction - INFO - Epoch [13][840/940] lr: 0.00500, eta: 18:43:11, time: 0.854, data_time: 0.007, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8187, loss_cls: 1.8788, loss: 1.8788 2020-06-27 00:37:54,947 - mmaction - INFO - Epoch [13][860/940] lr: 0.00500, eta: 18:42:53, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.7598, loss: 1.7598 2020-06-27 00:38:11,906 - mmaction - INFO - Epoch [13][880/940] lr: 0.00500, eta: 18:42:40, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8375, loss_cls: 1.7833, loss: 1.7833 2020-06-27 00:38:28,595 - mmaction - INFO - Epoch [13][900/940] lr: 0.00500, eta: 18:42:24, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7375, loss_cls: 1.8304, loss: 1.8304 2020-06-27 00:38:45,049 - mmaction - INFO - Epoch [13][920/940] lr: 0.00500, eta: 18:42:08, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7500, loss_cls: 1.9330, loss: 1.9330 2020-06-27 00:39:01,854 - mmaction - INFO - Epoch [13][940/940] lr: 0.00500, eta: 18:41:54, time: 0.841, data_time: 0.008, memory: 7079, top1_acc: 0.5844, top5_acc: 0.7597, loss_cls: 1.8288, loss: 1.8288 2020-06-27 00:39:23,228 - mmaction - INFO - Epoch [14][20/940] lr: 0.00500, eta: 18:41:54, time: 0.949, data_time: 0.285, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7872, loss: 1.7872 2020-06-27 00:39:37,981 - mmaction - INFO - Epoch [14][40/940] lr: 0.00500, eta: 18:41:26, time: 0.738, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.8240, loss: 1.8240 2020-06-27 00:39:54,099 - mmaction - INFO - Epoch [14][60/940] lr: 0.00500, eta: 18:41:08, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7937, loss_cls: 1.8520, loss: 1.8520 2020-06-27 00:40:10,991 - mmaction - INFO - Epoch [14][80/940] lr: 0.00500, eta: 18:40:54, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.4743, loss: 1.4743 2020-06-27 00:40:27,327 - mmaction - INFO - Epoch [14][100/940] lr: 0.00500, eta: 18:40:37, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.7006, loss: 1.7006 2020-06-27 00:40:43,623 - mmaction - INFO - Epoch [14][120/940] lr: 0.00500, eta: 18:40:19, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7812, loss_cls: 1.9822, loss: 1.9822 2020-06-27 00:41:00,728 - mmaction - INFO - Epoch [14][140/940] lr: 0.00500, eta: 18:40:07, time: 0.855, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.7629, loss: 1.7629 2020-06-27 00:41:16,804 - mmaction - INFO - Epoch [14][160/940] lr: 0.00500, eta: 18:39:48, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7937, loss_cls: 1.7138, loss: 1.7138 2020-06-27 00:41:33,185 - mmaction - INFO - Epoch [14][180/940] lr: 0.00500, eta: 18:39:31, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6928, loss: 1.6928 2020-06-27 00:41:49,503 - mmaction - INFO - Epoch [14][200/940] lr: 0.00500, eta: 18:39:13, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8250, loss_cls: 1.7862, loss: 1.7862 2020-06-27 00:42:06,444 - mmaction - INFO - Epoch [14][220/940] lr: 0.00500, eta: 18:39:00, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.8463, loss: 1.8463 2020-06-27 00:42:22,921 - mmaction - INFO - Epoch [14][240/940] lr: 0.00500, eta: 18:38:43, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7812, loss_cls: 1.7936, loss: 1.7936 2020-06-27 00:42:39,033 - mmaction - INFO - Epoch [14][260/940] lr: 0.00500, eta: 18:38:25, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7438, loss_cls: 1.9983, loss: 1.9983 2020-06-27 00:42:55,605 - mmaction - INFO - Epoch [14][280/940] lr: 0.00500, eta: 18:38:09, time: 0.828, data_time: 0.007, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7875, loss_cls: 1.7187, loss: 1.7187 2020-06-27 00:43:12,112 - mmaction - INFO - Epoch [14][300/940] lr: 0.00500, eta: 18:37:53, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.8953, loss: 1.8953 2020-06-27 00:43:29,053 - mmaction - INFO - Epoch [14][320/940] lr: 0.00500, eta: 18:37:40, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.5778, loss: 1.5778 2020-06-27 00:43:44,538 - mmaction - INFO - Epoch [14][340/940] lr: 0.00500, eta: 18:37:16, time: 0.771, data_time: 0.004, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8375, loss_cls: 1.7544, loss: 1.7544 2020-06-27 00:44:01,189 - mmaction - INFO - Epoch [14][360/940] lr: 0.00500, eta: 18:37:02, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8000, loss_cls: 1.8285, loss: 1.8285 2020-06-27 00:44:18,223 - mmaction - INFO - Epoch [14][380/940] lr: 0.00500, eta: 18:36:48, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7625, loss_cls: 1.8843, loss: 1.8843 2020-06-27 00:44:34,157 - mmaction - INFO - Epoch [14][400/940] lr: 0.00500, eta: 18:36:29, time: 0.800, data_time: 0.007, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.7922, loss: 1.7922 2020-06-27 00:44:51,802 - mmaction - INFO - Epoch [14][420/940] lr: 0.00500, eta: 18:36:20, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7188, loss_cls: 2.0496, loss: 2.0496 2020-06-27 00:45:07,424 - mmaction - INFO - Epoch [14][440/940] lr: 0.00500, eta: 18:35:58, time: 0.781, data_time: 0.004, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7562, loss_cls: 1.8644, loss: 1.8644 2020-06-27 00:45:23,170 - mmaction - INFO - Epoch [14][460/940] lr: 0.00500, eta: 18:35:37, time: 0.786, data_time: 0.002, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.8510, loss: 1.8510 2020-06-27 00:45:40,393 - mmaction - INFO - Epoch [14][480/940] lr: 0.00500, eta: 18:35:25, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8000, loss_cls: 1.6954, loss: 1.6954 2020-06-27 00:45:56,290 - mmaction - INFO - Epoch [14][500/940] lr: 0.00500, eta: 18:35:05, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7500, loss_cls: 2.0273, loss: 2.0273 2020-06-27 00:46:12,810 - mmaction - INFO - Epoch [14][520/940] lr: 0.00500, eta: 18:34:49, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7875, loss_cls: 2.0135, loss: 2.0135 2020-06-27 00:46:29,880 - mmaction - INFO - Epoch [14][540/940] lr: 0.00500, eta: 18:34:37, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.7937, loss_cls: 1.8777, loss: 1.8777 2020-06-27 00:46:46,288 - mmaction - INFO - Epoch [14][560/940] lr: 0.00500, eta: 18:34:20, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.8560, loss: 1.8560 2020-06-27 00:47:02,028 - mmaction - INFO - Epoch [14][580/940] lr: 0.00500, eta: 18:33:59, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.5762, loss: 1.5762 2020-06-27 00:47:17,754 - mmaction - INFO - Epoch [14][600/940] lr: 0.00500, eta: 18:33:38, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8187, loss_cls: 1.7602, loss: 1.7602 2020-06-27 00:47:34,636 - mmaction - INFO - Epoch [14][620/940] lr: 0.00500, eta: 18:33:24, time: 0.844, data_time: 0.002, memory: 7079, top1_acc: 0.5250, top5_acc: 0.8000, loss_cls: 1.8006, loss: 1.8006 2020-06-27 00:47:51,006 - mmaction - INFO - Epoch [14][640/940] lr: 0.00500, eta: 18:33:07, time: 0.819, data_time: 0.003, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.9112, loss: 1.9112 2020-06-27 00:48:07,153 - mmaction - INFO - Epoch [14][660/940] lr: 0.00500, eta: 18:32:48, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.8231, loss: 1.8231 2020-06-27 00:48:23,662 - mmaction - INFO - Epoch [14][680/940] lr: 0.00500, eta: 18:32:32, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.7711, loss: 1.7711 2020-06-27 00:48:40,224 - mmaction - INFO - Epoch [14][700/940] lr: 0.00500, eta: 18:32:16, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6844, loss: 1.6844 2020-06-27 00:48:56,354 - mmaction - INFO - Epoch [14][720/940] lr: 0.00500, eta: 18:31:58, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7812, loss_cls: 1.8841, loss: 1.8841 2020-06-27 00:49:12,607 - mmaction - INFO - Epoch [14][740/940] lr: 0.00500, eta: 18:31:40, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.8575, loss: 1.8575 2020-06-27 00:49:29,153 - mmaction - INFO - Epoch [14][760/940] lr: 0.00500, eta: 18:31:24, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7812, loss_cls: 1.8518, loss: 1.8518 2020-06-27 00:49:45,799 - mmaction - INFO - Epoch [14][780/940] lr: 0.00500, eta: 18:31:09, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6749, loss: 1.6749 2020-06-27 00:50:02,169 - mmaction - INFO - Epoch [14][800/940] lr: 0.00500, eta: 18:30:52, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.9769, loss: 1.9769 2020-06-27 00:50:18,557 - mmaction - INFO - Epoch [14][820/940] lr: 0.00500, eta: 18:30:35, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7625, loss_cls: 1.8759, loss: 1.8759 2020-06-27 00:50:34,728 - mmaction - INFO - Epoch [14][840/940] lr: 0.00500, eta: 18:30:16, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.6143, loss: 1.6143 2020-06-27 00:50:51,438 - mmaction - INFO - Epoch [14][860/940] lr: 0.00500, eta: 18:30:02, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.7224, loss: 1.7224 2020-06-27 00:51:07,627 - mmaction - INFO - Epoch [14][880/940] lr: 0.00500, eta: 18:29:43, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8125, loss_cls: 1.7265, loss: 1.7265 2020-06-27 00:51:23,995 - mmaction - INFO - Epoch [14][900/940] lr: 0.00500, eta: 18:29:27, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.7630, loss: 1.7630 2020-06-27 00:51:40,384 - mmaction - INFO - Epoch [14][920/940] lr: 0.00500, eta: 18:29:09, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.7855, loss: 1.7855 2020-06-27 00:51:55,693 - mmaction - INFO - Epoch [14][940/940] lr: 0.00500, eta: 18:28:46, time: 0.767, data_time: 0.006, memory: 7079, top1_acc: 0.5130, top5_acc: 0.7338, loss_cls: 2.1373, loss: 2.1373 2020-06-27 00:54:38,608 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 00:54:39,615 - mmaction - INFO - top1_acc 0.6366 top5_acc 0.8587 2020-06-27 00:54:39,615 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 00:54:39,679 - mmaction - INFO - mean_acc 0.6365 2020-06-27 00:54:39,687 - mmaction - INFO - Epoch [14][940/940] lr: 0.00500, top1_acc: 0.6366, top5_acc: 0.8587, mean_class_accuracy: 0.6365 2020-06-27 00:54:59,451 - mmaction - INFO - Epoch [15][20/940] lr: 0.00500, eta: 18:28:50, time: 0.986, data_time: 0.313, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8187, loss_cls: 1.7132, loss: 1.7132 2020-06-27 00:55:13,781 - mmaction - INFO - Epoch [15][40/940] lr: 0.00500, eta: 18:28:20, time: 0.716, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.6774, loss: 1.6774 2020-06-27 00:55:28,697 - mmaction - INFO - Epoch [15][60/940] lr: 0.00500, eta: 18:27:54, time: 0.748, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.7073, loss: 1.7073 2020-06-27 00:55:44,675 - mmaction - INFO - Epoch [15][80/940] lr: 0.00500, eta: 18:27:35, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7750, loss_cls: 1.7146, loss: 1.7146 2020-06-27 00:56:00,460 - mmaction - INFO - Epoch [15][100/940] lr: 0.00500, eta: 18:27:14, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.7937, loss_cls: 1.7069, loss: 1.7069 2020-06-27 00:56:16,907 - mmaction - INFO - Epoch [15][120/940] lr: 0.00500, eta: 18:26:58, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8375, loss_cls: 1.6085, loss: 1.6085 2020-06-27 00:56:33,160 - mmaction - INFO - Epoch [15][140/940] lr: 0.00500, eta: 18:26:40, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7625, loss_cls: 1.9734, loss: 1.9734 2020-06-27 00:56:49,094 - mmaction - INFO - Epoch [15][160/940] lr: 0.00500, eta: 18:26:20, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.0009, loss: 2.0009 2020-06-27 00:57:05,267 - mmaction - INFO - Epoch [15][180/940] lr: 0.00500, eta: 18:26:02, time: 0.811, data_time: 0.007, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.7383, loss: 1.7383 2020-06-27 00:57:21,742 - mmaction - INFO - Epoch [15][200/940] lr: 0.00500, eta: 18:25:46, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7875, loss_cls: 1.7050, loss: 1.7050 2020-06-27 00:57:38,242 - mmaction - INFO - Epoch [15][220/940] lr: 0.00500, eta: 18:25:30, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6525, loss: 1.6525 2020-06-27 00:57:54,095 - mmaction - INFO - Epoch [15][240/940] lr: 0.00500, eta: 18:25:10, time: 0.792, data_time: 0.004, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8063, loss_cls: 1.9168, loss: 1.9168 2020-06-27 00:58:10,604 - mmaction - INFO - Epoch [15][260/940] lr: 0.00500, eta: 18:24:53, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.9221, loss: 1.9221 2020-06-27 00:58:27,077 - mmaction - INFO - Epoch [15][280/940] lr: 0.00500, eta: 18:24:37, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8063, loss_cls: 1.6698, loss: 1.6698 2020-06-27 00:58:42,823 - mmaction - INFO - Epoch [15][300/940] lr: 0.00500, eta: 18:24:16, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7500, loss_cls: 1.9276, loss: 1.9276 2020-06-27 00:58:59,016 - mmaction - INFO - Epoch [15][320/940] lr: 0.00500, eta: 18:23:59, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7688, loss_cls: 1.8745, loss: 1.8745 2020-06-27 00:59:15,309 - mmaction - INFO - Epoch [15][340/940] lr: 0.00500, eta: 18:23:41, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7063, loss_cls: 2.1104, loss: 2.1104 2020-06-27 00:59:31,727 - mmaction - INFO - Epoch [15][360/940] lr: 0.00500, eta: 18:23:25, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7937, loss_cls: 1.7669, loss: 1.7669 2020-06-27 00:59:48,268 - mmaction - INFO - Epoch [15][380/940] lr: 0.00500, eta: 18:23:08, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8465, loss: 1.8465 2020-06-27 01:00:04,850 - mmaction - INFO - Epoch [15][400/940] lr: 0.00500, eta: 18:22:53, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8187, loss_cls: 1.7620, loss: 1.7620 2020-06-27 01:00:22,986 - mmaction - INFO - Epoch [15][420/940] lr: 0.00500, eta: 18:22:45, time: 0.892, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.8703, loss: 1.8703 2020-06-27 01:00:39,340 - mmaction - INFO - Epoch [15][440/940] lr: 0.00500, eta: 18:22:29, time: 0.833, data_time: 0.029, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7625, loss_cls: 2.0599, loss: 2.0599 2020-06-27 01:00:55,239 - mmaction - INFO - Epoch [15][460/940] lr: 0.00500, eta: 18:22:09, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.6827, loss: 1.6827 2020-06-27 01:01:11,476 - mmaction - INFO - Epoch [15][480/940] lr: 0.00500, eta: 18:21:52, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.8994, loss: 1.8994 2020-06-27 01:01:27,762 - mmaction - INFO - Epoch [15][500/940] lr: 0.00500, eta: 18:21:34, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.7875, loss_cls: 1.7245, loss: 1.7245 2020-06-27 01:01:44,347 - mmaction - INFO - Epoch [15][520/940] lr: 0.00500, eta: 18:21:19, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.7037, loss: 1.7037 2020-06-27 01:02:00,737 - mmaction - INFO - Epoch [15][540/940] lr: 0.00500, eta: 18:21:02, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8688, loss_cls: 1.4659, loss: 1.4659 2020-06-27 01:02:16,768 - mmaction - INFO - Epoch [15][560/940] lr: 0.00500, eta: 18:20:43, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7375, loss_cls: 2.0206, loss: 2.0206 2020-06-27 01:02:33,095 - mmaction - INFO - Epoch [15][580/940] lr: 0.00500, eta: 18:20:25, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7562, loss_cls: 1.9061, loss: 1.9061 2020-06-27 01:02:50,117 - mmaction - INFO - Epoch [15][600/940] lr: 0.00500, eta: 18:20:13, time: 0.854, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.6199, loss: 1.6199 2020-06-27 01:03:06,079 - mmaction - INFO - Epoch [15][620/940] lr: 0.00500, eta: 18:19:53, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.8175, loss: 1.8175 2020-06-27 01:03:22,643 - mmaction - INFO - Epoch [15][640/940] lr: 0.00500, eta: 18:19:38, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8063, loss_cls: 1.7210, loss: 1.7210 2020-06-27 01:03:38,892 - mmaction - INFO - Epoch [15][660/940] lr: 0.00500, eta: 18:19:20, time: 0.812, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.7220, loss: 1.7220 2020-06-27 01:03:55,379 - mmaction - INFO - Epoch [15][680/940] lr: 0.00500, eta: 18:19:03, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8125, loss_cls: 1.5863, loss: 1.5863 2020-06-27 01:04:11,668 - mmaction - INFO - Epoch [15][700/940] lr: 0.00500, eta: 18:18:46, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 2.0265, loss: 2.0265 2020-06-27 01:04:28,816 - mmaction - INFO - Epoch [15][720/940] lr: 0.00500, eta: 18:18:33, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 1.9721, loss: 1.9721 2020-06-27 01:04:44,349 - mmaction - INFO - Epoch [15][740/940] lr: 0.00500, eta: 18:18:12, time: 0.779, data_time: 0.007, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7375, loss_cls: 2.0997, loss: 2.0997 2020-06-27 01:05:01,202 - mmaction - INFO - Epoch [15][760/940] lr: 0.00500, eta: 18:17:58, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.8132, loss: 1.8132 2020-06-27 01:05:17,330 - mmaction - INFO - Epoch [15][780/940] lr: 0.00500, eta: 18:17:39, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.5456, loss: 1.5456 2020-06-27 01:05:33,065 - mmaction - INFO - Epoch [15][800/940] lr: 0.00500, eta: 18:17:19, time: 0.789, data_time: 0.008, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 2.0946, loss: 2.0946 2020-06-27 01:05:49,304 - mmaction - INFO - Epoch [15][820/940] lr: 0.00500, eta: 18:17:01, time: 0.812, data_time: 0.003, memory: 7079, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 2.1598, loss: 2.1598 2020-06-27 01:06:05,850 - mmaction - INFO - Epoch [15][840/940] lr: 0.00500, eta: 18:16:45, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7812, loss_cls: 1.7759, loss: 1.7759 2020-06-27 01:06:22,227 - mmaction - INFO - Epoch [15][860/940] lr: 0.00500, eta: 18:16:29, time: 0.822, data_time: 0.007, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.6565, loss: 1.6565 2020-06-27 01:06:39,038 - mmaction - INFO - Epoch [15][880/940] lr: 0.00500, eta: 18:16:14, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.8119, loss: 1.8119 2020-06-27 01:06:54,918 - mmaction - INFO - Epoch [15][900/940] lr: 0.00500, eta: 18:15:54, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.8513, loss: 1.8513 2020-06-27 01:07:11,310 - mmaction - INFO - Epoch [15][920/940] lr: 0.00500, eta: 18:15:38, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7750, loss_cls: 1.9334, loss: 1.9334 2020-06-27 01:07:26,831 - mmaction - INFO - Epoch [15][940/940] lr: 0.00500, eta: 18:15:16, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.5455, top5_acc: 0.8117, loss_cls: 1.8668, loss: 1.8668 2020-06-27 01:07:49,666 - mmaction - INFO - Epoch [16][20/940] lr: 0.00500, eta: 18:15:26, time: 1.052, data_time: 0.410, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.8448, loss: 1.8448 2020-06-27 01:08:04,222 - mmaction - INFO - Epoch [16][40/940] lr: 0.00500, eta: 18:14:58, time: 0.728, data_time: 0.003, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6794, loss: 1.6794 2020-06-27 01:08:20,650 - mmaction - INFO - Epoch [16][60/940] lr: 0.00500, eta: 18:14:42, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.9143, loss: 1.9143 2020-06-27 01:08:36,730 - mmaction - INFO - Epoch [16][80/940] lr: 0.00500, eta: 18:14:23, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7937, loss_cls: 1.8364, loss: 1.8364 2020-06-27 01:08:53,209 - mmaction - INFO - Epoch [16][100/940] lr: 0.00500, eta: 18:14:07, time: 0.824, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.5262, loss: 1.5262 2020-06-27 01:09:09,211 - mmaction - INFO - Epoch [16][120/940] lr: 0.00500, eta: 18:13:48, time: 0.800, data_time: 0.002, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.7569, loss: 1.7569 2020-06-27 01:09:24,920 - mmaction - INFO - Epoch [16][140/940] lr: 0.00500, eta: 18:13:27, time: 0.784, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8500, loss_cls: 1.5308, loss: 1.5308 2020-06-27 01:09:41,758 - mmaction - INFO - Epoch [16][160/940] lr: 0.00500, eta: 18:13:13, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.6493, loss: 1.6493 2020-06-27 01:09:58,486 - mmaction - INFO - Epoch [16][180/940] lr: 0.00500, eta: 18:12:58, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8250, loss_cls: 1.5350, loss: 1.5350 2020-06-27 01:10:14,652 - mmaction - INFO - Epoch [16][200/940] lr: 0.00500, eta: 18:12:40, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6644, loss: 1.6644 2020-06-27 01:10:31,312 - mmaction - INFO - Epoch [16][220/940] lr: 0.00500, eta: 18:12:25, time: 0.832, data_time: 0.002, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4343, loss: 1.4343 2020-06-27 01:10:48,009 - mmaction - INFO - Epoch [16][240/940] lr: 0.00500, eta: 18:12:09, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 1.7996, loss: 1.7996 2020-06-27 01:11:04,947 - mmaction - INFO - Epoch [16][260/940] lr: 0.00500, eta: 18:11:56, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 1.8446, loss: 1.8446 2020-06-27 01:11:20,962 - mmaction - INFO - Epoch [16][280/940] lr: 0.00500, eta: 18:11:37, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.7562, loss: 1.7562 2020-06-27 01:11:36,807 - mmaction - INFO - Epoch [16][300/940] lr: 0.00500, eta: 18:11:17, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.8958, loss: 1.8958 2020-06-27 01:11:53,220 - mmaction - INFO - Epoch [16][320/940] lr: 0.00500, eta: 18:11:00, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8063, loss_cls: 1.6088, loss: 1.6088 2020-06-27 01:12:09,499 - mmaction - INFO - Epoch [16][340/940] lr: 0.00500, eta: 18:10:43, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.7937, loss_cls: 1.7009, loss: 1.7009 2020-06-27 01:12:25,324 - mmaction - INFO - Epoch [16][360/940] lr: 0.00500, eta: 18:10:23, time: 0.789, data_time: 0.004, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7812, loss_cls: 1.8602, loss: 1.8602 2020-06-27 01:12:41,539 - mmaction - INFO - Epoch [16][380/940] lr: 0.00500, eta: 18:10:05, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7688, loss_cls: 2.1067, loss: 2.1067 2020-06-27 01:12:57,918 - mmaction - INFO - Epoch [16][400/940] lr: 0.00500, eta: 18:09:49, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.9619, loss: 1.9619 2020-06-27 01:13:13,977 - mmaction - INFO - Epoch [16][420/940] lr: 0.00500, eta: 18:09:30, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5415, loss: 1.5415 2020-06-27 01:13:30,718 - mmaction - INFO - Epoch [16][440/940] lr: 0.00500, eta: 18:09:15, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.7459, loss: 1.7459 2020-06-27 01:13:47,354 - mmaction - INFO - Epoch [16][460/940] lr: 0.00500, eta: 18:09:00, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.4378, loss: 1.4378 2020-06-27 01:14:03,055 - mmaction - INFO - Epoch [16][480/940] lr: 0.00500, eta: 18:08:39, time: 0.788, data_time: 0.007, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8250, loss_cls: 1.8463, loss: 1.8463 2020-06-27 01:14:19,625 - mmaction - INFO - Epoch [16][500/940] lr: 0.00500, eta: 18:08:23, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.5861, loss: 1.5861 2020-06-27 01:14:36,184 - mmaction - INFO - Epoch [16][520/940] lr: 0.00500, eta: 18:08:08, time: 0.831, data_time: 0.007, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7750, loss_cls: 1.7283, loss: 1.7283 2020-06-27 01:14:52,380 - mmaction - INFO - Epoch [16][540/940] lr: 0.00500, eta: 18:07:50, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8250, loss_cls: 1.4434, loss: 1.4434 2020-06-27 01:15:09,212 - mmaction - INFO - Epoch [16][560/940] lr: 0.00500, eta: 18:07:35, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8313, loss_cls: 1.6286, loss: 1.6286 2020-06-27 01:15:24,872 - mmaction - INFO - Epoch [16][580/940] lr: 0.00500, eta: 18:07:15, time: 0.784, data_time: 0.003, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8500, loss_cls: 1.7467, loss: 1.7467 2020-06-27 01:15:42,973 - mmaction - INFO - Epoch [16][600/940] lr: 0.00500, eta: 18:07:07, time: 0.905, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.9160, loss: 1.9160 2020-06-27 01:15:58,581 - mmaction - INFO - Epoch [16][620/940] lr: 0.00500, eta: 18:06:46, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8375, loss_cls: 1.6147, loss: 1.6147 2020-06-27 01:16:14,564 - mmaction - INFO - Epoch [16][640/940] lr: 0.00500, eta: 18:06:27, time: 0.800, data_time: 0.003, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8750, loss_cls: 1.3308, loss: 1.3308 2020-06-27 01:16:30,573 - mmaction - INFO - Epoch [16][660/940] lr: 0.00500, eta: 18:06:08, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.5227, loss: 1.5227 2020-06-27 01:16:47,054 - mmaction - INFO - Epoch [16][680/940] lr: 0.00500, eta: 18:05:52, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 2.0555, loss: 2.0555 2020-06-27 01:17:04,680 - mmaction - INFO - Epoch [16][700/940] lr: 0.00500, eta: 18:05:42, time: 0.879, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.1416, loss: 2.1416 2020-06-27 01:17:20,063 - mmaction - INFO - Epoch [16][720/940] lr: 0.00500, eta: 18:05:20, time: 0.772, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8000, loss_cls: 1.7119, loss: 1.7119 2020-06-27 01:17:36,872 - mmaction - INFO - Epoch [16][740/940] lr: 0.00500, eta: 18:05:05, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.6361, loss: 1.6361 2020-06-27 01:17:52,742 - mmaction - INFO - Epoch [16][760/940] lr: 0.00500, eta: 18:04:46, time: 0.792, data_time: 0.002, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7937, loss_cls: 1.8538, loss: 1.8538 2020-06-27 01:18:08,884 - mmaction - INFO - Epoch [16][780/940] lr: 0.00500, eta: 18:04:28, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7937, loss_cls: 1.8007, loss: 1.8007 2020-06-27 01:18:25,132 - mmaction - INFO - Epoch [16][800/940] lr: 0.00500, eta: 18:04:10, time: 0.810, data_time: 0.004, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.9687, loss: 1.9687 2020-06-27 01:18:41,198 - mmaction - INFO - Epoch [16][820/940] lr: 0.00500, eta: 18:03:52, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.5000, top5_acc: 0.7875, loss_cls: 1.8047, loss: 1.8047 2020-06-27 01:18:57,899 - mmaction - INFO - Epoch [16][840/940] lr: 0.00500, eta: 18:03:36, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8438, loss_cls: 1.6127, loss: 1.6127 2020-06-27 01:19:14,352 - mmaction - INFO - Epoch [16][860/940] lr: 0.00500, eta: 18:03:20, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7750, loss_cls: 1.8455, loss: 1.8455 2020-06-27 01:19:30,951 - mmaction - INFO - Epoch [16][880/940] lr: 0.00500, eta: 18:03:04, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.4171, loss: 1.4171 2020-06-27 01:19:46,759 - mmaction - INFO - Epoch [16][900/940] lr: 0.00500, eta: 18:02:45, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7875, loss_cls: 1.7648, loss: 1.7648 2020-06-27 01:20:03,582 - mmaction - INFO - Epoch [16][920/940] lr: 0.00500, eta: 18:02:30, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7688, loss_cls: 1.8150, loss: 1.8150 2020-06-27 01:20:19,571 - mmaction - INFO - Epoch [16][940/940] lr: 0.00500, eta: 18:02:11, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.5260, top5_acc: 0.7922, loss_cls: 2.0064, loss: 2.0064 2020-06-27 01:23:03,683 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 01:23:04,689 - mmaction - INFO - top1_acc 0.6421 top5_acc 0.8609 2020-06-27 01:23:04,689 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 01:23:04,782 - mmaction - INFO - mean_acc 0.6420 2020-06-27 01:23:04,790 - mmaction - INFO - Epoch [16][940/940] lr: 0.00500, top1_acc: 0.6421, top5_acc: 0.8609, mean_class_accuracy: 0.6420 2020-06-27 01:23:24,408 - mmaction - INFO - Epoch [17][20/940] lr: 0.00500, eta: 18:02:11, time: 0.979, data_time: 0.321, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4587, loss: 1.4587 2020-06-27 01:23:38,611 - mmaction - INFO - Epoch [17][40/940] lr: 0.00500, eta: 18:01:43, time: 0.710, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8812, loss_cls: 1.5053, loss: 1.5053 2020-06-27 01:23:53,791 - mmaction - INFO - Epoch [17][60/940] lr: 0.00500, eta: 18:01:20, time: 0.759, data_time: 0.003, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4830, loss: 1.4830 2020-06-27 01:24:10,348 - mmaction - INFO - Epoch [17][80/940] lr: 0.00500, eta: 18:01:04, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.8957, loss: 1.8957 2020-06-27 01:24:25,794 - mmaction - INFO - Epoch [17][100/940] lr: 0.00500, eta: 18:00:43, time: 0.774, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.7013, loss: 1.7013 2020-06-27 01:24:41,775 - mmaction - INFO - Epoch [17][120/940] lr: 0.00500, eta: 18:00:24, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8187, loss_cls: 1.5679, loss: 1.5679 2020-06-27 01:24:57,783 - mmaction - INFO - Epoch [17][140/940] lr: 0.00500, eta: 18:00:05, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 1.9604, loss: 1.9604 2020-06-27 01:25:14,407 - mmaction - INFO - Epoch [17][160/940] lr: 0.00500, eta: 17:59:49, time: 0.829, data_time: 0.004, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8187, loss_cls: 1.8826, loss: 1.8826 2020-06-27 01:25:30,676 - mmaction - INFO - Epoch [17][180/940] lr: 0.00500, eta: 17:59:32, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8375, loss_cls: 1.4286, loss: 1.4286 2020-06-27 01:25:47,163 - mmaction - INFO - Epoch [17][200/940] lr: 0.00500, eta: 17:59:16, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8250, loss_cls: 1.5631, loss: 1.5631 2020-06-27 01:26:03,387 - mmaction - INFO - Epoch [17][220/940] lr: 0.00500, eta: 17:58:58, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.6371, loss: 1.6371 2020-06-27 01:26:19,995 - mmaction - INFO - Epoch [17][240/940] lr: 0.00500, eta: 17:58:43, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.7937, loss_cls: 1.7410, loss: 1.7410 2020-06-27 01:26:35,905 - mmaction - INFO - Epoch [17][260/940] lr: 0.00500, eta: 17:58:24, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5385, loss: 1.5385 2020-06-27 01:26:52,183 - mmaction - INFO - Epoch [17][280/940] lr: 0.00500, eta: 17:58:06, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8812, loss_cls: 1.4570, loss: 1.4570 2020-06-27 01:27:08,084 - mmaction - INFO - Epoch [17][300/940] lr: 0.00500, eta: 17:57:47, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.7171, loss: 1.7171 2020-06-27 01:27:24,692 - mmaction - INFO - Epoch [17][320/940] lr: 0.00500, eta: 17:57:31, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8375, loss_cls: 1.4983, loss: 1.4983 2020-06-27 01:27:41,451 - mmaction - INFO - Epoch [17][340/940] lr: 0.00500, eta: 17:57:17, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.1303, loss: 2.1303 2020-06-27 01:27:58,095 - mmaction - INFO - Epoch [17][360/940] lr: 0.00500, eta: 17:57:01, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.6029, loss: 1.6029 2020-06-27 01:28:14,553 - mmaction - INFO - Epoch [17][380/940] lr: 0.00500, eta: 17:56:45, time: 0.822, data_time: 0.004, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.5407, loss: 1.5407 2020-06-27 01:28:30,068 - mmaction - INFO - Epoch [17][400/940] lr: 0.00500, eta: 17:56:24, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.3003, loss: 1.3003 2020-06-27 01:28:46,029 - mmaction - INFO - Epoch [17][420/940] lr: 0.00500, eta: 17:56:05, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7688, loss_cls: 1.8373, loss: 1.8373 2020-06-27 01:29:02,884 - mmaction - INFO - Epoch [17][440/940] lr: 0.00500, eta: 17:55:50, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.5813, loss: 1.5813 2020-06-27 01:29:19,302 - mmaction - INFO - Epoch [17][460/940] lr: 0.00500, eta: 17:55:34, time: 0.821, data_time: 0.003, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7875, loss_cls: 1.9021, loss: 1.9021 2020-06-27 01:29:35,397 - mmaction - INFO - Epoch [17][480/940] lr: 0.00500, eta: 17:55:16, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.4883, loss: 1.4883 2020-06-27 01:29:51,655 - mmaction - INFO - Epoch [17][500/940] lr: 0.00500, eta: 17:54:58, time: 0.814, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8688, loss_cls: 1.5105, loss: 1.5105 2020-06-27 01:30:07,951 - mmaction - INFO - Epoch [17][520/940] lr: 0.00500, eta: 17:54:41, time: 0.813, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8250, loss_cls: 1.7672, loss: 1.7672 2020-06-27 01:30:23,978 - mmaction - INFO - Epoch [17][540/940] lr: 0.00500, eta: 17:54:23, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6912, loss: 1.6912 2020-06-27 01:30:40,442 - mmaction - INFO - Epoch [17][560/940] lr: 0.00500, eta: 17:54:06, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6083, loss: 1.6083 2020-06-27 01:30:56,381 - mmaction - INFO - Epoch [17][580/940] lr: 0.00500, eta: 17:53:47, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6965, loss: 1.6965 2020-06-27 01:31:12,798 - mmaction - INFO - Epoch [17][600/940] lr: 0.00500, eta: 17:53:31, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8187, loss_cls: 1.6484, loss: 1.6484 2020-06-27 01:31:28,890 - mmaction - INFO - Epoch [17][620/940] lr: 0.00500, eta: 17:53:13, time: 0.805, data_time: 0.004, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7758, loss: 1.7758 2020-06-27 01:31:45,560 - mmaction - INFO - Epoch [17][640/940] lr: 0.00500, eta: 17:52:57, time: 0.833, data_time: 0.002, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.5514, loss: 1.5514 2020-06-27 01:32:01,659 - mmaction - INFO - Epoch [17][660/940] lr: 0.00500, eta: 17:52:39, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.8516, loss: 1.8516 2020-06-27 01:32:18,578 - mmaction - INFO - Epoch [17][680/940] lr: 0.00500, eta: 17:52:25, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2702, loss: 1.2702 2020-06-27 01:32:34,867 - mmaction - INFO - Epoch [17][700/940] lr: 0.00500, eta: 17:52:08, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5091, loss: 1.5091 2020-06-27 01:32:50,409 - mmaction - INFO - Epoch [17][720/940] lr: 0.00500, eta: 17:51:47, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.6469, loss: 1.6469 2020-06-27 01:33:07,043 - mmaction - INFO - Epoch [17][740/940] lr: 0.00500, eta: 17:51:31, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.4019, loss: 1.4019 2020-06-27 01:33:22,620 - mmaction - INFO - Epoch [17][760/940] lr: 0.00500, eta: 17:51:11, time: 0.781, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.7875, loss_cls: 1.7838, loss: 1.7838 2020-06-27 01:33:40,010 - mmaction - INFO - Epoch [17][780/940] lr: 0.00500, eta: 17:50:59, time: 0.868, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8000, loss_cls: 1.6970, loss: 1.6970 2020-06-27 01:33:56,506 - mmaction - INFO - Epoch [17][800/940] lr: 0.00500, eta: 17:50:43, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.7138, loss: 1.7138 2020-06-27 01:34:12,662 - mmaction - INFO - Epoch [17][820/940] lr: 0.00500, eta: 17:50:25, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.5071, loss: 1.5071 2020-06-27 01:34:28,941 - mmaction - INFO - Epoch [17][840/940] lr: 0.00500, eta: 17:50:08, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.6509, loss: 1.6509 2020-06-27 01:34:44,857 - mmaction - INFO - Epoch [17][860/940] lr: 0.00500, eta: 17:49:49, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8313, loss_cls: 1.8499, loss: 1.8499 2020-06-27 01:35:01,118 - mmaction - INFO - Epoch [17][880/940] lr: 0.00500, eta: 17:49:32, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.4733, loss: 1.4733 2020-06-27 01:35:17,367 - mmaction - INFO - Epoch [17][900/940] lr: 0.00500, eta: 17:49:14, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7875, loss_cls: 1.8111, loss: 1.8111 2020-06-27 01:35:33,930 - mmaction - INFO - Epoch [17][920/940] lr: 0.00500, eta: 17:48:58, time: 0.831, data_time: 0.007, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.8362, loss: 1.8362 2020-06-27 01:35:49,476 - mmaction - INFO - Epoch [17][940/940] lr: 0.00500, eta: 17:48:37, time: 0.776, data_time: 0.004, memory: 7079, top1_acc: 0.6039, top5_acc: 0.8117, loss_cls: 1.6678, loss: 1.6678 2020-06-27 01:36:11,558 - mmaction - INFO - Epoch [18][20/940] lr: 0.00500, eta: 17:48:38, time: 0.996, data_time: 0.324, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.5046, loss: 1.5046 2020-06-27 01:36:26,848 - mmaction - INFO - Epoch [18][40/940] lr: 0.00500, eta: 17:48:16, time: 0.763, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8125, loss_cls: 1.7205, loss: 1.7205 2020-06-27 01:36:42,293 - mmaction - INFO - Epoch [18][60/940] lr: 0.00500, eta: 17:47:55, time: 0.774, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.6236, loss: 1.6236 2020-06-27 01:36:57,757 - mmaction - INFO - Epoch [18][80/940] lr: 0.00500, eta: 17:47:33, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.4536, loss: 1.4536 2020-06-27 01:37:14,570 - mmaction - INFO - Epoch [18][100/940] lr: 0.00500, eta: 17:47:19, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.5696, loss: 1.5696 2020-06-27 01:37:30,062 - mmaction - INFO - Epoch [18][120/940] lr: 0.00500, eta: 17:46:58, time: 0.773, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6903, loss: 1.6903 2020-06-27 01:37:46,488 - mmaction - INFO - Epoch [18][140/940] lr: 0.00500, eta: 17:46:41, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.4806, loss: 1.4806 2020-06-27 01:38:02,827 - mmaction - INFO - Epoch [18][160/940] lr: 0.00500, eta: 17:46:24, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8438, loss_cls: 1.7320, loss: 1.7320 2020-06-27 01:38:19,229 - mmaction - INFO - Epoch [18][180/940] lr: 0.00500, eta: 17:46:08, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8500, loss_cls: 1.6674, loss: 1.6674 2020-06-27 01:38:34,856 - mmaction - INFO - Epoch [18][200/940] lr: 0.00500, eta: 17:45:47, time: 0.779, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.7937, loss_cls: 1.6507, loss: 1.6507 2020-06-27 01:38:51,124 - mmaction - INFO - Epoch [18][220/940] lr: 0.00500, eta: 17:45:30, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6529, loss: 1.6529 2020-06-27 01:39:07,862 - mmaction - INFO - Epoch [18][240/940] lr: 0.00500, eta: 17:45:15, time: 0.837, data_time: 0.002, memory: 7079, top1_acc: 0.5125, top5_acc: 0.8000, loss_cls: 1.9055, loss: 1.9055 2020-06-27 01:39:24,780 - mmaction - INFO - Epoch [18][260/940] lr: 0.00500, eta: 17:45:01, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.6944, loss: 1.6944 2020-06-27 01:39:41,133 - mmaction - INFO - Epoch [18][280/940] lr: 0.00500, eta: 17:44:44, time: 0.817, data_time: 0.002, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8187, loss_cls: 1.7790, loss: 1.7790 2020-06-27 01:39:57,270 - mmaction - INFO - Epoch [18][300/940] lr: 0.00500, eta: 17:44:26, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.6889, loss: 1.6889 2020-06-27 01:40:13,138 - mmaction - INFO - Epoch [18][320/940] lr: 0.00500, eta: 17:44:07, time: 0.796, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.4556, loss: 1.4556 2020-06-27 01:40:29,720 - mmaction - INFO - Epoch [18][340/940] lr: 0.00500, eta: 17:43:52, time: 0.829, data_time: 0.002, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7875, loss_cls: 1.8744, loss: 1.8744 2020-06-27 01:40:45,714 - mmaction - INFO - Epoch [18][360/940] lr: 0.00500, eta: 17:43:33, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.6026, loss: 1.6026 2020-06-27 01:41:02,471 - mmaction - INFO - Epoch [18][380/940] lr: 0.00500, eta: 17:43:18, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4581, loss: 1.4581 2020-06-27 01:41:18,585 - mmaction - INFO - Epoch [18][400/940] lr: 0.00500, eta: 17:43:00, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.7090, loss: 1.7090 2020-06-27 01:41:35,857 - mmaction - INFO - Epoch [18][420/940] lr: 0.00500, eta: 17:42:48, time: 0.866, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.7612, loss: 1.7612 2020-06-27 01:41:52,081 - mmaction - INFO - Epoch [18][440/940] lr: 0.00500, eta: 17:42:30, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.7093, loss: 1.7093 2020-06-27 01:42:07,576 - mmaction - INFO - Epoch [18][460/940] lr: 0.00500, eta: 17:42:10, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.7027, loss: 1.7027 2020-06-27 01:42:24,029 - mmaction - INFO - Epoch [18][480/940] lr: 0.00500, eta: 17:41:53, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7937, loss_cls: 1.7178, loss: 1.7178 2020-06-27 01:42:40,219 - mmaction - INFO - Epoch [18][500/940] lr: 0.00500, eta: 17:41:36, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.8301, loss: 1.8301 2020-06-27 01:42:57,168 - mmaction - INFO - Epoch [18][520/940] lr: 0.00500, eta: 17:41:21, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7625, loss_cls: 1.9339, loss: 1.9339 2020-06-27 01:43:12,659 - mmaction - INFO - Epoch [18][540/940] lr: 0.00500, eta: 17:41:01, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 1.9041, loss: 1.9041 2020-06-27 01:43:29,720 - mmaction - INFO - Epoch [18][560/940] lr: 0.00500, eta: 17:40:47, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.7476, loss: 1.7476 2020-06-27 01:43:45,096 - mmaction - INFO - Epoch [18][580/940] lr: 0.00500, eta: 17:40:26, time: 0.771, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8625, loss_cls: 1.6600, loss: 1.6600 2020-06-27 01:44:01,217 - mmaction - INFO - Epoch [18][600/940] lr: 0.00500, eta: 17:40:08, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8063, loss_cls: 1.8413, loss: 1.8413 2020-06-27 01:44:17,823 - mmaction - INFO - Epoch [18][620/940] lr: 0.00500, eta: 17:39:52, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8000, loss_cls: 1.6346, loss: 1.6346 2020-06-27 01:44:34,826 - mmaction - INFO - Epoch [18][640/940] lr: 0.00500, eta: 17:39:39, time: 0.850, data_time: 0.003, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.7923, loss: 1.7923 2020-06-27 01:44:51,813 - mmaction - INFO - Epoch [18][660/940] lr: 0.00500, eta: 17:39:25, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.6195, loss: 1.6195 2020-06-27 01:45:07,654 - mmaction - INFO - Epoch [18][680/940] lr: 0.00500, eta: 17:39:05, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8000, loss_cls: 1.5105, loss: 1.5105 2020-06-27 01:45:23,410 - mmaction - INFO - Epoch [18][700/940] lr: 0.00500, eta: 17:38:46, time: 0.788, data_time: 0.003, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.5271, loss: 1.5271 2020-06-27 01:45:40,539 - mmaction - INFO - Epoch [18][720/940] lr: 0.00500, eta: 17:38:33, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6146, loss: 1.6146 2020-06-27 01:45:56,808 - mmaction - INFO - Epoch [18][740/940] lr: 0.00500, eta: 17:38:16, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2378, loss: 1.2378 2020-06-27 01:46:13,141 - mmaction - INFO - Epoch [18][760/940] lr: 0.00500, eta: 17:37:58, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8812, loss_cls: 1.5333, loss: 1.5333 2020-06-27 01:46:28,713 - mmaction - INFO - Epoch [18][780/940] lr: 0.00500, eta: 17:37:38, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8187, loss_cls: 1.5302, loss: 1.5302 2020-06-27 01:46:45,821 - mmaction - INFO - Epoch [18][800/940] lr: 0.00500, eta: 17:37:25, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.5840, loss: 1.5840 2020-06-27 01:47:02,171 - mmaction - INFO - Epoch [18][820/940] lr: 0.00500, eta: 17:37:08, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.6325, loss: 1.6325 2020-06-27 01:47:18,682 - mmaction - INFO - Epoch [18][840/940] lr: 0.00500, eta: 17:36:52, time: 0.825, data_time: 0.002, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7688, loss_cls: 1.8552, loss: 1.8552 2020-06-27 01:47:36,342 - mmaction - INFO - Epoch [18][860/940] lr: 0.00500, eta: 17:36:41, time: 0.881, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.9768, loss: 1.9768 2020-06-27 01:47:52,277 - mmaction - INFO - Epoch [18][880/940] lr: 0.00500, eta: 17:36:22, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.6758, loss: 1.6758 2020-06-27 01:48:08,176 - mmaction - INFO - Epoch [18][900/940] lr: 0.00500, eta: 17:36:03, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8187, loss_cls: 1.6598, loss: 1.6598 2020-06-27 01:48:24,298 - mmaction - INFO - Epoch [18][920/940] lr: 0.00500, eta: 17:35:46, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.4425, loss: 1.4425 2020-06-27 01:48:39,592 - mmaction - INFO - Epoch [18][940/940] lr: 0.00500, eta: 17:35:24, time: 0.764, data_time: 0.004, memory: 7079, top1_acc: 0.5390, top5_acc: 0.7792, loss_cls: 1.8383, loss: 1.8383 2020-06-27 01:51:23,070 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 01:51:24,076 - mmaction - INFO - top1_acc 0.6467 top5_acc 0.8650 2020-06-27 01:51:24,076 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 01:51:24,139 - mmaction - INFO - mean_acc 0.6466 2020-06-27 01:51:24,148 - mmaction - INFO - Epoch [18][940/940] lr: 0.00500, top1_acc: 0.6467, top5_acc: 0.8650, mean_class_accuracy: 0.6466 2020-06-27 01:51:43,281 - mmaction - INFO - Epoch [19][20/940] lr: 0.00500, eta: 17:35:20, time: 0.955, data_time: 0.296, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8500, loss_cls: 1.5596, loss: 1.5596 2020-06-27 01:51:57,234 - mmaction - INFO - Epoch [19][40/940] lr: 0.00500, eta: 17:34:52, time: 0.696, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8438, loss_cls: 1.7558, loss: 1.7558 2020-06-27 01:52:12,470 - mmaction - INFO - Epoch [19][60/940] lr: 0.00500, eta: 17:34:30, time: 0.763, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.5046, loss: 1.5046 2020-06-27 01:52:27,814 - mmaction - INFO - Epoch [19][80/940] lr: 0.00500, eta: 17:34:09, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.5345, loss: 1.5345 2020-06-27 01:52:43,719 - mmaction - INFO - Epoch [19][100/940] lr: 0.00500, eta: 17:33:50, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3415, loss: 1.3415 2020-06-27 01:52:59,868 - mmaction - INFO - Epoch [19][120/940] lr: 0.00500, eta: 17:33:32, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.4499, loss: 1.4499 2020-06-27 01:53:15,830 - mmaction - INFO - Epoch [19][140/940] lr: 0.00500, eta: 17:33:14, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8688, loss_cls: 1.5635, loss: 1.5635 2020-06-27 01:53:31,512 - mmaction - INFO - Epoch [19][160/940] lr: 0.00500, eta: 17:32:54, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7562, loss_cls: 1.7577, loss: 1.7577 2020-06-27 01:53:47,673 - mmaction - INFO - Epoch [19][180/940] lr: 0.00500, eta: 17:32:37, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.5326, loss: 1.5326 2020-06-27 01:54:03,707 - mmaction - INFO - Epoch [19][200/940] lr: 0.00500, eta: 17:32:18, time: 0.801, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.4857, loss: 1.4857 2020-06-27 01:54:19,939 - mmaction - INFO - Epoch [19][220/940] lr: 0.00500, eta: 17:32:01, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.3710, loss: 1.3710 2020-06-27 01:54:36,562 - mmaction - INFO - Epoch [19][240/940] lr: 0.00500, eta: 17:31:46, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.7209, loss: 1.7209 2020-06-27 01:54:52,225 - mmaction - INFO - Epoch [19][260/940] lr: 0.00500, eta: 17:31:25, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.4477, loss: 1.4477 2020-06-27 01:55:08,366 - mmaction - INFO - Epoch [19][280/940] lr: 0.00500, eta: 17:31:08, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.6048, loss: 1.6048 2020-06-27 01:55:24,369 - mmaction - INFO - Epoch [19][300/940] lr: 0.00500, eta: 17:30:50, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7625, loss_cls: 1.9589, loss: 1.9589 2020-06-27 01:55:40,119 - mmaction - INFO - Epoch [19][320/940] lr: 0.00500, eta: 17:30:30, time: 0.786, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8500, loss_cls: 1.4004, loss: 1.4004 2020-06-27 01:55:56,370 - mmaction - INFO - Epoch [19][340/940] lr: 0.00500, eta: 17:30:13, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.4599, loss: 1.4599 2020-06-27 01:56:12,247 - mmaction - INFO - Epoch [19][360/940] lr: 0.00500, eta: 17:29:54, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7875, loss_cls: 1.6166, loss: 1.6166 2020-06-27 01:56:28,197 - mmaction - INFO - Epoch [19][380/940] lr: 0.00500, eta: 17:29:36, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.5627, loss: 1.5627 2020-06-27 01:56:44,003 - mmaction - INFO - Epoch [19][400/940] lr: 0.00500, eta: 17:29:16, time: 0.788, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8063, loss_cls: 1.6898, loss: 1.6898 2020-06-27 01:57:00,257 - mmaction - INFO - Epoch [19][420/940] lr: 0.00500, eta: 17:28:59, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8000, loss_cls: 1.8925, loss: 1.8925 2020-06-27 01:57:17,283 - mmaction - INFO - Epoch [19][440/940] lr: 0.00500, eta: 17:28:45, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.6208, loss: 1.6208 2020-06-27 01:57:33,119 - mmaction - INFO - Epoch [19][460/940] lr: 0.00500, eta: 17:28:27, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.7392, loss: 1.7392 2020-06-27 01:57:49,042 - mmaction - INFO - Epoch [19][480/940] lr: 0.00500, eta: 17:28:08, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.7723, loss: 1.7723 2020-06-27 01:58:06,520 - mmaction - INFO - Epoch [19][500/940] lr: 0.00500, eta: 17:27:56, time: 0.876, data_time: 0.007, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.5903, loss: 1.5903 2020-06-27 01:58:21,671 - mmaction - INFO - Epoch [19][520/940] lr: 0.00500, eta: 17:27:34, time: 0.755, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.6837, loss: 1.6837 2020-06-27 01:58:38,121 - mmaction - INFO - Epoch [19][540/940] lr: 0.00500, eta: 17:27:18, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7562, loss_cls: 1.8326, loss: 1.8326 2020-06-27 01:58:54,779 - mmaction - INFO - Epoch [19][560/940] lr: 0.00500, eta: 17:27:03, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8063, loss_cls: 1.8238, loss: 1.8238 2020-06-27 01:59:10,629 - mmaction - INFO - Epoch [19][580/940] lr: 0.00500, eta: 17:26:44, time: 0.792, data_time: 0.002, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.8296, loss: 1.8296 2020-06-27 01:59:26,513 - mmaction - INFO - Epoch [19][600/940] lr: 0.00500, eta: 17:26:25, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7812, loss_cls: 1.7013, loss: 1.7013 2020-06-27 01:59:43,185 - mmaction - INFO - Epoch [19][620/940] lr: 0.00500, eta: 17:26:10, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4702, loss: 1.4702 2020-06-27 01:59:58,678 - mmaction - INFO - Epoch [19][640/940] lr: 0.00500, eta: 17:25:49, time: 0.775, data_time: 0.003, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8125, loss_cls: 1.9571, loss: 1.9571 2020-06-27 02:00:20,158 - mmaction - INFO - Epoch [19][660/940] lr: 0.00500, eta: 17:25:54, time: 1.065, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8187, loss_cls: 1.3971, loss: 1.3971 2020-06-27 02:00:34,589 - mmaction - INFO - Epoch [19][680/940] lr: 0.00500, eta: 17:25:30, time: 0.730, data_time: 0.013, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.6233, loss: 1.6233 2020-06-27 02:00:49,955 - mmaction - INFO - Epoch [19][700/940] lr: 0.00500, eta: 17:25:08, time: 0.766, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8375, loss_cls: 1.7347, loss: 1.7347 2020-06-27 02:01:05,977 - mmaction - INFO - Epoch [19][720/940] lr: 0.00500, eta: 17:24:51, time: 0.804, data_time: 0.007, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7688, loss_cls: 1.7944, loss: 1.7944 2020-06-27 02:01:22,869 - mmaction - INFO - Epoch [19][740/940] lr: 0.00500, eta: 17:24:36, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.7716, loss: 1.7716 2020-06-27 02:01:39,658 - mmaction - INFO - Epoch [19][760/940] lr: 0.00500, eta: 17:24:21, time: 0.840, data_time: 0.004, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6651, loss: 1.6651 2020-06-27 02:01:55,863 - mmaction - INFO - Epoch [19][780/940] lr: 0.00500, eta: 17:24:04, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8313, loss_cls: 1.5344, loss: 1.5344 2020-06-27 02:02:11,504 - mmaction - INFO - Epoch [19][800/940] lr: 0.00500, eta: 17:23:44, time: 0.785, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8187, loss_cls: 1.6757, loss: 1.6757 2020-06-27 02:02:27,300 - mmaction - INFO - Epoch [19][820/940] lr: 0.00500, eta: 17:23:25, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7500, loss_cls: 1.7828, loss: 1.7828 2020-06-27 02:02:43,259 - mmaction - INFO - Epoch [19][840/940] lr: 0.00500, eta: 17:23:07, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8063, loss_cls: 1.6198, loss: 1.6198 2020-06-27 02:02:59,335 - mmaction - INFO - Epoch [19][860/940] lr: 0.00500, eta: 17:22:49, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.8465, loss: 1.8465 2020-06-27 02:03:15,341 - mmaction - INFO - Epoch [19][880/940] lr: 0.00500, eta: 17:22:31, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8688, loss_cls: 1.5508, loss: 1.5508 2020-06-27 02:03:31,926 - mmaction - INFO - Epoch [19][900/940] lr: 0.00500, eta: 17:22:15, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.6252, loss: 1.6252 2020-06-27 02:03:48,157 - mmaction - INFO - Epoch [19][920/940] lr: 0.00500, eta: 17:21:58, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.8837, loss: 1.8837 2020-06-27 02:04:04,216 - mmaction - INFO - Epoch [19][940/940] lr: 0.00500, eta: 17:21:40, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.6039, top5_acc: 0.8052, loss_cls: 1.6921, loss: 1.6921 2020-06-27 02:04:27,364 - mmaction - INFO - Epoch [20][20/940] lr: 0.00500, eta: 17:21:44, time: 1.067, data_time: 0.404, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.7142, loss: 1.7142 2020-06-27 02:04:42,250 - mmaction - INFO - Epoch [20][40/940] lr: 0.00500, eta: 17:21:21, time: 0.743, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.8766, loss: 1.8766 2020-06-27 02:04:57,755 - mmaction - INFO - Epoch [20][60/940] lr: 0.00500, eta: 17:21:01, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.7264, loss: 1.7264 2020-06-27 02:05:13,478 - mmaction - INFO - Epoch [20][80/940] lr: 0.00500, eta: 17:20:41, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.5283, loss: 1.5283 2020-06-27 02:05:30,081 - mmaction - INFO - Epoch [20][100/940] lr: 0.00500, eta: 17:20:26, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 2.0129, loss: 2.0129 2020-06-27 02:05:46,441 - mmaction - INFO - Epoch [20][120/940] lr: 0.00500, eta: 17:20:09, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8000, loss_cls: 1.7216, loss: 1.7216 2020-06-27 02:06:01,855 - mmaction - INFO - Epoch [20][140/940] lr: 0.00500, eta: 17:19:49, time: 0.773, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.5388, loss: 1.5388 2020-06-27 02:06:18,096 - mmaction - INFO - Epoch [20][160/940] lr: 0.00500, eta: 17:19:31, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.5207, loss: 1.5207 2020-06-27 02:06:34,443 - mmaction - INFO - Epoch [20][180/940] lr: 0.00500, eta: 17:19:15, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.7198, loss: 1.7198 2020-06-27 02:06:50,666 - mmaction - INFO - Epoch [20][200/940] lr: 0.00500, eta: 17:18:57, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 1.6298, loss: 1.6298 2020-06-27 02:07:06,254 - mmaction - INFO - Epoch [20][220/940] lr: 0.00500, eta: 17:18:37, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.5323, loss: 1.5323 2020-06-27 02:07:22,688 - mmaction - INFO - Epoch [20][240/940] lr: 0.00500, eta: 17:18:21, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8187, loss_cls: 1.5315, loss: 1.5315 2020-06-27 02:07:39,239 - mmaction - INFO - Epoch [20][260/940] lr: 0.00500, eta: 17:18:05, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.4116, loss: 1.4116 2020-06-27 02:07:54,996 - mmaction - INFO - Epoch [20][280/940] lr: 0.00500, eta: 17:17:46, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.6727, loss: 1.6727 2020-06-27 02:08:10,739 - mmaction - INFO - Epoch [20][300/940] lr: 0.00500, eta: 17:17:27, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8625, loss_cls: 1.5127, loss: 1.5127 2020-06-27 02:08:27,336 - mmaction - INFO - Epoch [20][320/940] lr: 0.00500, eta: 17:17:11, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8625, loss_cls: 1.5237, loss: 1.5237 2020-06-27 02:08:43,852 - mmaction - INFO - Epoch [20][340/940] lr: 0.00500, eta: 17:16:55, time: 0.827, data_time: 0.007, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8500, loss_cls: 1.6822, loss: 1.6822 2020-06-27 02:09:00,850 - mmaction - INFO - Epoch [20][360/940] lr: 0.00500, eta: 17:16:41, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8375, loss_cls: 1.6020, loss: 1.6020 2020-06-27 02:09:16,097 - mmaction - INFO - Epoch [20][380/940] lr: 0.00500, eta: 17:16:20, time: 0.766, data_time: 0.007, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8313, loss_cls: 1.8426, loss: 1.8426 2020-06-27 02:09:32,511 - mmaction - INFO - Epoch [20][400/940] lr: 0.00500, eta: 17:16:03, time: 0.818, data_time: 0.004, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.6871, loss: 1.6871 2020-06-27 02:09:48,087 - mmaction - INFO - Epoch [20][420/940] lr: 0.00500, eta: 17:15:44, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.7004, loss: 1.7004 2020-06-27 02:10:04,491 - mmaction - INFO - Epoch [20][440/940] lr: 0.00500, eta: 17:15:27, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.7281, loss: 1.7281 2020-06-27 02:10:20,285 - mmaction - INFO - Epoch [20][460/940] lr: 0.00500, eta: 17:15:08, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7875, loss_cls: 1.8229, loss: 1.8229 2020-06-27 02:10:36,480 - mmaction - INFO - Epoch [20][480/940] lr: 0.00500, eta: 17:14:51, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 1.6626, loss: 1.6626 2020-06-27 02:10:52,694 - mmaction - INFO - Epoch [20][500/940] lr: 0.00500, eta: 17:14:34, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8438, loss_cls: 1.6728, loss: 1.6728 2020-06-27 02:11:09,601 - mmaction - INFO - Epoch [20][520/940] lr: 0.00500, eta: 17:14:19, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8125, loss_cls: 1.5475, loss: 1.5475 2020-06-27 02:11:25,856 - mmaction - INFO - Epoch [20][540/940] lr: 0.00500, eta: 17:14:02, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8000, loss_cls: 1.9186, loss: 1.9186 2020-06-27 02:11:43,290 - mmaction - INFO - Epoch [20][560/940] lr: 0.00500, eta: 17:13:50, time: 0.874, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.7937, loss_cls: 1.6054, loss: 1.6054 2020-06-27 02:11:58,671 - mmaction - INFO - Epoch [20][580/940] lr: 0.00500, eta: 17:13:29, time: 0.767, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6372, loss: 1.6372 2020-06-27 02:12:13,983 - mmaction - INFO - Epoch [20][600/940] lr: 0.00500, eta: 17:13:08, time: 0.767, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.5370, loss: 1.5370 2020-06-27 02:12:30,794 - mmaction - INFO - Epoch [20][620/940] lr: 0.00500, eta: 17:12:54, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.7206, loss: 1.7206 2020-06-27 02:12:46,365 - mmaction - INFO - Epoch [20][640/940] lr: 0.00500, eta: 17:12:34, time: 0.779, data_time: 0.003, memory: 7079, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 1.8967, loss: 1.8967 2020-06-27 02:13:03,255 - mmaction - INFO - Epoch [20][660/940] lr: 0.00500, eta: 17:12:19, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.6343, loss: 1.6343 2020-06-27 02:13:18,916 - mmaction - INFO - Epoch [20][680/940] lr: 0.00500, eta: 17:12:00, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.5405, loss: 1.5405 2020-06-27 02:13:35,483 - mmaction - INFO - Epoch [20][700/940] lr: 0.00500, eta: 17:11:44, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7862, loss: 1.7862 2020-06-27 02:13:51,884 - mmaction - INFO - Epoch [20][720/940] lr: 0.00500, eta: 17:11:28, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.4701, loss: 1.4701 2020-06-27 02:14:07,730 - mmaction - INFO - Epoch [20][740/940] lr: 0.00500, eta: 17:11:09, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.4465, loss: 1.4465 2020-06-27 02:14:24,732 - mmaction - INFO - Epoch [20][760/940] lr: 0.00500, eta: 17:10:55, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7937, loss_cls: 1.9972, loss: 1.9972 2020-06-27 02:14:40,692 - mmaction - INFO - Epoch [20][780/940] lr: 0.00500, eta: 17:10:37, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6374, loss: 1.6374 2020-06-27 02:14:56,958 - mmaction - INFO - Epoch [20][800/940] lr: 0.00500, eta: 17:10:20, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6837, loss: 1.6837 2020-06-27 02:15:13,537 - mmaction - INFO - Epoch [20][820/940] lr: 0.00500, eta: 17:10:04, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.6613, loss: 1.6613 2020-06-27 02:15:29,570 - mmaction - INFO - Epoch [20][840/940] lr: 0.00500, eta: 17:09:46, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5846, loss: 1.5846 2020-06-27 02:15:45,262 - mmaction - INFO - Epoch [20][860/940] lr: 0.00500, eta: 17:09:27, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8438, loss_cls: 1.5184, loss: 1.5184 2020-06-27 02:16:01,214 - mmaction - INFO - Epoch [20][880/940] lr: 0.00500, eta: 17:09:08, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.8250, loss_cls: 1.8662, loss: 1.8662 2020-06-27 02:16:17,316 - mmaction - INFO - Epoch [20][900/940] lr: 0.00500, eta: 17:08:51, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.7875, loss_cls: 1.7580, loss: 1.7580 2020-06-27 02:16:33,967 - mmaction - INFO - Epoch [20][920/940] lr: 0.00500, eta: 17:08:35, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.7524, loss: 1.7524 2020-06-27 02:16:49,421 - mmaction - INFO - Epoch [20][940/940] lr: 0.00500, eta: 17:08:15, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.6169, top5_acc: 0.8377, loss_cls: 1.4417, loss: 1.4417 2020-06-27 02:19:31,960 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 02:19:32,965 - mmaction - INFO - top1_acc 0.6525 top5_acc 0.8678 2020-06-27 02:19:32,966 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 02:19:33,057 - mmaction - INFO - mean_acc 0.6522 2020-06-27 02:19:33,072 - mmaction - INFO - Epoch [20][940/940] lr: 0.00500, top1_acc: 0.6525, top5_acc: 0.8678, mean_class_accuracy: 0.6522 2020-06-27 02:19:51,876 - mmaction - INFO - Epoch [21][20/940] lr: 0.00500, eta: 17:08:08, time: 0.937, data_time: 0.294, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8438, loss_cls: 1.6647, loss: 1.6647 2020-06-27 02:20:05,326 - mmaction - INFO - Epoch [21][40/940] lr: 0.00500, eta: 17:07:40, time: 0.673, data_time: 0.004, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7250, loss_cls: 1.9414, loss: 1.9414 2020-06-27 02:20:19,737 - mmaction - INFO - Epoch [21][60/940] lr: 0.00500, eta: 17:07:15, time: 0.718, data_time: 0.002, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8187, loss_cls: 1.6208, loss: 1.6208 2020-06-27 02:20:35,087 - mmaction - INFO - Epoch [21][80/940] lr: 0.00500, eta: 17:06:55, time: 0.767, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4953, loss: 1.4953 2020-06-27 02:20:51,276 - mmaction - INFO - Epoch [21][100/940] lr: 0.00500, eta: 17:06:38, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6443, loss: 1.6443 2020-06-27 02:21:07,683 - mmaction - INFO - Epoch [21][120/940] lr: 0.00500, eta: 17:06:21, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8125, loss_cls: 1.4807, loss: 1.4807 2020-06-27 02:21:24,119 - mmaction - INFO - Epoch [21][140/940] lr: 0.00500, eta: 17:06:05, time: 0.822, data_time: 0.003, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.5481, loss: 1.5481 2020-06-27 02:21:39,379 - mmaction - INFO - Epoch [21][160/940] lr: 0.00500, eta: 17:05:44, time: 0.762, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8250, loss_cls: 1.5367, loss: 1.5367 2020-06-27 02:21:55,198 - mmaction - INFO - Epoch [21][180/940] lr: 0.00500, eta: 17:05:25, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.8233, loss: 1.8233 2020-06-27 02:22:10,989 - mmaction - INFO - Epoch [21][200/940] lr: 0.00500, eta: 17:05:06, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.8029, loss: 1.8029 2020-06-27 02:22:28,062 - mmaction - INFO - Epoch [21][220/940] lr: 0.00500, eta: 17:04:53, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.5785, loss: 1.5785 2020-06-27 02:22:43,341 - mmaction - INFO - Epoch [21][240/940] lr: 0.00500, eta: 17:04:32, time: 0.762, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.6588, loss: 1.6588 2020-06-27 02:23:00,404 - mmaction - INFO - Epoch [21][260/940] lr: 0.00500, eta: 17:04:18, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6313, loss: 1.6313 2020-06-27 02:23:16,022 - mmaction - INFO - Epoch [21][280/940] lr: 0.00500, eta: 17:03:58, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.6198, loss: 1.6198 2020-06-27 02:23:33,084 - mmaction - INFO - Epoch [21][300/940] lr: 0.00500, eta: 17:03:45, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6543, loss: 1.6543 2020-06-27 02:23:48,618 - mmaction - INFO - Epoch [21][320/940] lr: 0.00500, eta: 17:03:25, time: 0.776, data_time: 0.004, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8625, loss_cls: 1.5502, loss: 1.5502 2020-06-27 02:24:05,098 - mmaction - INFO - Epoch [21][340/940] lr: 0.00500, eta: 17:03:09, time: 0.824, data_time: 0.004, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6996, loss: 1.6996 2020-06-27 02:24:21,556 - mmaction - INFO - Epoch [21][360/940] lr: 0.00500, eta: 17:02:52, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8313, loss_cls: 1.4923, loss: 1.4923 2020-06-27 02:24:36,920 - mmaction - INFO - Epoch [21][380/940] lr: 0.00500, eta: 17:02:32, time: 0.770, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.6535, loss: 1.6535 2020-06-27 02:24:52,999 - mmaction - INFO - Epoch [21][400/940] lr: 0.00500, eta: 17:02:15, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.4781, loss: 1.4781 2020-06-27 02:25:09,688 - mmaction - INFO - Epoch [21][420/940] lr: 0.00500, eta: 17:01:59, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.6590, loss: 1.6590 2020-06-27 02:25:24,981 - mmaction - INFO - Epoch [21][440/940] lr: 0.00500, eta: 17:01:39, time: 0.765, data_time: 0.003, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.5989, loss: 1.5989 2020-06-27 02:25:42,018 - mmaction - INFO - Epoch [21][460/940] lr: 0.00500, eta: 17:01:24, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4172, loss: 1.4172 2020-06-27 02:25:57,264 - mmaction - INFO - Epoch [21][480/940] lr: 0.00500, eta: 17:01:04, time: 0.764, data_time: 0.007, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8063, loss_cls: 1.6944, loss: 1.6944 2020-06-27 02:26:14,038 - mmaction - INFO - Epoch [21][500/940] lr: 0.00500, eta: 17:00:49, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.6561, loss: 1.6561 2020-06-27 02:26:29,607 - mmaction - INFO - Epoch [21][520/940] lr: 0.00500, eta: 17:00:29, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8125, loss_cls: 1.6447, loss: 1.6447 2020-06-27 02:26:45,639 - mmaction - INFO - Epoch [21][540/940] lr: 0.00500, eta: 17:00:11, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7875, loss_cls: 1.8215, loss: 1.8215 2020-06-27 02:27:01,897 - mmaction - INFO - Epoch [21][560/940] lr: 0.00500, eta: 16:59:54, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8500, loss_cls: 1.6425, loss: 1.6425 2020-06-27 02:27:17,760 - mmaction - INFO - Epoch [21][580/940] lr: 0.00500, eta: 16:59:36, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8375, loss_cls: 1.5452, loss: 1.5452 2020-06-27 02:27:34,014 - mmaction - INFO - Epoch [21][600/940] lr: 0.00500, eta: 16:59:19, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.6961, loss: 1.6961 2020-06-27 02:27:49,513 - mmaction - INFO - Epoch [21][620/940] lr: 0.00500, eta: 16:58:59, time: 0.775, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.8817, loss: 1.8817 2020-06-27 02:28:05,680 - mmaction - INFO - Epoch [21][640/940] lr: 0.00500, eta: 16:58:42, time: 0.808, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.4524, loss: 1.4524 2020-06-27 02:28:22,253 - mmaction - INFO - Epoch [21][660/940] lr: 0.00500, eta: 16:58:26, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.5240, loss: 1.5240 2020-06-27 02:28:38,254 - mmaction - INFO - Epoch [21][680/940] lr: 0.00500, eta: 16:58:08, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.6275, loss: 1.6275 2020-06-27 02:28:54,354 - mmaction - INFO - Epoch [21][700/940] lr: 0.00500, eta: 16:57:51, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7750, loss_cls: 1.8346, loss: 1.8346 2020-06-27 02:29:11,493 - mmaction - INFO - Epoch [21][720/940] lr: 0.00500, eta: 16:57:37, time: 0.857, data_time: 0.003, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.6572, loss: 1.6572 2020-06-27 02:29:27,035 - mmaction - INFO - Epoch [21][740/940] lr: 0.00500, eta: 16:57:17, time: 0.775, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7375, loss_cls: 2.0083, loss: 2.0083 2020-06-27 02:29:42,709 - mmaction - INFO - Epoch [21][760/940] lr: 0.00500, eta: 16:56:58, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.5979, loss: 1.5979 2020-06-27 02:30:00,395 - mmaction - INFO - Epoch [21][780/940] lr: 0.00500, eta: 16:56:47, time: 0.883, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8688, loss_cls: 1.4702, loss: 1.4702 2020-06-27 02:30:16,060 - mmaction - INFO - Epoch [21][800/940] lr: 0.00500, eta: 16:56:28, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 1.8181, loss: 1.8181 2020-06-27 02:30:32,095 - mmaction - INFO - Epoch [21][820/940] lr: 0.00500, eta: 16:56:10, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8875, loss_cls: 1.5010, loss: 1.5010 2020-06-27 02:30:47,690 - mmaction - INFO - Epoch [21][840/940] lr: 0.00500, eta: 16:55:51, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.7211, loss: 1.7211 2020-06-27 02:31:03,463 - mmaction - INFO - Epoch [21][860/940] lr: 0.00500, eta: 16:55:32, time: 0.786, data_time: 0.004, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.5105, loss: 1.5105 2020-06-27 02:31:19,483 - mmaction - INFO - Epoch [21][880/940] lr: 0.00500, eta: 16:55:14, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.7875, loss_cls: 1.7028, loss: 1.7028 2020-06-27 02:31:35,531 - mmaction - INFO - Epoch [21][900/940] lr: 0.00500, eta: 16:54:56, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8331, loss: 1.8331 2020-06-27 02:31:51,923 - mmaction - INFO - Epoch [21][920/940] lr: 0.00500, eta: 16:54:40, time: 0.820, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.7903, loss: 1.7903 2020-06-27 02:32:07,137 - mmaction - INFO - Epoch [21][940/940] lr: 0.00500, eta: 16:54:19, time: 0.761, data_time: 0.006, memory: 7079, top1_acc: 0.5455, top5_acc: 0.7532, loss_cls: 1.9568, loss: 1.9568 2020-06-27 02:32:28,349 - mmaction - INFO - Epoch [22][20/940] lr: 0.00500, eta: 16:54:15, time: 0.978, data_time: 0.315, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.4232, loss: 1.4232 2020-06-27 02:32:43,934 - mmaction - INFO - Epoch [22][40/940] lr: 0.00500, eta: 16:53:55, time: 0.779, data_time: 0.002, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6258, loss: 1.6258 2020-06-27 02:32:58,900 - mmaction - INFO - Epoch [22][60/940] lr: 0.00500, eta: 16:53:33, time: 0.747, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8438, loss_cls: 1.6464, loss: 1.6464 2020-06-27 02:33:16,567 - mmaction - INFO - Epoch [22][80/940] lr: 0.00500, eta: 16:53:22, time: 0.885, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8562, loss_cls: 1.6283, loss: 1.6283 2020-06-27 02:33:31,275 - mmaction - INFO - Epoch [22][100/940] lr: 0.00500, eta: 16:52:59, time: 0.733, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.3875, loss: 1.3875 2020-06-27 02:33:47,435 - mmaction - INFO - Epoch [22][120/940] lr: 0.00500, eta: 16:52:42, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.6717, loss: 1.6717 2020-06-27 02:34:03,878 - mmaction - INFO - Epoch [22][140/940] lr: 0.00500, eta: 16:52:26, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8688, loss_cls: 1.4967, loss: 1.4967 2020-06-27 02:34:19,781 - mmaction - INFO - Epoch [22][160/940] lr: 0.00500, eta: 16:52:08, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8233, loss: 1.8233 2020-06-27 02:34:35,989 - mmaction - INFO - Epoch [22][180/940] lr: 0.00500, eta: 16:51:50, time: 0.810, data_time: 0.004, memory: 7079, top1_acc: 0.5188, top5_acc: 0.8000, loss_cls: 1.7696, loss: 1.7696 2020-06-27 02:34:52,641 - mmaction - INFO - Epoch [22][200/940] lr: 0.00500, eta: 16:51:35, time: 0.830, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8250, loss_cls: 1.5643, loss: 1.5643 2020-06-27 02:35:07,920 - mmaction - INFO - Epoch [22][220/940] lr: 0.00500, eta: 16:51:14, time: 0.767, data_time: 0.007, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.7045, loss: 1.7045 2020-06-27 02:35:24,452 - mmaction - INFO - Epoch [22][240/940] lr: 0.00500, eta: 16:50:59, time: 0.827, data_time: 0.002, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.7258, loss: 1.7258 2020-06-27 02:35:40,383 - mmaction - INFO - Epoch [22][260/940] lr: 0.00500, eta: 16:50:40, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6034, loss: 1.6034 2020-06-27 02:35:56,249 - mmaction - INFO - Epoch [22][280/940] lr: 0.00500, eta: 16:50:22, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.6278, loss: 1.6278 2020-06-27 02:36:12,127 - mmaction - INFO - Epoch [22][300/940] lr: 0.00500, eta: 16:50:04, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.7839, loss: 1.7839 2020-06-27 02:36:28,355 - mmaction - INFO - Epoch [22][320/940] lr: 0.00500, eta: 16:49:47, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.8152, loss: 1.8152 2020-06-27 02:36:44,258 - mmaction - INFO - Epoch [22][340/940] lr: 0.00500, eta: 16:49:29, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 1.6059, loss: 1.6059 2020-06-27 02:37:00,513 - mmaction - INFO - Epoch [22][360/940] lr: 0.00500, eta: 16:49:12, time: 0.815, data_time: 0.007, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.6698, loss: 1.6698 2020-06-27 02:37:16,825 - mmaction - INFO - Epoch [22][380/940] lr: 0.00500, eta: 16:48:55, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.7625, loss_cls: 1.8141, loss: 1.8141 2020-06-27 02:37:32,750 - mmaction - INFO - Epoch [22][400/940] lr: 0.00500, eta: 16:48:37, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8875, loss_cls: 1.2937, loss: 1.2937 2020-06-27 02:37:48,572 - mmaction - INFO - Epoch [22][420/940] lr: 0.00500, eta: 16:48:19, time: 0.791, data_time: 0.003, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.5527, loss: 1.5527 2020-06-27 02:38:04,811 - mmaction - INFO - Epoch [22][440/940] lr: 0.00500, eta: 16:48:02, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6530, loss: 1.6530 2020-06-27 02:38:21,551 - mmaction - INFO - Epoch [22][460/940] lr: 0.00500, eta: 16:47:47, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.5706, loss: 1.5706 2020-06-27 02:38:37,219 - mmaction - INFO - Epoch [22][480/940] lr: 0.00500, eta: 16:47:28, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8500, loss_cls: 1.5049, loss: 1.5049 2020-06-27 02:38:53,840 - mmaction - INFO - Epoch [22][500/940] lr: 0.00500, eta: 16:47:12, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.6570, loss: 1.6570 2020-06-27 02:39:09,886 - mmaction - INFO - Epoch [22][520/940] lr: 0.00500, eta: 16:46:55, time: 0.802, data_time: 0.002, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.4622, loss: 1.4622 2020-06-27 02:39:26,258 - mmaction - INFO - Epoch [22][540/940] lr: 0.00500, eta: 16:46:38, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6555, loss: 1.6555 2020-06-27 02:39:41,821 - mmaction - INFO - Epoch [22][560/940] lr: 0.00500, eta: 16:46:19, time: 0.779, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6506, loss: 1.6506 2020-06-27 02:39:57,415 - mmaction - INFO - Epoch [22][580/940] lr: 0.00500, eta: 16:45:59, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7899, loss: 1.7899 2020-06-27 02:40:13,556 - mmaction - INFO - Epoch [22][600/940] lr: 0.00500, eta: 16:45:42, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.6432, loss: 1.6432 2020-06-27 02:40:29,486 - mmaction - INFO - Epoch [22][620/940] lr: 0.00500, eta: 16:45:24, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4452, loss: 1.4452 2020-06-27 02:40:45,819 - mmaction - INFO - Epoch [22][640/940] lr: 0.00500, eta: 16:45:08, time: 0.817, data_time: 0.003, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.5126, loss: 1.5126 2020-06-27 02:41:01,572 - mmaction - INFO - Epoch [22][660/940] lr: 0.00500, eta: 16:44:49, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.5897, loss: 1.5897 2020-06-27 02:41:17,330 - mmaction - INFO - Epoch [22][680/940] lr: 0.00500, eta: 16:44:30, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8562, loss_cls: 1.5652, loss: 1.5652 2020-06-27 02:41:34,702 - mmaction - INFO - Epoch [22][700/940] lr: 0.00500, eta: 16:44:17, time: 0.866, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7875, loss_cls: 1.8854, loss: 1.8854 2020-06-27 02:41:50,090 - mmaction - INFO - Epoch [22][720/940] lr: 0.00500, eta: 16:43:58, time: 0.772, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.6190, loss: 1.6190 2020-06-27 02:42:06,037 - mmaction - INFO - Epoch [22][740/940] lr: 0.00500, eta: 16:43:39, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4939, loss: 1.4939 2020-06-27 02:42:22,366 - mmaction - INFO - Epoch [22][760/940] lr: 0.00500, eta: 16:43:23, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8187, loss_cls: 1.4589, loss: 1.4589 2020-06-27 02:42:38,071 - mmaction - INFO - Epoch [22][780/940] lr: 0.00500, eta: 16:43:04, time: 0.785, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8438, loss_cls: 1.5832, loss: 1.5832 2020-06-27 02:42:53,763 - mmaction - INFO - Epoch [22][800/940] lr: 0.00500, eta: 16:42:45, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8063, loss_cls: 1.8158, loss: 1.8158 2020-06-27 02:43:09,492 - mmaction - INFO - Epoch [22][820/940] lr: 0.00500, eta: 16:42:27, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5953, loss: 1.5953 2020-06-27 02:43:26,098 - mmaction - INFO - Epoch [22][840/940] lr: 0.00500, eta: 16:42:11, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7875, loss_cls: 1.8425, loss: 1.8425 2020-06-27 02:43:43,821 - mmaction - INFO - Epoch [22][860/940] lr: 0.00500, eta: 16:41:59, time: 0.887, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.5016, loss: 1.5016 2020-06-27 02:43:59,301 - mmaction - INFO - Epoch [22][880/940] lr: 0.00500, eta: 16:41:40, time: 0.777, data_time: 0.008, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.4354, loss: 1.4354 2020-06-27 02:44:14,761 - mmaction - INFO - Epoch [22][900/940] lr: 0.00500, eta: 16:41:20, time: 0.773, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7562, loss_cls: 1.9539, loss: 1.9539 2020-06-27 02:44:30,685 - mmaction - INFO - Epoch [22][920/940] lr: 0.00500, eta: 16:41:02, time: 0.795, data_time: 0.004, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8313, loss_cls: 1.7203, loss: 1.7203 2020-06-27 02:44:46,667 - mmaction - INFO - Epoch [22][940/940] lr: 0.00500, eta: 16:40:44, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6883, top5_acc: 0.8636, loss_cls: 1.3695, loss: 1.3695 2020-06-27 02:47:29,780 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 02:47:30,787 - mmaction - INFO - top1_acc 0.6568 top5_acc 0.8656 2020-06-27 02:47:30,787 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 02:47:30,851 - mmaction - INFO - mean_acc 0.6567 2020-06-27 02:47:30,859 - mmaction - INFO - Epoch [22][940/940] lr: 0.00500, top1_acc: 0.6568, top5_acc: 0.8656, mean_class_accuracy: 0.6567 2020-06-27 02:47:49,343 - mmaction - INFO - Epoch [23][20/940] lr: 0.00500, eta: 16:40:35, time: 0.922, data_time: 0.300, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.5739, loss: 1.5739 2020-06-27 02:48:02,700 - mmaction - INFO - Epoch [23][40/940] lr: 0.00500, eta: 16:40:08, time: 0.666, data_time: 0.003, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6135, loss: 1.6135 2020-06-27 02:48:17,722 - mmaction - INFO - Epoch [23][60/940] lr: 0.00500, eta: 16:39:47, time: 0.753, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.7644, loss: 1.7644 2020-06-27 02:48:33,523 - mmaction - INFO - Epoch [23][80/940] lr: 0.00500, eta: 16:39:29, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.5890, loss: 1.5890 2020-06-27 02:48:48,630 - mmaction - INFO - Epoch [23][100/940] lr: 0.00500, eta: 16:39:08, time: 0.757, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.4034, loss: 1.4034 2020-06-27 02:49:04,289 - mmaction - INFO - Epoch [23][120/940] lr: 0.00500, eta: 16:38:49, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.5717, loss: 1.5717 2020-06-27 02:49:20,179 - mmaction - INFO - Epoch [23][140/940] lr: 0.00500, eta: 16:38:31, time: 0.792, data_time: 0.004, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.5384, loss: 1.5384 2020-06-27 02:49:37,103 - mmaction - INFO - Epoch [23][160/940] lr: 0.00500, eta: 16:38:16, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3691, loss: 1.3691 2020-06-27 02:49:52,682 - mmaction - INFO - Epoch [23][180/940] lr: 0.00500, eta: 16:37:57, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4956, loss: 1.4956 2020-06-27 02:50:08,739 - mmaction - INFO - Epoch [23][200/940] lr: 0.00500, eta: 16:37:40, time: 0.804, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.6199, loss: 1.6199 2020-06-27 02:50:23,976 - mmaction - INFO - Epoch [23][220/940] lr: 0.00500, eta: 16:37:19, time: 0.764, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.4584, loss: 1.4584 2020-06-27 02:50:41,050 - mmaction - INFO - Epoch [23][240/940] lr: 0.00500, eta: 16:37:05, time: 0.852, data_time: 0.004, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6117, loss: 1.6117 2020-06-27 02:50:57,012 - mmaction - INFO - Epoch [23][260/940] lr: 0.00500, eta: 16:36:48, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.7937, loss_cls: 1.4580, loss: 1.4580 2020-06-27 02:51:13,077 - mmaction - INFO - Epoch [23][280/940] lr: 0.00500, eta: 16:36:30, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.5298, loss: 1.5298 2020-06-27 02:51:29,758 - mmaction - INFO - Epoch [23][300/940] lr: 0.00500, eta: 16:36:15, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.4564, loss: 1.4564 2020-06-27 02:51:45,636 - mmaction - INFO - Epoch [23][320/940] lr: 0.00500, eta: 16:35:57, time: 0.792, data_time: 0.004, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4980, loss: 1.4980 2020-06-27 02:52:02,718 - mmaction - INFO - Epoch [23][340/940] lr: 0.00500, eta: 16:35:43, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6910, loss: 1.6910 2020-06-27 02:52:17,921 - mmaction - INFO - Epoch [23][360/940] lr: 0.00500, eta: 16:35:22, time: 0.758, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5429, loss: 1.5429 2020-06-27 02:52:33,893 - mmaction - INFO - Epoch [23][380/940] lr: 0.00500, eta: 16:35:05, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.3651, loss: 1.3651 2020-06-27 02:52:50,094 - mmaction - INFO - Epoch [23][400/940] lr: 0.00500, eta: 16:34:48, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6462, loss: 1.6462 2020-06-27 02:53:06,428 - mmaction - INFO - Epoch [23][420/940] lr: 0.00500, eta: 16:34:31, time: 0.820, data_time: 0.007, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4714, loss: 1.4714 2020-06-27 02:53:23,181 - mmaction - INFO - Epoch [23][440/940] lr: 0.00500, eta: 16:34:16, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8438, loss_cls: 1.6453, loss: 1.6453 2020-06-27 02:53:38,746 - mmaction - INFO - Epoch [23][460/940] lr: 0.00500, eta: 16:33:57, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.7007, loss: 1.7007 2020-06-27 02:53:55,094 - mmaction - INFO - Epoch [23][480/940] lr: 0.00500, eta: 16:33:41, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.5563, loss: 1.5563 2020-06-27 02:54:11,000 - mmaction - INFO - Epoch [23][500/940] lr: 0.00500, eta: 16:33:23, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8187, loss_cls: 1.5368, loss: 1.5368 2020-06-27 02:54:26,999 - mmaction - INFO - Epoch [23][520/940] lr: 0.00500, eta: 16:33:05, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8000, loss_cls: 1.9057, loss: 1.9057 2020-06-27 02:54:43,742 - mmaction - INFO - Epoch [23][540/940] lr: 0.00500, eta: 16:32:50, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.4342, loss: 1.4342 2020-06-27 02:54:59,747 - mmaction - INFO - Epoch [23][560/940] lr: 0.00500, eta: 16:32:32, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.6525, loss: 1.6525 2020-06-27 02:55:15,403 - mmaction - INFO - Epoch [23][580/940] lr: 0.00500, eta: 16:32:13, time: 0.781, data_time: 0.004, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.7995, loss: 1.7995 2020-06-27 02:55:31,510 - mmaction - INFO - Epoch [23][600/940] lr: 0.00500, eta: 16:31:56, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8000, loss_cls: 1.6600, loss: 1.6600 2020-06-27 02:55:48,007 - mmaction - INFO - Epoch [23][620/940] lr: 0.00500, eta: 16:31:40, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.4668, loss: 1.4668 2020-06-27 02:56:04,717 - mmaction - INFO - Epoch [23][640/940] lr: 0.00500, eta: 16:31:25, time: 0.836, data_time: 0.003, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8625, loss_cls: 1.5764, loss: 1.5764 2020-06-27 02:56:21,095 - mmaction - INFO - Epoch [23][660/940] lr: 0.00500, eta: 16:31:09, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7157, loss: 1.7157 2020-06-27 02:56:36,612 - mmaction - INFO - Epoch [23][680/940] lr: 0.00500, eta: 16:30:50, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.5593, loss: 1.5593 2020-06-27 02:56:52,443 - mmaction - INFO - Epoch [23][700/940] lr: 0.00500, eta: 16:30:31, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8250, loss_cls: 1.8132, loss: 1.8132 2020-06-27 02:57:08,126 - mmaction - INFO - Epoch [23][720/940] lr: 0.00500, eta: 16:30:13, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8625, loss_cls: 1.5733, loss: 1.5733 2020-06-27 02:57:24,348 - mmaction - INFO - Epoch [23][740/940] lr: 0.00500, eta: 16:29:56, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.8209, loss: 1.8209 2020-06-27 02:57:40,019 - mmaction - INFO - Epoch [23][760/940] lr: 0.00500, eta: 16:29:37, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.6718, loss: 1.6718 2020-06-27 02:57:56,196 - mmaction - INFO - Epoch [23][780/940] lr: 0.00500, eta: 16:29:20, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4737, loss: 1.4737 2020-06-27 02:58:13,387 - mmaction - INFO - Epoch [23][800/940] lr: 0.00500, eta: 16:29:07, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.6172, loss: 1.6172 2020-06-27 02:58:29,421 - mmaction - INFO - Epoch [23][820/940] lr: 0.00500, eta: 16:28:49, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.7247, loss: 1.7247 2020-06-27 02:58:46,114 - mmaction - INFO - Epoch [23][840/940] lr: 0.00500, eta: 16:28:34, time: 0.837, data_time: 0.007, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8187, loss_cls: 1.7865, loss: 1.7865 2020-06-27 02:59:02,204 - mmaction - INFO - Epoch [23][860/940] lr: 0.00500, eta: 16:28:16, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.3998, loss: 1.3998 2020-06-27 02:59:17,992 - mmaction - INFO - Epoch [23][880/940] lr: 0.00500, eta: 16:27:58, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8438, loss_cls: 1.5960, loss: 1.5960 2020-06-27 02:59:34,769 - mmaction - INFO - Epoch [23][900/940] lr: 0.00500, eta: 16:27:43, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.6241, loss: 1.6241 2020-06-27 02:59:50,304 - mmaction - INFO - Epoch [23][920/940] lr: 0.00500, eta: 16:27:24, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.7551, loss: 1.7551 2020-06-27 03:00:09,033 - mmaction - INFO - Epoch [23][940/940] lr: 0.00500, eta: 16:27:15, time: 0.934, data_time: 0.005, memory: 7079, top1_acc: 0.6299, top5_acc: 0.8052, loss_cls: 1.6137, loss: 1.6137 2020-06-27 03:00:32,891 - mmaction - INFO - Epoch [24][20/940] lr: 0.00500, eta: 16:27:19, time: 1.121, data_time: 0.448, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.5742, loss: 1.5742 2020-06-27 03:00:46,507 - mmaction - INFO - Epoch [24][40/940] lr: 0.00500, eta: 16:26:54, time: 0.691, data_time: 0.017, memory: 7079, top1_acc: 0.5375, top5_acc: 0.8187, loss_cls: 1.7662, loss: 1.7662 2020-06-27 03:01:02,153 - mmaction - INFO - Epoch [24][60/940] lr: 0.00500, eta: 16:26:35, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.4855, loss: 1.4855 2020-06-27 03:01:17,114 - mmaction - INFO - Epoch [24][80/940] lr: 0.00500, eta: 16:26:14, time: 0.749, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2647, loss: 1.2647 2020-06-27 03:01:32,889 - mmaction - INFO - Epoch [24][100/940] lr: 0.00500, eta: 16:25:56, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7875, loss_cls: 1.7386, loss: 1.7386 2020-06-27 03:01:48,353 - mmaction - INFO - Epoch [24][120/940] lr: 0.00500, eta: 16:25:37, time: 0.776, data_time: 0.007, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.6547, loss: 1.6547 2020-06-27 03:02:04,663 - mmaction - INFO - Epoch [24][140/940] lr: 0.00500, eta: 16:25:20, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8375, loss_cls: 1.3950, loss: 1.3950 2020-06-27 03:02:20,417 - mmaction - INFO - Epoch [24][160/940] lr: 0.00500, eta: 16:25:02, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3054, loss: 1.3054 2020-06-27 03:02:36,736 - mmaction - INFO - Epoch [24][180/940] lr: 0.00500, eta: 16:24:45, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8625, loss_cls: 1.5020, loss: 1.5020 2020-06-27 03:02:52,529 - mmaction - INFO - Epoch [24][200/940] lr: 0.00500, eta: 16:24:27, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.9045, loss: 1.9045 2020-06-27 03:03:09,152 - mmaction - INFO - Epoch [24][220/940] lr: 0.00500, eta: 16:24:11, time: 0.831, data_time: 0.002, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.6900, loss: 1.6900 2020-06-27 03:03:25,216 - mmaction - INFO - Epoch [24][240/940] lr: 0.00500, eta: 16:23:54, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.4361, loss: 1.4361 2020-06-27 03:03:42,017 - mmaction - INFO - Epoch [24][260/940] lr: 0.00500, eta: 16:23:39, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.6588, loss: 1.6588 2020-06-27 03:03:58,053 - mmaction - INFO - Epoch [24][280/940] lr: 0.00500, eta: 16:23:22, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.6459, loss: 1.6459 2020-06-27 03:04:13,858 - mmaction - INFO - Epoch [24][300/940] lr: 0.00500, eta: 16:23:04, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.4884, loss: 1.4884 2020-06-27 03:04:29,911 - mmaction - INFO - Epoch [24][320/940] lr: 0.00500, eta: 16:22:46, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.5663, loss: 1.5663 2020-06-27 03:04:46,341 - mmaction - INFO - Epoch [24][340/940] lr: 0.00500, eta: 16:22:30, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3727, loss: 1.3727 2020-06-27 03:05:01,992 - mmaction - INFO - Epoch [24][360/940] lr: 0.00500, eta: 16:22:11, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4235, loss: 1.4235 2020-06-27 03:05:18,899 - mmaction - INFO - Epoch [24][380/940] lr: 0.00500, eta: 16:21:57, time: 0.848, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8313, loss_cls: 1.5540, loss: 1.5540 2020-06-27 03:05:34,732 - mmaction - INFO - Epoch [24][400/940] lr: 0.00500, eta: 16:21:38, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8938, loss_cls: 1.3319, loss: 1.3319 2020-06-27 03:05:52,141 - mmaction - INFO - Epoch [24][420/940] lr: 0.00500, eta: 16:21:26, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8250, loss_cls: 1.7932, loss: 1.7932 2020-06-27 03:06:07,868 - mmaction - INFO - Epoch [24][440/940] lr: 0.00500, eta: 16:21:07, time: 0.784, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.7032, loss: 1.7032 2020-06-27 03:06:23,627 - mmaction - INFO - Epoch [24][460/940] lr: 0.00500, eta: 16:20:49, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.6739, loss: 1.6739 2020-06-27 03:06:39,349 - mmaction - INFO - Epoch [24][480/940] lr: 0.00500, eta: 16:20:30, time: 0.784, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8313, loss_cls: 1.3687, loss: 1.3687 2020-06-27 03:06:56,227 - mmaction - INFO - Epoch [24][500/940] lr: 0.00500, eta: 16:20:16, time: 0.847, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.5681, loss: 1.5681 2020-06-27 03:07:12,091 - mmaction - INFO - Epoch [24][520/940] lr: 0.00500, eta: 16:19:57, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.6674, loss: 1.6674 2020-06-27 03:07:28,038 - mmaction - INFO - Epoch [24][540/940] lr: 0.00500, eta: 16:19:40, time: 0.800, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.5273, loss: 1.5273 2020-06-27 03:07:43,774 - mmaction - INFO - Epoch [24][560/940] lr: 0.00500, eta: 16:19:21, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.4243, loss: 1.4243 2020-06-27 03:07:59,824 - mmaction - INFO - Epoch [24][580/940] lr: 0.00500, eta: 16:19:04, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.7887, loss: 1.7887 2020-06-27 03:08:15,854 - mmaction - INFO - Epoch [24][600/940] lr: 0.00500, eta: 16:18:47, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.6984, loss: 1.6984 2020-06-27 03:08:33,169 - mmaction - INFO - Epoch [24][620/940] lr: 0.00500, eta: 16:18:33, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.6051, loss: 1.6051 2020-06-27 03:08:48,560 - mmaction - INFO - Epoch [24][640/940] lr: 0.00500, eta: 16:18:14, time: 0.769, data_time: 0.003, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.8487, loss: 1.8487 2020-06-27 03:09:04,328 - mmaction - INFO - Epoch [24][660/940] lr: 0.00500, eta: 16:17:56, time: 0.789, data_time: 0.007, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.4972, loss: 1.4972 2020-06-27 03:09:22,252 - mmaction - INFO - Epoch [24][680/940] lr: 0.00500, eta: 16:17:44, time: 0.895, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8812, loss_cls: 1.4467, loss: 1.4467 2020-06-27 03:09:37,826 - mmaction - INFO - Epoch [24][700/940] lr: 0.00500, eta: 16:17:25, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.4398, loss: 1.4398 2020-06-27 03:09:53,725 - mmaction - INFO - Epoch [24][720/940] lr: 0.00500, eta: 16:17:07, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6858, loss: 1.6858 2020-06-27 03:10:09,686 - mmaction - INFO - Epoch [24][740/940] lr: 0.00500, eta: 16:16:50, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.5645, loss: 1.5645 2020-06-27 03:10:25,855 - mmaction - INFO - Epoch [24][760/940] lr: 0.00500, eta: 16:16:33, time: 0.808, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.6767, loss: 1.6767 2020-06-27 03:10:42,170 - mmaction - INFO - Epoch [24][780/940] lr: 0.00500, eta: 16:16:16, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.6267, loss: 1.6267 2020-06-27 03:10:58,360 - mmaction - INFO - Epoch [24][800/940] lr: 0.00500, eta: 16:15:59, time: 0.812, data_time: 0.007, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.6342, loss: 1.6342 2020-06-27 03:11:14,497 - mmaction - INFO - Epoch [24][820/940] lr: 0.00500, eta: 16:15:42, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.5701, loss: 1.5701 2020-06-27 03:11:30,414 - mmaction - INFO - Epoch [24][840/940] lr: 0.00500, eta: 16:15:25, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.7745, loss: 1.7745 2020-06-27 03:11:46,002 - mmaction - INFO - Epoch [24][860/940] lr: 0.00500, eta: 16:15:06, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8125, loss_cls: 1.6401, loss: 1.6401 2020-06-27 03:12:02,057 - mmaction - INFO - Epoch [24][880/940] lr: 0.00500, eta: 16:14:48, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6401, loss: 1.6401 2020-06-27 03:12:18,197 - mmaction - INFO - Epoch [24][900/940] lr: 0.00500, eta: 16:14:31, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8125, loss_cls: 1.4543, loss: 1.4543 2020-06-27 03:12:34,636 - mmaction - INFO - Epoch [24][920/940] lr: 0.00500, eta: 16:14:15, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8250, loss_cls: 1.7550, loss: 1.7550 2020-06-27 03:12:50,770 - mmaction - INFO - Epoch [24][940/940] lr: 0.00500, eta: 16:13:58, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7208, top5_acc: 0.8766, loss_cls: 1.2134, loss: 1.2134 2020-06-27 03:15:33,583 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 03:15:34,589 - mmaction - INFO - top1_acc 0.6592 top5_acc 0.8699 2020-06-27 03:15:34,590 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 03:15:34,695 - mmaction - INFO - mean_acc 0.6590 2020-06-27 03:15:34,721 - mmaction - INFO - Epoch [24][940/940] lr: 0.00500, top1_acc: 0.6592, top5_acc: 0.8699, mean_class_accuracy: 0.6590 2020-06-27 03:15:54,238 - mmaction - INFO - Epoch [25][20/940] lr: 0.00500, eta: 16:13:52, time: 0.974, data_time: 0.326, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.5065, loss: 1.5065 2020-06-27 03:16:09,186 - mmaction - INFO - Epoch [25][40/940] lr: 0.00500, eta: 16:13:31, time: 0.746, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.6672, loss: 1.6672 2020-06-27 03:16:24,417 - mmaction - INFO - Epoch [25][60/940] lr: 0.00500, eta: 16:13:11, time: 0.763, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3647, loss: 1.3647 2020-06-27 03:16:40,017 - mmaction - INFO - Epoch [25][80/940] lr: 0.00500, eta: 16:12:52, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8313, loss_cls: 1.5309, loss: 1.5309 2020-06-27 03:16:55,319 - mmaction - INFO - Epoch [25][100/940] lr: 0.00500, eta: 16:12:32, time: 0.768, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8500, loss_cls: 1.3795, loss: 1.3795 2020-06-27 03:17:11,178 - mmaction - INFO - Epoch [25][120/940] lr: 0.00500, eta: 16:12:14, time: 0.792, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.4509, loss: 1.4509 2020-06-27 03:17:27,599 - mmaction - INFO - Epoch [25][140/940] lr: 0.00500, eta: 16:11:58, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.3008, loss: 1.3008 2020-06-27 03:17:43,014 - mmaction - INFO - Epoch [25][160/940] lr: 0.00500, eta: 16:11:39, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.5165, loss: 1.5165 2020-06-27 03:17:58,534 - mmaction - INFO - Epoch [25][180/940] lr: 0.00500, eta: 16:11:20, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.4502, loss: 1.4502 2020-06-27 03:18:14,754 - mmaction - INFO - Epoch [25][200/940] lr: 0.00500, eta: 16:11:03, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7937, loss_cls: 1.7384, loss: 1.7384 2020-06-27 03:18:31,239 - mmaction - INFO - Epoch [25][220/940] lr: 0.00500, eta: 16:10:47, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 1.0667, loss: 1.0667 2020-06-27 03:18:47,243 - mmaction - INFO - Epoch [25][240/940] lr: 0.00500, eta: 16:10:30, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7688, loss_cls: 1.7902, loss: 1.7902 2020-06-27 03:19:03,855 - mmaction - INFO - Epoch [25][260/940] lr: 0.00500, eta: 16:10:14, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4985, loss: 1.4985 2020-06-27 03:19:20,505 - mmaction - INFO - Epoch [25][280/940] lr: 0.00500, eta: 16:09:59, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.5700, loss: 1.5700 2020-06-27 03:19:36,847 - mmaction - INFO - Epoch [25][300/940] lr: 0.00500, eta: 16:09:42, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.7750, loss_cls: 1.6790, loss: 1.6790 2020-06-27 03:19:52,620 - mmaction - INFO - Epoch [25][320/940] lr: 0.00500, eta: 16:09:24, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5027, loss: 1.5027 2020-06-27 03:20:08,203 - mmaction - INFO - Epoch [25][340/940] lr: 0.00500, eta: 16:09:05, time: 0.779, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8750, loss_cls: 1.3857, loss: 1.3857 2020-06-27 03:20:24,771 - mmaction - INFO - Epoch [25][360/940] lr: 0.00500, eta: 16:08:50, time: 0.829, data_time: 0.003, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.3689, loss: 1.3689 2020-06-27 03:20:41,727 - mmaction - INFO - Epoch [25][380/940] lr: 0.00500, eta: 16:08:35, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3733, loss: 1.3733 2020-06-27 03:20:59,065 - mmaction - INFO - Epoch [25][400/940] lr: 0.00500, eta: 16:08:22, time: 0.869, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.4645, loss: 1.4645 2020-06-27 03:21:14,204 - mmaction - INFO - Epoch [25][420/940] lr: 0.00500, eta: 16:08:02, time: 0.755, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 1.3964, loss: 1.3964 2020-06-27 03:21:29,970 - mmaction - INFO - Epoch [25][440/940] lr: 0.00500, eta: 16:07:44, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.5898, loss: 1.5898 2020-06-27 03:21:45,881 - mmaction - INFO - Epoch [25][460/940] lr: 0.00500, eta: 16:07:26, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.5510, loss: 1.5510 2020-06-27 03:22:02,388 - mmaction - INFO - Epoch [25][480/940] lr: 0.00500, eta: 16:07:10, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.6149, loss: 1.6149 2020-06-27 03:22:18,411 - mmaction - INFO - Epoch [25][500/940] lr: 0.00500, eta: 16:06:53, time: 0.802, data_time: 0.003, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7750, loss_cls: 1.7553, loss: 1.7553 2020-06-27 03:22:34,412 - mmaction - INFO - Epoch [25][520/940] lr: 0.00500, eta: 16:06:35, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.4086, loss: 1.4086 2020-06-27 03:22:50,283 - mmaction - INFO - Epoch [25][540/940] lr: 0.00500, eta: 16:06:17, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.6461, loss: 1.6461 2020-06-27 03:23:07,033 - mmaction - INFO - Epoch [25][560/940] lr: 0.00500, eta: 16:06:02, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8125, loss_cls: 1.5612, loss: 1.5612 2020-06-27 03:23:22,865 - mmaction - INFO - Epoch [25][580/940] lr: 0.00500, eta: 16:05:44, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.5564, loss: 1.5564 2020-06-27 03:23:38,420 - mmaction - INFO - Epoch [25][600/940] lr: 0.00500, eta: 16:05:25, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8250, loss_cls: 1.5508, loss: 1.5508 2020-06-27 03:23:54,469 - mmaction - INFO - Epoch [25][620/940] lr: 0.00500, eta: 16:05:08, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.4949, loss: 1.4949 2020-06-27 03:24:11,175 - mmaction - INFO - Epoch [25][640/940] lr: 0.00500, eta: 16:04:53, time: 0.836, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8625, loss_cls: 1.4749, loss: 1.4749 2020-06-27 03:24:27,965 - mmaction - INFO - Epoch [25][660/940] lr: 0.00500, eta: 16:04:38, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5668, loss: 1.5668 2020-06-27 03:24:43,595 - mmaction - INFO - Epoch [25][680/940] lr: 0.00500, eta: 16:04:19, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.5040, loss: 1.5040 2020-06-27 03:25:00,238 - mmaction - INFO - Epoch [25][700/940] lr: 0.00500, eta: 16:04:04, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.7062, loss: 1.7062 2020-06-27 03:25:15,938 - mmaction - INFO - Epoch [25][720/940] lr: 0.00500, eta: 16:03:45, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8250, loss_cls: 1.5992, loss: 1.5992 2020-06-27 03:25:32,334 - mmaction - INFO - Epoch [25][740/940] lr: 0.00500, eta: 16:03:29, time: 0.821, data_time: 0.007, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.6936, loss: 1.6936 2020-06-27 03:25:48,330 - mmaction - INFO - Epoch [25][760/940] lr: 0.00500, eta: 16:03:12, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.7688, loss_cls: 1.8513, loss: 1.8513 2020-06-27 03:26:05,100 - mmaction - INFO - Epoch [25][780/940] lr: 0.00500, eta: 16:02:57, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.5591, loss: 1.5591 2020-06-27 03:26:21,157 - mmaction - INFO - Epoch [25][800/940] lr: 0.00500, eta: 16:02:39, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.7980, loss: 1.7980 2020-06-27 03:26:37,845 - mmaction - INFO - Epoch [25][820/940] lr: 0.00500, eta: 16:02:24, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.8342, loss: 1.8342 2020-06-27 03:26:54,004 - mmaction - INFO - Epoch [25][840/940] lr: 0.00500, eta: 16:02:07, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8313, loss_cls: 1.5577, loss: 1.5577 2020-06-27 03:27:11,047 - mmaction - INFO - Epoch [25][860/940] lr: 0.00500, eta: 16:01:53, time: 0.850, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3208, loss: 1.3208 2020-06-27 03:27:28,118 - mmaction - INFO - Epoch [25][880/940] lr: 0.00500, eta: 16:01:39, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7875, loss_cls: 1.6928, loss: 1.6928 2020-06-27 03:27:44,140 - mmaction - INFO - Epoch [25][900/940] lr: 0.00500, eta: 16:01:21, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.8761, loss: 1.8761 2020-06-27 03:28:00,086 - mmaction - INFO - Epoch [25][920/940] lr: 0.00500, eta: 16:01:04, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.5939, loss: 1.5939 2020-06-27 03:28:15,995 - mmaction - INFO - Epoch [25][940/940] lr: 0.00500, eta: 16:00:46, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.6169, top5_acc: 0.8052, loss_cls: 1.6226, loss: 1.6226 2020-06-27 03:28:37,202 - mmaction - INFO - Epoch [26][20/940] lr: 0.00500, eta: 16:00:40, time: 0.994, data_time: 0.338, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8187, loss_cls: 1.5439, loss: 1.5439 2020-06-27 03:28:52,418 - mmaction - INFO - Epoch [26][40/940] lr: 0.00500, eta: 16:00:20, time: 0.761, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.6313, loss: 1.6313 2020-06-27 03:29:07,638 - mmaction - INFO - Epoch [26][60/940] lr: 0.00500, eta: 16:00:01, time: 0.762, data_time: 0.002, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.5688, loss: 1.5688 2020-06-27 03:29:23,349 - mmaction - INFO - Epoch [26][80/940] lr: 0.00500, eta: 15:59:42, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.5637, loss: 1.5637 2020-06-27 03:29:39,226 - mmaction - INFO - Epoch [26][100/940] lr: 0.00500, eta: 15:59:25, time: 0.796, data_time: 0.007, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7875, loss_cls: 1.8434, loss: 1.8434 2020-06-27 03:29:56,109 - mmaction - INFO - Epoch [26][120/940] lr: 0.00500, eta: 15:59:10, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.5220, loss: 1.5220 2020-06-27 03:30:12,491 - mmaction - INFO - Epoch [26][140/940] lr: 0.00500, eta: 15:58:54, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8250, loss_cls: 1.5129, loss: 1.5129 2020-06-27 03:30:28,834 - mmaction - INFO - Epoch [26][160/940] lr: 0.00500, eta: 15:58:37, time: 0.817, data_time: 0.003, memory: 7079, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 2.0101, loss: 2.0101 2020-06-27 03:30:45,138 - mmaction - INFO - Epoch [26][180/940] lr: 0.00500, eta: 15:58:21, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4812, loss: 1.4812 2020-06-27 03:31:01,384 - mmaction - INFO - Epoch [26][200/940] lr: 0.00500, eta: 15:58:04, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.6435, loss: 1.6435 2020-06-27 03:31:17,377 - mmaction - INFO - Epoch [26][220/940] lr: 0.00500, eta: 15:57:47, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8125, loss_cls: 1.6166, loss: 1.6166 2020-06-27 03:31:33,663 - mmaction - INFO - Epoch [26][240/940] lr: 0.00500, eta: 15:57:30, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8250, loss_cls: 1.5543, loss: 1.5543 2020-06-27 03:31:50,125 - mmaction - INFO - Epoch [26][260/940] lr: 0.00500, eta: 15:57:14, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2852, loss: 1.2852 2020-06-27 03:32:05,937 - mmaction - INFO - Epoch [26][280/940] lr: 0.00500, eta: 15:56:56, time: 0.793, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.5168, loss: 1.5168 2020-06-27 03:32:22,130 - mmaction - INFO - Epoch [26][300/940] lr: 0.00500, eta: 15:56:39, time: 0.810, data_time: 0.003, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 2.0358, loss: 2.0358 2020-06-27 03:32:38,562 - mmaction - INFO - Epoch [26][320/940] lr: 0.00500, eta: 15:56:23, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8438, loss_cls: 1.5446, loss: 1.5446 2020-06-27 03:32:54,836 - mmaction - INFO - Epoch [26][340/940] lr: 0.00500, eta: 15:56:06, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.5787, loss: 1.5787 2020-06-27 03:33:11,559 - mmaction - INFO - Epoch [26][360/940] lr: 0.00500, eta: 15:55:51, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.5103, loss: 1.5103 2020-06-27 03:33:27,365 - mmaction - INFO - Epoch [26][380/940] lr: 0.00500, eta: 15:55:33, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.7630, loss: 1.7630 2020-06-27 03:33:43,608 - mmaction - INFO - Epoch [26][400/940] lr: 0.00500, eta: 15:55:17, time: 0.814, data_time: 0.007, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8250, loss_cls: 1.7445, loss: 1.7445 2020-06-27 03:34:00,273 - mmaction - INFO - Epoch [26][420/940] lr: 0.00500, eta: 15:55:01, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.7937, loss_cls: 1.7968, loss: 1.7968 2020-06-27 03:34:17,163 - mmaction - INFO - Epoch [26][440/940] lr: 0.00500, eta: 15:54:46, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.2674, loss: 1.2674 2020-06-27 03:34:32,701 - mmaction - INFO - Epoch [26][460/940] lr: 0.00500, eta: 15:54:28, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.7937, loss_cls: 1.6116, loss: 1.6116 2020-06-27 03:34:49,607 - mmaction - INFO - Epoch [26][480/940] lr: 0.00500, eta: 15:54:13, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.3385, loss: 1.3385 2020-06-27 03:35:03,845 - mmaction - INFO - Epoch [26][500/940] lr: 0.00500, eta: 15:53:50, time: 0.709, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.3744, loss: 1.3744 2020-06-27 03:35:20,114 - mmaction - INFO - Epoch [26][520/940] lr: 0.00500, eta: 15:53:34, time: 0.817, data_time: 0.007, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.6608, loss: 1.6608 2020-06-27 03:35:35,986 - mmaction - INFO - Epoch [26][540/940] lr: 0.00500, eta: 15:53:16, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.3857, loss: 1.3857 2020-06-27 03:35:52,697 - mmaction - INFO - Epoch [26][560/940] lr: 0.00500, eta: 15:53:01, time: 0.837, data_time: 0.007, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8438, loss_cls: 1.5423, loss: 1.5423 2020-06-27 03:36:08,723 - mmaction - INFO - Epoch [26][580/940] lr: 0.00500, eta: 15:52:43, time: 0.801, data_time: 0.008, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4732, loss: 1.4732 2020-06-27 03:36:25,222 - mmaction - INFO - Epoch [26][600/940] lr: 0.00500, eta: 15:52:28, time: 0.828, data_time: 0.007, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7081, loss: 1.7081 2020-06-27 03:36:41,581 - mmaction - INFO - Epoch [26][620/940] lr: 0.00500, eta: 15:52:11, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.7590, loss: 1.7590 2020-06-27 03:36:58,151 - mmaction - INFO - Epoch [26][640/940] lr: 0.00500, eta: 15:51:56, time: 0.828, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.7750, loss_cls: 1.9489, loss: 1.9489 2020-06-27 03:37:14,708 - mmaction - INFO - Epoch [26][660/940] lr: 0.00500, eta: 15:51:40, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8750, loss_cls: 1.4341, loss: 1.4341 2020-06-27 03:37:30,431 - mmaction - INFO - Epoch [26][680/940] lr: 0.00500, eta: 15:51:22, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.5553, loss: 1.5553 2020-06-27 03:37:46,497 - mmaction - INFO - Epoch [26][700/940] lr: 0.00500, eta: 15:51:04, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.9062, loss_cls: 1.3920, loss: 1.3920 2020-06-27 03:38:03,231 - mmaction - INFO - Epoch [26][720/940] lr: 0.00500, eta: 15:50:49, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4112, loss: 1.4112 2020-06-27 03:38:19,910 - mmaction - INFO - Epoch [26][740/940] lr: 0.00500, eta: 15:50:34, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8187, loss_cls: 1.6336, loss: 1.6336 2020-06-27 03:38:36,223 - mmaction - INFO - Epoch [26][760/940] lr: 0.00500, eta: 15:50:17, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8125, loss_cls: 1.5518, loss: 1.5518 2020-06-27 03:38:52,280 - mmaction - INFO - Epoch [26][780/940] lr: 0.00500, eta: 15:50:00, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2802, loss: 1.2802 2020-06-27 03:39:08,108 - mmaction - INFO - Epoch [26][800/940] lr: 0.00500, eta: 15:49:42, time: 0.792, data_time: 0.002, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.6420, loss: 1.6420 2020-06-27 03:39:24,970 - mmaction - INFO - Epoch [26][820/940] lr: 0.00500, eta: 15:49:27, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.5279, loss: 1.5279 2020-06-27 03:39:41,250 - mmaction - INFO - Epoch [26][840/940] lr: 0.00500, eta: 15:49:11, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.7786, loss: 1.7786 2020-06-27 03:39:57,554 - mmaction - INFO - Epoch [26][860/940] lr: 0.00500, eta: 15:48:54, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7625, loss_cls: 1.7456, loss: 1.7456 2020-06-27 03:40:14,205 - mmaction - INFO - Epoch [26][880/940] lr: 0.00500, eta: 15:48:39, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2936, loss: 1.2936 2020-06-27 03:40:30,315 - mmaction - INFO - Epoch [26][900/940] lr: 0.00500, eta: 15:48:22, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8688, loss_cls: 1.5650, loss: 1.5650 2020-06-27 03:40:46,379 - mmaction - INFO - Epoch [26][920/940] lr: 0.00500, eta: 15:48:05, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.7086, loss: 1.7086 2020-06-27 03:41:02,159 - mmaction - INFO - Epoch [26][940/940] lr: 0.00500, eta: 15:47:47, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.5779, top5_acc: 0.8117, loss_cls: 1.7420, loss: 1.7420 2020-06-27 03:43:46,824 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 03:43:47,834 - mmaction - INFO - top1_acc 0.6598 top5_acc 0.8738 2020-06-27 03:43:47,835 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 03:43:47,899 - mmaction - INFO - mean_acc 0.6597 2020-06-27 03:43:47,907 - mmaction - INFO - Epoch [26][940/940] lr: 0.00500, top1_acc: 0.6598, top5_acc: 0.8738, mean_class_accuracy: 0.6597 2020-06-27 03:44:07,156 - mmaction - INFO - Epoch [27][20/940] lr: 0.00500, eta: 15:47:38, time: 0.961, data_time: 0.307, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1187, loss: 1.1187 2020-06-27 03:44:22,041 - mmaction - INFO - Epoch [27][40/940] lr: 0.00500, eta: 15:47:18, time: 0.742, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6538, loss: 1.6538 2020-06-27 03:44:36,817 - mmaction - INFO - Epoch [27][60/940] lr: 0.00500, eta: 15:46:57, time: 0.741, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.5647, loss: 1.5647 2020-06-27 03:44:52,868 - mmaction - INFO - Epoch [27][80/940] lr: 0.00500, eta: 15:46:40, time: 0.802, data_time: 0.002, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3682, loss: 1.3682 2020-06-27 03:45:09,044 - mmaction - INFO - Epoch [27][100/940] lr: 0.00500, eta: 15:46:23, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2137, loss: 1.2137 2020-06-27 03:45:25,873 - mmaction - INFO - Epoch [27][120/940] lr: 0.00500, eta: 15:46:08, time: 0.841, data_time: 0.002, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8313, loss_cls: 1.6579, loss: 1.6579 2020-06-27 03:45:41,304 - mmaction - INFO - Epoch [27][140/940] lr: 0.00500, eta: 15:45:49, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8000, loss_cls: 1.8350, loss: 1.8350 2020-06-27 03:45:56,974 - mmaction - INFO - Epoch [27][160/940] lr: 0.00500, eta: 15:45:31, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8500, loss_cls: 1.5288, loss: 1.5288 2020-06-27 03:46:13,017 - mmaction - INFO - Epoch [27][180/940] lr: 0.00500, eta: 15:45:13, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.6688, loss: 1.6688 2020-06-27 03:46:29,583 - mmaction - INFO - Epoch [27][200/940] lr: 0.00500, eta: 15:44:58, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.6510, loss: 1.6510 2020-06-27 03:46:45,724 - mmaction - INFO - Epoch [27][220/940] lr: 0.00500, eta: 15:44:41, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4131, loss: 1.4131 2020-06-27 03:47:01,441 - mmaction - INFO - Epoch [27][240/940] lr: 0.00500, eta: 15:44:23, time: 0.788, data_time: 0.007, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.6259, loss: 1.6259 2020-06-27 03:47:17,884 - mmaction - INFO - Epoch [27][260/940] lr: 0.00500, eta: 15:44:07, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8812, loss_cls: 1.4557, loss: 1.4557 2020-06-27 03:47:34,595 - mmaction - INFO - Epoch [27][280/940] lr: 0.00500, eta: 15:43:51, time: 0.836, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.5463, loss: 1.5463 2020-06-27 03:47:51,670 - mmaction - INFO - Epoch [27][300/940] lr: 0.00500, eta: 15:43:37, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.5146, loss: 1.5146 2020-06-27 03:48:07,673 - mmaction - INFO - Epoch [27][320/940] lr: 0.00500, eta: 15:43:20, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.4452, loss: 1.4452 2020-06-27 03:48:23,962 - mmaction - INFO - Epoch [27][340/940] lr: 0.00500, eta: 15:43:03, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.6727, loss: 1.6727 2020-06-27 03:48:40,659 - mmaction - INFO - Epoch [27][360/940] lr: 0.00500, eta: 15:42:48, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8125, loss_cls: 1.7713, loss: 1.7713 2020-06-27 03:48:57,136 - mmaction - INFO - Epoch [27][380/940] lr: 0.00500, eta: 15:42:32, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2825, loss: 1.2825 2020-06-27 03:49:13,516 - mmaction - INFO - Epoch [27][400/940] lr: 0.00500, eta: 15:42:16, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5043, loss: 1.5043 2020-06-27 03:49:29,483 - mmaction - INFO - Epoch [27][420/940] lr: 0.00500, eta: 15:41:58, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.5516, loss: 1.5516 2020-06-27 03:49:46,323 - mmaction - INFO - Epoch [27][440/940] lr: 0.00500, eta: 15:41:43, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.5303, loss: 1.5303 2020-06-27 03:50:02,172 - mmaction - INFO - Epoch [27][460/940] lr: 0.00500, eta: 15:41:25, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8375, loss_cls: 1.5407, loss: 1.5407 2020-06-27 03:50:19,674 - mmaction - INFO - Epoch [27][480/940] lr: 0.00500, eta: 15:41:12, time: 0.876, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.6178, loss: 1.6178 2020-06-27 03:50:35,246 - mmaction - INFO - Epoch [27][500/940] lr: 0.00500, eta: 15:40:54, time: 0.779, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.5592, loss: 1.5592 2020-06-27 03:50:52,706 - mmaction - INFO - Epoch [27][520/940] lr: 0.00500, eta: 15:40:40, time: 0.873, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.4869, loss: 1.4869 2020-06-27 03:51:08,514 - mmaction - INFO - Epoch [27][540/940] lr: 0.00500, eta: 15:40:22, time: 0.789, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5891, loss: 1.5891 2020-06-27 03:51:25,015 - mmaction - INFO - Epoch [27][560/940] lr: 0.00500, eta: 15:40:07, time: 0.828, data_time: 0.007, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7553, loss: 1.7553 2020-06-27 03:51:41,627 - mmaction - INFO - Epoch [27][580/940] lr: 0.00500, eta: 15:39:51, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8812, loss_cls: 1.4544, loss: 1.4544 2020-06-27 03:51:58,038 - mmaction - INFO - Epoch [27][600/940] lr: 0.00500, eta: 15:39:35, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.7512, loss: 1.7512 2020-06-27 03:52:14,629 - mmaction - INFO - Epoch [27][620/940] lr: 0.00500, eta: 15:39:19, time: 0.830, data_time: 0.003, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.7386, loss: 1.7386 2020-06-27 03:52:30,953 - mmaction - INFO - Epoch [27][640/940] lr: 0.00500, eta: 15:39:03, time: 0.816, data_time: 0.003, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.5025, loss: 1.5025 2020-06-27 03:52:47,102 - mmaction - INFO - Epoch [27][660/940] lr: 0.00500, eta: 15:38:46, time: 0.807, data_time: 0.003, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4021, loss: 1.4021 2020-06-27 03:53:03,279 - mmaction - INFO - Epoch [27][680/940] lr: 0.00500, eta: 15:38:29, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.6659, loss: 1.6659 2020-06-27 03:53:20,588 - mmaction - INFO - Epoch [27][700/940] lr: 0.00500, eta: 15:38:15, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.6310, loss: 1.6310 2020-06-27 03:53:37,478 - mmaction - INFO - Epoch [27][720/940] lr: 0.00500, eta: 15:38:00, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6262, loss: 1.6262 2020-06-27 03:53:53,950 - mmaction - INFO - Epoch [27][740/940] lr: 0.00500, eta: 15:37:44, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.6327, loss: 1.6327 2020-06-27 03:54:09,870 - mmaction - INFO - Epoch [27][760/940] lr: 0.00500, eta: 15:37:27, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.4804, loss: 1.4804 2020-06-27 03:54:26,197 - mmaction - INFO - Epoch [27][780/940] lr: 0.00500, eta: 15:37:10, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.5542, loss: 1.5542 2020-06-27 03:54:42,743 - mmaction - INFO - Epoch [27][800/940] lr: 0.00500, eta: 15:36:54, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.7662, loss: 1.7662 2020-06-27 03:54:59,508 - mmaction - INFO - Epoch [27][820/940] lr: 0.00500, eta: 15:36:39, time: 0.842, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.3436, loss: 1.3436 2020-06-27 03:55:16,170 - mmaction - INFO - Epoch [27][840/940] lr: 0.00500, eta: 15:36:24, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.7020, loss: 1.7020 2020-06-27 03:55:31,832 - mmaction - INFO - Epoch [27][860/940] lr: 0.00500, eta: 15:36:06, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5727, loss: 1.5727 2020-06-27 03:55:48,637 - mmaction - INFO - Epoch [27][880/940] lr: 0.00500, eta: 15:35:51, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.4873, loss: 1.4873 2020-06-27 03:56:05,506 - mmaction - INFO - Epoch [27][900/940] lr: 0.00500, eta: 15:35:36, time: 0.843, data_time: 0.004, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8750, loss_cls: 1.5578, loss: 1.5578 2020-06-27 03:56:22,343 - mmaction - INFO - Epoch [27][920/940] lr: 0.00500, eta: 15:35:21, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4992, loss: 1.4992 2020-06-27 03:56:38,227 - mmaction - INFO - Epoch [27][940/940] lr: 0.00500, eta: 15:35:03, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6039, top5_acc: 0.8377, loss_cls: 1.6245, loss: 1.6245 2020-06-27 03:56:59,338 - mmaction - INFO - Epoch [28][20/940] lr: 0.00500, eta: 15:34:56, time: 0.989, data_time: 0.327, memory: 7079, top1_acc: 0.6562, top5_acc: 0.9000, loss_cls: 1.2136, loss: 1.2136 2020-06-27 03:57:14,385 - mmaction - INFO - Epoch [28][40/940] lr: 0.00500, eta: 15:34:36, time: 0.752, data_time: 0.003, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.2302, loss: 1.2302 2020-06-27 03:57:30,839 - mmaction - INFO - Epoch [28][60/940] lr: 0.00500, eta: 15:34:20, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.5410, loss: 1.5410 2020-06-27 03:57:47,162 - mmaction - INFO - Epoch [28][80/940] lr: 0.00500, eta: 15:34:03, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.5071, loss: 1.5071 2020-06-27 03:58:02,811 - mmaction - INFO - Epoch [28][100/940] lr: 0.00500, eta: 15:33:45, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3979, loss: 1.3979 2020-06-27 03:58:18,450 - mmaction - INFO - Epoch [28][120/940] lr: 0.00500, eta: 15:33:27, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 1.9044, loss: 1.9044 2020-06-27 03:58:34,732 - mmaction - INFO - Epoch [28][140/940] lr: 0.00500, eta: 15:33:10, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.4360, loss: 1.4360 2020-06-27 03:58:51,103 - mmaction - INFO - Epoch [28][160/940] lr: 0.00500, eta: 15:32:54, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.5301, loss: 1.5301 2020-06-27 03:59:07,483 - mmaction - INFO - Epoch [28][180/940] lr: 0.00500, eta: 15:32:38, time: 0.819, data_time: 0.002, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.5871, loss: 1.5871 2020-06-27 03:59:23,837 - mmaction - INFO - Epoch [28][200/940] lr: 0.00500, eta: 15:32:21, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4151, loss: 1.4151 2020-06-27 03:59:40,038 - mmaction - INFO - Epoch [28][220/940] lr: 0.00500, eta: 15:32:05, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.3164, loss: 1.3164 2020-06-27 03:59:56,951 - mmaction - INFO - Epoch [28][240/940] lr: 0.00500, eta: 15:31:50, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.6378, loss: 1.6378 2020-06-27 04:00:13,924 - mmaction - INFO - Epoch [28][260/940] lr: 0.00500, eta: 15:31:34, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7875, loss_cls: 1.6925, loss: 1.6925 2020-06-27 04:00:31,904 - mmaction - INFO - Epoch [28][280/940] lr: 0.00500, eta: 15:31:23, time: 0.911, data_time: 0.020, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8187, loss_cls: 1.5359, loss: 1.5359 2020-06-27 04:00:47,422 - mmaction - INFO - Epoch [28][300/940] lr: 0.00500, eta: 15:31:04, time: 0.779, data_time: 0.015, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.7257, loss: 1.7257 2020-06-27 04:01:03,358 - mmaction - INFO - Epoch [28][320/940] lr: 0.00500, eta: 15:30:47, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.5185, loss: 1.5185 2020-06-27 04:01:19,315 - mmaction - INFO - Epoch [28][340/940] lr: 0.00500, eta: 15:30:30, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.7308, loss: 1.7308 2020-06-27 04:01:35,537 - mmaction - INFO - Epoch [28][360/940] lr: 0.00500, eta: 15:30:13, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1945, loss: 1.1945 2020-06-27 04:01:51,816 - mmaction - INFO - Epoch [28][380/940] lr: 0.00500, eta: 15:29:56, time: 0.817, data_time: 0.009, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8500, loss_cls: 1.5614, loss: 1.5614 2020-06-27 04:02:08,728 - mmaction - INFO - Epoch [28][400/940] lr: 0.00500, eta: 15:29:42, time: 0.846, data_time: 0.003, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8187, loss_cls: 1.6679, loss: 1.6679 2020-06-27 04:02:25,039 - mmaction - INFO - Epoch [28][420/940] lr: 0.00500, eta: 15:29:25, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8375, loss_cls: 1.4883, loss: 1.4883 2020-06-27 04:02:42,419 - mmaction - INFO - Epoch [28][440/940] lr: 0.00500, eta: 15:29:11, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.4403, loss: 1.4403 2020-06-27 04:02:58,512 - mmaction - INFO - Epoch [28][460/940] lr: 0.00500, eta: 15:28:54, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8562, loss_cls: 1.5838, loss: 1.5838 2020-06-27 04:03:14,901 - mmaction - INFO - Epoch [28][480/940] lr: 0.00500, eta: 15:28:38, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.3488, loss: 1.3488 2020-06-27 04:03:31,015 - mmaction - INFO - Epoch [28][500/940] lr: 0.00500, eta: 15:28:21, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8562, loss_cls: 1.5645, loss: 1.5645 2020-06-27 04:03:48,449 - mmaction - INFO - Epoch [28][520/940] lr: 0.00500, eta: 15:28:08, time: 0.872, data_time: 0.004, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.7902, loss: 1.7902 2020-06-27 04:04:04,982 - mmaction - INFO - Epoch [28][540/940] lr: 0.00500, eta: 15:27:52, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.5116, loss: 1.5116 2020-06-27 04:04:21,168 - mmaction - INFO - Epoch [28][560/940] lr: 0.00500, eta: 15:27:35, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8625, loss_cls: 1.4878, loss: 1.4878 2020-06-27 04:04:37,193 - mmaction - INFO - Epoch [28][580/940] lr: 0.00500, eta: 15:27:18, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6822, loss: 1.6822 2020-06-27 04:04:53,842 - mmaction - INFO - Epoch [28][600/940] lr: 0.00500, eta: 15:27:02, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.8764, loss: 1.8764 2020-06-27 04:05:10,052 - mmaction - INFO - Epoch [28][620/940] lr: 0.00500, eta: 15:26:45, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8500, loss_cls: 1.3293, loss: 1.3293 2020-06-27 04:05:26,166 - mmaction - INFO - Epoch [28][640/940] lr: 0.00500, eta: 15:26:28, time: 0.806, data_time: 0.002, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.6128, loss: 1.6128 2020-06-27 04:05:42,813 - mmaction - INFO - Epoch [28][660/940] lr: 0.00500, eta: 15:26:13, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.4153, loss: 1.4153 2020-06-27 04:05:58,604 - mmaction - INFO - Epoch [28][680/940] lr: 0.00500, eta: 15:25:55, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8187, loss_cls: 1.6182, loss: 1.6182 2020-06-27 04:06:14,862 - mmaction - INFO - Epoch [28][700/940] lr: 0.00500, eta: 15:25:38, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2748, loss: 1.2748 2020-06-27 04:06:31,560 - mmaction - INFO - Epoch [28][720/940] lr: 0.00500, eta: 15:25:23, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.3242, loss: 1.3242 2020-06-27 04:06:47,830 - mmaction - INFO - Epoch [28][740/940] lr: 0.00500, eta: 15:25:06, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8000, loss_cls: 1.6431, loss: 1.6431 2020-06-27 04:07:03,699 - mmaction - INFO - Epoch [28][760/940] lr: 0.00500, eta: 15:24:49, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8187, loss_cls: 1.4650, loss: 1.4650 2020-06-27 04:07:19,822 - mmaction - INFO - Epoch [28][780/940] lr: 0.00500, eta: 15:24:32, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8875, loss_cls: 1.4206, loss: 1.4206 2020-06-27 04:07:37,893 - mmaction - INFO - Epoch [28][800/940] lr: 0.00500, eta: 15:24:20, time: 0.905, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.3329, loss: 1.3329 2020-06-27 04:07:54,017 - mmaction - INFO - Epoch [28][820/940] lr: 0.00500, eta: 15:24:03, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.8892, loss: 1.8892 2020-06-27 04:08:10,344 - mmaction - INFO - Epoch [28][840/940] lr: 0.00500, eta: 15:23:47, time: 0.820, data_time: 0.008, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.3569, loss: 1.3569 2020-06-27 04:08:25,979 - mmaction - INFO - Epoch [28][860/940] lr: 0.00500, eta: 15:23:28, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.5536, loss: 1.5536 2020-06-27 04:08:43,024 - mmaction - INFO - Epoch [28][880/940] lr: 0.00500, eta: 15:23:14, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4910, loss: 1.4910 2020-06-27 04:08:59,262 - mmaction - INFO - Epoch [28][900/940] lr: 0.00500, eta: 15:22:57, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.4817, loss: 1.4817 2020-06-27 04:09:16,362 - mmaction - INFO - Epoch [28][920/940] lr: 0.00500, eta: 15:22:43, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8875, loss_cls: 1.3349, loss: 1.3349 2020-06-27 04:09:30,982 - mmaction - INFO - Epoch [28][940/940] lr: 0.00500, eta: 15:22:22, time: 0.730, data_time: 0.005, memory: 7079, top1_acc: 0.5844, top5_acc: 0.8571, loss_cls: 1.5924, loss: 1.5924 2020-06-27 04:12:16,529 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 04:12:17,534 - mmaction - INFO - top1_acc 0.6734 top5_acc 0.8764 2020-06-27 04:12:17,534 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 04:12:17,675 - mmaction - INFO - mean_acc 0.6732 2020-06-27 04:12:17,704 - mmaction - INFO - Epoch [28][940/940] lr: 0.00500, top1_acc: 0.6734, top5_acc: 0.8764, mean_class_accuracy: 0.6732 2020-06-27 04:12:37,267 - mmaction - INFO - Epoch [29][20/940] lr: 0.00500, eta: 15:22:14, time: 0.976, data_time: 0.301, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8875, loss_cls: 1.3795, loss: 1.3795 2020-06-27 04:12:51,303 - mmaction - INFO - Epoch [29][40/940] lr: 0.00500, eta: 15:21:51, time: 0.700, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2777, loss: 1.2777 2020-06-27 04:13:06,143 - mmaction - INFO - Epoch [29][60/940] lr: 0.00500, eta: 15:21:31, time: 0.744, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5049, loss: 1.5049 2020-06-27 04:13:21,779 - mmaction - INFO - Epoch [29][80/940] lr: 0.00500, eta: 15:21:13, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.5134, loss: 1.5134 2020-06-27 04:13:37,645 - mmaction - INFO - Epoch [29][100/940] lr: 0.00500, eta: 15:20:55, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.5622, loss: 1.5622 2020-06-27 04:13:54,020 - mmaction - INFO - Epoch [29][120/940] lr: 0.00500, eta: 15:20:39, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.3119, loss: 1.3119 2020-06-27 04:14:09,775 - mmaction - INFO - Epoch [29][140/940] lr: 0.00500, eta: 15:20:21, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8063, loss_cls: 1.5728, loss: 1.5728 2020-06-27 04:14:27,044 - mmaction - INFO - Epoch [29][160/940] lr: 0.00500, eta: 15:20:07, time: 0.860, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3604, loss: 1.3604 2020-06-27 04:14:43,696 - mmaction - INFO - Epoch [29][180/940] lr: 0.00500, eta: 15:19:51, time: 0.836, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3023, loss: 1.3023 2020-06-27 04:14:59,841 - mmaction - INFO - Epoch [29][200/940] lr: 0.00500, eta: 15:19:35, time: 0.806, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.6881, loss: 1.6881 2020-06-27 04:15:15,739 - mmaction - INFO - Epoch [29][220/940] lr: 0.00500, eta: 15:19:17, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8875, loss_cls: 1.2672, loss: 1.2672 2020-06-27 04:15:31,862 - mmaction - INFO - Epoch [29][240/940] lr: 0.00500, eta: 15:19:00, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8562, loss_cls: 1.6132, loss: 1.6132 2020-06-27 04:15:47,519 - mmaction - INFO - Epoch [29][260/940] lr: 0.00500, eta: 15:18:42, time: 0.784, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.6202, loss: 1.6202 2020-06-27 04:16:03,996 - mmaction - INFO - Epoch [29][280/940] lr: 0.00500, eta: 15:18:26, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.6150, loss: 1.6150 2020-06-27 04:16:19,844 - mmaction - INFO - Epoch [29][300/940] lr: 0.00500, eta: 15:18:08, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.7426, loss: 1.7426 2020-06-27 04:16:35,589 - mmaction - INFO - Epoch [29][320/940] lr: 0.00500, eta: 15:17:50, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.5913, loss: 1.5913 2020-06-27 04:16:51,559 - mmaction - INFO - Epoch [29][340/940] lr: 0.00500, eta: 15:17:33, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.4505, loss: 1.4505 2020-06-27 04:17:08,614 - mmaction - INFO - Epoch [29][360/940] lr: 0.00500, eta: 15:17:18, time: 0.849, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2933, loss: 1.2933 2020-06-27 04:17:24,236 - mmaction - INFO - Epoch [29][380/940] lr: 0.00500, eta: 15:17:00, time: 0.785, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.3131, loss: 1.3131 2020-06-27 04:17:40,539 - mmaction - INFO - Epoch [29][400/940] lr: 0.00500, eta: 15:16:44, time: 0.814, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1167, loss: 1.1167 2020-06-27 04:17:57,497 - mmaction - INFO - Epoch [29][420/940] lr: 0.00500, eta: 15:16:29, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.3063, loss: 1.3063 2020-06-27 04:18:12,970 - mmaction - INFO - Epoch [29][440/940] lr: 0.00500, eta: 15:16:10, time: 0.771, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3379, loss: 1.3379 2020-06-27 04:18:29,194 - mmaction - INFO - Epoch [29][460/940] lr: 0.00500, eta: 15:15:54, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3591, loss: 1.3591 2020-06-27 04:18:46,251 - mmaction - INFO - Epoch [29][480/940] lr: 0.00500, eta: 15:15:39, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3190, loss: 1.3190 2020-06-27 04:19:02,425 - mmaction - INFO - Epoch [29][500/940] lr: 0.00500, eta: 15:15:22, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8250, loss_cls: 1.5057, loss: 1.5057 2020-06-27 04:19:18,174 - mmaction - INFO - Epoch [29][520/940] lr: 0.00500, eta: 15:15:05, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.6130, loss: 1.6130 2020-06-27 04:19:34,463 - mmaction - INFO - Epoch [29][540/940] lr: 0.00500, eta: 15:14:48, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.4224, loss: 1.4224 2020-06-27 04:19:50,862 - mmaction - INFO - Epoch [29][560/940] lr: 0.00500, eta: 15:14:32, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.4083, loss: 1.4083 2020-06-27 04:20:07,576 - mmaction - INFO - Epoch [29][580/940] lr: 0.00500, eta: 15:14:16, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8250, loss_cls: 1.6119, loss: 1.6119 2020-06-27 04:20:23,615 - mmaction - INFO - Epoch [29][600/940] lr: 0.00500, eta: 15:13:59, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4493, loss: 1.4493 2020-06-27 04:20:39,698 - mmaction - INFO - Epoch [29][620/940] lr: 0.00500, eta: 15:13:42, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.5444, loss: 1.5444 2020-06-27 04:20:55,853 - mmaction - INFO - Epoch [29][640/940] lr: 0.00500, eta: 15:13:25, time: 0.808, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.4869, loss: 1.4869 2020-06-27 04:21:12,519 - mmaction - INFO - Epoch [29][660/940] lr: 0.00500, eta: 15:13:10, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.6610, loss: 1.6610 2020-06-27 04:21:27,948 - mmaction - INFO - Epoch [29][680/940] lr: 0.00500, eta: 15:12:51, time: 0.773, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.4064, loss: 1.4064 2020-06-27 04:21:44,905 - mmaction - INFO - Epoch [29][700/940] lr: 0.00500, eta: 15:12:36, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.4977, loss: 1.4977 2020-06-27 04:22:00,232 - mmaction - INFO - Epoch [29][720/940] lr: 0.00500, eta: 15:12:18, time: 0.768, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.3339, loss: 1.3339 2020-06-27 04:22:16,891 - mmaction - INFO - Epoch [29][740/940] lr: 0.00500, eta: 15:12:02, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.6635, loss: 1.6635 2020-06-27 04:22:32,835 - mmaction - INFO - Epoch [29][760/940] lr: 0.00500, eta: 15:11:45, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.5320, loss: 1.5320 2020-06-27 04:22:48,758 - mmaction - INFO - Epoch [29][780/940] lr: 0.00500, eta: 15:11:27, time: 0.796, data_time: 0.002, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6364, loss: 1.6364 2020-06-27 04:23:04,896 - mmaction - INFO - Epoch [29][800/940] lr: 0.00500, eta: 15:11:10, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.7038, loss: 1.7038 2020-06-27 04:23:21,400 - mmaction - INFO - Epoch [29][820/940] lr: 0.00500, eta: 15:10:54, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.4631, loss: 1.4631 2020-06-27 04:23:38,510 - mmaction - INFO - Epoch [29][840/940] lr: 0.00500, eta: 15:10:40, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.5048, loss: 1.5048 2020-06-27 04:23:55,762 - mmaction - INFO - Epoch [29][860/940] lr: 0.00500, eta: 15:10:26, time: 0.864, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8625, loss_cls: 1.2556, loss: 1.2556 2020-06-27 04:24:10,927 - mmaction - INFO - Epoch [29][880/940] lr: 0.00500, eta: 15:10:06, time: 0.756, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8187, loss_cls: 1.5625, loss: 1.5625 2020-06-27 04:24:27,163 - mmaction - INFO - Epoch [29][900/940] lr: 0.00500, eta: 15:09:50, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4645, loss: 1.4645 2020-06-27 04:24:43,714 - mmaction - INFO - Epoch [29][920/940] lr: 0.00500, eta: 15:09:34, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2328, loss: 1.2328 2020-06-27 04:24:59,603 - mmaction - INFO - Epoch [29][940/940] lr: 0.00500, eta: 15:09:17, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.6429, top5_acc: 0.9156, loss_cls: 1.2085, loss: 1.2085 2020-06-27 04:25:21,768 - mmaction - INFO - Epoch [30][20/940] lr: 0.00500, eta: 15:09:12, time: 1.052, data_time: 0.347, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5966, loss: 1.5966 2020-06-27 04:25:36,710 - mmaction - INFO - Epoch [30][40/940] lr: 0.00500, eta: 15:08:52, time: 0.746, data_time: 0.002, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3751, loss: 1.3751 2020-06-27 04:25:52,284 - mmaction - INFO - Epoch [30][60/940] lr: 0.00500, eta: 15:08:34, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.6547, loss: 1.6547 2020-06-27 04:26:08,308 - mmaction - INFO - Epoch [30][80/940] lr: 0.00500, eta: 15:08:16, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.2221, loss: 1.2221 2020-06-27 04:26:24,198 - mmaction - INFO - Epoch [30][100/940] lr: 0.00500, eta: 15:07:59, time: 0.794, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.4300, loss: 1.4300 2020-06-27 04:26:40,751 - mmaction - INFO - Epoch [30][120/940] lr: 0.00500, eta: 15:07:43, time: 0.828, data_time: 0.002, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.5824, loss: 1.5824 2020-06-27 04:26:57,029 - mmaction - INFO - Epoch [30][140/940] lr: 0.00500, eta: 15:07:26, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8750, loss_cls: 1.3741, loss: 1.3741 2020-06-27 04:27:13,469 - mmaction - INFO - Epoch [30][160/940] lr: 0.00500, eta: 15:07:10, time: 0.826, data_time: 0.007, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.6245, loss: 1.6245 2020-06-27 04:27:29,398 - mmaction - INFO - Epoch [30][180/940] lr: 0.00500, eta: 15:06:53, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8438, loss_cls: 1.4477, loss: 1.4477 2020-06-27 04:27:45,298 - mmaction - INFO - Epoch [30][200/940] lr: 0.00500, eta: 15:06:36, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.3994, loss: 1.3994 2020-06-27 04:28:02,688 - mmaction - INFO - Epoch [30][220/940] lr: 0.00500, eta: 15:06:22, time: 0.867, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0777, loss: 1.0777 2020-06-27 04:28:19,486 - mmaction - INFO - Epoch [30][240/940] lr: 0.00500, eta: 15:06:07, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.5625, top5_acc: 0.8313, loss_cls: 1.6333, loss: 1.6333 2020-06-27 04:28:34,624 - mmaction - INFO - Epoch [30][260/940] lr: 0.00500, eta: 15:05:47, time: 0.755, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8313, loss_cls: 1.4398, loss: 1.4398 2020-06-27 04:28:50,725 - mmaction - INFO - Epoch [30][280/940] lr: 0.00500, eta: 15:05:30, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.4941, loss: 1.4941 2020-06-27 04:29:07,204 - mmaction - INFO - Epoch [30][300/940] lr: 0.00500, eta: 15:05:14, time: 0.824, data_time: 0.002, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8187, loss_cls: 1.5207, loss: 1.5207 2020-06-27 04:29:23,774 - mmaction - INFO - Epoch [30][320/940] lr: 0.00500, eta: 15:04:58, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6660, loss: 1.6660 2020-06-27 04:29:39,330 - mmaction - INFO - Epoch [30][340/940] lr: 0.00500, eta: 15:04:40, time: 0.777, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.4698, loss: 1.4698 2020-06-27 04:29:55,670 - mmaction - INFO - Epoch [30][360/940] lr: 0.00500, eta: 15:04:24, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.3099, loss: 1.3099 2020-06-27 04:30:12,016 - mmaction - INFO - Epoch [30][380/940] lr: 0.00500, eta: 15:04:07, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.5426, loss: 1.5426 2020-06-27 04:30:28,077 - mmaction - INFO - Epoch [30][400/940] lr: 0.00500, eta: 15:03:50, time: 0.804, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.2076, loss: 1.2076 2020-06-27 04:30:44,025 - mmaction - INFO - Epoch [30][420/940] lr: 0.00500, eta: 15:03:33, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7937, loss_cls: 1.6344, loss: 1.6344 2020-06-27 04:30:59,999 - mmaction - INFO - Epoch [30][440/940] lr: 0.00500, eta: 15:03:16, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.5470, loss: 1.5470 2020-06-27 04:31:16,505 - mmaction - INFO - Epoch [30][460/940] lr: 0.00500, eta: 15:03:00, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2339, loss: 1.2339 2020-06-27 04:31:32,286 - mmaction - INFO - Epoch [30][480/940] lr: 0.00500, eta: 15:02:42, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8625, loss_cls: 1.6085, loss: 1.6085 2020-06-27 04:31:48,862 - mmaction - INFO - Epoch [30][500/940] lr: 0.00500, eta: 15:02:26, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.5657, loss: 1.5657 2020-06-27 04:32:04,820 - mmaction - INFO - Epoch [30][520/940] lr: 0.00500, eta: 15:02:09, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6346, loss: 1.6346 2020-06-27 04:32:21,301 - mmaction - INFO - Epoch [30][540/940] lr: 0.00500, eta: 15:01:53, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5562, loss: 1.5562 2020-06-27 04:32:37,977 - mmaction - INFO - Epoch [30][560/940] lr: 0.00500, eta: 15:01:37, time: 0.834, data_time: 0.003, memory: 7079, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.7965, loss: 1.7965 2020-06-27 04:32:53,437 - mmaction - INFO - Epoch [30][580/940] lr: 0.00500, eta: 15:01:19, time: 0.771, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0888, loss: 1.0888 2020-06-27 04:33:09,799 - mmaction - INFO - Epoch [30][600/940] lr: 0.00500, eta: 15:01:03, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.3130, loss: 1.3130 2020-06-27 04:33:25,968 - mmaction - INFO - Epoch [30][620/940] lr: 0.00500, eta: 15:00:46, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.2875, loss: 1.2875 2020-06-27 04:33:42,004 - mmaction - INFO - Epoch [30][640/940] lr: 0.00500, eta: 15:00:29, time: 0.802, data_time: 0.003, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7698, loss: 1.7698 2020-06-27 04:33:58,622 - mmaction - INFO - Epoch [30][660/940] lr: 0.00500, eta: 15:00:13, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.5113, loss: 1.5113 2020-06-27 04:34:14,486 - mmaction - INFO - Epoch [30][680/940] lr: 0.00500, eta: 14:59:56, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.4977, loss: 1.4977 2020-06-27 04:34:30,654 - mmaction - INFO - Epoch [30][700/940] lr: 0.00500, eta: 14:59:39, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8125, loss_cls: 1.6676, loss: 1.6676 2020-06-27 04:34:47,280 - mmaction - INFO - Epoch [30][720/940] lr: 0.00500, eta: 14:59:23, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.4490, loss: 1.4490 2020-06-27 04:35:02,916 - mmaction - INFO - Epoch [30][740/940] lr: 0.00500, eta: 14:59:05, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.6208, loss: 1.6208 2020-06-27 04:35:18,603 - mmaction - INFO - Epoch [30][760/940] lr: 0.00500, eta: 14:58:47, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4605, loss: 1.4605 2020-06-27 04:35:35,383 - mmaction - INFO - Epoch [30][780/940] lr: 0.00500, eta: 14:58:32, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.6175, loss: 1.6175 2020-06-27 04:35:51,479 - mmaction - INFO - Epoch [30][800/940] lr: 0.00500, eta: 14:58:15, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2799, loss: 1.2799 2020-06-27 04:36:07,946 - mmaction - INFO - Epoch [30][820/940] lr: 0.00500, eta: 14:57:59, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.7592, loss: 1.7592 2020-06-27 04:36:23,806 - mmaction - INFO - Epoch [30][840/940] lr: 0.00500, eta: 14:57:41, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.4685, loss: 1.4685 2020-06-27 04:36:39,658 - mmaction - INFO - Epoch [30][860/940] lr: 0.00500, eta: 14:57:24, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8063, loss_cls: 1.7106, loss: 1.7106 2020-06-27 04:36:56,041 - mmaction - INFO - Epoch [30][880/940] lr: 0.00500, eta: 14:57:08, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.2241, loss: 1.2241 2020-06-27 04:37:12,347 - mmaction - INFO - Epoch [30][900/940] lr: 0.00500, eta: 14:56:51, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.4677, loss: 1.4677 2020-06-27 04:37:28,297 - mmaction - INFO - Epoch [30][920/940] lr: 0.00500, eta: 14:56:34, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.7875, loss_cls: 1.7703, loss: 1.7703 2020-06-27 04:37:43,848 - mmaction - INFO - Epoch [30][940/940] lr: 0.00500, eta: 14:56:16, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.6429, top5_acc: 0.8636, loss_cls: 1.4858, loss: 1.4858 2020-06-27 04:40:27,077 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 04:40:28,130 - mmaction - INFO - top1_acc 0.6655 top5_acc 0.8729 2020-06-27 04:40:28,131 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 04:40:28,208 - mmaction - INFO - mean_acc 0.6654 2020-06-27 04:40:28,217 - mmaction - INFO - Epoch [30][940/940] lr: 0.00500, top1_acc: 0.6655, top5_acc: 0.8729, mean_class_accuracy: 0.6654 2020-06-27 04:40:46,957 - mmaction - INFO - Epoch [31][20/940] lr: 0.00500, eta: 14:56:05, time: 0.936, data_time: 0.306, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.4666, loss: 1.4666 2020-06-27 04:41:00,665 - mmaction - INFO - Epoch [31][40/940] lr: 0.00500, eta: 14:55:42, time: 0.683, data_time: 0.005, memory: 7079, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.7704, loss: 1.7704 2020-06-27 04:41:15,205 - mmaction - INFO - Epoch [31][60/940] lr: 0.00500, eta: 14:55:22, time: 0.729, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8938, loss_cls: 1.3608, loss: 1.3608 2020-06-27 04:41:30,463 - mmaction - INFO - Epoch [31][80/940] lr: 0.00500, eta: 14:55:03, time: 0.761, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5560, loss: 1.5560 2020-06-27 04:41:47,060 - mmaction - INFO - Epoch [31][100/940] lr: 0.00500, eta: 14:54:47, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.1967, loss: 1.1967 2020-06-27 04:42:02,529 - mmaction - INFO - Epoch [31][120/940] lr: 0.00500, eta: 14:54:29, time: 0.771, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.3125, loss: 1.3125 2020-06-27 04:42:18,814 - mmaction - INFO - Epoch [31][140/940] lr: 0.00500, eta: 14:54:12, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2754, loss: 1.2754 2020-06-27 04:42:34,938 - mmaction - INFO - Epoch [31][160/940] lr: 0.00500, eta: 14:53:56, time: 0.806, data_time: 0.002, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8750, loss_cls: 1.4140, loss: 1.4140 2020-06-27 04:42:51,730 - mmaction - INFO - Epoch [31][180/940] lr: 0.00500, eta: 14:53:40, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8750, loss_cls: 1.4363, loss: 1.4363 2020-06-27 04:43:08,208 - mmaction - INFO - Epoch [31][200/940] lr: 0.00500, eta: 14:53:24, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.5475, loss: 1.5475 2020-06-27 04:43:25,196 - mmaction - INFO - Epoch [31][220/940] lr: 0.00500, eta: 14:53:09, time: 0.849, data_time: 0.004, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8000, loss_cls: 1.6510, loss: 1.6510 2020-06-27 04:43:40,881 - mmaction - INFO - Epoch [31][240/940] lr: 0.00500, eta: 14:52:51, time: 0.785, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.9000, loss_cls: 1.4389, loss: 1.4389 2020-06-27 04:43:56,830 - mmaction - INFO - Epoch [31][260/940] lr: 0.00500, eta: 14:52:34, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.5127, loss: 1.5127 2020-06-27 04:44:13,133 - mmaction - INFO - Epoch [31][280/940] lr: 0.00500, eta: 14:52:18, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8125, loss_cls: 1.5463, loss: 1.5463 2020-06-27 04:44:29,094 - mmaction - INFO - Epoch [31][300/940] lr: 0.00500, eta: 14:52:01, time: 0.798, data_time: 0.003, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.5314, loss: 1.5314 2020-06-27 04:44:44,678 - mmaction - INFO - Epoch [31][320/940] lr: 0.00500, eta: 14:51:42, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 1.3731, loss: 1.3731 2020-06-27 04:45:00,898 - mmaction - INFO - Epoch [31][340/940] lr: 0.00500, eta: 14:51:26, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.4754, loss: 1.4754 2020-06-27 04:45:17,032 - mmaction - INFO - Epoch [31][360/940] lr: 0.00500, eta: 14:51:09, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.3283, loss: 1.3283 2020-06-27 04:45:32,753 - mmaction - INFO - Epoch [31][380/940] lr: 0.00500, eta: 14:50:51, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.2038, loss: 1.2038 2020-06-27 04:45:49,274 - mmaction - INFO - Epoch [31][400/940] lr: 0.00500, eta: 14:50:35, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8063, loss_cls: 1.7255, loss: 1.7255 2020-06-27 04:46:05,616 - mmaction - INFO - Epoch [31][420/940] lr: 0.00500, eta: 14:50:19, time: 0.820, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8125, loss_cls: 1.5875, loss: 1.5875 2020-06-27 04:46:23,020 - mmaction - INFO - Epoch [31][440/940] lr: 0.00500, eta: 14:50:05, time: 0.871, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.3499, loss: 1.3499 2020-06-27 04:46:39,435 - mmaction - INFO - Epoch [31][460/940] lr: 0.00500, eta: 14:49:49, time: 0.821, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3673, loss: 1.3673 2020-06-27 04:46:54,728 - mmaction - INFO - Epoch [31][480/940] lr: 0.00500, eta: 14:49:30, time: 0.762, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8125, loss_cls: 1.5642, loss: 1.5642 2020-06-27 04:47:11,765 - mmaction - INFO - Epoch [31][500/940] lr: 0.00500, eta: 14:49:15, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8125, loss_cls: 1.6384, loss: 1.6384 2020-06-27 04:47:27,809 - mmaction - INFO - Epoch [31][520/940] lr: 0.00500, eta: 14:48:58, time: 0.803, data_time: 0.003, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.4180, loss: 1.4180 2020-06-27 04:47:43,974 - mmaction - INFO - Epoch [31][540/940] lr: 0.00500, eta: 14:48:42, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8500, loss_cls: 1.6427, loss: 1.6427 2020-06-27 04:48:00,328 - mmaction - INFO - Epoch [31][560/940] lr: 0.00500, eta: 14:48:25, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8688, loss_cls: 1.3403, loss: 1.3403 2020-06-27 04:48:16,519 - mmaction - INFO - Epoch [31][580/940] lr: 0.00500, eta: 14:48:09, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.4879, loss: 1.4879 2020-06-27 04:48:32,425 - mmaction - INFO - Epoch [31][600/940] lr: 0.00500, eta: 14:47:51, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.7367, loss: 1.7367 2020-06-27 04:48:48,898 - mmaction - INFO - Epoch [31][620/940] lr: 0.00500, eta: 14:47:35, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4529, loss: 1.4529 2020-06-27 04:49:06,280 - mmaction - INFO - Epoch [31][640/940] lr: 0.00500, eta: 14:47:21, time: 0.869, data_time: 0.002, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7750, loss_cls: 1.6601, loss: 1.6601 2020-06-27 04:49:22,008 - mmaction - INFO - Epoch [31][660/940] lr: 0.00500, eta: 14:47:03, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7588, loss: 1.7588 2020-06-27 04:49:38,011 - mmaction - INFO - Epoch [31][680/940] lr: 0.00500, eta: 14:46:46, time: 0.802, data_time: 0.007, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.6049, loss: 1.6049 2020-06-27 04:49:53,485 - mmaction - INFO - Epoch [31][700/940] lr: 0.00500, eta: 14:46:28, time: 0.771, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.1621, loss: 1.1621 2020-06-27 04:50:09,188 - mmaction - INFO - Epoch [31][720/940] lr: 0.00500, eta: 14:46:10, time: 0.787, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2770, loss: 1.2770 2020-06-27 04:50:25,533 - mmaction - INFO - Epoch [31][740/940] lr: 0.00500, eta: 14:45:54, time: 0.816, data_time: 0.003, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8313, loss_cls: 1.5787, loss: 1.5787 2020-06-27 04:50:42,080 - mmaction - INFO - Epoch [31][760/940] lr: 0.00500, eta: 14:45:38, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3746, loss: 1.3746 2020-06-27 04:50:58,289 - mmaction - INFO - Epoch [31][780/940] lr: 0.00500, eta: 14:45:22, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8688, loss_cls: 1.6177, loss: 1.6177 2020-06-27 04:51:14,664 - mmaction - INFO - Epoch [31][800/940] lr: 0.00500, eta: 14:45:05, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.7562, loss_cls: 1.8606, loss: 1.8606 2020-06-27 04:51:30,638 - mmaction - INFO - Epoch [31][820/940] lr: 0.00500, eta: 14:44:48, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8000, loss_cls: 1.7318, loss: 1.7318 2020-06-27 04:51:46,408 - mmaction - INFO - Epoch [31][840/940] lr: 0.00500, eta: 14:44:30, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.3030, loss: 1.3030 2020-06-27 04:52:02,574 - mmaction - INFO - Epoch [31][860/940] lr: 0.00500, eta: 14:44:14, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.6172, loss: 1.6172 2020-06-27 04:52:18,241 - mmaction - INFO - Epoch [31][880/940] lr: 0.00500, eta: 14:43:56, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.3932, loss: 1.3932 2020-06-27 04:52:34,784 - mmaction - INFO - Epoch [31][900/940] lr: 0.00500, eta: 14:43:40, time: 0.830, data_time: 0.007, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.7852, loss: 1.7852 2020-06-27 04:52:51,438 - mmaction - INFO - Epoch [31][920/940] lr: 0.00500, eta: 14:43:24, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8375, loss_cls: 1.6201, loss: 1.6201 2020-06-27 04:53:06,708 - mmaction - INFO - Epoch [31][940/940] lr: 0.00500, eta: 14:43:06, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.6753, top5_acc: 0.8442, loss_cls: 1.3627, loss: 1.3627 2020-06-27 04:53:28,108 - mmaction - INFO - Epoch [32][20/940] lr: 0.00500, eta: 14:42:59, time: 1.025, data_time: 0.350, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8375, loss_cls: 1.6197, loss: 1.6197 2020-06-27 04:53:41,615 - mmaction - INFO - Epoch [32][40/940] lr: 0.00500, eta: 14:42:36, time: 0.673, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8250, loss_cls: 1.5648, loss: 1.5648 2020-06-27 04:53:57,703 - mmaction - INFO - Epoch [32][60/940] lr: 0.00500, eta: 14:42:19, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2796, loss: 1.2796 2020-06-27 04:54:13,059 - mmaction - INFO - Epoch [32][80/940] lr: 0.00500, eta: 14:42:00, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.4695, loss: 1.4695 2020-06-27 04:54:29,145 - mmaction - INFO - Epoch [32][100/940] lr: 0.00500, eta: 14:41:44, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8000, loss_cls: 1.6024, loss: 1.6024 2020-06-27 04:54:45,078 - mmaction - INFO - Epoch [32][120/940] lr: 0.00500, eta: 14:41:26, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.3762, loss: 1.3762 2020-06-27 04:55:01,317 - mmaction - INFO - Epoch [32][140/940] lr: 0.00500, eta: 14:41:10, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8938, loss_cls: 1.4394, loss: 1.4394 2020-06-27 04:55:17,829 - mmaction - INFO - Epoch [32][160/940] lr: 0.00500, eta: 14:40:54, time: 0.822, data_time: 0.004, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.6771, loss: 1.6771 2020-06-27 04:55:33,534 - mmaction - INFO - Epoch [32][180/940] lr: 0.00500, eta: 14:40:36, time: 0.788, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.6078, loss: 1.6078 2020-06-27 04:55:49,666 - mmaction - INFO - Epoch [32][200/940] lr: 0.00500, eta: 14:40:19, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.4603, loss: 1.4603 2020-06-27 04:56:06,591 - mmaction - INFO - Epoch [32][220/940] lr: 0.00500, eta: 14:40:04, time: 0.849, data_time: 0.007, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.4932, loss: 1.4932 2020-06-27 04:56:22,023 - mmaction - INFO - Epoch [32][240/940] lr: 0.00500, eta: 14:39:46, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.3935, loss: 1.3935 2020-06-27 04:56:38,662 - mmaction - INFO - Epoch [32][260/940] lr: 0.00500, eta: 14:39:30, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.5076, loss: 1.5076 2020-06-27 04:56:55,225 - mmaction - INFO - Epoch [32][280/940] lr: 0.00500, eta: 14:39:15, time: 0.828, data_time: 0.002, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8688, loss_cls: 1.4134, loss: 1.4134 2020-06-27 04:57:11,438 - mmaction - INFO - Epoch [32][300/940] lr: 0.00500, eta: 14:38:58, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.3984, loss: 1.3984 2020-06-27 04:57:27,765 - mmaction - INFO - Epoch [32][320/940] lr: 0.00500, eta: 14:38:42, time: 0.819, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4213, loss: 1.4213 2020-06-27 04:57:44,017 - mmaction - INFO - Epoch [32][340/940] lr: 0.00500, eta: 14:38:25, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.4501, loss: 1.4501 2020-06-27 04:57:59,750 - mmaction - INFO - Epoch [32][360/940] lr: 0.00500, eta: 14:38:07, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4129, loss: 1.4129 2020-06-27 04:58:16,587 - mmaction - INFO - Epoch [32][380/940] lr: 0.00500, eta: 14:37:52, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3568, loss: 1.3568 2020-06-27 04:58:32,065 - mmaction - INFO - Epoch [32][400/940] lr: 0.00500, eta: 14:37:34, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.4064, loss: 1.4064 2020-06-27 04:58:48,563 - mmaction - INFO - Epoch [32][420/940] lr: 0.00500, eta: 14:37:18, time: 0.822, data_time: 0.004, memory: 7079, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.7260, loss: 1.7260 2020-06-27 04:59:04,577 - mmaction - INFO - Epoch [32][440/940] lr: 0.00500, eta: 14:37:01, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4571, loss: 1.4571 2020-06-27 04:59:21,085 - mmaction - INFO - Epoch [32][460/940] lr: 0.00500, eta: 14:36:45, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.7750, loss_cls: 1.7580, loss: 1.7580 2020-06-27 04:59:36,996 - mmaction - INFO - Epoch [32][480/940] lr: 0.00500, eta: 14:36:28, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7875, loss_cls: 1.8062, loss: 1.8062 2020-06-27 04:59:52,884 - mmaction - INFO - Epoch [32][500/940] lr: 0.00500, eta: 14:36:10, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.6252, loss: 1.6252 2020-06-27 05:00:09,472 - mmaction - INFO - Epoch [32][520/940] lr: 0.00500, eta: 14:35:54, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8375, loss_cls: 1.7477, loss: 1.7477 2020-06-27 05:00:28,647 - mmaction - INFO - Epoch [32][540/940] lr: 0.00500, eta: 14:35:44, time: 0.950, data_time: 0.007, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3611, loss: 1.3611 2020-06-27 05:00:44,178 - mmaction - INFO - Epoch [32][560/940] lr: 0.00500, eta: 14:35:26, time: 0.787, data_time: 0.031, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.4973, loss: 1.4973 2020-06-27 05:00:59,446 - mmaction - INFO - Epoch [32][580/940] lr: 0.00500, eta: 14:35:08, time: 0.761, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4495, loss: 1.4495 2020-06-27 05:01:15,670 - mmaction - INFO - Epoch [32][600/940] lr: 0.00500, eta: 14:34:51, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.4567, loss: 1.4567 2020-06-27 05:01:31,602 - mmaction - INFO - Epoch [32][620/940] lr: 0.00500, eta: 14:34:34, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.2557, loss: 1.2557 2020-06-27 05:01:48,608 - mmaction - INFO - Epoch [32][640/940] lr: 0.00500, eta: 14:34:19, time: 0.851, data_time: 0.003, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8250, loss_cls: 1.7474, loss: 1.7474 2020-06-27 05:02:05,316 - mmaction - INFO - Epoch [32][660/940] lr: 0.00500, eta: 14:34:03, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8063, loss_cls: 1.4950, loss: 1.4950 2020-06-27 05:02:21,092 - mmaction - INFO - Epoch [32][680/940] lr: 0.00500, eta: 14:33:46, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.4982, loss: 1.4982 2020-06-27 05:02:38,369 - mmaction - INFO - Epoch [32][700/940] lr: 0.00500, eta: 14:33:32, time: 0.865, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4238, loss: 1.4238 2020-06-27 05:02:53,286 - mmaction - INFO - Epoch [32][720/940] lr: 0.00500, eta: 14:33:12, time: 0.746, data_time: 0.003, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.6030, loss: 1.6030 2020-06-27 05:03:09,447 - mmaction - INFO - Epoch [32][740/940] lr: 0.00500, eta: 14:32:55, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8000, loss_cls: 1.5751, loss: 1.5751 2020-06-27 05:03:26,158 - mmaction - INFO - Epoch [32][760/940] lr: 0.00500, eta: 14:32:40, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.4581, loss: 1.4581 2020-06-27 05:03:42,431 - mmaction - INFO - Epoch [32][780/940] lr: 0.00500, eta: 14:32:23, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.4044, loss: 1.4044 2020-06-27 05:03:58,745 - mmaction - INFO - Epoch [32][800/940] lr: 0.00500, eta: 14:32:07, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8938, loss_cls: 1.4036, loss: 1.4036 2020-06-27 05:04:15,628 - mmaction - INFO - Epoch [32][820/940] lr: 0.00500, eta: 14:31:52, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.5336, loss: 1.5336 2020-06-27 05:04:32,551 - mmaction - INFO - Epoch [32][840/940] lr: 0.00500, eta: 14:31:37, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8250, loss_cls: 1.5186, loss: 1.5186 2020-06-27 05:04:48,304 - mmaction - INFO - Epoch [32][860/940] lr: 0.00500, eta: 14:31:19, time: 0.788, data_time: 0.003, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4919, loss: 1.4919 2020-06-27 05:05:03,692 - mmaction - INFO - Epoch [32][880/940] lr: 0.00500, eta: 14:31:01, time: 0.769, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.3525, loss: 1.3525 2020-06-27 05:05:20,663 - mmaction - INFO - Epoch [32][900/940] lr: 0.00500, eta: 14:30:46, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7812, loss_cls: 1.7261, loss: 1.7261 2020-06-27 05:05:36,016 - mmaction - INFO - Epoch [32][920/940] lr: 0.00500, eta: 14:30:27, time: 0.770, data_time: 0.008, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8000, loss_cls: 1.6807, loss: 1.6807 2020-06-27 05:05:51,546 - mmaction - INFO - Epoch [32][940/940] lr: 0.00500, eta: 14:30:09, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.6558, top5_acc: 0.8636, loss_cls: 1.4107, loss: 1.4107 2020-06-27 05:08:33,504 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 05:08:34,512 - mmaction - INFO - top1_acc 0.6755 top5_acc 0.8765 2020-06-27 05:08:34,512 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 05:08:34,669 - mmaction - INFO - mean_acc 0.6754 2020-06-27 05:08:34,699 - mmaction - INFO - Epoch [32][940/940] lr: 0.00500, top1_acc: 0.6755, top5_acc: 0.8765, mean_class_accuracy: 0.6754 2020-06-27 05:08:54,077 - mmaction - INFO - Epoch [33][20/940] lr: 0.00500, eta: 14:29:59, time: 0.967, data_time: 0.317, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.4713, loss: 1.4713 2020-06-27 05:09:08,166 - mmaction - INFO - Epoch [33][40/940] lr: 0.00500, eta: 14:29:38, time: 0.702, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4139, loss: 1.4139 2020-06-27 05:09:23,157 - mmaction - INFO - Epoch [33][60/940] lr: 0.00500, eta: 14:29:19, time: 0.751, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.4011, loss: 1.4011 2020-06-27 05:09:38,673 - mmaction - INFO - Epoch [33][80/940] lr: 0.00500, eta: 14:29:01, time: 0.774, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2910, loss: 1.2910 2020-06-27 05:09:55,271 - mmaction - INFO - Epoch [33][100/940] lr: 0.00500, eta: 14:28:45, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.6755, loss: 1.6755 2020-06-27 05:10:11,760 - mmaction - INFO - Epoch [33][120/940] lr: 0.00500, eta: 14:28:29, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8438, loss_cls: 1.4439, loss: 1.4439 2020-06-27 05:10:27,456 - mmaction - INFO - Epoch [33][140/940] lr: 0.00500, eta: 14:28:12, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.6644, loss: 1.6644 2020-06-27 05:10:43,380 - mmaction - INFO - Epoch [33][160/940] lr: 0.00500, eta: 14:27:54, time: 0.794, data_time: 0.004, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.5995, loss: 1.5995 2020-06-27 05:11:00,781 - mmaction - INFO - Epoch [33][180/940] lr: 0.00500, eta: 14:27:40, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2667, loss: 1.2667 2020-06-27 05:11:16,131 - mmaction - INFO - Epoch [33][200/940] lr: 0.00500, eta: 14:27:22, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3024, loss: 1.3024 2020-06-27 05:11:33,058 - mmaction - INFO - Epoch [33][220/940] lr: 0.00500, eta: 14:27:07, time: 0.849, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2908, loss: 1.2908 2020-06-27 05:11:49,801 - mmaction - INFO - Epoch [33][240/940] lr: 0.00500, eta: 14:26:51, time: 0.837, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.4301, loss: 1.4301 2020-06-27 05:12:05,571 - mmaction - INFO - Epoch [33][260/940] lr: 0.00500, eta: 14:26:34, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8250, loss_cls: 1.5868, loss: 1.5868 2020-06-27 05:12:21,611 - mmaction - INFO - Epoch [33][280/940] lr: 0.00500, eta: 14:26:17, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1892, loss: 1.1892 2020-06-27 05:12:37,219 - mmaction - INFO - Epoch [33][300/940] lr: 0.00500, eta: 14:25:59, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8562, loss_cls: 1.4688, loss: 1.4688 2020-06-27 05:12:53,032 - mmaction - INFO - Epoch [33][320/940] lr: 0.00500, eta: 14:25:42, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.4266, loss: 1.4266 2020-06-27 05:13:09,961 - mmaction - INFO - Epoch [33][340/940] lr: 0.00500, eta: 14:25:26, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8063, loss_cls: 1.7637, loss: 1.7637 2020-06-27 05:13:25,664 - mmaction - INFO - Epoch [33][360/940] lr: 0.00500, eta: 14:25:09, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.5026, loss: 1.5026 2020-06-27 05:13:42,233 - mmaction - INFO - Epoch [33][380/940] lr: 0.00500, eta: 14:24:53, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.4307, loss: 1.4307 2020-06-27 05:13:58,022 - mmaction - INFO - Epoch [33][400/940] lr: 0.00500, eta: 14:24:35, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.8117, loss: 1.8117 2020-06-27 05:14:14,535 - mmaction - INFO - Epoch [33][420/940] lr: 0.00500, eta: 14:24:19, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.5125, top5_acc: 0.7875, loss_cls: 1.9235, loss: 1.9235 2020-06-27 05:14:30,366 - mmaction - INFO - Epoch [33][440/940] lr: 0.00500, eta: 14:24:02, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4458, loss: 1.4458 2020-06-27 05:14:46,326 - mmaction - INFO - Epoch [33][460/940] lr: 0.00500, eta: 14:23:45, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8250, loss_cls: 1.4865, loss: 1.4865 2020-06-27 05:15:02,828 - mmaction - INFO - Epoch [33][480/940] lr: 0.00500, eta: 14:23:29, time: 0.828, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8187, loss_cls: 1.4728, loss: 1.4728 2020-06-27 05:15:18,455 - mmaction - INFO - Epoch [33][500/940] lr: 0.00500, eta: 14:23:11, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8938, loss_cls: 1.3136, loss: 1.3136 2020-06-27 05:15:34,951 - mmaction - INFO - Epoch [33][520/940] lr: 0.00500, eta: 14:22:55, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.5616, loss: 1.5616 2020-06-27 05:15:51,159 - mmaction - INFO - Epoch [33][540/940] lr: 0.00500, eta: 14:22:38, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.4054, loss: 1.4054 2020-06-27 05:16:08,310 - mmaction - INFO - Epoch [33][560/940] lr: 0.00500, eta: 14:22:24, time: 0.861, data_time: 0.007, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.5743, loss: 1.5743 2020-06-27 05:16:23,880 - mmaction - INFO - Epoch [33][580/940] lr: 0.00500, eta: 14:22:06, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8562, loss_cls: 1.5793, loss: 1.5793 2020-06-27 05:16:39,825 - mmaction - INFO - Epoch [33][600/940] lr: 0.00500, eta: 14:21:49, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.5191, loss: 1.5191 2020-06-27 05:16:55,622 - mmaction - INFO - Epoch [33][620/940] lr: 0.00500, eta: 14:21:32, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1892, loss: 1.1892 2020-06-27 05:17:12,133 - mmaction - INFO - Epoch [33][640/940] lr: 0.00500, eta: 14:21:16, time: 0.825, data_time: 0.002, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8875, loss_cls: 1.3195, loss: 1.3195 2020-06-27 05:17:28,504 - mmaction - INFO - Epoch [33][660/940] lr: 0.00500, eta: 14:20:59, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2204, loss: 1.2204 2020-06-27 05:17:44,257 - mmaction - INFO - Epoch [33][680/940] lr: 0.00500, eta: 14:20:42, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2532, loss: 1.2532 2020-06-27 05:18:00,599 - mmaction - INFO - Epoch [33][700/940] lr: 0.00500, eta: 14:20:25, time: 0.817, data_time: 0.003, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.6007, loss: 1.6007 2020-06-27 05:18:17,469 - mmaction - INFO - Epoch [33][720/940] lr: 0.00500, eta: 14:20:10, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.6746, loss: 1.6746 2020-06-27 05:18:33,860 - mmaction - INFO - Epoch [33][740/940] lr: 0.00500, eta: 14:19:54, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.4556, loss: 1.4556 2020-06-27 05:18:50,673 - mmaction - INFO - Epoch [33][760/940] lr: 0.00500, eta: 14:19:39, time: 0.841, data_time: 0.002, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8250, loss_cls: 1.5661, loss: 1.5661 2020-06-27 05:19:06,496 - mmaction - INFO - Epoch [33][780/940] lr: 0.00500, eta: 14:19:21, time: 0.791, data_time: 0.002, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.6479, loss: 1.6479 2020-06-27 05:19:22,214 - mmaction - INFO - Epoch [33][800/940] lr: 0.00500, eta: 14:19:04, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8187, loss_cls: 1.6735, loss: 1.6735 2020-06-27 05:19:38,802 - mmaction - INFO - Epoch [33][820/940] lr: 0.00500, eta: 14:18:48, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8812, loss_cls: 1.2406, loss: 1.2406 2020-06-27 05:19:55,192 - mmaction - INFO - Epoch [33][840/940] lr: 0.00500, eta: 14:18:32, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.5420, loss: 1.5420 2020-06-27 05:20:11,277 - mmaction - INFO - Epoch [33][860/940] lr: 0.00500, eta: 14:18:15, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3735, loss: 1.3735 2020-06-27 05:20:27,348 - mmaction - INFO - Epoch [33][880/940] lr: 0.00500, eta: 14:17:58, time: 0.804, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2098, loss: 1.2098 2020-06-27 05:20:42,942 - mmaction - INFO - Epoch [33][900/940] lr: 0.00500, eta: 14:17:40, time: 0.777, data_time: 0.004, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8500, loss_cls: 1.4922, loss: 1.4922 2020-06-27 05:20:59,671 - mmaction - INFO - Epoch [33][920/940] lr: 0.00500, eta: 14:17:25, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.5193, loss: 1.5193 2020-06-27 05:21:14,569 - mmaction - INFO - Epoch [33][940/940] lr: 0.00500, eta: 14:17:05, time: 0.745, data_time: 0.007, memory: 7079, top1_acc: 0.6948, top5_acc: 0.9026, loss_cls: 1.2928, loss: 1.2928 2020-06-27 05:21:35,821 - mmaction - INFO - Epoch [34][20/940] lr: 0.00500, eta: 14:16:56, time: 0.985, data_time: 0.330, memory: 7079, top1_acc: 0.6000, top5_acc: 0.7937, loss_cls: 1.6443, loss: 1.6443 2020-06-27 05:21:50,614 - mmaction - INFO - Epoch [34][40/940] lr: 0.00500, eta: 14:16:36, time: 0.740, data_time: 0.003, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.4981, loss: 1.4981 2020-06-27 05:22:07,601 - mmaction - INFO - Epoch [34][60/940] lr: 0.00500, eta: 14:16:21, time: 0.847, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1705, loss: 1.1705 2020-06-27 05:22:23,028 - mmaction - INFO - Epoch [34][80/940] lr: 0.00500, eta: 14:16:03, time: 0.773, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3685, loss: 1.3685 2020-06-27 05:22:38,683 - mmaction - INFO - Epoch [34][100/940] lr: 0.00500, eta: 14:15:46, time: 0.783, data_time: 0.002, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.2685, loss: 1.2685 2020-06-27 05:22:54,663 - mmaction - INFO - Epoch [34][120/940] lr: 0.00500, eta: 14:15:28, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.9062, loss_cls: 1.2676, loss: 1.2676 2020-06-27 05:23:11,869 - mmaction - INFO - Epoch [34][140/940] lr: 0.00500, eta: 14:15:14, time: 0.858, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9062, loss_cls: 1.2605, loss: 1.2605 2020-06-27 05:23:29,225 - mmaction - INFO - Epoch [34][160/940] lr: 0.00500, eta: 14:15:00, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2541, loss: 1.2541 2020-06-27 05:23:45,853 - mmaction - INFO - Epoch [34][180/940] lr: 0.00500, eta: 14:14:44, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2658, loss: 1.2658 2020-06-27 05:24:01,153 - mmaction - INFO - Epoch [34][200/940] lr: 0.00500, eta: 14:14:25, time: 0.765, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.3366, loss: 1.3366 2020-06-27 05:24:17,266 - mmaction - INFO - Epoch [34][220/940] lr: 0.00500, eta: 14:14:09, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.2889, loss: 1.2889 2020-06-27 05:24:33,875 - mmaction - INFO - Epoch [34][240/940] lr: 0.00500, eta: 14:13:53, time: 0.833, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3110, loss: 1.3110 2020-06-27 05:24:49,547 - mmaction - INFO - Epoch [34][260/940] lr: 0.00500, eta: 14:13:35, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4840, loss: 1.4840 2020-06-27 05:25:05,992 - mmaction - INFO - Epoch [34][280/940] lr: 0.00500, eta: 14:13:19, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.2767, loss: 1.2767 2020-06-27 05:25:22,837 - mmaction - INFO - Epoch [34][300/940] lr: 0.00500, eta: 14:13:04, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8625, loss_cls: 1.4175, loss: 1.4175 2020-06-27 05:25:38,694 - mmaction - INFO - Epoch [34][320/940] lr: 0.00500, eta: 14:12:47, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8187, loss_cls: 1.6581, loss: 1.6581 2020-06-27 05:25:55,374 - mmaction - INFO - Epoch [34][340/940] lr: 0.00500, eta: 14:12:31, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8500, loss_cls: 1.4466, loss: 1.4466 2020-06-27 05:26:11,470 - mmaction - INFO - Epoch [34][360/940] lr: 0.00500, eta: 14:12:14, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.7142, loss: 1.7142 2020-06-27 05:26:27,005 - mmaction - INFO - Epoch [34][380/940] lr: 0.00500, eta: 14:11:56, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8187, loss_cls: 1.5493, loss: 1.5493 2020-06-27 05:26:43,967 - mmaction - INFO - Epoch [34][400/940] lr: 0.00500, eta: 14:11:41, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4600, loss: 1.4600 2020-06-27 05:27:00,176 - mmaction - INFO - Epoch [34][420/940] lr: 0.00500, eta: 14:11:25, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3125, loss: 1.3125 2020-06-27 05:27:15,878 - mmaction - INFO - Epoch [34][440/940] lr: 0.00500, eta: 14:11:07, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.5389, loss: 1.5389 2020-06-27 05:27:32,447 - mmaction - INFO - Epoch [34][460/940] lr: 0.00500, eta: 14:10:51, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.4724, loss: 1.4724 2020-06-27 05:27:49,570 - mmaction - INFO - Epoch [34][480/940] lr: 0.00500, eta: 14:10:36, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.5942, loss: 1.5942 2020-06-27 05:28:05,357 - mmaction - INFO - Epoch [34][500/940] lr: 0.00500, eta: 14:10:19, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.4803, loss: 1.4803 2020-06-27 05:28:22,025 - mmaction - INFO - Epoch [34][520/940] lr: 0.00500, eta: 14:10:03, time: 0.833, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4793, loss: 1.4793 2020-06-27 05:28:37,691 - mmaction - INFO - Epoch [34][540/940] lr: 0.00500, eta: 14:09:46, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8500, loss_cls: 1.6527, loss: 1.6527 2020-06-27 05:28:55,005 - mmaction - INFO - Epoch [34][560/940] lr: 0.00500, eta: 14:09:31, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.5027, loss: 1.5027 2020-06-27 05:29:10,862 - mmaction - INFO - Epoch [34][580/940] lr: 0.00500, eta: 14:09:14, time: 0.793, data_time: 0.002, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6343, loss: 1.6343 2020-06-27 05:29:27,468 - mmaction - INFO - Epoch [34][600/940] lr: 0.00500, eta: 14:08:58, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.5641, loss: 1.5641 2020-06-27 05:29:43,831 - mmaction - INFO - Epoch [34][620/940] lr: 0.00500, eta: 14:08:42, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.7875, loss_cls: 1.6236, loss: 1.6236 2020-06-27 05:29:59,215 - mmaction - INFO - Epoch [34][640/940] lr: 0.00500, eta: 14:08:24, time: 0.770, data_time: 0.003, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8688, loss_cls: 1.4620, loss: 1.4620 2020-06-27 05:30:15,113 - mmaction - INFO - Epoch [34][660/940] lr: 0.00500, eta: 14:08:07, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.5454, loss: 1.5454 2020-06-27 05:30:31,003 - mmaction - INFO - Epoch [34][680/940] lr: 0.00500, eta: 14:07:49, time: 0.793, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3910, loss: 1.3910 2020-06-27 05:30:47,244 - mmaction - INFO - Epoch [34][700/940] lr: 0.00500, eta: 14:07:33, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3589, loss: 1.3589 2020-06-27 05:31:03,764 - mmaction - INFO - Epoch [34][720/940] lr: 0.00500, eta: 14:07:17, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2404, loss: 1.2404 2020-06-27 05:31:19,545 - mmaction - INFO - Epoch [34][740/940] lr: 0.00500, eta: 14:06:59, time: 0.792, data_time: 0.007, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.3378, loss: 1.3378 2020-06-27 05:31:35,903 - mmaction - INFO - Epoch [34][760/940] lr: 0.00500, eta: 14:06:43, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.4208, loss: 1.4208 2020-06-27 05:31:51,705 - mmaction - INFO - Epoch [34][780/940] lr: 0.00500, eta: 14:06:26, time: 0.792, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8313, loss_cls: 1.6581, loss: 1.6581 2020-06-27 05:32:08,745 - mmaction - INFO - Epoch [34][800/940] lr: 0.00500, eta: 14:06:11, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.6521, loss: 1.6521 2020-06-27 05:32:24,466 - mmaction - INFO - Epoch [34][820/940] lr: 0.00500, eta: 14:05:53, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3229, loss: 1.3229 2020-06-27 05:32:40,602 - mmaction - INFO - Epoch [34][840/940] lr: 0.00500, eta: 14:05:37, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8375, loss_cls: 1.5509, loss: 1.5509 2020-06-27 05:32:57,219 - mmaction - INFO - Epoch [34][860/940] lr: 0.00500, eta: 14:05:21, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2809, loss: 1.2809 2020-06-27 05:33:12,877 - mmaction - INFO - Epoch [34][880/940] lr: 0.00500, eta: 14:05:03, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.4105, loss: 1.4105 2020-06-27 05:33:28,546 - mmaction - INFO - Epoch [34][900/940] lr: 0.00500, eta: 14:04:46, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.4257, loss: 1.4257 2020-06-27 05:33:44,439 - mmaction - INFO - Epoch [34][920/940] lr: 0.00500, eta: 14:04:28, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2707, loss: 1.2707 2020-06-27 05:33:59,816 - mmaction - INFO - Epoch [34][940/940] lr: 0.00500, eta: 14:04:10, time: 0.769, data_time: 0.004, memory: 7079, top1_acc: 0.6494, top5_acc: 0.8442, loss_cls: 1.4133, loss: 1.4133 2020-06-27 05:36:41,171 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 05:36:42,175 - mmaction - INFO - top1_acc 0.6708 top5_acc 0.8767 2020-06-27 05:36:42,175 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 05:36:42,240 - mmaction - INFO - mean_acc 0.6708 2020-06-27 05:36:42,248 - mmaction - INFO - Epoch [34][940/940] lr: 0.00500, top1_acc: 0.6708, top5_acc: 0.8767, mean_class_accuracy: 0.6708 2020-06-27 05:37:01,437 - mmaction - INFO - Epoch [35][20/940] lr: 0.00500, eta: 14:03:59, time: 0.958, data_time: 0.313, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.1655, loss: 1.1655 2020-06-27 05:37:16,374 - mmaction - INFO - Epoch [35][40/940] lr: 0.00500, eta: 14:03:40, time: 0.747, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8125, loss_cls: 1.6467, loss: 1.6467 2020-06-27 05:37:32,140 - mmaction - INFO - Epoch [35][60/940] lr: 0.00500, eta: 14:03:23, time: 0.788, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3938, loss: 1.3938 2020-06-27 05:37:47,513 - mmaction - INFO - Epoch [35][80/940] lr: 0.00500, eta: 14:03:05, time: 0.767, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.4996, loss: 1.4996 2020-06-27 05:38:03,017 - mmaction - INFO - Epoch [35][100/940] lr: 0.00500, eta: 14:02:47, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8500, loss_cls: 1.5081, loss: 1.5081 2020-06-27 05:38:19,040 - mmaction - INFO - Epoch [35][120/940] lr: 0.00500, eta: 14:02:30, time: 0.800, data_time: 0.004, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8812, loss_cls: 1.3539, loss: 1.3539 2020-06-27 05:38:35,173 - mmaction - INFO - Epoch [35][140/940] lr: 0.00500, eta: 14:02:13, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2764, loss: 1.2764 2020-06-27 05:38:50,796 - mmaction - INFO - Epoch [35][160/940] lr: 0.00500, eta: 14:01:56, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.3656, loss: 1.3656 2020-06-27 05:39:06,728 - mmaction - INFO - Epoch [35][180/940] lr: 0.00500, eta: 14:01:39, time: 0.797, data_time: 0.003, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.6837, loss: 1.6837 2020-06-27 05:39:23,243 - mmaction - INFO - Epoch [35][200/940] lr: 0.00500, eta: 14:01:23, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2349, loss: 1.2349 2020-06-27 05:39:38,920 - mmaction - INFO - Epoch [35][220/940] lr: 0.00500, eta: 14:01:05, time: 0.784, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.2259, loss: 1.2259 2020-06-27 05:39:54,378 - mmaction - INFO - Epoch [35][240/940] lr: 0.00500, eta: 14:00:47, time: 0.771, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.5427, loss: 1.5427 2020-06-27 05:40:10,752 - mmaction - INFO - Epoch [35][260/940] lr: 0.00500, eta: 14:00:31, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4190, loss: 1.4190 2020-06-27 05:40:27,071 - mmaction - INFO - Epoch [35][280/940] lr: 0.00500, eta: 14:00:14, time: 0.816, data_time: 0.003, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3936, loss: 1.3936 2020-06-27 05:40:43,507 - mmaction - INFO - Epoch [35][300/940] lr: 0.00500, eta: 13:59:58, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.5687, top5_acc: 0.8438, loss_cls: 1.6000, loss: 1.6000 2020-06-27 05:40:59,211 - mmaction - INFO - Epoch [35][320/940] lr: 0.00500, eta: 13:59:41, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.5813, loss: 1.5813 2020-06-27 05:41:15,887 - mmaction - INFO - Epoch [35][340/940] lr: 0.00500, eta: 13:59:25, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2990, loss: 1.2990 2020-06-27 05:41:31,549 - mmaction - INFO - Epoch [35][360/940] lr: 0.00500, eta: 13:59:08, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.4540, loss: 1.4540 2020-06-27 05:41:47,521 - mmaction - INFO - Epoch [35][380/940] lr: 0.00500, eta: 13:58:50, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4350, loss: 1.4350 2020-06-27 05:42:03,896 - mmaction - INFO - Epoch [35][400/940] lr: 0.00500, eta: 13:58:34, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4985, loss: 1.4985 2020-06-27 05:42:20,058 - mmaction - INFO - Epoch [35][420/940] lr: 0.00500, eta: 13:58:18, time: 0.806, data_time: 0.004, memory: 7079, top1_acc: 0.5938, top5_acc: 0.8063, loss_cls: 1.7214, loss: 1.7214 2020-06-27 05:42:36,165 - mmaction - INFO - Epoch [35][440/940] lr: 0.00500, eta: 13:58:01, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8688, loss_cls: 1.3514, loss: 1.3514 2020-06-27 05:42:52,394 - mmaction - INFO - Epoch [35][460/940] lr: 0.00500, eta: 13:57:44, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.4918, loss: 1.4918 2020-06-27 05:43:08,304 - mmaction - INFO - Epoch [35][480/940] lr: 0.00500, eta: 13:57:27, time: 0.796, data_time: 0.004, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.4038, loss: 1.4038 2020-06-27 05:43:25,429 - mmaction - INFO - Epoch [35][500/940] lr: 0.00500, eta: 13:57:12, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.4903, loss: 1.4903 2020-06-27 05:43:41,502 - mmaction - INFO - Epoch [35][520/940] lr: 0.00500, eta: 13:56:56, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.4949, loss: 1.4949 2020-06-27 05:43:58,050 - mmaction - INFO - Epoch [35][540/940] lr: 0.00500, eta: 13:56:40, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8187, loss_cls: 1.5074, loss: 1.5074 2020-06-27 05:44:14,269 - mmaction - INFO - Epoch [35][560/940] lr: 0.00500, eta: 13:56:23, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.9062, loss_cls: 1.2590, loss: 1.2590 2020-06-27 05:44:31,198 - mmaction - INFO - Epoch [35][580/940] lr: 0.00500, eta: 13:56:08, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.3982, loss: 1.3982 2020-06-27 05:44:47,785 - mmaction - INFO - Epoch [35][600/940] lr: 0.00500, eta: 13:55:52, time: 0.832, data_time: 0.007, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8750, loss_cls: 1.3653, loss: 1.3653 2020-06-27 05:45:03,500 - mmaction - INFO - Epoch [35][620/940] lr: 0.00500, eta: 13:55:35, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8250, loss_cls: 1.5763, loss: 1.5763 2020-06-27 05:45:19,600 - mmaction - INFO - Epoch [35][640/940] lr: 0.00500, eta: 13:55:18, time: 0.805, data_time: 0.002, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.3407, loss: 1.3407 2020-06-27 05:45:35,693 - mmaction - INFO - Epoch [35][660/940] lr: 0.00500, eta: 13:55:01, time: 0.803, data_time: 0.004, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8625, loss_cls: 1.5720, loss: 1.5720 2020-06-27 05:45:52,175 - mmaction - INFO - Epoch [35][680/940] lr: 0.00500, eta: 13:54:45, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8125, loss_cls: 1.4352, loss: 1.4352 2020-06-27 05:46:08,788 - mmaction - INFO - Epoch [35][700/940] lr: 0.00500, eta: 13:54:29, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.6802, loss: 1.6802 2020-06-27 05:46:24,148 - mmaction - INFO - Epoch [35][720/940] lr: 0.00500, eta: 13:54:11, time: 0.769, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.3861, loss: 1.3861 2020-06-27 05:46:40,527 - mmaction - INFO - Epoch [35][740/940] lr: 0.00500, eta: 13:53:55, time: 0.816, data_time: 0.004, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.4531, loss: 1.4531 2020-06-27 05:46:56,515 - mmaction - INFO - Epoch [35][760/940] lr: 0.00500, eta: 13:53:38, time: 0.802, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8438, loss_cls: 1.3439, loss: 1.3439 2020-06-27 05:47:12,027 - mmaction - INFO - Epoch [35][780/940] lr: 0.00500, eta: 13:53:20, time: 0.773, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4680, loss: 1.4680 2020-06-27 05:47:27,727 - mmaction - INFO - Epoch [35][800/940] lr: 0.00500, eta: 13:53:03, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8000, loss_cls: 1.5777, loss: 1.5777 2020-06-27 05:47:44,076 - mmaction - INFO - Epoch [35][820/940] lr: 0.00500, eta: 13:52:46, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4982, loss: 1.4982 2020-06-27 05:48:00,504 - mmaction - INFO - Epoch [35][840/940] lr: 0.00500, eta: 13:52:30, time: 0.824, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8375, loss_cls: 1.4551, loss: 1.4551 2020-06-27 05:48:16,386 - mmaction - INFO - Epoch [35][860/940] lr: 0.00500, eta: 13:52:13, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6777, loss: 1.6777 2020-06-27 05:48:32,463 - mmaction - INFO - Epoch [35][880/940] lr: 0.00500, eta: 13:51:56, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.2641, loss: 1.2641 2020-06-27 05:48:49,187 - mmaction - INFO - Epoch [35][900/940] lr: 0.00500, eta: 13:51:41, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1892, loss: 1.1892 2020-06-27 05:49:05,405 - mmaction - INFO - Epoch [35][920/940] lr: 0.00500, eta: 13:51:24, time: 0.811, data_time: 0.002, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.4970, loss: 1.4970 2020-06-27 05:49:21,530 - mmaction - INFO - Epoch [35][940/940] lr: 0.00500, eta: 13:51:08, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.6558, top5_acc: 0.8896, loss_cls: 1.3842, loss: 1.3842 2020-06-27 05:49:42,682 - mmaction - INFO - Epoch [36][20/940] lr: 0.00500, eta: 13:50:57, time: 0.980, data_time: 0.325, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8938, loss_cls: 1.3017, loss: 1.3017 2020-06-27 05:49:57,779 - mmaction - INFO - Epoch [36][40/940] lr: 0.00500, eta: 13:50:39, time: 0.753, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8625, loss_cls: 1.4026, loss: 1.4026 2020-06-27 05:50:12,963 - mmaction - INFO - Epoch [36][60/940] lr: 0.00500, eta: 13:50:20, time: 0.761, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8812, loss_cls: 1.2975, loss: 1.2975 2020-06-27 05:50:28,938 - mmaction - INFO - Epoch [36][80/940] lr: 0.00500, eta: 13:50:03, time: 0.799, data_time: 0.002, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.4722, loss: 1.4722 2020-06-27 05:50:44,945 - mmaction - INFO - Epoch [36][100/940] lr: 0.00500, eta: 13:49:46, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.3002, loss: 1.3002 2020-06-27 05:51:01,280 - mmaction - INFO - Epoch [36][120/940] lr: 0.00500, eta: 13:49:30, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3645, loss: 1.3645 2020-06-27 05:51:16,868 - mmaction - INFO - Epoch [36][140/940] lr: 0.00500, eta: 13:49:12, time: 0.777, data_time: 0.004, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8313, loss_cls: 1.5430, loss: 1.5430 2020-06-27 05:51:33,339 - mmaction - INFO - Epoch [36][160/940] lr: 0.00500, eta: 13:48:56, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.5019, loss: 1.5019 2020-06-27 05:51:49,085 - mmaction - INFO - Epoch [36][180/940] lr: 0.00500, eta: 13:48:39, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8625, loss_cls: 1.4464, loss: 1.4464 2020-06-27 05:52:05,161 - mmaction - INFO - Epoch [36][200/940] lr: 0.00500, eta: 13:48:22, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3504, loss: 1.3504 2020-06-27 05:52:21,240 - mmaction - INFO - Epoch [36][220/940] lr: 0.00500, eta: 13:48:05, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4851, loss: 1.4851 2020-06-27 05:52:37,426 - mmaction - INFO - Epoch [36][240/940] lr: 0.00500, eta: 13:47:49, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2092, loss: 1.2092 2020-06-27 05:52:53,416 - mmaction - INFO - Epoch [36][260/940] lr: 0.00500, eta: 13:47:32, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0612, loss: 1.0612 2020-06-27 05:53:09,199 - mmaction - INFO - Epoch [36][280/940] lr: 0.00500, eta: 13:47:15, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.3476, loss: 1.3476 2020-06-27 05:53:25,135 - mmaction - INFO - Epoch [36][300/940] lr: 0.00500, eta: 13:46:58, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.3386, loss: 1.3386 2020-06-27 05:53:41,588 - mmaction - INFO - Epoch [36][320/940] lr: 0.00500, eta: 13:46:41, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.4817, loss: 1.4817 2020-06-27 05:53:58,481 - mmaction - INFO - Epoch [36][340/940] lr: 0.00500, eta: 13:46:26, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8812, loss_cls: 1.2920, loss: 1.2920 2020-06-27 05:54:15,264 - mmaction - INFO - Epoch [36][360/940] lr: 0.00500, eta: 13:46:11, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2842, loss: 1.2842 2020-06-27 05:54:31,627 - mmaction - INFO - Epoch [36][380/940] lr: 0.00500, eta: 13:45:54, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8438, loss_cls: 1.3429, loss: 1.3429 2020-06-27 05:54:47,246 - mmaction - INFO - Epoch [36][400/940] lr: 0.00500, eta: 13:45:37, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.5168, loss: 1.5168 2020-06-27 05:55:03,796 - mmaction - INFO - Epoch [36][420/940] lr: 0.00500, eta: 13:45:21, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8688, loss_cls: 1.5333, loss: 1.5333 2020-06-27 05:55:19,313 - mmaction - INFO - Epoch [36][440/940] lr: 0.00500, eta: 13:45:03, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.5143, loss: 1.5143 2020-06-27 05:55:36,190 - mmaction - INFO - Epoch [36][460/940] lr: 0.00500, eta: 13:44:48, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.3808, loss: 1.3808 2020-06-27 05:55:51,335 - mmaction - INFO - Epoch [36][480/940] lr: 0.00500, eta: 13:44:29, time: 0.759, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8562, loss_cls: 1.4397, loss: 1.4397 2020-06-27 05:56:07,948 - mmaction - INFO - Epoch [36][500/940] lr: 0.00500, eta: 13:44:14, time: 0.829, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8500, loss_cls: 1.1826, loss: 1.1826 2020-06-27 05:56:23,831 - mmaction - INFO - Epoch [36][520/940] lr: 0.00500, eta: 13:43:57, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.6187, loss: 1.6187 2020-06-27 05:56:41,381 - mmaction - INFO - Epoch [36][540/940] lr: 0.00500, eta: 13:43:42, time: 0.875, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8688, loss_cls: 1.4072, loss: 1.4072 2020-06-27 05:56:57,210 - mmaction - INFO - Epoch [36][560/940] lr: 0.00500, eta: 13:43:25, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3469, loss: 1.3469 2020-06-27 05:57:13,395 - mmaction - INFO - Epoch [36][580/940] lr: 0.00500, eta: 13:43:09, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8500, loss_cls: 1.5594, loss: 1.5594 2020-06-27 05:57:30,480 - mmaction - INFO - Epoch [36][600/940] lr: 0.00500, eta: 13:42:54, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4612, loss: 1.4612 2020-06-27 05:57:47,163 - mmaction - INFO - Epoch [36][620/940] lr: 0.00500, eta: 13:42:38, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.3615, loss: 1.3615 2020-06-27 05:58:03,311 - mmaction - INFO - Epoch [36][640/940] lr: 0.00500, eta: 13:42:21, time: 0.807, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2875, loss: 1.2875 2020-06-27 05:58:19,562 - mmaction - INFO - Epoch [36][660/940] lr: 0.00500, eta: 13:42:05, time: 0.810, data_time: 0.004, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4051, loss: 1.4051 2020-06-27 05:58:35,900 - mmaction - INFO - Epoch [36][680/940] lr: 0.00500, eta: 13:41:49, time: 0.819, data_time: 0.007, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.3723, loss: 1.3723 2020-06-27 05:58:51,822 - mmaction - INFO - Epoch [36][700/940] lr: 0.00500, eta: 13:41:32, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8313, loss_cls: 1.4656, loss: 1.4656 2020-06-27 05:59:08,307 - mmaction - INFO - Epoch [36][720/940] lr: 0.00500, eta: 13:41:15, time: 0.822, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.1962, loss: 1.1962 2020-06-27 05:59:25,925 - mmaction - INFO - Epoch [36][740/940] lr: 0.00500, eta: 13:41:02, time: 0.882, data_time: 0.008, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.6021, loss: 1.6021 2020-06-27 05:59:41,195 - mmaction - INFO - Epoch [36][760/940] lr: 0.00500, eta: 13:40:43, time: 0.765, data_time: 0.006, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.6994, loss: 1.6994 2020-06-27 05:59:57,456 - mmaction - INFO - Epoch [36][780/940] lr: 0.00500, eta: 13:40:27, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.6606, loss: 1.6606 2020-06-27 06:00:15,061 - mmaction - INFO - Epoch [36][800/940] lr: 0.00500, eta: 13:40:13, time: 0.881, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.4997, loss: 1.4997 2020-06-27 06:00:32,623 - mmaction - INFO - Epoch [36][820/940] lr: 0.00500, eta: 13:39:59, time: 0.872, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4247, loss: 1.4247 2020-06-27 06:00:48,103 - mmaction - INFO - Epoch [36][840/940] lr: 0.00500, eta: 13:39:41, time: 0.779, data_time: 0.015, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.3961, loss: 1.3961 2020-06-27 06:01:03,332 - mmaction - INFO - Epoch [36][860/940] lr: 0.00500, eta: 13:39:23, time: 0.763, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3781, loss: 1.3781 2020-06-27 06:01:19,433 - mmaction - INFO - Epoch [36][880/940] lr: 0.00500, eta: 13:39:06, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2740, loss: 1.2740 2020-06-27 06:01:36,095 - mmaction - INFO - Epoch [36][900/940] lr: 0.00500, eta: 13:38:50, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.6606, loss: 1.6606 2020-06-27 06:01:51,687 - mmaction - INFO - Epoch [36][920/940] lr: 0.00500, eta: 13:38:33, time: 0.780, data_time: 0.002, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.3610, loss: 1.3610 2020-06-27 06:02:07,104 - mmaction - INFO - Epoch [36][940/940] lr: 0.00500, eta: 13:38:15, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.6364, top5_acc: 0.8571, loss_cls: 1.5488, loss: 1.5488 2020-06-27 06:04:51,191 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 06:04:52,196 - mmaction - INFO - top1_acc 0.6729 top5_acc 0.8756 2020-06-27 06:04:52,197 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 06:04:52,341 - mmaction - INFO - mean_acc 0.6728 2020-06-27 06:04:52,356 - mmaction - INFO - Epoch [36][940/940] lr: 0.00500, top1_acc: 0.6729, top5_acc: 0.8756, mean_class_accuracy: 0.6728 2020-06-27 06:05:11,614 - mmaction - INFO - Epoch [37][20/940] lr: 0.00500, eta: 13:38:03, time: 0.960, data_time: 0.319, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.5250, loss: 1.5250 2020-06-27 06:05:25,674 - mmaction - INFO - Epoch [37][40/940] lr: 0.00500, eta: 13:37:43, time: 0.701, data_time: 0.003, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.3864, loss: 1.3864 2020-06-27 06:05:41,484 - mmaction - INFO - Epoch [37][60/940] lr: 0.00500, eta: 13:37:26, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2597, loss: 1.2597 2020-06-27 06:05:57,052 - mmaction - INFO - Epoch [37][80/940] lr: 0.00500, eta: 13:37:08, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.3384, loss: 1.3384 2020-06-27 06:06:12,757 - mmaction - INFO - Epoch [37][100/940] lr: 0.00500, eta: 13:36:51, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.5880, loss: 1.5880 2020-06-27 06:06:28,603 - mmaction - INFO - Epoch [37][120/940] lr: 0.00500, eta: 13:36:34, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2797, loss: 1.2797 2020-06-27 06:06:44,907 - mmaction - INFO - Epoch [37][140/940] lr: 0.00500, eta: 13:36:17, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2967, loss: 1.2967 2020-06-27 06:07:01,522 - mmaction - INFO - Epoch [37][160/940] lr: 0.00500, eta: 13:36:01, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8750, loss_cls: 1.4854, loss: 1.4854 2020-06-27 06:07:17,527 - mmaction - INFO - Epoch [37][180/940] lr: 0.00500, eta: 13:35:45, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.6687, loss: 1.6687 2020-06-27 06:07:33,519 - mmaction - INFO - Epoch [37][200/940] lr: 0.00500, eta: 13:35:28, time: 0.802, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3649, loss: 1.3649 2020-06-27 06:07:49,176 - mmaction - INFO - Epoch [37][220/940] lr: 0.00500, eta: 13:35:10, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8625, loss_cls: 1.4486, loss: 1.4486 2020-06-27 06:08:05,862 - mmaction - INFO - Epoch [37][240/940] lr: 0.00500, eta: 13:34:55, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.4035, loss: 1.4035 2020-06-27 06:08:21,192 - mmaction - INFO - Epoch [37][260/940] lr: 0.00500, eta: 13:34:36, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8438, loss_cls: 1.3340, loss: 1.3340 2020-06-27 06:08:37,446 - mmaction - INFO - Epoch [37][280/940] lr: 0.00500, eta: 13:34:20, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3858, loss: 1.3858 2020-06-27 06:08:54,071 - mmaction - INFO - Epoch [37][300/940] lr: 0.00500, eta: 13:34:04, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.5576, loss: 1.5576 2020-06-27 06:09:09,911 - mmaction - INFO - Epoch [37][320/940] lr: 0.00500, eta: 13:33:47, time: 0.792, data_time: 0.003, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.3367, loss: 1.3367 2020-06-27 06:09:26,700 - mmaction - INFO - Epoch [37][340/940] lr: 0.00500, eta: 13:33:32, time: 0.839, data_time: 0.002, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8313, loss_cls: 1.3961, loss: 1.3961 2020-06-27 06:09:42,951 - mmaction - INFO - Epoch [37][360/940] lr: 0.00500, eta: 13:33:15, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8125, loss_cls: 1.4820, loss: 1.4820 2020-06-27 06:09:58,839 - mmaction - INFO - Epoch [37][380/940] lr: 0.00500, eta: 13:32:58, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8938, loss_cls: 1.2744, loss: 1.2744 2020-06-27 06:10:15,333 - mmaction - INFO - Epoch [37][400/940] lr: 0.00500, eta: 13:32:42, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8812, loss_cls: 1.3700, loss: 1.3700 2020-06-27 06:10:30,956 - mmaction - INFO - Epoch [37][420/940] lr: 0.00500, eta: 13:32:25, time: 0.781, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.3243, loss: 1.3243 2020-06-27 06:10:47,192 - mmaction - INFO - Epoch [37][440/940] lr: 0.00500, eta: 13:32:08, time: 0.812, data_time: 0.002, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.4375, loss: 1.4375 2020-06-27 06:11:03,543 - mmaction - INFO - Epoch [37][460/940] lr: 0.00500, eta: 13:31:52, time: 0.815, data_time: 0.001, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3159, loss: 1.3159 2020-06-27 06:11:19,791 - mmaction - INFO - Epoch [37][480/940] lr: 0.00500, eta: 13:31:35, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8938, loss_cls: 1.3173, loss: 1.3173 2020-06-27 06:11:35,546 - mmaction - INFO - Epoch [37][500/940] lr: 0.00500, eta: 13:31:18, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.5164, loss: 1.5164 2020-06-27 06:11:52,298 - mmaction - INFO - Epoch [37][520/940] lr: 0.00500, eta: 13:31:03, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.5268, loss: 1.5268 2020-06-27 06:12:08,371 - mmaction - INFO - Epoch [37][540/940] lr: 0.00500, eta: 13:30:46, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.4479, loss: 1.4479 2020-06-27 06:12:24,804 - mmaction - INFO - Epoch [37][560/940] lr: 0.00500, eta: 13:30:30, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.4538, loss: 1.4538 2020-06-27 06:12:40,571 - mmaction - INFO - Epoch [37][580/940] lr: 0.00500, eta: 13:30:12, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.4964, loss: 1.4964 2020-06-27 06:12:56,660 - mmaction - INFO - Epoch [37][600/940] lr: 0.00500, eta: 13:29:56, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2418, loss: 1.2418 2020-06-27 06:13:13,090 - mmaction - INFO - Epoch [37][620/940] lr: 0.00500, eta: 13:29:40, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.2735, loss: 1.2735 2020-06-27 06:13:29,494 - mmaction - INFO - Epoch [37][640/940] lr: 0.00500, eta: 13:29:23, time: 0.821, data_time: 0.003, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8063, loss_cls: 1.5646, loss: 1.5646 2020-06-27 06:13:46,052 - mmaction - INFO - Epoch [37][660/940] lr: 0.00500, eta: 13:29:07, time: 0.826, data_time: 0.001, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.4038, loss: 1.4038 2020-06-27 06:14:01,677 - mmaction - INFO - Epoch [37][680/940] lr: 0.00500, eta: 13:28:50, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.5878, loss: 1.5878 2020-06-27 06:14:17,771 - mmaction - INFO - Epoch [37][700/940] lr: 0.00500, eta: 13:28:33, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8313, loss_cls: 1.3903, loss: 1.3903 2020-06-27 06:14:34,753 - mmaction - INFO - Epoch [37][720/940] lr: 0.00500, eta: 13:28:18, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.5098, loss: 1.5098 2020-06-27 06:14:50,776 - mmaction - INFO - Epoch [37][740/940] lr: 0.00500, eta: 13:28:01, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2465, loss: 1.2465 2020-06-27 06:15:06,183 - mmaction - INFO - Epoch [37][760/940] lr: 0.00500, eta: 13:27:43, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8375, loss_cls: 1.5003, loss: 1.5003 2020-06-27 06:15:22,030 - mmaction - INFO - Epoch [37][780/940] lr: 0.00500, eta: 13:27:26, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.5884, loss: 1.5884 2020-06-27 06:15:38,367 - mmaction - INFO - Epoch [37][800/940] lr: 0.00500, eta: 13:27:10, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5337, loss: 1.5337 2020-06-27 06:15:54,513 - mmaction - INFO - Epoch [37][820/940] lr: 0.00500, eta: 13:26:53, time: 0.806, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8125, loss_cls: 1.5287, loss: 1.5287 2020-06-27 06:16:11,225 - mmaction - INFO - Epoch [37][840/940] lr: 0.00500, eta: 13:26:38, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3768, loss: 1.3768 2020-06-27 06:16:26,774 - mmaction - INFO - Epoch [37][860/940] lr: 0.00500, eta: 13:26:20, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.4081, loss: 1.4081 2020-06-27 06:16:43,343 - mmaction - INFO - Epoch [37][880/940] lr: 0.00500, eta: 13:26:04, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.7265, loss: 1.7265 2020-06-27 06:16:59,403 - mmaction - INFO - Epoch [37][900/940] lr: 0.00500, eta: 13:25:47, time: 0.803, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8438, loss_cls: 1.2574, loss: 1.2574 2020-06-27 06:17:15,602 - mmaction - INFO - Epoch [37][920/940] lr: 0.00500, eta: 13:25:31, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.7886, loss: 1.7886 2020-06-27 06:17:31,190 - mmaction - INFO - Epoch [37][940/940] lr: 0.00500, eta: 13:25:13, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.6688, top5_acc: 0.8506, loss_cls: 1.3267, loss: 1.3267 2020-06-27 06:17:52,513 - mmaction - INFO - Epoch [38][20/940] lr: 0.00500, eta: 13:25:03, time: 0.998, data_time: 0.336, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.5894, loss: 1.5894 2020-06-27 06:18:06,204 - mmaction - INFO - Epoch [38][40/940] lr: 0.00500, eta: 13:24:42, time: 0.683, data_time: 0.002, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8875, loss_cls: 1.2347, loss: 1.2347 2020-06-27 06:18:20,748 - mmaction - INFO - Epoch [38][60/940] lr: 0.00500, eta: 13:24:23, time: 0.728, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.3437, loss: 1.3437 2020-06-27 06:18:36,908 - mmaction - INFO - Epoch [38][80/940] lr: 0.00500, eta: 13:24:06, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.6776, loss: 1.6776 2020-06-27 06:18:54,359 - mmaction - INFO - Epoch [38][100/940] lr: 0.00500, eta: 13:23:52, time: 0.873, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8812, loss_cls: 1.3823, loss: 1.3823 2020-06-27 06:19:10,161 - mmaction - INFO - Epoch [38][120/940] lr: 0.00500, eta: 13:23:35, time: 0.790, data_time: 0.003, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8375, loss_cls: 1.2736, loss: 1.2736 2020-06-27 06:19:25,709 - mmaction - INFO - Epoch [38][140/940] lr: 0.00500, eta: 13:23:17, time: 0.774, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.4573, loss: 1.4573 2020-06-27 06:19:41,783 - mmaction - INFO - Epoch [38][160/940] lr: 0.00500, eta: 13:23:01, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4550, loss: 1.4550 2020-06-27 06:19:57,926 - mmaction - INFO - Epoch [38][180/940] lr: 0.00500, eta: 13:22:44, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.4693, loss: 1.4693 2020-06-27 06:20:13,714 - mmaction - INFO - Epoch [38][200/940] lr: 0.00500, eta: 13:22:27, time: 0.789, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.9000, loss_cls: 1.3411, loss: 1.3411 2020-06-27 06:20:30,191 - mmaction - INFO - Epoch [38][220/940] lr: 0.00500, eta: 13:22:11, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8875, loss_cls: 1.3881, loss: 1.3881 2020-06-27 06:20:45,702 - mmaction - INFO - Epoch [38][240/940] lr: 0.00500, eta: 13:21:53, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.3081, loss: 1.3081 2020-06-27 06:21:02,028 - mmaction - INFO - Epoch [38][260/940] lr: 0.00500, eta: 13:21:37, time: 0.820, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 1.0325, loss: 1.0325 2020-06-27 06:21:18,513 - mmaction - INFO - Epoch [38][280/940] lr: 0.00500, eta: 13:21:21, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.2339, loss: 1.2339 2020-06-27 06:21:34,407 - mmaction - INFO - Epoch [38][300/940] lr: 0.00500, eta: 13:21:04, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2841, loss: 1.2841 2020-06-27 06:21:50,707 - mmaction - INFO - Epoch [38][320/940] lr: 0.00500, eta: 13:20:47, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4655, loss: 1.4655 2020-06-27 06:22:07,159 - mmaction - INFO - Epoch [38][340/940] lr: 0.00500, eta: 13:20:31, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4481, loss: 1.4481 2020-06-27 06:22:22,897 - mmaction - INFO - Epoch [38][360/940] lr: 0.00500, eta: 13:20:14, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3596, loss: 1.3596 2020-06-27 06:22:39,445 - mmaction - INFO - Epoch [38][380/940] lr: 0.00500, eta: 13:19:58, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.3710, loss: 1.3710 2020-06-27 06:22:56,174 - mmaction - INFO - Epoch [38][400/940] lr: 0.00500, eta: 13:19:42, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8125, loss_cls: 1.4678, loss: 1.4678 2020-06-27 06:23:12,622 - mmaction - INFO - Epoch [38][420/940] lr: 0.00500, eta: 13:19:26, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5380, loss: 1.5380 2020-06-27 06:23:29,008 - mmaction - INFO - Epoch [38][440/940] lr: 0.00500, eta: 13:19:10, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.3417, loss: 1.3417 2020-06-27 06:23:44,859 - mmaction - INFO - Epoch [38][460/940] lr: 0.00500, eta: 13:18:53, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8812, loss_cls: 1.4362, loss: 1.4362 2020-06-27 06:24:01,810 - mmaction - INFO - Epoch [38][480/940] lr: 0.00500, eta: 13:18:38, time: 0.851, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8438, loss_cls: 1.4459, loss: 1.4459 2020-06-27 06:24:17,767 - mmaction - INFO - Epoch [38][500/940] lr: 0.00500, eta: 13:18:21, time: 0.798, data_time: 0.003, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6989, loss: 1.6989 2020-06-27 06:24:34,601 - mmaction - INFO - Epoch [38][520/940] lr: 0.00500, eta: 13:18:05, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.4387, loss: 1.4387 2020-06-27 06:24:50,776 - mmaction - INFO - Epoch [38][540/940] lr: 0.00500, eta: 13:17:49, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.4892, loss: 1.4892 2020-06-27 06:25:07,438 - mmaction - INFO - Epoch [38][560/940] lr: 0.00500, eta: 13:17:33, time: 0.833, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.3056, loss: 1.3056 2020-06-27 06:25:22,965 - mmaction - INFO - Epoch [38][580/940] lr: 0.00500, eta: 13:17:16, time: 0.776, data_time: 0.001, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.4751, loss: 1.4751 2020-06-27 06:25:38,614 - mmaction - INFO - Epoch [38][600/940] lr: 0.00500, eta: 13:16:58, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8375, loss_cls: 1.3730, loss: 1.3730 2020-06-27 06:25:54,192 - mmaction - INFO - Epoch [38][620/940] lr: 0.00500, eta: 13:16:41, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.3979, loss: 1.3979 2020-06-27 06:26:10,541 - mmaction - INFO - Epoch [38][640/940] lr: 0.00500, eta: 13:16:24, time: 0.818, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2634, loss: 1.2634 2020-06-27 06:26:26,222 - mmaction - INFO - Epoch [38][660/940] lr: 0.00500, eta: 13:16:07, time: 0.784, data_time: 0.002, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.5051, loss: 1.5051 2020-06-27 06:26:42,642 - mmaction - INFO - Epoch [38][680/940] lr: 0.00500, eta: 13:15:51, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4868, loss: 1.4868 2020-06-27 06:26:58,991 - mmaction - INFO - Epoch [38][700/940] lr: 0.00500, eta: 13:15:34, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8063, loss_cls: 1.5150, loss: 1.5150 2020-06-27 06:27:15,013 - mmaction - INFO - Epoch [38][720/940] lr: 0.00500, eta: 13:15:18, time: 0.804, data_time: 0.007, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.2873, loss: 1.2873 2020-06-27 06:27:30,726 - mmaction - INFO - Epoch [38][740/940] lr: 0.00500, eta: 13:15:00, time: 0.785, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2371, loss: 1.2371 2020-06-27 06:27:46,764 - mmaction - INFO - Epoch [38][760/940] lr: 0.00500, eta: 13:14:44, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3708, loss: 1.3708 2020-06-27 06:28:02,485 - mmaction - INFO - Epoch [38][780/940] lr: 0.00500, eta: 13:14:26, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.2348, loss: 1.2348 2020-06-27 06:28:18,898 - mmaction - INFO - Epoch [38][800/940] lr: 0.00500, eta: 13:14:10, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2032, loss: 1.2032 2020-06-27 06:28:35,864 - mmaction - INFO - Epoch [38][820/940] lr: 0.00500, eta: 13:13:55, time: 0.848, data_time: 0.002, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.5712, loss: 1.5712 2020-06-27 06:28:51,552 - mmaction - INFO - Epoch [38][840/940] lr: 0.00500, eta: 13:13:38, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.4823, loss: 1.4823 2020-06-27 06:29:07,720 - mmaction - INFO - Epoch [38][860/940] lr: 0.00500, eta: 13:13:21, time: 0.808, data_time: 0.002, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.4631, loss: 1.4631 2020-06-27 06:29:23,649 - mmaction - INFO - Epoch [38][880/940] lr: 0.00500, eta: 13:13:04, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1598, loss: 1.1598 2020-06-27 06:29:40,523 - mmaction - INFO - Epoch [38][900/940] lr: 0.00500, eta: 13:12:49, time: 0.844, data_time: 0.002, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.4753, loss: 1.4753 2020-06-27 06:29:56,326 - mmaction - INFO - Epoch [38][920/940] lr: 0.00500, eta: 13:12:32, time: 0.789, data_time: 0.004, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3546, loss: 1.3546 2020-06-27 06:30:12,781 - mmaction - INFO - Epoch [38][940/940] lr: 0.00500, eta: 13:12:16, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.6623, top5_acc: 0.8571, loss_cls: 1.3432, loss: 1.3432 2020-06-27 06:32:54,578 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 06:32:55,596 - mmaction - INFO - top1_acc 0.6770 top5_acc 0.8793 2020-06-27 06:32:55,597 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 06:32:55,665 - mmaction - INFO - mean_acc 0.6769 2020-06-27 06:32:55,673 - mmaction - INFO - Epoch [38][940/940] lr: 0.00500, top1_acc: 0.6770, top5_acc: 0.8793, mean_class_accuracy: 0.6769 2020-06-27 06:33:15,861 - mmaction - INFO - Epoch [39][20/940] lr: 0.00500, eta: 13:12:05, time: 1.005, data_time: 0.341, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8875, loss_cls: 1.3752, loss: 1.3752 2020-06-27 06:33:29,626 - mmaction - INFO - Epoch [39][40/940] lr: 0.00500, eta: 13:11:45, time: 0.686, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2953, loss: 1.2953 2020-06-27 06:33:44,258 - mmaction - INFO - Epoch [39][60/940] lr: 0.00500, eta: 13:11:26, time: 0.734, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.3086, loss: 1.3086 2020-06-27 06:33:59,927 - mmaction - INFO - Epoch [39][80/940] lr: 0.00500, eta: 13:11:09, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.3735, loss: 1.3735 2020-06-27 06:34:15,856 - mmaction - INFO - Epoch [39][100/940] lr: 0.00500, eta: 13:10:52, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3349, loss: 1.3349 2020-06-27 06:34:32,334 - mmaction - INFO - Epoch [39][120/940] lr: 0.00500, eta: 13:10:36, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.3795, loss: 1.3795 2020-06-27 06:34:47,989 - mmaction - INFO - Epoch [39][140/940] lr: 0.00500, eta: 13:10:18, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2881, loss: 1.2881 2020-06-27 06:35:03,520 - mmaction - INFO - Epoch [39][160/940] lr: 0.00500, eta: 13:10:01, time: 0.774, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.4069, loss: 1.4069 2020-06-27 06:35:19,197 - mmaction - INFO - Epoch [39][180/940] lr: 0.00500, eta: 13:09:43, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8500, loss_cls: 1.3386, loss: 1.3386 2020-06-27 06:35:35,708 - mmaction - INFO - Epoch [39][200/940] lr: 0.00500, eta: 13:09:27, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1984, loss: 1.1984 2020-06-27 06:35:51,694 - mmaction - INFO - Epoch [39][220/940] lr: 0.00500, eta: 13:09:10, time: 0.803, data_time: 0.007, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8875, loss_cls: 1.2583, loss: 1.2583 2020-06-27 06:36:07,865 - mmaction - INFO - Epoch [39][240/940] lr: 0.00500, eta: 13:08:54, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8750, loss_cls: 1.4308, loss: 1.4308 2020-06-27 06:36:23,739 - mmaction - INFO - Epoch [39][260/940] lr: 0.00500, eta: 13:08:37, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6755, loss: 1.6755 2020-06-27 06:36:39,305 - mmaction - INFO - Epoch [39][280/940] lr: 0.00500, eta: 13:08:19, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.2312, loss: 1.2312 2020-06-27 06:36:55,012 - mmaction - INFO - Epoch [39][300/940] lr: 0.00500, eta: 13:08:02, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.3673, loss: 1.3673 2020-06-27 06:37:11,099 - mmaction - INFO - Epoch [39][320/940] lr: 0.00500, eta: 13:07:45, time: 0.804, data_time: 0.002, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8438, loss_cls: 1.3751, loss: 1.3751 2020-06-27 06:37:27,099 - mmaction - INFO - Epoch [39][340/940] lr: 0.00500, eta: 13:07:29, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8187, loss_cls: 1.4588, loss: 1.4588 2020-06-27 06:37:43,156 - mmaction - INFO - Epoch [39][360/940] lr: 0.00500, eta: 13:07:12, time: 0.799, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2843, loss: 1.2843 2020-06-27 06:37:58,935 - mmaction - INFO - Epoch [39][380/940] lr: 0.00500, eta: 13:06:55, time: 0.793, data_time: 0.007, memory: 7079, top1_acc: 0.6125, top5_acc: 0.7875, loss_cls: 1.6719, loss: 1.6719 2020-06-27 06:38:14,772 - mmaction - INFO - Epoch [39][400/940] lr: 0.00500, eta: 13:06:38, time: 0.789, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8562, loss_cls: 1.2545, loss: 1.2545 2020-06-27 06:38:30,773 - mmaction - INFO - Epoch [39][420/940] lr: 0.00500, eta: 13:06:21, time: 0.801, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.2575, loss: 1.2575 2020-06-27 06:38:48,615 - mmaction - INFO - Epoch [39][440/940] lr: 0.00500, eta: 13:06:07, time: 0.892, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8313, loss_cls: 1.3999, loss: 1.3999 2020-06-27 06:39:03,454 - mmaction - INFO - Epoch [39][460/940] lr: 0.00500, eta: 13:05:48, time: 0.743, data_time: 0.004, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.6277, loss: 1.6277 2020-06-27 06:39:19,818 - mmaction - INFO - Epoch [39][480/940] lr: 0.00500, eta: 13:05:32, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 1.4333, loss: 1.4333 2020-06-27 06:39:35,460 - mmaction - INFO - Epoch [39][500/940] lr: 0.00500, eta: 13:05:15, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.5533, loss: 1.5533 2020-06-27 06:39:52,283 - mmaction - INFO - Epoch [39][520/940] lr: 0.00500, eta: 13:04:59, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3479, loss: 1.3479 2020-06-27 06:40:08,522 - mmaction - INFO - Epoch [39][540/940] lr: 0.00500, eta: 13:04:43, time: 0.814, data_time: 0.007, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2566, loss: 1.2566 2020-06-27 06:40:23,780 - mmaction - INFO - Epoch [39][560/940] lr: 0.00500, eta: 13:04:25, time: 0.764, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3241, loss: 1.3241 2020-06-27 06:40:40,074 - mmaction - INFO - Epoch [39][580/940] lr: 0.00500, eta: 13:04:09, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8875, loss_cls: 1.3746, loss: 1.3746 2020-06-27 06:40:55,753 - mmaction - INFO - Epoch [39][600/940] lr: 0.00500, eta: 13:03:51, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.3342, loss: 1.3342 2020-06-27 06:41:11,470 - mmaction - INFO - Epoch [39][620/940] lr: 0.00500, eta: 13:03:34, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8875, loss_cls: 1.3258, loss: 1.3258 2020-06-27 06:41:27,210 - mmaction - INFO - Epoch [39][640/940] lr: 0.00500, eta: 13:03:17, time: 0.787, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.2910, loss: 1.2910 2020-06-27 06:41:43,474 - mmaction - INFO - Epoch [39][660/940] lr: 0.00500, eta: 13:03:00, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3512, loss: 1.3512 2020-06-27 06:41:59,747 - mmaction - INFO - Epoch [39][680/940] lr: 0.00500, eta: 13:02:44, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9840, loss: 0.9840 2020-06-27 06:42:15,645 - mmaction - INFO - Epoch [39][700/940] lr: 0.00500, eta: 13:02:27, time: 0.795, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.4157, loss: 1.4157 2020-06-27 06:42:31,387 - mmaction - INFO - Epoch [39][720/940] lr: 0.00500, eta: 13:02:10, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.3151, loss: 1.3151 2020-06-27 06:42:48,243 - mmaction - INFO - Epoch [39][740/940] lr: 0.00500, eta: 13:01:54, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.1626, loss: 1.1626 2020-06-27 06:43:04,214 - mmaction - INFO - Epoch [39][760/940] lr: 0.00500, eta: 13:01:38, time: 0.797, data_time: 0.004, memory: 7079, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.7124, loss: 1.7124 2020-06-27 06:43:19,975 - mmaction - INFO - Epoch [39][780/940] lr: 0.00500, eta: 13:01:20, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4858, loss: 1.4858 2020-06-27 06:43:35,585 - mmaction - INFO - Epoch [39][800/940] lr: 0.00500, eta: 13:01:03, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.5780, loss: 1.5780 2020-06-27 06:43:52,437 - mmaction - INFO - Epoch [39][820/940] lr: 0.00500, eta: 13:00:48, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.4236, loss: 1.4236 2020-06-27 06:44:08,396 - mmaction - INFO - Epoch [39][840/940] lr: 0.00500, eta: 13:00:31, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8812, loss_cls: 1.4628, loss: 1.4628 2020-06-27 06:44:24,564 - mmaction - INFO - Epoch [39][860/940] lr: 0.00500, eta: 13:00:14, time: 0.808, data_time: 0.004, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.5722, loss: 1.5722 2020-06-27 06:44:40,558 - mmaction - INFO - Epoch [39][880/940] lr: 0.00500, eta: 12:59:57, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.1564, loss: 1.1564 2020-06-27 06:44:57,111 - mmaction - INFO - Epoch [39][900/940] lr: 0.00500, eta: 12:59:42, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1841, loss: 1.1841 2020-06-27 06:45:13,083 - mmaction - INFO - Epoch [39][920/940] lr: 0.00500, eta: 12:59:25, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.5846, loss: 1.5846 2020-06-27 06:45:28,188 - mmaction - INFO - Epoch [39][940/940] lr: 0.00500, eta: 12:59:07, time: 0.758, data_time: 0.007, memory: 7079, top1_acc: 0.7078, top5_acc: 0.8701, loss_cls: 1.2845, loss: 1.2845 2020-06-27 06:45:49,551 - mmaction - INFO - Epoch [40][20/940] lr: 0.00500, eta: 12:58:55, time: 0.982, data_time: 0.308, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3650, loss: 1.3650 2020-06-27 06:46:04,260 - mmaction - INFO - Epoch [40][40/940] lr: 0.00500, eta: 12:58:37, time: 0.733, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.4090, loss: 1.4090 2020-06-27 06:46:19,767 - mmaction - INFO - Epoch [40][60/940] lr: 0.00500, eta: 12:58:19, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8187, loss_cls: 1.3328, loss: 1.3328 2020-06-27 06:46:36,096 - mmaction - INFO - Epoch [40][80/940] lr: 0.00500, eta: 12:58:03, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3478, loss: 1.3478 2020-06-27 06:46:51,931 - mmaction - INFO - Epoch [40][100/940] lr: 0.00500, eta: 12:57:46, time: 0.795, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4519, loss: 1.4519 2020-06-27 06:47:07,962 - mmaction - INFO - Epoch [40][120/940] lr: 0.00500, eta: 12:57:29, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3419, loss: 1.3419 2020-06-27 06:47:24,459 - mmaction - INFO - Epoch [40][140/940] lr: 0.00500, eta: 12:57:13, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.4425, loss: 1.4425 2020-06-27 06:47:40,615 - mmaction - INFO - Epoch [40][160/940] lr: 0.00500, eta: 12:56:56, time: 0.805, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8438, loss_cls: 1.3737, loss: 1.3737 2020-06-27 06:47:56,132 - mmaction - INFO - Epoch [40][180/940] lr: 0.00500, eta: 12:56:39, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4078, loss: 1.4078 2020-06-27 06:48:11,825 - mmaction - INFO - Epoch [40][200/940] lr: 0.00500, eta: 12:56:22, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1686, loss: 1.1686 2020-06-27 06:48:27,741 - mmaction - INFO - Epoch [40][220/940] lr: 0.00500, eta: 12:56:05, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.3919, loss: 1.3919 2020-06-27 06:48:43,891 - mmaction - INFO - Epoch [40][240/940] lr: 0.00500, eta: 12:55:48, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.6000, top5_acc: 0.8063, loss_cls: 1.6650, loss: 1.6650 2020-06-27 06:48:59,978 - mmaction - INFO - Epoch [40][260/940] lr: 0.00500, eta: 12:55:32, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.2749, loss: 1.2749 2020-06-27 06:49:16,058 - mmaction - INFO - Epoch [40][280/940] lr: 0.00500, eta: 12:55:15, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.1055, loss: 1.1055 2020-06-27 06:49:31,980 - mmaction - INFO - Epoch [40][300/940] lr: 0.00500, eta: 12:54:58, time: 0.799, data_time: 0.007, memory: 7079, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.7265, loss: 1.7265 2020-06-27 06:49:47,943 - mmaction - INFO - Epoch [40][320/940] lr: 0.00500, eta: 12:54:41, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.5104, loss: 1.5104 2020-06-27 06:50:04,123 - mmaction - INFO - Epoch [40][340/940] lr: 0.00500, eta: 12:54:25, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.5560, loss: 1.5560 2020-06-27 06:50:20,616 - mmaction - INFO - Epoch [40][360/940] lr: 0.00500, eta: 12:54:09, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.3685, loss: 1.3685 2020-06-27 06:50:36,163 - mmaction - INFO - Epoch [40][380/940] lr: 0.00500, eta: 12:53:51, time: 0.777, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2913, loss: 1.2913 2020-06-27 06:50:52,065 - mmaction - INFO - Epoch [40][400/940] lr: 0.00500, eta: 12:53:34, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1721, loss: 1.1721 2020-06-27 06:51:08,511 - mmaction - INFO - Epoch [40][420/940] lr: 0.00500, eta: 12:53:18, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.4527, loss: 1.4527 2020-06-27 06:51:24,937 - mmaction - INFO - Epoch [40][440/940] lr: 0.00500, eta: 12:53:02, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.4863, loss: 1.4863 2020-06-27 06:51:40,476 - mmaction - INFO - Epoch [40][460/940] lr: 0.00500, eta: 12:52:45, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4621, loss: 1.4621 2020-06-27 06:51:56,835 - mmaction - INFO - Epoch [40][480/940] lr: 0.00500, eta: 12:52:28, time: 0.817, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.3130, loss: 1.3130 2020-06-27 06:52:12,870 - mmaction - INFO - Epoch [40][500/940] lr: 0.00500, eta: 12:52:12, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8313, loss_cls: 1.5203, loss: 1.5203 2020-06-27 06:52:29,175 - mmaction - INFO - Epoch [40][520/940] lr: 0.00500, eta: 12:51:55, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.5034, loss: 1.5034 2020-06-27 06:52:45,686 - mmaction - INFO - Epoch [40][540/940] lr: 0.00500, eta: 12:51:39, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4774, loss: 1.4774 2020-06-27 06:53:00,923 - mmaction - INFO - Epoch [40][560/940] lr: 0.00500, eta: 12:51:22, time: 0.762, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.2526, loss: 1.2526 2020-06-27 06:53:16,967 - mmaction - INFO - Epoch [40][580/940] lr: 0.00500, eta: 12:51:05, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3948, loss: 1.3948 2020-06-27 06:53:32,680 - mmaction - INFO - Epoch [40][600/940] lr: 0.00500, eta: 12:50:48, time: 0.786, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.5880, loss: 1.5880 2020-06-27 06:53:48,497 - mmaction - INFO - Epoch [40][620/940] lr: 0.00500, eta: 12:50:31, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.9187, loss_cls: 1.1931, loss: 1.1931 2020-06-27 06:54:04,191 - mmaction - INFO - Epoch [40][640/940] lr: 0.00500, eta: 12:50:13, time: 0.785, data_time: 0.003, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.4525, loss: 1.4525 2020-06-27 06:54:20,425 - mmaction - INFO - Epoch [40][660/940] lr: 0.00500, eta: 12:49:57, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6250, top5_acc: 0.7937, loss_cls: 1.7003, loss: 1.7003 2020-06-27 06:54:36,161 - mmaction - INFO - Epoch [40][680/940] lr: 0.00500, eta: 12:49:40, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.3382, loss: 1.3382 2020-06-27 06:54:53,194 - mmaction - INFO - Epoch [40][700/940] lr: 0.00500, eta: 12:49:25, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.4920, loss: 1.4920 2020-06-27 06:55:09,437 - mmaction - INFO - Epoch [40][720/940] lr: 0.00500, eta: 12:49:08, time: 0.812, data_time: 0.003, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.4477, loss: 1.4477 2020-06-27 06:55:24,585 - mmaction - INFO - Epoch [40][740/940] lr: 0.00500, eta: 12:48:50, time: 0.757, data_time: 0.002, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8750, loss_cls: 1.4300, loss: 1.4300 2020-06-27 06:55:40,589 - mmaction - INFO - Epoch [40][760/940] lr: 0.00500, eta: 12:48:33, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.6448, loss: 1.6448 2020-06-27 06:55:57,745 - mmaction - INFO - Epoch [40][780/940] lr: 0.00500, eta: 12:48:18, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8500, loss_cls: 1.3526, loss: 1.3526 2020-06-27 06:56:13,134 - mmaction - INFO - Epoch [40][800/940] lr: 0.00500, eta: 12:48:01, time: 0.767, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8438, loss_cls: 1.3650, loss: 1.3650 2020-06-27 06:56:29,022 - mmaction - INFO - Epoch [40][820/940] lr: 0.00500, eta: 12:47:44, time: 0.798, data_time: 0.007, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.6356, loss: 1.6356 2020-06-27 06:56:46,722 - mmaction - INFO - Epoch [40][840/940] lr: 0.00500, eta: 12:47:30, time: 0.883, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3367, loss: 1.3367 2020-06-27 06:57:02,211 - mmaction - INFO - Epoch [40][860/940] lr: 0.00500, eta: 12:47:12, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.5228, loss: 1.5228 2020-06-27 06:57:17,946 - mmaction - INFO - Epoch [40][880/940] lr: 0.00500, eta: 12:46:55, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8750, loss_cls: 1.4546, loss: 1.4546 2020-06-27 06:57:34,898 - mmaction - INFO - Epoch [40][900/940] lr: 0.00500, eta: 12:46:40, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.3920, loss: 1.3920 2020-06-27 06:57:50,497 - mmaction - INFO - Epoch [40][920/940] lr: 0.00500, eta: 12:46:22, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4388, loss: 1.4388 2020-06-27 06:58:06,049 - mmaction - INFO - Epoch [40][940/940] lr: 0.00500, eta: 12:46:05, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.6429, top5_acc: 0.8442, loss_cls: 1.4195, loss: 1.4195 2020-06-27 07:00:48,154 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 07:00:49,181 - mmaction - INFO - top1_acc 0.6795 top5_acc 0.8812 2020-06-27 07:00:49,181 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 07:00:49,255 - mmaction - INFO - mean_acc 0.6793 2020-06-27 07:00:49,265 - mmaction - INFO - Epoch [40][940/940] lr: 0.00500, top1_acc: 0.6795, top5_acc: 0.8812, mean_class_accuracy: 0.6793 2020-06-27 07:01:13,829 - mmaction - INFO - Epoch [41][20/940] lr: 0.00050, eta: 12:46:01, time: 1.222, data_time: 0.386, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2805, loss: 1.2805 2020-06-27 07:01:26,492 - mmaction - INFO - Epoch [41][40/940] lr: 0.00050, eta: 12:45:39, time: 0.635, data_time: 0.008, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.3646, loss: 1.3646 2020-06-27 07:01:40,648 - mmaction - INFO - Epoch [41][60/940] lr: 0.00050, eta: 12:45:20, time: 0.709, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1590, loss: 1.1590 2020-06-27 07:01:55,619 - mmaction - INFO - Epoch [41][80/940] lr: 0.00050, eta: 12:45:01, time: 0.749, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4364, loss: 1.4364 2020-06-27 07:02:10,896 - mmaction - INFO - Epoch [41][100/940] lr: 0.00050, eta: 12:44:44, time: 0.764, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4354, loss: 1.4354 2020-06-27 07:02:26,545 - mmaction - INFO - Epoch [41][120/940] lr: 0.00050, eta: 12:44:26, time: 0.782, data_time: 0.002, memory: 7079, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.6039, loss: 1.6039 2020-06-27 07:02:42,601 - mmaction - INFO - Epoch [41][140/940] lr: 0.00050, eta: 12:44:10, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8000, loss_cls: 1.6596, loss: 1.6596 2020-06-27 07:02:58,424 - mmaction - INFO - Epoch [41][160/940] lr: 0.00050, eta: 12:43:53, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8625, loss_cls: 1.1821, loss: 1.1821 2020-06-27 07:03:14,171 - mmaction - INFO - Epoch [41][180/940] lr: 0.00050, eta: 12:43:35, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.1176, loss: 1.1176 2020-06-27 07:03:30,657 - mmaction - INFO - Epoch [41][200/940] lr: 0.00050, eta: 12:43:19, time: 0.828, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.2457, loss: 1.2457 2020-06-27 07:03:47,085 - mmaction - INFO - Epoch [41][220/940] lr: 0.00050, eta: 12:43:03, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0745, loss: 1.0745 2020-06-27 07:04:03,059 - mmaction - INFO - Epoch [41][240/940] lr: 0.00050, eta: 12:42:47, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.1335, loss: 1.1335 2020-06-27 07:04:18,964 - mmaction - INFO - Epoch [41][260/940] lr: 0.00050, eta: 12:42:30, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1456, loss: 1.1456 2020-06-27 07:04:34,677 - mmaction - INFO - Epoch [41][280/940] lr: 0.00050, eta: 12:42:12, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.1107, loss: 1.1107 2020-06-27 07:04:50,761 - mmaction - INFO - Epoch [41][300/940] lr: 0.00050, eta: 12:41:56, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.1505, loss: 1.1505 2020-06-27 07:05:07,498 - mmaction - INFO - Epoch [41][320/940] lr: 0.00050, eta: 12:41:40, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.2827, loss: 1.2827 2020-06-27 07:05:24,158 - mmaction - INFO - Epoch [41][340/940] lr: 0.00050, eta: 12:41:24, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2126, loss: 1.2126 2020-06-27 07:05:41,017 - mmaction - INFO - Epoch [41][360/940] lr: 0.00050, eta: 12:41:09, time: 0.841, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2509, loss: 1.2509 2020-06-27 07:05:56,869 - mmaction - INFO - Epoch [41][380/940] lr: 0.00050, eta: 12:40:52, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.3757, loss: 1.3757 2020-06-27 07:06:12,579 - mmaction - INFO - Epoch [41][400/940] lr: 0.00050, eta: 12:40:35, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.1149, loss: 1.1149 2020-06-27 07:06:28,773 - mmaction - INFO - Epoch [41][420/940] lr: 0.00050, eta: 12:40:18, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8313, loss_cls: 1.3471, loss: 1.3471 2020-06-27 07:06:44,438 - mmaction - INFO - Epoch [41][440/940] lr: 0.00050, eta: 12:40:01, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.3361, loss: 1.3361 2020-06-27 07:07:00,504 - mmaction - INFO - Epoch [41][460/940] lr: 0.00050, eta: 12:39:44, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.1267, loss: 1.1267 2020-06-27 07:07:16,102 - mmaction - INFO - Epoch [41][480/940] lr: 0.00050, eta: 12:39:27, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0732, loss: 1.0732 2020-06-27 07:07:32,435 - mmaction - INFO - Epoch [41][500/940] lr: 0.00050, eta: 12:39:11, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8000, loss_cls: 1.5794, loss: 1.5794 2020-06-27 07:07:48,474 - mmaction - INFO - Epoch [41][520/940] lr: 0.00050, eta: 12:38:54, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8375, loss_cls: 1.3603, loss: 1.3603 2020-06-27 07:08:04,259 - mmaction - INFO - Epoch [41][540/940] lr: 0.00050, eta: 12:38:37, time: 0.789, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1839, loss: 1.1839 2020-06-27 07:08:20,603 - mmaction - INFO - Epoch [41][560/940] lr: 0.00050, eta: 12:38:21, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8375, loss_cls: 1.3726, loss: 1.3726 2020-06-27 07:08:36,437 - mmaction - INFO - Epoch [41][580/940] lr: 0.00050, eta: 12:38:04, time: 0.795, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.3688, loss: 1.3688 2020-06-27 07:08:52,548 - mmaction - INFO - Epoch [41][600/940] lr: 0.00050, eta: 12:37:47, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8438, loss_cls: 1.2705, loss: 1.2705 2020-06-27 07:09:09,193 - mmaction - INFO - Epoch [41][620/940] lr: 0.00050, eta: 12:37:32, time: 0.832, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1973, loss: 1.1973 2020-06-27 07:09:24,982 - mmaction - INFO - Epoch [41][640/940] lr: 0.00050, eta: 12:37:15, time: 0.789, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3744, loss: 1.3744 2020-06-27 07:09:40,777 - mmaction - INFO - Epoch [41][660/940] lr: 0.00050, eta: 12:36:58, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1357, loss: 1.1357 2020-06-27 07:09:56,680 - mmaction - INFO - Epoch [41][680/940] lr: 0.00050, eta: 12:36:41, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0993, loss: 1.0993 2020-06-27 07:10:12,495 - mmaction - INFO - Epoch [41][700/940] lr: 0.00050, eta: 12:36:24, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2097, loss: 1.2097 2020-06-27 07:10:28,458 - mmaction - INFO - Epoch [41][720/940] lr: 0.00050, eta: 12:36:07, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8562, loss_cls: 1.1489, loss: 1.1489 2020-06-27 07:10:44,867 - mmaction - INFO - Epoch [41][740/940] lr: 0.00050, eta: 12:35:51, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.3588, loss: 1.3588 2020-06-27 07:11:00,972 - mmaction - INFO - Epoch [41][760/940] lr: 0.00050, eta: 12:35:34, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.1078, loss: 1.1078 2020-06-27 07:11:16,672 - mmaction - INFO - Epoch [41][780/940] lr: 0.00050, eta: 12:35:17, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.4699, loss: 1.4699 2020-06-27 07:11:32,246 - mmaction - INFO - Epoch [41][800/940] lr: 0.00050, eta: 12:35:00, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.1531, loss: 1.1531 2020-06-27 07:11:48,079 - mmaction - INFO - Epoch [41][820/940] lr: 0.00050, eta: 12:34:43, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2974, loss: 1.2974 2020-06-27 07:12:04,111 - mmaction - INFO - Epoch [41][840/940] lr: 0.00050, eta: 12:34:26, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8313, loss_cls: 1.3591, loss: 1.3591 2020-06-27 07:12:19,944 - mmaction - INFO - Epoch [41][860/940] lr: 0.00050, eta: 12:34:09, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2488, loss: 1.2488 2020-06-27 07:12:35,926 - mmaction - INFO - Epoch [41][880/940] lr: 0.00050, eta: 12:33:52, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8875, loss_cls: 1.0000, loss: 1.0000 2020-06-27 07:12:52,265 - mmaction - INFO - Epoch [41][900/940] lr: 0.00050, eta: 12:33:36, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2556, loss: 1.2556 2020-06-27 07:13:08,888 - mmaction - INFO - Epoch [41][920/940] lr: 0.00050, eta: 12:33:20, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.0861, loss: 1.0861 2020-06-27 07:13:24,536 - mmaction - INFO - Epoch [41][940/940] lr: 0.00050, eta: 12:33:03, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.6753, top5_acc: 0.8766, loss_cls: 1.3079, loss: 1.3079 2020-06-27 07:13:45,874 - mmaction - INFO - Epoch [42][20/940] lr: 0.00050, eta: 12:32:51, time: 0.964, data_time: 0.308, memory: 7079, top1_acc: 0.6687, top5_acc: 0.9000, loss_cls: 1.2868, loss: 1.2868 2020-06-27 07:14:00,852 - mmaction - INFO - Epoch [42][40/940] lr: 0.00050, eta: 12:32:33, time: 0.747, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2702, loss: 1.2702 2020-06-27 07:14:15,819 - mmaction - INFO - Epoch [42][60/940] lr: 0.00050, eta: 12:32:15, time: 0.750, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0354, loss: 1.0354 2020-06-27 07:14:31,603 - mmaction - INFO - Epoch [42][80/940] lr: 0.00050, eta: 12:31:58, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.1764, loss: 1.1764 2020-06-27 07:14:48,839 - mmaction - INFO - Epoch [42][100/940] lr: 0.00050, eta: 12:31:43, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 1.0242, loss: 1.0242 2020-06-27 07:15:04,810 - mmaction - INFO - Epoch [42][120/940] lr: 0.00050, eta: 12:31:26, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1795, loss: 1.1795 2020-06-27 07:15:20,817 - mmaction - INFO - Epoch [42][140/940] lr: 0.00050, eta: 12:31:09, time: 0.801, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0498, loss: 1.0498 2020-06-27 07:15:37,053 - mmaction - INFO - Epoch [42][160/940] lr: 0.00050, eta: 12:30:53, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.1934, loss: 1.1934 2020-06-27 07:15:52,185 - mmaction - INFO - Epoch [42][180/940] lr: 0.00050, eta: 12:30:35, time: 0.759, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8250, loss_cls: 1.3143, loss: 1.3143 2020-06-27 07:16:08,788 - mmaction - INFO - Epoch [42][200/940] lr: 0.00050, eta: 12:30:19, time: 0.829, data_time: 0.004, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2232, loss: 1.2232 2020-06-27 07:16:24,976 - mmaction - INFO - Epoch [42][220/940] lr: 0.00050, eta: 12:30:03, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8562, loss_cls: 1.1712, loss: 1.1712 2020-06-27 07:16:40,661 - mmaction - INFO - Epoch [42][240/940] lr: 0.00050, eta: 12:29:45, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8812, loss_cls: 1.0764, loss: 1.0764 2020-06-27 07:16:57,206 - mmaction - INFO - Epoch [42][260/940] lr: 0.00050, eta: 12:29:30, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2823, loss: 1.2823 2020-06-27 07:17:13,323 - mmaction - INFO - Epoch [42][280/940] lr: 0.00050, eta: 12:29:13, time: 0.803, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.1792, loss: 1.1792 2020-06-27 07:17:29,757 - mmaction - INFO - Epoch [42][300/940] lr: 0.00050, eta: 12:28:57, time: 0.824, data_time: 0.007, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1580, loss: 1.1580 2020-06-27 07:17:45,397 - mmaction - INFO - Epoch [42][320/940] lr: 0.00050, eta: 12:28:40, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9250, loss_cls: 1.0788, loss: 1.0788 2020-06-27 07:18:00,816 - mmaction - INFO - Epoch [42][340/940] lr: 0.00050, eta: 12:28:22, time: 0.772, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2162, loss: 1.2162 2020-06-27 07:18:16,393 - mmaction - INFO - Epoch [42][360/940] lr: 0.00050, eta: 12:28:05, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9062, loss_cls: 1.1528, loss: 1.1528 2020-06-27 07:18:33,398 - mmaction - INFO - Epoch [42][380/940] lr: 0.00050, eta: 12:27:50, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.0903, loss: 1.0903 2020-06-27 07:18:50,343 - mmaction - INFO - Epoch [42][400/940] lr: 0.00050, eta: 12:27:34, time: 0.846, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.0844, loss: 1.0844 2020-06-27 07:19:05,562 - mmaction - INFO - Epoch [42][420/940] lr: 0.00050, eta: 12:27:16, time: 0.761, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1402, loss: 1.1402 2020-06-27 07:19:21,331 - mmaction - INFO - Epoch [42][440/940] lr: 0.00050, eta: 12:26:59, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2756, loss: 1.2756 2020-06-27 07:19:37,652 - mmaction - INFO - Epoch [42][460/940] lr: 0.00050, eta: 12:26:43, time: 0.816, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2388, loss: 1.2388 2020-06-27 07:19:53,815 - mmaction - INFO - Epoch [42][480/940] lr: 0.00050, eta: 12:26:27, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9871, loss: 0.9871 2020-06-27 07:20:10,279 - mmaction - INFO - Epoch [42][500/940] lr: 0.00050, eta: 12:26:11, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.1302, loss: 1.1302 2020-06-27 07:20:26,189 - mmaction - INFO - Epoch [42][520/940] lr: 0.00050, eta: 12:25:54, time: 0.795, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.1990, loss: 1.1990 2020-06-27 07:20:42,260 - mmaction - INFO - Epoch [42][540/940] lr: 0.00050, eta: 12:25:37, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.2556, loss: 1.2556 2020-06-27 07:20:57,813 - mmaction - INFO - Epoch [42][560/940] lr: 0.00050, eta: 12:25:20, time: 0.778, data_time: 0.004, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.3634, loss: 1.3634 2020-06-27 07:21:13,981 - mmaction - INFO - Epoch [42][580/940] lr: 0.00050, eta: 12:25:03, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8625, loss_cls: 1.1992, loss: 1.1992 2020-06-27 07:21:30,587 - mmaction - INFO - Epoch [42][600/940] lr: 0.00050, eta: 12:24:47, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 0.9297, loss: 0.9297 2020-06-27 07:21:47,435 - mmaction - INFO - Epoch [42][620/940] lr: 0.00050, eta: 12:24:32, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2362, loss: 1.2362 2020-06-27 07:22:03,697 - mmaction - INFO - Epoch [42][640/940] lr: 0.00050, eta: 12:24:16, time: 0.813, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2630, loss: 1.2630 2020-06-27 07:22:19,251 - mmaction - INFO - Epoch [42][660/940] lr: 0.00050, eta: 12:23:58, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9983, loss: 0.9983 2020-06-27 07:22:35,279 - mmaction - INFO - Epoch [42][680/940] lr: 0.00050, eta: 12:23:42, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2182, loss: 1.2182 2020-06-27 07:22:51,025 - mmaction - INFO - Epoch [42][700/940] lr: 0.00050, eta: 12:23:25, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 1.1616, loss: 1.1616 2020-06-27 07:23:06,972 - mmaction - INFO - Epoch [42][720/940] lr: 0.00050, eta: 12:23:08, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8250, loss_cls: 1.5419, loss: 1.5419 2020-06-27 07:23:22,769 - mmaction - INFO - Epoch [42][740/940] lr: 0.00050, eta: 12:22:51, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8313, loss_cls: 1.3237, loss: 1.3237 2020-06-27 07:23:38,778 - mmaction - INFO - Epoch [42][760/940] lr: 0.00050, eta: 12:22:34, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.1479, loss: 1.1479 2020-06-27 07:23:54,506 - mmaction - INFO - Epoch [42][780/940] lr: 0.00050, eta: 12:22:17, time: 0.784, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 1.0179, loss: 1.0179 2020-06-27 07:24:10,455 - mmaction - INFO - Epoch [42][800/940] lr: 0.00050, eta: 12:22:00, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.4101, loss: 1.4101 2020-06-27 07:24:26,883 - mmaction - INFO - Epoch [42][820/940] lr: 0.00050, eta: 12:21:44, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9206, loss: 0.9206 2020-06-27 07:24:42,687 - mmaction - INFO - Epoch [42][840/940] lr: 0.00050, eta: 12:21:27, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8500, loss_cls: 1.2181, loss: 1.2181 2020-06-27 07:24:58,492 - mmaction - INFO - Epoch [42][860/940] lr: 0.00050, eta: 12:21:10, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.1782, loss: 1.1782 2020-06-27 07:25:14,319 - mmaction - INFO - Epoch [42][880/940] lr: 0.00050, eta: 12:20:53, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1383, loss: 1.1383 2020-06-27 07:25:31,407 - mmaction - INFO - Epoch [42][900/940] lr: 0.00050, eta: 12:20:38, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1123, loss: 1.1123 2020-06-27 07:25:47,073 - mmaction - INFO - Epoch [42][920/940] lr: 0.00050, eta: 12:20:21, time: 0.786, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.1296, loss: 1.1296 2020-06-27 07:26:03,313 - mmaction - INFO - Epoch [42][940/940] lr: 0.00050, eta: 12:20:05, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7273, top5_acc: 0.8831, loss_cls: 1.1737, loss: 1.1737 2020-06-27 07:28:45,398 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 07:28:46,414 - mmaction - INFO - top1_acc 0.7139 top5_acc 0.8986 2020-06-27 07:28:46,414 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 07:28:46,477 - mmaction - INFO - mean_acc 0.7138 2020-06-27 07:28:46,485 - mmaction - INFO - Epoch [42][940/940] lr: 0.00050, top1_acc: 0.7139, top5_acc: 0.8986, mean_class_accuracy: 0.7138 2020-06-27 07:29:05,308 - mmaction - INFO - Epoch [43][20/940] lr: 0.00050, eta: 12:19:52, time: 0.938, data_time: 0.315, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0155, loss: 1.0155 2020-06-27 07:29:19,402 - mmaction - INFO - Epoch [43][40/940] lr: 0.00050, eta: 12:19:32, time: 0.703, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9268, loss: 0.9268 2020-06-27 07:29:34,400 - mmaction - INFO - Epoch [43][60/940] lr: 0.00050, eta: 12:19:14, time: 0.752, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1453, loss: 1.1453 2020-06-27 07:29:50,156 - mmaction - INFO - Epoch [43][80/940] lr: 0.00050, eta: 12:18:57, time: 0.787, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.8999, loss: 0.8999 2020-06-27 07:30:06,089 - mmaction - INFO - Epoch [43][100/940] lr: 0.00050, eta: 12:18:40, time: 0.781, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0443, loss: 1.0443 2020-06-27 07:30:21,553 - mmaction - INFO - Epoch [43][120/940] lr: 0.00050, eta: 12:18:23, time: 0.789, data_time: 0.018, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9534, loss: 0.9534 2020-06-27 07:30:37,380 - mmaction - INFO - Epoch [43][140/940] lr: 0.00050, eta: 12:18:06, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 0.9094, loss: 0.9094 2020-06-27 07:30:53,388 - mmaction - INFO - Epoch [43][160/940] lr: 0.00050, eta: 12:17:50, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 0.8377, loss: 0.8377 2020-06-27 07:31:10,252 - mmaction - INFO - Epoch [43][180/940] lr: 0.00050, eta: 12:17:34, time: 0.840, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 1.1676, loss: 1.1676 2020-06-27 07:31:26,475 - mmaction - INFO - Epoch [43][200/940] lr: 0.00050, eta: 12:17:18, time: 0.814, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8375, loss_cls: 1.3830, loss: 1.3830 2020-06-27 07:31:42,417 - mmaction - INFO - Epoch [43][220/940] lr: 0.00050, eta: 12:17:01, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 0.9338, loss: 0.9338 2020-06-27 07:31:58,232 - mmaction - INFO - Epoch [43][240/940] lr: 0.00050, eta: 12:16:44, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0643, loss: 1.0643 2020-06-27 07:32:14,019 - mmaction - INFO - Epoch [43][260/940] lr: 0.00050, eta: 12:16:27, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9583, loss: 0.9583 2020-06-27 07:32:30,074 - mmaction - INFO - Epoch [43][280/940] lr: 0.00050, eta: 12:16:10, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2145, loss: 1.2145 2020-06-27 07:32:45,612 - mmaction - INFO - Epoch [43][300/940] lr: 0.00050, eta: 12:15:53, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0246, loss: 1.0246 2020-06-27 07:33:01,668 - mmaction - INFO - Epoch [43][320/940] lr: 0.00050, eta: 12:15:37, time: 0.803, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0800, loss: 1.0800 2020-06-27 07:33:17,571 - mmaction - INFO - Epoch [43][340/940] lr: 0.00050, eta: 12:15:20, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2297, loss: 1.2297 2020-06-27 07:33:33,919 - mmaction - INFO - Epoch [43][360/940] lr: 0.00050, eta: 12:15:03, time: 0.820, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1330, loss: 1.1330 2020-06-27 07:33:49,857 - mmaction - INFO - Epoch [43][380/940] lr: 0.00050, eta: 12:14:47, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8562, loss_cls: 1.2063, loss: 1.2063 2020-06-27 07:34:06,385 - mmaction - INFO - Epoch [43][400/940] lr: 0.00050, eta: 12:14:31, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0964, loss: 1.0964 2020-06-27 07:34:23,536 - mmaction - INFO - Epoch [43][420/940] lr: 0.00050, eta: 12:14:16, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1919, loss: 1.1919 2020-06-27 07:34:39,346 - mmaction - INFO - Epoch [43][440/940] lr: 0.00050, eta: 12:13:59, time: 0.791, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.1591, loss: 1.1591 2020-06-27 07:34:54,890 - mmaction - INFO - Epoch [43][460/940] lr: 0.00050, eta: 12:13:41, time: 0.778, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2713, loss: 1.2713 2020-06-27 07:35:10,520 - mmaction - INFO - Epoch [43][480/940] lr: 0.00050, eta: 12:13:24, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0807, loss: 1.0807 2020-06-27 07:35:26,470 - mmaction - INFO - Epoch [43][500/940] lr: 0.00050, eta: 12:13:08, time: 0.797, data_time: 0.002, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.2532, loss: 1.2532 2020-06-27 07:35:43,759 - mmaction - INFO - Epoch [43][520/940] lr: 0.00050, eta: 12:12:53, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.2353, loss: 1.2353 2020-06-27 07:35:59,740 - mmaction - INFO - Epoch [43][540/940] lr: 0.00050, eta: 12:12:36, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0118, loss: 1.0118 2020-06-27 07:36:15,538 - mmaction - INFO - Epoch [43][560/940] lr: 0.00050, eta: 12:12:19, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.2627, loss: 1.2627 2020-06-27 07:36:30,985 - mmaction - INFO - Epoch [43][580/940] lr: 0.00050, eta: 12:12:02, time: 0.773, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1690, loss: 1.1690 2020-06-27 07:36:47,998 - mmaction - INFO - Epoch [43][600/940] lr: 0.00050, eta: 12:11:46, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1413, loss: 1.1413 2020-06-27 07:37:03,020 - mmaction - INFO - Epoch [43][620/940] lr: 0.00050, eta: 12:11:28, time: 0.753, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.0580, loss: 1.0580 2020-06-27 07:37:19,343 - mmaction - INFO - Epoch [43][640/940] lr: 0.00050, eta: 12:11:12, time: 0.816, data_time: 0.003, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2228, loss: 1.2228 2020-06-27 07:37:35,543 - mmaction - INFO - Epoch [43][660/940] lr: 0.00050, eta: 12:10:56, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0898, loss: 1.0898 2020-06-27 07:37:51,957 - mmaction - INFO - Epoch [43][680/940] lr: 0.00050, eta: 12:10:39, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0802, loss: 1.0802 2020-06-27 07:38:07,571 - mmaction - INFO - Epoch [43][700/940] lr: 0.00050, eta: 12:10:22, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9209, loss: 0.9209 2020-06-27 07:38:23,172 - mmaction - INFO - Epoch [43][720/940] lr: 0.00050, eta: 12:10:05, time: 0.783, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.2258, loss: 1.2258 2020-06-27 07:38:39,548 - mmaction - INFO - Epoch [43][740/940] lr: 0.00050, eta: 12:09:49, time: 0.817, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9125, loss_cls: 1.1878, loss: 1.1878 2020-06-27 07:38:55,243 - mmaction - INFO - Epoch [43][760/940] lr: 0.00050, eta: 12:09:32, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3214, loss: 1.3214 2020-06-27 07:39:12,382 - mmaction - INFO - Epoch [43][780/940] lr: 0.00050, eta: 12:09:17, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1626, loss: 1.1626 2020-06-27 07:39:28,916 - mmaction - INFO - Epoch [43][800/940] lr: 0.00050, eta: 12:09:01, time: 0.830, data_time: 0.007, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8688, loss_cls: 1.3305, loss: 1.3305 2020-06-27 07:39:44,928 - mmaction - INFO - Epoch [43][820/940] lr: 0.00050, eta: 12:08:44, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0666, loss: 1.0666 2020-06-27 07:40:01,176 - mmaction - INFO - Epoch [43][840/940] lr: 0.00050, eta: 12:08:28, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8438, loss_cls: 1.3423, loss: 1.3423 2020-06-27 07:40:17,789 - mmaction - INFO - Epoch [43][860/940] lr: 0.00050, eta: 12:08:12, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1981, loss: 1.1981 2020-06-27 07:40:32,821 - mmaction - INFO - Epoch [43][880/940] lr: 0.00050, eta: 12:07:54, time: 0.752, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1200, loss: 1.1200 2020-06-27 07:40:48,881 - mmaction - INFO - Epoch [43][900/940] lr: 0.00050, eta: 12:07:37, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.1389, loss: 1.1389 2020-06-27 07:41:04,635 - mmaction - INFO - Epoch [43][920/940] lr: 0.00050, eta: 12:07:20, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1439, loss: 1.1439 2020-06-27 07:41:20,459 - mmaction - INFO - Epoch [43][940/940] lr: 0.00050, eta: 12:07:03, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7338, top5_acc: 0.8961, loss_cls: 1.1447, loss: 1.1447 2020-06-27 07:41:41,553 - mmaction - INFO - Epoch [44][20/940] lr: 0.00050, eta: 12:06:51, time: 0.974, data_time: 0.324, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.0201, loss: 1.0201 2020-06-27 07:41:56,057 - mmaction - INFO - Epoch [44][40/940] lr: 0.00050, eta: 12:06:33, time: 0.724, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.1757, loss: 1.1757 2020-06-27 07:42:11,972 - mmaction - INFO - Epoch [44][60/940] lr: 0.00050, eta: 12:06:16, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.3534, loss: 1.3534 2020-06-27 07:42:27,495 - mmaction - INFO - Epoch [44][80/940] lr: 0.00050, eta: 12:05:59, time: 0.775, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.3141, loss: 1.3141 2020-06-27 07:42:43,275 - mmaction - INFO - Epoch [44][100/940] lr: 0.00050, eta: 12:05:42, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0064, loss: 1.0064 2020-06-27 07:42:59,416 - mmaction - INFO - Epoch [44][120/940] lr: 0.00050, eta: 12:05:25, time: 0.805, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 0.9271, loss: 0.9271 2020-06-27 07:43:14,923 - mmaction - INFO - Epoch [44][140/940] lr: 0.00050, eta: 12:05:08, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0827, loss: 1.0827 2020-06-27 07:43:31,146 - mmaction - INFO - Epoch [44][160/940] lr: 0.00050, eta: 12:04:52, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0838, loss: 1.0838 2020-06-27 07:43:46,957 - mmaction - INFO - Epoch [44][180/940] lr: 0.00050, eta: 12:04:35, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8500, loss_cls: 1.3733, loss: 1.3733 2020-06-27 07:44:04,087 - mmaction - INFO - Epoch [44][200/940] lr: 0.00050, eta: 12:04:20, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8812, loss_cls: 1.3130, loss: 1.3130 2020-06-27 07:44:20,329 - mmaction - INFO - Epoch [44][220/940] lr: 0.00050, eta: 12:04:03, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 0.9875, loss: 0.9875 2020-06-27 07:44:36,326 - mmaction - INFO - Epoch [44][240/940] lr: 0.00050, eta: 12:03:47, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0023, loss: 1.0023 2020-06-27 07:44:52,016 - mmaction - INFO - Epoch [44][260/940] lr: 0.00050, eta: 12:03:30, time: 0.784, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 1.0386, loss: 1.0386 2020-06-27 07:45:08,797 - mmaction - INFO - Epoch [44][280/940] lr: 0.00050, eta: 12:03:14, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0419, loss: 1.0419 2020-06-27 07:45:24,172 - mmaction - INFO - Epoch [44][300/940] lr: 0.00050, eta: 12:02:56, time: 0.769, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 1.0378, loss: 1.0378 2020-06-27 07:45:40,861 - mmaction - INFO - Epoch [44][320/940] lr: 0.00050, eta: 12:02:41, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0703, loss: 1.0703 2020-06-27 07:45:56,182 - mmaction - INFO - Epoch [44][340/940] lr: 0.00050, eta: 12:02:23, time: 0.769, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.1353, loss: 1.1353 2020-06-27 07:46:12,323 - mmaction - INFO - Epoch [44][360/940] lr: 0.00050, eta: 12:02:07, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0990, loss: 1.0990 2020-06-27 07:46:29,063 - mmaction - INFO - Epoch [44][380/940] lr: 0.00050, eta: 12:01:51, time: 0.841, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8688, loss_cls: 1.1453, loss: 1.1453 2020-06-27 07:46:44,265 - mmaction - INFO - Epoch [44][400/940] lr: 0.00050, eta: 12:01:33, time: 0.757, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0132, loss: 1.0132 2020-06-27 07:47:01,137 - mmaction - INFO - Epoch [44][420/940] lr: 0.00050, eta: 12:01:18, time: 0.846, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0207, loss: 1.0207 2020-06-27 07:47:17,422 - mmaction - INFO - Epoch [44][440/940] lr: 0.00050, eta: 12:01:01, time: 0.814, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.9151, loss: 0.9151 2020-06-27 07:47:33,029 - mmaction - INFO - Epoch [44][460/940] lr: 0.00050, eta: 12:00:44, time: 0.779, data_time: 0.004, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.6276, loss: 1.6276 2020-06-27 07:47:49,272 - mmaction - INFO - Epoch [44][480/940] lr: 0.00050, eta: 12:00:28, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0718, loss: 1.0718 2020-06-27 07:48:04,793 - mmaction - INFO - Epoch [44][500/940] lr: 0.00050, eta: 12:00:11, time: 0.775, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2743, loss: 1.2743 2020-06-27 07:48:20,956 - mmaction - INFO - Epoch [44][520/940] lr: 0.00050, eta: 11:59:54, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1248, loss: 1.1248 2020-06-27 07:48:37,444 - mmaction - INFO - Epoch [44][540/940] lr: 0.00050, eta: 11:59:38, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.2147, loss: 1.2147 2020-06-27 07:48:53,448 - mmaction - INFO - Epoch [44][560/940] lr: 0.00050, eta: 11:59:22, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2797, loss: 1.2797 2020-06-27 07:49:09,320 - mmaction - INFO - Epoch [44][580/940] lr: 0.00050, eta: 11:59:05, time: 0.794, data_time: 0.002, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1046, loss: 1.1046 2020-06-27 07:49:25,031 - mmaction - INFO - Epoch [44][600/940] lr: 0.00050, eta: 11:58:48, time: 0.784, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9494, loss: 0.9494 2020-06-27 07:49:41,778 - mmaction - INFO - Epoch [44][620/940] lr: 0.00050, eta: 11:58:32, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0301, loss: 1.0301 2020-06-27 07:49:57,232 - mmaction - INFO - Epoch [44][640/940] lr: 0.00050, eta: 11:58:15, time: 0.772, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.2657, loss: 1.2657 2020-06-27 07:50:13,467 - mmaction - INFO - Epoch [44][660/940] lr: 0.00050, eta: 11:57:58, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.0227, loss: 1.0227 2020-06-27 07:50:29,352 - mmaction - INFO - Epoch [44][680/940] lr: 0.00050, eta: 11:57:42, time: 0.796, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0702, loss: 1.0702 2020-06-27 07:50:45,517 - mmaction - INFO - Epoch [44][700/940] lr: 0.00050, eta: 11:57:25, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0916, loss: 1.0916 2020-06-27 07:51:01,700 - mmaction - INFO - Epoch [44][720/940] lr: 0.00050, eta: 11:57:09, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0088, loss: 1.0088 2020-06-27 07:51:17,101 - mmaction - INFO - Epoch [44][740/940] lr: 0.00050, eta: 11:56:51, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2148, loss: 1.2148 2020-06-27 07:51:32,968 - mmaction - INFO - Epoch [44][760/940] lr: 0.00050, eta: 11:56:35, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.1720, loss: 1.1720 2020-06-27 07:51:49,382 - mmaction - INFO - Epoch [44][780/940] lr: 0.00050, eta: 11:56:18, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0634, loss: 1.0634 2020-06-27 07:52:05,496 - mmaction - INFO - Epoch [44][800/940] lr: 0.00050, eta: 11:56:02, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2398, loss: 1.2398 2020-06-27 07:52:22,487 - mmaction - INFO - Epoch [44][820/940] lr: 0.00050, eta: 11:55:47, time: 0.850, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1764, loss: 1.1764 2020-06-27 07:52:37,822 - mmaction - INFO - Epoch [44][840/940] lr: 0.00050, eta: 11:55:29, time: 0.765, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8562, loss_cls: 1.1674, loss: 1.1674 2020-06-27 07:52:53,582 - mmaction - INFO - Epoch [44][860/940] lr: 0.00050, eta: 11:55:12, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0816, loss: 1.0816 2020-06-27 07:53:09,743 - mmaction - INFO - Epoch [44][880/940] lr: 0.00050, eta: 11:54:56, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.1775, loss: 1.1775 2020-06-27 07:53:25,442 - mmaction - INFO - Epoch [44][900/940] lr: 0.00050, eta: 11:54:39, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2770, loss: 1.2770 2020-06-27 07:53:41,832 - mmaction - INFO - Epoch [44][920/940] lr: 0.00050, eta: 11:54:23, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8562, loss_cls: 1.2610, loss: 1.2610 2020-06-27 07:53:57,525 - mmaction - INFO - Epoch [44][940/940] lr: 0.00050, eta: 11:54:06, time: 0.785, data_time: 0.004, memory: 7079, top1_acc: 0.7792, top5_acc: 0.8961, loss_cls: 0.9779, loss: 0.9779 2020-06-27 07:56:40,334 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 07:56:41,352 - mmaction - INFO - top1_acc 0.7176 top5_acc 0.9028 2020-06-27 07:56:41,352 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 07:56:41,416 - mmaction - INFO - mean_acc 0.7175 2020-06-27 07:56:41,424 - mmaction - INFO - Epoch [44][940/940] lr: 0.00050, top1_acc: 0.7176, top5_acc: 0.9028, mean_class_accuracy: 0.7175 2020-06-27 07:57:00,499 - mmaction - INFO - Epoch [45][20/940] lr: 0.00050, eta: 11:53:53, time: 0.951, data_time: 0.320, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 0.9542, loss: 0.9542 2020-06-27 07:57:15,083 - mmaction - INFO - Epoch [45][40/940] lr: 0.00050, eta: 11:53:34, time: 0.729, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2265, loss: 1.2265 2020-06-27 07:57:29,553 - mmaction - INFO - Epoch [45][60/940] lr: 0.00050, eta: 11:53:16, time: 0.725, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.0682, loss: 1.0682 2020-06-27 07:57:45,014 - mmaction - INFO - Epoch [45][80/940] lr: 0.00050, eta: 11:52:58, time: 0.771, data_time: 0.005, memory: 7079, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.4655, loss: 1.4655 2020-06-27 07:58:00,380 - mmaction - INFO - Epoch [45][100/940] lr: 0.00050, eta: 11:52:41, time: 0.770, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9969, loss: 0.9969 2020-06-27 07:58:16,467 - mmaction - INFO - Epoch [45][120/940] lr: 0.00050, eta: 11:52:25, time: 0.804, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.1821, loss: 1.1821 2020-06-27 07:58:32,400 - mmaction - INFO - Epoch [45][140/940] lr: 0.00050, eta: 11:52:08, time: 0.795, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0050, loss: 1.0050 2020-06-27 07:58:48,026 - mmaction - INFO - Epoch [45][160/940] lr: 0.00050, eta: 11:51:51, time: 0.781, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9480, loss: 0.9480 2020-06-27 07:59:04,411 - mmaction - INFO - Epoch [45][180/940] lr: 0.00050, eta: 11:51:35, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1726, loss: 1.1726 2020-06-27 07:59:20,144 - mmaction - INFO - Epoch [45][200/940] lr: 0.00050, eta: 11:51:18, time: 0.786, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0058, loss: 1.0058 2020-06-27 07:59:36,806 - mmaction - INFO - Epoch [45][220/940] lr: 0.00050, eta: 11:51:02, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0377, loss: 1.0377 2020-06-27 07:59:52,943 - mmaction - INFO - Epoch [45][240/940] lr: 0.00050, eta: 11:50:45, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2288, loss: 1.2288 2020-06-27 08:00:09,123 - mmaction - INFO - Epoch [45][260/940] lr: 0.00050, eta: 11:50:29, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.1006, loss: 1.1006 2020-06-27 08:00:28,585 - mmaction - INFO - Epoch [45][280/940] lr: 0.00050, eta: 11:50:16, time: 0.966, data_time: 0.008, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.1866, loss: 1.1866 2020-06-27 08:00:43,148 - mmaction - INFO - Epoch [45][300/940] lr: 0.00050, eta: 11:49:58, time: 0.736, data_time: 0.015, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2272, loss: 1.2272 2020-06-27 08:00:58,974 - mmaction - INFO - Epoch [45][320/940] lr: 0.00050, eta: 11:49:41, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 0.9741, loss: 0.9741 2020-06-27 08:01:15,314 - mmaction - INFO - Epoch [45][340/940] lr: 0.00050, eta: 11:49:25, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8375, loss_cls: 1.2560, loss: 1.2560 2020-06-27 08:01:31,360 - mmaction - INFO - Epoch [45][360/940] lr: 0.00050, eta: 11:49:09, time: 0.806, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0775, loss: 1.0775 2020-06-27 08:01:47,054 - mmaction - INFO - Epoch [45][380/940] lr: 0.00050, eta: 11:48:52, time: 0.784, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1815, loss: 1.1815 2020-06-27 08:02:03,469 - mmaction - INFO - Epoch [45][400/940] lr: 0.00050, eta: 11:48:36, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9777, loss: 0.9777 2020-06-27 08:02:19,152 - mmaction - INFO - Epoch [45][420/940] lr: 0.00050, eta: 11:48:18, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9305, loss: 0.9305 2020-06-27 08:02:35,505 - mmaction - INFO - Epoch [45][440/940] lr: 0.00050, eta: 11:48:02, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 1.0575, loss: 1.0575 2020-06-27 08:02:52,539 - mmaction - INFO - Epoch [45][460/940] lr: 0.00050, eta: 11:47:47, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0011, loss: 1.0011 2020-06-27 08:03:07,468 - mmaction - INFO - Epoch [45][480/940] lr: 0.00050, eta: 11:47:29, time: 0.744, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1730, loss: 1.1730 2020-06-27 08:03:23,262 - mmaction - INFO - Epoch [45][500/940] lr: 0.00050, eta: 11:47:12, time: 0.790, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8875, loss_cls: 1.0718, loss: 1.0718 2020-06-27 08:03:38,904 - mmaction - INFO - Epoch [45][520/940] lr: 0.00050, eta: 11:46:55, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8438, loss_cls: 1.3321, loss: 1.3321 2020-06-27 08:03:55,560 - mmaction - INFO - Epoch [45][540/940] lr: 0.00050, eta: 11:46:39, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.8601, loss: 0.8601 2020-06-27 08:04:11,325 - mmaction - INFO - Epoch [45][560/940] lr: 0.00050, eta: 11:46:22, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1596, loss: 1.1596 2020-06-27 08:04:26,964 - mmaction - INFO - Epoch [45][580/940] lr: 0.00050, eta: 11:46:05, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2943, loss: 1.2943 2020-06-27 08:04:43,184 - mmaction - INFO - Epoch [45][600/940] lr: 0.00050, eta: 11:45:49, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9863, loss: 0.9863 2020-06-27 08:04:59,283 - mmaction - INFO - Epoch [45][620/940] lr: 0.00050, eta: 11:45:32, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9453, loss: 0.9453 2020-06-27 08:05:15,038 - mmaction - INFO - Epoch [45][640/940] lr: 0.00050, eta: 11:45:16, time: 0.788, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1424, loss: 1.1424 2020-06-27 08:05:30,915 - mmaction - INFO - Epoch [45][660/940] lr: 0.00050, eta: 11:44:59, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 1.0380, loss: 1.0380 2020-06-27 08:05:47,097 - mmaction - INFO - Epoch [45][680/940] lr: 0.00050, eta: 11:44:42, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.1814, loss: 1.1814 2020-06-27 08:06:02,851 - mmaction - INFO - Epoch [45][700/940] lr: 0.00050, eta: 11:44:25, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.1197, loss: 1.1197 2020-06-27 08:06:20,129 - mmaction - INFO - Epoch [45][720/940] lr: 0.00050, eta: 11:44:10, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9853, loss: 0.9853 2020-06-27 08:06:35,855 - mmaction - INFO - Epoch [45][740/940] lr: 0.00050, eta: 11:43:53, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.2012, loss: 1.2012 2020-06-27 08:06:51,989 - mmaction - INFO - Epoch [45][760/940] lr: 0.00050, eta: 11:43:37, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0424, loss: 1.0424 2020-06-27 08:07:07,897 - mmaction - INFO - Epoch [45][780/940] lr: 0.00050, eta: 11:43:20, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.2065, loss: 1.2065 2020-06-27 08:07:23,829 - mmaction - INFO - Epoch [45][800/940] lr: 0.00050, eta: 11:43:04, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0272, loss: 1.0272 2020-06-27 08:07:39,430 - mmaction - INFO - Epoch [45][820/940] lr: 0.00050, eta: 11:42:47, time: 0.780, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 1.0746, loss: 1.0746 2020-06-27 08:07:56,168 - mmaction - INFO - Epoch [45][840/940] lr: 0.00050, eta: 11:42:31, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.4334, loss: 1.4334 2020-06-27 08:08:11,929 - mmaction - INFO - Epoch [45][860/940] lr: 0.00050, eta: 11:42:14, time: 0.788, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1339, loss: 1.1339 2020-06-27 08:08:27,928 - mmaction - INFO - Epoch [45][880/940] lr: 0.00050, eta: 11:41:57, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9243, loss: 0.9243 2020-06-27 08:08:44,055 - mmaction - INFO - Epoch [45][900/940] lr: 0.00050, eta: 11:41:41, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9653, loss: 0.9653 2020-06-27 08:08:59,942 - mmaction - INFO - Epoch [45][920/940] lr: 0.00050, eta: 11:41:24, time: 0.794, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.2457, loss: 1.2457 2020-06-27 08:09:15,274 - mmaction - INFO - Epoch [45][940/940] lr: 0.00050, eta: 11:41:07, time: 0.769, data_time: 0.006, memory: 7079, top1_acc: 0.7013, top5_acc: 0.8636, loss_cls: 1.2275, loss: 1.2275 2020-06-27 08:09:38,874 - mmaction - INFO - Epoch [46][20/940] lr: 0.00050, eta: 11:40:58, time: 1.137, data_time: 0.507, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9306, loss: 0.9306 2020-06-27 08:09:53,097 - mmaction - INFO - Epoch [46][40/940] lr: 0.00050, eta: 11:40:40, time: 0.711, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0817, loss: 1.0817 2020-06-27 08:10:08,508 - mmaction - INFO - Epoch [46][60/940] lr: 0.00050, eta: 11:40:22, time: 0.768, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9670, loss: 0.9670 2020-06-27 08:10:23,611 - mmaction - INFO - Epoch [46][80/940] lr: 0.00050, eta: 11:40:04, time: 0.758, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0361, loss: 1.0361 2020-06-27 08:10:39,371 - mmaction - INFO - Epoch [46][100/940] lr: 0.00050, eta: 11:39:48, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.3438, loss: 1.3438 2020-06-27 08:10:55,265 - mmaction - INFO - Epoch [46][120/940] lr: 0.00050, eta: 11:39:31, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1429, loss: 1.1429 2020-06-27 08:11:11,505 - mmaction - INFO - Epoch [46][140/940] lr: 0.00050, eta: 11:39:14, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9062, loss_cls: 1.0990, loss: 1.0990 2020-06-27 08:11:27,402 - mmaction - INFO - Epoch [46][160/940] lr: 0.00050, eta: 11:38:58, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9991, loss: 0.9991 2020-06-27 08:11:43,776 - mmaction - INFO - Epoch [46][180/940] lr: 0.00050, eta: 11:38:42, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.1108, loss: 1.1108 2020-06-27 08:11:59,506 - mmaction - INFO - Epoch [46][200/940] lr: 0.00050, eta: 11:38:25, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9602, loss: 0.9602 2020-06-27 08:12:15,564 - mmaction - INFO - Epoch [46][220/940] lr: 0.00050, eta: 11:38:08, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9568, loss: 0.9568 2020-06-27 08:12:31,487 - mmaction - INFO - Epoch [46][240/940] lr: 0.00050, eta: 11:37:51, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2107, loss: 1.2107 2020-06-27 08:12:47,622 - mmaction - INFO - Epoch [46][260/940] lr: 0.00050, eta: 11:37:35, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0123, loss: 1.0123 2020-06-27 08:13:03,985 - mmaction - INFO - Epoch [46][280/940] lr: 0.00050, eta: 11:37:19, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2334, loss: 1.2334 2020-06-27 08:13:19,989 - mmaction - INFO - Epoch [46][300/940] lr: 0.00050, eta: 11:37:02, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1607, loss: 1.1607 2020-06-27 08:13:36,581 - mmaction - INFO - Epoch [46][320/940] lr: 0.00050, eta: 11:36:46, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1218, loss: 1.1218 2020-06-27 08:13:52,509 - mmaction - INFO - Epoch [46][340/940] lr: 0.00050, eta: 11:36:30, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1968, loss: 1.1968 2020-06-27 08:14:08,797 - mmaction - INFO - Epoch [46][360/940] lr: 0.00050, eta: 11:36:13, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8625, loss_cls: 1.2468, loss: 1.2468 2020-06-27 08:14:24,244 - mmaction - INFO - Epoch [46][380/940] lr: 0.00050, eta: 11:35:56, time: 0.771, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1675, loss: 1.1675 2020-06-27 08:14:40,344 - mmaction - INFO - Epoch [46][400/940] lr: 0.00050, eta: 11:35:40, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.1884, loss: 1.1884 2020-06-27 08:14:55,718 - mmaction - INFO - Epoch [46][420/940] lr: 0.00050, eta: 11:35:22, time: 0.767, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0447, loss: 1.0447 2020-06-27 08:15:11,702 - mmaction - INFO - Epoch [46][440/940] lr: 0.00050, eta: 11:35:06, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0537, loss: 1.0537 2020-06-27 08:15:27,670 - mmaction - INFO - Epoch [46][460/940] lr: 0.00050, eta: 11:34:49, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9676, loss: 0.9676 2020-06-27 08:15:43,246 - mmaction - INFO - Epoch [46][480/940] lr: 0.00050, eta: 11:34:32, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.3284, loss: 1.3284 2020-06-27 08:16:00,240 - mmaction - INFO - Epoch [46][500/940] lr: 0.00050, eta: 11:34:17, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8438, loss_cls: 1.3065, loss: 1.3065 2020-06-27 08:16:15,618 - mmaction - INFO - Epoch [46][520/940] lr: 0.00050, eta: 11:33:59, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.2205, loss: 1.2205 2020-06-27 08:16:31,826 - mmaction - INFO - Epoch [46][540/940] lr: 0.00050, eta: 11:33:43, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9125, loss_cls: 1.1192, loss: 1.1192 2020-06-27 08:16:47,371 - mmaction - INFO - Epoch [46][560/940] lr: 0.00050, eta: 11:33:26, time: 0.777, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0700, loss: 1.0700 2020-06-27 08:17:03,500 - mmaction - INFO - Epoch [46][580/940] lr: 0.00050, eta: 11:33:09, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0538, loss: 1.0538 2020-06-27 08:17:19,704 - mmaction - INFO - Epoch [46][600/940] lr: 0.00050, eta: 11:32:53, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9943, loss: 0.9943 2020-06-27 08:17:35,635 - mmaction - INFO - Epoch [46][620/940] lr: 0.00050, eta: 11:32:36, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1835, loss: 1.1835 2020-06-27 08:17:51,943 - mmaction - INFO - Epoch [46][640/940] lr: 0.00050, eta: 11:32:20, time: 0.816, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1181, loss: 1.1181 2020-06-27 08:18:07,755 - mmaction - INFO - Epoch [46][660/940] lr: 0.00050, eta: 11:32:03, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0999, loss: 1.0999 2020-06-27 08:18:24,324 - mmaction - INFO - Epoch [46][680/940] lr: 0.00050, eta: 11:31:47, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.0935, loss: 1.0935 2020-06-27 08:18:40,160 - mmaction - INFO - Epoch [46][700/940] lr: 0.00050, eta: 11:31:30, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0601, loss: 1.0601 2020-06-27 08:18:56,343 - mmaction - INFO - Epoch [46][720/940] lr: 0.00050, eta: 11:31:14, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8562, loss_cls: 1.1809, loss: 1.1809 2020-06-27 08:19:12,517 - mmaction - INFO - Epoch [46][740/940] lr: 0.00050, eta: 11:30:58, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0478, loss: 1.0478 2020-06-27 08:19:28,986 - mmaction - INFO - Epoch [46][760/940] lr: 0.00050, eta: 11:30:42, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1478, loss: 1.1478 2020-06-27 08:19:44,635 - mmaction - INFO - Epoch [46][780/940] lr: 0.00050, eta: 11:30:25, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.1511, loss: 1.1511 2020-06-27 08:20:00,361 - mmaction - INFO - Epoch [46][800/940] lr: 0.00050, eta: 11:30:08, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2773, loss: 1.2773 2020-06-27 08:20:16,227 - mmaction - INFO - Epoch [46][820/940] lr: 0.00050, eta: 11:29:51, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0995, loss: 1.0995 2020-06-27 08:20:32,067 - mmaction - INFO - Epoch [46][840/940] lr: 0.00050, eta: 11:29:34, time: 0.791, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1451, loss: 1.1451 2020-06-27 08:20:48,106 - mmaction - INFO - Epoch [46][860/940] lr: 0.00050, eta: 11:29:18, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.0950, loss: 1.0950 2020-06-27 08:21:03,657 - mmaction - INFO - Epoch [46][880/940] lr: 0.00050, eta: 11:29:01, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.1558, loss: 1.1558 2020-06-27 08:21:20,702 - mmaction - INFO - Epoch [46][900/940] lr: 0.00050, eta: 11:28:45, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1942, loss: 1.1942 2020-06-27 08:21:36,959 - mmaction - INFO - Epoch [46][920/940] lr: 0.00050, eta: 11:28:29, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1402, loss: 1.1402 2020-06-27 08:21:52,230 - mmaction - INFO - Epoch [46][940/940] lr: 0.00050, eta: 11:28:11, time: 0.762, data_time: 0.005, memory: 7079, top1_acc: 0.7013, top5_acc: 0.8636, loss_cls: 1.2694, loss: 1.2694 2020-06-27 08:24:33,496 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 08:24:34,507 - mmaction - INFO - top1_acc 0.7207 top5_acc 0.9009 2020-06-27 08:24:34,507 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 08:24:34,649 - mmaction - INFO - mean_acc 0.7205 2020-06-27 08:24:34,665 - mmaction - INFO - Epoch [46][940/940] lr: 0.00050, top1_acc: 0.7207, top5_acc: 0.9009, mean_class_accuracy: 0.7205 2020-06-27 08:24:54,062 - mmaction - INFO - Epoch [47][20/940] lr: 0.00050, eta: 11:27:59, time: 0.969, data_time: 0.300, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.1520, loss: 1.1520 2020-06-27 08:25:08,188 - mmaction - INFO - Epoch [47][40/940] lr: 0.00050, eta: 11:27:40, time: 0.706, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8313, loss_cls: 1.3412, loss: 1.3412 2020-06-27 08:25:22,876 - mmaction - INFO - Epoch [47][60/940] lr: 0.00050, eta: 11:27:22, time: 0.735, data_time: 0.002, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0555, loss: 1.0555 2020-06-27 08:25:37,842 - mmaction - INFO - Epoch [47][80/940] lr: 0.00050, eta: 11:27:04, time: 0.748, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.3388, loss: 1.3388 2020-06-27 08:25:53,549 - mmaction - INFO - Epoch [47][100/940] lr: 0.00050, eta: 11:26:47, time: 0.783, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9264, loss: 0.9264 2020-06-27 08:26:09,712 - mmaction - INFO - Epoch [47][120/940] lr: 0.00050, eta: 11:26:31, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2609, loss: 1.2609 2020-06-27 08:26:26,149 - mmaction - INFO - Epoch [47][140/940] lr: 0.00050, eta: 11:26:15, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0831, loss: 1.0831 2020-06-27 08:26:42,271 - mmaction - INFO - Epoch [47][160/940] lr: 0.00050, eta: 11:25:58, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0901, loss: 1.0901 2020-06-27 08:26:58,556 - mmaction - INFO - Epoch [47][180/940] lr: 0.00050, eta: 11:25:42, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1060, loss: 1.1060 2020-06-27 08:27:14,255 - mmaction - INFO - Epoch [47][200/940] lr: 0.00050, eta: 11:25:25, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9665, loss: 0.9665 2020-06-27 08:27:31,077 - mmaction - INFO - Epoch [47][220/940] lr: 0.00050, eta: 11:25:09, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1198, loss: 1.1198 2020-06-27 08:27:46,291 - mmaction - INFO - Epoch [47][240/940] lr: 0.00050, eta: 11:24:52, time: 0.762, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2503, loss: 1.2503 2020-06-27 08:28:01,959 - mmaction - INFO - Epoch [47][260/940] lr: 0.00050, eta: 11:24:35, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2987, loss: 1.2987 2020-06-27 08:28:17,559 - mmaction - INFO - Epoch [47][280/940] lr: 0.00050, eta: 11:24:18, time: 0.781, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9716, loss: 0.9716 2020-06-27 08:28:33,383 - mmaction - INFO - Epoch [47][300/940] lr: 0.00050, eta: 11:24:01, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0716, loss: 1.0716 2020-06-27 08:28:49,008 - mmaction - INFO - Epoch [47][320/940] lr: 0.00050, eta: 11:23:44, time: 0.783, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0248, loss: 1.0248 2020-06-27 08:29:04,811 - mmaction - INFO - Epoch [47][340/940] lr: 0.00050, eta: 11:23:27, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2522, loss: 1.2522 2020-06-27 08:29:20,493 - mmaction - INFO - Epoch [47][360/940] lr: 0.00050, eta: 11:23:10, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1950, loss: 1.1950 2020-06-27 08:29:36,594 - mmaction - INFO - Epoch [47][380/940] lr: 0.00050, eta: 11:22:54, time: 0.808, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9138, loss: 0.9138 2020-06-27 08:29:52,615 - mmaction - INFO - Epoch [47][400/940] lr: 0.00050, eta: 11:22:37, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0738, loss: 1.0738 2020-06-27 08:30:08,515 - mmaction - INFO - Epoch [47][420/940] lr: 0.00050, eta: 11:22:21, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3562, loss: 1.3562 2020-06-27 08:30:24,478 - mmaction - INFO - Epoch [47][440/940] lr: 0.00050, eta: 11:22:04, time: 0.798, data_time: 0.008, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8500, loss_cls: 1.2276, loss: 1.2276 2020-06-27 08:30:40,012 - mmaction - INFO - Epoch [47][460/940] lr: 0.00050, eta: 11:21:47, time: 0.780, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8187, loss_cls: 1.4207, loss: 1.4207 2020-06-27 08:30:56,743 - mmaction - INFO - Epoch [47][480/940] lr: 0.00050, eta: 11:21:31, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.2487, loss: 1.2487 2020-06-27 08:31:12,527 - mmaction - INFO - Epoch [47][500/940] lr: 0.00050, eta: 11:21:15, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2196, loss: 1.2196 2020-06-27 08:31:28,599 - mmaction - INFO - Epoch [47][520/940] lr: 0.00050, eta: 11:20:58, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3514, loss: 1.3514 2020-06-27 08:31:44,993 - mmaction - INFO - Epoch [47][540/940] lr: 0.00050, eta: 11:20:42, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2096, loss: 1.2096 2020-06-27 08:32:00,870 - mmaction - INFO - Epoch [47][560/940] lr: 0.00050, eta: 11:20:25, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.1787, loss: 1.1787 2020-06-27 08:32:16,640 - mmaction - INFO - Epoch [47][580/940] lr: 0.00050, eta: 11:20:08, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0436, loss: 1.0436 2020-06-27 08:32:32,570 - mmaction - INFO - Epoch [47][600/940] lr: 0.00050, eta: 11:19:52, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2319, loss: 1.2319 2020-06-27 08:32:48,616 - mmaction - INFO - Epoch [47][620/940] lr: 0.00050, eta: 11:19:35, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 0.9562, loss: 0.9562 2020-06-27 08:33:04,519 - mmaction - INFO - Epoch [47][640/940] lr: 0.00050, eta: 11:19:19, time: 0.796, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 1.0059, loss: 1.0059 2020-06-27 08:33:20,109 - mmaction - INFO - Epoch [47][660/940] lr: 0.00050, eta: 11:19:02, time: 0.780, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 1.0734, loss: 1.0734 2020-06-27 08:33:36,604 - mmaction - INFO - Epoch [47][680/940] lr: 0.00050, eta: 11:18:45, time: 0.824, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8625, loss_cls: 1.1357, loss: 1.1357 2020-06-27 08:33:52,926 - mmaction - INFO - Epoch [47][700/940] lr: 0.00050, eta: 11:18:29, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.0551, loss: 1.0551 2020-06-27 08:34:08,887 - mmaction - INFO - Epoch [47][720/940] lr: 0.00050, eta: 11:18:13, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.0109, loss: 1.0109 2020-06-27 08:34:25,058 - mmaction - INFO - Epoch [47][740/940] lr: 0.00050, eta: 11:17:56, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0072, loss: 1.0072 2020-06-27 08:34:40,533 - mmaction - INFO - Epoch [47][760/940] lr: 0.00050, eta: 11:17:39, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9665, loss: 0.9665 2020-06-27 08:34:56,596 - mmaction - INFO - Epoch [47][780/940] lr: 0.00050, eta: 11:17:23, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.2425, loss: 1.2425 2020-06-27 08:35:12,517 - mmaction - INFO - Epoch [47][800/940] lr: 0.00050, eta: 11:17:06, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1085, loss: 1.1085 2020-06-27 08:35:28,207 - mmaction - INFO - Epoch [47][820/940] lr: 0.00050, eta: 11:16:49, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9636, loss: 0.9636 2020-06-27 08:35:44,355 - mmaction - INFO - Epoch [47][840/940] lr: 0.00050, eta: 11:16:33, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2949, loss: 1.2949 2020-06-27 08:36:00,408 - mmaction - INFO - Epoch [47][860/940] lr: 0.00050, eta: 11:16:16, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0759, loss: 1.0759 2020-06-27 08:36:16,356 - mmaction - INFO - Epoch [47][880/940] lr: 0.00050, eta: 11:16:00, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2047, loss: 1.2047 2020-06-27 08:36:31,934 - mmaction - INFO - Epoch [47][900/940] lr: 0.00050, eta: 11:15:43, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8562, loss_cls: 1.2325, loss: 1.2325 2020-06-27 08:36:48,157 - mmaction - INFO - Epoch [47][920/940] lr: 0.00050, eta: 11:15:26, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4107, loss: 1.4107 2020-06-27 08:37:03,284 - mmaction - INFO - Epoch [47][940/940] lr: 0.00050, eta: 11:15:09, time: 0.757, data_time: 0.002, memory: 7079, top1_acc: 0.7727, top5_acc: 0.9026, loss_cls: 0.9351, loss: 0.9351 2020-06-27 08:37:24,525 - mmaction - INFO - Epoch [48][20/940] lr: 0.00050, eta: 11:14:57, time: 1.003, data_time: 0.342, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0558, loss: 1.0558 2020-06-27 08:37:39,169 - mmaction - INFO - Epoch [48][40/940] lr: 0.00050, eta: 11:14:39, time: 0.730, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1677, loss: 1.1677 2020-06-27 08:37:54,377 - mmaction - INFO - Epoch [48][60/940] lr: 0.00050, eta: 11:14:21, time: 0.763, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2671, loss: 1.2671 2020-06-27 08:38:09,920 - mmaction - INFO - Epoch [48][80/940] lr: 0.00050, eta: 11:14:04, time: 0.774, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9993, loss: 0.9993 2020-06-27 08:38:26,011 - mmaction - INFO - Epoch [48][100/940] lr: 0.00050, eta: 11:13:48, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.1819, loss: 1.1819 2020-06-27 08:38:41,875 - mmaction - INFO - Epoch [48][120/940] lr: 0.00050, eta: 11:13:31, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0383, loss: 1.0383 2020-06-27 08:38:57,334 - mmaction - INFO - Epoch [48][140/940] lr: 0.00050, eta: 11:13:14, time: 0.775, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.1001, loss: 1.1001 2020-06-27 08:39:13,250 - mmaction - INFO - Epoch [48][160/940] lr: 0.00050, eta: 11:12:57, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9739, loss: 0.9739 2020-06-27 08:39:29,319 - mmaction - INFO - Epoch [48][180/940] lr: 0.00050, eta: 11:12:41, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.0956, loss: 1.0956 2020-06-27 08:39:45,802 - mmaction - INFO - Epoch [48][200/940] lr: 0.00050, eta: 11:12:25, time: 0.824, data_time: 0.002, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2373, loss: 1.2373 2020-06-27 08:40:01,623 - mmaction - INFO - Epoch [48][220/940] lr: 0.00050, eta: 11:12:08, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8812, loss_cls: 1.0643, loss: 1.0643 2020-06-27 08:40:17,595 - mmaction - INFO - Epoch [48][240/940] lr: 0.00050, eta: 11:11:51, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.2944, loss: 1.2944 2020-06-27 08:40:33,732 - mmaction - INFO - Epoch [48][260/940] lr: 0.00050, eta: 11:11:35, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1956, loss: 1.1956 2020-06-27 08:40:49,566 - mmaction - INFO - Epoch [48][280/940] lr: 0.00050, eta: 11:11:18, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9125, loss_cls: 0.9721, loss: 0.9721 2020-06-27 08:41:05,680 - mmaction - INFO - Epoch [48][300/940] lr: 0.00050, eta: 11:11:02, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.4482, loss: 1.4482 2020-06-27 08:41:21,579 - mmaction - INFO - Epoch [48][320/940] lr: 0.00050, eta: 11:10:45, time: 0.795, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0942, loss: 1.0942 2020-06-27 08:41:37,363 - mmaction - INFO - Epoch [48][340/940] lr: 0.00050, eta: 11:10:28, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2889, loss: 1.2889 2020-06-27 08:41:53,693 - mmaction - INFO - Epoch [48][360/940] lr: 0.00050, eta: 11:10:12, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9250, loss_cls: 1.0191, loss: 1.0191 2020-06-27 08:42:09,648 - mmaction - INFO - Epoch [48][380/940] lr: 0.00050, eta: 11:09:56, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8625, loss_cls: 1.1465, loss: 1.1465 2020-06-27 08:42:25,581 - mmaction - INFO - Epoch [48][400/940] lr: 0.00050, eta: 11:09:39, time: 0.797, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0897, loss: 1.0897 2020-06-27 08:42:41,151 - mmaction - INFO - Epoch [48][420/940] lr: 0.00050, eta: 11:09:22, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.2646, loss: 1.2646 2020-06-27 08:42:56,878 - mmaction - INFO - Epoch [48][440/940] lr: 0.00050, eta: 11:09:05, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9891, loss: 0.9891 2020-06-27 08:43:12,628 - mmaction - INFO - Epoch [48][460/940] lr: 0.00050, eta: 11:08:48, time: 0.788, data_time: 0.003, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 1.0585, loss: 1.0585 2020-06-27 08:43:30,190 - mmaction - INFO - Epoch [48][480/940] lr: 0.00050, eta: 11:08:33, time: 0.878, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3522, loss: 1.3522 2020-06-27 08:43:45,660 - mmaction - INFO - Epoch [48][500/940] lr: 0.00050, eta: 11:08:16, time: 0.773, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.1708, loss: 1.1708 2020-06-27 08:44:01,654 - mmaction - INFO - Epoch [48][520/940] lr: 0.00050, eta: 11:08:00, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.2960, loss: 1.2960 2020-06-27 08:44:17,769 - mmaction - INFO - Epoch [48][540/940] lr: 0.00050, eta: 11:07:43, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0001, loss: 1.0001 2020-06-27 08:44:33,432 - mmaction - INFO - Epoch [48][560/940] lr: 0.00050, eta: 11:07:26, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1238, loss: 1.1238 2020-06-27 08:44:49,409 - mmaction - INFO - Epoch [48][580/940] lr: 0.00050, eta: 11:07:10, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.1091, loss: 1.1091 2020-06-27 08:45:05,256 - mmaction - INFO - Epoch [48][600/940] lr: 0.00050, eta: 11:06:53, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0915, loss: 1.0915 2020-06-27 08:45:21,244 - mmaction - INFO - Epoch [48][620/940] lr: 0.00050, eta: 11:06:36, time: 0.799, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8562, loss_cls: 1.1976, loss: 1.1976 2020-06-27 08:45:38,223 - mmaction - INFO - Epoch [48][640/940] lr: 0.00050, eta: 11:06:21, time: 0.849, data_time: 0.003, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.1026, loss: 1.1026 2020-06-27 08:45:53,814 - mmaction - INFO - Epoch [48][660/940] lr: 0.00050, eta: 11:06:04, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 0.9930, loss: 0.9930 2020-06-27 08:46:09,420 - mmaction - INFO - Epoch [48][680/940] lr: 0.00050, eta: 11:05:47, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8625, loss_cls: 1.1367, loss: 1.1367 2020-06-27 08:46:25,825 - mmaction - INFO - Epoch [48][700/940] lr: 0.00050, eta: 11:05:31, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1497, loss: 1.1497 2020-06-27 08:46:42,617 - mmaction - INFO - Epoch [48][720/940] lr: 0.00050, eta: 11:05:15, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.3005, loss: 1.3005 2020-06-27 08:46:58,258 - mmaction - INFO - Epoch [48][740/940] lr: 0.00050, eta: 11:04:58, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 0.9671, loss: 0.9671 2020-06-27 08:47:13,744 - mmaction - INFO - Epoch [48][760/940] lr: 0.00050, eta: 11:04:41, time: 0.774, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1239, loss: 1.1239 2020-06-27 08:47:30,183 - mmaction - INFO - Epoch [48][780/940] lr: 0.00050, eta: 11:04:25, time: 0.822, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.8610, loss: 0.8610 2020-06-27 08:47:46,316 - mmaction - INFO - Epoch [48][800/940] lr: 0.00050, eta: 11:04:09, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1101, loss: 1.1101 2020-06-27 08:48:01,784 - mmaction - INFO - Epoch [48][820/940] lr: 0.00050, eta: 11:03:52, time: 0.774, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0304, loss: 1.0304 2020-06-27 08:48:18,180 - mmaction - INFO - Epoch [48][840/940] lr: 0.00050, eta: 11:03:36, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2457, loss: 1.2457 2020-06-27 08:48:33,773 - mmaction - INFO - Epoch [48][860/940] lr: 0.00050, eta: 11:03:19, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8866, loss: 0.8866 2020-06-27 08:48:50,736 - mmaction - INFO - Epoch [48][880/940] lr: 0.00050, eta: 11:03:03, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 1.0029, loss: 1.0029 2020-06-27 08:49:06,988 - mmaction - INFO - Epoch [48][900/940] lr: 0.00050, eta: 11:02:47, time: 0.813, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.2361, loss: 1.2361 2020-06-27 08:49:22,841 - mmaction - INFO - Epoch [48][920/940] lr: 0.00050, eta: 11:02:30, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 1.0016, loss: 1.0016 2020-06-27 08:49:38,740 - mmaction - INFO - Epoch [48][940/940] lr: 0.00050, eta: 11:02:13, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.7468, top5_acc: 0.9221, loss_cls: 1.0700, loss: 1.0700 2020-06-27 08:52:19,889 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 08:52:20,898 - mmaction - INFO - top1_acc 0.7201 top5_acc 0.9010 2020-06-27 08:52:20,898 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 08:52:20,963 - mmaction - INFO - mean_acc 0.7200 2020-06-27 08:52:20,972 - mmaction - INFO - Epoch [48][940/940] lr: 0.00050, top1_acc: 0.7201, top5_acc: 0.9010, mean_class_accuracy: 0.7200 2020-06-27 08:52:39,356 - mmaction - INFO - Epoch [49][20/940] lr: 0.00050, eta: 11:01:59, time: 0.915, data_time: 0.300, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.8058, loss: 0.8058 2020-06-27 08:52:52,434 - mmaction - INFO - Epoch [49][40/940] lr: 0.00050, eta: 11:01:40, time: 0.655, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0944, loss: 1.0944 2020-06-27 08:53:06,639 - mmaction - INFO - Epoch [49][60/940] lr: 0.00050, eta: 11:01:21, time: 0.711, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1459, loss: 1.1459 2020-06-27 08:53:21,542 - mmaction - INFO - Epoch [49][80/940] lr: 0.00050, eta: 11:01:04, time: 0.743, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.2454, loss: 1.2454 2020-06-27 08:53:37,645 - mmaction - INFO - Epoch [49][100/940] lr: 0.00050, eta: 11:00:47, time: 0.808, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 1.2383, loss: 1.2383 2020-06-27 08:53:53,468 - mmaction - INFO - Epoch [49][120/940] lr: 0.00050, eta: 11:00:30, time: 0.790, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1713, loss: 1.1713 2020-06-27 08:54:09,522 - mmaction - INFO - Epoch [49][140/940] lr: 0.00050, eta: 11:00:14, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8688, loss_cls: 1.1120, loss: 1.1120 2020-06-27 08:54:25,707 - mmaction - INFO - Epoch [49][160/940] lr: 0.00050, eta: 10:59:58, time: 0.812, data_time: 0.007, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.1843, loss: 1.1843 2020-06-27 08:54:41,748 - mmaction - INFO - Epoch [49][180/940] lr: 0.00050, eta: 10:59:41, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.8285, loss: 0.8285 2020-06-27 08:54:57,803 - mmaction - INFO - Epoch [49][200/940] lr: 0.00050, eta: 10:59:25, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1004, loss: 1.1004 2020-06-27 08:55:14,328 - mmaction - INFO - Epoch [49][220/940] lr: 0.00050, eta: 10:59:09, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9388, loss: 0.9388 2020-06-27 08:55:30,054 - mmaction - INFO - Epoch [49][240/940] lr: 0.00050, eta: 10:58:52, time: 0.786, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9350, loss: 0.9350 2020-06-27 08:55:45,817 - mmaction - INFO - Epoch [49][260/940] lr: 0.00050, eta: 10:58:35, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1619, loss: 1.1619 2020-06-27 08:56:01,903 - mmaction - INFO - Epoch [49][280/940] lr: 0.00050, eta: 10:58:19, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1863, loss: 1.1863 2020-06-27 08:56:17,604 - mmaction - INFO - Epoch [49][300/940] lr: 0.00050, eta: 10:58:02, time: 0.784, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1228, loss: 1.1228 2020-06-27 08:56:33,343 - mmaction - INFO - Epoch [49][320/940] lr: 0.00050, eta: 10:57:45, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9779, loss: 0.9779 2020-06-27 08:56:49,591 - mmaction - INFO - Epoch [49][340/940] lr: 0.00050, eta: 10:57:29, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.8758, loss: 0.8758 2020-06-27 08:57:05,867 - mmaction - INFO - Epoch [49][360/940] lr: 0.00050, eta: 10:57:13, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.2212, loss: 1.2212 2020-06-27 08:57:22,078 - mmaction - INFO - Epoch [49][380/940] lr: 0.00050, eta: 10:56:56, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 0.9825, loss: 0.9825 2020-06-27 08:57:37,449 - mmaction - INFO - Epoch [49][400/940] lr: 0.00050, eta: 10:56:39, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1350, loss: 1.1350 2020-06-27 08:57:53,075 - mmaction - INFO - Epoch [49][420/940] lr: 0.00050, eta: 10:56:22, time: 0.779, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.2676, loss: 1.2676 2020-06-27 08:58:09,521 - mmaction - INFO - Epoch [49][440/940] lr: 0.00050, eta: 10:56:06, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2891, loss: 1.2891 2020-06-27 08:58:25,398 - mmaction - INFO - Epoch [49][460/940] lr: 0.00050, eta: 10:55:49, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0205, loss: 1.0205 2020-06-27 08:58:41,840 - mmaction - INFO - Epoch [49][480/940] lr: 0.00050, eta: 10:55:33, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1900, loss: 1.1900 2020-06-27 08:58:57,215 - mmaction - INFO - Epoch [49][500/940] lr: 0.00050, eta: 10:55:16, time: 0.770, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3946, loss: 1.3946 2020-06-27 08:59:13,801 - mmaction - INFO - Epoch [49][520/940] lr: 0.00050, eta: 10:55:00, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8938, loss_cls: 1.0441, loss: 1.0441 2020-06-27 08:59:29,455 - mmaction - INFO - Epoch [49][540/940] lr: 0.00050, eta: 10:54:43, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.1065, loss: 1.1065 2020-06-27 08:59:46,005 - mmaction - INFO - Epoch [49][560/940] lr: 0.00050, eta: 10:54:27, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.1251, loss: 1.1251 2020-06-27 09:00:01,893 - mmaction - INFO - Epoch [49][580/940] lr: 0.00050, eta: 10:54:11, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2643, loss: 1.2643 2020-06-27 09:00:22,760 - mmaction - INFO - Epoch [49][600/940] lr: 0.00050, eta: 10:53:59, time: 1.040, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1325, loss: 1.1325 2020-06-27 09:00:37,812 - mmaction - INFO - Epoch [49][620/940] lr: 0.00050, eta: 10:53:42, time: 0.758, data_time: 0.014, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0205, loss: 1.0205 2020-06-27 09:00:53,117 - mmaction - INFO - Epoch [49][640/940] lr: 0.00050, eta: 10:53:25, time: 0.766, data_time: 0.003, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8562, loss_cls: 1.1975, loss: 1.1975 2020-06-27 09:01:08,994 - mmaction - INFO - Epoch [49][660/940] lr: 0.00050, eta: 10:53:08, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8834, loss: 0.8834 2020-06-27 09:01:24,977 - mmaction - INFO - Epoch [49][680/940] lr: 0.00050, eta: 10:52:51, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1663, loss: 1.1663 2020-06-27 09:01:40,881 - mmaction - INFO - Epoch [49][700/940] lr: 0.00050, eta: 10:52:35, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1344, loss: 1.1344 2020-06-27 09:01:56,148 - mmaction - INFO - Epoch [49][720/940] lr: 0.00050, eta: 10:52:18, time: 0.766, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0744, loss: 1.0744 2020-06-27 09:02:12,971 - mmaction - INFO - Epoch [49][740/940] lr: 0.00050, eta: 10:52:02, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 0.9637, loss: 0.9637 2020-06-27 09:02:28,962 - mmaction - INFO - Epoch [49][760/940] lr: 0.00050, eta: 10:51:45, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0918, loss: 1.0918 2020-06-27 09:02:45,544 - mmaction - INFO - Epoch [49][780/940] lr: 0.00050, eta: 10:51:29, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0395, loss: 1.0395 2020-06-27 09:03:01,028 - mmaction - INFO - Epoch [49][800/940] lr: 0.00050, eta: 10:51:12, time: 0.777, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.0841, loss: 1.0841 2020-06-27 09:03:16,822 - mmaction - INFO - Epoch [49][820/940] lr: 0.00050, eta: 10:50:56, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.0791, loss: 1.0791 2020-06-27 09:03:33,190 - mmaction - INFO - Epoch [49][840/940] lr: 0.00050, eta: 10:50:40, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0274, loss: 1.0274 2020-06-27 09:03:49,452 - mmaction - INFO - Epoch [49][860/940] lr: 0.00050, eta: 10:50:23, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1797, loss: 1.1797 2020-06-27 09:04:05,179 - mmaction - INFO - Epoch [49][880/940] lr: 0.00050, eta: 10:50:06, time: 0.786, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0225, loss: 1.0225 2020-06-27 09:04:20,767 - mmaction - INFO - Epoch [49][900/940] lr: 0.00050, eta: 10:49:49, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.9000, loss_cls: 1.2273, loss: 1.2273 2020-06-27 09:04:36,392 - mmaction - INFO - Epoch [49][920/940] lr: 0.00050, eta: 10:49:33, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0046, loss: 1.0046 2020-06-27 09:04:51,591 - mmaction - INFO - Epoch [49][940/940] lr: 0.00050, eta: 10:49:15, time: 0.759, data_time: 0.005, memory: 7079, top1_acc: 0.6948, top5_acc: 0.8896, loss_cls: 1.2387, loss: 1.2387 2020-06-27 09:05:15,118 - mmaction - INFO - Epoch [50][20/940] lr: 0.00050, eta: 10:49:04, time: 1.058, data_time: 0.365, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1579, loss: 1.1579 2020-06-27 09:05:29,539 - mmaction - INFO - Epoch [50][40/940] lr: 0.00050, eta: 10:48:46, time: 0.723, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9297, loss: 0.9297 2020-06-27 09:05:46,293 - mmaction - INFO - Epoch [50][60/940] lr: 0.00050, eta: 10:48:30, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.7335, loss: 0.7335 2020-06-27 09:06:00,901 - mmaction - INFO - Epoch [50][80/940] lr: 0.00050, eta: 10:48:12, time: 0.733, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.1131, loss: 1.1131 2020-06-27 09:06:17,028 - mmaction - INFO - Epoch [50][100/940] lr: 0.00050, eta: 10:47:56, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9292, loss: 0.9292 2020-06-27 09:06:32,419 - mmaction - INFO - Epoch [50][120/940] lr: 0.00050, eta: 10:47:39, time: 0.769, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9318, loss: 0.9318 2020-06-27 09:06:48,653 - mmaction - INFO - Epoch [50][140/940] lr: 0.00050, eta: 10:47:22, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1057, loss: 1.1057 2020-06-27 09:07:04,736 - mmaction - INFO - Epoch [50][160/940] lr: 0.00050, eta: 10:47:06, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9045, loss: 0.9045 2020-06-27 09:07:19,956 - mmaction - INFO - Epoch [50][180/940] lr: 0.00050, eta: 10:46:49, time: 0.761, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.0612, loss: 1.0612 2020-06-27 09:07:35,881 - mmaction - INFO - Epoch [50][200/940] lr: 0.00050, eta: 10:46:32, time: 0.796, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 1.1054, loss: 1.1054 2020-06-27 09:07:51,822 - mmaction - INFO - Epoch [50][220/940] lr: 0.00050, eta: 10:46:16, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2381, loss: 1.2381 2020-06-27 09:08:08,591 - mmaction - INFO - Epoch [50][240/940] lr: 0.00050, eta: 10:46:00, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.2662, loss: 1.2662 2020-06-27 09:08:25,173 - mmaction - INFO - Epoch [50][260/940] lr: 0.00050, eta: 10:45:44, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.1930, loss: 1.1930 2020-06-27 09:08:40,960 - mmaction - INFO - Epoch [50][280/940] lr: 0.00050, eta: 10:45:27, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9062, loss_cls: 0.9016, loss: 0.9016 2020-06-27 09:08:57,189 - mmaction - INFO - Epoch [50][300/940] lr: 0.00050, eta: 10:45:11, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1140, loss: 1.1140 2020-06-27 09:09:12,664 - mmaction - INFO - Epoch [50][320/940] lr: 0.00050, eta: 10:44:54, time: 0.775, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4565, loss: 1.4565 2020-06-27 09:09:29,210 - mmaction - INFO - Epoch [50][340/940] lr: 0.00050, eta: 10:44:38, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 1.0689, loss: 1.0689 2020-06-27 09:09:45,845 - mmaction - INFO - Epoch [50][360/940] lr: 0.00050, eta: 10:44:22, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.2085, loss: 1.2085 2020-06-27 09:10:01,155 - mmaction - INFO - Epoch [50][380/940] lr: 0.00050, eta: 10:44:05, time: 0.764, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.8875, loss_cls: 0.9881, loss: 0.9881 2020-06-27 09:10:17,396 - mmaction - INFO - Epoch [50][400/940] lr: 0.00050, eta: 10:43:49, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0499, loss: 1.0499 2020-06-27 09:10:33,348 - mmaction - INFO - Epoch [50][420/940] lr: 0.00050, eta: 10:43:32, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1644, loss: 1.1644 2020-06-27 09:10:49,376 - mmaction - INFO - Epoch [50][440/940] lr: 0.00050, eta: 10:43:16, time: 0.801, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9619, loss: 0.9619 2020-06-27 09:11:05,700 - mmaction - INFO - Epoch [50][460/940] lr: 0.00050, eta: 10:42:59, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0505, loss: 1.0505 2020-06-27 09:11:21,695 - mmaction - INFO - Epoch [50][480/940] lr: 0.00050, eta: 10:42:43, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0425, loss: 1.0425 2020-06-27 09:11:37,335 - mmaction - INFO - Epoch [50][500/940] lr: 0.00050, eta: 10:42:26, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0864, loss: 1.0864 2020-06-27 09:11:53,439 - mmaction - INFO - Epoch [50][520/940] lr: 0.00050, eta: 10:42:10, time: 0.805, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1081, loss: 1.1081 2020-06-27 09:12:09,474 - mmaction - INFO - Epoch [50][540/940] lr: 0.00050, eta: 10:41:53, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1594, loss: 1.1594 2020-06-27 09:12:26,697 - mmaction - INFO - Epoch [50][560/940] lr: 0.00050, eta: 10:41:38, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 0.9442, loss: 0.9442 2020-06-27 09:12:42,274 - mmaction - INFO - Epoch [50][580/940] lr: 0.00050, eta: 10:41:21, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8500, loss_cls: 1.3095, loss: 1.3095 2020-06-27 09:12:58,005 - mmaction - INFO - Epoch [50][600/940] lr: 0.00050, eta: 10:41:04, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0738, loss: 1.0738 2020-06-27 09:13:13,851 - mmaction - INFO - Epoch [50][620/940] lr: 0.00050, eta: 10:40:48, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1264, loss: 1.1264 2020-06-27 09:13:29,343 - mmaction - INFO - Epoch [50][640/940] lr: 0.00050, eta: 10:40:30, time: 0.775, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1624, loss: 1.1624 2020-06-27 09:13:45,693 - mmaction - INFO - Epoch [50][660/940] lr: 0.00050, eta: 10:40:14, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 1.0893, loss: 1.0893 2020-06-27 09:14:02,324 - mmaction - INFO - Epoch [50][680/940] lr: 0.00050, eta: 10:39:58, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 0.8376, loss: 0.8376 2020-06-27 09:14:18,540 - mmaction - INFO - Epoch [50][700/940] lr: 0.00050, eta: 10:39:42, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1589, loss: 1.1589 2020-06-27 09:14:33,910 - mmaction - INFO - Epoch [50][720/940] lr: 0.00050, eta: 10:39:25, time: 0.771, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1597, loss: 1.1597 2020-06-27 09:14:50,343 - mmaction - INFO - Epoch [50][740/940] lr: 0.00050, eta: 10:39:09, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.0982, loss: 1.0982 2020-06-27 09:15:07,079 - mmaction - INFO - Epoch [50][760/940] lr: 0.00050, eta: 10:38:53, time: 0.840, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 1.0589, loss: 1.0589 2020-06-27 09:15:22,843 - mmaction - INFO - Epoch [50][780/940] lr: 0.00050, eta: 10:38:36, time: 0.788, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 1.0390, loss: 1.0390 2020-06-27 09:15:38,635 - mmaction - INFO - Epoch [50][800/940] lr: 0.00050, eta: 10:38:20, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0140, loss: 1.0140 2020-06-27 09:15:54,911 - mmaction - INFO - Epoch [50][820/940] lr: 0.00050, eta: 10:38:04, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0443, loss: 1.0443 2020-06-27 09:16:10,399 - mmaction - INFO - Epoch [50][840/940] lr: 0.00050, eta: 10:37:47, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0925, loss: 1.0925 2020-06-27 09:16:27,246 - mmaction - INFO - Epoch [50][860/940] lr: 0.00050, eta: 10:37:31, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9065, loss: 0.9065 2020-06-27 09:16:43,019 - mmaction - INFO - Epoch [50][880/940] lr: 0.00050, eta: 10:37:14, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0089, loss: 1.0089 2020-06-27 09:16:59,408 - mmaction - INFO - Epoch [50][900/940] lr: 0.00050, eta: 10:36:58, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0714, loss: 1.0714 2020-06-27 09:17:15,896 - mmaction - INFO - Epoch [50][920/940] lr: 0.00050, eta: 10:36:42, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0887, loss: 1.0887 2020-06-27 09:17:32,208 - mmaction - INFO - Epoch [50][940/940] lr: 0.00050, eta: 10:36:26, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.1243, loss: 1.1243 2020-06-27 09:20:14,435 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 09:20:15,465 - mmaction - INFO - top1_acc 0.7186 top5_acc 0.9034 2020-06-27 09:20:15,466 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 09:20:15,616 - mmaction - INFO - mean_acc 0.7186 2020-06-27 09:20:15,698 - mmaction - INFO - Epoch [50][940/940] lr: 0.00050, top1_acc: 0.7186, top5_acc: 0.9034, mean_class_accuracy: 0.7186 2020-06-27 09:20:34,426 - mmaction - INFO - Epoch [51][20/940] lr: 0.00050, eta: 10:36:12, time: 0.933, data_time: 0.288, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.1810, loss: 1.1810 2020-06-27 09:20:49,288 - mmaction - INFO - Epoch [51][40/940] lr: 0.00050, eta: 10:35:54, time: 0.742, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.2118, loss: 1.2118 2020-06-27 09:21:04,595 - mmaction - INFO - Epoch [51][60/940] lr: 0.00050, eta: 10:35:37, time: 0.767, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.1024, loss: 1.1024 2020-06-27 09:21:20,100 - mmaction - INFO - Epoch [51][80/940] lr: 0.00050, eta: 10:35:20, time: 0.774, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0228, loss: 1.0228 2020-06-27 09:21:35,558 - mmaction - INFO - Epoch [51][100/940] lr: 0.00050, eta: 10:35:03, time: 0.775, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9841, loss: 0.9841 2020-06-27 09:21:50,989 - mmaction - INFO - Epoch [51][120/940] lr: 0.00050, eta: 10:34:46, time: 0.769, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.1199, loss: 1.1199 2020-06-27 09:22:07,224 - mmaction - INFO - Epoch [51][140/940] lr: 0.00050, eta: 10:34:30, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8500, loss_cls: 1.2558, loss: 1.2558 2020-06-27 09:22:23,360 - mmaction - INFO - Epoch [51][160/940] lr: 0.00050, eta: 10:34:13, time: 0.806, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0861, loss: 1.0861 2020-06-27 09:22:39,222 - mmaction - INFO - Epoch [51][180/940] lr: 0.00050, eta: 10:33:57, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3500, loss: 1.3500 2020-06-27 09:22:55,197 - mmaction - INFO - Epoch [51][200/940] lr: 0.00050, eta: 10:33:40, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.2557, loss: 1.2557 2020-06-27 09:23:10,765 - mmaction - INFO - Epoch [51][220/940] lr: 0.00050, eta: 10:33:23, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8750, loss_cls: 1.0567, loss: 1.0567 2020-06-27 09:23:26,740 - mmaction - INFO - Epoch [51][240/940] lr: 0.00050, eta: 10:33:07, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1453, loss: 1.1453 2020-06-27 09:23:43,014 - mmaction - INFO - Epoch [51][260/940] lr: 0.00050, eta: 10:32:51, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0394, loss: 1.0394 2020-06-27 09:23:58,897 - mmaction - INFO - Epoch [51][280/940] lr: 0.00050, eta: 10:32:34, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8750, loss_cls: 1.4155, loss: 1.4155 2020-06-27 09:24:15,732 - mmaction - INFO - Epoch [51][300/940] lr: 0.00050, eta: 10:32:18, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1197, loss: 1.1197 2020-06-27 09:24:31,191 - mmaction - INFO - Epoch [51][320/940] lr: 0.00050, eta: 10:32:01, time: 0.773, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0510, loss: 1.0510 2020-06-27 09:24:47,283 - mmaction - INFO - Epoch [51][340/940] lr: 0.00050, eta: 10:31:45, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.0710, loss: 1.0710 2020-06-27 09:25:04,007 - mmaction - INFO - Epoch [51][360/940] lr: 0.00050, eta: 10:31:29, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 0.9622, loss: 0.9622 2020-06-27 09:25:19,557 - mmaction - INFO - Epoch [51][380/940] lr: 0.00050, eta: 10:31:12, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9456, loss: 0.9456 2020-06-27 09:25:35,867 - mmaction - INFO - Epoch [51][400/940] lr: 0.00050, eta: 10:30:56, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 1.1202, loss: 1.1202 2020-06-27 09:25:52,685 - mmaction - INFO - Epoch [51][420/940] lr: 0.00050, eta: 10:30:40, time: 0.840, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 0.9836, loss: 0.9836 2020-06-27 09:26:08,060 - mmaction - INFO - Epoch [51][440/940] lr: 0.00050, eta: 10:30:23, time: 0.769, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2428, loss: 1.2428 2020-06-27 09:26:24,044 - mmaction - INFO - Epoch [51][460/940] lr: 0.00050, eta: 10:30:07, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0898, loss: 1.0898 2020-06-27 09:26:40,961 - mmaction - INFO - Epoch [51][480/940] lr: 0.00050, eta: 10:29:51, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.1037, loss: 1.1037 2020-06-27 09:26:56,919 - mmaction - INFO - Epoch [51][500/940] lr: 0.00050, eta: 10:29:35, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0715, loss: 1.0715 2020-06-27 09:27:13,349 - mmaction - INFO - Epoch [51][520/940] lr: 0.00050, eta: 10:29:19, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3444, loss: 1.3444 2020-06-27 09:27:29,459 - mmaction - INFO - Epoch [51][540/940] lr: 0.00050, eta: 10:29:02, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9268, loss: 0.9268 2020-06-27 09:27:45,071 - mmaction - INFO - Epoch [51][560/940] lr: 0.00050, eta: 10:28:45, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8375, loss_cls: 1.4606, loss: 1.4606 2020-06-27 09:28:02,068 - mmaction - INFO - Epoch [51][580/940] lr: 0.00050, eta: 10:28:30, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1686, loss: 1.1686 2020-06-27 09:28:17,990 - mmaction - INFO - Epoch [51][600/940] lr: 0.00050, eta: 10:28:13, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 1.0040, loss: 1.0040 2020-06-27 09:28:33,682 - mmaction - INFO - Epoch [51][620/940] lr: 0.00050, eta: 10:27:56, time: 0.784, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1802, loss: 1.1802 2020-06-27 09:28:49,869 - mmaction - INFO - Epoch [51][640/940] lr: 0.00050, eta: 10:27:40, time: 0.809, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1305, loss: 1.1305 2020-06-27 09:29:06,184 - mmaction - INFO - Epoch [51][660/940] lr: 0.00050, eta: 10:27:24, time: 0.816, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.1009, loss: 1.1009 2020-06-27 09:29:22,284 - mmaction - INFO - Epoch [51][680/940] lr: 0.00050, eta: 10:27:08, time: 0.803, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9847, loss: 0.9847 2020-06-27 09:29:37,851 - mmaction - INFO - Epoch [51][700/940] lr: 0.00050, eta: 10:26:51, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9348, loss: 0.9348 2020-06-27 09:29:55,412 - mmaction - INFO - Epoch [51][720/940] lr: 0.00050, eta: 10:26:36, time: 0.878, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.2075, loss: 1.2075 2020-06-27 09:30:11,107 - mmaction - INFO - Epoch [51][740/940] lr: 0.00050, eta: 10:26:19, time: 0.785, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8562, loss_cls: 1.2424, loss: 1.2424 2020-06-27 09:30:26,886 - mmaction - INFO - Epoch [51][760/940] lr: 0.00050, eta: 10:26:02, time: 0.788, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.2358, loss: 1.2358 2020-06-27 09:30:42,424 - mmaction - INFO - Epoch [51][780/940] lr: 0.00050, eta: 10:25:45, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.8379, loss: 0.8379 2020-06-27 09:30:59,076 - mmaction - INFO - Epoch [51][800/940] lr: 0.00050, eta: 10:25:29, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2019, loss: 1.2019 2020-06-27 09:31:16,235 - mmaction - INFO - Epoch [51][820/940] lr: 0.00050, eta: 10:25:14, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0837, loss: 1.0837 2020-06-27 09:31:31,850 - mmaction - INFO - Epoch [51][840/940] lr: 0.00050, eta: 10:24:57, time: 0.778, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9250, loss_cls: 0.8380, loss: 0.8380 2020-06-27 09:31:48,363 - mmaction - INFO - Epoch [51][860/940] lr: 0.00050, eta: 10:24:41, time: 0.829, data_time: 0.007, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0576, loss: 1.0576 2020-06-27 09:32:04,876 - mmaction - INFO - Epoch [51][880/940] lr: 0.00050, eta: 10:24:25, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0198, loss: 1.0198 2020-06-27 09:32:21,054 - mmaction - INFO - Epoch [51][900/940] lr: 0.00050, eta: 10:24:09, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0419, loss: 1.0419 2020-06-27 09:32:36,919 - mmaction - INFO - Epoch [51][920/940] lr: 0.00050, eta: 10:23:52, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.3287, loss: 1.3287 2020-06-27 09:32:51,932 - mmaction - INFO - Epoch [51][940/940] lr: 0.00050, eta: 10:23:35, time: 0.754, data_time: 0.007, memory: 7079, top1_acc: 0.7597, top5_acc: 0.8766, loss_cls: 1.0991, loss: 1.0991 2020-06-27 09:33:13,133 - mmaction - INFO - Epoch [52][20/940] lr: 0.00050, eta: 10:23:22, time: 0.982, data_time: 0.314, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 0.9296, loss: 0.9296 2020-06-27 09:33:28,904 - mmaction - INFO - Epoch [52][40/940] lr: 0.00050, eta: 10:23:05, time: 0.787, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.0423, loss: 1.0423 2020-06-27 09:33:43,969 - mmaction - INFO - Epoch [52][60/940] lr: 0.00050, eta: 10:22:48, time: 0.754, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 1.0270, loss: 1.0270 2020-06-27 09:33:59,518 - mmaction - INFO - Epoch [52][80/940] lr: 0.00050, eta: 10:22:31, time: 0.775, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.9988, loss: 0.9988 2020-06-27 09:34:15,659 - mmaction - INFO - Epoch [52][100/940] lr: 0.00050, eta: 10:22:15, time: 0.810, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8632, loss: 0.8632 2020-06-27 09:34:31,796 - mmaction - INFO - Epoch [52][120/940] lr: 0.00050, eta: 10:21:58, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2031, loss: 1.2031 2020-06-27 09:34:48,657 - mmaction - INFO - Epoch [52][140/940] lr: 0.00050, eta: 10:21:43, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.1939, loss: 1.1939 2020-06-27 09:35:04,991 - mmaction - INFO - Epoch [52][160/940] lr: 0.00050, eta: 10:21:26, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2508, loss: 1.2508 2020-06-27 09:35:21,731 - mmaction - INFO - Epoch [52][180/940] lr: 0.00050, eta: 10:21:11, time: 0.839, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2402, loss: 1.2402 2020-06-27 09:35:37,519 - mmaction - INFO - Epoch [52][200/940] lr: 0.00050, eta: 10:20:54, time: 0.789, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0131, loss: 1.0131 2020-06-27 09:35:54,701 - mmaction - INFO - Epoch [52][220/940] lr: 0.00050, eta: 10:20:39, time: 0.859, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2637, loss: 1.2637 2020-06-27 09:36:09,803 - mmaction - INFO - Epoch [52][240/940] lr: 0.00050, eta: 10:20:21, time: 0.755, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1391, loss: 1.1391 2020-06-27 09:36:26,257 - mmaction - INFO - Epoch [52][260/940] lr: 0.00050, eta: 10:20:05, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8929, loss: 0.8929 2020-06-27 09:36:42,300 - mmaction - INFO - Epoch [52][280/940] lr: 0.00050, eta: 10:19:49, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2420, loss: 1.2420 2020-06-27 09:36:58,511 - mmaction - INFO - Epoch [52][300/940] lr: 0.00050, eta: 10:19:32, time: 0.808, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.1375, loss: 1.1375 2020-06-27 09:37:14,804 - mmaction - INFO - Epoch [52][320/940] lr: 0.00050, eta: 10:19:16, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.2905, loss: 1.2905 2020-06-27 09:37:30,837 - mmaction - INFO - Epoch [52][340/940] lr: 0.00050, eta: 10:19:00, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 0.8154, loss: 0.8154 2020-06-27 09:37:46,585 - mmaction - INFO - Epoch [52][360/940] lr: 0.00050, eta: 10:18:43, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9131, loss: 0.9131 2020-06-27 09:38:02,701 - mmaction - INFO - Epoch [52][380/940] lr: 0.00050, eta: 10:18:27, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1544, loss: 1.1544 2020-06-27 09:38:19,662 - mmaction - INFO - Epoch [52][400/940] lr: 0.00050, eta: 10:18:11, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0641, loss: 1.0641 2020-06-27 09:38:36,141 - mmaction - INFO - Epoch [52][420/940] lr: 0.00050, eta: 10:17:55, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2084, loss: 1.2084 2020-06-27 09:38:52,858 - mmaction - INFO - Epoch [52][440/940] lr: 0.00050, eta: 10:17:39, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8992, loss: 0.8992 2020-06-27 09:39:08,579 - mmaction - INFO - Epoch [52][460/940] lr: 0.00050, eta: 10:17:23, time: 0.786, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8500, loss_cls: 1.2497, loss: 1.2497 2020-06-27 09:39:24,208 - mmaction - INFO - Epoch [52][480/940] lr: 0.00050, eta: 10:17:06, time: 0.780, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 0.9876, loss: 0.9876 2020-06-27 09:39:40,478 - mmaction - INFO - Epoch [52][500/940] lr: 0.00050, eta: 10:16:49, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.8734, loss: 0.8734 2020-06-27 09:39:56,402 - mmaction - INFO - Epoch [52][520/940] lr: 0.00050, eta: 10:16:33, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.4097, loss: 1.4097 2020-06-27 09:40:12,986 - mmaction - INFO - Epoch [52][540/940] lr: 0.00050, eta: 10:16:17, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.3149, loss: 1.3149 2020-06-27 09:40:30,416 - mmaction - INFO - Epoch [52][560/940] lr: 0.00050, eta: 10:16:02, time: 0.873, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.2450, loss: 1.2450 2020-06-27 09:40:46,092 - mmaction - INFO - Epoch [52][580/940] lr: 0.00050, eta: 10:15:45, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.9077, loss: 0.9077 2020-06-27 09:41:02,277 - mmaction - INFO - Epoch [52][600/940] lr: 0.00050, eta: 10:15:29, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0940, loss: 1.0940 2020-06-27 09:41:18,941 - mmaction - INFO - Epoch [52][620/940] lr: 0.00050, eta: 10:15:13, time: 0.833, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 1.0169, loss: 1.0169 2020-06-27 09:41:34,839 - mmaction - INFO - Epoch [52][640/940] lr: 0.00050, eta: 10:14:56, time: 0.795, data_time: 0.003, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.1249, loss: 1.1249 2020-06-27 09:41:50,962 - mmaction - INFO - Epoch [52][660/940] lr: 0.00050, eta: 10:14:40, time: 0.804, data_time: 0.002, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9288, loss: 0.9288 2020-06-27 09:42:07,635 - mmaction - INFO - Epoch [52][680/940] lr: 0.00050, eta: 10:14:24, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.1140, loss: 1.1140 2020-06-27 09:42:23,449 - mmaction - INFO - Epoch [52][700/940] lr: 0.00050, eta: 10:14:07, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 0.9359, loss: 0.9359 2020-06-27 09:42:39,660 - mmaction - INFO - Epoch [52][720/940] lr: 0.00050, eta: 10:13:51, time: 0.811, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0230, loss: 1.0230 2020-06-27 09:42:56,904 - mmaction - INFO - Epoch [52][740/940] lr: 0.00050, eta: 10:13:36, time: 0.860, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1401, loss: 1.1401 2020-06-27 09:43:13,407 - mmaction - INFO - Epoch [52][760/940] lr: 0.00050, eta: 10:13:20, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9313, loss_cls: 0.9471, loss: 0.9471 2020-06-27 09:43:29,870 - mmaction - INFO - Epoch [52][780/940] lr: 0.00050, eta: 10:13:04, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9465, loss: 0.9465 2020-06-27 09:43:46,194 - mmaction - INFO - Epoch [52][800/940] lr: 0.00050, eta: 10:12:48, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.2029, loss: 1.2029 2020-06-27 09:44:02,052 - mmaction - INFO - Epoch [52][820/940] lr: 0.00050, eta: 10:12:31, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8938, loss_cls: 1.2739, loss: 1.2739 2020-06-27 09:44:18,362 - mmaction - INFO - Epoch [52][840/940] lr: 0.00050, eta: 10:12:15, time: 0.819, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2120, loss: 1.2120 2020-06-27 09:44:35,367 - mmaction - INFO - Epoch [52][860/940] lr: 0.00050, eta: 10:11:59, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1800, loss: 1.1800 2020-06-27 09:44:50,650 - mmaction - INFO - Epoch [52][880/940] lr: 0.00050, eta: 10:11:42, time: 0.765, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9622, loss: 0.9622 2020-06-27 09:45:07,352 - mmaction - INFO - Epoch [52][900/940] lr: 0.00050, eta: 10:11:26, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0462, loss: 1.0462 2020-06-27 09:45:23,210 - mmaction - INFO - Epoch [52][920/940] lr: 0.00050, eta: 10:11:10, time: 0.793, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9066, loss: 0.9066 2020-06-27 09:45:39,016 - mmaction - INFO - Epoch [52][940/940] lr: 0.00050, eta: 10:10:53, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.6948, top5_acc: 0.8831, loss_cls: 1.2087, loss: 1.2087 2020-06-27 09:48:19,431 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 09:48:20,437 - mmaction - INFO - top1_acc 0.7203 top5_acc 0.9022 2020-06-27 09:48:20,438 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 09:48:20,501 - mmaction - INFO - mean_acc 0.7203 2020-06-27 09:48:20,512 - mmaction - INFO - Epoch [52][940/940] lr: 0.00050, top1_acc: 0.7203, top5_acc: 0.9022, mean_class_accuracy: 0.7203 2020-06-27 09:48:39,307 - mmaction - INFO - Epoch [53][20/940] lr: 0.00050, eta: 10:10:39, time: 0.938, data_time: 0.289, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 0.9365, loss: 0.9365 2020-06-27 09:48:53,674 - mmaction - INFO - Epoch [53][40/940] lr: 0.00050, eta: 10:10:21, time: 0.717, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0499, loss: 1.0499 2020-06-27 09:49:08,946 - mmaction - INFO - Epoch [53][60/940] lr: 0.00050, eta: 10:10:04, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 0.9453, loss: 0.9453 2020-06-27 09:49:24,460 - mmaction - INFO - Epoch [53][80/940] lr: 0.00050, eta: 10:09:47, time: 0.774, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0397, loss: 1.0397 2020-06-27 09:49:40,721 - mmaction - INFO - Epoch [53][100/940] lr: 0.00050, eta: 10:09:31, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2883, loss: 1.2883 2020-06-27 09:49:56,073 - mmaction - INFO - Epoch [53][120/940] lr: 0.00050, eta: 10:09:14, time: 0.767, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8500, loss_cls: 1.3960, loss: 1.3960 2020-06-27 09:50:12,700 - mmaction - INFO - Epoch [53][140/940] lr: 0.00050, eta: 10:08:58, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.1156, loss: 1.1156 2020-06-27 09:50:28,874 - mmaction - INFO - Epoch [53][160/940] lr: 0.00050, eta: 10:08:42, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 1.0773, loss: 1.0773 2020-06-27 09:50:44,840 - mmaction - INFO - Epoch [53][180/940] lr: 0.00050, eta: 10:08:25, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1609, loss: 1.1609 2020-06-27 09:51:00,889 - mmaction - INFO - Epoch [53][200/940] lr: 0.00050, eta: 10:08:09, time: 0.803, data_time: 0.003, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.9565, loss: 0.9565 2020-06-27 09:51:16,804 - mmaction - INFO - Epoch [53][220/940] lr: 0.00050, eta: 10:07:52, time: 0.795, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0018, loss: 1.0018 2020-06-27 09:51:33,093 - mmaction - INFO - Epoch [53][240/940] lr: 0.00050, eta: 10:07:36, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1075, loss: 1.1075 2020-06-27 09:51:49,779 - mmaction - INFO - Epoch [53][260/940] lr: 0.00050, eta: 10:07:20, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8438, loss_cls: 1.3258, loss: 1.3258 2020-06-27 09:52:05,578 - mmaction - INFO - Epoch [53][280/940] lr: 0.00050, eta: 10:07:03, time: 0.790, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8438, loss_cls: 1.2871, loss: 1.2871 2020-06-27 09:52:22,028 - mmaction - INFO - Epoch [53][300/940] lr: 0.00050, eta: 10:06:47, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.2191, loss: 1.2191 2020-06-27 09:52:37,860 - mmaction - INFO - Epoch [53][320/940] lr: 0.00050, eta: 10:06:31, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1826, loss: 1.1826 2020-06-27 09:52:54,305 - mmaction - INFO - Epoch [53][340/940] lr: 0.00050, eta: 10:06:15, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8812, loss_cls: 1.0697, loss: 1.0697 2020-06-27 09:53:09,810 - mmaction - INFO - Epoch [53][360/940] lr: 0.00050, eta: 10:05:58, time: 0.775, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9062, loss_cls: 1.0340, loss: 1.0340 2020-06-27 09:53:25,638 - mmaction - INFO - Epoch [53][380/940] lr: 0.00050, eta: 10:05:41, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0801, loss: 1.0801 2020-06-27 09:53:41,962 - mmaction - INFO - Epoch [53][400/940] lr: 0.00050, eta: 10:05:25, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.1137, loss: 1.1137 2020-06-27 09:53:58,185 - mmaction - INFO - Epoch [53][420/940] lr: 0.00050, eta: 10:05:09, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.1772, loss: 1.1772 2020-06-27 09:54:13,569 - mmaction - INFO - Epoch [53][440/940] lr: 0.00050, eta: 10:04:52, time: 0.769, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.1794, loss: 1.1794 2020-06-27 09:54:30,097 - mmaction - INFO - Epoch [53][460/940] lr: 0.00050, eta: 10:04:36, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8625, loss_cls: 1.2022, loss: 1.2022 2020-06-27 09:54:46,720 - mmaction - INFO - Epoch [53][480/940] lr: 0.00050, eta: 10:04:20, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.0872, loss: 1.0872 2020-06-27 09:55:02,970 - mmaction - INFO - Epoch [53][500/940] lr: 0.00050, eta: 10:04:03, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.8938, loss_cls: 0.9537, loss: 0.9537 2020-06-27 09:55:19,107 - mmaction - INFO - Epoch [53][520/940] lr: 0.00050, eta: 10:03:47, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8812, loss_cls: 1.0075, loss: 1.0075 2020-06-27 09:55:35,296 - mmaction - INFO - Epoch [53][540/940] lr: 0.00050, eta: 10:03:31, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0876, loss: 1.0876 2020-06-27 09:55:51,568 - mmaction - INFO - Epoch [53][560/940] lr: 0.00050, eta: 10:03:15, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2721, loss: 1.2721 2020-06-27 09:56:07,496 - mmaction - INFO - Epoch [53][580/940] lr: 0.00050, eta: 10:02:58, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.2486, loss: 1.2486 2020-06-27 09:56:24,294 - mmaction - INFO - Epoch [53][600/940] lr: 0.00050, eta: 10:02:42, time: 0.844, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9689, loss: 0.9689 2020-06-27 09:56:39,841 - mmaction - INFO - Epoch [53][620/940] lr: 0.00050, eta: 10:02:25, time: 0.776, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9757, loss: 0.9757 2020-06-27 09:56:55,559 - mmaction - INFO - Epoch [53][640/940] lr: 0.00050, eta: 10:02:09, time: 0.786, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0845, loss: 1.0845 2020-06-27 09:57:11,969 - mmaction - INFO - Epoch [53][660/940] lr: 0.00050, eta: 10:01:53, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.0574, loss: 1.0574 2020-06-27 09:57:27,975 - mmaction - INFO - Epoch [53][680/940] lr: 0.00050, eta: 10:01:36, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9788, loss: 0.9788 2020-06-27 09:57:44,212 - mmaction - INFO - Epoch [53][700/940] lr: 0.00050, eta: 10:01:20, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.1339, loss: 1.1339 2020-06-27 09:58:00,469 - mmaction - INFO - Epoch [53][720/940] lr: 0.00050, eta: 10:01:04, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.1501, loss: 1.1501 2020-06-27 09:58:16,421 - mmaction - INFO - Epoch [53][740/940] lr: 0.00050, eta: 10:00:47, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8750, loss_cls: 1.0239, loss: 1.0239 2020-06-27 09:58:32,835 - mmaction - INFO - Epoch [53][760/940] lr: 0.00050, eta: 10:00:31, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.8706, loss: 0.8706 2020-06-27 09:58:48,625 - mmaction - INFO - Epoch [53][780/940] lr: 0.00050, eta: 10:00:14, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1121, loss: 1.1121 2020-06-27 09:59:04,654 - mmaction - INFO - Epoch [53][800/940] lr: 0.00050, eta: 9:59:58, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0826, loss: 1.0826 2020-06-27 09:59:21,541 - mmaction - INFO - Epoch [53][820/940] lr: 0.00050, eta: 9:59:42, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9984, loss: 0.9984 2020-06-27 09:59:37,014 - mmaction - INFO - Epoch [53][840/940] lr: 0.00050, eta: 9:59:25, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 1.1030, loss: 1.1030 2020-06-27 09:59:53,591 - mmaction - INFO - Epoch [53][860/940] lr: 0.00050, eta: 9:59:09, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.0760, loss: 1.0760 2020-06-27 10:00:11,270 - mmaction - INFO - Epoch [53][880/940] lr: 0.00050, eta: 9:58:54, time: 0.885, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 1.0479, loss: 1.0479 2020-06-27 10:00:30,592 - mmaction - INFO - Epoch [53][900/940] lr: 0.00050, eta: 9:58:41, time: 0.954, data_time: 0.009, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2308, loss: 1.2308 2020-06-27 10:00:45,544 - mmaction - INFO - Epoch [53][920/940] lr: 0.00050, eta: 9:58:24, time: 0.759, data_time: 0.019, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1444, loss: 1.1444 2020-06-27 10:01:00,440 - mmaction - INFO - Epoch [53][940/940] lr: 0.00050, eta: 9:58:06, time: 0.743, data_time: 0.006, memory: 7079, top1_acc: 0.7662, top5_acc: 0.8766, loss_cls: 1.1143, loss: 1.1143 2020-06-27 10:01:23,741 - mmaction - INFO - Epoch [54][20/940] lr: 0.00050, eta: 9:57:54, time: 1.065, data_time: 0.400, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9595, loss: 0.9595 2020-06-27 10:01:38,284 - mmaction - INFO - Epoch [54][40/940] lr: 0.00050, eta: 9:57:37, time: 0.726, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9815, loss: 0.9815 2020-06-27 10:01:53,276 - mmaction - INFO - Epoch [54][60/940] lr: 0.00050, eta: 9:57:19, time: 0.752, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.9488, loss: 0.9488 2020-06-27 10:02:10,248 - mmaction - INFO - Epoch [54][80/940] lr: 0.00050, eta: 9:57:04, time: 0.847, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1265, loss: 1.1265 2020-06-27 10:02:25,921 - mmaction - INFO - Epoch [54][100/940] lr: 0.00050, eta: 9:56:47, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 0.9991, loss: 0.9991 2020-06-27 10:02:42,015 - mmaction - INFO - Epoch [54][120/940] lr: 0.00050, eta: 9:56:30, time: 0.802, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8250, loss_cls: 1.3103, loss: 1.3103 2020-06-27 10:02:58,232 - mmaction - INFO - Epoch [54][140/940] lr: 0.00050, eta: 9:56:14, time: 0.814, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2111, loss: 1.2111 2020-06-27 10:03:14,491 - mmaction - INFO - Epoch [54][160/940] lr: 0.00050, eta: 9:55:58, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0696, loss: 1.0696 2020-06-27 10:03:30,540 - mmaction - INFO - Epoch [54][180/940] lr: 0.00050, eta: 9:55:42, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.1022, loss: 1.1022 2020-06-27 10:03:46,600 - mmaction - INFO - Epoch [54][200/940] lr: 0.00050, eta: 9:55:25, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2470, loss: 1.2470 2020-06-27 10:04:02,772 - mmaction - INFO - Epoch [54][220/940] lr: 0.00050, eta: 9:55:09, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1296, loss: 1.1296 2020-06-27 10:04:18,626 - mmaction - INFO - Epoch [54][240/940] lr: 0.00050, eta: 9:54:52, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.0405, loss: 1.0405 2020-06-27 10:04:34,747 - mmaction - INFO - Epoch [54][260/940] lr: 0.00050, eta: 9:54:36, time: 0.806, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.1952, loss: 1.1952 2020-06-27 10:04:51,111 - mmaction - INFO - Epoch [54][280/940] lr: 0.00050, eta: 9:54:20, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 1.0150, loss: 1.0150 2020-06-27 10:05:06,778 - mmaction - INFO - Epoch [54][300/940] lr: 0.00050, eta: 9:54:03, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9062, loss_cls: 0.9045, loss: 0.9045 2020-06-27 10:05:23,333 - mmaction - INFO - Epoch [54][320/940] lr: 0.00050, eta: 9:53:47, time: 0.828, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.8327, loss: 0.8327 2020-06-27 10:05:39,139 - mmaction - INFO - Epoch [54][340/940] lr: 0.00050, eta: 9:53:30, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.2036, loss: 1.2036 2020-06-27 10:05:56,241 - mmaction - INFO - Epoch [54][360/940] lr: 0.00050, eta: 9:53:15, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0724, loss: 1.0724 2020-06-27 10:06:13,257 - mmaction - INFO - Epoch [54][380/940] lr: 0.00050, eta: 9:52:59, time: 0.851, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2022, loss: 1.2022 2020-06-27 10:06:29,235 - mmaction - INFO - Epoch [54][400/940] lr: 0.00050, eta: 9:52:43, time: 0.798, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8335, loss: 0.8335 2020-06-27 10:06:45,182 - mmaction - INFO - Epoch [54][420/940] lr: 0.00050, eta: 9:52:26, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1863, loss: 1.1863 2020-06-27 10:07:00,541 - mmaction - INFO - Epoch [54][440/940] lr: 0.00050, eta: 9:52:09, time: 0.770, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9532, loss: 0.9532 2020-06-27 10:07:16,671 - mmaction - INFO - Epoch [54][460/940] lr: 0.00050, eta: 9:51:53, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.3005, loss: 1.3005 2020-06-27 10:07:33,505 - mmaction - INFO - Epoch [54][480/940] lr: 0.00050, eta: 9:51:37, time: 0.842, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.2377, loss: 1.2377 2020-06-27 10:07:49,762 - mmaction - INFO - Epoch [54][500/940] lr: 0.00050, eta: 9:51:21, time: 0.810, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0651, loss: 1.0651 2020-06-27 10:08:06,004 - mmaction - INFO - Epoch [54][520/940] lr: 0.00050, eta: 9:51:05, time: 0.815, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1347, loss: 1.1347 2020-06-27 10:08:23,473 - mmaction - INFO - Epoch [54][540/940] lr: 0.00050, eta: 9:50:49, time: 0.871, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1846, loss: 1.1846 2020-06-27 10:08:39,054 - mmaction - INFO - Epoch [54][560/940] lr: 0.00050, eta: 9:50:33, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2195, loss: 1.2195 2020-06-27 10:08:55,090 - mmaction - INFO - Epoch [54][580/940] lr: 0.00050, eta: 9:50:16, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0466, loss: 1.0466 2020-06-27 10:09:11,696 - mmaction - INFO - Epoch [54][600/940] lr: 0.00050, eta: 9:50:00, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0425, loss: 1.0425 2020-06-27 10:09:27,172 - mmaction - INFO - Epoch [54][620/940] lr: 0.00050, eta: 9:49:43, time: 0.774, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.1252, loss: 1.1252 2020-06-27 10:09:43,295 - mmaction - INFO - Epoch [54][640/940] lr: 0.00050, eta: 9:49:27, time: 0.807, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.2198, loss: 1.2198 2020-06-27 10:09:59,121 - mmaction - INFO - Epoch [54][660/940] lr: 0.00050, eta: 9:49:10, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2627, loss: 1.2627 2020-06-27 10:10:16,232 - mmaction - INFO - Epoch [54][680/940] lr: 0.00050, eta: 9:48:55, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0725, loss: 1.0725 2020-06-27 10:10:32,373 - mmaction - INFO - Epoch [54][700/940] lr: 0.00050, eta: 9:48:39, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9160, loss: 0.9160 2020-06-27 10:10:48,517 - mmaction - INFO - Epoch [54][720/940] lr: 0.00050, eta: 9:48:22, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9870, loss: 0.9870 2020-06-27 10:11:04,499 - mmaction - INFO - Epoch [54][740/940] lr: 0.00050, eta: 9:48:06, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.7956, loss: 0.7956 2020-06-27 10:11:21,210 - mmaction - INFO - Epoch [54][760/940] lr: 0.00050, eta: 9:47:50, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0094, loss: 1.0094 2020-06-27 10:11:37,948 - mmaction - INFO - Epoch [54][780/940] lr: 0.00050, eta: 9:47:34, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0698, loss: 1.0698 2020-06-27 10:11:54,308 - mmaction - INFO - Epoch [54][800/940] lr: 0.00050, eta: 9:47:18, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0941, loss: 1.0941 2020-06-27 10:12:10,420 - mmaction - INFO - Epoch [54][820/940] lr: 0.00050, eta: 9:47:02, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0347, loss: 1.0347 2020-06-27 10:12:26,369 - mmaction - INFO - Epoch [54][840/940] lr: 0.00050, eta: 9:46:45, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.1479, loss: 1.1479 2020-06-27 10:12:42,432 - mmaction - INFO - Epoch [54][860/940] lr: 0.00050, eta: 9:46:29, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3765, loss: 1.3765 2020-06-27 10:12:58,996 - mmaction - INFO - Epoch [54][880/940] lr: 0.00050, eta: 9:46:13, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0901, loss: 1.0901 2020-06-27 10:13:16,167 - mmaction - INFO - Epoch [54][900/940] lr: 0.00050, eta: 9:45:57, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0727, loss: 1.0727 2020-06-27 10:13:32,580 - mmaction - INFO - Epoch [54][920/940] lr: 0.00050, eta: 9:45:41, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.8716, loss: 0.8716 2020-06-27 10:13:48,276 - mmaction - INFO - Epoch [54][940/940] lr: 0.00050, eta: 9:45:24, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.7532, top5_acc: 0.8896, loss_cls: 1.0142, loss: 1.0142 2020-06-27 10:16:30,614 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 10:16:31,676 - mmaction - INFO - top1_acc 0.7210 top5_acc 0.9014 2020-06-27 10:16:31,676 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 10:16:31,810 - mmaction - INFO - mean_acc 0.7209 2020-06-27 10:16:31,836 - mmaction - INFO - Epoch [54][940/940] lr: 0.00050, top1_acc: 0.7210, top5_acc: 0.9014, mean_class_accuracy: 0.7209 2020-06-27 10:16:50,711 - mmaction - INFO - Epoch [55][20/940] lr: 0.00050, eta: 9:45:10, time: 0.943, data_time: 0.283, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1848, loss: 1.1848 2020-06-27 10:17:05,496 - mmaction - INFO - Epoch [55][40/940] lr: 0.00050, eta: 9:44:53, time: 0.736, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.1521, loss: 1.1521 2020-06-27 10:17:21,534 - mmaction - INFO - Epoch [55][60/940] lr: 0.00050, eta: 9:44:37, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.1108, loss: 1.1108 2020-06-27 10:17:37,050 - mmaction - INFO - Epoch [55][80/940] lr: 0.00050, eta: 9:44:20, time: 0.773, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0676, loss: 1.0676 2020-06-27 10:17:53,499 - mmaction - INFO - Epoch [55][100/940] lr: 0.00050, eta: 9:44:04, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 1.0627, loss: 1.0627 2020-06-27 10:18:09,253 - mmaction - INFO - Epoch [55][120/940] lr: 0.00050, eta: 9:43:47, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8688, loss_cls: 1.0780, loss: 1.0780 2020-06-27 10:18:25,280 - mmaction - INFO - Epoch [55][140/940] lr: 0.00050, eta: 9:43:31, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0937, loss: 1.0937 2020-06-27 10:18:42,696 - mmaction - INFO - Epoch [55][160/940] lr: 0.00050, eta: 9:43:15, time: 0.871, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9894, loss: 0.9894 2020-06-27 10:18:58,303 - mmaction - INFO - Epoch [55][180/940] lr: 0.00050, eta: 9:42:58, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2610, loss: 1.2610 2020-06-27 10:19:14,838 - mmaction - INFO - Epoch [55][200/940] lr: 0.00050, eta: 9:42:42, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.0493, loss: 1.0493 2020-06-27 10:19:31,697 - mmaction - INFO - Epoch [55][220/940] lr: 0.00050, eta: 9:42:27, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1401, loss: 1.1401 2020-06-27 10:19:47,734 - mmaction - INFO - Epoch [55][240/940] lr: 0.00050, eta: 9:42:10, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 1.0569, loss: 1.0569 2020-06-27 10:20:03,691 - mmaction - INFO - Epoch [55][260/940] lr: 0.00050, eta: 9:41:54, time: 0.797, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.9466, loss: 0.9466 2020-06-27 10:20:20,609 - mmaction - INFO - Epoch [55][280/940] lr: 0.00050, eta: 9:41:38, time: 0.846, data_time: 0.004, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8812, loss_cls: 1.3289, loss: 1.3289 2020-06-27 10:20:36,796 - mmaction - INFO - Epoch [55][300/940] lr: 0.00050, eta: 9:41:22, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1842, loss: 1.1842 2020-06-27 10:20:53,660 - mmaction - INFO - Epoch [55][320/940] lr: 0.00050, eta: 9:41:06, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2265, loss: 1.2265 2020-06-27 10:21:11,089 - mmaction - INFO - Epoch [55][340/940] lr: 0.00050, eta: 9:40:51, time: 0.874, data_time: 0.007, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.9938, loss: 0.9938 2020-06-27 10:21:27,037 - mmaction - INFO - Epoch [55][360/940] lr: 0.00050, eta: 9:40:34, time: 0.797, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1304, loss: 1.1304 2020-06-27 10:21:43,077 - mmaction - INFO - Epoch [55][380/940] lr: 0.00050, eta: 9:40:18, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0411, loss: 1.0411 2020-06-27 10:21:59,844 - mmaction - INFO - Epoch [55][400/940] lr: 0.00050, eta: 9:40:02, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0036, loss: 1.0036 2020-06-27 10:22:16,173 - mmaction - INFO - Epoch [55][420/940] lr: 0.00050, eta: 9:39:46, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.5070, loss: 1.5070 2020-06-27 10:22:33,045 - mmaction - INFO - Epoch [55][440/940] lr: 0.00050, eta: 9:39:30, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9371, loss: 0.9371 2020-06-27 10:22:49,682 - mmaction - INFO - Epoch [55][460/940] lr: 0.00050, eta: 9:39:14, time: 0.834, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.2203, loss: 1.2203 2020-06-27 10:23:06,035 - mmaction - INFO - Epoch [55][480/940] lr: 0.00050, eta: 9:38:58, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.8774, loss: 0.8774 2020-06-27 10:23:22,401 - mmaction - INFO - Epoch [55][500/940] lr: 0.00050, eta: 9:38:42, time: 0.818, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8606, loss: 0.8606 2020-06-27 10:23:39,745 - mmaction - INFO - Epoch [55][520/940] lr: 0.00050, eta: 9:38:27, time: 0.867, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0594, loss: 1.0594 2020-06-27 10:23:56,186 - mmaction - INFO - Epoch [55][540/940] lr: 0.00050, eta: 9:38:11, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0194, loss: 1.0194 2020-06-27 10:24:11,993 - mmaction - INFO - Epoch [55][560/940] lr: 0.00050, eta: 9:37:54, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1501, loss: 1.1501 2020-06-27 10:24:29,039 - mmaction - INFO - Epoch [55][580/940] lr: 0.00050, eta: 9:37:38, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0973, loss: 1.0973 2020-06-27 10:24:44,871 - mmaction - INFO - Epoch [55][600/940] lr: 0.00050, eta: 9:37:22, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8812, loss_cls: 1.0307, loss: 1.0307 2020-06-27 10:25:02,179 - mmaction - INFO - Epoch [55][620/940] lr: 0.00050, eta: 9:37:06, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0503, loss: 1.0503 2020-06-27 10:25:18,840 - mmaction - INFO - Epoch [55][640/940] lr: 0.00050, eta: 9:36:50, time: 0.833, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9125, loss: 0.9125 2020-06-27 10:25:35,596 - mmaction - INFO - Epoch [55][660/940] lr: 0.00050, eta: 9:36:35, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.0868, loss: 1.0868 2020-06-27 10:25:51,758 - mmaction - INFO - Epoch [55][680/940] lr: 0.00050, eta: 9:36:18, time: 0.811, data_time: 0.007, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9062, loss_cls: 0.9842, loss: 0.9842 2020-06-27 10:26:08,421 - mmaction - INFO - Epoch [55][700/940] lr: 0.00050, eta: 9:36:02, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0803, loss: 1.0803 2020-06-27 10:26:25,357 - mmaction - INFO - Epoch [55][720/940] lr: 0.00050, eta: 9:35:47, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9264, loss: 0.9264 2020-06-27 10:26:42,201 - mmaction - INFO - Epoch [55][740/940] lr: 0.00050, eta: 9:35:31, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.9365, loss: 0.9365 2020-06-27 10:26:58,167 - mmaction - INFO - Epoch [55][760/940] lr: 0.00050, eta: 9:35:14, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9062, loss_cls: 1.1883, loss: 1.1883 2020-06-27 10:27:14,458 - mmaction - INFO - Epoch [55][780/940] lr: 0.00050, eta: 9:34:58, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0602, loss: 1.0602 2020-06-27 10:27:31,983 - mmaction - INFO - Epoch [55][800/940] lr: 0.00050, eta: 9:34:43, time: 0.878, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9514, loss: 0.9514 2020-06-27 10:27:48,230 - mmaction - INFO - Epoch [55][820/940] lr: 0.00050, eta: 9:34:27, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0395, loss: 1.0395 2020-06-27 10:28:05,128 - mmaction - INFO - Epoch [55][840/940] lr: 0.00050, eta: 9:34:11, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2929, loss: 1.2929 2020-06-27 10:28:21,791 - mmaction - INFO - Epoch [55][860/940] lr: 0.00050, eta: 9:33:55, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0967, loss: 1.0967 2020-06-27 10:28:38,325 - mmaction - INFO - Epoch [55][880/940] lr: 0.00050, eta: 9:33:39, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1541, loss: 1.1541 2020-06-27 10:28:55,124 - mmaction - INFO - Epoch [55][900/940] lr: 0.00050, eta: 9:33:23, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8500, loss_cls: 1.3015, loss: 1.3015 2020-06-27 10:29:11,730 - mmaction - INFO - Epoch [55][920/940] lr: 0.00050, eta: 9:33:07, time: 0.830, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.1148, loss: 1.1148 2020-06-27 10:29:28,424 - mmaction - INFO - Epoch [55][940/940] lr: 0.00050, eta: 9:32:51, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7987, top5_acc: 0.9286, loss_cls: 0.8836, loss: 0.8836 2020-06-27 10:29:49,777 - mmaction - INFO - Epoch [56][20/940] lr: 0.00050, eta: 9:32:38, time: 0.991, data_time: 0.323, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0740, loss: 1.0740 2020-06-27 10:30:04,526 - mmaction - INFO - Epoch [56][40/940] lr: 0.00050, eta: 9:32:21, time: 0.736, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1838, loss: 1.1838 2020-06-27 10:30:21,082 - mmaction - INFO - Epoch [56][60/940] lr: 0.00050, eta: 9:32:05, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.1134, loss: 1.1134 2020-06-27 10:30:36,989 - mmaction - INFO - Epoch [56][80/940] lr: 0.00050, eta: 9:31:48, time: 0.793, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.0771, loss: 1.0771 2020-06-27 10:30:53,467 - mmaction - INFO - Epoch [56][100/940] lr: 0.00050, eta: 9:31:32, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0061, loss: 1.0061 2020-06-27 10:31:10,465 - mmaction - INFO - Epoch [56][120/940] lr: 0.00050, eta: 9:31:16, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1885, loss: 1.1885 2020-06-27 10:31:26,820 - mmaction - INFO - Epoch [56][140/940] lr: 0.00050, eta: 9:31:00, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.9644, loss: 0.9644 2020-06-27 10:31:43,401 - mmaction - INFO - Epoch [56][160/940] lr: 0.00050, eta: 9:30:44, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.6922, loss: 0.6922 2020-06-27 10:31:59,613 - mmaction - INFO - Epoch [56][180/940] lr: 0.00050, eta: 9:30:28, time: 0.811, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0173, loss: 1.0173 2020-06-27 10:32:16,195 - mmaction - INFO - Epoch [56][200/940] lr: 0.00050, eta: 9:30:12, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 0.9884, loss: 0.9884 2020-06-27 10:32:32,504 - mmaction - INFO - Epoch [56][220/940] lr: 0.00050, eta: 9:29:56, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 0.9490, loss: 0.9490 2020-06-27 10:32:49,179 - mmaction - INFO - Epoch [56][240/940] lr: 0.00050, eta: 9:29:40, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 1.1408, loss: 1.1408 2020-06-27 10:33:05,812 - mmaction - INFO - Epoch [56][260/940] lr: 0.00050, eta: 9:29:24, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9669, loss: 0.9669 2020-06-27 10:33:22,227 - mmaction - INFO - Epoch [56][280/940] lr: 0.00050, eta: 9:29:08, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.2109, loss: 1.2109 2020-06-27 10:33:38,891 - mmaction - INFO - Epoch [56][300/940] lr: 0.00050, eta: 9:28:52, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2412, loss: 1.2412 2020-06-27 10:33:55,558 - mmaction - INFO - Epoch [56][320/940] lr: 0.00050, eta: 9:28:36, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9974, loss: 0.9974 2020-06-27 10:34:12,158 - mmaction - INFO - Epoch [56][340/940] lr: 0.00050, eta: 9:28:20, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.1784, loss: 1.1784 2020-06-27 10:34:28,649 - mmaction - INFO - Epoch [56][360/940] lr: 0.00050, eta: 9:28:04, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.1542, loss: 1.1542 2020-06-27 10:34:44,960 - mmaction - INFO - Epoch [56][380/940] lr: 0.00050, eta: 9:27:48, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.0987, loss: 1.0987 2020-06-27 10:35:03,304 - mmaction - INFO - Epoch [56][400/940] lr: 0.00050, eta: 9:27:33, time: 0.918, data_time: 0.003, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0395, loss: 1.0395 2020-06-27 10:35:18,887 - mmaction - INFO - Epoch [56][420/940] lr: 0.00050, eta: 9:27:16, time: 0.777, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0416, loss: 1.0416 2020-06-27 10:35:36,002 - mmaction - INFO - Epoch [56][440/940] lr: 0.00050, eta: 9:27:01, time: 0.855, data_time: 0.008, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 0.9916, loss: 0.9916 2020-06-27 10:35:51,592 - mmaction - INFO - Epoch [56][460/940] lr: 0.00050, eta: 9:26:44, time: 0.782, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1774, loss: 1.1774 2020-06-27 10:36:08,531 - mmaction - INFO - Epoch [56][480/940] lr: 0.00050, eta: 9:26:28, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9197, loss: 0.9197 2020-06-27 10:36:26,255 - mmaction - INFO - Epoch [56][500/940] lr: 0.00050, eta: 9:26:13, time: 0.888, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9830, loss: 0.9830 2020-06-27 10:36:42,673 - mmaction - INFO - Epoch [56][520/940] lr: 0.00050, eta: 9:25:57, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8984, loss: 0.8984 2020-06-27 10:36:59,167 - mmaction - INFO - Epoch [56][540/940] lr: 0.00050, eta: 9:25:41, time: 0.827, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 0.9779, loss: 0.9779 2020-06-27 10:37:16,066 - mmaction - INFO - Epoch [56][560/940] lr: 0.00050, eta: 9:25:25, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1623, loss: 1.1623 2020-06-27 10:37:33,158 - mmaction - INFO - Epoch [56][580/940] lr: 0.00050, eta: 9:25:10, time: 0.857, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9194, loss: 0.9194 2020-06-27 10:37:49,694 - mmaction - INFO - Epoch [56][600/940] lr: 0.00050, eta: 9:24:54, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.1416, loss: 1.1416 2020-06-27 10:38:06,064 - mmaction - INFO - Epoch [56][620/940] lr: 0.00050, eta: 9:24:37, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1886, loss: 1.1886 2020-06-27 10:38:22,335 - mmaction - INFO - Epoch [56][640/940] lr: 0.00050, eta: 9:24:21, time: 0.814, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9612, loss: 0.9612 2020-06-27 10:38:39,004 - mmaction - INFO - Epoch [56][660/940] lr: 0.00050, eta: 9:24:05, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0769, loss: 1.0769 2020-06-27 10:38:56,367 - mmaction - INFO - Epoch [56][680/940] lr: 0.00050, eta: 9:23:50, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.1240, loss: 1.1240 2020-06-27 10:39:12,803 - mmaction - INFO - Epoch [56][700/940] lr: 0.00050, eta: 9:23:34, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1841, loss: 1.1841 2020-06-27 10:39:28,809 - mmaction - INFO - Epoch [56][720/940] lr: 0.00050, eta: 9:23:17, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.2062, loss: 1.2062 2020-06-27 10:39:45,881 - mmaction - INFO - Epoch [56][740/940] lr: 0.00050, eta: 9:23:02, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 1.0245, loss: 1.0245 2020-06-27 10:40:03,251 - mmaction - INFO - Epoch [56][760/940] lr: 0.00050, eta: 9:22:46, time: 0.868, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1359, loss: 1.1359 2020-06-27 10:40:19,595 - mmaction - INFO - Epoch [56][780/940] lr: 0.00050, eta: 9:22:30, time: 0.818, data_time: 0.003, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1969, loss: 1.1969 2020-06-27 10:40:36,153 - mmaction - INFO - Epoch [56][800/940] lr: 0.00050, eta: 9:22:14, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1467, loss: 1.1467 2020-06-27 10:40:52,229 - mmaction - INFO - Epoch [56][820/940] lr: 0.00050, eta: 9:21:58, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9387, loss: 0.9387 2020-06-27 10:41:08,672 - mmaction - INFO - Epoch [56][840/940] lr: 0.00050, eta: 9:21:42, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0604, loss: 1.0604 2020-06-27 10:41:25,213 - mmaction - INFO - Epoch [56][860/940] lr: 0.00050, eta: 9:21:26, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0165, loss: 1.0165 2020-06-27 10:41:41,563 - mmaction - INFO - Epoch [56][880/940] lr: 0.00050, eta: 9:21:09, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9437, loss_cls: 1.0758, loss: 1.0758 2020-06-27 10:41:57,719 - mmaction - INFO - Epoch [56][900/940] lr: 0.00050, eta: 9:20:53, time: 0.808, data_time: 0.003, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.2628, loss: 1.2628 2020-06-27 10:42:14,460 - mmaction - INFO - Epoch [56][920/940] lr: 0.00050, eta: 9:20:37, time: 0.837, data_time: 0.002, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.8577, loss: 0.8577 2020-06-27 10:42:31,797 - mmaction - INFO - Epoch [56][940/940] lr: 0.00050, eta: 9:20:22, time: 0.865, data_time: 0.004, memory: 7079, top1_acc: 0.7078, top5_acc: 0.8896, loss_cls: 1.2020, loss: 1.2020 2020-06-27 10:45:19,050 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 10:45:20,057 - mmaction - INFO - top1_acc 0.7204 top5_acc 0.9037 2020-06-27 10:45:20,057 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 10:45:20,122 - mmaction - INFO - mean_acc 0.7204 2020-06-27 10:45:20,131 - mmaction - INFO - Epoch [56][940/940] lr: 0.00050, top1_acc: 0.7204, top5_acc: 0.9037, mean_class_accuracy: 0.7204 2020-06-27 10:45:39,161 - mmaction - INFO - Epoch [57][20/940] lr: 0.00050, eta: 9:20:08, time: 0.948, data_time: 0.301, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 1.0207, loss: 1.0207 2020-06-27 10:45:53,545 - mmaction - INFO - Epoch [57][40/940] lr: 0.00050, eta: 9:19:50, time: 0.718, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.1750, loss: 1.1750 2020-06-27 10:46:09,713 - mmaction - INFO - Epoch [57][60/940] lr: 0.00050, eta: 9:19:34, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0399, loss: 1.0399 2020-06-27 10:46:26,060 - mmaction - INFO - Epoch [57][80/940] lr: 0.00050, eta: 9:19:17, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8375, loss_cls: 1.3568, loss: 1.3568 2020-06-27 10:46:41,800 - mmaction - INFO - Epoch [57][100/940] lr: 0.00050, eta: 9:19:01, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 0.9910, loss: 0.9910 2020-06-27 10:46:58,094 - mmaction - INFO - Epoch [57][120/940] lr: 0.00050, eta: 9:18:45, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2073, loss: 1.2073 2020-06-27 10:47:14,444 - mmaction - INFO - Epoch [57][140/940] lr: 0.00050, eta: 9:18:28, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1355, loss: 1.1355 2020-06-27 10:47:30,577 - mmaction - INFO - Epoch [57][160/940] lr: 0.00050, eta: 9:18:12, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8499, loss: 0.8499 2020-06-27 10:47:47,376 - mmaction - INFO - Epoch [57][180/940] lr: 0.00050, eta: 9:17:56, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2503, loss: 1.2503 2020-06-27 10:48:03,949 - mmaction - INFO - Epoch [57][200/940] lr: 0.00050, eta: 9:17:40, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.0062, loss: 1.0062 2020-06-27 10:48:20,090 - mmaction - INFO - Epoch [57][220/940] lr: 0.00050, eta: 9:17:24, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0484, loss: 1.0484 2020-06-27 10:48:37,089 - mmaction - INFO - Epoch [57][240/940] lr: 0.00050, eta: 9:17:08, time: 0.848, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9000, loss_cls: 0.9161, loss: 0.9161 2020-06-27 10:48:53,640 - mmaction - INFO - Epoch [57][260/940] lr: 0.00050, eta: 9:16:52, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2117, loss: 1.2117 2020-06-27 10:49:09,920 - mmaction - INFO - Epoch [57][280/940] lr: 0.00050, eta: 9:16:36, time: 0.815, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.1258, loss: 1.1258 2020-06-27 10:49:26,826 - mmaction - INFO - Epoch [57][300/940] lr: 0.00050, eta: 9:16:20, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9000, loss_cls: 0.9636, loss: 0.9636 2020-06-27 10:49:43,264 - mmaction - INFO - Epoch [57][320/940] lr: 0.00050, eta: 9:16:04, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8330, loss: 0.8330 2020-06-27 10:49:59,493 - mmaction - INFO - Epoch [57][340/940] lr: 0.00050, eta: 9:15:48, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.2494, loss: 1.2494 2020-06-27 10:50:16,003 - mmaction - INFO - Epoch [57][360/940] lr: 0.00050, eta: 9:15:32, time: 0.826, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 0.9506, loss: 0.9506 2020-06-27 10:50:33,217 - mmaction - INFO - Epoch [57][380/940] lr: 0.00050, eta: 9:15:16, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8849, loss: 0.8849 2020-06-27 10:50:48,849 - mmaction - INFO - Epoch [57][400/940] lr: 0.00050, eta: 9:14:59, time: 0.784, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.8179, loss: 0.8179 2020-06-27 10:51:06,247 - mmaction - INFO - Epoch [57][420/940] lr: 0.00050, eta: 9:14:44, time: 0.869, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 0.9873, loss: 0.9873 2020-06-27 10:51:22,473 - mmaction - INFO - Epoch [57][440/940] lr: 0.00050, eta: 9:14:28, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1392, loss: 1.1392 2020-06-27 10:51:38,728 - mmaction - INFO - Epoch [57][460/940] lr: 0.00050, eta: 9:14:11, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1416, loss: 1.1416 2020-06-27 10:51:55,919 - mmaction - INFO - Epoch [57][480/940] lr: 0.00050, eta: 9:13:56, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 0.8947, loss: 0.8947 2020-06-27 10:52:11,997 - mmaction - INFO - Epoch [57][500/940] lr: 0.00050, eta: 9:13:39, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9062, loss_cls: 0.9672, loss: 0.9672 2020-06-27 10:52:28,907 - mmaction - INFO - Epoch [57][520/940] lr: 0.00050, eta: 9:13:24, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8875, loss_cls: 0.9806, loss: 0.9806 2020-06-27 10:52:45,818 - mmaction - INFO - Epoch [57][540/940] lr: 0.00050, eta: 9:13:08, time: 0.846, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.0967, loss: 1.0967 2020-06-27 10:53:02,356 - mmaction - INFO - Epoch [57][560/940] lr: 0.00050, eta: 9:12:52, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0053, loss: 1.0053 2020-06-27 10:53:18,990 - mmaction - INFO - Epoch [57][580/940] lr: 0.00050, eta: 9:12:36, time: 0.835, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1344, loss: 1.1344 2020-06-27 10:53:35,083 - mmaction - INFO - Epoch [57][600/940] lr: 0.00050, eta: 9:12:19, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9733, loss: 0.9733 2020-06-27 10:53:52,404 - mmaction - INFO - Epoch [57][620/940] lr: 0.00050, eta: 9:12:04, time: 0.869, data_time: 0.007, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0075, loss: 1.0075 2020-06-27 10:54:08,934 - mmaction - INFO - Epoch [57][640/940] lr: 0.00050, eta: 9:11:48, time: 0.827, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8688, loss_cls: 1.0761, loss: 1.0761 2020-06-27 10:54:25,707 - mmaction - INFO - Epoch [57][660/940] lr: 0.00050, eta: 9:11:32, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.0977, loss: 1.0977 2020-06-27 10:54:41,635 - mmaction - INFO - Epoch [57][680/940] lr: 0.00050, eta: 9:11:16, time: 0.799, data_time: 0.007, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7724, loss: 0.7724 2020-06-27 10:54:58,402 - mmaction - INFO - Epoch [57][700/940] lr: 0.00050, eta: 9:11:00, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 0.9686, loss: 0.9686 2020-06-27 10:55:14,404 - mmaction - INFO - Epoch [57][720/940] lr: 0.00050, eta: 9:10:43, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9031, loss: 0.9031 2020-06-27 10:55:30,726 - mmaction - INFO - Epoch [57][740/940] lr: 0.00050, eta: 9:10:27, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7779, loss: 0.7779 2020-06-27 10:55:47,320 - mmaction - INFO - Epoch [57][760/940] lr: 0.00050, eta: 9:10:11, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.1687, loss: 1.1687 2020-06-27 10:56:03,714 - mmaction - INFO - Epoch [57][780/940] lr: 0.00050, eta: 9:09:55, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.8830, loss: 0.8830 2020-06-27 10:56:20,655 - mmaction - INFO - Epoch [57][800/940] lr: 0.00050, eta: 9:09:39, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9847, loss: 0.9847 2020-06-27 10:56:36,990 - mmaction - INFO - Epoch [57][820/940] lr: 0.00050, eta: 9:09:23, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1283, loss: 1.1283 2020-06-27 10:56:53,460 - mmaction - INFO - Epoch [57][840/940] lr: 0.00050, eta: 9:09:07, time: 0.824, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.3811, loss: 1.3811 2020-06-27 10:57:11,682 - mmaction - INFO - Epoch [57][860/940] lr: 0.00050, eta: 9:08:52, time: 0.908, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9162, loss: 0.9162 2020-06-27 10:57:27,877 - mmaction - INFO - Epoch [57][880/940] lr: 0.00050, eta: 9:08:36, time: 0.812, data_time: 0.007, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 0.9701, loss: 0.9701 2020-06-27 10:57:43,612 - mmaction - INFO - Epoch [57][900/940] lr: 0.00050, eta: 9:08:19, time: 0.787, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1714, loss: 1.1714 2020-06-27 10:58:00,148 - mmaction - INFO - Epoch [57][920/940] lr: 0.00050, eta: 9:08:03, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 1.0352, loss: 1.0352 2020-06-27 10:58:15,562 - mmaction - INFO - Epoch [57][940/940] lr: 0.00050, eta: 9:07:46, time: 0.774, data_time: 0.007, memory: 7079, top1_acc: 0.7857, top5_acc: 0.9091, loss_cls: 0.9363, loss: 0.9363 2020-06-27 10:58:37,085 - mmaction - INFO - Epoch [58][20/940] lr: 0.00050, eta: 9:07:33, time: 1.040, data_time: 0.369, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0200, loss: 1.0200 2020-06-27 10:58:52,431 - mmaction - INFO - Epoch [58][40/940] lr: 0.00050, eta: 9:07:16, time: 0.767, data_time: 0.007, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4265, loss: 1.4265 2020-06-27 10:59:08,693 - mmaction - INFO - Epoch [58][60/940] lr: 0.00050, eta: 9:07:00, time: 0.813, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.8604, loss: 0.8604 2020-06-27 10:59:25,011 - mmaction - INFO - Epoch [58][80/940] lr: 0.00050, eta: 9:06:44, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.8298, loss: 0.8298 2020-06-27 10:59:40,850 - mmaction - INFO - Epoch [58][100/940] lr: 0.00050, eta: 9:06:27, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 0.8660, loss: 0.8660 2020-06-27 10:59:57,610 - mmaction - INFO - Epoch [58][120/940] lr: 0.00050, eta: 9:06:11, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2214, loss: 1.2214 2020-06-27 11:00:14,972 - mmaction - INFO - Epoch [58][140/940] lr: 0.00050, eta: 9:05:56, time: 0.867, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.2297, loss: 1.2297 2020-06-27 11:00:31,679 - mmaction - INFO - Epoch [58][160/940] lr: 0.00050, eta: 9:05:40, time: 0.832, data_time: 0.010, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1091, loss: 1.1091 2020-06-27 11:00:48,749 - mmaction - INFO - Epoch [58][180/940] lr: 0.00050, eta: 9:05:24, time: 0.856, data_time: 0.009, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9037, loss: 0.9037 2020-06-27 11:01:04,452 - mmaction - INFO - Epoch [58][200/940] lr: 0.00050, eta: 9:05:08, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0571, loss: 1.0571 2020-06-27 11:01:20,856 - mmaction - INFO - Epoch [58][220/940] lr: 0.00050, eta: 9:04:51, time: 0.818, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8750, loss_cls: 1.0436, loss: 1.0436 2020-06-27 11:01:36,994 - mmaction - INFO - Epoch [58][240/940] lr: 0.00050, eta: 9:04:35, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0394, loss: 1.0394 2020-06-27 11:01:54,238 - mmaction - INFO - Epoch [58][260/940] lr: 0.00050, eta: 9:04:20, time: 0.861, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2928, loss: 1.2928 2020-06-27 11:02:11,403 - mmaction - INFO - Epoch [58][280/940] lr: 0.00050, eta: 9:04:04, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8462, loss: 0.8462 2020-06-27 11:02:27,441 - mmaction - INFO - Epoch [58][300/940] lr: 0.00050, eta: 9:03:48, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9952, loss: 0.9952 2020-06-27 11:02:43,974 - mmaction - INFO - Epoch [58][320/940] lr: 0.00050, eta: 9:03:32, time: 0.826, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1636, loss: 1.1636 2020-06-27 11:03:00,366 - mmaction - INFO - Epoch [58][340/940] lr: 0.00050, eta: 9:03:15, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9592, loss: 0.9592 2020-06-27 11:03:17,639 - mmaction - INFO - Epoch [58][360/940] lr: 0.00050, eta: 9:03:00, time: 0.866, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 1.0426, loss: 1.0426 2020-06-27 11:03:33,466 - mmaction - INFO - Epoch [58][380/940] lr: 0.00050, eta: 9:02:43, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9891, loss: 0.9891 2020-06-27 11:03:50,776 - mmaction - INFO - Epoch [58][400/940] lr: 0.00050, eta: 9:02:28, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9832, loss: 0.9832 2020-06-27 11:04:06,672 - mmaction - INFO - Epoch [58][420/940] lr: 0.00050, eta: 9:02:11, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8671, loss: 0.8671 2020-06-27 11:04:23,705 - mmaction - INFO - Epoch [58][440/940] lr: 0.00050, eta: 9:01:56, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0296, loss: 1.0296 2020-06-27 11:04:39,850 - mmaction - INFO - Epoch [58][460/940] lr: 0.00050, eta: 9:01:39, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9187, loss_cls: 0.8666, loss: 0.8666 2020-06-27 11:04:56,217 - mmaction - INFO - Epoch [58][480/940] lr: 0.00050, eta: 9:01:23, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.2419, loss: 1.2419 2020-06-27 11:05:12,953 - mmaction - INFO - Epoch [58][500/940] lr: 0.00050, eta: 9:01:07, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.1948, loss: 1.1948 2020-06-27 11:05:29,677 - mmaction - INFO - Epoch [58][520/940] lr: 0.00050, eta: 9:00:51, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9000, loss_cls: 0.9679, loss: 0.9679 2020-06-27 11:05:46,900 - mmaction - INFO - Epoch [58][540/940] lr: 0.00050, eta: 9:00:36, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1377, loss: 1.1377 2020-06-27 11:06:03,439 - mmaction - INFO - Epoch [58][560/940] lr: 0.00050, eta: 9:00:19, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8625, loss_cls: 1.2457, loss: 1.2457 2020-06-27 11:06:20,586 - mmaction - INFO - Epoch [58][580/940] lr: 0.00050, eta: 9:00:04, time: 0.857, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1523, loss: 1.1523 2020-06-27 11:06:36,742 - mmaction - INFO - Epoch [58][600/940] lr: 0.00050, eta: 8:59:48, time: 0.808, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9220, loss: 0.9220 2020-06-27 11:06:52,870 - mmaction - INFO - Epoch [58][620/940] lr: 0.00050, eta: 8:59:31, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9999, loss: 0.9999 2020-06-27 11:07:09,868 - mmaction - INFO - Epoch [58][640/940] lr: 0.00050, eta: 8:59:15, time: 0.850, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 0.9431, loss: 0.9431 2020-06-27 11:07:26,911 - mmaction - INFO - Epoch [58][660/940] lr: 0.00050, eta: 8:59:00, time: 0.852, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9407, loss: 0.9407 2020-06-27 11:07:43,128 - mmaction - INFO - Epoch [58][680/940] lr: 0.00050, eta: 8:58:43, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9883, loss: 0.9883 2020-06-27 11:07:59,028 - mmaction - INFO - Epoch [58][700/940] lr: 0.00050, eta: 8:58:27, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0854, loss: 1.0854 2020-06-27 11:08:15,992 - mmaction - INFO - Epoch [58][720/940] lr: 0.00050, eta: 8:58:11, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.3538, loss: 1.3538 2020-06-27 11:08:32,832 - mmaction - INFO - Epoch [58][740/940] lr: 0.00050, eta: 8:57:55, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9574, loss: 0.9574 2020-06-27 11:08:50,898 - mmaction - INFO - Epoch [58][760/940] lr: 0.00050, eta: 8:57:40, time: 0.904, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0455, loss: 1.0455 2020-06-27 11:09:07,325 - mmaction - INFO - Epoch [58][780/940] lr: 0.00050, eta: 8:57:24, time: 0.821, data_time: 0.002, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9621, loss: 0.9621 2020-06-27 11:09:23,050 - mmaction - INFO - Epoch [58][800/940] lr: 0.00050, eta: 8:57:07, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0248, loss: 1.0248 2020-06-27 11:09:39,149 - mmaction - INFO - Epoch [58][820/940] lr: 0.00050, eta: 8:56:51, time: 0.805, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0132, loss: 1.0132 2020-06-27 11:09:55,367 - mmaction - INFO - Epoch [58][840/940] lr: 0.00050, eta: 8:56:35, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0556, loss: 1.0556 2020-06-27 11:10:11,849 - mmaction - INFO - Epoch [58][860/940] lr: 0.00050, eta: 8:56:19, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.8327, loss: 0.8327 2020-06-27 11:10:28,191 - mmaction - INFO - Epoch [58][880/940] lr: 0.00050, eta: 8:56:02, time: 0.817, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0482, loss: 1.0482 2020-06-27 11:10:44,843 - mmaction - INFO - Epoch [58][900/940] lr: 0.00050, eta: 8:55:46, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1170, loss: 1.1170 2020-06-27 11:11:00,973 - mmaction - INFO - Epoch [58][920/940] lr: 0.00050, eta: 8:55:30, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9250, loss_cls: 0.7838, loss: 0.7838 2020-06-27 11:11:18,073 - mmaction - INFO - Epoch [58][940/940] lr: 0.00050, eta: 8:55:14, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7273, top5_acc: 0.8766, loss_cls: 1.1815, loss: 1.1815 2020-06-27 11:14:02,167 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 11:14:03,172 - mmaction - INFO - top1_acc 0.7230 top5_acc 0.9021 2020-06-27 11:14:03,173 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 11:14:03,239 - mmaction - INFO - mean_acc 0.7229 2020-06-27 11:14:03,248 - mmaction - INFO - Epoch [58][940/940] lr: 0.00050, top1_acc: 0.7230, top5_acc: 0.9021, mean_class_accuracy: 0.7229 2020-06-27 11:14:22,038 - mmaction - INFO - Epoch [59][20/940] lr: 0.00050, eta: 8:55:00, time: 0.938, data_time: 0.312, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.1173, loss: 1.1173 2020-06-27 11:14:35,672 - mmaction - INFO - Epoch [59][40/940] lr: 0.00050, eta: 8:54:42, time: 0.682, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0855, loss: 1.0855 2020-06-27 11:14:50,502 - mmaction - INFO - Epoch [59][60/940] lr: 0.00050, eta: 8:54:24, time: 0.742, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.8868, loss: 0.8868 2020-06-27 11:15:06,870 - mmaction - INFO - Epoch [59][80/940] lr: 0.00050, eta: 8:54:08, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.1583, loss: 1.1583 2020-06-27 11:15:23,205 - mmaction - INFO - Epoch [59][100/940] lr: 0.00050, eta: 8:53:52, time: 0.817, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0249, loss: 1.0249 2020-06-27 11:15:40,083 - mmaction - INFO - Epoch [59][120/940] lr: 0.00050, eta: 8:53:36, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8871, loss: 0.8871 2020-06-27 11:15:56,482 - mmaction - INFO - Epoch [59][140/940] lr: 0.00050, eta: 8:53:20, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8562, loss_cls: 1.2465, loss: 1.2465 2020-06-27 11:16:12,280 - mmaction - INFO - Epoch [59][160/940] lr: 0.00050, eta: 8:53:03, time: 0.788, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0721, loss: 1.0721 2020-06-27 11:16:28,375 - mmaction - INFO - Epoch [59][180/940] lr: 0.00050, eta: 8:52:47, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2847, loss: 1.2847 2020-06-27 11:16:45,234 - mmaction - INFO - Epoch [59][200/940] lr: 0.00050, eta: 8:52:31, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0124, loss: 1.0124 2020-06-27 11:17:01,609 - mmaction - INFO - Epoch [59][220/940] lr: 0.00050, eta: 8:52:15, time: 0.819, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 0.9963, loss: 0.9963 2020-06-27 11:17:18,094 - mmaction - INFO - Epoch [59][240/940] lr: 0.00050, eta: 8:51:59, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0562, loss: 1.0562 2020-06-27 11:17:34,726 - mmaction - INFO - Epoch [59][260/940] lr: 0.00050, eta: 8:51:43, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9051, loss: 0.9051 2020-06-27 11:17:51,659 - mmaction - INFO - Epoch [59][280/940] lr: 0.00050, eta: 8:51:27, time: 0.845, data_time: 0.004, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.8937, loss: 0.8937 2020-06-27 11:18:07,321 - mmaction - INFO - Epoch [59][300/940] lr: 0.00050, eta: 8:51:10, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8313, loss_cls: 1.4256, loss: 1.4256 2020-06-27 11:18:24,962 - mmaction - INFO - Epoch [59][320/940] lr: 0.00050, eta: 8:50:55, time: 0.882, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.2496, loss: 1.2496 2020-06-27 11:18:41,708 - mmaction - INFO - Epoch [59][340/940] lr: 0.00050, eta: 8:50:39, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9068, loss: 0.9068 2020-06-27 11:18:57,519 - mmaction - INFO - Epoch [59][360/940] lr: 0.00050, eta: 8:50:23, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9354, loss: 0.9354 2020-06-27 11:19:13,781 - mmaction - INFO - Epoch [59][380/940] lr: 0.00050, eta: 8:50:06, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9689, loss: 0.9689 2020-06-27 11:19:30,700 - mmaction - INFO - Epoch [59][400/940] lr: 0.00050, eta: 8:49:51, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9335, loss: 0.9335 2020-06-27 11:19:47,177 - mmaction - INFO - Epoch [59][420/940] lr: 0.00050, eta: 8:49:34, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.2067, loss: 1.2067 2020-06-27 11:20:03,416 - mmaction - INFO - Epoch [59][440/940] lr: 0.00050, eta: 8:49:18, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.0411, loss: 1.0411 2020-06-27 11:20:19,925 - mmaction - INFO - Epoch [59][460/940] lr: 0.00050, eta: 8:49:02, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.9960, loss: 0.9960 2020-06-27 11:20:36,161 - mmaction - INFO - Epoch [59][480/940] lr: 0.00050, eta: 8:48:46, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9062, loss_cls: 1.2020, loss: 1.2020 2020-06-27 11:20:52,851 - mmaction - INFO - Epoch [59][500/940] lr: 0.00050, eta: 8:48:30, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8500, loss_cls: 1.2559, loss: 1.2559 2020-06-27 11:21:10,511 - mmaction - INFO - Epoch [59][520/940] lr: 0.00050, eta: 8:48:14, time: 0.885, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0621, loss: 1.0621 2020-06-27 11:21:27,097 - mmaction - INFO - Epoch [59][540/940] lr: 0.00050, eta: 8:47:58, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.2038, loss: 1.2038 2020-06-27 11:21:43,107 - mmaction - INFO - Epoch [59][560/940] lr: 0.00050, eta: 8:47:42, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8938, loss_cls: 0.9689, loss: 0.9689 2020-06-27 11:21:59,658 - mmaction - INFO - Epoch [59][580/940] lr: 0.00050, eta: 8:47:26, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 0.9529, loss: 0.9529 2020-06-27 11:22:16,157 - mmaction - INFO - Epoch [59][600/940] lr: 0.00050, eta: 8:47:10, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0689, loss: 1.0689 2020-06-27 11:22:33,227 - mmaction - INFO - Epoch [59][620/940] lr: 0.00050, eta: 8:46:54, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 0.9250, loss: 0.9250 2020-06-27 11:22:49,330 - mmaction - INFO - Epoch [59][640/940] lr: 0.00050, eta: 8:46:38, time: 0.805, data_time: 0.002, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9987, loss: 0.9987 2020-06-27 11:23:06,155 - mmaction - INFO - Epoch [59][660/940] lr: 0.00050, eta: 8:46:22, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9453, loss: 0.9453 2020-06-27 11:23:22,916 - mmaction - INFO - Epoch [59][680/940] lr: 0.00050, eta: 8:46:06, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 0.9123, loss: 0.9123 2020-06-27 11:23:38,583 - mmaction - INFO - Epoch [59][700/940] lr: 0.00050, eta: 8:45:49, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9125, loss_cls: 1.1526, loss: 1.1526 2020-06-27 11:23:55,685 - mmaction - INFO - Epoch [59][720/940] lr: 0.00050, eta: 8:45:33, time: 0.857, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.2271, loss: 1.2271 2020-06-27 11:24:12,666 - mmaction - INFO - Epoch [59][740/940] lr: 0.00050, eta: 8:45:18, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2137, loss: 1.2137 2020-06-27 11:24:29,237 - mmaction - INFO - Epoch [59][760/940] lr: 0.00050, eta: 8:45:02, time: 0.829, data_time: 0.003, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8706, loss: 0.8706 2020-06-27 11:24:45,619 - mmaction - INFO - Epoch [59][780/940] lr: 0.00050, eta: 8:44:45, time: 0.818, data_time: 0.004, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2283, loss: 1.2283 2020-06-27 11:25:02,242 - mmaction - INFO - Epoch [59][800/940] lr: 0.00050, eta: 8:44:29, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9117, loss: 0.9117 2020-06-27 11:25:18,159 - mmaction - INFO - Epoch [59][820/940] lr: 0.00050, eta: 8:44:13, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7939, loss: 0.7939 2020-06-27 11:25:34,403 - mmaction - INFO - Epoch [59][840/940] lr: 0.00050, eta: 8:43:57, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.2027, loss: 1.2027 2020-06-27 11:25:51,979 - mmaction - INFO - Epoch [59][860/940] lr: 0.00050, eta: 8:43:41, time: 0.877, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.8948, loss: 0.8948 2020-06-27 11:26:08,547 - mmaction - INFO - Epoch [59][880/940] lr: 0.00050, eta: 8:43:25, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0793, loss: 1.0793 2020-06-27 11:26:25,233 - mmaction - INFO - Epoch [59][900/940] lr: 0.00050, eta: 8:43:09, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.1475, loss: 1.1475 2020-06-27 11:26:42,589 - mmaction - INFO - Epoch [59][920/940] lr: 0.00050, eta: 8:42:54, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0585, loss: 1.0585 2020-06-27 11:26:57,816 - mmaction - INFO - Epoch [59][940/940] lr: 0.00050, eta: 8:42:37, time: 0.760, data_time: 0.005, memory: 7079, top1_acc: 0.7597, top5_acc: 0.9221, loss_cls: 1.0163, loss: 1.0163 2020-06-27 11:27:22,387 - mmaction - INFO - Epoch [60][20/940] lr: 0.00050, eta: 8:42:25, time: 1.175, data_time: 0.347, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.8551, loss: 0.8551 2020-06-27 11:27:37,585 - mmaction - INFO - Epoch [60][40/940] lr: 0.00050, eta: 8:42:08, time: 0.758, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.1049, loss: 1.1049 2020-06-27 11:27:52,583 - mmaction - INFO - Epoch [60][60/940] lr: 0.00050, eta: 8:41:51, time: 0.752, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1482, loss: 1.1482 2020-06-27 11:28:08,332 - mmaction - INFO - Epoch [60][80/940] lr: 0.00050, eta: 8:41:35, time: 0.785, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9378, loss: 0.9378 2020-06-27 11:28:24,405 - mmaction - INFO - Epoch [60][100/940] lr: 0.00050, eta: 8:41:18, time: 0.806, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9913, loss: 0.9913 2020-06-27 11:28:41,628 - mmaction - INFO - Epoch [60][120/940] lr: 0.00050, eta: 8:41:03, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9062, loss_cls: 1.1970, loss: 1.1970 2020-06-27 11:28:58,498 - mmaction - INFO - Epoch [60][140/940] lr: 0.00050, eta: 8:40:47, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0170, loss: 1.0170 2020-06-27 11:29:14,159 - mmaction - INFO - Epoch [60][160/940] lr: 0.00050, eta: 8:40:30, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1970, loss: 1.1970 2020-06-27 11:29:30,426 - mmaction - INFO - Epoch [60][180/940] lr: 0.00050, eta: 8:40:14, time: 0.816, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1656, loss: 1.1656 2020-06-27 11:29:47,070 - mmaction - INFO - Epoch [60][200/940] lr: 0.00050, eta: 8:39:58, time: 0.830, data_time: 0.004, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.2678, loss: 1.2678 2020-06-27 11:30:03,371 - mmaction - INFO - Epoch [60][220/940] lr: 0.00050, eta: 8:39:41, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.0601, loss: 1.0601 2020-06-27 11:30:20,000 - mmaction - INFO - Epoch [60][240/940] lr: 0.00050, eta: 8:39:25, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0232, loss: 1.0232 2020-06-27 11:30:36,872 - mmaction - INFO - Epoch [60][260/940] lr: 0.00050, eta: 8:39:10, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1049, loss: 1.1049 2020-06-27 11:30:54,379 - mmaction - INFO - Epoch [60][280/940] lr: 0.00050, eta: 8:38:54, time: 0.873, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.1216, loss: 1.1216 2020-06-27 11:31:10,029 - mmaction - INFO - Epoch [60][300/940] lr: 0.00050, eta: 8:38:37, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1854, loss: 1.1854 2020-06-27 11:31:27,057 - mmaction - INFO - Epoch [60][320/940] lr: 0.00050, eta: 8:38:22, time: 0.851, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.1260, loss: 1.1260 2020-06-27 11:31:42,933 - mmaction - INFO - Epoch [60][340/940] lr: 0.00050, eta: 8:38:05, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0987, loss: 1.0987 2020-06-27 11:31:59,400 - mmaction - INFO - Epoch [60][360/940] lr: 0.00050, eta: 8:37:49, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1784, loss: 1.1784 2020-06-27 11:32:15,879 - mmaction - INFO - Epoch [60][380/940] lr: 0.00050, eta: 8:37:33, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0616, loss: 1.0616 2020-06-27 11:32:33,199 - mmaction - INFO - Epoch [60][400/940] lr: 0.00050, eta: 8:37:17, time: 0.869, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0077, loss: 1.0077 2020-06-27 11:32:49,107 - mmaction - INFO - Epoch [60][420/940] lr: 0.00050, eta: 8:37:01, time: 0.793, data_time: 0.004, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9125, loss_cls: 1.1233, loss: 1.1233 2020-06-27 11:33:05,600 - mmaction - INFO - Epoch [60][440/940] lr: 0.00050, eta: 8:36:45, time: 0.827, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0306, loss: 1.0306 2020-06-27 11:33:22,275 - mmaction - INFO - Epoch [60][460/940] lr: 0.00050, eta: 8:36:29, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.2008, loss: 1.2008 2020-06-27 11:33:39,107 - mmaction - INFO - Epoch [60][480/940] lr: 0.00050, eta: 8:36:13, time: 0.844, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.2042, loss: 1.2042 2020-06-27 11:33:55,891 - mmaction - INFO - Epoch [60][500/940] lr: 0.00050, eta: 8:35:57, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.9206, loss: 0.9206 2020-06-27 11:34:12,227 - mmaction - INFO - Epoch [60][520/940] lr: 0.00050, eta: 8:35:41, time: 0.817, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0237, loss: 1.0237 2020-06-27 11:34:28,900 - mmaction - INFO - Epoch [60][540/940] lr: 0.00050, eta: 8:35:24, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.1837, loss: 1.1837 2020-06-27 11:34:44,694 - mmaction - INFO - Epoch [60][560/940] lr: 0.00050, eta: 8:35:08, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1028, loss: 1.1028 2020-06-27 11:35:01,996 - mmaction - INFO - Epoch [60][580/940] lr: 0.00050, eta: 8:34:52, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1427, loss: 1.1427 2020-06-27 11:35:18,631 - mmaction - INFO - Epoch [60][600/940] lr: 0.00050, eta: 8:34:36, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1038, loss: 1.1038 2020-06-27 11:35:34,735 - mmaction - INFO - Epoch [60][620/940] lr: 0.00050, eta: 8:34:20, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0827, loss: 1.0827 2020-06-27 11:35:52,002 - mmaction - INFO - Epoch [60][640/940] lr: 0.00050, eta: 8:34:04, time: 0.864, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9372, loss: 0.9372 2020-06-27 11:36:08,093 - mmaction - INFO - Epoch [60][660/940] lr: 0.00050, eta: 8:33:48, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8875, loss_cls: 1.0063, loss: 1.0063 2020-06-27 11:36:24,082 - mmaction - INFO - Epoch [60][680/940] lr: 0.00050, eta: 8:33:31, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 0.9184, loss: 0.9184 2020-06-27 11:36:40,466 - mmaction - INFO - Epoch [60][700/940] lr: 0.00050, eta: 8:33:15, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9982, loss: 0.9982 2020-06-27 11:36:56,712 - mmaction - INFO - Epoch [60][720/940] lr: 0.00050, eta: 8:32:59, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.8246, loss: 0.8246 2020-06-27 11:37:13,592 - mmaction - INFO - Epoch [60][740/940] lr: 0.00050, eta: 8:32:43, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.8438, top5_acc: 0.9187, loss_cls: 0.8497, loss: 0.8497 2020-06-27 11:37:29,436 - mmaction - INFO - Epoch [60][760/940] lr: 0.00050, eta: 8:32:26, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7896, loss: 0.7896 2020-06-27 11:37:46,641 - mmaction - INFO - Epoch [60][780/940] lr: 0.00050, eta: 8:32:11, time: 0.858, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.0631, loss: 1.0631 2020-06-27 11:38:02,535 - mmaction - INFO - Epoch [60][800/940] lr: 0.00050, eta: 8:31:54, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2146, loss: 1.2146 2020-06-27 11:38:18,999 - mmaction - INFO - Epoch [60][820/940] lr: 0.00050, eta: 8:31:38, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1565, loss: 1.1565 2020-06-27 11:38:35,578 - mmaction - INFO - Epoch [60][840/940] lr: 0.00050, eta: 8:31:22, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8500, loss_cls: 1.2171, loss: 1.2171 2020-06-27 11:38:51,813 - mmaction - INFO - Epoch [60][860/940] lr: 0.00050, eta: 8:31:06, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 0.8516, loss: 0.8516 2020-06-27 11:39:08,589 - mmaction - INFO - Epoch [60][880/940] lr: 0.00050, eta: 8:30:50, time: 0.839, data_time: 0.002, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.2133, loss: 1.2133 2020-06-27 11:39:25,447 - mmaction - INFO - Epoch [60][900/940] lr: 0.00050, eta: 8:30:34, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9172, loss: 0.9172 2020-06-27 11:39:41,026 - mmaction - INFO - Epoch [60][920/940] lr: 0.00050, eta: 8:30:17, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8625, loss_cls: 1.1672, loss: 1.1672 2020-06-27 11:39:57,165 - mmaction - INFO - Epoch [60][940/940] lr: 0.00050, eta: 8:30:01, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7403, top5_acc: 0.8896, loss_cls: 1.0769, loss: 1.0769 2020-06-27 11:42:43,443 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 11:42:44,450 - mmaction - INFO - top1_acc 0.7219 top5_acc 0.9034 2020-06-27 11:42:44,450 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 11:42:44,513 - mmaction - INFO - mean_acc 0.7218 2020-06-27 11:42:44,522 - mmaction - INFO - Epoch [60][940/940] lr: 0.00050, top1_acc: 0.7219, top5_acc: 0.9034, mean_class_accuracy: 0.7218 2020-06-27 11:43:03,562 - mmaction - INFO - Epoch [61][20/940] lr: 0.00050, eta: 8:29:46, time: 0.950, data_time: 0.302, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 1.1095, loss: 1.1095 2020-06-27 11:43:17,914 - mmaction - INFO - Epoch [61][40/940] lr: 0.00050, eta: 8:29:29, time: 0.719, data_time: 0.008, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.1122, loss: 1.1122 2020-06-27 11:43:33,000 - mmaction - INFO - Epoch [61][60/940] lr: 0.00050, eta: 8:29:12, time: 0.754, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0791, loss: 1.0791 2020-06-27 11:43:48,947 - mmaction - INFO - Epoch [61][80/940] lr: 0.00050, eta: 8:28:55, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.7138, loss: 0.7138 2020-06-27 11:44:05,334 - mmaction - INFO - Epoch [61][100/940] lr: 0.00050, eta: 8:28:39, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 1.0415, loss: 1.0415 2020-06-27 11:44:21,244 - mmaction - INFO - Epoch [61][120/940] lr: 0.00050, eta: 8:28:22, time: 0.796, data_time: 0.003, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9125, loss_cls: 0.9383, loss: 0.9383 2020-06-27 11:44:37,941 - mmaction - INFO - Epoch [61][140/940] lr: 0.00050, eta: 8:28:06, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0680, loss: 1.0680 2020-06-27 11:44:53,412 - mmaction - INFO - Epoch [61][160/940] lr: 0.00050, eta: 8:27:50, time: 0.776, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8934, loss: 0.8934 2020-06-27 11:45:09,749 - mmaction - INFO - Epoch [61][180/940] lr: 0.00050, eta: 8:27:33, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.1670, loss: 1.1670 2020-06-27 11:45:26,206 - mmaction - INFO - Epoch [61][200/940] lr: 0.00050, eta: 8:27:17, time: 0.824, data_time: 0.003, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.1819, loss: 1.1819 2020-06-27 11:45:42,898 - mmaction - INFO - Epoch [61][220/940] lr: 0.00050, eta: 8:27:01, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.8340, loss: 0.8340 2020-06-27 11:45:59,962 - mmaction - INFO - Epoch [61][240/940] lr: 0.00050, eta: 8:26:46, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9605, loss: 0.9605 2020-06-27 11:46:15,477 - mmaction - INFO - Epoch [61][260/940] lr: 0.00050, eta: 8:26:29, time: 0.774, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9367, loss: 0.9367 2020-06-27 11:46:32,652 - mmaction - INFO - Epoch [61][280/940] lr: 0.00050, eta: 8:26:13, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9717, loss: 0.9717 2020-06-27 11:46:48,449 - mmaction - INFO - Epoch [61][300/940] lr: 0.00050, eta: 8:25:56, time: 0.789, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.1184, loss: 1.1184 2020-06-27 11:47:04,616 - mmaction - INFO - Epoch [61][320/940] lr: 0.00050, eta: 8:25:40, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.1881, loss: 1.1881 2020-06-27 11:47:22,072 - mmaction - INFO - Epoch [61][340/940] lr: 0.00050, eta: 8:25:25, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.0486, loss: 1.0486 2020-06-27 11:47:37,786 - mmaction - INFO - Epoch [61][360/940] lr: 0.00050, eta: 8:25:08, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.8175, loss: 0.8175 2020-06-27 11:47:54,575 - mmaction - INFO - Epoch [61][380/940] lr: 0.00050, eta: 8:24:52, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0360, loss: 1.0360 2020-06-27 11:48:10,580 - mmaction - INFO - Epoch [61][400/940] lr: 0.00050, eta: 8:24:36, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 0.7892, loss: 0.7892 2020-06-27 11:48:27,219 - mmaction - INFO - Epoch [61][420/940] lr: 0.00050, eta: 8:24:19, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.9353, loss: 0.9353 2020-06-27 11:48:43,877 - mmaction - INFO - Epoch [61][440/940] lr: 0.00050, eta: 8:24:03, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8625, loss_cls: 1.0782, loss: 1.0782 2020-06-27 11:48:59,679 - mmaction - INFO - Epoch [61][460/940] lr: 0.00050, eta: 8:23:47, time: 0.790, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2020, loss: 1.2020 2020-06-27 11:49:15,948 - mmaction - INFO - Epoch [61][480/940] lr: 0.00050, eta: 8:23:31, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.1202, loss: 1.1202 2020-06-27 11:49:32,427 - mmaction - INFO - Epoch [61][500/940] lr: 0.00050, eta: 8:23:14, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0829, loss: 1.0829 2020-06-27 11:49:48,693 - mmaction - INFO - Epoch [61][520/940] lr: 0.00050, eta: 8:22:58, time: 0.813, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.1042, loss: 1.1042 2020-06-27 11:50:04,770 - mmaction - INFO - Epoch [61][540/940] lr: 0.00050, eta: 8:22:42, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0005, loss: 1.0005 2020-06-27 11:50:21,896 - mmaction - INFO - Epoch [61][560/940] lr: 0.00050, eta: 8:22:26, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.0705, loss: 1.0705 2020-06-27 11:50:38,319 - mmaction - INFO - Epoch [61][580/940] lr: 0.00050, eta: 8:22:10, time: 0.821, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.0626, loss: 1.0626 2020-06-27 11:50:53,873 - mmaction - INFO - Epoch [61][600/940] lr: 0.00050, eta: 8:21:53, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.0949, loss: 1.0949 2020-06-27 11:51:10,465 - mmaction - INFO - Epoch [61][620/940] lr: 0.00050, eta: 8:21:37, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.9122, loss: 0.9122 2020-06-27 11:51:26,527 - mmaction - INFO - Epoch [61][640/940] lr: 0.00050, eta: 8:21:21, time: 0.803, data_time: 0.003, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 0.9705, loss: 0.9705 2020-06-27 11:51:42,812 - mmaction - INFO - Epoch [61][660/940] lr: 0.00050, eta: 8:21:04, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9433, loss: 0.9433 2020-06-27 11:51:59,079 - mmaction - INFO - Epoch [61][680/940] lr: 0.00050, eta: 8:20:48, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 1.1113, loss: 1.1113 2020-06-27 11:52:15,240 - mmaction - INFO - Epoch [61][700/940] lr: 0.00050, eta: 8:20:32, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8888, loss: 0.8888 2020-06-27 11:52:31,386 - mmaction - INFO - Epoch [61][720/940] lr: 0.00050, eta: 8:20:15, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0066, loss: 1.0066 2020-06-27 11:52:48,431 - mmaction - INFO - Epoch [61][740/940] lr: 0.00050, eta: 8:20:00, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.2106, loss: 1.2106 2020-06-27 11:53:04,606 - mmaction - INFO - Epoch [61][760/940] lr: 0.00050, eta: 8:19:43, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2938, loss: 1.2938 2020-06-27 11:53:21,481 - mmaction - INFO - Epoch [61][780/940] lr: 0.00050, eta: 8:19:27, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0525, loss: 1.0525 2020-06-27 11:53:37,102 - mmaction - INFO - Epoch [61][800/940] lr: 0.00050, eta: 8:19:11, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 0.9794, loss: 0.9794 2020-06-27 11:53:54,057 - mmaction - INFO - Epoch [61][820/940] lr: 0.00050, eta: 8:18:55, time: 0.847, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0141, loss: 1.0141 2020-06-27 11:54:10,468 - mmaction - INFO - Epoch [61][840/940] lr: 0.00050, eta: 8:18:39, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 0.9796, loss: 0.9796 2020-06-27 11:54:26,486 - mmaction - INFO - Epoch [61][860/940] lr: 0.00050, eta: 8:18:22, time: 0.803, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 0.9524, loss: 0.9524 2020-06-27 11:54:42,330 - mmaction - INFO - Epoch [61][880/940] lr: 0.00050, eta: 8:18:06, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8500, loss_cls: 1.1486, loss: 1.1486 2020-06-27 11:54:58,909 - mmaction - INFO - Epoch [61][900/940] lr: 0.00050, eta: 8:17:50, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9568, loss: 0.9568 2020-06-27 11:55:15,101 - mmaction - INFO - Epoch [61][920/940] lr: 0.00050, eta: 8:17:33, time: 0.809, data_time: 0.002, memory: 7079, top1_acc: 0.6625, top5_acc: 0.9062, loss_cls: 1.2492, loss: 1.2492 2020-06-27 11:55:31,962 - mmaction - INFO - Epoch [61][940/940] lr: 0.00050, eta: 8:17:17, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.7338, top5_acc: 0.9026, loss_cls: 1.0850, loss: 1.0850 2020-06-27 11:55:54,242 - mmaction - INFO - Epoch [62][20/940] lr: 0.00050, eta: 8:17:04, time: 1.082, data_time: 0.366, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1273, loss: 1.1273 2020-06-27 11:56:08,591 - mmaction - INFO - Epoch [62][40/940] lr: 0.00050, eta: 8:16:47, time: 0.718, data_time: 0.002, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 1.1171, loss: 1.1171 2020-06-27 11:56:24,252 - mmaction - INFO - Epoch [62][60/940] lr: 0.00050, eta: 8:16:30, time: 0.781, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0826, loss: 1.0826 2020-06-27 11:56:40,645 - mmaction - INFO - Epoch [62][80/940] lr: 0.00050, eta: 8:16:14, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 0.8401, loss: 0.8401 2020-06-27 11:56:57,552 - mmaction - INFO - Epoch [62][100/940] lr: 0.00050, eta: 8:15:58, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.2272, loss: 1.2272 2020-06-27 11:57:12,987 - mmaction - INFO - Epoch [62][120/940] lr: 0.00050, eta: 8:15:41, time: 0.772, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0515, loss: 1.0515 2020-06-27 11:57:30,110 - mmaction - INFO - Epoch [62][140/940] lr: 0.00050, eta: 8:15:26, time: 0.854, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0829, loss: 1.0829 2020-06-27 11:57:45,844 - mmaction - INFO - Epoch [62][160/940] lr: 0.00050, eta: 8:15:09, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9071, loss: 0.9071 2020-06-27 11:58:02,288 - mmaction - INFO - Epoch [62][180/940] lr: 0.00050, eta: 8:14:53, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9354, loss: 0.9354 2020-06-27 11:58:18,571 - mmaction - INFO - Epoch [62][200/940] lr: 0.00050, eta: 8:14:37, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.1585, loss: 1.1585 2020-06-27 11:58:34,744 - mmaction - INFO - Epoch [62][220/940] lr: 0.00050, eta: 8:14:20, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.0393, loss: 1.0393 2020-06-27 11:58:51,834 - mmaction - INFO - Epoch [62][240/940] lr: 0.00050, eta: 8:14:04, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.1946, loss: 1.1946 2020-06-27 11:59:07,473 - mmaction - INFO - Epoch [62][260/940] lr: 0.00050, eta: 8:13:48, time: 0.782, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2893, loss: 1.2893 2020-06-27 11:59:24,817 - mmaction - INFO - Epoch [62][280/940] lr: 0.00050, eta: 8:13:32, time: 0.866, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7542, loss: 0.7542 2020-06-27 11:59:41,030 - mmaction - INFO - Epoch [62][300/940] lr: 0.00050, eta: 8:13:16, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 0.9503, loss: 0.9503 2020-06-27 11:59:57,231 - mmaction - INFO - Epoch [62][320/940] lr: 0.00050, eta: 8:12:59, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.0379, loss: 1.0379 2020-06-27 12:00:15,768 - mmaction - INFO - Epoch [62][340/940] lr: 0.00050, eta: 8:12:44, time: 0.917, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9176, loss: 0.9176 2020-06-27 12:00:32,163 - mmaction - INFO - Epoch [62][360/940] lr: 0.00050, eta: 8:12:28, time: 0.830, data_time: 0.018, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9513, loss: 0.9513 2020-06-27 12:00:48,981 - mmaction - INFO - Epoch [62][380/940] lr: 0.00050, eta: 8:12:12, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0213, loss: 1.0213 2020-06-27 12:01:05,055 - mmaction - INFO - Epoch [62][400/940] lr: 0.00050, eta: 8:11:56, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9057, loss: 0.9057 2020-06-27 12:01:21,310 - mmaction - INFO - Epoch [62][420/940] lr: 0.00050, eta: 8:11:40, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8375, loss_cls: 1.3637, loss: 1.3637 2020-06-27 12:01:37,774 - mmaction - INFO - Epoch [62][440/940] lr: 0.00050, eta: 8:11:24, time: 0.823, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 1.0395, loss: 1.0395 2020-06-27 12:01:53,923 - mmaction - INFO - Epoch [62][460/940] lr: 0.00050, eta: 8:11:07, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1278, loss: 1.1278 2020-06-27 12:02:10,503 - mmaction - INFO - Epoch [62][480/940] lr: 0.00050, eta: 8:10:51, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.1369, loss: 1.1369 2020-06-27 12:02:26,537 - mmaction - INFO - Epoch [62][500/940] lr: 0.00050, eta: 8:10:35, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0978, loss: 1.0978 2020-06-27 12:02:43,137 - mmaction - INFO - Epoch [62][520/940] lr: 0.00050, eta: 8:10:19, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 0.8589, loss: 0.8589 2020-06-27 12:02:59,592 - mmaction - INFO - Epoch [62][540/940] lr: 0.00050, eta: 8:10:02, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0481, loss: 1.0481 2020-06-27 12:03:15,765 - mmaction - INFO - Epoch [62][560/940] lr: 0.00050, eta: 8:09:46, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2086, loss: 1.2086 2020-06-27 12:03:32,689 - mmaction - INFO - Epoch [62][580/940] lr: 0.00050, eta: 8:09:30, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.9190, loss: 0.9190 2020-06-27 12:03:48,691 - mmaction - INFO - Epoch [62][600/940] lr: 0.00050, eta: 8:09:14, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 1.0018, loss: 1.0018 2020-06-27 12:04:04,899 - mmaction - INFO - Epoch [62][620/940] lr: 0.00050, eta: 8:08:57, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.8555, loss: 0.8555 2020-06-27 12:04:21,037 - mmaction - INFO - Epoch [62][640/940] lr: 0.00050, eta: 8:08:41, time: 0.807, data_time: 0.003, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.3432, loss: 1.3432 2020-06-27 12:04:37,832 - mmaction - INFO - Epoch [62][660/940] lr: 0.00050, eta: 8:08:25, time: 0.838, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 1.0363, loss: 1.0363 2020-06-27 12:04:54,464 - mmaction - INFO - Epoch [62][680/940] lr: 0.00050, eta: 8:08:09, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9366, loss: 0.9366 2020-06-27 12:05:11,453 - mmaction - INFO - Epoch [62][700/940] lr: 0.00050, eta: 8:07:53, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9208, loss: 0.9208 2020-06-27 12:05:27,594 - mmaction - INFO - Epoch [62][720/940] lr: 0.00050, eta: 8:07:37, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.1968, loss: 1.1968 2020-06-27 12:05:44,694 - mmaction - INFO - Epoch [62][740/940] lr: 0.00050, eta: 8:07:21, time: 0.855, data_time: 0.002, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.0826, loss: 1.0826 2020-06-27 12:06:00,829 - mmaction - INFO - Epoch [62][760/940] lr: 0.00050, eta: 8:07:05, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.8491, loss: 0.8491 2020-06-27 12:06:16,910 - mmaction - INFO - Epoch [62][780/940] lr: 0.00050, eta: 8:06:48, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.2239, loss: 1.2239 2020-06-27 12:06:32,935 - mmaction - INFO - Epoch [62][800/940] lr: 0.00050, eta: 8:06:32, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9626, loss: 0.9626 2020-06-27 12:06:50,128 - mmaction - INFO - Epoch [62][820/940] lr: 0.00050, eta: 8:06:16, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9000, loss_cls: 0.8402, loss: 0.8402 2020-06-27 12:07:05,143 - mmaction - INFO - Epoch [62][840/940] lr: 0.00050, eta: 8:05:59, time: 0.749, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9125, loss_cls: 0.7965, loss: 0.7965 2020-06-27 12:07:20,816 - mmaction - INFO - Epoch [62][860/940] lr: 0.00050, eta: 8:05:42, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1532, loss: 1.1532 2020-06-27 12:07:37,688 - mmaction - INFO - Epoch [62][880/940] lr: 0.00050, eta: 8:05:26, time: 0.844, data_time: 0.002, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 0.9990, loss: 0.9990 2020-06-27 12:07:53,671 - mmaction - INFO - Epoch [62][900/940] lr: 0.00050, eta: 8:05:10, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1526, loss: 1.1526 2020-06-27 12:08:09,880 - mmaction - INFO - Epoch [62][920/940] lr: 0.00050, eta: 8:04:54, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.1873, loss: 1.1873 2020-06-27 12:08:26,861 - mmaction - INFO - Epoch [62][940/940] lr: 0.00050, eta: 8:04:38, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7403, top5_acc: 0.9221, loss_cls: 0.9646, loss: 0.9646 2020-06-27 12:11:12,244 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 12:11:13,252 - mmaction - INFO - top1_acc 0.7221 top5_acc 0.9039 2020-06-27 12:11:13,252 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 12:11:13,394 - mmaction - INFO - mean_acc 0.7220 2020-06-27 12:11:13,404 - mmaction - INFO - Epoch [62][940/940] lr: 0.00050, top1_acc: 0.7221, top5_acc: 0.9039, mean_class_accuracy: 0.7220 2020-06-27 12:11:33,849 - mmaction - INFO - Epoch [63][20/940] lr: 0.00050, eta: 8:04:24, time: 1.019, data_time: 0.307, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9672, loss: 0.9672 2020-06-27 12:11:48,337 - mmaction - INFO - Epoch [63][40/940] lr: 0.00050, eta: 8:04:07, time: 0.727, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0103, loss: 1.0103 2020-06-27 12:12:03,295 - mmaction - INFO - Epoch [63][60/940] lr: 0.00050, eta: 8:03:50, time: 0.748, data_time: 0.003, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2764, loss: 1.2764 2020-06-27 12:12:19,227 - mmaction - INFO - Epoch [63][80/940] lr: 0.00050, eta: 8:03:33, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.8942, loss: 0.8942 2020-06-27 12:12:35,047 - mmaction - INFO - Epoch [63][100/940] lr: 0.00050, eta: 8:03:17, time: 0.792, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.9032, loss: 0.9032 2020-06-27 12:12:51,273 - mmaction - INFO - Epoch [63][120/940] lr: 0.00050, eta: 8:03:00, time: 0.810, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8555, loss: 0.8555 2020-06-27 12:13:07,978 - mmaction - INFO - Epoch [63][140/940] lr: 0.00050, eta: 8:02:44, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9662, loss: 0.9662 2020-06-27 12:13:24,193 - mmaction - INFO - Epoch [63][160/940] lr: 0.00050, eta: 8:02:28, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.1785, loss: 1.1785 2020-06-27 12:13:40,367 - mmaction - INFO - Epoch [63][180/940] lr: 0.00050, eta: 8:02:12, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.0467, loss: 1.0467 2020-06-27 12:13:57,086 - mmaction - INFO - Epoch [63][200/940] lr: 0.00050, eta: 8:01:56, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9187, loss_cls: 1.0088, loss: 1.0088 2020-06-27 12:14:12,939 - mmaction - INFO - Epoch [63][220/940] lr: 0.00050, eta: 8:01:39, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0996, loss: 1.0996 2020-06-27 12:14:29,159 - mmaction - INFO - Epoch [63][240/940] lr: 0.00050, eta: 8:01:23, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2191, loss: 1.2191 2020-06-27 12:14:45,262 - mmaction - INFO - Epoch [63][260/940] lr: 0.00050, eta: 8:01:06, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9667, loss: 0.9667 2020-06-27 12:15:01,976 - mmaction - INFO - Epoch [63][280/940] lr: 0.00050, eta: 8:00:50, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9665, loss: 0.9665 2020-06-27 12:15:18,589 - mmaction - INFO - Epoch [63][300/940] lr: 0.00050, eta: 8:00:34, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9056, loss: 0.9056 2020-06-27 12:15:34,398 - mmaction - INFO - Epoch [63][320/940] lr: 0.00050, eta: 8:00:18, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2123, loss: 1.2123 2020-06-27 12:15:50,797 - mmaction - INFO - Epoch [63][340/940] lr: 0.00050, eta: 8:00:01, time: 0.822, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.0167, loss: 1.0167 2020-06-27 12:16:07,008 - mmaction - INFO - Epoch [63][360/940] lr: 0.00050, eta: 7:59:45, time: 0.810, data_time: 0.002, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8147, loss: 0.8147 2020-06-27 12:16:23,037 - mmaction - INFO - Epoch [63][380/940] lr: 0.00050, eta: 7:59:29, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 1.0604, loss: 1.0604 2020-06-27 12:16:39,140 - mmaction - INFO - Epoch [63][400/940] lr: 0.00050, eta: 7:59:12, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.2700, loss: 1.2700 2020-06-27 12:16:56,197 - mmaction - INFO - Epoch [63][420/940] lr: 0.00050, eta: 7:58:56, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.9806, loss: 0.9806 2020-06-27 12:17:13,304 - mmaction - INFO - Epoch [63][440/940] lr: 0.00050, eta: 7:58:41, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1814, loss: 1.1814 2020-06-27 12:17:29,264 - mmaction - INFO - Epoch [63][460/940] lr: 0.00050, eta: 7:58:24, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2142, loss: 1.2142 2020-06-27 12:17:45,423 - mmaction - INFO - Epoch [63][480/940] lr: 0.00050, eta: 7:58:08, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.0765, loss: 1.0765 2020-06-27 12:18:02,444 - mmaction - INFO - Epoch [63][500/940] lr: 0.00050, eta: 7:57:52, time: 0.848, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.1459, loss: 1.1459 2020-06-27 12:18:18,439 - mmaction - INFO - Epoch [63][520/940] lr: 0.00050, eta: 7:57:36, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1458, loss: 1.1458 2020-06-27 12:18:35,017 - mmaction - INFO - Epoch [63][540/940] lr: 0.00050, eta: 7:57:19, time: 0.829, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1331, loss: 1.1331 2020-06-27 12:18:51,448 - mmaction - INFO - Epoch [63][560/940] lr: 0.00050, eta: 7:57:03, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0531, loss: 1.0531 2020-06-27 12:19:08,143 - mmaction - INFO - Epoch [63][580/940] lr: 0.00050, eta: 7:56:47, time: 0.835, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 0.9715, loss: 0.9715 2020-06-27 12:19:24,230 - mmaction - INFO - Epoch [63][600/940] lr: 0.00050, eta: 7:56:31, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2259, loss: 1.2259 2020-06-27 12:19:40,878 - mmaction - INFO - Epoch [63][620/940] lr: 0.00050, eta: 7:56:15, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 1.0630, loss: 1.0630 2020-06-27 12:19:57,118 - mmaction - INFO - Epoch [63][640/940] lr: 0.00050, eta: 7:55:58, time: 0.812, data_time: 0.002, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9187, loss_cls: 1.1681, loss: 1.1681 2020-06-27 12:20:14,986 - mmaction - INFO - Epoch [63][660/940] lr: 0.00050, eta: 7:55:43, time: 0.891, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0262, loss: 1.0262 2020-06-27 12:20:30,805 - mmaction - INFO - Epoch [63][680/940] lr: 0.00050, eta: 7:55:27, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0763, loss: 1.0763 2020-06-27 12:20:46,838 - mmaction - INFO - Epoch [63][700/940] lr: 0.00050, eta: 7:55:10, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9433, loss: 0.9433 2020-06-27 12:21:03,326 - mmaction - INFO - Epoch [63][720/940] lr: 0.00050, eta: 7:54:54, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9696, loss: 0.9696 2020-06-27 12:21:18,938 - mmaction - INFO - Epoch [63][740/940] lr: 0.00050, eta: 7:54:37, time: 0.779, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0328, loss: 1.0328 2020-06-27 12:21:35,624 - mmaction - INFO - Epoch [63][760/940] lr: 0.00050, eta: 7:54:21, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9727, loss: 0.9727 2020-06-27 12:21:52,111 - mmaction - INFO - Epoch [63][780/940] lr: 0.00050, eta: 7:54:05, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9187, loss_cls: 1.1516, loss: 1.1516 2020-06-27 12:22:08,376 - mmaction - INFO - Epoch [63][800/940] lr: 0.00050, eta: 7:53:49, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0484, loss: 1.0484 2020-06-27 12:22:24,709 - mmaction - INFO - Epoch [63][820/940] lr: 0.00050, eta: 7:53:32, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8537, loss: 0.8537 2020-06-27 12:22:41,415 - mmaction - INFO - Epoch [63][840/940] lr: 0.00050, eta: 7:53:16, time: 0.836, data_time: 0.004, memory: 7079, top1_acc: 0.6500, top5_acc: 0.9000, loss_cls: 1.1898, loss: 1.1898 2020-06-27 12:22:58,259 - mmaction - INFO - Epoch [63][860/940] lr: 0.00050, eta: 7:53:00, time: 0.841, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 1.0814, loss: 1.0814 2020-06-27 12:23:14,377 - mmaction - INFO - Epoch [63][880/940] lr: 0.00050, eta: 7:52:44, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9504, loss: 0.9504 2020-06-27 12:23:30,561 - mmaction - INFO - Epoch [63][900/940] lr: 0.00050, eta: 7:52:28, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1013, loss: 1.1013 2020-06-27 12:23:46,962 - mmaction - INFO - Epoch [63][920/940] lr: 0.00050, eta: 7:52:12, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9630, loss: 0.9630 2020-06-27 12:24:02,911 - mmaction - INFO - Epoch [63][940/940] lr: 0.00050, eta: 7:51:55, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7792, top5_acc: 0.9091, loss_cls: 0.9872, loss: 0.9872 2020-06-27 12:24:24,477 - mmaction - INFO - Epoch [64][20/940] lr: 0.00050, eta: 7:51:41, time: 0.997, data_time: 0.329, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1794, loss: 1.1794 2020-06-27 12:24:39,600 - mmaction - INFO - Epoch [64][40/940] lr: 0.00050, eta: 7:51:24, time: 0.755, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8562, loss_cls: 1.1450, loss: 1.1450 2020-06-27 12:24:55,265 - mmaction - INFO - Epoch [64][60/940] lr: 0.00050, eta: 7:51:07, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.0924, loss: 1.0924 2020-06-27 12:25:11,470 - mmaction - INFO - Epoch [64][80/940] lr: 0.00050, eta: 7:50:51, time: 0.810, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 1.0231, loss: 1.0231 2020-06-27 12:25:27,792 - mmaction - INFO - Epoch [64][100/940] lr: 0.00050, eta: 7:50:35, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.0708, loss: 1.0708 2020-06-27 12:25:44,251 - mmaction - INFO - Epoch [64][120/940] lr: 0.00050, eta: 7:50:19, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2495, loss: 1.2495 2020-06-27 12:26:01,242 - mmaction - INFO - Epoch [64][140/940] lr: 0.00050, eta: 7:50:03, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0811, loss: 1.0811 2020-06-27 12:26:17,560 - mmaction - INFO - Epoch [64][160/940] lr: 0.00050, eta: 7:49:46, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.0573, loss: 1.0573 2020-06-27 12:26:34,076 - mmaction - INFO - Epoch [64][180/940] lr: 0.00050, eta: 7:49:30, time: 0.826, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8750, loss_cls: 1.0788, loss: 1.0788 2020-06-27 12:26:50,170 - mmaction - INFO - Epoch [64][200/940] lr: 0.00050, eta: 7:49:14, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0819, loss: 1.0819 2020-06-27 12:27:06,348 - mmaction - INFO - Epoch [64][220/940] lr: 0.00050, eta: 7:48:58, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8357, loss: 0.8357 2020-06-27 12:27:23,876 - mmaction - INFO - Epoch [64][240/940] lr: 0.00050, eta: 7:48:42, time: 0.874, data_time: 0.007, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1336, loss: 1.1336 2020-06-27 12:27:40,058 - mmaction - INFO - Epoch [64][260/940] lr: 0.00050, eta: 7:48:26, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.8263, loss: 0.8263 2020-06-27 12:27:57,229 - mmaction - INFO - Epoch [64][280/940] lr: 0.00050, eta: 7:48:10, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0067, loss: 1.0067 2020-06-27 12:28:13,830 - mmaction - INFO - Epoch [64][300/940] lr: 0.00050, eta: 7:47:54, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1607, loss: 1.1607 2020-06-27 12:28:29,747 - mmaction - INFO - Epoch [64][320/940] lr: 0.00050, eta: 7:47:37, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9349, loss: 0.9349 2020-06-27 12:28:46,813 - mmaction - INFO - Epoch [64][340/940] lr: 0.00050, eta: 7:47:21, time: 0.856, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 1.0318, loss: 1.0318 2020-06-27 12:29:03,533 - mmaction - INFO - Epoch [64][360/940] lr: 0.00050, eta: 7:47:05, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9639, loss: 0.9639 2020-06-27 12:29:19,562 - mmaction - INFO - Epoch [64][380/940] lr: 0.00050, eta: 7:46:49, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1450, loss: 1.1450 2020-06-27 12:29:36,942 - mmaction - INFO - Epoch [64][400/940] lr: 0.00050, eta: 7:46:33, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0447, loss: 1.0447 2020-06-27 12:29:52,801 - mmaction - INFO - Epoch [64][420/940] lr: 0.00050, eta: 7:46:17, time: 0.795, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0951, loss: 1.0951 2020-06-27 12:30:08,811 - mmaction - INFO - Epoch [64][440/940] lr: 0.00050, eta: 7:46:00, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0346, loss: 1.0346 2020-06-27 12:30:24,965 - mmaction - INFO - Epoch [64][460/940] lr: 0.00050, eta: 7:45:44, time: 0.808, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.0822, loss: 1.0822 2020-06-27 12:30:41,517 - mmaction - INFO - Epoch [64][480/940] lr: 0.00050, eta: 7:45:28, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0445, loss: 1.0445 2020-06-27 12:30:59,038 - mmaction - INFO - Epoch [64][500/940] lr: 0.00050, eta: 7:45:12, time: 0.878, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 0.9747, loss: 0.9747 2020-06-27 12:31:15,160 - mmaction - INFO - Epoch [64][520/940] lr: 0.00050, eta: 7:44:56, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0680, loss: 1.0680 2020-06-27 12:31:32,353 - mmaction - INFO - Epoch [64][540/940] lr: 0.00050, eta: 7:44:40, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0533, loss: 1.0533 2020-06-27 12:31:48,610 - mmaction - INFO - Epoch [64][560/940] lr: 0.00050, eta: 7:44:24, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0255, loss: 1.0255 2020-06-27 12:32:04,500 - mmaction - INFO - Epoch [64][580/940] lr: 0.00050, eta: 7:44:07, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.9433, loss: 0.9433 2020-06-27 12:32:21,281 - mmaction - INFO - Epoch [64][600/940] lr: 0.00050, eta: 7:43:51, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0378, loss: 1.0378 2020-06-27 12:32:37,612 - mmaction - INFO - Epoch [64][620/940] lr: 0.00050, eta: 7:43:35, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.0331, loss: 1.0331 2020-06-27 12:32:55,239 - mmaction - INFO - Epoch [64][640/940] lr: 0.00050, eta: 7:43:20, time: 0.881, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.2018, loss: 1.2018 2020-06-27 12:33:11,527 - mmaction - INFO - Epoch [64][660/940] lr: 0.00050, eta: 7:43:03, time: 0.815, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9167, loss: 0.9167 2020-06-27 12:33:27,270 - mmaction - INFO - Epoch [64][680/940] lr: 0.00050, eta: 7:42:47, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 0.9825, loss: 0.9825 2020-06-27 12:33:44,418 - mmaction - INFO - Epoch [64][700/940] lr: 0.00050, eta: 7:42:31, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9094, loss: 0.9094 2020-06-27 12:34:00,017 - mmaction - INFO - Epoch [64][720/940] lr: 0.00050, eta: 7:42:14, time: 0.780, data_time: 0.003, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2070, loss: 1.2070 2020-06-27 12:34:17,066 - mmaction - INFO - Epoch [64][740/940] lr: 0.00050, eta: 7:41:58, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.0283, loss: 1.0283 2020-06-27 12:34:33,293 - mmaction - INFO - Epoch [64][760/940] lr: 0.00050, eta: 7:41:42, time: 0.815, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2608, loss: 1.2608 2020-06-27 12:34:49,992 - mmaction - INFO - Epoch [64][780/940] lr: 0.00050, eta: 7:41:26, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.8934, loss: 0.8934 2020-06-27 12:35:06,034 - mmaction - INFO - Epoch [64][800/940] lr: 0.00050, eta: 7:41:10, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0080, loss: 1.0080 2020-06-27 12:35:22,454 - mmaction - INFO - Epoch [64][820/940] lr: 0.00050, eta: 7:40:53, time: 0.821, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9225, loss: 0.9225 2020-06-27 12:35:38,869 - mmaction - INFO - Epoch [64][840/940] lr: 0.00050, eta: 7:40:37, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.2370, loss: 1.2370 2020-06-27 12:35:55,309 - mmaction - INFO - Epoch [64][860/940] lr: 0.00050, eta: 7:40:21, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1057, loss: 1.1057 2020-06-27 12:36:11,550 - mmaction - INFO - Epoch [64][880/940] lr: 0.00050, eta: 7:40:05, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.9107, loss: 0.9107 2020-06-27 12:36:28,091 - mmaction - INFO - Epoch [64][900/940] lr: 0.00050, eta: 7:39:48, time: 0.828, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.0670, loss: 1.0670 2020-06-27 12:36:44,473 - mmaction - INFO - Epoch [64][920/940] lr: 0.00050, eta: 7:39:32, time: 0.819, data_time: 0.004, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.3616, loss: 1.3616 2020-06-27 12:37:00,165 - mmaction - INFO - Epoch [64][940/940] lr: 0.00050, eta: 7:39:16, time: 0.785, data_time: 0.002, memory: 7079, top1_acc: 0.7662, top5_acc: 0.8961, loss_cls: 0.9923, loss: 0.9923 2020-06-27 12:39:47,341 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 12:39:48,351 - mmaction - INFO - top1_acc 0.7220 top5_acc 0.9010 2020-06-27 12:39:48,351 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 12:39:48,417 - mmaction - INFO - mean_acc 0.7220 2020-06-27 12:39:48,425 - mmaction - INFO - Epoch [64][940/940] lr: 0.00050, top1_acc: 0.7220, top5_acc: 0.9010, mean_class_accuracy: 0.7220 2020-06-27 12:40:08,226 - mmaction - INFO - Epoch [65][20/940] lr: 0.00050, eta: 7:39:01, time: 0.987, data_time: 0.345, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0121, loss: 1.0121 2020-06-27 12:40:22,652 - mmaction - INFO - Epoch [65][40/940] lr: 0.00050, eta: 7:38:44, time: 0.723, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.8311, loss: 0.8311 2020-06-27 12:40:37,965 - mmaction - INFO - Epoch [65][60/940] lr: 0.00050, eta: 7:38:27, time: 0.764, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.8906, loss: 0.8906 2020-06-27 12:40:53,764 - mmaction - INFO - Epoch [65][80/940] lr: 0.00050, eta: 7:38:11, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8750, loss_cls: 1.0732, loss: 1.0732 2020-06-27 12:41:10,003 - mmaction - INFO - Epoch [65][100/940] lr: 0.00050, eta: 7:37:54, time: 0.813, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.1895, loss: 1.1895 2020-06-27 12:41:26,837 - mmaction - INFO - Epoch [65][120/940] lr: 0.00050, eta: 7:37:38, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9125, loss_cls: 0.8025, loss: 0.8025 2020-06-27 12:41:43,381 - mmaction - INFO - Epoch [65][140/940] lr: 0.00050, eta: 7:37:22, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.7575, loss: 0.7575 2020-06-27 12:41:59,760 - mmaction - INFO - Epoch [65][160/940] lr: 0.00050, eta: 7:37:06, time: 0.819, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0337, loss: 1.0337 2020-06-27 12:42:16,118 - mmaction - INFO - Epoch [65][180/940] lr: 0.00050, eta: 7:36:50, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.1002, loss: 1.1002 2020-06-27 12:42:32,392 - mmaction - INFO - Epoch [65][200/940] lr: 0.00050, eta: 7:36:33, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9815, loss: 0.9815 2020-06-27 12:42:49,074 - mmaction - INFO - Epoch [65][220/940] lr: 0.00050, eta: 7:36:17, time: 0.833, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8750, loss_cls: 1.1062, loss: 1.1062 2020-06-27 12:43:06,049 - mmaction - INFO - Epoch [65][240/940] lr: 0.00050, eta: 7:36:01, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1692, loss: 1.1692 2020-06-27 12:43:22,531 - mmaction - INFO - Epoch [65][260/940] lr: 0.00050, eta: 7:35:45, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1712, loss: 1.1712 2020-06-27 12:43:39,109 - mmaction - INFO - Epoch [65][280/940] lr: 0.00050, eta: 7:35:29, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.1271, loss: 1.1271 2020-06-27 12:43:55,337 - mmaction - INFO - Epoch [65][300/940] lr: 0.00050, eta: 7:35:13, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9173, loss: 0.9173 2020-06-27 12:44:12,009 - mmaction - INFO - Epoch [65][320/940] lr: 0.00050, eta: 7:34:57, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8578, loss: 0.8578 2020-06-27 12:44:28,068 - mmaction - INFO - Epoch [65][340/940] lr: 0.00050, eta: 7:34:40, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0559, loss: 1.0559 2020-06-27 12:44:44,388 - mmaction - INFO - Epoch [65][360/940] lr: 0.00050, eta: 7:34:24, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0717, loss: 1.0717 2020-06-27 12:45:00,714 - mmaction - INFO - Epoch [65][380/940] lr: 0.00050, eta: 7:34:08, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8780, loss: 0.8780 2020-06-27 12:45:18,303 - mmaction - INFO - Epoch [65][400/940] lr: 0.00050, eta: 7:33:52, time: 0.879, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0181, loss: 1.0181 2020-06-27 12:45:34,478 - mmaction - INFO - Epoch [65][420/940] lr: 0.00050, eta: 7:33:36, time: 0.807, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9428, loss: 0.9428 2020-06-27 12:45:50,927 - mmaction - INFO - Epoch [65][440/940] lr: 0.00050, eta: 7:33:20, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.0555, loss: 1.0555 2020-06-27 12:46:07,509 - mmaction - INFO - Epoch [65][460/940] lr: 0.00050, eta: 7:33:03, time: 0.829, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8698, loss: 0.8698 2020-06-27 12:46:24,469 - mmaction - INFO - Epoch [65][480/940] lr: 0.00050, eta: 7:32:48, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 1.0441, loss: 1.0441 2020-06-27 12:46:41,192 - mmaction - INFO - Epoch [65][500/940] lr: 0.00050, eta: 7:32:32, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9708, loss: 0.9708 2020-06-27 12:46:57,702 - mmaction - INFO - Epoch [65][520/940] lr: 0.00050, eta: 7:32:15, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 1.0423, loss: 1.0423 2020-06-27 12:47:13,773 - mmaction - INFO - Epoch [65][540/940] lr: 0.00050, eta: 7:31:59, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2289, loss: 1.2289 2020-06-27 12:47:29,708 - mmaction - INFO - Epoch [65][560/940] lr: 0.00050, eta: 7:31:42, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 0.8579, loss: 0.8579 2020-06-27 12:47:46,425 - mmaction - INFO - Epoch [65][580/940] lr: 0.00050, eta: 7:31:26, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1276, loss: 1.1276 2020-06-27 12:48:02,922 - mmaction - INFO - Epoch [65][600/940] lr: 0.00050, eta: 7:31:10, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9577, loss: 0.9577 2020-06-27 12:48:19,864 - mmaction - INFO - Epoch [65][620/940] lr: 0.00050, eta: 7:30:54, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9769, loss: 0.9769 2020-06-27 12:48:35,871 - mmaction - INFO - Epoch [65][640/940] lr: 0.00050, eta: 7:30:38, time: 0.801, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 1.0694, loss: 1.0694 2020-06-27 12:48:52,829 - mmaction - INFO - Epoch [65][660/940] lr: 0.00050, eta: 7:30:22, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0534, loss: 1.0534 2020-06-27 12:49:08,796 - mmaction - INFO - Epoch [65][680/940] lr: 0.00050, eta: 7:30:05, time: 0.799, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.7970, loss: 0.7970 2020-06-27 12:49:25,649 - mmaction - INFO - Epoch [65][700/940] lr: 0.00050, eta: 7:29:49, time: 0.840, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.9645, loss: 0.9645 2020-06-27 12:49:41,866 - mmaction - INFO - Epoch [65][720/940] lr: 0.00050, eta: 7:29:33, time: 0.812, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9341, loss: 0.9341 2020-06-27 12:49:59,288 - mmaction - INFO - Epoch [65][740/940] lr: 0.00050, eta: 7:29:17, time: 0.870, data_time: 0.007, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 0.7318, loss: 0.7318 2020-06-27 12:50:15,621 - mmaction - INFO - Epoch [65][760/940] lr: 0.00050, eta: 7:29:01, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1623, loss: 1.1623 2020-06-27 12:50:31,771 - mmaction - INFO - Epoch [65][780/940] lr: 0.00050, eta: 7:28:45, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.8866, loss: 0.8866 2020-06-27 12:50:48,154 - mmaction - INFO - Epoch [65][800/940] lr: 0.00050, eta: 7:28:29, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.9896, loss: 0.9896 2020-06-27 12:51:04,019 - mmaction - INFO - Epoch [65][820/940] lr: 0.00050, eta: 7:28:12, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0608, loss: 1.0608 2020-06-27 12:51:20,472 - mmaction - INFO - Epoch [65][840/940] lr: 0.00050, eta: 7:27:56, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0892, loss: 1.0892 2020-06-27 12:51:37,527 - mmaction - INFO - Epoch [65][860/940] lr: 0.00050, eta: 7:27:40, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8875, loss_cls: 1.0342, loss: 1.0342 2020-06-27 12:51:54,381 - mmaction - INFO - Epoch [65][880/940] lr: 0.00050, eta: 7:27:24, time: 0.845, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9752, loss: 0.9752 2020-06-27 12:52:10,677 - mmaction - INFO - Epoch [65][900/940] lr: 0.00050, eta: 7:27:08, time: 0.815, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2248, loss: 1.2248 2020-06-27 12:52:26,850 - mmaction - INFO - Epoch [65][920/940] lr: 0.00050, eta: 7:26:51, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9500, loss_cls: 0.6813, loss: 0.6813 2020-06-27 12:52:43,107 - mmaction - INFO - Epoch [65][940/940] lr: 0.00050, eta: 7:26:35, time: 0.816, data_time: 0.007, memory: 7079, top1_acc: 0.7468, top5_acc: 0.8961, loss_cls: 1.0612, loss: 1.0612 2020-06-27 12:53:04,475 - mmaction - INFO - Epoch [66][20/940] lr: 0.00050, eta: 7:26:21, time: 0.996, data_time: 0.327, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.1953, loss: 1.1953 2020-06-27 12:53:21,077 - mmaction - INFO - Epoch [66][40/940] lr: 0.00050, eta: 7:26:05, time: 0.828, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.1899, loss: 1.1899 2020-06-27 12:53:36,562 - mmaction - INFO - Epoch [66][60/940] lr: 0.00050, eta: 7:25:48, time: 0.777, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1133, loss: 1.1133 2020-06-27 12:53:52,146 - mmaction - INFO - Epoch [66][80/940] lr: 0.00050, eta: 7:25:31, time: 0.776, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.9906, loss: 0.9906 2020-06-27 12:54:08,430 - mmaction - INFO - Epoch [66][100/940] lr: 0.00050, eta: 7:25:15, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9305, loss: 0.9305 2020-06-27 12:54:24,302 - mmaction - INFO - Epoch [66][120/940] lr: 0.00050, eta: 7:24:58, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1493, loss: 1.1493 2020-06-27 12:54:41,320 - mmaction - INFO - Epoch [66][140/940] lr: 0.00050, eta: 7:24:43, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.1964, loss: 1.1964 2020-06-27 12:54:57,039 - mmaction - INFO - Epoch [66][160/940] lr: 0.00050, eta: 7:24:26, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0333, loss: 1.0333 2020-06-27 12:55:14,253 - mmaction - INFO - Epoch [66][180/940] lr: 0.00050, eta: 7:24:10, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9316, loss: 0.9316 2020-06-27 12:55:30,737 - mmaction - INFO - Epoch [66][200/940] lr: 0.00050, eta: 7:23:54, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9859, loss: 0.9859 2020-06-27 12:55:47,400 - mmaction - INFO - Epoch [66][220/940] lr: 0.00050, eta: 7:23:38, time: 0.836, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.3468, loss: 1.3468 2020-06-27 12:56:04,300 - mmaction - INFO - Epoch [66][240/940] lr: 0.00050, eta: 7:23:22, time: 0.845, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9246, loss: 0.9246 2020-06-27 12:56:20,563 - mmaction - INFO - Epoch [66][260/940] lr: 0.00050, eta: 7:23:06, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9706, loss: 0.9706 2020-06-27 12:56:37,497 - mmaction - INFO - Epoch [66][280/940] lr: 0.00050, eta: 7:22:50, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8733, loss: 0.8733 2020-06-27 12:56:53,626 - mmaction - INFO - Epoch [66][300/940] lr: 0.00050, eta: 7:22:33, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8316, loss: 0.8316 2020-06-27 12:57:10,112 - mmaction - INFO - Epoch [66][320/940] lr: 0.00050, eta: 7:22:17, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9694, loss: 0.9694 2020-06-27 12:57:26,043 - mmaction - INFO - Epoch [66][340/940] lr: 0.00050, eta: 7:22:01, time: 0.794, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 0.8397, loss: 0.8397 2020-06-27 12:57:42,561 - mmaction - INFO - Epoch [66][360/940] lr: 0.00050, eta: 7:21:44, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.1039, loss: 1.1039 2020-06-27 12:57:59,836 - mmaction - INFO - Epoch [66][380/940] lr: 0.00050, eta: 7:21:29, time: 0.862, data_time: 0.004, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8768, loss: 0.8768 2020-06-27 12:58:16,359 - mmaction - INFO - Epoch [66][400/940] lr: 0.00050, eta: 7:21:13, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1138, loss: 1.1138 2020-06-27 12:58:34,204 - mmaction - INFO - Epoch [66][420/940] lr: 0.00050, eta: 7:20:57, time: 0.891, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9306, loss: 0.9306 2020-06-27 12:58:49,360 - mmaction - INFO - Epoch [66][440/940] lr: 0.00050, eta: 7:20:40, time: 0.759, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.1200, loss: 1.1200 2020-06-27 12:59:06,627 - mmaction - INFO - Epoch [66][460/940] lr: 0.00050, eta: 7:20:24, time: 0.864, data_time: 0.003, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9804, loss: 0.9804 2020-06-27 12:59:22,801 - mmaction - INFO - Epoch [66][480/940] lr: 0.00050, eta: 7:20:08, time: 0.809, data_time: 0.004, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.1589, loss: 1.1589 2020-06-27 12:59:39,108 - mmaction - INFO - Epoch [66][500/940] lr: 0.00050, eta: 7:19:52, time: 0.815, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0680, loss: 1.0680 2020-06-27 12:59:55,536 - mmaction - INFO - Epoch [66][520/940] lr: 0.00050, eta: 7:19:35, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0907, loss: 1.0907 2020-06-27 13:00:13,083 - mmaction - INFO - Epoch [66][540/940] lr: 0.00050, eta: 7:19:20, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.1437, loss: 1.1437 2020-06-27 13:00:29,505 - mmaction - INFO - Epoch [66][560/940] lr: 0.00050, eta: 7:19:04, time: 0.835, data_time: 0.021, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.1379, loss: 1.1379 2020-06-27 13:00:45,751 - mmaction - INFO - Epoch [66][580/940] lr: 0.00050, eta: 7:18:47, time: 0.814, data_time: 0.009, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8562, loss_cls: 1.1748, loss: 1.1748 2020-06-27 13:01:02,450 - mmaction - INFO - Epoch [66][600/940] lr: 0.00050, eta: 7:18:31, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.8481, loss: 0.8481 2020-06-27 13:01:18,438 - mmaction - INFO - Epoch [66][620/940] lr: 0.00050, eta: 7:18:15, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8837, loss: 0.8837 2020-06-27 13:01:35,624 - mmaction - INFO - Epoch [66][640/940] lr: 0.00050, eta: 7:17:59, time: 0.860, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9837, loss: 0.9837 2020-06-27 13:01:51,842 - mmaction - INFO - Epoch [66][660/940] lr: 0.00050, eta: 7:17:43, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0699, loss: 1.0699 2020-06-27 13:02:07,894 - mmaction - INFO - Epoch [66][680/940] lr: 0.00050, eta: 7:17:26, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0252, loss: 1.0252 2020-06-27 13:02:24,173 - mmaction - INFO - Epoch [66][700/940] lr: 0.00050, eta: 7:17:10, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0496, loss: 1.0496 2020-06-27 13:02:41,303 - mmaction - INFO - Epoch [66][720/940] lr: 0.00050, eta: 7:16:54, time: 0.855, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0626, loss: 1.0626 2020-06-27 13:02:57,615 - mmaction - INFO - Epoch [66][740/940] lr: 0.00050, eta: 7:16:38, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.0465, loss: 1.0465 2020-06-27 13:03:14,027 - mmaction - INFO - Epoch [66][760/940] lr: 0.00050, eta: 7:16:22, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.1374, loss: 1.1374 2020-06-27 13:03:30,505 - mmaction - INFO - Epoch [66][780/940] lr: 0.00050, eta: 7:16:05, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8750, loss_cls: 1.0815, loss: 1.0815 2020-06-27 13:03:47,262 - mmaction - INFO - Epoch [66][800/940] lr: 0.00050, eta: 7:15:49, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0535, loss: 1.0535 2020-06-27 13:04:03,196 - mmaction - INFO - Epoch [66][820/940] lr: 0.00050, eta: 7:15:33, time: 0.797, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8812, loss_cls: 1.0383, loss: 1.0383 2020-06-27 13:04:20,271 - mmaction - INFO - Epoch [66][840/940] lr: 0.00050, eta: 7:15:17, time: 0.853, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8562, loss_cls: 1.1888, loss: 1.1888 2020-06-27 13:04:36,794 - mmaction - INFO - Epoch [66][860/940] lr: 0.00050, eta: 7:15:01, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9125, loss_cls: 0.9104, loss: 0.9104 2020-06-27 13:04:53,864 - mmaction - INFO - Epoch [66][880/940] lr: 0.00050, eta: 7:14:45, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8187, loss_cls: 1.3130, loss: 1.3130 2020-06-27 13:05:10,359 - mmaction - INFO - Epoch [66][900/940] lr: 0.00050, eta: 7:14:29, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.2831, loss: 1.2831 2020-06-27 13:05:26,160 - mmaction - INFO - Epoch [66][920/940] lr: 0.00050, eta: 7:14:12, time: 0.790, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0151, loss: 1.0151 2020-06-27 13:05:42,394 - mmaction - INFO - Epoch [66][940/940] lr: 0.00050, eta: 7:13:56, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7273, top5_acc: 0.9221, loss_cls: 1.0652, loss: 1.0652 2020-06-27 13:08:29,678 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 13:08:30,692 - mmaction - INFO - top1_acc 0.7209 top5_acc 0.9026 2020-06-27 13:08:30,692 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 13:08:30,789 - mmaction - INFO - mean_acc 0.7208 2020-06-27 13:08:30,814 - mmaction - INFO - Epoch [66][940/940] lr: 0.00050, top1_acc: 0.7209, top5_acc: 0.9026, mean_class_accuracy: 0.7208 2020-06-27 13:08:50,064 - mmaction - INFO - Epoch [67][20/940] lr: 0.00050, eta: 7:13:41, time: 0.961, data_time: 0.310, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 0.9815, loss: 0.9815 2020-06-27 13:09:04,810 - mmaction - INFO - Epoch [67][40/940] lr: 0.00050, eta: 7:13:24, time: 0.738, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1624, loss: 1.1624 2020-06-27 13:09:20,656 - mmaction - INFO - Epoch [67][60/940] lr: 0.00050, eta: 7:13:07, time: 0.790, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.9112, loss: 0.9112 2020-06-27 13:09:36,503 - mmaction - INFO - Epoch [67][80/940] lr: 0.00050, eta: 7:12:51, time: 0.795, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9730, loss: 0.9730 2020-06-27 13:09:52,518 - mmaction - INFO - Epoch [67][100/940] lr: 0.00050, eta: 7:12:34, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 0.6900, loss: 0.6900 2020-06-27 13:10:09,924 - mmaction - INFO - Epoch [67][120/940] lr: 0.00050, eta: 7:12:19, time: 0.871, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8812, loss_cls: 1.0524, loss: 1.0524 2020-06-27 13:10:26,069 - mmaction - INFO - Epoch [67][140/940] lr: 0.00050, eta: 7:12:02, time: 0.808, data_time: 0.003, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2993, loss: 1.2993 2020-06-27 13:10:42,995 - mmaction - INFO - Epoch [67][160/940] lr: 0.00050, eta: 7:11:46, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 0.9388, loss: 0.9388 2020-06-27 13:10:59,614 - mmaction - INFO - Epoch [67][180/940] lr: 0.00050, eta: 7:11:30, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9206, loss: 0.9206 2020-06-27 13:11:15,561 - mmaction - INFO - Epoch [67][200/940] lr: 0.00050, eta: 7:11:14, time: 0.798, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 0.9813, loss: 0.9813 2020-06-27 13:11:32,574 - mmaction - INFO - Epoch [67][220/940] lr: 0.00050, eta: 7:10:58, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9131, loss: 0.9131 2020-06-27 13:11:48,891 - mmaction - INFO - Epoch [67][240/940] lr: 0.00050, eta: 7:10:42, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.1792, loss: 1.1792 2020-06-27 13:12:04,938 - mmaction - INFO - Epoch [67][260/940] lr: 0.00050, eta: 7:10:25, time: 0.802, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9187, loss_cls: 1.1209, loss: 1.1209 2020-06-27 13:12:21,874 - mmaction - INFO - Epoch [67][280/940] lr: 0.00050, eta: 7:10:09, time: 0.846, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.1529, loss: 1.1529 2020-06-27 13:12:37,662 - mmaction - INFO - Epoch [67][300/940] lr: 0.00050, eta: 7:09:53, time: 0.790, data_time: 0.007, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.9511, loss: 0.9511 2020-06-27 13:12:55,319 - mmaction - INFO - Epoch [67][320/940] lr: 0.00050, eta: 7:09:37, time: 0.883, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.9020, loss: 0.9020 2020-06-27 13:13:12,325 - mmaction - INFO - Epoch [67][340/940] lr: 0.00050, eta: 7:09:21, time: 0.848, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1737, loss: 1.1737 2020-06-27 13:13:28,811 - mmaction - INFO - Epoch [67][360/940] lr: 0.00050, eta: 7:09:05, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1562, loss: 1.1562 2020-06-27 13:13:46,082 - mmaction - INFO - Epoch [67][380/940] lr: 0.00050, eta: 7:08:49, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9187, loss_cls: 1.0959, loss: 1.0959 2020-06-27 13:14:01,976 - mmaction - INFO - Epoch [67][400/940] lr: 0.00050, eta: 7:08:33, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2131, loss: 1.2131 2020-06-27 13:14:18,272 - mmaction - INFO - Epoch [67][420/940] lr: 0.00050, eta: 7:08:16, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0823, loss: 1.0823 2020-06-27 13:14:35,199 - mmaction - INFO - Epoch [67][440/940] lr: 0.00050, eta: 7:08:00, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0180, loss: 1.0180 2020-06-27 13:14:51,447 - mmaction - INFO - Epoch [67][460/940] lr: 0.00050, eta: 7:07:44, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0684, loss: 1.0684 2020-06-27 13:15:07,962 - mmaction - INFO - Epoch [67][480/940] lr: 0.00050, eta: 7:07:28, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.9885, loss: 0.9885 2020-06-27 13:15:25,347 - mmaction - INFO - Epoch [67][500/940] lr: 0.00050, eta: 7:07:12, time: 0.869, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0772, loss: 1.0772 2020-06-27 13:15:42,014 - mmaction - INFO - Epoch [67][520/940] lr: 0.00050, eta: 7:06:56, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8337, loss: 0.8337 2020-06-27 13:15:58,357 - mmaction - INFO - Epoch [67][540/940] lr: 0.00050, eta: 7:06:40, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2147, loss: 1.2147 2020-06-27 13:16:15,521 - mmaction - INFO - Epoch [67][560/940] lr: 0.00050, eta: 7:06:24, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 0.7859, loss: 0.7859 2020-06-27 13:16:31,131 - mmaction - INFO - Epoch [67][580/940] lr: 0.00050, eta: 7:06:07, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0569, loss: 1.0569 2020-06-27 13:16:48,335 - mmaction - INFO - Epoch [67][600/940] lr: 0.00050, eta: 7:05:51, time: 0.859, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1511, loss: 1.1511 2020-06-27 13:17:04,884 - mmaction - INFO - Epoch [67][620/940] lr: 0.00050, eta: 7:05:35, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0358, loss: 1.0358 2020-06-27 13:17:21,387 - mmaction - INFO - Epoch [67][640/940] lr: 0.00050, eta: 7:05:19, time: 0.825, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0829, loss: 1.0829 2020-06-27 13:17:37,729 - mmaction - INFO - Epoch [67][660/940] lr: 0.00050, eta: 7:05:03, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.8875, loss_cls: 0.9380, loss: 0.9380 2020-06-27 13:17:54,792 - mmaction - INFO - Epoch [67][680/940] lr: 0.00050, eta: 7:04:47, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.8966, loss: 0.8966 2020-06-27 13:18:11,902 - mmaction - INFO - Epoch [67][700/940] lr: 0.00050, eta: 7:04:31, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0801, loss: 1.0801 2020-06-27 13:18:28,205 - mmaction - INFO - Epoch [67][720/940] lr: 0.00050, eta: 7:04:15, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8500, loss_cls: 1.0614, loss: 1.0614 2020-06-27 13:18:44,489 - mmaction - INFO - Epoch [67][740/940] lr: 0.00050, eta: 7:03:58, time: 0.816, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9240, loss: 0.9240 2020-06-27 13:19:00,894 - mmaction - INFO - Epoch [67][760/940] lr: 0.00050, eta: 7:03:42, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 1.0386, loss: 1.0386 2020-06-27 13:19:18,180 - mmaction - INFO - Epoch [67][780/940] lr: 0.00050, eta: 7:03:26, time: 0.866, data_time: 0.006, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8688, loss_cls: 1.3928, loss: 1.3928 2020-06-27 13:19:34,603 - mmaction - INFO - Epoch [67][800/940] lr: 0.00050, eta: 7:03:10, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.1506, loss: 1.1506 2020-06-27 13:19:51,211 - mmaction - INFO - Epoch [67][820/940] lr: 0.00050, eta: 7:02:54, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 0.9546, loss: 0.9546 2020-06-27 13:20:08,659 - mmaction - INFO - Epoch [67][840/940] lr: 0.00050, eta: 7:02:38, time: 0.872, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1685, loss: 1.1685 2020-06-27 13:20:25,115 - mmaction - INFO - Epoch [67][860/940] lr: 0.00050, eta: 7:02:22, time: 0.823, data_time: 0.002, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9684, loss: 0.9684 2020-06-27 13:20:41,539 - mmaction - INFO - Epoch [67][880/940] lr: 0.00050, eta: 7:02:06, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9125, loss_cls: 0.8134, loss: 0.8134 2020-06-27 13:20:58,070 - mmaction - INFO - Epoch [67][900/940] lr: 0.00050, eta: 7:01:50, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1048, loss: 1.1048 2020-06-27 13:21:15,367 - mmaction - INFO - Epoch [67][920/940] lr: 0.00050, eta: 7:01:34, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1297, loss: 1.1297 2020-06-27 13:21:30,931 - mmaction - INFO - Epoch [67][940/940] lr: 0.00050, eta: 7:01:17, time: 0.780, data_time: 0.006, memory: 7079, top1_acc: 0.7338, top5_acc: 0.8701, loss_cls: 1.0904, loss: 1.0904 2020-06-27 13:21:52,503 - mmaction - INFO - Epoch [68][20/940] lr: 0.00050, eta: 7:01:02, time: 0.988, data_time: 0.318, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.1796, loss: 1.1796 2020-06-27 13:22:07,621 - mmaction - INFO - Epoch [68][40/940] lr: 0.00050, eta: 7:00:46, time: 0.754, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.8195, loss: 0.8195 2020-06-27 13:22:23,677 - mmaction - INFO - Epoch [68][60/940] lr: 0.00050, eta: 7:00:29, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9861, loss: 0.9861 2020-06-27 13:22:41,064 - mmaction - INFO - Epoch [68][80/940] lr: 0.00050, eta: 7:00:13, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.9082, loss: 0.9082 2020-06-27 13:22:57,210 - mmaction - INFO - Epoch [68][100/940] lr: 0.00050, eta: 6:59:57, time: 0.807, data_time: 0.002, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9187, loss_cls: 0.8755, loss: 0.8755 2020-06-27 13:23:13,910 - mmaction - INFO - Epoch [68][120/940] lr: 0.00050, eta: 6:59:41, time: 0.835, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8750, loss_cls: 0.9824, loss: 0.9824 2020-06-27 13:23:30,162 - mmaction - INFO - Epoch [68][140/940] lr: 0.00050, eta: 6:59:25, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 0.8155, loss: 0.8155 2020-06-27 13:23:46,456 - mmaction - INFO - Epoch [68][160/940] lr: 0.00050, eta: 6:59:08, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.7485, loss: 0.7485 2020-06-27 13:24:02,667 - mmaction - INFO - Epoch [68][180/940] lr: 0.00050, eta: 6:58:52, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.3293, loss: 1.3293 2020-06-27 13:24:19,880 - mmaction - INFO - Epoch [68][200/940] lr: 0.00050, eta: 6:58:36, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1907, loss: 1.1907 2020-06-27 13:24:36,260 - mmaction - INFO - Epoch [68][220/940] lr: 0.00050, eta: 6:58:20, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.8740, loss: 0.8740 2020-06-27 13:24:53,235 - mmaction - INFO - Epoch [68][240/940] lr: 0.00050, eta: 6:58:04, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.7527, loss: 0.7527 2020-06-27 13:25:09,596 - mmaction - INFO - Epoch [68][260/940] lr: 0.00050, eta: 6:57:48, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0984, loss: 1.0984 2020-06-27 13:25:25,916 - mmaction - INFO - Epoch [68][280/940] lr: 0.00050, eta: 6:57:31, time: 0.816, data_time: 0.002, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.8696, loss: 0.8696 2020-06-27 13:25:42,629 - mmaction - INFO - Epoch [68][300/940] lr: 0.00050, eta: 6:57:15, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0330, loss: 1.0330 2020-06-27 13:25:59,469 - mmaction - INFO - Epoch [68][320/940] lr: 0.00050, eta: 6:56:59, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9454, loss: 0.9454 2020-06-27 13:26:15,962 - mmaction - INFO - Epoch [68][340/940] lr: 0.00050, eta: 6:56:43, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 0.9733, loss: 0.9733 2020-06-27 13:26:32,837 - mmaction - INFO - Epoch [68][360/940] lr: 0.00050, eta: 6:56:27, time: 0.844, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9137, loss: 0.9137 2020-06-27 13:26:49,737 - mmaction - INFO - Epoch [68][380/940] lr: 0.00050, eta: 6:56:11, time: 0.845, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0279, loss: 1.0279 2020-06-27 13:27:06,428 - mmaction - INFO - Epoch [68][400/940] lr: 0.00050, eta: 6:55:55, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 0.9915, loss: 0.9915 2020-06-27 13:27:22,624 - mmaction - INFO - Epoch [68][420/940] lr: 0.00050, eta: 6:55:39, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0578, loss: 1.0578 2020-06-27 13:27:39,657 - mmaction - INFO - Epoch [68][440/940] lr: 0.00050, eta: 6:55:23, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0750, loss: 1.0750 2020-06-27 13:27:56,327 - mmaction - INFO - Epoch [68][460/940] lr: 0.00050, eta: 6:55:06, time: 0.833, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8908, loss: 0.8908 2020-06-27 13:28:13,250 - mmaction - INFO - Epoch [68][480/940] lr: 0.00050, eta: 6:54:50, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9018, loss: 0.9018 2020-06-27 13:28:29,659 - mmaction - INFO - Epoch [68][500/940] lr: 0.00050, eta: 6:54:34, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 0.9824, loss: 0.9824 2020-06-27 13:28:47,094 - mmaction - INFO - Epoch [68][520/940] lr: 0.00050, eta: 6:54:18, time: 0.869, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9930, loss: 0.9930 2020-06-27 13:29:03,808 - mmaction - INFO - Epoch [68][540/940] lr: 0.00050, eta: 6:54:02, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0338, loss: 1.0338 2020-06-27 13:29:21,524 - mmaction - INFO - Epoch [68][560/940] lr: 0.00050, eta: 6:53:47, time: 0.883, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.3318, loss: 1.3318 2020-06-27 13:29:37,679 - mmaction - INFO - Epoch [68][580/940] lr: 0.00050, eta: 6:53:30, time: 0.811, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0662, loss: 1.0662 2020-06-27 13:29:54,461 - mmaction - INFO - Epoch [68][600/940] lr: 0.00050, eta: 6:53:14, time: 0.836, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.0296, loss: 1.0296 2020-06-27 13:30:10,511 - mmaction - INFO - Epoch [68][620/940] lr: 0.00050, eta: 6:52:58, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7891, loss: 0.7891 2020-06-27 13:30:28,076 - mmaction - INFO - Epoch [68][640/940] lr: 0.00050, eta: 6:52:42, time: 0.879, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2698, loss: 1.2698 2020-06-27 13:30:43,820 - mmaction - INFO - Epoch [68][660/940] lr: 0.00050, eta: 6:52:26, time: 0.786, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8750, loss_cls: 1.0255, loss: 1.0255 2020-06-27 13:31:00,560 - mmaction - INFO - Epoch [68][680/940] lr: 0.00050, eta: 6:52:09, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9490, loss: 0.9490 2020-06-27 13:31:17,442 - mmaction - INFO - Epoch [68][700/940] lr: 0.00050, eta: 6:51:53, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9226, loss: 0.9226 2020-06-27 13:31:33,836 - mmaction - INFO - Epoch [68][720/940] lr: 0.00050, eta: 6:51:37, time: 0.822, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1311, loss: 1.1311 2020-06-27 13:31:49,742 - mmaction - INFO - Epoch [68][740/940] lr: 0.00050, eta: 6:51:21, time: 0.796, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 0.9777, loss: 0.9777 2020-06-27 13:32:06,512 - mmaction - INFO - Epoch [68][760/940] lr: 0.00050, eta: 6:51:05, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8938, loss_cls: 1.0003, loss: 1.0003 2020-06-27 13:32:23,564 - mmaction - INFO - Epoch [68][780/940] lr: 0.00050, eta: 6:50:49, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9536, loss: 0.9536 2020-06-27 13:32:40,304 - mmaction - INFO - Epoch [68][800/940] lr: 0.00050, eta: 6:50:33, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0632, loss: 1.0632 2020-06-27 13:32:57,388 - mmaction - INFO - Epoch [68][820/940] lr: 0.00050, eta: 6:50:17, time: 0.857, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 1.0044, loss: 1.0044 2020-06-27 13:33:13,834 - mmaction - INFO - Epoch [68][840/940] lr: 0.00050, eta: 6:50:00, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8812, loss_cls: 1.0237, loss: 1.0237 2020-06-27 13:33:29,956 - mmaction - INFO - Epoch [68][860/940] lr: 0.00050, eta: 6:49:44, time: 0.809, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.0967, loss: 1.0967 2020-06-27 13:33:46,441 - mmaction - INFO - Epoch [68][880/940] lr: 0.00050, eta: 6:49:28, time: 0.823, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0404, loss: 1.0404 2020-06-27 13:34:02,875 - mmaction - INFO - Epoch [68][900/940] lr: 0.00050, eta: 6:49:12, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0755, loss: 1.0755 2020-06-27 13:34:20,203 - mmaction - INFO - Epoch [68][920/940] lr: 0.00050, eta: 6:48:56, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2761, loss: 1.2761 2020-06-27 13:34:36,199 - mmaction - INFO - Epoch [68][940/940] lr: 0.00050, eta: 6:48:39, time: 0.803, data_time: 0.007, memory: 7079, top1_acc: 0.7403, top5_acc: 0.9091, loss_cls: 1.1406, loss: 1.1406 2020-06-27 13:37:24,631 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 13:37:25,642 - mmaction - INFO - top1_acc 0.7245 top5_acc 0.9046 2020-06-27 13:37:25,642 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 13:37:25,708 - mmaction - INFO - mean_acc 0.7245 2020-06-27 13:37:25,716 - mmaction - INFO - Epoch [68][940/940] lr: 0.00050, top1_acc: 0.7245, top5_acc: 0.9046, mean_class_accuracy: 0.7245 2020-06-27 13:37:45,402 - mmaction - INFO - Epoch [69][20/940] lr: 0.00050, eta: 6:48:25, time: 0.982, data_time: 0.317, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 1.0473, loss: 1.0473 2020-06-27 13:38:00,150 - mmaction - INFO - Epoch [69][40/940] lr: 0.00050, eta: 6:48:08, time: 0.739, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9448, loss: 0.9448 2020-06-27 13:38:15,773 - mmaction - INFO - Epoch [69][60/940] lr: 0.00050, eta: 6:47:51, time: 0.779, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0000, loss: 1.0000 2020-06-27 13:38:32,219 - mmaction - INFO - Epoch [69][80/940] lr: 0.00050, eta: 6:47:35, time: 0.823, data_time: 0.008, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.7619, loss: 0.7619 2020-06-27 13:38:48,631 - mmaction - INFO - Epoch [69][100/940] lr: 0.00050, eta: 6:47:18, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0089, loss: 1.0089 2020-06-27 13:39:05,166 - mmaction - INFO - Epoch [69][120/940] lr: 0.00050, eta: 6:47:02, time: 0.827, data_time: 0.003, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1343, loss: 1.1343 2020-06-27 13:39:21,534 - mmaction - INFO - Epoch [69][140/940] lr: 0.00050, eta: 6:46:46, time: 0.818, data_time: 0.004, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8438, loss_cls: 1.2029, loss: 1.2029 2020-06-27 13:39:38,395 - mmaction - INFO - Epoch [69][160/940] lr: 0.00050, eta: 6:46:30, time: 0.843, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 1.0440, loss: 1.0440 2020-06-27 13:39:54,541 - mmaction - INFO - Epoch [69][180/940] lr: 0.00050, eta: 6:46:14, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8750, loss_cls: 1.0725, loss: 1.0725 2020-06-27 13:40:10,739 - mmaction - INFO - Epoch [69][200/940] lr: 0.00050, eta: 6:45:57, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.0435, loss: 1.0435 2020-06-27 13:40:26,971 - mmaction - INFO - Epoch [69][220/940] lr: 0.00050, eta: 6:45:41, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0981, loss: 1.0981 2020-06-27 13:40:43,632 - mmaction - INFO - Epoch [69][240/940] lr: 0.00050, eta: 6:45:25, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9701, loss: 0.9701 2020-06-27 13:40:59,771 - mmaction - INFO - Epoch [69][260/940] lr: 0.00050, eta: 6:45:08, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9623, loss: 0.9623 2020-06-27 13:41:16,865 - mmaction - INFO - Epoch [69][280/940] lr: 0.00050, eta: 6:44:52, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9010, loss: 0.9010 2020-06-27 13:41:33,651 - mmaction - INFO - Epoch [69][300/940] lr: 0.00050, eta: 6:44:36, time: 0.843, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0782, loss: 1.0782 2020-06-27 13:41:49,755 - mmaction - INFO - Epoch [69][320/940] lr: 0.00050, eta: 6:44:20, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 1.0327, loss: 1.0327 2020-06-27 13:42:06,663 - mmaction - INFO - Epoch [69][340/940] lr: 0.00050, eta: 6:44:04, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9969, loss: 0.9969 2020-06-27 13:42:22,777 - mmaction - INFO - Epoch [69][360/940] lr: 0.00050, eta: 6:43:47, time: 0.804, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9125, loss_cls: 0.8038, loss: 0.8038 2020-06-27 13:42:40,186 - mmaction - INFO - Epoch [69][380/940] lr: 0.00050, eta: 6:43:32, time: 0.872, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8903, loss: 0.8903 2020-06-27 13:42:57,002 - mmaction - INFO - Epoch [69][400/940] lr: 0.00050, eta: 6:43:16, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 1.0222, loss: 1.0222 2020-06-27 13:43:13,909 - mmaction - INFO - Epoch [69][420/940] lr: 0.00050, eta: 6:43:00, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0049, loss: 1.0049 2020-06-27 13:43:30,275 - mmaction - INFO - Epoch [69][440/940] lr: 0.00050, eta: 6:42:43, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9166, loss: 0.9166 2020-06-27 13:43:47,749 - mmaction - INFO - Epoch [69][460/940] lr: 0.00050, eta: 6:42:28, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9115, loss: 0.9115 2020-06-27 13:44:04,758 - mmaction - INFO - Epoch [69][480/940] lr: 0.00050, eta: 6:42:12, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9250, loss_cls: 0.7043, loss: 0.7043 2020-06-27 13:44:20,905 - mmaction - INFO - Epoch [69][500/940] lr: 0.00050, eta: 6:41:55, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8443, loss: 0.8443 2020-06-27 13:44:37,776 - mmaction - INFO - Epoch [69][520/940] lr: 0.00050, eta: 6:41:39, time: 0.844, data_time: 0.004, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1533, loss: 1.1533 2020-06-27 13:44:53,877 - mmaction - INFO - Epoch [69][540/940] lr: 0.00050, eta: 6:41:23, time: 0.805, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2932, loss: 1.2932 2020-06-27 13:45:10,264 - mmaction - INFO - Epoch [69][560/940] lr: 0.00050, eta: 6:41:07, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1042, loss: 1.1042 2020-06-27 13:45:27,163 - mmaction - INFO - Epoch [69][580/940] lr: 0.00050, eta: 6:40:50, time: 0.845, data_time: 0.002, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9000, loss_cls: 0.8719, loss: 0.8719 2020-06-27 13:45:44,238 - mmaction - INFO - Epoch [69][600/940] lr: 0.00050, eta: 6:40:35, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.2136, loss: 1.2136 2020-06-27 13:46:00,728 - mmaction - INFO - Epoch [69][620/940] lr: 0.00050, eta: 6:40:18, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1006, loss: 1.1006 2020-06-27 13:46:17,787 - mmaction - INFO - Epoch [69][640/940] lr: 0.00050, eta: 6:40:02, time: 0.853, data_time: 0.003, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0909, loss: 1.0909 2020-06-27 13:46:34,312 - mmaction - INFO - Epoch [69][660/940] lr: 0.00050, eta: 6:39:46, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0236, loss: 1.0236 2020-06-27 13:46:50,569 - mmaction - INFO - Epoch [69][680/940] lr: 0.00050, eta: 6:39:30, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9545, loss: 0.9545 2020-06-27 13:47:07,131 - mmaction - INFO - Epoch [69][700/940] lr: 0.00050, eta: 6:39:14, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9340, loss: 0.9340 2020-06-27 13:47:23,802 - mmaction - INFO - Epoch [69][720/940] lr: 0.00050, eta: 6:38:57, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1212, loss: 1.1212 2020-06-27 13:47:41,036 - mmaction - INFO - Epoch [69][740/940] lr: 0.00050, eta: 6:38:42, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0128, loss: 1.0128 2020-06-27 13:47:57,113 - mmaction - INFO - Epoch [69][760/940] lr: 0.00050, eta: 6:38:25, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0099, loss: 1.0099 2020-06-27 13:48:13,536 - mmaction - INFO - Epoch [69][780/940] lr: 0.00050, eta: 6:38:09, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0555, loss: 1.0555 2020-06-27 13:48:29,920 - mmaction - INFO - Epoch [69][800/940] lr: 0.00050, eta: 6:37:53, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0072, loss: 1.0072 2020-06-27 13:48:47,403 - mmaction - INFO - Epoch [69][820/940] lr: 0.00050, eta: 6:37:37, time: 0.873, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8900, loss: 0.8900 2020-06-27 13:49:03,697 - mmaction - INFO - Epoch [69][840/940] lr: 0.00050, eta: 6:37:21, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8781, loss: 0.8781 2020-06-27 13:49:19,862 - mmaction - INFO - Epoch [69][860/940] lr: 0.00050, eta: 6:37:04, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1699, loss: 1.1699 2020-06-27 13:49:36,844 - mmaction - INFO - Epoch [69][880/940] lr: 0.00050, eta: 6:36:48, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.1517, loss: 1.1517 2020-06-27 13:49:53,397 - mmaction - INFO - Epoch [69][900/940] lr: 0.00050, eta: 6:36:32, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9789, loss: 0.9789 2020-06-27 13:50:10,079 - mmaction - INFO - Epoch [69][920/940] lr: 0.00050, eta: 6:36:16, time: 0.838, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.0382, loss: 1.0382 2020-06-27 13:50:26,818 - mmaction - INFO - Epoch [69][940/940] lr: 0.00050, eta: 6:36:00, time: 0.837, data_time: 0.002, memory: 7079, top1_acc: 0.7468, top5_acc: 0.9221, loss_cls: 0.9878, loss: 0.9878 2020-06-27 13:50:47,721 - mmaction - INFO - Epoch [70][20/940] lr: 0.00050, eta: 6:35:45, time: 0.972, data_time: 0.325, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0228, loss: 1.0228 2020-06-27 13:51:02,278 - mmaction - INFO - Epoch [70][40/940] lr: 0.00050, eta: 6:35:28, time: 0.727, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9847, loss: 0.9847 2020-06-27 13:51:17,636 - mmaction - INFO - Epoch [70][60/940] lr: 0.00050, eta: 6:35:11, time: 0.769, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.0869, loss: 1.0869 2020-06-27 13:51:33,446 - mmaction - INFO - Epoch [70][80/940] lr: 0.00050, eta: 6:34:54, time: 0.788, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 1.0091, loss: 1.0091 2020-06-27 13:51:50,266 - mmaction - INFO - Epoch [70][100/940] lr: 0.00050, eta: 6:34:38, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8636, loss: 0.8636 2020-06-27 13:52:06,731 - mmaction - INFO - Epoch [70][120/940] lr: 0.00050, eta: 6:34:22, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.0226, loss: 1.0226 2020-06-27 13:52:23,110 - mmaction - INFO - Epoch [70][140/940] lr: 0.00050, eta: 6:34:06, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8024, loss: 0.8024 2020-06-27 13:52:39,771 - mmaction - INFO - Epoch [70][160/940] lr: 0.00050, eta: 6:33:50, time: 0.831, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.8188, loss: 0.8188 2020-06-27 13:52:56,808 - mmaction - INFO - Epoch [70][180/940] lr: 0.00050, eta: 6:33:34, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1615, loss: 1.1615 2020-06-27 13:53:13,691 - mmaction - INFO - Epoch [70][200/940] lr: 0.00050, eta: 6:33:18, time: 0.844, data_time: 0.003, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.8083, loss: 0.8083 2020-06-27 13:53:29,690 - mmaction - INFO - Epoch [70][220/940] lr: 0.00050, eta: 6:33:01, time: 0.799, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9125, loss_cls: 0.8131, loss: 0.8131 2020-06-27 13:53:46,649 - mmaction - INFO - Epoch [70][240/940] lr: 0.00050, eta: 6:32:45, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0355, loss: 1.0355 2020-06-27 13:54:02,716 - mmaction - INFO - Epoch [70][260/940] lr: 0.00050, eta: 6:32:29, time: 0.801, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0150, loss: 1.0150 2020-06-27 13:54:19,426 - mmaction - INFO - Epoch [70][280/940] lr: 0.00050, eta: 6:32:13, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0035, loss: 1.0035 2020-06-27 13:54:37,095 - mmaction - INFO - Epoch [70][300/940] lr: 0.00050, eta: 6:31:57, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1451, loss: 1.1451 2020-06-27 13:54:52,736 - mmaction - INFO - Epoch [70][320/940] lr: 0.00050, eta: 6:31:40, time: 0.783, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9206, loss: 0.9206 2020-06-27 13:55:09,153 - mmaction - INFO - Epoch [70][340/940] lr: 0.00050, eta: 6:31:24, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.0909, loss: 1.0909 2020-06-27 13:55:26,303 - mmaction - INFO - Epoch [70][360/940] lr: 0.00050, eta: 6:31:08, time: 0.858, data_time: 0.002, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.8536, loss: 0.8536 2020-06-27 13:55:42,785 - mmaction - INFO - Epoch [70][380/940] lr: 0.00050, eta: 6:30:52, time: 0.822, data_time: 0.004, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.8079, loss: 0.8079 2020-06-27 13:56:00,201 - mmaction - INFO - Epoch [70][400/940] lr: 0.00050, eta: 6:30:36, time: 0.872, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8562, loss_cls: 1.0552, loss: 1.0552 2020-06-27 13:56:15,907 - mmaction - INFO - Epoch [70][420/940] lr: 0.00050, eta: 6:30:20, time: 0.783, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2547, loss: 1.2547 2020-06-27 13:56:32,090 - mmaction - INFO - Epoch [70][440/940] lr: 0.00050, eta: 6:30:03, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.1222, loss: 1.1222 2020-06-27 13:56:48,409 - mmaction - INFO - Epoch [70][460/940] lr: 0.00050, eta: 6:29:47, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.1367, loss: 1.1367 2020-06-27 13:57:05,088 - mmaction - INFO - Epoch [70][480/940] lr: 0.00050, eta: 6:29:31, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.1949, loss: 1.1949 2020-06-27 13:57:21,725 - mmaction - INFO - Epoch [70][500/940] lr: 0.00050, eta: 6:29:15, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9706, loss: 0.9706 2020-06-27 13:57:38,289 - mmaction - INFO - Epoch [70][520/940] lr: 0.00050, eta: 6:28:58, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9864, loss: 0.9864 2020-06-27 13:57:54,781 - mmaction - INFO - Epoch [70][540/940] lr: 0.00050, eta: 6:28:42, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8313, loss_cls: 1.3717, loss: 1.3717 2020-06-27 13:58:11,445 - mmaction - INFO - Epoch [70][560/940] lr: 0.00050, eta: 6:28:26, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8625, loss_cls: 1.2027, loss: 1.2027 2020-06-27 13:58:28,284 - mmaction - INFO - Epoch [70][580/940] lr: 0.00050, eta: 6:28:10, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9842, loss: 0.9842 2020-06-27 13:58:44,380 - mmaction - INFO - Epoch [70][600/940] lr: 0.00050, eta: 6:27:54, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.8837, loss: 0.8837 2020-06-27 13:59:01,694 - mmaction - INFO - Epoch [70][620/940] lr: 0.00050, eta: 6:27:38, time: 0.865, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0678, loss: 1.0678 2020-06-27 13:59:18,438 - mmaction - INFO - Epoch [70][640/940] lr: 0.00050, eta: 6:27:22, time: 0.838, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0459, loss: 1.0459 2020-06-27 13:59:34,462 - mmaction - INFO - Epoch [70][660/940] lr: 0.00050, eta: 6:27:05, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0160, loss: 1.0160 2020-06-27 13:59:51,205 - mmaction - INFO - Epoch [70][680/940] lr: 0.00050, eta: 6:26:49, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.8938, loss_cls: 0.9782, loss: 0.9782 2020-06-27 14:00:08,508 - mmaction - INFO - Epoch [70][700/940] lr: 0.00050, eta: 6:26:33, time: 0.825, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1524, loss: 1.1524 2020-06-27 14:00:26,306 - mmaction - INFO - Epoch [70][720/940] lr: 0.00050, eta: 6:26:17, time: 0.926, data_time: 0.043, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.0832, loss: 1.0832 2020-06-27 14:00:42,458 - mmaction - INFO - Epoch [70][740/940] lr: 0.00050, eta: 6:26:01, time: 0.810, data_time: 0.011, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0054, loss: 1.0054 2020-06-27 14:00:59,169 - mmaction - INFO - Epoch [70][760/940] lr: 0.00050, eta: 6:25:45, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 1.0089, loss: 1.0089 2020-06-27 14:01:15,396 - mmaction - INFO - Epoch [70][780/940] lr: 0.00050, eta: 6:25:29, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9375, loss_cls: 1.0093, loss: 1.0093 2020-06-27 14:01:31,858 - mmaction - INFO - Epoch [70][800/940] lr: 0.00050, eta: 6:25:12, time: 0.826, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8750, loss_cls: 1.1186, loss: 1.1186 2020-06-27 14:01:48,040 - mmaction - INFO - Epoch [70][820/940] lr: 0.00050, eta: 6:24:56, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 0.9710, loss: 0.9710 2020-06-27 14:02:04,138 - mmaction - INFO - Epoch [70][840/940] lr: 0.00050, eta: 6:24:40, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.1978, loss: 1.1978 2020-06-27 14:02:20,453 - mmaction - INFO - Epoch [70][860/940] lr: 0.00050, eta: 6:24:23, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9217, loss: 0.9217 2020-06-27 14:02:36,634 - mmaction - INFO - Epoch [70][880/940] lr: 0.00050, eta: 6:24:07, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9029, loss: 0.9029 2020-06-27 14:02:53,214 - mmaction - INFO - Epoch [70][900/940] lr: 0.00050, eta: 6:23:51, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0618, loss: 1.0618 2020-06-27 14:03:10,266 - mmaction - INFO - Epoch [70][920/940] lr: 0.00050, eta: 6:23:35, time: 0.852, data_time: 0.002, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 0.8233, loss: 0.8233 2020-06-27 14:03:26,469 - mmaction - INFO - Epoch [70][940/940] lr: 0.00050, eta: 6:23:18, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7208, top5_acc: 0.9156, loss_cls: 1.0891, loss: 1.0891 2020-06-27 14:06:14,520 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 14:06:15,529 - mmaction - INFO - top1_acc 0.7235 top5_acc 0.9035 2020-06-27 14:06:15,530 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 14:06:15,658 - mmaction - INFO - mean_acc 0.7235 2020-06-27 14:06:15,672 - mmaction - INFO - Epoch [70][940/940] lr: 0.00050, top1_acc: 0.7235, top5_acc: 0.9035, mean_class_accuracy: 0.7235 2020-06-27 14:06:34,822 - mmaction - INFO - Epoch [71][20/940] lr: 0.00050, eta: 6:23:03, time: 0.954, data_time: 0.308, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.8713, loss: 0.8713 2020-06-27 14:06:49,321 - mmaction - INFO - Epoch [71][40/940] lr: 0.00050, eta: 6:22:46, time: 0.727, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0242, loss: 1.0242 2020-06-27 14:07:04,879 - mmaction - INFO - Epoch [71][60/940] lr: 0.00050, eta: 6:22:29, time: 0.777, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9437, loss_cls: 0.8703, loss: 0.8703 2020-06-27 14:07:21,049 - mmaction - INFO - Epoch [71][80/940] lr: 0.00050, eta: 6:22:13, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 0.9593, loss: 0.9593 2020-06-27 14:07:37,790 - mmaction - INFO - Epoch [71][100/940] lr: 0.00050, eta: 6:21:57, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9374, loss: 0.9374 2020-06-27 14:07:53,845 - mmaction - INFO - Epoch [71][120/940] lr: 0.00050, eta: 6:21:41, time: 0.801, data_time: 0.001, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.1417, loss: 1.1417 2020-06-27 14:08:09,406 - mmaction - INFO - Epoch [71][140/940] lr: 0.00050, eta: 6:21:24, time: 0.780, data_time: 0.007, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0610, loss: 1.0610 2020-06-27 14:08:26,133 - mmaction - INFO - Epoch [71][160/940] lr: 0.00050, eta: 6:21:08, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0331, loss: 1.0331 2020-06-27 14:08:42,502 - mmaction - INFO - Epoch [71][180/940] lr: 0.00050, eta: 6:20:51, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 1.0259, loss: 1.0259 2020-06-27 14:08:59,062 - mmaction - INFO - Epoch [71][200/940] lr: 0.00050, eta: 6:20:35, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9434, loss: 0.9434 2020-06-27 14:09:14,755 - mmaction - INFO - Epoch [71][220/940] lr: 0.00050, eta: 6:20:19, time: 0.786, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.8778, loss: 0.8778 2020-06-27 14:09:31,506 - mmaction - INFO - Epoch [71][240/940] lr: 0.00050, eta: 6:20:03, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9000, loss_cls: 0.9495, loss: 0.9495 2020-06-27 14:09:47,997 - mmaction - INFO - Epoch [71][260/940] lr: 0.00050, eta: 6:19:46, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1360, loss: 1.1360 2020-06-27 14:10:04,637 - mmaction - INFO - Epoch [71][280/940] lr: 0.00050, eta: 6:19:30, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.2951, loss: 1.2951 2020-06-27 14:10:20,423 - mmaction - INFO - Epoch [71][300/940] lr: 0.00050, eta: 6:19:14, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2664, loss: 1.2664 2020-06-27 14:10:37,014 - mmaction - INFO - Epoch [71][320/940] lr: 0.00050, eta: 6:18:57, time: 0.830, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.7695, loss: 0.7695 2020-06-27 14:10:53,329 - mmaction - INFO - Epoch [71][340/940] lr: 0.00050, eta: 6:18:41, time: 0.815, data_time: 0.001, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1434, loss: 1.1434 2020-06-27 14:11:10,990 - mmaction - INFO - Epoch [71][360/940] lr: 0.00050, eta: 6:18:25, time: 0.883, data_time: 0.002, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9007, loss: 0.9007 2020-06-27 14:11:26,712 - mmaction - INFO - Epoch [71][380/940] lr: 0.00050, eta: 6:18:09, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 0.8401, loss: 0.8401 2020-06-27 14:11:44,157 - mmaction - INFO - Epoch [71][400/940] lr: 0.00050, eta: 6:17:53, time: 0.874, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0624, loss: 1.0624 2020-06-27 14:12:00,624 - mmaction - INFO - Epoch [71][420/940] lr: 0.00050, eta: 6:17:37, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0684, loss: 1.0684 2020-06-27 14:12:16,415 - mmaction - INFO - Epoch [71][440/940] lr: 0.00050, eta: 6:17:20, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8938, loss_cls: 0.8916, loss: 0.8916 2020-06-27 14:12:32,447 - mmaction - INFO - Epoch [71][460/940] lr: 0.00050, eta: 6:17:04, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.8938, loss_cls: 1.0089, loss: 1.0089 2020-06-27 14:12:48,547 - mmaction - INFO - Epoch [71][480/940] lr: 0.00050, eta: 6:16:47, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.0393, loss: 1.0393 2020-06-27 14:13:05,703 - mmaction - INFO - Epoch [71][500/940] lr: 0.00050, eta: 6:16:31, time: 0.855, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9383, loss: 0.9383 2020-06-27 14:13:21,766 - mmaction - INFO - Epoch [71][520/940] lr: 0.00050, eta: 6:16:15, time: 0.806, data_time: 0.007, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9125, loss_cls: 0.8806, loss: 0.8806 2020-06-27 14:13:38,791 - mmaction - INFO - Epoch [71][540/940] lr: 0.00050, eta: 6:15:59, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9582, loss: 0.9582 2020-06-27 14:13:54,660 - mmaction - INFO - Epoch [71][560/940] lr: 0.00050, eta: 6:15:43, time: 0.794, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 1.0494, loss: 1.0494 2020-06-27 14:14:11,034 - mmaction - INFO - Epoch [71][580/940] lr: 0.00050, eta: 6:15:26, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8617, loss: 0.8617 2020-06-27 14:14:27,158 - mmaction - INFO - Epoch [71][600/940] lr: 0.00050, eta: 6:15:10, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1873, loss: 1.1873 2020-06-27 14:14:43,961 - mmaction - INFO - Epoch [71][620/940] lr: 0.00050, eta: 6:14:54, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9536, loss: 0.9536 2020-06-27 14:15:00,295 - mmaction - INFO - Epoch [71][640/940] lr: 0.00050, eta: 6:14:37, time: 0.816, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0514, loss: 1.0514 2020-06-27 14:15:16,797 - mmaction - INFO - Epoch [71][660/940] lr: 0.00050, eta: 6:14:21, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.1048, loss: 1.1048 2020-06-27 14:15:33,471 - mmaction - INFO - Epoch [71][680/940] lr: 0.00050, eta: 6:14:05, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.9907, loss: 0.9907 2020-06-27 14:15:49,572 - mmaction - INFO - Epoch [71][700/940] lr: 0.00050, eta: 6:13:49, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0717, loss: 1.0717 2020-06-27 14:16:05,695 - mmaction - INFO - Epoch [71][720/940] lr: 0.00050, eta: 6:13:32, time: 0.806, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0015, loss: 1.0015 2020-06-27 14:16:22,073 - mmaction - INFO - Epoch [71][740/940] lr: 0.00050, eta: 6:13:16, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.8522, loss: 0.8522 2020-06-27 14:16:38,613 - mmaction - INFO - Epoch [71][760/940] lr: 0.00050, eta: 6:13:00, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4170, loss: 1.4170 2020-06-27 14:16:55,187 - mmaction - INFO - Epoch [71][780/940] lr: 0.00050, eta: 6:12:44, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 1.0154, loss: 1.0154 2020-06-27 14:17:11,325 - mmaction - INFO - Epoch [71][800/940] lr: 0.00050, eta: 6:12:27, time: 0.810, data_time: 0.008, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7910, loss: 0.7910 2020-06-27 14:17:28,332 - mmaction - INFO - Epoch [71][820/940] lr: 0.00050, eta: 6:12:11, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 0.9626, loss: 0.9626 2020-06-27 14:17:44,538 - mmaction - INFO - Epoch [71][840/940] lr: 0.00050, eta: 6:11:55, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 0.8898, loss: 0.8898 2020-06-27 14:18:00,937 - mmaction - INFO - Epoch [71][860/940] lr: 0.00050, eta: 6:11:38, time: 0.817, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0001, loss: 1.0001 2020-06-27 14:18:18,406 - mmaction - INFO - Epoch [71][880/940] lr: 0.00050, eta: 6:11:23, time: 0.876, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.1065, loss: 1.1065 2020-06-27 14:18:34,165 - mmaction - INFO - Epoch [71][900/940] lr: 0.00050, eta: 6:11:06, time: 0.785, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0390, loss: 1.0390 2020-06-27 14:18:51,595 - mmaction - INFO - Epoch [71][920/940] lr: 0.00050, eta: 6:10:50, time: 0.875, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 0.7853, loss: 0.7853 2020-06-27 14:19:07,283 - mmaction - INFO - Epoch [71][940/940] lr: 0.00050, eta: 6:10:34, time: 0.785, data_time: 0.002, memory: 7079, top1_acc: 0.7922, top5_acc: 0.9221, loss_cls: 0.9459, loss: 0.9459 2020-06-27 14:19:28,824 - mmaction - INFO - Epoch [72][20/940] lr: 0.00050, eta: 6:10:19, time: 1.009, data_time: 0.364, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0428, loss: 1.0428 2020-06-27 14:19:44,001 - mmaction - INFO - Epoch [72][40/940] lr: 0.00050, eta: 6:10:02, time: 0.759, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9870, loss: 0.9870 2020-06-27 14:20:00,235 - mmaction - INFO - Epoch [72][60/940] lr: 0.00050, eta: 6:09:46, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9673, loss: 0.9673 2020-06-27 14:20:16,729 - mmaction - INFO - Epoch [72][80/940] lr: 0.00050, eta: 6:09:30, time: 0.825, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9787, loss: 0.9787 2020-06-27 14:20:32,669 - mmaction - INFO - Epoch [72][100/940] lr: 0.00050, eta: 6:09:13, time: 0.795, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9165, loss: 0.9165 2020-06-27 14:20:48,718 - mmaction - INFO - Epoch [72][120/940] lr: 0.00050, eta: 6:08:57, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8750, loss_cls: 1.1317, loss: 1.1317 2020-06-27 14:21:05,320 - mmaction - INFO - Epoch [72][140/940] lr: 0.00050, eta: 6:08:41, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9659, loss: 0.9659 2020-06-27 14:21:21,117 - mmaction - INFO - Epoch [72][160/940] lr: 0.00050, eta: 6:08:24, time: 0.789, data_time: 0.001, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.0980, loss: 1.0980 2020-06-27 14:21:37,658 - mmaction - INFO - Epoch [72][180/940] lr: 0.00050, eta: 6:08:08, time: 0.825, data_time: 0.004, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0923, loss: 1.0923 2020-06-27 14:21:54,424 - mmaction - INFO - Epoch [72][200/940] lr: 0.00050, eta: 6:07:52, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9523, loss: 0.9523 2020-06-27 14:22:10,925 - mmaction - INFO - Epoch [72][220/940] lr: 0.00050, eta: 6:07:35, time: 0.823, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9458, loss: 0.9458 2020-06-27 14:22:27,444 - mmaction - INFO - Epoch [72][240/940] lr: 0.00050, eta: 6:07:19, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.8408, loss: 0.8408 2020-06-27 14:22:43,647 - mmaction - INFO - Epoch [72][260/940] lr: 0.00050, eta: 6:07:03, time: 0.807, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0080, loss: 1.0080 2020-06-27 14:23:00,517 - mmaction - INFO - Epoch [72][280/940] lr: 0.00050, eta: 6:06:47, time: 0.846, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.8837, loss: 0.8837 2020-06-27 14:23:16,342 - mmaction - INFO - Epoch [72][300/940] lr: 0.00050, eta: 6:06:30, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.8759, loss: 0.8759 2020-06-27 14:23:32,769 - mmaction - INFO - Epoch [72][320/940] lr: 0.00050, eta: 6:06:14, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8808, loss: 0.8808 2020-06-27 14:23:49,499 - mmaction - INFO - Epoch [72][340/940] lr: 0.00050, eta: 6:05:58, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9625, loss: 0.9625 2020-06-27 14:24:06,479 - mmaction - INFO - Epoch [72][360/940] lr: 0.00050, eta: 6:05:42, time: 0.849, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.8284, loss: 0.8284 2020-06-27 14:24:22,688 - mmaction - INFO - Epoch [72][380/940] lr: 0.00050, eta: 6:05:25, time: 0.810, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8291, loss: 0.8291 2020-06-27 14:24:38,873 - mmaction - INFO - Epoch [72][400/940] lr: 0.00050, eta: 6:05:09, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9285, loss: 0.9285 2020-06-27 14:24:54,814 - mmaction - INFO - Epoch [72][420/940] lr: 0.00050, eta: 6:04:53, time: 0.800, data_time: 0.007, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9062, loss_cls: 0.8754, loss: 0.8754 2020-06-27 14:25:11,568 - mmaction - INFO - Epoch [72][440/940] lr: 0.00050, eta: 6:04:36, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.1234, loss: 1.1234 2020-06-27 14:25:28,525 - mmaction - INFO - Epoch [72][460/940] lr: 0.00050, eta: 6:04:20, time: 0.849, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1541, loss: 1.1541 2020-06-27 14:25:45,610 - mmaction - INFO - Epoch [72][480/940] lr: 0.00050, eta: 6:04:04, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8917, loss: 0.8917 2020-06-27 14:26:01,534 - mmaction - INFO - Epoch [72][500/940] lr: 0.00050, eta: 6:03:48, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 1.0071, loss: 1.0071 2020-06-27 14:26:17,286 - mmaction - INFO - Epoch [72][520/940] lr: 0.00050, eta: 6:03:31, time: 0.788, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9974, loss: 0.9974 2020-06-27 14:26:33,243 - mmaction - INFO - Epoch [72][540/940] lr: 0.00050, eta: 6:03:15, time: 0.796, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9562, loss: 0.9562 2020-06-27 14:26:50,946 - mmaction - INFO - Epoch [72][560/940] lr: 0.00050, eta: 6:02:59, time: 0.887, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.7587, loss: 0.7587 2020-06-27 14:27:07,452 - mmaction - INFO - Epoch [72][580/940] lr: 0.00050, eta: 6:02:43, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0681, loss: 1.0681 2020-06-27 14:27:23,542 - mmaction - INFO - Epoch [72][600/940] lr: 0.00050, eta: 6:02:26, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.8485, loss: 0.8485 2020-06-27 14:27:41,094 - mmaction - INFO - Epoch [72][620/940] lr: 0.00050, eta: 6:02:11, time: 0.877, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 1.0339, loss: 1.0339 2020-06-27 14:27:58,895 - mmaction - INFO - Epoch [72][640/940] lr: 0.00050, eta: 6:01:55, time: 0.891, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0909, loss: 1.0909 2020-06-27 14:28:14,133 - mmaction - INFO - Epoch [72][660/940] lr: 0.00050, eta: 6:01:38, time: 0.760, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8875, loss_cls: 0.9815, loss: 0.9815 2020-06-27 14:28:30,084 - mmaction - INFO - Epoch [72][680/940] lr: 0.00050, eta: 6:01:22, time: 0.799, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.8226, loss: 0.8226 2020-06-27 14:28:46,389 - mmaction - INFO - Epoch [72][700/940] lr: 0.00050, eta: 6:01:05, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.2437, loss: 1.2437 2020-06-27 14:29:02,709 - mmaction - INFO - Epoch [72][720/940] lr: 0.00050, eta: 6:00:49, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1428, loss: 1.1428 2020-06-27 14:29:19,218 - mmaction - INFO - Epoch [72][740/940] lr: 0.00050, eta: 6:00:33, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.8852, loss: 0.8852 2020-06-27 14:29:35,378 - mmaction - INFO - Epoch [72][760/940] lr: 0.00050, eta: 6:00:16, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 1.0178, loss: 1.0178 2020-06-27 14:29:52,014 - mmaction - INFO - Epoch [72][780/940] lr: 0.00050, eta: 6:00:00, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9637, loss: 0.9637 2020-06-27 14:30:08,588 - mmaction - INFO - Epoch [72][800/940] lr: 0.00050, eta: 5:59:44, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9488, loss: 0.9488 2020-06-27 14:30:24,298 - mmaction - INFO - Epoch [72][820/940] lr: 0.00050, eta: 5:59:28, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9625, loss_cls: 0.7441, loss: 0.7441 2020-06-27 14:30:40,707 - mmaction - INFO - Epoch [72][840/940] lr: 0.00050, eta: 5:59:11, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3060, loss: 1.3060 2020-06-27 14:30:57,011 - mmaction - INFO - Epoch [72][860/940] lr: 0.00050, eta: 5:58:55, time: 0.813, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 0.8234, loss: 0.8234 2020-06-27 14:31:13,199 - mmaction - INFO - Epoch [72][880/940] lr: 0.00050, eta: 5:58:39, time: 0.810, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9193, loss: 0.9193 2020-06-27 14:31:29,296 - mmaction - INFO - Epoch [72][900/940] lr: 0.00050, eta: 5:58:22, time: 0.807, data_time: 0.008, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.8790, loss: 0.8790 2020-06-27 14:31:46,416 - mmaction - INFO - Epoch [72][920/940] lr: 0.00050, eta: 5:58:06, time: 0.856, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0049, loss: 1.0049 2020-06-27 14:32:01,930 - mmaction - INFO - Epoch [72][940/940] lr: 0.00050, eta: 5:57:50, time: 0.774, data_time: 0.005, memory: 7079, top1_acc: 0.7727, top5_acc: 0.9286, loss_cls: 0.9598, loss: 0.9598 2020-06-27 14:34:46,960 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 14:34:47,965 - mmaction - INFO - top1_acc 0.7251 top5_acc 0.9037 2020-06-27 14:34:47,966 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 14:34:48,029 - mmaction - INFO - mean_acc 0.7250 2020-06-27 14:34:48,037 - mmaction - INFO - Epoch [72][940/940] lr: 0.00050, top1_acc: 0.7251, top5_acc: 0.9037, mean_class_accuracy: 0.7250 2020-06-27 14:35:07,248 - mmaction - INFO - Epoch [73][20/940] lr: 0.00050, eta: 5:57:34, time: 0.956, data_time: 0.309, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 0.8737, loss: 0.8737 2020-06-27 14:35:20,665 - mmaction - INFO - Epoch [73][40/940] lr: 0.00050, eta: 5:57:17, time: 0.675, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0681, loss: 1.0681 2020-06-27 14:35:35,398 - mmaction - INFO - Epoch [73][60/940] lr: 0.00050, eta: 5:57:00, time: 0.733, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 1.0919, loss: 1.0919 2020-06-27 14:35:50,698 - mmaction - INFO - Epoch [73][80/940] lr: 0.00050, eta: 5:56:43, time: 0.768, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.2035, loss: 1.2035 2020-06-27 14:36:06,805 - mmaction - INFO - Epoch [73][100/940] lr: 0.00050, eta: 5:56:27, time: 0.803, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0456, loss: 1.0456 2020-06-27 14:36:23,479 - mmaction - INFO - Epoch [73][120/940] lr: 0.00050, eta: 5:56:11, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9643, loss: 0.9643 2020-06-27 14:36:39,321 - mmaction - INFO - Epoch [73][140/940] lr: 0.00050, eta: 5:55:54, time: 0.791, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7128, loss: 0.7128 2020-06-27 14:36:55,940 - mmaction - INFO - Epoch [73][160/940] lr: 0.00050, eta: 5:55:38, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8510, loss: 0.8510 2020-06-27 14:37:12,706 - mmaction - INFO - Epoch [73][180/940] lr: 0.00050, eta: 5:55:22, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9297, loss: 0.9297 2020-06-27 14:37:28,915 - mmaction - INFO - Epoch [73][200/940] lr: 0.00050, eta: 5:55:06, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 1.0232, loss: 1.0232 2020-06-27 14:37:45,630 - mmaction - INFO - Epoch [73][220/940] lr: 0.00050, eta: 5:54:49, time: 0.834, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 0.9978, loss: 0.9978 2020-06-27 14:38:01,293 - mmaction - INFO - Epoch [73][240/940] lr: 0.00050, eta: 5:54:33, time: 0.785, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8024, loss: 0.8024 2020-06-27 14:38:17,587 - mmaction - INFO - Epoch [73][260/940] lr: 0.00050, eta: 5:54:16, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 0.9363, loss: 0.9363 2020-06-27 14:38:34,005 - mmaction - INFO - Epoch [73][280/940] lr: 0.00050, eta: 5:54:00, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.9168, loss: 0.9168 2020-06-27 14:38:50,206 - mmaction - INFO - Epoch [73][300/940] lr: 0.00050, eta: 5:53:44, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0419, loss: 1.0419 2020-06-27 14:39:06,844 - mmaction - INFO - Epoch [73][320/940] lr: 0.00050, eta: 5:53:28, time: 0.832, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0383, loss: 1.0383 2020-06-27 14:39:23,628 - mmaction - INFO - Epoch [73][340/940] lr: 0.00050, eta: 5:53:12, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9145, loss: 0.9145 2020-06-27 14:39:39,852 - mmaction - INFO - Epoch [73][360/940] lr: 0.00050, eta: 5:52:55, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9000, loss_cls: 0.9198, loss: 0.9198 2020-06-27 14:39:56,128 - mmaction - INFO - Epoch [73][380/940] lr: 0.00050, eta: 5:52:39, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9285, loss: 0.9285 2020-06-27 14:40:12,429 - mmaction - INFO - Epoch [73][400/940] lr: 0.00050, eta: 5:52:23, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1044, loss: 1.1044 2020-06-27 14:40:28,916 - mmaction - INFO - Epoch [73][420/940] lr: 0.00050, eta: 5:52:06, time: 0.824, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9437, loss_cls: 0.8969, loss: 0.8969 2020-06-27 14:40:45,549 - mmaction - INFO - Epoch [73][440/940] lr: 0.00050, eta: 5:51:50, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.8044, loss: 0.8044 2020-06-27 14:41:01,540 - mmaction - INFO - Epoch [73][460/940] lr: 0.00050, eta: 5:51:34, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.9063, loss: 0.9063 2020-06-27 14:41:17,587 - mmaction - INFO - Epoch [73][480/940] lr: 0.00050, eta: 5:51:17, time: 0.801, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9625, loss: 0.9625 2020-06-27 14:41:33,830 - mmaction - INFO - Epoch [73][500/940] lr: 0.00050, eta: 5:51:01, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0261, loss: 1.0261 2020-06-27 14:41:50,080 - mmaction - INFO - Epoch [73][520/940] lr: 0.00050, eta: 5:50:45, time: 0.813, data_time: 0.002, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8500, loss_cls: 1.2827, loss: 1.2827 2020-06-27 14:42:07,077 - mmaction - INFO - Epoch [73][540/940] lr: 0.00050, eta: 5:50:28, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.9213, loss: 0.9213 2020-06-27 14:42:23,950 - mmaction - INFO - Epoch [73][560/940] lr: 0.00050, eta: 5:50:12, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 1.0193, loss: 1.0193 2020-06-27 14:42:39,595 - mmaction - INFO - Epoch [73][580/940] lr: 0.00050, eta: 5:49:56, time: 0.782, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0548, loss: 1.0548 2020-06-27 14:42:55,849 - mmaction - INFO - Epoch [73][600/940] lr: 0.00050, eta: 5:49:39, time: 0.813, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9000, loss_cls: 0.9127, loss: 0.9127 2020-06-27 14:43:13,070 - mmaction - INFO - Epoch [73][620/940] lr: 0.00050, eta: 5:49:24, time: 0.860, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9843, loss: 0.9843 2020-06-27 14:43:28,834 - mmaction - INFO - Epoch [73][640/940] lr: 0.00050, eta: 5:49:07, time: 0.789, data_time: 0.003, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1159, loss: 1.1159 2020-06-27 14:43:45,183 - mmaction - INFO - Epoch [73][660/940] lr: 0.00050, eta: 5:48:51, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8144, loss: 0.8144 2020-06-27 14:44:01,531 - mmaction - INFO - Epoch [73][680/940] lr: 0.00050, eta: 5:48:34, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0051, loss: 1.0051 2020-06-27 14:44:17,806 - mmaction - INFO - Epoch [73][700/940] lr: 0.00050, eta: 5:48:18, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9751, loss: 0.9751 2020-06-27 14:44:34,651 - mmaction - INFO - Epoch [73][720/940] lr: 0.00050, eta: 5:48:02, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0435, loss: 1.0435 2020-06-27 14:44:50,682 - mmaction - INFO - Epoch [73][740/940] lr: 0.00050, eta: 5:47:46, time: 0.801, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.7594, loss: 0.7594 2020-06-27 14:45:07,061 - mmaction - INFO - Epoch [73][760/940] lr: 0.00050, eta: 5:47:29, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9903, loss: 0.9903 2020-06-27 14:45:24,057 - mmaction - INFO - Epoch [73][780/940] lr: 0.00050, eta: 5:47:13, time: 0.850, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1630, loss: 1.1630 2020-06-27 14:45:40,229 - mmaction - INFO - Epoch [73][800/940] lr: 0.00050, eta: 5:46:57, time: 0.806, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0276, loss: 1.0276 2020-06-27 14:45:56,047 - mmaction - INFO - Epoch [73][820/940] lr: 0.00050, eta: 5:46:40, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9326, loss: 0.9326 2020-06-27 14:46:12,346 - mmaction - INFO - Epoch [73][840/940] lr: 0.00050, eta: 5:46:24, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.3475, loss: 1.3475 2020-06-27 14:46:28,543 - mmaction - INFO - Epoch [73][860/940] lr: 0.00050, eta: 5:46:08, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 0.9434, loss: 0.9434 2020-06-27 14:46:46,112 - mmaction - INFO - Epoch [73][880/940] lr: 0.00050, eta: 5:45:52, time: 0.880, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0442, loss: 1.0442 2020-06-27 14:47:02,777 - mmaction - INFO - Epoch [73][900/940] lr: 0.00050, eta: 5:45:36, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0488, loss: 1.0488 2020-06-27 14:47:18,811 - mmaction - INFO - Epoch [73][920/940] lr: 0.00050, eta: 5:45:19, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0571, loss: 1.0571 2020-06-27 14:47:34,997 - mmaction - INFO - Epoch [73][940/940] lr: 0.00050, eta: 5:45:03, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7338, top5_acc: 0.9221, loss_cls: 1.0637, loss: 1.0637 2020-06-27 14:47:56,379 - mmaction - INFO - Epoch [74][20/940] lr: 0.00050, eta: 5:44:48, time: 0.998, data_time: 0.325, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8713, loss: 0.8713 2020-06-27 14:48:11,943 - mmaction - INFO - Epoch [74][40/940] lr: 0.00050, eta: 5:44:31, time: 0.778, data_time: 0.002, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8459, loss: 0.8459 2020-06-27 14:48:28,456 - mmaction - INFO - Epoch [74][60/940] lr: 0.00050, eta: 5:44:15, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2753, loss: 1.2753 2020-06-27 14:48:44,278 - mmaction - INFO - Epoch [74][80/940] lr: 0.00050, eta: 5:43:58, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9117, loss: 0.9117 2020-06-27 14:49:00,379 - mmaction - INFO - Epoch [74][100/940] lr: 0.00050, eta: 5:43:42, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 0.7885, loss: 0.7885 2020-06-27 14:49:16,428 - mmaction - INFO - Epoch [74][120/940] lr: 0.00050, eta: 5:43:26, time: 0.805, data_time: 0.007, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.8611, loss: 0.8611 2020-06-27 14:49:32,864 - mmaction - INFO - Epoch [74][140/940] lr: 0.00050, eta: 5:43:09, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 0.9362, loss: 0.9362 2020-06-27 14:49:49,391 - mmaction - INFO - Epoch [74][160/940] lr: 0.00050, eta: 5:42:53, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9411, loss: 0.9411 2020-06-27 14:50:06,817 - mmaction - INFO - Epoch [74][180/940] lr: 0.00050, eta: 5:42:37, time: 0.868, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9775, loss: 0.9775 2020-06-27 14:50:23,088 - mmaction - INFO - Epoch [74][200/940] lr: 0.00050, eta: 5:42:21, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 0.8557, loss: 0.8557 2020-06-27 14:50:39,537 - mmaction - INFO - Epoch [74][220/940] lr: 0.00050, eta: 5:42:05, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0628, loss: 1.0628 2020-06-27 14:50:55,725 - mmaction - INFO - Epoch [74][240/940] lr: 0.00050, eta: 5:41:48, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.1239, loss: 1.1239 2020-06-27 14:51:12,315 - mmaction - INFO - Epoch [74][260/940] lr: 0.00050, eta: 5:41:32, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8996, loss: 0.8996 2020-06-27 14:51:28,652 - mmaction - INFO - Epoch [74][280/940] lr: 0.00050, eta: 5:41:16, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.1071, loss: 1.1071 2020-06-27 14:51:45,220 - mmaction - INFO - Epoch [74][300/940] lr: 0.00050, eta: 5:41:00, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8585, loss: 0.8585 2020-06-27 14:52:01,749 - mmaction - INFO - Epoch [74][320/940] lr: 0.00050, eta: 5:40:43, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.9866, loss: 0.9866 2020-06-27 14:52:18,023 - mmaction - INFO - Epoch [74][340/940] lr: 0.00050, eta: 5:40:27, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9512, loss: 0.9512 2020-06-27 14:52:33,664 - mmaction - INFO - Epoch [74][360/940] lr: 0.00050, eta: 5:40:10, time: 0.784, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.9935, loss: 0.9935 2020-06-27 14:52:49,723 - mmaction - INFO - Epoch [74][380/940] lr: 0.00050, eta: 5:39:54, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.8156, loss: 0.8156 2020-06-27 14:53:07,345 - mmaction - INFO - Epoch [74][400/940] lr: 0.00050, eta: 5:39:38, time: 0.882, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9112, loss: 0.9112 2020-06-27 14:53:22,951 - mmaction - INFO - Epoch [74][420/940] lr: 0.00050, eta: 5:39:22, time: 0.778, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 0.9956, loss: 0.9956 2020-06-27 14:53:39,640 - mmaction - INFO - Epoch [74][440/940] lr: 0.00050, eta: 5:39:05, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0921, loss: 1.0921 2020-06-27 14:53:55,737 - mmaction - INFO - Epoch [74][460/940] lr: 0.00050, eta: 5:38:49, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.0765, loss: 1.0765 2020-06-27 14:54:12,288 - mmaction - INFO - Epoch [74][480/940] lr: 0.00050, eta: 5:38:33, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 1.1263, loss: 1.1263 2020-06-27 14:54:28,425 - mmaction - INFO - Epoch [74][500/940] lr: 0.00050, eta: 5:38:16, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1506, loss: 1.1506 2020-06-27 14:54:44,743 - mmaction - INFO - Epoch [74][520/940] lr: 0.00050, eta: 5:38:00, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.8919, loss: 0.8919 2020-06-27 14:55:00,998 - mmaction - INFO - Epoch [74][540/940] lr: 0.00050, eta: 5:37:44, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.8750, loss_cls: 1.0028, loss: 1.0028 2020-06-27 14:55:17,421 - mmaction - INFO - Epoch [74][560/940] lr: 0.00050, eta: 5:37:27, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9357, loss: 0.9357 2020-06-27 14:55:33,843 - mmaction - INFO - Epoch [74][580/940] lr: 0.00050, eta: 5:37:11, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.1003, loss: 1.1003 2020-06-27 14:55:50,086 - mmaction - INFO - Epoch [74][600/940] lr: 0.00050, eta: 5:36:55, time: 0.812, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8938, loss_cls: 0.9350, loss: 0.9350 2020-06-27 14:56:07,788 - mmaction - INFO - Epoch [74][620/940] lr: 0.00050, eta: 5:36:39, time: 0.884, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 0.9503, loss: 0.9503 2020-06-27 14:56:23,765 - mmaction - INFO - Epoch [74][640/940] lr: 0.00050, eta: 5:36:23, time: 0.799, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8861, loss: 0.8861 2020-06-27 14:56:40,410 - mmaction - INFO - Epoch [74][660/940] lr: 0.00050, eta: 5:36:06, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.8912, loss: 0.8912 2020-06-27 14:56:56,145 - mmaction - INFO - Epoch [74][680/940] lr: 0.00050, eta: 5:35:50, time: 0.790, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0697, loss: 1.0697 2020-06-27 14:57:12,657 - mmaction - INFO - Epoch [74][700/940] lr: 0.00050, eta: 5:35:34, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8416, loss: 0.8416 2020-06-27 14:57:29,225 - mmaction - INFO - Epoch [74][720/940] lr: 0.00050, eta: 5:35:17, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8545, loss: 0.8545 2020-06-27 14:57:46,034 - mmaction - INFO - Epoch [74][740/940] lr: 0.00050, eta: 5:35:01, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.7279, loss: 0.7279 2020-06-27 14:58:02,816 - mmaction - INFO - Epoch [74][760/940] lr: 0.00050, eta: 5:34:45, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0435, loss: 1.0435 2020-06-27 14:58:18,661 - mmaction - INFO - Epoch [74][780/940] lr: 0.00050, eta: 5:34:29, time: 0.791, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 0.9489, loss: 0.9489 2020-06-27 14:58:34,899 - mmaction - INFO - Epoch [74][800/940] lr: 0.00050, eta: 5:34:12, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1423, loss: 1.1423 2020-06-27 14:58:51,254 - mmaction - INFO - Epoch [74][820/940] lr: 0.00050, eta: 5:33:56, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0798, loss: 1.0798 2020-06-27 14:59:07,782 - mmaction - INFO - Epoch [74][840/940] lr: 0.00050, eta: 5:33:40, time: 0.826, data_time: 0.002, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.0664, loss: 1.0664 2020-06-27 14:59:24,871 - mmaction - INFO - Epoch [74][860/940] lr: 0.00050, eta: 5:33:24, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8665, loss: 0.8665 2020-06-27 14:59:40,744 - mmaction - INFO - Epoch [74][880/940] lr: 0.00050, eta: 5:33:07, time: 0.794, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0642, loss: 1.0642 2020-06-27 14:59:57,707 - mmaction - INFO - Epoch [74][900/940] lr: 0.00050, eta: 5:32:51, time: 0.848, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 1.0661, loss: 1.0661 2020-06-27 15:00:15,116 - mmaction - INFO - Epoch [74][920/940] lr: 0.00050, eta: 5:32:35, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3333, loss: 1.3333 2020-06-27 15:00:29,989 - mmaction - INFO - Epoch [74][940/940] lr: 0.00050, eta: 5:32:18, time: 0.746, data_time: 0.006, memory: 7079, top1_acc: 0.7922, top5_acc: 0.9026, loss_cls: 1.0092, loss: 1.0092 2020-06-27 15:03:18,151 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 15:03:19,156 - mmaction - INFO - top1_acc 0.7211 top5_acc 0.9015 2020-06-27 15:03:19,157 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 15:03:19,345 - mmaction - INFO - mean_acc 0.7210 2020-06-27 15:03:19,361 - mmaction - INFO - Epoch [74][940/940] lr: 0.00050, top1_acc: 0.7211, top5_acc: 0.9015, mean_class_accuracy: 0.7210 2020-06-27 15:03:38,911 - mmaction - INFO - Epoch [75][20/940] lr: 0.00050, eta: 5:32:03, time: 0.976, data_time: 0.337, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1880, loss: 1.1880 2020-06-27 15:03:53,187 - mmaction - INFO - Epoch [75][40/940] lr: 0.00050, eta: 5:31:46, time: 0.713, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9224, loss: 0.9224 2020-06-27 15:04:08,796 - mmaction - INFO - Epoch [75][60/940] lr: 0.00050, eta: 5:31:30, time: 0.782, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 0.9473, loss: 0.9473 2020-06-27 15:04:24,060 - mmaction - INFO - Epoch [75][80/940] lr: 0.00050, eta: 5:31:13, time: 0.763, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1606, loss: 1.1606 2020-06-27 15:04:41,104 - mmaction - INFO - Epoch [75][100/940] lr: 0.00050, eta: 5:30:57, time: 0.852, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8375, loss_cls: 1.2115, loss: 1.2115 2020-06-27 15:04:57,279 - mmaction - INFO - Epoch [75][120/940] lr: 0.00050, eta: 5:30:40, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9254, loss: 0.9254 2020-06-27 15:05:13,798 - mmaction - INFO - Epoch [75][140/940] lr: 0.00050, eta: 5:30:24, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8451, loss: 0.8451 2020-06-27 15:05:30,243 - mmaction - INFO - Epoch [75][160/940] lr: 0.00050, eta: 5:30:08, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0194, loss: 1.0194 2020-06-27 15:05:46,163 - mmaction - INFO - Epoch [75][180/940] lr: 0.00050, eta: 5:29:52, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0657, loss: 1.0657 2020-06-27 15:06:02,053 - mmaction - INFO - Epoch [75][200/940] lr: 0.00050, eta: 5:29:35, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9840, loss: 0.9840 2020-06-27 15:06:18,399 - mmaction - INFO - Epoch [75][220/940] lr: 0.00050, eta: 5:29:19, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 0.9650, loss: 0.9650 2020-06-27 15:06:34,737 - mmaction - INFO - Epoch [75][240/940] lr: 0.00050, eta: 5:29:02, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9829, loss: 0.9829 2020-06-27 15:06:51,831 - mmaction - INFO - Epoch [75][260/940] lr: 0.00050, eta: 5:28:46, time: 0.856, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.7651, loss: 0.7651 2020-06-27 15:07:08,619 - mmaction - INFO - Epoch [75][280/940] lr: 0.00050, eta: 5:28:30, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8445, loss: 0.8445 2020-06-27 15:07:25,216 - mmaction - INFO - Epoch [75][300/940] lr: 0.00050, eta: 5:28:14, time: 0.830, data_time: 0.004, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.8439, loss: 0.8439 2020-06-27 15:07:40,710 - mmaction - INFO - Epoch [75][320/940] lr: 0.00050, eta: 5:27:57, time: 0.773, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.9147, loss: 0.9147 2020-06-27 15:07:57,126 - mmaction - INFO - Epoch [75][340/940] lr: 0.00050, eta: 5:27:41, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0377, loss: 1.0377 2020-06-27 15:08:13,381 - mmaction - INFO - Epoch [75][360/940] lr: 0.00050, eta: 5:27:25, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.8310, loss: 0.8310 2020-06-27 15:08:29,956 - mmaction - INFO - Epoch [75][380/940] lr: 0.00050, eta: 5:27:09, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2629, loss: 1.2629 2020-06-27 15:08:46,051 - mmaction - INFO - Epoch [75][400/940] lr: 0.00050, eta: 5:26:52, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9000, loss_cls: 1.0797, loss: 1.0797 2020-06-27 15:09:03,039 - mmaction - INFO - Epoch [75][420/940] lr: 0.00050, eta: 5:26:36, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.0656, loss: 1.0656 2020-06-27 15:09:19,094 - mmaction - INFO - Epoch [75][440/940] lr: 0.00050, eta: 5:26:20, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9019, loss: 0.9019 2020-06-27 15:09:35,771 - mmaction - INFO - Epoch [75][460/940] lr: 0.00050, eta: 5:26:03, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.8874, loss: 0.8874 2020-06-27 15:09:52,419 - mmaction - INFO - Epoch [75][480/940] lr: 0.00050, eta: 5:25:47, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1741, loss: 1.1741 2020-06-27 15:10:08,766 - mmaction - INFO - Epoch [75][500/940] lr: 0.00050, eta: 5:25:31, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9563, loss_cls: 0.7657, loss: 0.7657 2020-06-27 15:10:25,289 - mmaction - INFO - Epoch [75][520/940] lr: 0.00050, eta: 5:25:15, time: 0.827, data_time: 0.003, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9547, loss: 0.9547 2020-06-27 15:10:41,928 - mmaction - INFO - Epoch [75][540/940] lr: 0.00050, eta: 5:24:59, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2261, loss: 1.2261 2020-06-27 15:10:58,466 - mmaction - INFO - Epoch [75][560/940] lr: 0.00050, eta: 5:24:42, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1456, loss: 1.1456 2020-06-27 15:11:14,515 - mmaction - INFO - Epoch [75][580/940] lr: 0.00050, eta: 5:24:26, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0351, loss: 1.0351 2020-06-27 15:11:31,826 - mmaction - INFO - Epoch [75][600/940] lr: 0.00050, eta: 5:24:10, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8817, loss: 0.8817 2020-06-27 15:11:47,951 - mmaction - INFO - Epoch [75][620/940] lr: 0.00050, eta: 5:23:54, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9967, loss: 0.9967 2020-06-27 15:12:04,374 - mmaction - INFO - Epoch [75][640/940] lr: 0.00050, eta: 5:23:37, time: 0.821, data_time: 0.003, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 1.1558, loss: 1.1558 2020-06-27 15:12:20,459 - mmaction - INFO - Epoch [75][660/940] lr: 0.00050, eta: 5:23:21, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1063, loss: 1.1063 2020-06-27 15:12:36,653 - mmaction - INFO - Epoch [75][680/940] lr: 0.00050, eta: 5:23:04, time: 0.813, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0457, loss: 1.0457 2020-06-27 15:12:53,763 - mmaction - INFO - Epoch [75][700/940] lr: 0.00050, eta: 5:22:48, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8375, loss_cls: 1.1218, loss: 1.1218 2020-06-27 15:13:10,326 - mmaction - INFO - Epoch [75][720/940] lr: 0.00050, eta: 5:22:32, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1532, loss: 1.1532 2020-06-27 15:13:27,078 - mmaction - INFO - Epoch [75][740/940] lr: 0.00050, eta: 5:22:16, time: 0.838, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0118, loss: 1.0118 2020-06-27 15:13:43,695 - mmaction - INFO - Epoch [75][760/940] lr: 0.00050, eta: 5:22:00, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0548, loss: 1.0548 2020-06-27 15:14:00,417 - mmaction - INFO - Epoch [75][780/940] lr: 0.00050, eta: 5:21:44, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1624, loss: 1.1624 2020-06-27 15:14:16,642 - mmaction - INFO - Epoch [75][800/940] lr: 0.00050, eta: 5:21:27, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0976, loss: 1.0976 2020-06-27 15:14:32,837 - mmaction - INFO - Epoch [75][820/940] lr: 0.00050, eta: 5:21:11, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9857, loss: 0.9857 2020-06-27 15:14:49,309 - mmaction - INFO - Epoch [75][840/940] lr: 0.00050, eta: 5:20:55, time: 0.824, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.8927, loss: 0.8927 2020-06-27 15:15:05,290 - mmaction - INFO - Epoch [75][860/940] lr: 0.00050, eta: 5:20:38, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.1161, loss: 1.1161 2020-06-27 15:15:21,635 - mmaction - INFO - Epoch [75][880/940] lr: 0.00050, eta: 5:20:22, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.8988, loss: 0.8988 2020-06-27 15:15:38,636 - mmaction - INFO - Epoch [75][900/940] lr: 0.00050, eta: 5:20:06, time: 0.846, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0015, loss: 1.0015 2020-06-27 15:15:55,354 - mmaction - INFO - Epoch [75][920/940] lr: 0.00050, eta: 5:19:50, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.1954, loss: 1.1954 2020-06-27 15:16:12,291 - mmaction - INFO - Epoch [75][940/940] lr: 0.00050, eta: 5:19:33, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.7338, top5_acc: 0.8831, loss_cls: 1.0179, loss: 1.0179 2020-06-27 15:16:33,294 - mmaction - INFO - Epoch [76][20/940] lr: 0.00050, eta: 5:19:18, time: 0.972, data_time: 0.332, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 0.9156, loss: 0.9156 2020-06-27 15:16:48,619 - mmaction - INFO - Epoch [76][40/940] lr: 0.00050, eta: 5:19:02, time: 0.764, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9897, loss: 0.9897 2020-06-27 15:17:03,798 - mmaction - INFO - Epoch [76][60/940] lr: 0.00050, eta: 5:18:45, time: 0.760, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9187, loss_cls: 0.8110, loss: 0.8110 2020-06-27 15:17:20,311 - mmaction - INFO - Epoch [76][80/940] lr: 0.00050, eta: 5:18:29, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9187, loss_cls: 0.8482, loss: 0.8482 2020-06-27 15:17:36,996 - mmaction - INFO - Epoch [76][100/940] lr: 0.00050, eta: 5:18:12, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9071, loss: 0.9071 2020-06-27 15:17:53,111 - mmaction - INFO - Epoch [76][120/940] lr: 0.00050, eta: 5:17:56, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1948, loss: 1.1948 2020-06-27 15:18:09,617 - mmaction - INFO - Epoch [76][140/940] lr: 0.00050, eta: 5:17:40, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0094, loss: 1.0094 2020-06-27 15:18:25,664 - mmaction - INFO - Epoch [76][160/940] lr: 0.00050, eta: 5:17:23, time: 0.799, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9015, loss: 0.9015 2020-06-27 15:18:42,031 - mmaction - INFO - Epoch [76][180/940] lr: 0.00050, eta: 5:17:07, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8802, loss: 0.8802 2020-06-27 15:18:58,203 - mmaction - INFO - Epoch [76][200/940] lr: 0.00050, eta: 5:16:51, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9063, loss: 0.9063 2020-06-27 15:19:14,638 - mmaction - INFO - Epoch [76][220/940] lr: 0.00050, eta: 5:16:34, time: 0.823, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 0.9606, loss: 0.9606 2020-06-27 15:19:31,785 - mmaction - INFO - Epoch [76][240/940] lr: 0.00050, eta: 5:16:18, time: 0.856, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 1.0425, loss: 1.0425 2020-06-27 15:19:48,183 - mmaction - INFO - Epoch [76][260/940] lr: 0.00050, eta: 5:16:02, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9256, loss: 0.9256 2020-06-27 15:20:04,815 - mmaction - INFO - Epoch [76][280/940] lr: 0.00050, eta: 5:15:46, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8854, loss: 0.8854 2020-06-27 15:20:21,658 - mmaction - INFO - Epoch [76][300/940] lr: 0.00050, eta: 5:15:30, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.2099, loss: 1.2099 2020-06-27 15:20:38,248 - mmaction - INFO - Epoch [76][320/940] lr: 0.00050, eta: 5:15:13, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.8385, loss: 0.8385 2020-06-27 15:20:53,897 - mmaction - INFO - Epoch [76][340/940] lr: 0.00050, eta: 5:14:57, time: 0.784, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9766, loss: 0.9766 2020-06-27 15:21:10,702 - mmaction - INFO - Epoch [76][360/940] lr: 0.00050, eta: 5:14:41, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0847, loss: 1.0847 2020-06-27 15:21:27,477 - mmaction - INFO - Epoch [76][380/940] lr: 0.00050, eta: 5:14:25, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 1.0033, loss: 1.0033 2020-06-27 15:21:43,787 - mmaction - INFO - Epoch [76][400/940] lr: 0.00050, eta: 5:14:08, time: 0.815, data_time: 0.002, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2317, loss: 1.2317 2020-06-27 15:22:00,408 - mmaction - INFO - Epoch [76][420/940] lr: 0.00050, eta: 5:13:52, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 1.0232, loss: 1.0232 2020-06-27 15:22:17,018 - mmaction - INFO - Epoch [76][440/940] lr: 0.00050, eta: 5:13:36, time: 0.833, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.0742, loss: 1.0742 2020-06-27 15:22:33,515 - mmaction - INFO - Epoch [76][460/940] lr: 0.00050, eta: 5:13:20, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9873, loss: 0.9873 2020-06-27 15:22:49,542 - mmaction - INFO - Epoch [76][480/940] lr: 0.00050, eta: 5:13:03, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1170, loss: 1.1170 2020-06-27 15:23:05,625 - mmaction - INFO - Epoch [76][500/940] lr: 0.00050, eta: 5:12:47, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.0690, loss: 1.0690 2020-06-27 15:23:22,013 - mmaction - INFO - Epoch [76][520/940] lr: 0.00050, eta: 5:12:30, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 0.9955, loss: 0.9955 2020-06-27 15:23:39,007 - mmaction - INFO - Epoch [76][540/940] lr: 0.00050, eta: 5:12:14, time: 0.850, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2198, loss: 1.2198 2020-06-27 15:23:55,433 - mmaction - INFO - Epoch [76][560/940] lr: 0.00050, eta: 5:11:58, time: 0.821, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1670, loss: 1.1670 2020-06-27 15:24:11,864 - mmaction - INFO - Epoch [76][580/940] lr: 0.00050, eta: 5:11:42, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.2285, loss: 1.2285 2020-06-27 15:24:28,108 - mmaction - INFO - Epoch [76][600/940] lr: 0.00050, eta: 5:11:25, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8961, loss: 0.8961 2020-06-27 15:24:44,378 - mmaction - INFO - Epoch [76][620/940] lr: 0.00050, eta: 5:11:09, time: 0.813, data_time: 0.005, memory: 7079, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.2267, loss: 1.2267 2020-06-27 15:25:01,609 - mmaction - INFO - Epoch [76][640/940] lr: 0.00050, eta: 5:10:53, time: 0.862, data_time: 0.003, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9135, loss: 0.9135 2020-06-27 15:25:19,183 - mmaction - INFO - Epoch [76][660/940] lr: 0.00050, eta: 5:10:37, time: 0.877, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0614, loss: 1.0614 2020-06-27 15:25:34,766 - mmaction - INFO - Epoch [76][680/940] lr: 0.00050, eta: 5:10:21, time: 0.781, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9671, loss: 0.9671 2020-06-27 15:25:51,602 - mmaction - INFO - Epoch [76][700/940] lr: 0.00050, eta: 5:10:04, time: 0.839, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0122, loss: 1.0122 2020-06-27 15:26:07,147 - mmaction - INFO - Epoch [76][720/940] lr: 0.00050, eta: 5:09:48, time: 0.780, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9319, loss: 0.9319 2020-06-27 15:26:25,622 - mmaction - INFO - Epoch [76][740/940] lr: 0.00050, eta: 5:09:32, time: 0.923, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0954, loss: 1.0954 2020-06-27 15:26:42,469 - mmaction - INFO - Epoch [76][760/940] lr: 0.00050, eta: 5:09:16, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.0676, loss: 1.0676 2020-06-27 15:26:57,703 - mmaction - INFO - Epoch [76][780/940] lr: 0.00050, eta: 5:08:59, time: 0.760, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 0.9710, loss: 0.9710 2020-06-27 15:27:13,816 - mmaction - INFO - Epoch [76][800/940] lr: 0.00050, eta: 5:08:43, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9899, loss: 0.9899 2020-06-27 15:27:30,892 - mmaction - INFO - Epoch [76][820/940] lr: 0.00050, eta: 5:08:27, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9618, loss: 0.9618 2020-06-27 15:27:47,263 - mmaction - INFO - Epoch [76][840/940] lr: 0.00050, eta: 5:08:11, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1758, loss: 1.1758 2020-06-27 15:28:03,917 - mmaction - INFO - Epoch [76][860/940] lr: 0.00050, eta: 5:07:54, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9724, loss: 0.9724 2020-06-27 15:28:20,116 - mmaction - INFO - Epoch [76][880/940] lr: 0.00050, eta: 5:07:38, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0577, loss: 1.0577 2020-06-27 15:28:36,561 - mmaction - INFO - Epoch [76][900/940] lr: 0.00050, eta: 5:07:22, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1490, loss: 1.1490 2020-06-27 15:28:53,237 - mmaction - INFO - Epoch [76][920/940] lr: 0.00050, eta: 5:07:06, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0686, loss: 1.0686 2020-06-27 15:29:08,850 - mmaction - INFO - Epoch [76][940/940] lr: 0.00050, eta: 5:06:49, time: 0.781, data_time: 0.003, memory: 7079, top1_acc: 0.7597, top5_acc: 0.8831, loss_cls: 0.9727, loss: 0.9727 2020-06-27 15:31:54,840 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 15:31:55,848 - mmaction - INFO - top1_acc 0.7230 top5_acc 0.9032 2020-06-27 15:31:55,848 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 15:31:55,913 - mmaction - INFO - mean_acc 0.7229 2020-06-27 15:31:55,922 - mmaction - INFO - Epoch [76][940/940] lr: 0.00050, top1_acc: 0.7230, top5_acc: 0.9032, mean_class_accuracy: 0.7229 2020-06-27 15:32:15,334 - mmaction - INFO - Epoch [77][20/940] lr: 0.00050, eta: 5:06:34, time: 0.967, data_time: 0.316, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9616, loss: 0.9616 2020-06-27 15:32:30,215 - mmaction - INFO - Epoch [77][40/940] lr: 0.00050, eta: 5:06:17, time: 0.745, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1178, loss: 1.1178 2020-06-27 15:32:45,501 - mmaction - INFO - Epoch [77][60/940] lr: 0.00050, eta: 5:06:00, time: 0.763, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.0052, loss: 1.0052 2020-06-27 15:33:02,245 - mmaction - INFO - Epoch [77][80/940] lr: 0.00050, eta: 5:05:44, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0174, loss: 1.0174 2020-06-27 15:33:17,642 - mmaction - INFO - Epoch [77][100/940] lr: 0.00050, eta: 5:05:27, time: 0.768, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1029, loss: 1.1029 2020-06-27 15:33:34,273 - mmaction - INFO - Epoch [77][120/940] lr: 0.00050, eta: 5:05:11, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.8455, loss: 0.8455 2020-06-27 15:33:51,173 - mmaction - INFO - Epoch [77][140/940] lr: 0.00050, eta: 5:04:55, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0072, loss: 1.0072 2020-06-27 15:34:07,661 - mmaction - INFO - Epoch [77][160/940] lr: 0.00050, eta: 5:04:39, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9891, loss: 0.9891 2020-06-27 15:34:24,726 - mmaction - INFO - Epoch [77][180/940] lr: 0.00050, eta: 5:04:23, time: 0.852, data_time: 0.001, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9187, loss_cls: 1.0470, loss: 1.0470 2020-06-27 15:34:40,814 - mmaction - INFO - Epoch [77][200/940] lr: 0.00050, eta: 5:04:06, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.7987, loss: 0.7987 2020-06-27 15:34:56,857 - mmaction - INFO - Epoch [77][220/940] lr: 0.00050, eta: 5:03:50, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8812, loss_cls: 0.9171, loss: 0.9171 2020-06-27 15:35:13,806 - mmaction - INFO - Epoch [77][240/940] lr: 0.00050, eta: 5:03:34, time: 0.848, data_time: 0.003, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9250, loss_cls: 0.8632, loss: 0.8632 2020-06-27 15:35:29,878 - mmaction - INFO - Epoch [77][260/940] lr: 0.00050, eta: 5:03:17, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9306, loss: 0.9306 2020-06-27 15:35:46,527 - mmaction - INFO - Epoch [77][280/940] lr: 0.00050, eta: 5:03:01, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.7003, loss: 0.7003 2020-06-27 15:36:02,721 - mmaction - INFO - Epoch [77][300/940] lr: 0.00050, eta: 5:02:45, time: 0.808, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9485, loss: 0.9485 2020-06-27 15:36:19,428 - mmaction - INFO - Epoch [77][320/940] lr: 0.00050, eta: 5:02:29, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9041, loss: 0.9041 2020-06-27 15:36:35,403 - mmaction - INFO - Epoch [77][340/940] lr: 0.00050, eta: 5:02:12, time: 0.797, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 1.0231, loss: 1.0231 2020-06-27 15:36:53,015 - mmaction - INFO - Epoch [77][360/940] lr: 0.00050, eta: 5:01:56, time: 0.883, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9092, loss: 0.9092 2020-06-27 15:37:09,049 - mmaction - INFO - Epoch [77][380/940] lr: 0.00050, eta: 5:01:40, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 1.0008, loss: 1.0008 2020-06-27 15:37:24,747 - mmaction - INFO - Epoch [77][400/940] lr: 0.00050, eta: 5:01:23, time: 0.787, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2031, loss: 1.2031 2020-06-27 15:37:41,239 - mmaction - INFO - Epoch [77][420/940] lr: 0.00050, eta: 5:01:07, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1327, loss: 1.1327 2020-06-27 15:37:58,255 - mmaction - INFO - Epoch [77][440/940] lr: 0.00050, eta: 5:00:51, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2959, loss: 1.2959 2020-06-27 15:38:14,387 - mmaction - INFO - Epoch [77][460/940] lr: 0.00050, eta: 5:00:35, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9408, loss: 0.9408 2020-06-27 15:38:31,936 - mmaction - INFO - Epoch [77][480/940] lr: 0.00050, eta: 5:00:19, time: 0.879, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.8612, loss: 0.8612 2020-06-27 15:38:47,771 - mmaction - INFO - Epoch [77][500/940] lr: 0.00050, eta: 5:00:02, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0436, loss: 1.0436 2020-06-27 15:39:05,084 - mmaction - INFO - Epoch [77][520/940] lr: 0.00050, eta: 4:59:46, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0008, loss: 1.0008 2020-06-27 15:39:22,396 - mmaction - INFO - Epoch [77][540/940] lr: 0.00050, eta: 4:59:30, time: 0.864, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.0532, loss: 1.0532 2020-06-27 15:39:37,688 - mmaction - INFO - Epoch [77][560/940] lr: 0.00050, eta: 4:59:14, time: 0.766, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 0.9599, loss: 0.9599 2020-06-27 15:39:54,296 - mmaction - INFO - Epoch [77][580/940] lr: 0.00050, eta: 4:58:57, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 1.0968, loss: 1.0968 2020-06-27 15:40:10,936 - mmaction - INFO - Epoch [77][600/940] lr: 0.00050, eta: 4:58:41, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0321, loss: 1.0321 2020-06-27 15:40:27,115 - mmaction - INFO - Epoch [77][620/940] lr: 0.00050, eta: 4:58:25, time: 0.809, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0920, loss: 1.0920 2020-06-27 15:40:43,834 - mmaction - INFO - Epoch [77][640/940] lr: 0.00050, eta: 4:58:09, time: 0.836, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9263, loss: 0.9263 2020-06-27 15:41:00,629 - mmaction - INFO - Epoch [77][660/940] lr: 0.00050, eta: 4:57:52, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1207, loss: 1.1207 2020-06-27 15:41:16,851 - mmaction - INFO - Epoch [77][680/940] lr: 0.00050, eta: 4:57:36, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9527, loss: 0.9527 2020-06-27 15:41:33,806 - mmaction - INFO - Epoch [77][700/940] lr: 0.00050, eta: 4:57:20, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 1.0121, loss: 1.0121 2020-06-27 15:41:50,229 - mmaction - INFO - Epoch [77][720/940] lr: 0.00050, eta: 4:57:04, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.8596, loss: 0.8596 2020-06-27 15:42:06,776 - mmaction - INFO - Epoch [77][740/940] lr: 0.00050, eta: 4:56:47, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0434, loss: 1.0434 2020-06-27 15:42:22,753 - mmaction - INFO - Epoch [77][760/940] lr: 0.00050, eta: 4:56:31, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 0.8807, loss: 0.8807 2020-06-27 15:42:39,570 - mmaction - INFO - Epoch [77][780/940] lr: 0.00050, eta: 4:56:15, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0812, loss: 1.0812 2020-06-27 15:42:55,985 - mmaction - INFO - Epoch [77][800/940] lr: 0.00050, eta: 4:55:58, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9854, loss: 0.9854 2020-06-27 15:43:12,155 - mmaction - INFO - Epoch [77][820/940] lr: 0.00050, eta: 4:55:42, time: 0.806, data_time: 0.005, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2602, loss: 1.2602 2020-06-27 15:43:28,942 - mmaction - INFO - Epoch [77][840/940] lr: 0.00050, eta: 4:55:26, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.1727, loss: 1.1727 2020-06-27 15:43:46,182 - mmaction - INFO - Epoch [77][860/940] lr: 0.00050, eta: 4:55:10, time: 0.864, data_time: 0.004, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.7522, loss: 0.7522 2020-06-27 15:44:02,796 - mmaction - INFO - Epoch [77][880/940] lr: 0.00050, eta: 4:54:54, time: 0.830, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9577, loss: 0.9577 2020-06-27 15:44:19,451 - mmaction - INFO - Epoch [77][900/940] lr: 0.00050, eta: 4:54:37, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.1805, loss: 1.1805 2020-06-27 15:44:36,038 - mmaction - INFO - Epoch [77][920/940] lr: 0.00050, eta: 4:54:21, time: 0.829, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8743, loss: 0.8743 2020-06-27 15:44:51,665 - mmaction - INFO - Epoch [77][940/940] lr: 0.00050, eta: 4:54:05, time: 0.780, data_time: 0.004, memory: 7079, top1_acc: 0.7857, top5_acc: 0.9026, loss_cls: 1.0034, loss: 1.0034 2020-06-27 15:45:13,375 - mmaction - INFO - Epoch [78][20/940] lr: 0.00050, eta: 4:53:50, time: 1.027, data_time: 0.343, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7716, loss: 0.7716 2020-06-27 15:45:28,979 - mmaction - INFO - Epoch [78][40/940] lr: 0.00050, eta: 4:53:33, time: 0.781, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.2621, loss: 1.2621 2020-06-27 15:45:44,267 - mmaction - INFO - Epoch [78][60/940] lr: 0.00050, eta: 4:53:16, time: 0.762, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9743, loss: 0.9743 2020-06-27 15:46:00,315 - mmaction - INFO - Epoch [78][80/940] lr: 0.00050, eta: 4:53:00, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0548, loss: 1.0548 2020-06-27 15:46:17,340 - mmaction - INFO - Epoch [78][100/940] lr: 0.00050, eta: 4:52:44, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 0.7056, loss: 0.7056 2020-06-27 15:46:33,548 - mmaction - INFO - Epoch [78][120/940] lr: 0.00050, eta: 4:52:27, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8675, loss: 0.8675 2020-06-27 15:46:50,187 - mmaction - INFO - Epoch [78][140/940] lr: 0.00050, eta: 4:52:11, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.8325, loss: 0.8325 2020-06-27 15:47:06,199 - mmaction - INFO - Epoch [78][160/940] lr: 0.00050, eta: 4:51:55, time: 0.800, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9707, loss: 0.9707 2020-06-27 15:47:22,812 - mmaction - INFO - Epoch [78][180/940] lr: 0.00050, eta: 4:51:39, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.9413, loss: 0.9413 2020-06-27 15:47:39,507 - mmaction - INFO - Epoch [78][200/940] lr: 0.00050, eta: 4:51:22, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8875, loss_cls: 1.0224, loss: 1.0224 2020-06-27 15:47:55,739 - mmaction - INFO - Epoch [78][220/940] lr: 0.00050, eta: 4:51:06, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9439, loss: 0.9439 2020-06-27 15:48:12,305 - mmaction - INFO - Epoch [78][240/940] lr: 0.00050, eta: 4:50:50, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.2367, loss: 1.2367 2020-06-27 15:48:29,373 - mmaction - INFO - Epoch [78][260/940] lr: 0.00050, eta: 4:50:34, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8750, loss_cls: 1.0172, loss: 1.0172 2020-06-27 15:48:45,593 - mmaction - INFO - Epoch [78][280/940] lr: 0.00050, eta: 4:50:17, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0984, loss: 1.0984 2020-06-27 15:49:02,507 - mmaction - INFO - Epoch [78][300/940] lr: 0.00050, eta: 4:50:01, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.1794, loss: 1.1794 2020-06-27 15:49:19,284 - mmaction - INFO - Epoch [78][320/940] lr: 0.00050, eta: 4:49:45, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 0.8991, loss: 0.8991 2020-06-27 15:49:37,131 - mmaction - INFO - Epoch [78][340/940] lr: 0.00050, eta: 4:49:29, time: 0.895, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8187, loss: 0.8187 2020-06-27 15:49:53,373 - mmaction - INFO - Epoch [78][360/940] lr: 0.00050, eta: 4:49:13, time: 0.810, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 0.9639, loss: 0.9639 2020-06-27 15:50:09,137 - mmaction - INFO - Epoch [78][380/940] lr: 0.00050, eta: 4:48:56, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0567, loss: 1.0567 2020-06-27 15:50:25,746 - mmaction - INFO - Epoch [78][400/940] lr: 0.00050, eta: 4:48:40, time: 0.831, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2019, loss: 1.2019 2020-06-27 15:50:42,991 - mmaction - INFO - Epoch [78][420/940] lr: 0.00050, eta: 4:48:24, time: 0.861, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0982, loss: 1.0982 2020-06-27 15:50:59,635 - mmaction - INFO - Epoch [78][440/940] lr: 0.00050, eta: 4:48:08, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0067, loss: 1.0067 2020-06-27 15:51:16,316 - mmaction - INFO - Epoch [78][460/940] lr: 0.00050, eta: 4:47:51, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0877, loss: 1.0877 2020-06-27 15:51:32,316 - mmaction - INFO - Epoch [78][480/940] lr: 0.00050, eta: 4:47:35, time: 0.802, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1072, loss: 1.1072 2020-06-27 15:51:49,521 - mmaction - INFO - Epoch [78][500/940] lr: 0.00050, eta: 4:47:19, time: 0.860, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9051, loss: 0.9051 2020-06-27 15:52:06,175 - mmaction - INFO - Epoch [78][520/940] lr: 0.00050, eta: 4:47:03, time: 0.833, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9251, loss: 0.9251 2020-06-27 15:52:22,905 - mmaction - INFO - Epoch [78][540/940] lr: 0.00050, eta: 4:46:47, time: 0.835, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9062, loss_cls: 0.9630, loss: 0.9630 2020-06-27 15:52:39,110 - mmaction - INFO - Epoch [78][560/940] lr: 0.00050, eta: 4:46:30, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0835, loss: 1.0835 2020-06-27 15:52:55,629 - mmaction - INFO - Epoch [78][580/940] lr: 0.00050, eta: 4:46:14, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9867, loss: 0.9867 2020-06-27 15:53:12,273 - mmaction - INFO - Epoch [78][600/940] lr: 0.00050, eta: 4:45:58, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9397, loss: 0.9397 2020-06-27 15:53:28,296 - mmaction - INFO - Epoch [78][620/940] lr: 0.00050, eta: 4:45:41, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.7933, loss: 0.7933 2020-06-27 15:53:45,297 - mmaction - INFO - Epoch [78][640/940] lr: 0.00050, eta: 4:45:25, time: 0.850, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9243, loss: 0.9243 2020-06-27 15:54:01,360 - mmaction - INFO - Epoch [78][660/940] lr: 0.00050, eta: 4:45:09, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.3029, loss: 1.3029 2020-06-27 15:54:18,952 - mmaction - INFO - Epoch [78][680/940] lr: 0.00050, eta: 4:44:53, time: 0.881, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.9364, loss: 0.9364 2020-06-27 15:54:34,900 - mmaction - INFO - Epoch [78][700/940] lr: 0.00050, eta: 4:44:36, time: 0.795, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9501, loss: 0.9501 2020-06-27 15:54:51,672 - mmaction - INFO - Epoch [78][720/940] lr: 0.00050, eta: 4:44:20, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8780, loss: 0.8780 2020-06-27 15:55:07,914 - mmaction - INFO - Epoch [78][740/940] lr: 0.00050, eta: 4:44:04, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.1448, loss: 1.1448 2020-06-27 15:55:24,086 - mmaction - INFO - Epoch [78][760/940] lr: 0.00050, eta: 4:43:47, time: 0.809, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.1596, loss: 1.1596 2020-06-27 15:55:40,648 - mmaction - INFO - Epoch [78][780/940] lr: 0.00050, eta: 4:43:31, time: 0.828, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.0630, loss: 1.0630 2020-06-27 15:55:57,774 - mmaction - INFO - Epoch [78][800/940] lr: 0.00050, eta: 4:43:15, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 1.1176, loss: 1.1176 2020-06-27 15:56:13,851 - mmaction - INFO - Epoch [78][820/940] lr: 0.00050, eta: 4:42:59, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0539, loss: 1.0539 2020-06-27 15:56:31,521 - mmaction - INFO - Epoch [78][840/940] lr: 0.00050, eta: 4:42:43, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 0.9741, loss: 0.9741 2020-06-27 15:56:48,569 - mmaction - INFO - Epoch [78][860/940] lr: 0.00050, eta: 4:42:27, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.8905, loss: 0.8905 2020-06-27 15:57:04,887 - mmaction - INFO - Epoch [78][880/940] lr: 0.00050, eta: 4:42:10, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.7850, loss: 0.7850 2020-06-27 15:57:21,113 - mmaction - INFO - Epoch [78][900/940] lr: 0.00050, eta: 4:41:54, time: 0.812, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.7515, loss: 0.7515 2020-06-27 15:57:38,122 - mmaction - INFO - Epoch [78][920/940] lr: 0.00050, eta: 4:41:38, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8826, loss: 0.8826 2020-06-27 15:57:54,277 - mmaction - INFO - Epoch [78][940/940] lr: 0.00050, eta: 4:41:21, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7338, top5_acc: 0.9091, loss_cls: 1.0441, loss: 1.0441 2020-06-27 16:00:43,416 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 16:00:44,436 - mmaction - INFO - top1_acc 0.7222 top5_acc 0.9018 2020-06-27 16:00:44,437 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 16:00:44,535 - mmaction - INFO - mean_acc 0.7221 2020-06-27 16:00:44,576 - mmaction - INFO - Epoch [78][940/940] lr: 0.00050, top1_acc: 0.7222, top5_acc: 0.9018, mean_class_accuracy: 0.7221 2020-06-27 16:01:07,700 - mmaction - INFO - Epoch [79][20/940] lr: 0.00050, eta: 4:41:07, time: 1.150, data_time: 0.396, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9385, loss: 0.9385 2020-06-27 16:01:21,743 - mmaction - INFO - Epoch [79][40/940] lr: 0.00050, eta: 4:40:50, time: 0.703, data_time: 0.008, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 1.0552, loss: 1.0552 2020-06-27 16:01:37,948 - mmaction - INFO - Epoch [79][60/940] lr: 0.00050, eta: 4:40:34, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.1977, loss: 1.1977 2020-06-27 16:01:54,175 - mmaction - INFO - Epoch [79][80/940] lr: 0.00050, eta: 4:40:17, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8928, loss: 0.8928 2020-06-27 16:02:09,717 - mmaction - INFO - Epoch [79][100/940] lr: 0.00050, eta: 4:40:01, time: 0.782, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9692, loss: 0.9692 2020-06-27 16:02:25,807 - mmaction - INFO - Epoch [79][120/940] lr: 0.00050, eta: 4:39:44, time: 0.802, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9283, loss: 0.9283 2020-06-27 16:02:42,525 - mmaction - INFO - Epoch [79][140/940] lr: 0.00050, eta: 4:39:28, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.8699, loss: 0.8699 2020-06-27 16:02:58,825 - mmaction - INFO - Epoch [79][160/940] lr: 0.00050, eta: 4:39:12, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 0.9991, loss: 0.9991 2020-06-27 16:03:15,735 - mmaction - INFO - Epoch [79][180/940] lr: 0.00050, eta: 4:38:56, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9341, loss: 0.9341 2020-06-27 16:03:32,978 - mmaction - INFO - Epoch [79][200/940] lr: 0.00050, eta: 4:38:40, time: 0.860, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.8711, loss: 0.8711 2020-06-27 16:03:49,376 - mmaction - INFO - Epoch [79][220/940] lr: 0.00050, eta: 4:38:23, time: 0.822, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9237, loss: 0.9237 2020-06-27 16:04:06,389 - mmaction - INFO - Epoch [79][240/940] lr: 0.00050, eta: 4:38:07, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1147, loss: 1.1147 2020-06-27 16:04:22,510 - mmaction - INFO - Epoch [79][260/940] lr: 0.00050, eta: 4:37:51, time: 0.807, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8812, loss_cls: 1.0312, loss: 1.0312 2020-06-27 16:04:39,954 - mmaction - INFO - Epoch [79][280/940] lr: 0.00050, eta: 4:37:35, time: 0.870, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0410, loss: 1.0410 2020-06-27 16:04:56,789 - mmaction - INFO - Epoch [79][300/940] lr: 0.00050, eta: 4:37:19, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.1056, loss: 1.1056 2020-06-27 16:05:13,203 - mmaction - INFO - Epoch [79][320/940] lr: 0.00050, eta: 4:37:02, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9575, loss: 0.9575 2020-06-27 16:05:29,673 - mmaction - INFO - Epoch [79][340/940] lr: 0.00050, eta: 4:36:46, time: 0.823, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0042, loss: 1.0042 2020-06-27 16:05:46,346 - mmaction - INFO - Epoch [79][360/940] lr: 0.00050, eta: 4:36:30, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8500, loss_cls: 1.1260, loss: 1.1260 2020-06-27 16:06:03,106 - mmaction - INFO - Epoch [79][380/940] lr: 0.00050, eta: 4:36:13, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9062, loss_cls: 1.1287, loss: 1.1287 2020-06-27 16:06:20,608 - mmaction - INFO - Epoch [79][400/940] lr: 0.00050, eta: 4:35:57, time: 0.874, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1017, loss: 1.1017 2020-06-27 16:06:37,285 - mmaction - INFO - Epoch [79][420/940] lr: 0.00050, eta: 4:35:41, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2669, loss: 1.2669 2020-06-27 16:06:54,404 - mmaction - INFO - Epoch [79][440/940] lr: 0.00050, eta: 4:35:25, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9461, loss: 0.9461 2020-06-27 16:07:11,482 - mmaction - INFO - Epoch [79][460/940] lr: 0.00050, eta: 4:35:09, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8163, loss: 0.8163 2020-06-27 16:07:28,215 - mmaction - INFO - Epoch [79][480/940] lr: 0.00050, eta: 4:34:53, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 0.9935, loss: 0.9935 2020-06-27 16:07:44,592 - mmaction - INFO - Epoch [79][500/940] lr: 0.00050, eta: 4:34:36, time: 0.822, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9272, loss: 0.9272 2020-06-27 16:08:02,059 - mmaction - INFO - Epoch [79][520/940] lr: 0.00050, eta: 4:34:20, time: 0.871, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0972, loss: 1.0972 2020-06-27 16:08:18,932 - mmaction - INFO - Epoch [79][540/940] lr: 0.00050, eta: 4:34:04, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.8410, loss: 0.8410 2020-06-27 16:08:35,694 - mmaction - INFO - Epoch [79][560/940] lr: 0.00050, eta: 4:33:48, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9301, loss: 0.9301 2020-06-27 16:08:52,377 - mmaction - INFO - Epoch [79][580/940] lr: 0.00050, eta: 4:33:32, time: 0.833, data_time: 0.004, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9187, loss_cls: 0.7830, loss: 0.7830 2020-06-27 16:09:08,808 - mmaction - INFO - Epoch [79][600/940] lr: 0.00050, eta: 4:33:16, time: 0.822, data_time: 0.003, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.8375, loss: 0.8375 2020-06-27 16:09:25,620 - mmaction - INFO - Epoch [79][620/940] lr: 0.00050, eta: 4:32:59, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8875, loss_cls: 1.0743, loss: 1.0743 2020-06-27 16:09:42,467 - mmaction - INFO - Epoch [79][640/940] lr: 0.00050, eta: 4:32:43, time: 0.842, data_time: 0.002, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.1674, loss: 1.1674 2020-06-27 16:09:58,921 - mmaction - INFO - Epoch [79][660/940] lr: 0.00050, eta: 4:32:27, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9423, loss: 0.9423 2020-06-27 16:10:15,836 - mmaction - INFO - Epoch [79][680/940] lr: 0.00050, eta: 4:32:11, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8812, loss_cls: 1.0083, loss: 1.0083 2020-06-27 16:10:33,483 - mmaction - INFO - Epoch [79][700/940] lr: 0.00050, eta: 4:31:55, time: 0.882, data_time: 0.002, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.9250, loss: 0.9250 2020-06-27 16:10:49,953 - mmaction - INFO - Epoch [79][720/940] lr: 0.00050, eta: 4:31:38, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0731, loss: 1.0731 2020-06-27 16:11:07,672 - mmaction - INFO - Epoch [79][740/940] lr: 0.00050, eta: 4:31:22, time: 0.886, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8625, loss_cls: 1.1369, loss: 1.1369 2020-06-27 16:11:23,985 - mmaction - INFO - Epoch [79][760/940] lr: 0.00050, eta: 4:31:06, time: 0.816, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1128, loss: 1.1128 2020-06-27 16:11:40,575 - mmaction - INFO - Epoch [79][780/940] lr: 0.00050, eta: 4:30:50, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0915, loss: 1.0915 2020-06-27 16:11:56,734 - mmaction - INFO - Epoch [79][800/940] lr: 0.00050, eta: 4:30:33, time: 0.811, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0289, loss: 1.0289 2020-06-27 16:12:13,745 - mmaction - INFO - Epoch [79][820/940] lr: 0.00050, eta: 4:30:17, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.8289, loss: 0.8289 2020-06-27 16:12:30,946 - mmaction - INFO - Epoch [79][840/940] lr: 0.00050, eta: 4:30:01, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0561, loss: 1.0561 2020-06-27 16:12:47,665 - mmaction - INFO - Epoch [79][860/940] lr: 0.00050, eta: 4:29:45, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.2454, loss: 1.2454 2020-06-27 16:13:04,754 - mmaction - INFO - Epoch [79][880/940] lr: 0.00050, eta: 4:29:29, time: 0.855, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.8477, loss: 0.8477 2020-06-27 16:13:22,220 - mmaction - INFO - Epoch [79][900/940] lr: 0.00050, eta: 4:29:13, time: 0.871, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.0254, loss: 1.0254 2020-06-27 16:13:38,838 - mmaction - INFO - Epoch [79][920/940] lr: 0.00050, eta: 4:28:57, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8625, loss_cls: 1.0355, loss: 1.0355 2020-06-27 16:13:55,589 - mmaction - INFO - Epoch [79][940/940] lr: 0.00050, eta: 4:28:40, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.7143, top5_acc: 0.8896, loss_cls: 1.2391, loss: 1.2391 2020-06-27 16:14:17,207 - mmaction - INFO - Epoch [80][20/940] lr: 0.00050, eta: 4:28:25, time: 1.007, data_time: 0.321, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2387, loss: 1.2387 2020-06-27 16:14:32,681 - mmaction - INFO - Epoch [80][40/940] lr: 0.00050, eta: 4:28:08, time: 0.774, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9552, loss: 0.9552 2020-06-27 16:14:49,201 - mmaction - INFO - Epoch [80][60/940] lr: 0.00050, eta: 4:27:52, time: 0.824, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9445, loss: 0.9445 2020-06-27 16:15:06,395 - mmaction - INFO - Epoch [80][80/940] lr: 0.00050, eta: 4:27:36, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9710, loss: 0.9710 2020-06-27 16:15:22,797 - mmaction - INFO - Epoch [80][100/940] lr: 0.00050, eta: 4:27:20, time: 0.820, data_time: 0.002, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.9044, loss: 0.9044 2020-06-27 16:15:39,215 - mmaction - INFO - Epoch [80][120/940] lr: 0.00050, eta: 4:27:03, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0249, loss: 1.0249 2020-06-27 16:15:55,658 - mmaction - INFO - Epoch [80][140/940] lr: 0.00050, eta: 4:26:47, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 0.9981, loss: 0.9981 2020-06-27 16:16:12,409 - mmaction - INFO - Epoch [80][160/940] lr: 0.00050, eta: 4:26:31, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9793, loss: 0.9793 2020-06-27 16:16:30,113 - mmaction - INFO - Epoch [80][180/940] lr: 0.00050, eta: 4:26:15, time: 0.885, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.7077, loss: 0.7077 2020-06-27 16:16:47,283 - mmaction - INFO - Epoch [80][200/940] lr: 0.00050, eta: 4:25:59, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0095, loss: 1.0095 2020-06-27 16:17:03,933 - mmaction - INFO - Epoch [80][220/940] lr: 0.00050, eta: 4:25:43, time: 0.833, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.8105, loss: 0.8105 2020-06-27 16:17:21,393 - mmaction - INFO - Epoch [80][240/940] lr: 0.00050, eta: 4:25:27, time: 0.871, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9111, loss: 0.9111 2020-06-27 16:17:37,433 - mmaction - INFO - Epoch [80][260/940] lr: 0.00050, eta: 4:25:10, time: 0.804, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9313, loss_cls: 0.9742, loss: 0.9742 2020-06-27 16:17:54,326 - mmaction - INFO - Epoch [80][280/940] lr: 0.00050, eta: 4:24:54, time: 0.844, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7471, loss: 0.7471 2020-06-27 16:18:11,418 - mmaction - INFO - Epoch [80][300/940] lr: 0.00050, eta: 4:24:38, time: 0.854, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0308, loss: 1.0308 2020-06-27 16:18:28,548 - mmaction - INFO - Epoch [80][320/940] lr: 0.00050, eta: 4:24:22, time: 0.858, data_time: 0.005, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.7041, loss: 0.7041 2020-06-27 16:18:45,248 - mmaction - INFO - Epoch [80][340/940] lr: 0.00050, eta: 4:24:05, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9472, loss: 0.9472 2020-06-27 16:19:02,288 - mmaction - INFO - Epoch [80][360/940] lr: 0.00050, eta: 4:23:49, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9852, loss: 0.9852 2020-06-27 16:19:20,273 - mmaction - INFO - Epoch [80][380/940] lr: 0.00050, eta: 4:23:33, time: 0.897, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9588, loss: 0.9588 2020-06-27 16:19:36,698 - mmaction - INFO - Epoch [80][400/940] lr: 0.00050, eta: 4:23:17, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1247, loss: 1.1247 2020-06-27 16:19:53,438 - mmaction - INFO - Epoch [80][420/940] lr: 0.00050, eta: 4:23:01, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1366, loss: 1.1366 2020-06-27 16:20:10,481 - mmaction - INFO - Epoch [80][440/940] lr: 0.00050, eta: 4:22:45, time: 0.851, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1449, loss: 1.1449 2020-06-27 16:20:27,236 - mmaction - INFO - Epoch [80][460/940] lr: 0.00050, eta: 4:22:28, time: 0.838, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9504, loss: 0.9504 2020-06-27 16:20:44,413 - mmaction - INFO - Epoch [80][480/940] lr: 0.00050, eta: 4:22:12, time: 0.858, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.7591, loss: 0.7591 2020-06-27 16:21:01,978 - mmaction - INFO - Epoch [80][500/940] lr: 0.00050, eta: 4:21:56, time: 0.880, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.2039, loss: 1.2039 2020-06-27 16:21:18,690 - mmaction - INFO - Epoch [80][520/940] lr: 0.00050, eta: 4:21:40, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.9284, loss: 0.9284 2020-06-27 16:21:35,634 - mmaction - INFO - Epoch [80][540/940] lr: 0.00050, eta: 4:21:24, time: 0.847, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1514, loss: 1.1514 2020-06-27 16:21:52,695 - mmaction - INFO - Epoch [80][560/940] lr: 0.00050, eta: 4:21:08, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9613, loss: 0.9613 2020-06-27 16:22:09,103 - mmaction - INFO - Epoch [80][580/940] lr: 0.00050, eta: 4:20:51, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8500, loss_cls: 1.1857, loss: 1.1857 2020-06-27 16:22:25,708 - mmaction - INFO - Epoch [80][600/940] lr: 0.00050, eta: 4:20:35, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7653, loss: 0.7653 2020-06-27 16:22:42,909 - mmaction - INFO - Epoch [80][620/940] lr: 0.00050, eta: 4:20:19, time: 0.863, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 0.8941, loss: 0.8941 2020-06-27 16:22:59,397 - mmaction - INFO - Epoch [80][640/940] lr: 0.00050, eta: 4:20:03, time: 0.824, data_time: 0.002, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.8759, loss: 0.8759 2020-06-27 16:23:16,531 - mmaction - INFO - Epoch [80][660/940] lr: 0.00050, eta: 4:19:47, time: 0.856, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 0.9768, loss: 0.9768 2020-06-27 16:23:33,197 - mmaction - INFO - Epoch [80][680/940] lr: 0.00050, eta: 4:19:30, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0505, loss: 1.0505 2020-06-27 16:23:49,918 - mmaction - INFO - Epoch [80][700/940] lr: 0.00050, eta: 4:19:14, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2837, loss: 1.2837 2020-06-27 16:24:06,679 - mmaction - INFO - Epoch [80][720/940] lr: 0.00050, eta: 4:18:58, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0461, loss: 1.0461 2020-06-27 16:24:23,925 - mmaction - INFO - Epoch [80][740/940] lr: 0.00050, eta: 4:18:42, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9127, loss: 0.9127 2020-06-27 16:24:41,247 - mmaction - INFO - Epoch [80][760/940] lr: 0.00050, eta: 4:18:26, time: 0.864, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.0541, loss: 1.0541 2020-06-27 16:24:58,439 - mmaction - INFO - Epoch [80][780/940] lr: 0.00050, eta: 4:18:10, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8461, loss: 0.8461 2020-06-27 16:25:15,418 - mmaction - INFO - Epoch [80][800/940] lr: 0.00050, eta: 4:17:53, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 0.9993, loss: 0.9993 2020-06-27 16:25:32,334 - mmaction - INFO - Epoch [80][820/940] lr: 0.00050, eta: 4:17:37, time: 0.848, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0946, loss: 1.0946 2020-06-27 16:25:49,452 - mmaction - INFO - Epoch [80][840/940] lr: 0.00050, eta: 4:17:21, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9939, loss: 0.9939 2020-06-27 16:26:07,272 - mmaction - INFO - Epoch [80][860/940] lr: 0.00050, eta: 4:17:05, time: 0.892, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9187, loss_cls: 0.9917, loss: 0.9917 2020-06-27 16:26:23,673 - mmaction - INFO - Epoch [80][880/940] lr: 0.00050, eta: 4:16:49, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8812, loss_cls: 1.0559, loss: 1.0559 2020-06-27 16:26:40,466 - mmaction - INFO - Epoch [80][900/940] lr: 0.00050, eta: 4:16:32, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0166, loss: 1.0166 2020-06-27 16:26:57,985 - mmaction - INFO - Epoch [80][920/940] lr: 0.00050, eta: 4:16:16, time: 0.874, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8625, loss_cls: 1.1004, loss: 1.1004 2020-06-27 16:27:14,444 - mmaction - INFO - Epoch [80][940/940] lr: 0.00050, eta: 4:16:00, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7532, top5_acc: 0.9156, loss_cls: 1.0099, loss: 1.0099 2020-06-27 16:30:06,196 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 16:30:07,203 - mmaction - INFO - top1_acc 0.7246 top5_acc 0.9037 2020-06-27 16:30:07,203 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 16:30:07,266 - mmaction - INFO - mean_acc 0.7246 2020-06-27 16:30:07,274 - mmaction - INFO - Epoch [80][940/940] lr: 0.00050, top1_acc: 0.7246, top5_acc: 0.9037, mean_class_accuracy: 0.7246 2020-06-27 16:30:26,754 - mmaction - INFO - Epoch [81][20/940] lr: 0.00005, eta: 4:15:45, time: 0.971, data_time: 0.312, memory: 7079, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2802, loss: 1.2802 2020-06-27 16:30:41,067 - mmaction - INFO - Epoch [81][40/940] lr: 0.00005, eta: 4:15:28, time: 0.715, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0854, loss: 1.0854 2020-06-27 16:30:56,420 - mmaction - INFO - Epoch [81][60/940] lr: 0.00005, eta: 4:15:11, time: 0.770, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 0.9473, loss: 0.9473 2020-06-27 16:31:13,112 - mmaction - INFO - Epoch [81][80/940] lr: 0.00005, eta: 4:14:55, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1435, loss: 1.1435 2020-06-27 16:31:29,419 - mmaction - INFO - Epoch [81][100/940] lr: 0.00005, eta: 4:14:39, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.7218, loss: 0.7218 2020-06-27 16:31:46,150 - mmaction - INFO - Epoch [81][120/940] lr: 0.00005, eta: 4:14:22, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 0.8673, loss: 0.8673 2020-06-27 16:32:03,009 - mmaction - INFO - Epoch [81][140/940] lr: 0.00005, eta: 4:14:06, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.8851, loss: 0.8851 2020-06-27 16:32:20,163 - mmaction - INFO - Epoch [81][160/940] lr: 0.00005, eta: 4:13:50, time: 0.856, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9988, loss: 0.9988 2020-06-27 16:32:37,924 - mmaction - INFO - Epoch [81][180/940] lr: 0.00005, eta: 4:13:34, time: 0.890, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2127, loss: 1.2127 2020-06-27 16:32:54,535 - mmaction - INFO - Epoch [81][200/940] lr: 0.00005, eta: 4:13:18, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0073, loss: 1.0073 2020-06-27 16:33:11,132 - mmaction - INFO - Epoch [81][220/940] lr: 0.00005, eta: 4:13:01, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9039, loss: 0.9039 2020-06-27 16:33:27,823 - mmaction - INFO - Epoch [81][240/940] lr: 0.00005, eta: 4:12:45, time: 0.833, data_time: 0.007, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.7534, loss: 0.7534 2020-06-27 16:33:44,597 - mmaction - INFO - Epoch [81][260/940] lr: 0.00005, eta: 4:12:29, time: 0.841, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 0.9316, loss: 0.9316 2020-06-27 16:34:01,900 - mmaction - INFO - Epoch [81][280/940] lr: 0.00005, eta: 4:12:13, time: 0.864, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.9529, loss: 0.9529 2020-06-27 16:34:18,402 - mmaction - INFO - Epoch [81][300/940] lr: 0.00005, eta: 4:11:56, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 1.0088, loss: 1.0088 2020-06-27 16:34:35,447 - mmaction - INFO - Epoch [81][320/940] lr: 0.00005, eta: 4:11:40, time: 0.850, data_time: 0.004, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7638, loss: 0.7638 2020-06-27 16:34:52,333 - mmaction - INFO - Epoch [81][340/940] lr: 0.00005, eta: 4:11:24, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.8773, loss: 0.8773 2020-06-27 16:35:09,246 - mmaction - INFO - Epoch [81][360/940] lr: 0.00005, eta: 4:11:08, time: 0.845, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8396, loss: 0.8396 2020-06-27 16:35:25,681 - mmaction - INFO - Epoch [81][380/940] lr: 0.00005, eta: 4:10:52, time: 0.823, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9291, loss: 0.9291 2020-06-27 16:35:42,757 - mmaction - INFO - Epoch [81][400/940] lr: 0.00005, eta: 4:10:35, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 0.9082, loss: 0.9082 2020-06-27 16:36:00,201 - mmaction - INFO - Epoch [81][420/940] lr: 0.00005, eta: 4:10:19, time: 0.874, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8580, loss: 0.8580 2020-06-27 16:36:16,684 - mmaction - INFO - Epoch [81][440/940] lr: 0.00005, eta: 4:10:03, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0047, loss: 1.0047 2020-06-27 16:36:33,524 - mmaction - INFO - Epoch [81][460/940] lr: 0.00005, eta: 4:09:47, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9159, loss: 0.9159 2020-06-27 16:36:50,231 - mmaction - INFO - Epoch [81][480/940] lr: 0.00005, eta: 4:09:31, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9090, loss: 0.9090 2020-06-27 16:37:06,638 - mmaction - INFO - Epoch [81][500/940] lr: 0.00005, eta: 4:09:14, time: 0.823, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0473, loss: 1.0473 2020-06-27 16:37:24,327 - mmaction - INFO - Epoch [81][520/940] lr: 0.00005, eta: 4:08:58, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0065, loss: 1.0065 2020-06-27 16:37:40,767 - mmaction - INFO - Epoch [81][540/940] lr: 0.00005, eta: 4:08:42, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8801, loss: 0.8801 2020-06-27 16:37:57,577 - mmaction - INFO - Epoch [81][560/940] lr: 0.00005, eta: 4:08:26, time: 0.840, data_time: 0.003, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.8397, loss: 0.8397 2020-06-27 16:38:14,323 - mmaction - INFO - Epoch [81][580/940] lr: 0.00005, eta: 4:08:09, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9531, loss: 0.9531 2020-06-27 16:38:31,202 - mmaction - INFO - Epoch [81][600/940] lr: 0.00005, eta: 4:07:53, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7635, loss: 0.7635 2020-06-27 16:38:48,119 - mmaction - INFO - Epoch [81][620/940] lr: 0.00005, eta: 4:07:37, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9436, loss: 0.9436 2020-06-27 16:39:05,162 - mmaction - INFO - Epoch [81][640/940] lr: 0.00005, eta: 4:07:21, time: 0.853, data_time: 0.003, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 1.0223, loss: 1.0223 2020-06-27 16:39:22,286 - mmaction - INFO - Epoch [81][660/940] lr: 0.00005, eta: 4:07:05, time: 0.856, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 1.0087, loss: 1.0087 2020-06-27 16:39:38,630 - mmaction - INFO - Epoch [81][680/940] lr: 0.00005, eta: 4:06:48, time: 0.817, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9169, loss: 0.9169 2020-06-27 16:39:55,408 - mmaction - INFO - Epoch [81][700/940] lr: 0.00005, eta: 4:06:32, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.8255, loss: 0.8255 2020-06-27 16:40:13,184 - mmaction - INFO - Epoch [81][720/940] lr: 0.00005, eta: 4:06:16, time: 0.890, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9697, loss: 0.9697 2020-06-27 16:40:29,448 - mmaction - INFO - Epoch [81][740/940] lr: 0.00005, eta: 4:06:00, time: 0.813, data_time: 0.002, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0679, loss: 1.0679 2020-06-27 16:40:47,139 - mmaction - INFO - Epoch [81][760/940] lr: 0.00005, eta: 4:05:44, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0024, loss: 1.0024 2020-06-27 16:41:03,596 - mmaction - INFO - Epoch [81][780/940] lr: 0.00005, eta: 4:05:27, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9336, loss: 0.9336 2020-06-27 16:41:20,515 - mmaction - INFO - Epoch [81][800/940] lr: 0.00005, eta: 4:05:11, time: 0.845, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 0.9807, loss: 0.9807 2020-06-27 16:41:37,199 - mmaction - INFO - Epoch [81][820/940] lr: 0.00005, eta: 4:04:55, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0027, loss: 1.0027 2020-06-27 16:41:54,827 - mmaction - INFO - Epoch [81][840/940] lr: 0.00005, eta: 4:04:39, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 1.0261, loss: 1.0261 2020-06-27 16:42:11,671 - mmaction - INFO - Epoch [81][860/940] lr: 0.00005, eta: 4:04:23, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.8690, loss: 0.8690 2020-06-27 16:42:28,655 - mmaction - INFO - Epoch [81][880/940] lr: 0.00005, eta: 4:04:06, time: 0.849, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.9071, loss: 0.9071 2020-06-27 16:42:45,042 - mmaction - INFO - Epoch [81][900/940] lr: 0.00005, eta: 4:03:50, time: 0.819, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.8861, loss: 0.8861 2020-06-27 16:43:02,076 - mmaction - INFO - Epoch [81][920/940] lr: 0.00005, eta: 4:03:34, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.7977, loss: 0.7977 2020-06-27 16:43:18,011 - mmaction - INFO - Epoch [81][940/940] lr: 0.00005, eta: 4:03:17, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7857, top5_acc: 0.9026, loss_cls: 0.9689, loss: 0.9689 2020-06-27 16:43:40,256 - mmaction - INFO - Epoch [82][20/940] lr: 0.00005, eta: 4:03:02, time: 1.035, data_time: 0.331, memory: 7079, top1_acc: 0.7937, top5_acc: 0.8938, loss_cls: 0.9230, loss: 0.9230 2020-06-27 16:43:55,636 - mmaction - INFO - Epoch [82][40/940] lr: 0.00005, eta: 4:02:45, time: 0.767, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.0953, loss: 1.0953 2020-06-27 16:44:12,950 - mmaction - INFO - Epoch [82][60/940] lr: 0.00005, eta: 4:02:29, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.1742, loss: 1.1742 2020-06-27 16:44:29,391 - mmaction - INFO - Epoch [82][80/940] lr: 0.00005, eta: 4:02:13, time: 0.819, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.8998, loss: 0.8998 2020-06-27 16:44:45,534 - mmaction - INFO - Epoch [82][100/940] lr: 0.00005, eta: 4:01:57, time: 0.810, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8472, loss: 0.8472 2020-06-27 16:45:02,753 - mmaction - INFO - Epoch [82][120/940] lr: 0.00005, eta: 4:01:41, time: 0.860, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.1021, loss: 1.1021 2020-06-27 16:45:19,340 - mmaction - INFO - Epoch [82][140/940] lr: 0.00005, eta: 4:01:24, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 0.9300, loss: 0.9300 2020-06-27 16:45:36,037 - mmaction - INFO - Epoch [82][160/940] lr: 0.00005, eta: 4:01:08, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8681, loss: 0.8681 2020-06-27 16:45:53,254 - mmaction - INFO - Epoch [82][180/940] lr: 0.00005, eta: 4:00:52, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9869, loss: 0.9869 2020-06-27 16:46:10,090 - mmaction - INFO - Epoch [82][200/940] lr: 0.00005, eta: 4:00:36, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9313, loss_cls: 0.8085, loss: 0.8085 2020-06-27 16:46:26,640 - mmaction - INFO - Epoch [82][220/940] lr: 0.00005, eta: 4:00:19, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8883, loss: 0.8883 2020-06-27 16:46:44,375 - mmaction - INFO - Epoch [82][240/940] lr: 0.00005, eta: 4:00:03, time: 0.884, data_time: 0.004, memory: 7079, top1_acc: 0.8438, top5_acc: 0.9500, loss_cls: 0.6746, loss: 0.6746 2020-06-27 16:47:01,258 - mmaction - INFO - Epoch [82][260/940] lr: 0.00005, eta: 3:59:47, time: 0.847, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 1.0118, loss: 1.0118 2020-06-27 16:47:17,687 - mmaction - INFO - Epoch [82][280/940] lr: 0.00005, eta: 3:59:31, time: 0.820, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8754, loss: 0.8754 2020-06-27 16:47:34,151 - mmaction - INFO - Epoch [82][300/940] lr: 0.00005, eta: 3:59:14, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8503, loss: 0.8503 2020-06-27 16:47:50,387 - mmaction - INFO - Epoch [82][320/940] lr: 0.00005, eta: 3:58:58, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 0.7770, loss: 0.7770 2020-06-27 16:48:07,659 - mmaction - INFO - Epoch [82][340/940] lr: 0.00005, eta: 3:58:42, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1018, loss: 1.1018 2020-06-27 16:48:24,296 - mmaction - INFO - Epoch [82][360/940] lr: 0.00005, eta: 3:58:26, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0801, loss: 1.0801 2020-06-27 16:48:41,453 - mmaction - INFO - Epoch [82][380/940] lr: 0.00005, eta: 3:58:09, time: 0.861, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.7391, loss: 0.7391 2020-06-27 16:48:58,031 - mmaction - INFO - Epoch [82][400/940] lr: 0.00005, eta: 3:57:53, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0876, loss: 1.0876 2020-06-27 16:49:14,958 - mmaction - INFO - Epoch [82][420/940] lr: 0.00005, eta: 3:57:37, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9250, loss_cls: 1.0719, loss: 1.0719 2020-06-27 16:49:31,907 - mmaction - INFO - Epoch [82][440/940] lr: 0.00005, eta: 3:57:21, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9732, loss: 0.9732 2020-06-27 16:49:48,962 - mmaction - INFO - Epoch [82][460/940] lr: 0.00005, eta: 3:57:04, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0125, loss: 1.0125 2020-06-27 16:50:06,533 - mmaction - INFO - Epoch [82][480/940] lr: 0.00005, eta: 3:56:48, time: 0.878, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9125, loss: 0.9125 2020-06-27 16:50:22,671 - mmaction - INFO - Epoch [82][500/940] lr: 0.00005, eta: 3:56:32, time: 0.807, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 0.7978, loss: 0.7978 2020-06-27 16:50:39,809 - mmaction - INFO - Epoch [82][520/940] lr: 0.00005, eta: 3:56:16, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8624, loss: 0.8624 2020-06-27 16:50:56,376 - mmaction - INFO - Epoch [82][540/940] lr: 0.00005, eta: 3:56:00, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0020, loss: 1.0020 2020-06-27 16:51:14,112 - mmaction - INFO - Epoch [82][560/940] lr: 0.00005, eta: 3:55:43, time: 0.884, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1631, loss: 1.1631 2020-06-27 16:51:30,326 - mmaction - INFO - Epoch [82][580/940] lr: 0.00005, eta: 3:55:27, time: 0.814, data_time: 0.007, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.8348, loss: 0.8348 2020-06-27 16:51:47,452 - mmaction - INFO - Epoch [82][600/940] lr: 0.00005, eta: 3:55:11, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.6615, loss: 0.6615 2020-06-27 16:52:04,612 - mmaction - INFO - Epoch [82][620/940] lr: 0.00005, eta: 3:54:55, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 0.8484, loss: 0.8484 2020-06-27 16:52:21,212 - mmaction - INFO - Epoch [82][640/940] lr: 0.00005, eta: 3:54:38, time: 0.830, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0461, loss: 1.0461 2020-06-27 16:52:39,141 - mmaction - INFO - Epoch [82][660/940] lr: 0.00005, eta: 3:54:22, time: 0.894, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8951, loss: 0.8951 2020-06-27 16:52:55,870 - mmaction - INFO - Epoch [82][680/940] lr: 0.00005, eta: 3:54:06, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.8295, loss: 0.8295 2020-06-27 16:53:12,821 - mmaction - INFO - Epoch [82][700/940] lr: 0.00005, eta: 3:53:50, time: 0.848, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0146, loss: 1.0146 2020-06-27 16:53:30,084 - mmaction - INFO - Epoch [82][720/940] lr: 0.00005, eta: 3:53:34, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0903, loss: 1.0903 2020-06-27 16:53:46,132 - mmaction - INFO - Epoch [82][740/940] lr: 0.00005, eta: 3:53:17, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9347, loss: 0.9347 2020-06-27 16:54:03,198 - mmaction - INFO - Epoch [82][760/940] lr: 0.00005, eta: 3:53:01, time: 0.850, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9230, loss: 0.9230 2020-06-27 16:54:20,592 - mmaction - INFO - Epoch [82][780/940] lr: 0.00005, eta: 3:52:45, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 0.9121, loss: 0.9121 2020-06-27 16:54:37,625 - mmaction - INFO - Epoch [82][800/940] lr: 0.00005, eta: 3:52:29, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9198, loss: 0.9198 2020-06-27 16:54:53,950 - mmaction - INFO - Epoch [82][820/940] lr: 0.00005, eta: 3:52:13, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0158, loss: 1.0158 2020-06-27 16:55:10,769 - mmaction - INFO - Epoch [82][840/940] lr: 0.00005, eta: 3:51:56, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8017, loss: 0.8017 2020-06-27 16:55:27,382 - mmaction - INFO - Epoch [82][860/940] lr: 0.00005, eta: 3:51:40, time: 0.831, data_time: 0.002, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.8821, loss: 0.8821 2020-06-27 16:55:44,075 - mmaction - INFO - Epoch [82][880/940] lr: 0.00005, eta: 3:51:24, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0241, loss: 1.0241 2020-06-27 16:56:01,814 - mmaction - INFO - Epoch [82][900/940] lr: 0.00005, eta: 3:51:08, time: 0.887, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.8366, loss: 0.8366 2020-06-27 16:56:18,612 - mmaction - INFO - Epoch [82][920/940] lr: 0.00005, eta: 3:50:51, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.9692, loss: 0.9692 2020-06-27 16:56:34,489 - mmaction - INFO - Epoch [82][940/940] lr: 0.00005, eta: 3:50:35, time: 0.796, data_time: 0.006, memory: 7079, top1_acc: 0.7727, top5_acc: 0.9416, loss_cls: 0.9808, loss: 0.9808 2020-06-27 16:59:25,365 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 16:59:26,372 - mmaction - INFO - top1_acc 0.7267 top5_acc 0.9057 2020-06-27 16:59:26,372 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 16:59:26,436 - mmaction - INFO - mean_acc 0.7266 2020-06-27 16:59:26,444 - mmaction - INFO - Epoch [82][940/940] lr: 0.00005, top1_acc: 0.7267, top5_acc: 0.9057, mean_class_accuracy: 0.7266 2020-06-27 16:59:46,050 - mmaction - INFO - Epoch [83][20/940] lr: 0.00005, eta: 3:50:19, time: 0.976, data_time: 0.318, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9138, loss: 0.9138 2020-06-27 17:00:00,672 - mmaction - INFO - Epoch [83][40/940] lr: 0.00005, eta: 3:50:03, time: 0.731, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8470, loss: 0.8470 2020-06-27 17:00:21,694 - mmaction - INFO - Epoch [83][60/940] lr: 0.00005, eta: 3:49:47, time: 1.051, data_time: 0.008, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9362, loss: 0.9362 2020-06-27 17:00:35,880 - mmaction - INFO - Epoch [83][80/940] lr: 0.00005, eta: 3:49:30, time: 0.713, data_time: 0.008, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9142, loss: 0.9142 2020-06-27 17:00:51,982 - mmaction - INFO - Epoch [83][100/940] lr: 0.00005, eta: 3:49:14, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8890, loss: 0.8890 2020-06-27 17:01:08,480 - mmaction - INFO - Epoch [83][120/940] lr: 0.00005, eta: 3:48:58, time: 0.827, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8827, loss: 0.8827 2020-06-27 17:01:24,529 - mmaction - INFO - Epoch [83][140/940] lr: 0.00005, eta: 3:48:41, time: 0.801, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 0.9842, loss: 0.9842 2020-06-27 17:01:41,640 - mmaction - INFO - Epoch [83][160/940] lr: 0.00005, eta: 3:48:25, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9210, loss: 0.9210 2020-06-27 17:01:58,384 - mmaction - INFO - Epoch [83][180/940] lr: 0.00005, eta: 3:48:09, time: 0.837, data_time: 0.003, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.3286, loss: 1.3286 2020-06-27 17:02:15,003 - mmaction - INFO - Epoch [83][200/940] lr: 0.00005, eta: 3:47:52, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.8911, loss: 0.8911 2020-06-27 17:02:31,709 - mmaction - INFO - Epoch [83][220/940] lr: 0.00005, eta: 3:47:36, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0419, loss: 1.0419 2020-06-27 17:02:48,418 - mmaction - INFO - Epoch [83][240/940] lr: 0.00005, eta: 3:47:20, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0223, loss: 1.0223 2020-06-27 17:03:05,121 - mmaction - INFO - Epoch [83][260/940] lr: 0.00005, eta: 3:47:04, time: 0.838, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.9181, loss: 0.9181 2020-06-27 17:03:21,712 - mmaction - INFO - Epoch [83][280/940] lr: 0.00005, eta: 3:46:47, time: 0.828, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9062, loss_cls: 0.8823, loss: 0.8823 2020-06-27 17:03:38,475 - mmaction - INFO - Epoch [83][300/940] lr: 0.00005, eta: 3:46:31, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9250, loss_cls: 0.8823, loss: 0.8823 2020-06-27 17:03:55,488 - mmaction - INFO - Epoch [83][320/940] lr: 0.00005, eta: 3:46:15, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9370, loss: 0.9370 2020-06-27 17:04:12,318 - mmaction - INFO - Epoch [83][340/940] lr: 0.00005, eta: 3:45:59, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8993, loss: 0.8993 2020-06-27 17:04:28,986 - mmaction - INFO - Epoch [83][360/940] lr: 0.00005, eta: 3:45:42, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9633, loss: 0.9633 2020-06-27 17:04:46,645 - mmaction - INFO - Epoch [83][380/940] lr: 0.00005, eta: 3:45:26, time: 0.885, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8625, loss_cls: 1.0842, loss: 1.0842 2020-06-27 17:05:02,968 - mmaction - INFO - Epoch [83][400/940] lr: 0.00005, eta: 3:45:10, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.2090, loss: 1.2090 2020-06-27 17:05:20,195 - mmaction - INFO - Epoch [83][420/940] lr: 0.00005, eta: 3:44:54, time: 0.863, data_time: 0.007, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8625, loss_cls: 1.1144, loss: 1.1144 2020-06-27 17:05:37,353 - mmaction - INFO - Epoch [83][440/940] lr: 0.00005, eta: 3:44:37, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9976, loss: 0.9976 2020-06-27 17:05:53,707 - mmaction - INFO - Epoch [83][460/940] lr: 0.00005, eta: 3:44:21, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8510, loss: 0.8510 2020-06-27 17:06:10,619 - mmaction - INFO - Epoch [83][480/940] lr: 0.00005, eta: 3:44:05, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7742, loss: 0.7742 2020-06-27 17:06:27,081 - mmaction - INFO - Epoch [83][500/940] lr: 0.00005, eta: 3:43:49, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.8758, loss: 0.8758 2020-06-27 17:06:44,854 - mmaction - INFO - Epoch [83][520/940] lr: 0.00005, eta: 3:43:33, time: 0.888, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1476, loss: 1.1476 2020-06-27 17:07:01,344 - mmaction - INFO - Epoch [83][540/940] lr: 0.00005, eta: 3:43:16, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0404, loss: 1.0404 2020-06-27 17:07:17,692 - mmaction - INFO - Epoch [83][560/940] lr: 0.00005, eta: 3:43:00, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0545, loss: 1.0545 2020-06-27 17:07:34,020 - mmaction - INFO - Epoch [83][580/940] lr: 0.00005, eta: 3:42:43, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0615, loss: 1.0615 2020-06-27 17:07:51,276 - mmaction - INFO - Epoch [83][600/940] lr: 0.00005, eta: 3:42:27, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0313, loss: 1.0313 2020-06-27 17:08:07,784 - mmaction - INFO - Epoch [83][620/940] lr: 0.00005, eta: 3:42:11, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.7918, loss: 0.7918 2020-06-27 17:08:24,284 - mmaction - INFO - Epoch [83][640/940] lr: 0.00005, eta: 3:41:55, time: 0.825, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0633, loss: 1.0633 2020-06-27 17:08:41,908 - mmaction - INFO - Epoch [83][660/940] lr: 0.00005, eta: 3:41:39, time: 0.880, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0560, loss: 1.0560 2020-06-27 17:08:58,692 - mmaction - INFO - Epoch [83][680/940] lr: 0.00005, eta: 3:41:22, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1455, loss: 1.1455 2020-06-27 17:09:15,373 - mmaction - INFO - Epoch [83][700/940] lr: 0.00005, eta: 3:41:06, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.0823, loss: 1.0823 2020-06-27 17:09:31,757 - mmaction - INFO - Epoch [83][720/940] lr: 0.00005, eta: 3:40:50, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9181, loss: 0.9181 2020-06-27 17:09:48,614 - mmaction - INFO - Epoch [83][740/940] lr: 0.00005, eta: 3:40:33, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1138, loss: 1.1138 2020-06-27 17:10:05,105 - mmaction - INFO - Epoch [83][760/940] lr: 0.00005, eta: 3:40:17, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9187, loss_cls: 0.8250, loss: 0.8250 2020-06-27 17:10:22,026 - mmaction - INFO - Epoch [83][780/940] lr: 0.00005, eta: 3:40:01, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0832, loss: 1.0832 2020-06-27 17:10:39,088 - mmaction - INFO - Epoch [83][800/940] lr: 0.00005, eta: 3:39:45, time: 0.856, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.3065, loss: 1.3065 2020-06-27 17:10:55,932 - mmaction - INFO - Epoch [83][820/940] lr: 0.00005, eta: 3:39:28, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2086, loss: 1.2086 2020-06-27 17:11:12,625 - mmaction - INFO - Epoch [83][840/940] lr: 0.00005, eta: 3:39:12, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9525, loss: 0.9525 2020-06-27 17:11:29,025 - mmaction - INFO - Epoch [83][860/940] lr: 0.00005, eta: 3:38:56, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9606, loss: 0.9606 2020-06-27 17:11:45,986 - mmaction - INFO - Epoch [83][880/940] lr: 0.00005, eta: 3:38:39, time: 0.848, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9356, loss: 0.9356 2020-06-27 17:12:02,460 - mmaction - INFO - Epoch [83][900/940] lr: 0.00005, eta: 3:38:23, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0992, loss: 1.0992 2020-06-27 17:12:19,236 - mmaction - INFO - Epoch [83][920/940] lr: 0.00005, eta: 3:38:07, time: 0.841, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.7999, loss: 0.7999 2020-06-27 17:12:35,208 - mmaction - INFO - Epoch [83][940/940] lr: 0.00005, eta: 3:37:50, time: 0.797, data_time: 0.006, memory: 7079, top1_acc: 0.7857, top5_acc: 0.9286, loss_cls: 0.9055, loss: 0.9055 2020-06-27 17:12:58,666 - mmaction - INFO - Epoch [84][20/940] lr: 0.00005, eta: 3:37:35, time: 1.095, data_time: 0.395, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1836, loss: 1.1836 2020-06-27 17:13:14,630 - mmaction - INFO - Epoch [84][40/940] lr: 0.00005, eta: 3:37:19, time: 0.795, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0155, loss: 1.0155 2020-06-27 17:13:30,639 - mmaction - INFO - Epoch [84][60/940] lr: 0.00005, eta: 3:37:02, time: 0.804, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 1.0424, loss: 1.0424 2020-06-27 17:13:47,258 - mmaction - INFO - Epoch [84][80/940] lr: 0.00005, eta: 3:36:46, time: 0.828, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 0.7868, loss: 0.7868 2020-06-27 17:14:04,628 - mmaction - INFO - Epoch [84][100/940] lr: 0.00005, eta: 3:36:30, time: 0.871, data_time: 0.007, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0694, loss: 1.0694 2020-06-27 17:14:20,744 - mmaction - INFO - Epoch [84][120/940] lr: 0.00005, eta: 3:36:13, time: 0.804, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 1.0429, loss: 1.0429 2020-06-27 17:14:37,630 - mmaction - INFO - Epoch [84][140/940] lr: 0.00005, eta: 3:35:57, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9516, loss: 0.9516 2020-06-27 17:14:54,163 - mmaction - INFO - Epoch [84][160/940] lr: 0.00005, eta: 3:35:41, time: 0.825, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0283, loss: 1.0283 2020-06-27 17:15:10,638 - mmaction - INFO - Epoch [84][180/940] lr: 0.00005, eta: 3:35:25, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 0.9972, loss: 0.9972 2020-06-27 17:15:27,854 - mmaction - INFO - Epoch [84][200/940] lr: 0.00005, eta: 3:35:08, time: 0.861, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 0.9869, loss: 0.9869 2020-06-27 17:15:44,548 - mmaction - INFO - Epoch [84][220/940] lr: 0.00005, eta: 3:34:52, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.8659, loss: 0.8659 2020-06-27 17:16:00,876 - mmaction - INFO - Epoch [84][240/940] lr: 0.00005, eta: 3:34:36, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0721, loss: 1.0721 2020-06-27 17:16:18,468 - mmaction - INFO - Epoch [84][260/940] lr: 0.00005, eta: 3:34:20, time: 0.878, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 0.9895, loss: 0.9895 2020-06-27 17:16:34,824 - mmaction - INFO - Epoch [84][280/940] lr: 0.00005, eta: 3:34:03, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.7602, loss: 0.7602 2020-06-27 17:16:51,107 - mmaction - INFO - Epoch [84][300/940] lr: 0.00005, eta: 3:33:47, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.8726, loss: 0.8726 2020-06-27 17:17:08,899 - mmaction - INFO - Epoch [84][320/940] lr: 0.00005, eta: 3:33:31, time: 0.891, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9563, loss_cls: 0.6749, loss: 0.6749 2020-06-27 17:17:25,181 - mmaction - INFO - Epoch [84][340/940] lr: 0.00005, eta: 3:33:14, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8727, loss: 0.8727 2020-06-27 17:17:42,050 - mmaction - INFO - Epoch [84][360/940] lr: 0.00005, eta: 3:32:58, time: 0.846, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 0.9783, loss: 0.9783 2020-06-27 17:17:58,410 - mmaction - INFO - Epoch [84][380/940] lr: 0.00005, eta: 3:32:42, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.8322, loss: 0.8322 2020-06-27 17:18:14,998 - mmaction - INFO - Epoch [84][400/940] lr: 0.00005, eta: 3:32:25, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1181, loss: 1.1181 2020-06-27 17:18:32,133 - mmaction - INFO - Epoch [84][420/940] lr: 0.00005, eta: 3:32:09, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0626, loss: 1.0626 2020-06-27 17:18:48,823 - mmaction - INFO - Epoch [84][440/940] lr: 0.00005, eta: 3:31:53, time: 0.834, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9251, loss: 0.9251 2020-06-27 17:19:06,527 - mmaction - INFO - Epoch [84][460/940] lr: 0.00005, eta: 3:31:37, time: 0.885, data_time: 0.004, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.8283, loss: 0.8283 2020-06-27 17:19:22,588 - mmaction - INFO - Epoch [84][480/940] lr: 0.00005, eta: 3:31:20, time: 0.802, data_time: 0.005, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9313, loss_cls: 0.7759, loss: 0.7759 2020-06-27 17:19:39,874 - mmaction - INFO - Epoch [84][500/940] lr: 0.00005, eta: 3:31:04, time: 0.865, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 0.9504, loss: 0.9504 2020-06-27 17:19:57,219 - mmaction - INFO - Epoch [84][520/940] lr: 0.00005, eta: 3:30:48, time: 0.866, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.0416, loss: 1.0416 2020-06-27 17:20:13,804 - mmaction - INFO - Epoch [84][540/940] lr: 0.00005, eta: 3:30:32, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.6687, top5_acc: 0.9062, loss_cls: 1.1688, loss: 1.1688 2020-06-27 17:20:30,490 - mmaction - INFO - Epoch [84][560/940] lr: 0.00005, eta: 3:30:15, time: 0.834, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9445, loss: 0.9445 2020-06-27 17:20:47,592 - mmaction - INFO - Epoch [84][580/940] lr: 0.00005, eta: 3:29:59, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8562, loss_cls: 1.0484, loss: 1.0484 2020-06-27 17:21:04,225 - mmaction - INFO - Epoch [84][600/940] lr: 0.00005, eta: 3:29:43, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.9556, loss: 0.9556 2020-06-27 17:21:20,795 - mmaction - INFO - Epoch [84][620/940] lr: 0.00005, eta: 3:29:27, time: 0.832, data_time: 0.007, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9062, loss_cls: 1.1380, loss: 1.1380 2020-06-27 17:21:37,350 - mmaction - INFO - Epoch [84][640/940] lr: 0.00005, eta: 3:29:10, time: 0.827, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0453, loss: 1.0453 2020-06-27 17:21:54,375 - mmaction - INFO - Epoch [84][660/940] lr: 0.00005, eta: 3:28:54, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 0.8710, loss: 0.8710 2020-06-27 17:22:10,975 - mmaction - INFO - Epoch [84][680/940] lr: 0.00005, eta: 3:28:38, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9679, loss: 0.9679 2020-06-27 17:22:28,252 - mmaction - INFO - Epoch [84][700/940] lr: 0.00005, eta: 3:28:21, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8351, loss: 0.8351 2020-06-27 17:22:45,589 - mmaction - INFO - Epoch [84][720/940] lr: 0.00005, eta: 3:28:05, time: 0.869, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0891, loss: 1.0891 2020-06-27 17:23:01,496 - mmaction - INFO - Epoch [84][740/940] lr: 0.00005, eta: 3:27:49, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.6865, loss: 0.6865 2020-06-27 17:23:18,727 - mmaction - INFO - Epoch [84][760/940] lr: 0.00005, eta: 3:27:33, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0165, loss: 1.0165 2020-06-27 17:23:35,279 - mmaction - INFO - Epoch [84][780/940] lr: 0.00005, eta: 3:27:16, time: 0.826, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 0.7104, loss: 0.7104 2020-06-27 17:23:51,572 - mmaction - INFO - Epoch [84][800/940] lr: 0.00005, eta: 3:27:00, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.7434, loss: 0.7434 2020-06-27 17:24:08,145 - mmaction - INFO - Epoch [84][820/940] lr: 0.00005, eta: 3:26:44, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9839, loss: 0.9839 2020-06-27 17:24:25,503 - mmaction - INFO - Epoch [84][840/940] lr: 0.00005, eta: 3:26:27, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0114, loss: 1.0114 2020-06-27 17:24:42,072 - mmaction - INFO - Epoch [84][860/940] lr: 0.00005, eta: 3:26:11, time: 0.826, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9911, loss: 0.9911 2020-06-27 17:24:59,844 - mmaction - INFO - Epoch [84][880/940] lr: 0.00005, eta: 3:25:55, time: 0.891, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8708, loss: 0.8708 2020-06-27 17:25:16,614 - mmaction - INFO - Epoch [84][900/940] lr: 0.00005, eta: 3:25:39, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0199, loss: 1.0199 2020-06-27 17:25:33,376 - mmaction - INFO - Epoch [84][920/940] lr: 0.00005, eta: 3:25:22, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9824, loss: 0.9824 2020-06-27 17:25:49,244 - mmaction - INFO - Epoch [84][940/940] lr: 0.00005, eta: 3:25:06, time: 0.792, data_time: 0.005, memory: 7079, top1_acc: 0.7727, top5_acc: 0.8896, loss_cls: 0.9423, loss: 0.9423 2020-06-27 17:28:39,222 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 17:28:40,235 - mmaction - INFO - top1_acc 0.7258 top5_acc 0.9045 2020-06-27 17:28:40,236 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 17:28:40,337 - mmaction - INFO - mean_acc 0.7257 2020-06-27 17:28:40,352 - mmaction - INFO - Epoch [84][940/940] lr: 0.00005, top1_acc: 0.7258, top5_acc: 0.9045, mean_class_accuracy: 0.7257 2020-06-27 17:29:01,103 - mmaction - INFO - Epoch [85][20/940] lr: 0.00005, eta: 3:24:50, time: 1.035, data_time: 0.312, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 0.9621, loss: 0.9621 2020-06-27 17:29:15,358 - mmaction - INFO - Epoch [85][40/940] lr: 0.00005, eta: 3:24:34, time: 0.711, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.3697, loss: 1.3697 2020-06-27 17:29:31,070 - mmaction - INFO - Epoch [85][60/940] lr: 0.00005, eta: 3:24:17, time: 0.788, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 0.8504, loss: 0.8504 2020-06-27 17:29:47,382 - mmaction - INFO - Epoch [85][80/940] lr: 0.00005, eta: 3:24:01, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7963, loss: 0.7963 2020-06-27 17:30:03,135 - mmaction - INFO - Epoch [85][100/940] lr: 0.00005, eta: 3:23:44, time: 0.790, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9624, loss: 0.9624 2020-06-27 17:30:20,081 - mmaction - INFO - Epoch [85][120/940] lr: 0.00005, eta: 3:23:28, time: 0.846, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9708, loss: 0.9708 2020-06-27 17:30:36,615 - mmaction - INFO - Epoch [85][140/940] lr: 0.00005, eta: 3:23:12, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.9307, loss: 0.9307 2020-06-27 17:30:53,630 - mmaction - INFO - Epoch [85][160/940] lr: 0.00005, eta: 3:22:56, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1534, loss: 1.1534 2020-06-27 17:31:09,587 - mmaction - INFO - Epoch [85][180/940] lr: 0.00005, eta: 3:22:39, time: 0.800, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 1.0052, loss: 1.0052 2020-06-27 17:31:26,272 - mmaction - INFO - Epoch [85][200/940] lr: 0.00005, eta: 3:22:23, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9295, loss: 0.9295 2020-06-27 17:31:42,796 - mmaction - INFO - Epoch [85][220/940] lr: 0.00005, eta: 3:22:06, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.7355, loss: 0.7355 2020-06-27 17:31:59,122 - mmaction - INFO - Epoch [85][240/940] lr: 0.00005, eta: 3:21:50, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.0472, loss: 1.0472 2020-06-27 17:32:17,451 - mmaction - INFO - Epoch [85][260/940] lr: 0.00005, eta: 3:21:34, time: 0.917, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8595, loss: 0.8595 2020-06-27 17:32:33,193 - mmaction - INFO - Epoch [85][280/940] lr: 0.00005, eta: 3:21:18, time: 0.784, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8812, loss_cls: 0.9614, loss: 0.9614 2020-06-27 17:32:49,637 - mmaction - INFO - Epoch [85][300/940] lr: 0.00005, eta: 3:21:01, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.8048, loss: 0.8048 2020-06-27 17:33:06,523 - mmaction - INFO - Epoch [85][320/940] lr: 0.00005, eta: 3:20:45, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.8100, loss: 0.8100 2020-06-27 17:33:24,030 - mmaction - INFO - Epoch [85][340/940] lr: 0.00005, eta: 3:20:29, time: 0.876, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9002, loss: 0.9002 2020-06-27 17:33:39,937 - mmaction - INFO - Epoch [85][360/940] lr: 0.00005, eta: 3:20:12, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8728, loss: 0.8728 2020-06-27 17:33:56,564 - mmaction - INFO - Epoch [85][380/940] lr: 0.00005, eta: 3:19:56, time: 0.834, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.8640, loss: 0.8640 2020-06-27 17:34:13,255 - mmaction - INFO - Epoch [85][400/940] lr: 0.00005, eta: 3:19:40, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8546, loss: 0.8546 2020-06-27 17:34:30,296 - mmaction - INFO - Epoch [85][420/940] lr: 0.00005, eta: 3:19:23, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2379, loss: 1.2379 2020-06-27 17:34:47,182 - mmaction - INFO - Epoch [85][440/940] lr: 0.00005, eta: 3:19:07, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8562, loss_cls: 1.1780, loss: 1.1780 2020-06-27 17:35:03,824 - mmaction - INFO - Epoch [85][460/940] lr: 0.00005, eta: 3:18:51, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.1613, loss: 1.1613 2020-06-27 17:35:21,021 - mmaction - INFO - Epoch [85][480/940] lr: 0.00005, eta: 3:18:35, time: 0.858, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.7704, loss: 0.7704 2020-06-27 17:35:37,140 - mmaction - INFO - Epoch [85][500/940] lr: 0.00005, eta: 3:18:18, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0220, loss: 1.0220 2020-06-27 17:35:54,084 - mmaction - INFO - Epoch [85][520/940] lr: 0.00005, eta: 3:18:02, time: 0.847, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.8829, loss: 0.8829 2020-06-27 17:36:10,635 - mmaction - INFO - Epoch [85][540/940] lr: 0.00005, eta: 3:17:46, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 0.9037, loss: 0.9037 2020-06-27 17:36:27,246 - mmaction - INFO - Epoch [85][560/940] lr: 0.00005, eta: 3:17:29, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0072, loss: 1.0072 2020-06-27 17:36:44,387 - mmaction - INFO - Epoch [85][580/940] lr: 0.00005, eta: 3:17:13, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1018, loss: 1.1018 2020-06-27 17:37:01,006 - mmaction - INFO - Epoch [85][600/940] lr: 0.00005, eta: 3:16:57, time: 0.834, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8812, loss_cls: 1.1504, loss: 1.1504 2020-06-27 17:37:17,621 - mmaction - INFO - Epoch [85][620/940] lr: 0.00005, eta: 3:16:40, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.9616, loss: 0.9616 2020-06-27 17:37:34,064 - mmaction - INFO - Epoch [85][640/940] lr: 0.00005, eta: 3:16:24, time: 0.821, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.9821, loss: 0.9821 2020-06-27 17:37:51,353 - mmaction - INFO - Epoch [85][660/940] lr: 0.00005, eta: 3:16:08, time: 0.863, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 0.9586, loss: 0.9586 2020-06-27 17:38:07,892 - mmaction - INFO - Epoch [85][680/940] lr: 0.00005, eta: 3:15:52, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0285, loss: 1.0285 2020-06-27 17:38:25,109 - mmaction - INFO - Epoch [85][700/940] lr: 0.00005, eta: 3:15:35, time: 0.861, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8861, loss: 0.8861 2020-06-27 17:38:41,972 - mmaction - INFO - Epoch [85][720/940] lr: 0.00005, eta: 3:15:19, time: 0.843, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0096, loss: 1.0096 2020-06-27 17:38:58,244 - mmaction - INFO - Epoch [85][740/940] lr: 0.00005, eta: 3:15:03, time: 0.814, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.8854, loss: 0.8854 2020-06-27 17:39:14,877 - mmaction - INFO - Epoch [85][760/940] lr: 0.00005, eta: 3:14:46, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.8790, loss: 0.8790 2020-06-27 17:39:31,851 - mmaction - INFO - Epoch [85][780/940] lr: 0.00005, eta: 3:14:30, time: 0.849, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9348, loss: 0.9348 2020-06-27 17:39:48,653 - mmaction - INFO - Epoch [85][800/940] lr: 0.00005, eta: 3:14:14, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9604, loss: 0.9604 2020-06-27 17:40:05,613 - mmaction - INFO - Epoch [85][820/940] lr: 0.00005, eta: 3:13:58, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0808, loss: 1.0808 2020-06-27 17:40:22,777 - mmaction - INFO - Epoch [85][840/940] lr: 0.00005, eta: 3:13:41, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8457, loss: 0.8457 2020-06-27 17:40:39,362 - mmaction - INFO - Epoch [85][860/940] lr: 0.00005, eta: 3:13:25, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1236, loss: 1.1236 2020-06-27 17:40:55,601 - mmaction - INFO - Epoch [85][880/940] lr: 0.00005, eta: 3:13:09, time: 0.811, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.8443, loss: 0.8443 2020-06-27 17:41:12,585 - mmaction - INFO - Epoch [85][900/940] lr: 0.00005, eta: 3:12:52, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9187, loss_cls: 0.7622, loss: 0.7622 2020-06-27 17:41:29,727 - mmaction - INFO - Epoch [85][920/940] lr: 0.00005, eta: 3:12:36, time: 0.856, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9734, loss: 0.9734 2020-06-27 17:41:45,948 - mmaction - INFO - Epoch [85][940/940] lr: 0.00005, eta: 3:12:20, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7987, top5_acc: 0.8961, loss_cls: 0.9063, loss: 0.9063 2020-06-27 17:42:07,265 - mmaction - INFO - Epoch [86][20/940] lr: 0.00005, eta: 3:12:04, time: 0.981, data_time: 0.307, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8625, loss_cls: 1.0541, loss: 1.0541 2020-06-27 17:42:22,745 - mmaction - INFO - Epoch [86][40/940] lr: 0.00005, eta: 3:11:47, time: 0.774, data_time: 0.002, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.8720, loss: 0.8720 2020-06-27 17:42:38,989 - mmaction - INFO - Epoch [86][60/940] lr: 0.00005, eta: 3:11:31, time: 0.811, data_time: 0.007, memory: 7079, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.7648, loss: 0.7648 2020-06-27 17:42:56,143 - mmaction - INFO - Epoch [86][80/940] lr: 0.00005, eta: 3:11:15, time: 0.859, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.7235, loss: 0.7235 2020-06-27 17:43:12,748 - mmaction - INFO - Epoch [86][100/940] lr: 0.00005, eta: 3:10:58, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.9199, loss: 0.9199 2020-06-27 17:43:30,079 - mmaction - INFO - Epoch [86][120/940] lr: 0.00005, eta: 3:10:42, time: 0.866, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.0796, loss: 1.0796 2020-06-27 17:43:46,452 - mmaction - INFO - Epoch [86][140/940] lr: 0.00005, eta: 3:10:26, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9777, loss: 0.9777 2020-06-27 17:44:02,711 - mmaction - INFO - Epoch [86][160/940] lr: 0.00005, eta: 3:10:10, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9372, loss: 0.9372 2020-06-27 17:44:19,556 - mmaction - INFO - Epoch [86][180/940] lr: 0.00005, eta: 3:09:53, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.9538, loss: 0.9538 2020-06-27 17:44:36,474 - mmaction - INFO - Epoch [86][200/940] lr: 0.00005, eta: 3:09:37, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0670, loss: 1.0670 2020-06-27 17:44:52,799 - mmaction - INFO - Epoch [86][220/940] lr: 0.00005, eta: 3:09:21, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.7904, loss: 0.7904 2020-06-27 17:45:09,560 - mmaction - INFO - Epoch [86][240/940] lr: 0.00005, eta: 3:09:04, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1051, loss: 1.1051 2020-06-27 17:45:26,409 - mmaction - INFO - Epoch [86][260/940] lr: 0.00005, eta: 3:08:48, time: 0.842, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.8416, loss: 0.8416 2020-06-27 17:45:42,698 - mmaction - INFO - Epoch [86][280/940] lr: 0.00005, eta: 3:08:32, time: 0.814, data_time: 0.003, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.7008, loss: 0.7008 2020-06-27 17:45:59,349 - mmaction - INFO - Epoch [86][300/940] lr: 0.00005, eta: 3:08:15, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 1.0879, loss: 1.0879 2020-06-27 17:46:16,853 - mmaction - INFO - Epoch [86][320/940] lr: 0.00005, eta: 3:07:59, time: 0.877, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.8165, loss: 0.8165 2020-06-27 17:46:33,191 - mmaction - INFO - Epoch [86][340/940] lr: 0.00005, eta: 3:07:43, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9333, loss: 0.9333 2020-06-27 17:46:50,127 - mmaction - INFO - Epoch [86][360/940] lr: 0.00005, eta: 3:07:26, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 0.8095, loss: 0.8095 2020-06-27 17:47:06,455 - mmaction - INFO - Epoch [86][380/940] lr: 0.00005, eta: 3:07:10, time: 0.815, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.8721, loss: 0.8721 2020-06-27 17:47:23,036 - mmaction - INFO - Epoch [86][400/940] lr: 0.00005, eta: 3:06:54, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9922, loss: 0.9922 2020-06-27 17:47:40,487 - mmaction - INFO - Epoch [86][420/940] lr: 0.00005, eta: 3:06:38, time: 0.872, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0197, loss: 1.0197 2020-06-27 17:47:56,324 - mmaction - INFO - Epoch [86][440/940] lr: 0.00005, eta: 3:06:21, time: 0.793, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8688, loss_cls: 1.0879, loss: 1.0879 2020-06-27 17:48:13,512 - mmaction - INFO - Epoch [86][460/940] lr: 0.00005, eta: 3:06:05, time: 0.858, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.9577, loss: 0.9577 2020-06-27 17:48:30,621 - mmaction - INFO - Epoch [86][480/940] lr: 0.00005, eta: 3:05:49, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1497, loss: 1.1497 2020-06-27 17:48:47,077 - mmaction - INFO - Epoch [86][500/940] lr: 0.00005, eta: 3:05:32, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0594, loss: 1.0594 2020-06-27 17:49:04,719 - mmaction - INFO - Epoch [86][520/940] lr: 0.00005, eta: 3:05:16, time: 0.883, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1990, loss: 1.1990 2020-06-27 17:49:21,129 - mmaction - INFO - Epoch [86][540/940] lr: 0.00005, eta: 3:05:00, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7833, loss: 0.7833 2020-06-27 17:49:37,281 - mmaction - INFO - Epoch [86][560/940] lr: 0.00005, eta: 3:04:43, time: 0.809, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 0.9234, loss: 0.9234 2020-06-27 17:49:54,881 - mmaction - INFO - Epoch [86][580/940] lr: 0.00005, eta: 3:04:27, time: 0.879, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9206, loss: 0.9206 2020-06-27 17:50:11,261 - mmaction - INFO - Epoch [86][600/940] lr: 0.00005, eta: 3:04:11, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0452, loss: 1.0452 2020-06-27 17:50:28,142 - mmaction - INFO - Epoch [86][620/940] lr: 0.00005, eta: 3:03:54, time: 0.844, data_time: 0.002, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.1533, loss: 1.1533 2020-06-27 17:50:44,592 - mmaction - INFO - Epoch [86][640/940] lr: 0.00005, eta: 3:03:38, time: 0.822, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8414, loss: 0.8414 2020-06-27 17:51:00,675 - mmaction - INFO - Epoch [86][660/940] lr: 0.00005, eta: 3:03:22, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.7217, loss: 0.7217 2020-06-27 17:51:17,500 - mmaction - INFO - Epoch [86][680/940] lr: 0.00005, eta: 3:03:05, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9986, loss: 0.9986 2020-06-27 17:51:33,960 - mmaction - INFO - Epoch [86][700/940] lr: 0.00005, eta: 3:02:49, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0309, loss: 1.0309 2020-06-27 17:51:50,471 - mmaction - INFO - Epoch [86][720/940] lr: 0.00005, eta: 3:02:33, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8562, loss_cls: 1.2943, loss: 1.2943 2020-06-27 17:52:07,175 - mmaction - INFO - Epoch [86][740/940] lr: 0.00005, eta: 3:02:16, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1284, loss: 1.1284 2020-06-27 17:52:23,753 - mmaction - INFO - Epoch [86][760/940] lr: 0.00005, eta: 3:02:00, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9475, loss: 0.9475 2020-06-27 17:52:40,608 - mmaction - INFO - Epoch [86][780/940] lr: 0.00005, eta: 3:01:44, time: 0.842, data_time: 0.002, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.0755, loss: 1.0755 2020-06-27 17:52:57,488 - mmaction - INFO - Epoch [86][800/940] lr: 0.00005, eta: 3:01:27, time: 0.844, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.0862, loss: 1.0862 2020-06-27 17:53:13,733 - mmaction - INFO - Epoch [86][820/940] lr: 0.00005, eta: 3:01:11, time: 0.812, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8718, loss: 0.8718 2020-06-27 17:53:30,135 - mmaction - INFO - Epoch [86][840/940] lr: 0.00005, eta: 3:00:55, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9430, loss: 0.9430 2020-06-27 17:53:47,262 - mmaction - INFO - Epoch [86][860/940] lr: 0.00005, eta: 3:00:38, time: 0.859, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9397, loss: 0.9397 2020-06-27 17:54:03,887 - mmaction - INFO - Epoch [86][880/940] lr: 0.00005, eta: 3:00:22, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.0742, loss: 1.0742 2020-06-27 17:54:20,527 - mmaction - INFO - Epoch [86][900/940] lr: 0.00005, eta: 3:00:06, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.3217, loss: 1.3217 2020-06-27 17:54:37,233 - mmaction - INFO - Epoch [86][920/940] lr: 0.00005, eta: 2:59:49, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1717, loss: 1.1717 2020-06-27 17:54:53,790 - mmaction - INFO - Epoch [86][940/940] lr: 0.00005, eta: 2:59:33, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7792, top5_acc: 0.9675, loss_cls: 0.7836, loss: 0.7836 2020-06-27 17:57:41,281 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 17:57:42,287 - mmaction - INFO - top1_acc 0.7268 top5_acc 0.9046 2020-06-27 17:57:42,288 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 17:57:42,352 - mmaction - INFO - mean_acc 0.7267 2020-06-27 17:57:42,360 - mmaction - INFO - Epoch [86][940/940] lr: 0.00005, top1_acc: 0.7268, top5_acc: 0.9046, mean_class_accuracy: 0.7267 2020-06-27 17:58:01,789 - mmaction - INFO - Epoch [87][20/940] lr: 0.00005, eta: 2:59:17, time: 0.969, data_time: 0.315, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7572, loss: 0.7572 2020-06-27 17:58:16,516 - mmaction - INFO - Epoch [87][40/940] lr: 0.00005, eta: 2:59:01, time: 0.735, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9496, loss: 0.9496 2020-06-27 17:58:32,523 - mmaction - INFO - Epoch [87][60/940] lr: 0.00005, eta: 2:58:44, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 0.9549, loss: 0.9549 2020-06-27 17:58:48,823 - mmaction - INFO - Epoch [87][80/940] lr: 0.00005, eta: 2:58:28, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8727, loss: 0.8727 2020-06-27 17:59:06,046 - mmaction - INFO - Epoch [87][100/940] lr: 0.00005, eta: 2:58:12, time: 0.861, data_time: 0.003, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9666, loss: 0.9666 2020-06-27 17:59:21,892 - mmaction - INFO - Epoch [87][120/940] lr: 0.00005, eta: 2:57:55, time: 0.790, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9137, loss: 0.9137 2020-06-27 17:59:39,120 - mmaction - INFO - Epoch [87][140/940] lr: 0.00005, eta: 2:57:39, time: 0.863, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8383, loss: 0.8383 2020-06-27 17:59:55,001 - mmaction - INFO - Epoch [87][160/940] lr: 0.00005, eta: 2:57:22, time: 0.794, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.8532, loss: 0.8532 2020-06-27 18:00:12,215 - mmaction - INFO - Epoch [87][180/940] lr: 0.00005, eta: 2:57:06, time: 0.857, data_time: 0.004, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1838, loss: 1.1838 2020-06-27 18:00:30,374 - mmaction - INFO - Epoch [87][200/940] lr: 0.00005, eta: 2:56:50, time: 0.908, data_time: 0.007, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.7318, loss: 0.7318 2020-06-27 18:00:47,109 - mmaction - INFO - Epoch [87][220/940] lr: 0.00005, eta: 2:56:34, time: 0.840, data_time: 0.009, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.7313, loss: 0.7313 2020-06-27 18:01:03,213 - mmaction - INFO - Epoch [87][240/940] lr: 0.00005, eta: 2:56:17, time: 0.806, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.8069, loss: 0.8069 2020-06-27 18:01:20,508 - mmaction - INFO - Epoch [87][260/940] lr: 0.00005, eta: 2:56:01, time: 0.863, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8587, loss: 0.8587 2020-06-27 18:01:38,362 - mmaction - INFO - Epoch [87][280/940] lr: 0.00005, eta: 2:55:45, time: 0.895, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.9294, loss: 0.9294 2020-06-27 18:01:53,699 - mmaction - INFO - Epoch [87][300/940] lr: 0.00005, eta: 2:55:28, time: 0.765, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7661, loss: 0.7661 2020-06-27 18:02:09,433 - mmaction - INFO - Epoch [87][320/940] lr: 0.00005, eta: 2:55:12, time: 0.789, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.7447, loss: 0.7447 2020-06-27 18:02:25,785 - mmaction - INFO - Epoch [87][340/940] lr: 0.00005, eta: 2:54:56, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8834, loss: 0.8834 2020-06-27 18:02:43,181 - mmaction - INFO - Epoch [87][360/940] lr: 0.00005, eta: 2:54:39, time: 0.869, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.8410, loss: 0.8410 2020-06-27 18:03:00,226 - mmaction - INFO - Epoch [87][380/940] lr: 0.00005, eta: 2:54:23, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8243, loss: 0.8243 2020-06-27 18:03:16,476 - mmaction - INFO - Epoch [87][400/940] lr: 0.00005, eta: 2:54:07, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8743, loss: 0.8743 2020-06-27 18:03:32,608 - mmaction - INFO - Epoch [87][420/940] lr: 0.00005, eta: 2:53:50, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9428, loss: 0.9428 2020-06-27 18:03:48,971 - mmaction - INFO - Epoch [87][440/940] lr: 0.00005, eta: 2:53:34, time: 0.820, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8438, loss_cls: 1.2569, loss: 1.2569 2020-06-27 18:04:05,189 - mmaction - INFO - Epoch [87][460/940] lr: 0.00005, eta: 2:53:18, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9440, loss: 0.9440 2020-06-27 18:04:21,644 - mmaction - INFO - Epoch [87][480/940] lr: 0.00005, eta: 2:53:01, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7705, loss: 0.7705 2020-06-27 18:04:39,035 - mmaction - INFO - Epoch [87][500/940] lr: 0.00005, eta: 2:52:45, time: 0.867, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9241, loss: 0.9241 2020-06-27 18:04:55,972 - mmaction - INFO - Epoch [87][520/940] lr: 0.00005, eta: 2:52:29, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 0.9884, loss: 0.9884 2020-06-27 18:05:12,339 - mmaction - INFO - Epoch [87][540/940] lr: 0.00005, eta: 2:52:12, time: 0.820, data_time: 0.008, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9453, loss: 0.9453 2020-06-27 18:05:29,164 - mmaction - INFO - Epoch [87][560/940] lr: 0.00005, eta: 2:51:56, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0954, loss: 1.0954 2020-06-27 18:05:45,535 - mmaction - INFO - Epoch [87][580/940] lr: 0.00005, eta: 2:51:40, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2036, loss: 1.2036 2020-06-27 18:06:02,357 - mmaction - INFO - Epoch [87][600/940] lr: 0.00005, eta: 2:51:23, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.8500, top5_acc: 0.9500, loss_cls: 0.7056, loss: 0.7056 2020-06-27 18:06:18,503 - mmaction - INFO - Epoch [87][620/940] lr: 0.00005, eta: 2:51:07, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9536, loss: 0.9536 2020-06-27 18:06:35,100 - mmaction - INFO - Epoch [87][640/940] lr: 0.00005, eta: 2:50:51, time: 0.830, data_time: 0.003, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.1208, loss: 1.1208 2020-06-27 18:06:51,520 - mmaction - INFO - Epoch [87][660/940] lr: 0.00005, eta: 2:50:34, time: 0.819, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8352, loss: 0.8352 2020-06-27 18:07:07,940 - mmaction - INFO - Epoch [87][680/940] lr: 0.00005, eta: 2:50:18, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9319, loss: 0.9319 2020-06-27 18:07:25,218 - mmaction - INFO - Epoch [87][700/940] lr: 0.00005, eta: 2:50:02, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0128, loss: 1.0128 2020-06-27 18:07:41,700 - mmaction - INFO - Epoch [87][720/940] lr: 0.00005, eta: 2:49:45, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0210, loss: 1.0210 2020-06-27 18:07:58,514 - mmaction - INFO - Epoch [87][740/940] lr: 0.00005, eta: 2:49:29, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8823, loss: 0.8823 2020-06-27 18:08:15,195 - mmaction - INFO - Epoch [87][760/940] lr: 0.00005, eta: 2:49:13, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0909, loss: 1.0909 2020-06-27 18:08:32,249 - mmaction - INFO - Epoch [87][780/940] lr: 0.00005, eta: 2:48:56, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0243, loss: 1.0243 2020-06-27 18:08:49,453 - mmaction - INFO - Epoch [87][800/940] lr: 0.00005, eta: 2:48:40, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 0.9808, loss: 0.9808 2020-06-27 18:09:05,924 - mmaction - INFO - Epoch [87][820/940] lr: 0.00005, eta: 2:48:24, time: 0.824, data_time: 0.003, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9803, loss: 0.9803 2020-06-27 18:09:22,689 - mmaction - INFO - Epoch [87][840/940] lr: 0.00005, eta: 2:48:07, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.9717, loss: 0.9717 2020-06-27 18:09:39,606 - mmaction - INFO - Epoch [87][860/940] lr: 0.00005, eta: 2:47:51, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9687, loss: 0.9687 2020-06-27 18:09:55,775 - mmaction - INFO - Epoch [87][880/940] lr: 0.00005, eta: 2:47:35, time: 0.808, data_time: 0.002, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8824, loss: 0.8824 2020-06-27 18:10:12,322 - mmaction - INFO - Epoch [87][900/940] lr: 0.00005, eta: 2:47:18, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0712, loss: 1.0712 2020-06-27 18:10:28,548 - mmaction - INFO - Epoch [87][920/940] lr: 0.00005, eta: 2:47:02, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.8697, loss: 0.8697 2020-06-27 18:10:44,955 - mmaction - INFO - Epoch [87][940/940] lr: 0.00005, eta: 2:46:46, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7468, top5_acc: 0.9221, loss_cls: 1.0908, loss: 1.0908 2020-06-27 18:11:08,057 - mmaction - INFO - Epoch [88][20/940] lr: 0.00005, eta: 2:46:30, time: 1.026, data_time: 0.397, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.8704, loss: 0.8704 2020-06-27 18:11:22,412 - mmaction - INFO - Epoch [88][40/940] lr: 0.00005, eta: 2:46:13, time: 0.718, data_time: 0.003, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.9194, loss: 0.9194 2020-06-27 18:11:38,479 - mmaction - INFO - Epoch [88][60/940] lr: 0.00005, eta: 2:45:57, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.9756, loss: 0.9756 2020-06-27 18:11:53,879 - mmaction - INFO - Epoch [88][80/940] lr: 0.00005, eta: 2:45:40, time: 0.772, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 1.0100, loss: 1.0100 2020-06-27 18:12:10,391 - mmaction - INFO - Epoch [88][100/940] lr: 0.00005, eta: 2:45:24, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9810, loss: 0.9810 2020-06-27 18:12:27,812 - mmaction - INFO - Epoch [88][120/940] lr: 0.00005, eta: 2:45:08, time: 0.873, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9742, loss: 0.9742 2020-06-27 18:12:44,324 - mmaction - INFO - Epoch [88][140/940] lr: 0.00005, eta: 2:44:51, time: 0.823, data_time: 0.005, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.1556, loss: 1.1556 2020-06-27 18:13:00,676 - mmaction - INFO - Epoch [88][160/940] lr: 0.00005, eta: 2:44:35, time: 0.821, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9101, loss: 0.9101 2020-06-27 18:13:17,015 - mmaction - INFO - Epoch [88][180/940] lr: 0.00005, eta: 2:44:18, time: 0.814, data_time: 0.004, memory: 7079, top1_acc: 0.8500, top5_acc: 0.9125, loss_cls: 0.8834, loss: 0.8834 2020-06-27 18:13:33,750 - mmaction - INFO - Epoch [88][200/940] lr: 0.00005, eta: 2:44:02, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 0.7602, loss: 0.7602 2020-06-27 18:13:50,286 - mmaction - INFO - Epoch [88][220/940] lr: 0.00005, eta: 2:43:46, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7477, loss: 0.7477 2020-06-27 18:14:07,343 - mmaction - INFO - Epoch [88][240/940] lr: 0.00005, eta: 2:43:29, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1828, loss: 1.1828 2020-06-27 18:14:24,619 - mmaction - INFO - Epoch [88][260/940] lr: 0.00005, eta: 2:43:13, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9770, loss: 0.9770 2020-06-27 18:14:41,028 - mmaction - INFO - Epoch [88][280/940] lr: 0.00005, eta: 2:42:57, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.8235, loss: 0.8235 2020-06-27 18:14:58,292 - mmaction - INFO - Epoch [88][300/940] lr: 0.00005, eta: 2:42:41, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.8372, loss: 0.8372 2020-06-27 18:15:14,939 - mmaction - INFO - Epoch [88][320/940] lr: 0.00005, eta: 2:42:24, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9187, loss_cls: 0.8722, loss: 0.8722 2020-06-27 18:15:32,022 - mmaction - INFO - Epoch [88][340/940] lr: 0.00005, eta: 2:42:08, time: 0.854, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0232, loss: 1.0232 2020-06-27 18:15:48,668 - mmaction - INFO - Epoch [88][360/940] lr: 0.00005, eta: 2:41:52, time: 0.833, data_time: 0.004, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.8359, loss: 0.8359 2020-06-27 18:16:05,099 - mmaction - INFO - Epoch [88][380/940] lr: 0.00005, eta: 2:41:35, time: 0.821, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8505, loss: 0.8505 2020-06-27 18:16:22,147 - mmaction - INFO - Epoch [88][400/940] lr: 0.00005, eta: 2:41:19, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.8918, loss: 0.8918 2020-06-27 18:16:38,605 - mmaction - INFO - Epoch [88][420/940] lr: 0.00005, eta: 2:41:03, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2479, loss: 1.2479 2020-06-27 18:16:55,716 - mmaction - INFO - Epoch [88][440/940] lr: 0.00005, eta: 2:40:46, time: 0.856, data_time: 0.003, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.8039, loss: 0.8039 2020-06-27 18:17:12,040 - mmaction - INFO - Epoch [88][460/940] lr: 0.00005, eta: 2:40:30, time: 0.814, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.6582, loss: 0.6582 2020-06-27 18:17:28,810 - mmaction - INFO - Epoch [88][480/940] lr: 0.00005, eta: 2:40:14, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8864, loss: 0.8864 2020-06-27 18:17:46,309 - mmaction - INFO - Epoch [88][500/940] lr: 0.00005, eta: 2:39:57, time: 0.874, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9337, loss: 0.9337 2020-06-27 18:18:02,787 - mmaction - INFO - Epoch [88][520/940] lr: 0.00005, eta: 2:39:41, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 1.0465, loss: 1.0465 2020-06-27 18:18:20,024 - mmaction - INFO - Epoch [88][540/940] lr: 0.00005, eta: 2:39:25, time: 0.860, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8199, loss: 0.8199 2020-06-27 18:18:36,924 - mmaction - INFO - Epoch [88][560/940] lr: 0.00005, eta: 2:39:09, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0670, loss: 1.0670 2020-06-27 18:18:53,407 - mmaction - INFO - Epoch [88][580/940] lr: 0.00005, eta: 2:38:52, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8248, loss: 0.8248 2020-06-27 18:19:09,837 - mmaction - INFO - Epoch [88][600/940] lr: 0.00005, eta: 2:38:36, time: 0.821, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.8315, loss: 0.8315 2020-06-27 18:19:26,596 - mmaction - INFO - Epoch [88][620/940] lr: 0.00005, eta: 2:38:19, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.8357, loss: 0.8357 2020-06-27 18:19:43,048 - mmaction - INFO - Epoch [88][640/940] lr: 0.00005, eta: 2:38:03, time: 0.823, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9308, loss: 0.9308 2020-06-27 18:20:00,120 - mmaction - INFO - Epoch [88][660/940] lr: 0.00005, eta: 2:37:47, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 0.8727, loss: 0.8727 2020-06-27 18:20:16,911 - mmaction - INFO - Epoch [88][680/940] lr: 0.00005, eta: 2:37:30, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1319, loss: 1.1319 2020-06-27 18:20:33,471 - mmaction - INFO - Epoch [88][700/940] lr: 0.00005, eta: 2:37:14, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9125, loss_cls: 0.9012, loss: 0.9012 2020-06-27 18:20:50,297 - mmaction - INFO - Epoch [88][720/940] lr: 0.00005, eta: 2:36:58, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.0927, loss: 1.0927 2020-06-27 18:21:06,672 - mmaction - INFO - Epoch [88][740/940] lr: 0.00005, eta: 2:36:41, time: 0.816, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9637, loss: 0.9637 2020-06-27 18:21:23,236 - mmaction - INFO - Epoch [88][760/940] lr: 0.00005, eta: 2:36:25, time: 0.831, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9489, loss: 0.9489 2020-06-27 18:21:42,067 - mmaction - INFO - Epoch [88][780/940] lr: 0.00005, eta: 2:36:09, time: 0.939, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.8837, loss: 0.8837 2020-06-27 18:21:58,170 - mmaction - INFO - Epoch [88][800/940] lr: 0.00005, eta: 2:35:53, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.0437, loss: 1.0437 2020-06-27 18:22:14,952 - mmaction - INFO - Epoch [88][820/940] lr: 0.00005, eta: 2:35:36, time: 0.837, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0094, loss: 1.0094 2020-06-27 18:22:31,547 - mmaction - INFO - Epoch [88][840/940] lr: 0.00005, eta: 2:35:20, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0388, loss: 1.0388 2020-06-27 18:22:49,117 - mmaction - INFO - Epoch [88][860/940] lr: 0.00005, eta: 2:35:04, time: 0.876, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8915, loss: 0.8915 2020-06-27 18:23:05,296 - mmaction - INFO - Epoch [88][880/940] lr: 0.00005, eta: 2:34:47, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1761, loss: 1.1761 2020-06-27 18:23:21,807 - mmaction - INFO - Epoch [88][900/940] lr: 0.00005, eta: 2:34:31, time: 0.823, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8875, loss_cls: 0.9485, loss: 0.9485 2020-06-27 18:23:38,150 - mmaction - INFO - Epoch [88][920/940] lr: 0.00005, eta: 2:34:15, time: 0.816, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8927, loss: 0.8927 2020-06-27 18:23:54,535 - mmaction - INFO - Epoch [88][940/940] lr: 0.00005, eta: 2:33:58, time: 0.823, data_time: 0.008, memory: 7079, top1_acc: 0.7792, top5_acc: 0.9156, loss_cls: 0.9056, loss: 0.9056 2020-06-27 18:26:44,661 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 18:26:45,666 - mmaction - INFO - top1_acc 0.7254 top5_acc 0.9045 2020-06-27 18:26:45,667 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 18:26:45,780 - mmaction - INFO - mean_acc 0.7253 2020-06-27 18:26:45,806 - mmaction - INFO - Epoch [88][940/940] lr: 0.00005, top1_acc: 0.7254, top5_acc: 0.9045, mean_class_accuracy: 0.7253 2020-06-27 18:27:04,921 - mmaction - INFO - Epoch [89][20/940] lr: 0.00005, eta: 2:33:42, time: 0.954, data_time: 0.310, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9107, loss: 0.9107 2020-06-27 18:27:18,643 - mmaction - INFO - Epoch [89][40/940] lr: 0.00005, eta: 2:33:25, time: 0.685, data_time: 0.005, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8375, loss_cls: 1.3421, loss: 1.3421 2020-06-27 18:27:33,957 - mmaction - INFO - Epoch [89][60/940] lr: 0.00005, eta: 2:33:09, time: 0.767, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.1060, loss: 1.1060 2020-06-27 18:27:50,742 - mmaction - INFO - Epoch [89][80/940] lr: 0.00005, eta: 2:32:53, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.7734, loss: 0.7734 2020-06-27 18:28:07,190 - mmaction - INFO - Epoch [89][100/940] lr: 0.00005, eta: 2:32:36, time: 0.826, data_time: 0.007, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9187, loss_cls: 0.8759, loss: 0.8759 2020-06-27 18:28:24,787 - mmaction - INFO - Epoch [89][120/940] lr: 0.00005, eta: 2:32:20, time: 0.878, data_time: 0.005, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.7086, loss: 0.7086 2020-06-27 18:28:41,419 - mmaction - INFO - Epoch [89][140/940] lr: 0.00005, eta: 2:32:04, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.0610, loss: 1.0610 2020-06-27 18:28:59,272 - mmaction - INFO - Epoch [89][160/940] lr: 0.00005, eta: 2:31:47, time: 0.891, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.8628, loss: 0.8628 2020-06-27 18:29:15,305 - mmaction - INFO - Epoch [89][180/940] lr: 0.00005, eta: 2:31:31, time: 0.803, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9939, loss: 0.9939 2020-06-27 18:29:31,991 - mmaction - INFO - Epoch [89][200/940] lr: 0.00005, eta: 2:31:15, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.1620, loss: 1.1620 2020-06-27 18:29:48,845 - mmaction - INFO - Epoch [89][220/940] lr: 0.00005, eta: 2:30:58, time: 0.843, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.8708, loss: 0.8708 2020-06-27 18:30:06,391 - mmaction - INFO - Epoch [89][240/940] lr: 0.00005, eta: 2:30:42, time: 0.876, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8562, loss_cls: 1.1680, loss: 1.1680 2020-06-27 18:30:22,572 - mmaction - INFO - Epoch [89][260/940] lr: 0.00005, eta: 2:30:26, time: 0.808, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 1.0007, loss: 1.0007 2020-06-27 18:30:39,420 - mmaction - INFO - Epoch [89][280/940] lr: 0.00005, eta: 2:30:09, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9250, loss_cls: 1.0863, loss: 1.0863 2020-06-27 18:30:55,983 - mmaction - INFO - Epoch [89][300/940] lr: 0.00005, eta: 2:29:53, time: 0.831, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0605, loss: 1.0605 2020-06-27 18:31:12,872 - mmaction - INFO - Epoch [89][320/940] lr: 0.00005, eta: 2:29:37, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8662, loss: 0.8662 2020-06-27 18:31:29,334 - mmaction - INFO - Epoch [89][340/940] lr: 0.00005, eta: 2:29:20, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 0.9953, loss: 0.9953 2020-06-27 18:31:46,732 - mmaction - INFO - Epoch [89][360/940] lr: 0.00005, eta: 2:29:04, time: 0.870, data_time: 0.002, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8010, loss: 0.8010 2020-06-27 18:32:03,635 - mmaction - INFO - Epoch [89][380/940] lr: 0.00005, eta: 2:28:48, time: 0.844, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9918, loss: 0.9918 2020-06-27 18:32:20,774 - mmaction - INFO - Epoch [89][400/940] lr: 0.00005, eta: 2:28:32, time: 0.858, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9375, loss_cls: 1.0594, loss: 1.0594 2020-06-27 18:32:37,719 - mmaction - INFO - Epoch [89][420/940] lr: 0.00005, eta: 2:28:15, time: 0.848, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9192, loss: 0.9192 2020-06-27 18:32:54,080 - mmaction - INFO - Epoch [89][440/940] lr: 0.00005, eta: 2:27:59, time: 0.818, data_time: 0.004, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1317, loss: 1.1317 2020-06-27 18:33:10,888 - mmaction - INFO - Epoch [89][460/940] lr: 0.00005, eta: 2:27:43, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0230, loss: 1.0230 2020-06-27 18:33:27,400 - mmaction - INFO - Epoch [89][480/940] lr: 0.00005, eta: 2:27:26, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9456, loss: 0.9456 2020-06-27 18:33:44,763 - mmaction - INFO - Epoch [89][500/940] lr: 0.00005, eta: 2:27:10, time: 0.866, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0260, loss: 1.0260 2020-06-27 18:34:01,954 - mmaction - INFO - Epoch [89][520/940] lr: 0.00005, eta: 2:26:54, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 0.9830, loss: 0.9830 2020-06-27 18:34:18,526 - mmaction - INFO - Epoch [89][540/940] lr: 0.00005, eta: 2:26:37, time: 0.826, data_time: 0.004, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9250, loss_cls: 0.7643, loss: 0.7643 2020-06-27 18:34:35,496 - mmaction - INFO - Epoch [89][560/940] lr: 0.00005, eta: 2:26:21, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.9022, loss: 0.9022 2020-06-27 18:34:52,099 - mmaction - INFO - Epoch [89][580/940] lr: 0.00005, eta: 2:26:05, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9081, loss: 0.9081 2020-06-27 18:35:09,505 - mmaction - INFO - Epoch [89][600/940] lr: 0.00005, eta: 2:25:48, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9208, loss: 0.9208 2020-06-27 18:35:26,262 - mmaction - INFO - Epoch [89][620/940] lr: 0.00005, eta: 2:25:32, time: 0.838, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9416, loss: 0.9416 2020-06-27 18:35:43,020 - mmaction - INFO - Epoch [89][640/940] lr: 0.00005, eta: 2:25:16, time: 0.837, data_time: 0.002, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.7692, loss: 0.7692 2020-06-27 18:35:59,588 - mmaction - INFO - Epoch [89][660/940] lr: 0.00005, eta: 2:24:59, time: 0.830, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.8788, loss: 0.8788 2020-06-27 18:36:16,709 - mmaction - INFO - Epoch [89][680/940] lr: 0.00005, eta: 2:24:43, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9250, loss_cls: 0.8022, loss: 0.8022 2020-06-27 18:36:33,874 - mmaction - INFO - Epoch [89][700/940] lr: 0.00005, eta: 2:24:27, time: 0.860, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.8441, loss: 0.8441 2020-06-27 18:36:50,093 - mmaction - INFO - Epoch [89][720/940] lr: 0.00005, eta: 2:24:10, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.0585, loss: 1.0585 2020-06-27 18:37:06,625 - mmaction - INFO - Epoch [89][740/940] lr: 0.00005, eta: 2:23:54, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9450, loss: 0.9450 2020-06-27 18:37:24,006 - mmaction - INFO - Epoch [89][760/940] lr: 0.00005, eta: 2:23:38, time: 0.867, data_time: 0.005, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0663, loss: 1.0663 2020-06-27 18:37:40,978 - mmaction - INFO - Epoch [89][780/940] lr: 0.00005, eta: 2:23:21, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9845, loss: 0.9845 2020-06-27 18:37:57,644 - mmaction - INFO - Epoch [89][800/940] lr: 0.00005, eta: 2:23:05, time: 0.832, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 0.8514, loss: 0.8514 2020-06-27 18:38:14,375 - mmaction - INFO - Epoch [89][820/940] lr: 0.00005, eta: 2:22:49, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.1173, loss: 1.1173 2020-06-27 18:38:31,233 - mmaction - INFO - Epoch [89][840/940] lr: 0.00005, eta: 2:22:32, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9235, loss: 0.9235 2020-06-27 18:38:48,348 - mmaction - INFO - Epoch [89][860/940] lr: 0.00005, eta: 2:22:16, time: 0.859, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0348, loss: 1.0348 2020-06-27 18:39:05,126 - mmaction - INFO - Epoch [89][880/940] lr: 0.00005, eta: 2:22:00, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9476, loss: 0.9476 2020-06-27 18:39:21,630 - mmaction - INFO - Epoch [89][900/940] lr: 0.00005, eta: 2:21:43, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.3298, loss: 1.3298 2020-06-27 18:39:38,769 - mmaction - INFO - Epoch [89][920/940] lr: 0.00005, eta: 2:21:27, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8022, loss: 0.8022 2020-06-27 18:39:54,888 - mmaction - INFO - Epoch [89][940/940] lr: 0.00005, eta: 2:21:11, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.8182, top5_acc: 0.9351, loss_cls: 0.7524, loss: 0.7524 2020-06-27 18:40:16,853 - mmaction - INFO - Epoch [90][20/940] lr: 0.00005, eta: 2:20:55, time: 1.069, data_time: 0.370, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.8047, loss: 0.8047 2020-06-27 18:40:33,512 - mmaction - INFO - Epoch [90][40/940] lr: 0.00005, eta: 2:20:39, time: 0.831, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.0652, loss: 1.0652 2020-06-27 18:40:50,456 - mmaction - INFO - Epoch [90][60/940] lr: 0.00005, eta: 2:20:22, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.8324, loss: 0.8324 2020-06-27 18:41:06,887 - mmaction - INFO - Epoch [90][80/940] lr: 0.00005, eta: 2:20:06, time: 0.822, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.9887, loss: 0.9887 2020-06-27 18:41:23,411 - mmaction - INFO - Epoch [90][100/940] lr: 0.00005, eta: 2:19:49, time: 0.825, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 1.0268, loss: 1.0268 2020-06-27 18:41:40,853 - mmaction - INFO - Epoch [90][120/940] lr: 0.00005, eta: 2:19:33, time: 0.874, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9742, loss: 0.9742 2020-06-27 18:41:57,502 - mmaction - INFO - Epoch [90][140/940] lr: 0.00005, eta: 2:19:17, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9742, loss: 0.9742 2020-06-27 18:42:14,603 - mmaction - INFO - Epoch [90][160/940] lr: 0.00005, eta: 2:19:01, time: 0.855, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0124, loss: 1.0124 2020-06-27 18:42:31,603 - mmaction - INFO - Epoch [90][180/940] lr: 0.00005, eta: 2:18:44, time: 0.848, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9165, loss: 0.9165 2020-06-27 18:42:48,129 - mmaction - INFO - Epoch [90][200/940] lr: 0.00005, eta: 2:18:28, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9911, loss: 0.9911 2020-06-27 18:43:04,851 - mmaction - INFO - Epoch [90][220/940] lr: 0.00005, eta: 2:18:12, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9643, loss: 0.9643 2020-06-27 18:43:21,816 - mmaction - INFO - Epoch [90][240/940] lr: 0.00005, eta: 2:17:55, time: 0.851, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 0.7783, loss: 0.7783 2020-06-27 18:43:38,398 - mmaction - INFO - Epoch [90][260/940] lr: 0.00005, eta: 2:17:39, time: 0.828, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.7784, loss: 0.7784 2020-06-27 18:43:55,976 - mmaction - INFO - Epoch [90][280/940] lr: 0.00005, eta: 2:17:23, time: 0.880, data_time: 0.006, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9250, loss_cls: 0.7811, loss: 0.7811 2020-06-27 18:44:12,725 - mmaction - INFO - Epoch [90][300/940] lr: 0.00005, eta: 2:17:06, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9187, loss_cls: 0.8702, loss: 0.8702 2020-06-27 18:44:29,375 - mmaction - INFO - Epoch [90][320/940] lr: 0.00005, eta: 2:16:50, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8638, loss: 0.8638 2020-06-27 18:44:46,274 - mmaction - INFO - Epoch [90][340/940] lr: 0.00005, eta: 2:16:34, time: 0.842, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.6845, loss: 0.6845 2020-06-27 18:45:03,240 - mmaction - INFO - Epoch [90][360/940] lr: 0.00005, eta: 2:16:17, time: 0.851, data_time: 0.007, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.9279, loss: 0.9279 2020-06-27 18:45:20,167 - mmaction - INFO - Epoch [90][380/940] lr: 0.00005, eta: 2:16:01, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1582, loss: 1.1582 2020-06-27 18:45:37,475 - mmaction - INFO - Epoch [90][400/940] lr: 0.00005, eta: 2:15:45, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.0320, loss: 1.0320 2020-06-27 18:45:53,900 - mmaction - INFO - Epoch [90][420/940] lr: 0.00005, eta: 2:15:28, time: 0.818, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8721, loss: 0.8721 2020-06-27 18:46:11,422 - mmaction - INFO - Epoch [90][440/940] lr: 0.00005, eta: 2:15:12, time: 0.879, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9059, loss: 0.9059 2020-06-27 18:46:27,979 - mmaction - INFO - Epoch [90][460/940] lr: 0.00005, eta: 2:14:56, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 0.8977, loss: 0.8977 2020-06-27 18:46:45,308 - mmaction - INFO - Epoch [90][480/940] lr: 0.00005, eta: 2:14:39, time: 0.868, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.8987, loss: 0.8987 2020-06-27 18:47:02,070 - mmaction - INFO - Epoch [90][500/940] lr: 0.00005, eta: 2:14:23, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 0.9611, loss: 0.9611 2020-06-27 18:47:19,710 - mmaction - INFO - Epoch [90][520/940] lr: 0.00005, eta: 2:14:07, time: 0.882, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9987, loss: 0.9987 2020-06-27 18:47:36,326 - mmaction - INFO - Epoch [90][540/940] lr: 0.00005, eta: 2:13:50, time: 0.831, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 0.7503, loss: 0.7503 2020-06-27 18:47:53,656 - mmaction - INFO - Epoch [90][560/940] lr: 0.00005, eta: 2:13:34, time: 0.866, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0059, loss: 1.0059 2020-06-27 18:48:10,477 - mmaction - INFO - Epoch [90][580/940] lr: 0.00005, eta: 2:13:18, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.7892, loss: 0.7892 2020-06-27 18:48:27,769 - mmaction - INFO - Epoch [90][600/940] lr: 0.00005, eta: 2:13:02, time: 0.865, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1584, loss: 1.1584 2020-06-27 18:48:44,581 - mmaction - INFO - Epoch [90][620/940] lr: 0.00005, eta: 2:12:45, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8484, loss: 0.8484 2020-06-27 18:49:01,192 - mmaction - INFO - Epoch [90][640/940] lr: 0.00005, eta: 2:12:29, time: 0.831, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0146, loss: 1.0146 2020-06-27 18:49:18,063 - mmaction - INFO - Epoch [90][660/940] lr: 0.00005, eta: 2:12:12, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.9083, loss: 0.9083 2020-06-27 18:49:36,029 - mmaction - INFO - Epoch [90][680/940] lr: 0.00005, eta: 2:11:56, time: 0.895, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9686, loss: 0.9686 2020-06-27 18:49:52,118 - mmaction - INFO - Epoch [90][700/940] lr: 0.00005, eta: 2:11:40, time: 0.808, data_time: 0.008, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1301, loss: 1.1301 2020-06-27 18:50:09,217 - mmaction - INFO - Epoch [90][720/940] lr: 0.00005, eta: 2:11:24, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9973, loss: 0.9973 2020-06-27 18:50:26,158 - mmaction - INFO - Epoch [90][740/940] lr: 0.00005, eta: 2:11:07, time: 0.850, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.9322, loss: 0.9322 2020-06-27 18:50:43,860 - mmaction - INFO - Epoch [90][760/940] lr: 0.00005, eta: 2:10:51, time: 0.884, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9987, loss: 0.9987 2020-06-27 18:51:00,775 - mmaction - INFO - Epoch [90][780/940] lr: 0.00005, eta: 2:10:35, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0538, loss: 1.0538 2020-06-27 18:51:18,558 - mmaction - INFO - Epoch [90][800/940] lr: 0.00005, eta: 2:10:18, time: 0.888, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.1538, loss: 1.1538 2020-06-27 18:51:35,305 - mmaction - INFO - Epoch [90][820/940] lr: 0.00005, eta: 2:10:02, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.8596, loss: 0.8596 2020-06-27 18:51:52,742 - mmaction - INFO - Epoch [90][840/940] lr: 0.00005, eta: 2:09:46, time: 0.870, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9375, loss_cls: 0.8600, loss: 0.8600 2020-06-27 18:52:10,292 - mmaction - INFO - Epoch [90][860/940] lr: 0.00005, eta: 2:09:29, time: 0.879, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9439, loss: 0.9439 2020-06-27 18:52:26,671 - mmaction - INFO - Epoch [90][880/940] lr: 0.00005, eta: 2:09:13, time: 0.817, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.8918, loss: 0.8918 2020-06-27 18:52:43,732 - mmaction - INFO - Epoch [90][900/940] lr: 0.00005, eta: 2:08:57, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8812, loss_cls: 1.0078, loss: 1.0078 2020-06-27 18:53:00,467 - mmaction - INFO - Epoch [90][920/940] lr: 0.00005, eta: 2:08:40, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9604, loss: 0.9604 2020-06-27 18:53:17,334 - mmaction - INFO - Epoch [90][940/940] lr: 0.00005, eta: 2:08:24, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.7727, top5_acc: 0.8701, loss_cls: 1.0630, loss: 1.0630 2020-06-27 18:56:09,459 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 18:56:10,466 - mmaction - INFO - top1_acc 0.7275 top5_acc 0.9050 2020-06-27 18:56:10,466 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 18:56:10,531 - mmaction - INFO - mean_acc 0.7274 2020-06-27 18:56:10,539 - mmaction - INFO - Epoch [90][940/940] lr: 0.00005, top1_acc: 0.7275, top5_acc: 0.9050, mean_class_accuracy: 0.7274 2020-06-27 18:56:30,971 - mmaction - INFO - Epoch [91][20/940] lr: 0.00005, eta: 2:08:08, time: 1.019, data_time: 0.324, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 0.9138, loss: 0.9138 2020-06-27 18:56:46,292 - mmaction - INFO - Epoch [91][40/940] lr: 0.00005, eta: 2:07:52, time: 0.766, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9269, loss: 0.9269 2020-06-27 18:57:02,734 - mmaction - INFO - Epoch [91][60/940] lr: 0.00005, eta: 2:07:35, time: 0.823, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 0.8023, loss: 0.8023 2020-06-27 18:57:18,640 - mmaction - INFO - Epoch [91][80/940] lr: 0.00005, eta: 2:07:19, time: 0.796, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7384, loss: 0.7384 2020-06-27 18:57:35,418 - mmaction - INFO - Epoch [91][100/940] lr: 0.00005, eta: 2:07:02, time: 0.838, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7893, loss: 0.7893 2020-06-27 18:57:51,913 - mmaction - INFO - Epoch [91][120/940] lr: 0.00005, eta: 2:06:46, time: 0.824, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.6801, loss: 0.6801 2020-06-27 18:58:08,993 - mmaction - INFO - Epoch [91][140/940] lr: 0.00005, eta: 2:06:30, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 0.8140, loss: 0.8140 2020-06-27 18:58:25,973 - mmaction - INFO - Epoch [91][160/940] lr: 0.00005, eta: 2:06:13, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 1.0429, loss: 1.0429 2020-06-27 18:58:42,464 - mmaction - INFO - Epoch [91][180/940] lr: 0.00005, eta: 2:05:57, time: 0.824, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9040, loss: 0.9040 2020-06-27 18:58:59,794 - mmaction - INFO - Epoch [91][200/940] lr: 0.00005, eta: 2:05:41, time: 0.863, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0611, loss: 1.0611 2020-06-27 18:59:16,228 - mmaction - INFO - Epoch [91][220/940] lr: 0.00005, eta: 2:05:24, time: 0.825, data_time: 0.007, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8802, loss: 0.8802 2020-06-27 18:59:33,259 - mmaction - INFO - Epoch [91][240/940] lr: 0.00005, eta: 2:05:08, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9819, loss: 0.9819 2020-06-27 18:59:50,380 - mmaction - INFO - Epoch [91][260/940] lr: 0.00005, eta: 2:04:52, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.7761, loss: 0.7761 2020-06-27 19:00:07,746 - mmaction - INFO - Epoch [91][280/940] lr: 0.00005, eta: 2:04:35, time: 0.867, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.9000, loss: 0.9000 2020-06-27 19:00:26,961 - mmaction - INFO - Epoch [91][300/940] lr: 0.00005, eta: 2:04:19, time: 0.952, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9228, loss: 0.9228 2020-06-27 19:00:44,206 - mmaction - INFO - Epoch [91][320/940] lr: 0.00005, eta: 2:04:03, time: 0.872, data_time: 0.019, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.8064, loss: 0.8064 2020-06-27 19:01:00,631 - mmaction - INFO - Epoch [91][340/940] lr: 0.00005, eta: 2:03:47, time: 0.820, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.8915, loss: 0.8915 2020-06-27 19:01:17,749 - mmaction - INFO - Epoch [91][360/940] lr: 0.00005, eta: 2:03:30, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9686, loss: 0.9686 2020-06-27 19:01:34,470 - mmaction - INFO - Epoch [91][380/940] lr: 0.00005, eta: 2:03:14, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.7606, loss: 0.7606 2020-06-27 19:01:51,884 - mmaction - INFO - Epoch [91][400/940] lr: 0.00005, eta: 2:02:58, time: 0.871, data_time: 0.004, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.8950, loss: 0.8950 2020-06-27 19:02:08,988 - mmaction - INFO - Epoch [91][420/940] lr: 0.00005, eta: 2:02:41, time: 0.853, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1566, loss: 1.1566 2020-06-27 19:02:26,280 - mmaction - INFO - Epoch [91][440/940] lr: 0.00005, eta: 2:02:25, time: 0.866, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1065, loss: 1.1065 2020-06-27 19:02:43,001 - mmaction - INFO - Epoch [91][460/940] lr: 0.00005, eta: 2:02:09, time: 0.836, data_time: 0.003, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8629, loss: 0.8629 2020-06-27 19:03:00,467 - mmaction - INFO - Epoch [91][480/940] lr: 0.00005, eta: 2:01:52, time: 0.873, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9166, loss: 0.9166 2020-06-27 19:03:17,451 - mmaction - INFO - Epoch [91][500/940] lr: 0.00005, eta: 2:01:36, time: 0.849, data_time: 0.003, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.2256, loss: 1.2256 2020-06-27 19:03:35,386 - mmaction - INFO - Epoch [91][520/940] lr: 0.00005, eta: 2:01:20, time: 0.895, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9097, loss: 0.9097 2020-06-27 19:03:51,566 - mmaction - INFO - Epoch [91][540/940] lr: 0.00005, eta: 2:01:03, time: 0.811, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9942, loss: 0.9942 2020-06-27 19:04:08,961 - mmaction - INFO - Epoch [91][560/940] lr: 0.00005, eta: 2:00:47, time: 0.869, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 0.9428, loss: 0.9428 2020-06-27 19:04:26,117 - mmaction - INFO - Epoch [91][580/940] lr: 0.00005, eta: 2:00:31, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9797, loss: 0.9797 2020-06-27 19:04:43,431 - mmaction - INFO - Epoch [91][600/940] lr: 0.00005, eta: 2:00:14, time: 0.866, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0638, loss: 1.0638 2020-06-27 19:05:00,570 - mmaction - INFO - Epoch [91][620/940] lr: 0.00005, eta: 1:59:58, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.8623, loss: 0.8623 2020-06-27 19:05:17,608 - mmaction - INFO - Epoch [91][640/940] lr: 0.00005, eta: 1:59:42, time: 0.852, data_time: 0.003, memory: 7079, top1_acc: 0.6813, top5_acc: 0.9187, loss_cls: 1.1188, loss: 1.1188 2020-06-27 19:05:35,369 - mmaction - INFO - Epoch [91][660/940] lr: 0.00005, eta: 1:59:26, time: 0.886, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.7460, loss: 0.7460 2020-06-27 19:05:53,512 - mmaction - INFO - Epoch [91][680/940] lr: 0.00005, eta: 1:59:09, time: 0.909, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 0.9984, loss: 0.9984 2020-06-27 19:06:09,428 - mmaction - INFO - Epoch [91][700/940] lr: 0.00005, eta: 1:58:53, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9061, loss: 0.9061 2020-06-27 19:06:27,101 - mmaction - INFO - Epoch [91][720/940] lr: 0.00005, eta: 1:58:37, time: 0.886, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1913, loss: 1.1913 2020-06-27 19:06:43,948 - mmaction - INFO - Epoch [91][740/940] lr: 0.00005, eta: 1:58:20, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.1172, loss: 1.1172 2020-06-27 19:07:00,403 - mmaction - INFO - Epoch [91][760/940] lr: 0.00005, eta: 1:58:04, time: 0.824, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.1166, loss: 1.1166 2020-06-27 19:07:17,591 - mmaction - INFO - Epoch [91][780/940] lr: 0.00005, eta: 1:57:48, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8812, loss_cls: 1.0900, loss: 1.0900 2020-06-27 19:07:34,865 - mmaction - INFO - Epoch [91][800/940] lr: 0.00005, eta: 1:57:31, time: 0.866, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 1.0365, loss: 1.0365 2020-06-27 19:07:52,281 - mmaction - INFO - Epoch [91][820/940] lr: 0.00005, eta: 1:57:15, time: 0.868, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0129, loss: 1.0129 2020-06-27 19:08:09,160 - mmaction - INFO - Epoch [91][840/940] lr: 0.00005, eta: 1:56:59, time: 0.844, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9725, loss: 0.9725 2020-06-27 19:08:26,122 - mmaction - INFO - Epoch [91][860/940] lr: 0.00005, eta: 1:56:42, time: 0.848, data_time: 0.007, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.6708, loss: 0.6708 2020-06-27 19:08:43,670 - mmaction - INFO - Epoch [91][880/940] lr: 0.00005, eta: 1:56:26, time: 0.879, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.1585, loss: 1.1585 2020-06-27 19:09:00,529 - mmaction - INFO - Epoch [91][900/940] lr: 0.00005, eta: 1:56:10, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.9120, loss: 0.9120 2020-06-27 19:09:18,179 - mmaction - INFO - Epoch [91][920/940] lr: 0.00005, eta: 1:55:53, time: 0.885, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.0766, loss: 1.0766 2020-06-27 19:09:34,438 - mmaction - INFO - Epoch [91][940/940] lr: 0.00005, eta: 1:55:37, time: 0.811, data_time: 0.005, memory: 7079, top1_acc: 0.7468, top5_acc: 0.8896, loss_cls: 1.0282, loss: 1.0282 2020-06-27 19:09:58,316 - mmaction - INFO - Epoch [92][20/940] lr: 0.00005, eta: 1:55:21, time: 1.148, data_time: 0.463, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9187, loss_cls: 0.7600, loss: 0.7600 2020-06-27 19:10:14,056 - mmaction - INFO - Epoch [92][40/940] lr: 0.00005, eta: 1:55:05, time: 0.784, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.1057, loss: 1.1057 2020-06-27 19:10:30,191 - mmaction - INFO - Epoch [92][60/940] lr: 0.00005, eta: 1:54:48, time: 0.809, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9565, loss: 0.9565 2020-06-27 19:10:47,517 - mmaction - INFO - Epoch [92][80/940] lr: 0.00005, eta: 1:54:32, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0485, loss: 1.0485 2020-06-27 19:11:03,444 - mmaction - INFO - Epoch [92][100/940] lr: 0.00005, eta: 1:54:16, time: 0.798, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1038, loss: 1.1038 2020-06-27 19:11:20,650 - mmaction - INFO - Epoch [92][120/940] lr: 0.00005, eta: 1:53:59, time: 0.860, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.1034, loss: 1.1034 2020-06-27 19:11:37,820 - mmaction - INFO - Epoch [92][140/940] lr: 0.00005, eta: 1:53:43, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9313, loss_cls: 0.8010, loss: 0.8010 2020-06-27 19:11:54,558 - mmaction - INFO - Epoch [92][160/940] lr: 0.00005, eta: 1:53:27, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.9171, loss: 0.9171 2020-06-27 19:12:11,791 - mmaction - INFO - Epoch [92][180/940] lr: 0.00005, eta: 1:53:10, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9436, loss: 0.9436 2020-06-27 19:12:28,498 - mmaction - INFO - Epoch [92][200/940] lr: 0.00005, eta: 1:52:54, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.7891, loss: 0.7891 2020-06-27 19:12:45,867 - mmaction - INFO - Epoch [92][220/940] lr: 0.00005, eta: 1:52:37, time: 0.867, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.7643, loss: 0.7643 2020-06-27 19:13:02,871 - mmaction - INFO - Epoch [92][240/940] lr: 0.00005, eta: 1:52:21, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9106, loss: 0.9106 2020-06-27 19:13:19,890 - mmaction - INFO - Epoch [92][260/940] lr: 0.00005, eta: 1:52:05, time: 0.848, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0815, loss: 1.0815 2020-06-27 19:13:38,338 - mmaction - INFO - Epoch [92][280/940] lr: 0.00005, eta: 1:51:49, time: 0.926, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.0935, loss: 1.0935 2020-06-27 19:13:55,132 - mmaction - INFO - Epoch [92][300/940] lr: 0.00005, eta: 1:51:32, time: 0.838, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8625, loss_cls: 1.0041, loss: 1.0041 2020-06-27 19:14:13,188 - mmaction - INFO - Epoch [92][320/940] lr: 0.00005, eta: 1:51:16, time: 0.904, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.0223, loss: 1.0223 2020-06-27 19:14:29,293 - mmaction - INFO - Epoch [92][340/940] lr: 0.00005, eta: 1:51:00, time: 0.803, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9470, loss: 0.9470 2020-06-27 19:14:46,154 - mmaction - INFO - Epoch [92][360/940] lr: 0.00005, eta: 1:50:43, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.9180, loss: 0.9180 2020-06-27 19:15:03,362 - mmaction - INFO - Epoch [92][380/940] lr: 0.00005, eta: 1:50:27, time: 0.857, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0004, loss: 1.0004 2020-06-27 19:15:20,833 - mmaction - INFO - Epoch [92][400/940] lr: 0.00005, eta: 1:50:11, time: 0.873, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.1512, loss: 1.1512 2020-06-27 19:15:38,089 - mmaction - INFO - Epoch [92][420/940] lr: 0.00005, eta: 1:49:54, time: 0.864, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8812, loss_cls: 0.9839, loss: 0.9839 2020-06-27 19:15:55,849 - mmaction - INFO - Epoch [92][440/940] lr: 0.00005, eta: 1:49:38, time: 0.889, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0585, loss: 1.0585 2020-06-27 19:16:12,565 - mmaction - INFO - Epoch [92][460/940] lr: 0.00005, eta: 1:49:22, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.8938, loss_cls: 0.9659, loss: 0.9659 2020-06-27 19:16:30,303 - mmaction - INFO - Epoch [92][480/940] lr: 0.00005, eta: 1:49:05, time: 0.888, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.2289, loss: 1.2289 2020-06-27 19:16:47,286 - mmaction - INFO - Epoch [92][500/940] lr: 0.00005, eta: 1:48:49, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.8565, loss: 0.8565 2020-06-27 19:17:04,093 - mmaction - INFO - Epoch [92][520/940] lr: 0.00005, eta: 1:48:33, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0196, loss: 1.0196 2020-06-27 19:17:21,002 - mmaction - INFO - Epoch [92][540/940] lr: 0.00005, eta: 1:48:16, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8460, loss: 0.8460 2020-06-27 19:17:38,771 - mmaction - INFO - Epoch [92][560/940] lr: 0.00005, eta: 1:48:00, time: 0.890, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9105, loss: 0.9105 2020-06-27 19:17:55,200 - mmaction - INFO - Epoch [92][580/940] lr: 0.00005, eta: 1:47:44, time: 0.819, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8750, loss_cls: 0.8908, loss: 0.8908 2020-06-27 19:18:13,127 - mmaction - INFO - Epoch [92][600/940] lr: 0.00005, eta: 1:47:27, time: 0.896, data_time: 0.007, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 0.7753, loss: 0.7753 2020-06-27 19:18:31,185 - mmaction - INFO - Epoch [92][620/940] lr: 0.00005, eta: 1:47:11, time: 0.905, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.8088, loss: 0.8088 2020-06-27 19:18:47,298 - mmaction - INFO - Epoch [92][640/940] lr: 0.00005, eta: 1:46:55, time: 0.806, data_time: 0.003, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 0.9630, loss: 0.9630 2020-06-27 19:19:04,578 - mmaction - INFO - Epoch [92][660/940] lr: 0.00005, eta: 1:46:38, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 1.0116, loss: 1.0116 2020-06-27 19:19:21,515 - mmaction - INFO - Epoch [92][680/940] lr: 0.00005, eta: 1:46:22, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0522, loss: 1.0522 2020-06-27 19:19:39,129 - mmaction - INFO - Epoch [92][700/940] lr: 0.00005, eta: 1:46:06, time: 0.878, data_time: 0.006, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2909, loss: 1.2909 2020-06-27 19:19:56,758 - mmaction - INFO - Epoch [92][720/940] lr: 0.00005, eta: 1:45:49, time: 0.884, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9433, loss: 0.9433 2020-06-27 19:20:14,471 - mmaction - INFO - Epoch [92][740/940] lr: 0.00005, eta: 1:45:33, time: 0.886, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.8490, loss: 0.8490 2020-06-27 19:20:31,845 - mmaction - INFO - Epoch [92][760/940] lr: 0.00005, eta: 1:45:17, time: 0.868, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1137, loss: 1.1137 2020-06-27 19:20:48,568 - mmaction - INFO - Epoch [92][780/940] lr: 0.00005, eta: 1:45:00, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.8684, loss: 0.8684 2020-06-27 19:21:05,828 - mmaction - INFO - Epoch [92][800/940] lr: 0.00005, eta: 1:44:44, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8865, loss: 0.8865 2020-06-27 19:21:23,223 - mmaction - INFO - Epoch [92][820/940] lr: 0.00005, eta: 1:44:28, time: 0.869, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8674, loss: 0.8674 2020-06-27 19:21:41,255 - mmaction - INFO - Epoch [92][840/940] lr: 0.00005, eta: 1:44:11, time: 0.904, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9762, loss: 0.9762 2020-06-27 19:21:57,745 - mmaction - INFO - Epoch [92][860/940] lr: 0.00005, eta: 1:43:55, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9000, loss: 0.9000 2020-06-27 19:22:14,638 - mmaction - INFO - Epoch [92][880/940] lr: 0.00005, eta: 1:43:39, time: 0.848, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9683, loss: 0.9683 2020-06-27 19:22:31,793 - mmaction - INFO - Epoch [92][900/940] lr: 0.00005, eta: 1:43:22, time: 0.855, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0218, loss: 1.0218 2020-06-27 19:22:50,556 - mmaction - INFO - Epoch [92][920/940] lr: 0.00005, eta: 1:43:06, time: 0.941, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1169, loss: 1.1169 2020-06-27 19:23:06,611 - mmaction - INFO - Epoch [92][940/940] lr: 0.00005, eta: 1:42:50, time: 0.801, data_time: 0.005, memory: 7079, top1_acc: 0.7857, top5_acc: 0.9156, loss_cls: 0.9883, loss: 0.9883 2020-06-27 19:25:57,277 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 19:25:58,288 - mmaction - INFO - top1_acc 0.7268 top5_acc 0.9053 2020-06-27 19:25:58,288 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 19:25:58,396 - mmaction - INFO - mean_acc 0.7267 2020-06-27 19:25:58,429 - mmaction - INFO - Epoch [92][940/940] lr: 0.00005, top1_acc: 0.7268, top5_acc: 0.9053, mean_class_accuracy: 0.7267 2020-06-27 19:26:18,949 - mmaction - INFO - Epoch [93][20/940] lr: 0.00005, eta: 1:42:34, time: 1.025, data_time: 0.334, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8938, loss_cls: 1.0908, loss: 1.0908 2020-06-27 19:26:34,081 - mmaction - INFO - Epoch [93][40/940] lr: 0.00005, eta: 1:42:17, time: 0.754, data_time: 0.004, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0419, loss: 1.0419 2020-06-27 19:26:50,297 - mmaction - INFO - Epoch [93][60/940] lr: 0.00005, eta: 1:42:01, time: 0.813, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9541, loss: 0.9541 2020-06-27 19:27:06,900 - mmaction - INFO - Epoch [93][80/940] lr: 0.00005, eta: 1:41:44, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9443, loss: 0.9443 2020-06-27 19:27:23,542 - mmaction - INFO - Epoch [93][100/940] lr: 0.00005, eta: 1:41:28, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1000, loss: 1.1000 2020-06-27 19:27:40,212 - mmaction - INFO - Epoch [93][120/940] lr: 0.00005, eta: 1:41:11, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7486, loss: 0.7486 2020-06-27 19:27:57,599 - mmaction - INFO - Epoch [93][140/940] lr: 0.00005, eta: 1:40:55, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.9608, loss: 0.9608 2020-06-27 19:28:14,494 - mmaction - INFO - Epoch [93][160/940] lr: 0.00005, eta: 1:40:39, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9313, loss_cls: 0.7893, loss: 0.7893 2020-06-27 19:28:31,752 - mmaction - INFO - Epoch [93][180/940] lr: 0.00005, eta: 1:40:22, time: 0.864, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9648, loss: 0.9648 2020-06-27 19:28:49,385 - mmaction - INFO - Epoch [93][200/940] lr: 0.00005, eta: 1:40:06, time: 0.882, data_time: 0.004, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0673, loss: 1.0673 2020-06-27 19:29:06,507 - mmaction - INFO - Epoch [93][220/940] lr: 0.00005, eta: 1:39:50, time: 0.856, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8229, loss: 0.8229 2020-06-27 19:29:23,672 - mmaction - INFO - Epoch [93][240/940] lr: 0.00005, eta: 1:39:33, time: 0.858, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9805, loss: 0.9805 2020-06-27 19:29:41,118 - mmaction - INFO - Epoch [93][260/940] lr: 0.00005, eta: 1:39:17, time: 0.872, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.8265, loss: 0.8265 2020-06-27 19:29:58,535 - mmaction - INFO - Epoch [93][280/940] lr: 0.00005, eta: 1:39:01, time: 0.871, data_time: 0.002, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0904, loss: 1.0904 2020-06-27 19:30:15,527 - mmaction - INFO - Epoch [93][300/940] lr: 0.00005, eta: 1:38:44, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.9250, loss: 0.9250 2020-06-27 19:30:33,148 - mmaction - INFO - Epoch [93][320/940] lr: 0.00005, eta: 1:38:28, time: 0.883, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8491, loss: 0.8491 2020-06-27 19:30:49,908 - mmaction - INFO - Epoch [93][340/940] lr: 0.00005, eta: 1:38:12, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9000, loss_cls: 0.9012, loss: 0.9012 2020-06-27 19:31:06,916 - mmaction - INFO - Epoch [93][360/940] lr: 0.00005, eta: 1:37:55, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9974, loss: 0.9974 2020-06-27 19:31:24,531 - mmaction - INFO - Epoch [93][380/940] lr: 0.00005, eta: 1:37:39, time: 0.880, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9947, loss: 0.9947 2020-06-27 19:31:41,537 - mmaction - INFO - Epoch [93][400/940] lr: 0.00005, eta: 1:37:23, time: 0.851, data_time: 0.007, memory: 7079, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.0501, loss: 1.0501 2020-06-27 19:31:58,367 - mmaction - INFO - Epoch [93][420/940] lr: 0.00005, eta: 1:37:06, time: 0.841, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0704, loss: 1.0704 2020-06-27 19:32:15,019 - mmaction - INFO - Epoch [93][440/940] lr: 0.00005, eta: 1:36:50, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 1.0178, loss: 1.0178 2020-06-27 19:32:32,320 - mmaction - INFO - Epoch [93][460/940] lr: 0.00005, eta: 1:36:34, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9843, loss: 0.9843 2020-06-27 19:32:49,154 - mmaction - INFO - Epoch [93][480/940] lr: 0.00005, eta: 1:36:17, time: 0.842, data_time: 0.003, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.7328, loss: 0.7328 2020-06-27 19:33:06,404 - mmaction - INFO - Epoch [93][500/940] lr: 0.00005, eta: 1:36:01, time: 0.862, data_time: 0.002, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8688, loss_cls: 1.0337, loss: 1.0337 2020-06-27 19:33:23,866 - mmaction - INFO - Epoch [93][520/940] lr: 0.00005, eta: 1:35:44, time: 0.870, data_time: 0.005, memory: 7079, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3285, loss: 1.3285 2020-06-27 19:33:40,591 - mmaction - INFO - Epoch [93][540/940] lr: 0.00005, eta: 1:35:28, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 1.0673, loss: 1.0673 2020-06-27 19:33:57,434 - mmaction - INFO - Epoch [93][560/940] lr: 0.00005, eta: 1:35:12, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8954, loss: 0.8954 2020-06-27 19:34:14,576 - mmaction - INFO - Epoch [93][580/940] lr: 0.00005, eta: 1:34:55, time: 0.860, data_time: 0.007, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.8296, loss: 0.8296 2020-06-27 19:34:32,430 - mmaction - INFO - Epoch [93][600/940] lr: 0.00005, eta: 1:34:39, time: 0.892, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9125, loss_cls: 0.8698, loss: 0.8698 2020-06-27 19:34:48,855 - mmaction - INFO - Epoch [93][620/940] lr: 0.00005, eta: 1:34:23, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8278, loss: 0.8278 2020-06-27 19:35:06,621 - mmaction - INFO - Epoch [93][640/940] lr: 0.00005, eta: 1:34:06, time: 0.888, data_time: 0.003, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 1.0140, loss: 1.0140 2020-06-27 19:35:23,656 - mmaction - INFO - Epoch [93][660/940] lr: 0.00005, eta: 1:33:50, time: 0.852, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2250, loss: 1.2250 2020-06-27 19:35:40,552 - mmaction - INFO - Epoch [93][680/940] lr: 0.00005, eta: 1:33:34, time: 0.843, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9837, loss: 0.9837 2020-06-27 19:35:57,409 - mmaction - INFO - Epoch [93][700/940] lr: 0.00005, eta: 1:33:17, time: 0.845, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9377, loss: 0.9377 2020-06-27 19:36:15,439 - mmaction - INFO - Epoch [93][720/940] lr: 0.00005, eta: 1:33:01, time: 0.898, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 0.9586, loss: 0.9586 2020-06-27 19:36:32,546 - mmaction - INFO - Epoch [93][740/940] lr: 0.00005, eta: 1:32:45, time: 0.858, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2012, loss: 1.2012 2020-06-27 19:36:49,873 - mmaction - INFO - Epoch [93][760/940] lr: 0.00005, eta: 1:32:28, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9621, loss: 0.9621 2020-06-27 19:37:06,580 - mmaction - INFO - Epoch [93][780/940] lr: 0.00005, eta: 1:32:12, time: 0.838, data_time: 0.007, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.8465, loss: 0.8465 2020-06-27 19:37:23,947 - mmaction - INFO - Epoch [93][800/940] lr: 0.00005, eta: 1:31:55, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9125, loss_cls: 0.8762, loss: 0.8762 2020-06-27 19:37:40,560 - mmaction - INFO - Epoch [93][820/940] lr: 0.00005, eta: 1:31:39, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9756, loss: 0.9756 2020-06-27 19:37:57,776 - mmaction - INFO - Epoch [93][840/940] lr: 0.00005, eta: 1:31:23, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9767, loss: 0.9767 2020-06-27 19:38:15,847 - mmaction - INFO - Epoch [93][860/940] lr: 0.00005, eta: 1:31:06, time: 0.905, data_time: 0.006, memory: 7079, top1_acc: 0.8438, top5_acc: 0.9625, loss_cls: 0.6323, loss: 0.6323 2020-06-27 19:38:32,784 - mmaction - INFO - Epoch [93][880/940] lr: 0.00005, eta: 1:30:50, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8527, loss: 0.8527 2020-06-27 19:38:49,305 - mmaction - INFO - Epoch [93][900/940] lr: 0.00005, eta: 1:30:34, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9563, loss_cls: 0.7332, loss: 0.7332 2020-06-27 19:39:07,048 - mmaction - INFO - Epoch [93][920/940] lr: 0.00005, eta: 1:30:17, time: 0.887, data_time: 0.003, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8966, loss: 0.8966 2020-06-27 19:39:22,962 - mmaction - INFO - Epoch [93][940/940] lr: 0.00005, eta: 1:30:01, time: 0.794, data_time: 0.006, memory: 7079, top1_acc: 0.7857, top5_acc: 0.9545, loss_cls: 0.7743, loss: 0.7743 2020-06-27 19:39:44,871 - mmaction - INFO - Epoch [94][20/940] lr: 0.00005, eta: 1:29:45, time: 1.060, data_time: 0.370, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8593, loss: 0.8593 2020-06-27 19:40:00,714 - mmaction - INFO - Epoch [94][40/940] lr: 0.00005, eta: 1:29:28, time: 0.791, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.7594, loss: 0.7594 2020-06-27 19:40:17,126 - mmaction - INFO - Epoch [94][60/940] lr: 0.00005, eta: 1:29:12, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.8141, loss: 0.8141 2020-06-27 19:40:33,925 - mmaction - INFO - Epoch [94][80/940] lr: 0.00005, eta: 1:28:56, time: 0.836, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7489, loss: 0.7489 2020-06-27 19:40:52,031 - mmaction - INFO - Epoch [94][100/940] lr: 0.00005, eta: 1:28:39, time: 0.909, data_time: 0.007, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9331, loss: 0.9331 2020-06-27 19:41:08,643 - mmaction - INFO - Epoch [94][120/940] lr: 0.00005, eta: 1:28:23, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1356, loss: 1.1356 2020-06-27 19:41:26,905 - mmaction - INFO - Epoch [94][140/940] lr: 0.00005, eta: 1:28:07, time: 0.914, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.8014, loss: 0.8014 2020-06-27 19:41:43,504 - mmaction - INFO - Epoch [94][160/940] lr: 0.00005, eta: 1:27:50, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9756, loss: 0.9756 2020-06-27 19:42:00,773 - mmaction - INFO - Epoch [94][180/940] lr: 0.00005, eta: 1:27:34, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.9115, loss: 0.9115 2020-06-27 19:42:17,459 - mmaction - INFO - Epoch [94][200/940] lr: 0.00005, eta: 1:27:17, time: 0.832, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0950, loss: 1.0950 2020-06-27 19:42:34,115 - mmaction - INFO - Epoch [94][220/940] lr: 0.00005, eta: 1:27:01, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7412, loss: 0.7412 2020-06-27 19:42:51,963 - mmaction - INFO - Epoch [94][240/940] lr: 0.00005, eta: 1:26:45, time: 0.892, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.8812, loss_cls: 1.0864, loss: 1.0864 2020-06-27 19:43:08,905 - mmaction - INFO - Epoch [94][260/940] lr: 0.00005, eta: 1:26:28, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 1.0650, loss: 1.0650 2020-06-27 19:43:25,627 - mmaction - INFO - Epoch [94][280/940] lr: 0.00005, eta: 1:26:12, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.0636, loss: 1.0636 2020-06-27 19:43:43,428 - mmaction - INFO - Epoch [94][300/940] lr: 0.00005, eta: 1:25:56, time: 0.892, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.7559, loss: 0.7559 2020-06-27 19:44:00,028 - mmaction - INFO - Epoch [94][320/940] lr: 0.00005, eta: 1:25:39, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9741, loss: 0.9741 2020-06-27 19:44:16,962 - mmaction - INFO - Epoch [94][340/940] lr: 0.00005, eta: 1:25:23, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.7173, loss: 0.7173 2020-06-27 19:44:34,265 - mmaction - INFO - Epoch [94][360/940] lr: 0.00005, eta: 1:25:06, time: 0.868, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9661, loss: 0.9661 2020-06-27 19:44:52,389 - mmaction - INFO - Epoch [94][380/940] lr: 0.00005, eta: 1:24:50, time: 0.906, data_time: 0.002, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.8992, loss: 0.8992 2020-06-27 19:45:09,774 - mmaction - INFO - Epoch [94][400/940] lr: 0.00005, eta: 1:24:34, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 0.9918, loss: 0.9918 2020-06-27 19:45:25,988 - mmaction - INFO - Epoch [94][420/940] lr: 0.00005, eta: 1:24:17, time: 0.810, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 0.9754, loss: 0.9754 2020-06-27 19:45:43,115 - mmaction - INFO - Epoch [94][440/940] lr: 0.00005, eta: 1:24:01, time: 0.855, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9160, loss: 0.9160 2020-06-27 19:46:00,491 - mmaction - INFO - Epoch [94][460/940] lr: 0.00005, eta: 1:23:45, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 1.0358, loss: 1.0358 2020-06-27 19:46:17,130 - mmaction - INFO - Epoch [94][480/940] lr: 0.00005, eta: 1:23:28, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.9159, loss: 0.9159 2020-06-27 19:46:34,034 - mmaction - INFO - Epoch [94][500/940] lr: 0.00005, eta: 1:23:12, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.0772, loss: 1.0772 2020-06-27 19:46:50,804 - mmaction - INFO - Epoch [94][520/940] lr: 0.00005, eta: 1:22:55, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8118, loss: 0.8118 2020-06-27 19:47:07,479 - mmaction - INFO - Epoch [94][540/940] lr: 0.00005, eta: 1:22:39, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.0958, loss: 1.0958 2020-06-27 19:47:25,036 - mmaction - INFO - Epoch [94][560/940] lr: 0.00005, eta: 1:22:23, time: 0.876, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0019, loss: 1.0019 2020-06-27 19:47:42,422 - mmaction - INFO - Epoch [94][580/940] lr: 0.00005, eta: 1:22:06, time: 0.872, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1918, loss: 1.1918 2020-06-27 19:47:59,673 - mmaction - INFO - Epoch [94][600/940] lr: 0.00005, eta: 1:21:50, time: 0.860, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 1.0775, loss: 1.0775 2020-06-27 19:48:16,897 - mmaction - INFO - Epoch [94][620/940] lr: 0.00005, eta: 1:21:34, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8677, loss: 0.8677 2020-06-27 19:48:34,088 - mmaction - INFO - Epoch [94][640/940] lr: 0.00005, eta: 1:21:17, time: 0.860, data_time: 0.002, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9760, loss: 0.9760 2020-06-27 19:48:51,420 - mmaction - INFO - Epoch [94][660/940] lr: 0.00005, eta: 1:21:01, time: 0.866, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1999, loss: 1.1999 2020-06-27 19:49:08,455 - mmaction - INFO - Epoch [94][680/940] lr: 0.00005, eta: 1:20:44, time: 0.852, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9890, loss: 0.9890 2020-06-27 19:49:25,751 - mmaction - INFO - Epoch [94][700/940] lr: 0.00005, eta: 1:20:28, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 1.0516, loss: 1.0516 2020-06-27 19:49:42,853 - mmaction - INFO - Epoch [94][720/940] lr: 0.00005, eta: 1:20:12, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 0.9015, loss: 0.9015 2020-06-27 19:49:59,465 - mmaction - INFO - Epoch [94][740/940] lr: 0.00005, eta: 1:19:55, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8938, loss_cls: 1.0011, loss: 1.0011 2020-06-27 19:50:16,929 - mmaction - INFO - Epoch [94][760/940] lr: 0.00005, eta: 1:19:39, time: 0.875, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8750, loss_cls: 1.1431, loss: 1.1431 2020-06-27 19:50:33,941 - mmaction - INFO - Epoch [94][780/940] lr: 0.00005, eta: 1:19:23, time: 0.851, data_time: 0.003, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0726, loss: 1.0726 2020-06-27 19:50:51,064 - mmaction - INFO - Epoch [94][800/940] lr: 0.00005, eta: 1:19:06, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9205, loss: 0.9205 2020-06-27 19:51:07,716 - mmaction - INFO - Epoch [94][820/940] lr: 0.00005, eta: 1:18:50, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 1.0250, loss: 1.0250 2020-06-27 19:51:24,993 - mmaction - INFO - Epoch [94][840/940] lr: 0.00005, eta: 1:18:33, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7666, loss: 0.7666 2020-06-27 19:51:42,008 - mmaction - INFO - Epoch [94][860/940] lr: 0.00005, eta: 1:18:17, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7648, loss: 0.7648 2020-06-27 19:51:59,854 - mmaction - INFO - Epoch [94][880/940] lr: 0.00005, eta: 1:18:01, time: 0.890, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9683, loss: 0.9683 2020-06-27 19:52:16,719 - mmaction - INFO - Epoch [94][900/940] lr: 0.00005, eta: 1:17:44, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0067, loss: 1.0067 2020-06-27 19:52:33,827 - mmaction - INFO - Epoch [94][920/940] lr: 0.00005, eta: 1:17:28, time: 0.853, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.8791, loss: 0.8791 2020-06-27 19:52:50,368 - mmaction - INFO - Epoch [94][940/940] lr: 0.00005, eta: 1:17:11, time: 0.830, data_time: 0.006, memory: 7079, top1_acc: 0.7338, top5_acc: 0.8961, loss_cls: 1.0523, loss: 1.0523 2020-06-27 19:55:43,354 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 19:55:44,358 - mmaction - INFO - top1_acc 0.7263 top5_acc 0.9042 2020-06-27 19:55:44,359 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 19:55:44,422 - mmaction - INFO - mean_acc 0.7262 2020-06-27 19:55:44,431 - mmaction - INFO - Epoch [94][940/940] lr: 0.00005, top1_acc: 0.7263, top5_acc: 0.9042, mean_class_accuracy: 0.7262 2020-06-27 19:56:04,143 - mmaction - INFO - Epoch [95][20/940] lr: 0.00005, eta: 1:16:55, time: 0.982, data_time: 0.326, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.8506, loss: 0.8506 2020-06-27 19:56:19,126 - mmaction - INFO - Epoch [95][40/940] lr: 0.00005, eta: 1:16:39, time: 0.748, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 0.9362, loss: 0.9362 2020-06-27 19:56:35,817 - mmaction - INFO - Epoch [95][60/940] lr: 0.00005, eta: 1:16:22, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.7236, loss: 0.7236 2020-06-27 19:56:52,238 - mmaction - INFO - Epoch [95][80/940] lr: 0.00005, eta: 1:16:06, time: 0.818, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 1.0096, loss: 1.0096 2020-06-27 19:57:08,559 - mmaction - INFO - Epoch [95][100/940] lr: 0.00005, eta: 1:15:49, time: 0.819, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.8322, loss: 0.8322 2020-06-27 19:57:25,442 - mmaction - INFO - Epoch [95][120/940] lr: 0.00005, eta: 1:15:33, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8387, loss: 0.8387 2020-06-27 19:57:42,503 - mmaction - INFO - Epoch [95][140/940] lr: 0.00005, eta: 1:15:17, time: 0.856, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9088, loss: 0.9088 2020-06-27 19:57:59,079 - mmaction - INFO - Epoch [95][160/940] lr: 0.00005, eta: 1:15:00, time: 0.827, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7934, loss: 0.7934 2020-06-27 19:58:16,002 - mmaction - INFO - Epoch [95][180/940] lr: 0.00005, eta: 1:14:44, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.0752, loss: 1.0752 2020-06-27 19:58:32,770 - mmaction - INFO - Epoch [95][200/940] lr: 0.00005, eta: 1:14:27, time: 0.837, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 0.9752, loss: 0.9752 2020-06-27 19:58:50,371 - mmaction - INFO - Epoch [95][220/940] lr: 0.00005, eta: 1:14:11, time: 0.882, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6816, loss: 0.6816 2020-06-27 19:59:07,042 - mmaction - INFO - Epoch [95][240/940] lr: 0.00005, eta: 1:13:55, time: 0.833, data_time: 0.002, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8500, loss_cls: 1.1473, loss: 1.1473 2020-06-27 19:59:24,673 - mmaction - INFO - Epoch [95][260/940] lr: 0.00005, eta: 1:13:38, time: 0.880, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 0.8719, loss: 0.8719 2020-06-27 19:59:42,562 - mmaction - INFO - Epoch [95][280/940] lr: 0.00005, eta: 1:13:22, time: 0.896, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.8875, loss_cls: 0.9361, loss: 0.9361 2020-06-27 19:59:59,609 - mmaction - INFO - Epoch [95][300/940] lr: 0.00005, eta: 1:13:06, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 0.8810, loss: 0.8810 2020-06-27 20:00:22,459 - mmaction - INFO - Epoch [95][320/940] lr: 0.00005, eta: 1:12:50, time: 1.144, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.7976, loss: 0.7976 2020-06-27 20:00:37,258 - mmaction - INFO - Epoch [95][340/940] lr: 0.00005, eta: 1:12:33, time: 0.740, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.8398, loss: 0.8398 2020-06-27 20:00:53,786 - mmaction - INFO - Epoch [95][360/940] lr: 0.00005, eta: 1:12:17, time: 0.825, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 0.6260, loss: 0.6260 2020-06-27 20:01:10,488 - mmaction - INFO - Epoch [95][380/940] lr: 0.00005, eta: 1:12:00, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8444, loss: 0.8444 2020-06-27 20:01:27,184 - mmaction - INFO - Epoch [95][400/940] lr: 0.00005, eta: 1:11:44, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9331, loss: 0.9331 2020-06-27 20:01:43,718 - mmaction - INFO - Epoch [95][420/940] lr: 0.00005, eta: 1:11:27, time: 0.826, data_time: 0.002, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.8739, loss: 0.8739 2020-06-27 20:02:00,567 - mmaction - INFO - Epoch [95][440/940] lr: 0.00005, eta: 1:11:11, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9818, loss: 0.9818 2020-06-27 20:02:17,741 - mmaction - INFO - Epoch [95][460/940] lr: 0.00005, eta: 1:10:55, time: 0.862, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9751, loss: 0.9751 2020-06-27 20:02:35,346 - mmaction - INFO - Epoch [95][480/940] lr: 0.00005, eta: 1:10:38, time: 0.878, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7562, loss: 0.7562 2020-06-27 20:02:51,650 - mmaction - INFO - Epoch [95][500/940] lr: 0.00005, eta: 1:10:22, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8033, loss: 0.8033 2020-06-27 20:03:09,369 - mmaction - INFO - Epoch [95][520/940] lr: 0.00005, eta: 1:10:05, time: 0.884, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.7486, loss: 0.7486 2020-06-27 20:03:25,937 - mmaction - INFO - Epoch [95][540/940] lr: 0.00005, eta: 1:09:49, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.0245, loss: 1.0245 2020-06-27 20:03:43,232 - mmaction - INFO - Epoch [95][560/940] lr: 0.00005, eta: 1:09:33, time: 0.865, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.8432, loss: 0.8432 2020-06-27 20:04:00,863 - mmaction - INFO - Epoch [95][580/940] lr: 0.00005, eta: 1:09:16, time: 0.880, data_time: 0.004, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7677, loss: 0.7677 2020-06-27 20:04:17,977 - mmaction - INFO - Epoch [95][600/940] lr: 0.00005, eta: 1:09:00, time: 0.857, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9000, loss_cls: 0.9196, loss: 0.9196 2020-06-27 20:04:34,746 - mmaction - INFO - Epoch [95][620/940] lr: 0.00005, eta: 1:08:43, time: 0.838, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9070, loss: 0.9070 2020-06-27 20:04:51,834 - mmaction - INFO - Epoch [95][640/940] lr: 0.00005, eta: 1:08:27, time: 0.855, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0945, loss: 1.0945 2020-06-27 20:05:09,075 - mmaction - INFO - Epoch [95][660/940] lr: 0.00005, eta: 1:08:11, time: 0.862, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.0654, loss: 1.0654 2020-06-27 20:05:26,701 - mmaction - INFO - Epoch [95][680/940] lr: 0.00005, eta: 1:07:54, time: 0.882, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9945, loss: 0.9945 2020-06-27 20:05:44,066 - mmaction - INFO - Epoch [95][700/940] lr: 0.00005, eta: 1:07:38, time: 0.868, data_time: 0.002, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.7694, loss: 0.7694 2020-06-27 20:06:00,520 - mmaction - INFO - Epoch [95][720/940] lr: 0.00005, eta: 1:07:22, time: 0.821, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 0.7951, loss: 0.7951 2020-06-27 20:06:17,663 - mmaction - INFO - Epoch [95][740/940] lr: 0.00005, eta: 1:07:05, time: 0.860, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.0957, loss: 1.0957 2020-06-27 20:06:35,467 - mmaction - INFO - Epoch [95][760/940] lr: 0.00005, eta: 1:06:49, time: 0.887, data_time: 0.004, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0501, loss: 1.0501 2020-06-27 20:06:52,346 - mmaction - INFO - Epoch [95][780/940] lr: 0.00005, eta: 1:06:32, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.8844, loss: 0.8844 2020-06-27 20:07:10,113 - mmaction - INFO - Epoch [95][800/940] lr: 0.00005, eta: 1:06:16, time: 0.889, data_time: 0.002, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1290, loss: 1.1290 2020-06-27 20:07:27,197 - mmaction - INFO - Epoch [95][820/940] lr: 0.00005, eta: 1:06:00, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.8296, loss: 0.8296 2020-06-27 20:07:44,320 - mmaction - INFO - Epoch [95][840/940] lr: 0.00005, eta: 1:05:43, time: 0.855, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.8793, loss: 0.8793 2020-06-27 20:08:01,299 - mmaction - INFO - Epoch [95][860/940] lr: 0.00005, eta: 1:05:27, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0591, loss: 1.0591 2020-06-27 20:08:18,944 - mmaction - INFO - Epoch [95][880/940] lr: 0.00005, eta: 1:05:10, time: 0.880, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9371, loss: 0.9371 2020-06-27 20:08:36,322 - mmaction - INFO - Epoch [95][900/940] lr: 0.00005, eta: 1:04:54, time: 0.871, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8352, loss: 0.8352 2020-06-27 20:08:53,096 - mmaction - INFO - Epoch [95][920/940] lr: 0.00005, eta: 1:04:38, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8567, loss: 0.8567 2020-06-27 20:09:08,913 - mmaction - INFO - Epoch [95][940/940] lr: 0.00005, eta: 1:04:21, time: 0.791, data_time: 0.002, memory: 7079, top1_acc: 0.6753, top5_acc: 0.8896, loss_cls: 1.1348, loss: 1.1348 2020-06-27 20:09:32,814 - mmaction - INFO - Epoch [96][20/940] lr: 0.00005, eta: 1:04:05, time: 1.116, data_time: 0.428, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.1614, loss: 1.1614 2020-06-27 20:09:48,676 - mmaction - INFO - Epoch [96][40/940] lr: 0.00005, eta: 1:03:49, time: 0.793, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.1515, loss: 1.1515 2020-06-27 20:10:04,989 - mmaction - INFO - Epoch [96][60/940] lr: 0.00005, eta: 1:03:32, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9155, loss: 0.9155 2020-06-27 20:10:21,463 - mmaction - INFO - Epoch [96][80/940] lr: 0.00005, eta: 1:03:16, time: 0.824, data_time: 0.003, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.1241, loss: 1.1241 2020-06-27 20:10:38,468 - mmaction - INFO - Epoch [96][100/940] lr: 0.00005, eta: 1:02:59, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.0063, loss: 1.0063 2020-06-27 20:10:56,233 - mmaction - INFO - Epoch [96][120/940] lr: 0.00005, eta: 1:02:43, time: 0.891, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9574, loss: 0.9574 2020-06-27 20:11:12,719 - mmaction - INFO - Epoch [96][140/940] lr: 0.00005, eta: 1:02:27, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7512, loss: 0.7512 2020-06-27 20:11:28,961 - mmaction - INFO - Epoch [96][160/940] lr: 0.00005, eta: 1:02:10, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 0.8056, loss: 0.8056 2020-06-27 20:11:46,005 - mmaction - INFO - Epoch [96][180/940] lr: 0.00005, eta: 1:01:54, time: 0.851, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 0.8641, loss: 0.8641 2020-06-27 20:12:03,736 - mmaction - INFO - Epoch [96][200/940] lr: 0.00005, eta: 1:01:37, time: 0.887, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1463, loss: 1.1463 2020-06-27 20:12:20,907 - mmaction - INFO - Epoch [96][220/940] lr: 0.00005, eta: 1:01:21, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9804, loss: 0.9804 2020-06-27 20:12:38,013 - mmaction - INFO - Epoch [96][240/940] lr: 0.00005, eta: 1:01:05, time: 0.859, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9000, loss_cls: 0.9169, loss: 0.9169 2020-06-27 20:12:54,567 - mmaction - INFO - Epoch [96][260/940] lr: 0.00005, eta: 1:00:48, time: 0.829, data_time: 0.003, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 1.0114, loss: 1.0114 2020-06-27 20:13:11,988 - mmaction - INFO - Epoch [96][280/940] lr: 0.00005, eta: 1:00:32, time: 0.869, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.8718, loss: 0.8718 2020-06-27 20:13:29,212 - mmaction - INFO - Epoch [96][300/940] lr: 0.00005, eta: 1:00:15, time: 0.862, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8875, loss_cls: 1.0742, loss: 1.0742 2020-06-27 20:13:46,215 - mmaction - INFO - Epoch [96][320/940] lr: 0.00005, eta: 0:59:59, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.1500, loss: 1.1500 2020-06-27 20:14:03,003 - mmaction - INFO - Epoch [96][340/940] lr: 0.00005, eta: 0:59:42, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9607, loss: 0.9607 2020-06-27 20:14:21,665 - mmaction - INFO - Epoch [96][360/940] lr: 0.00005, eta: 0:59:26, time: 0.933, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 0.9217, loss: 0.9217 2020-06-27 20:14:38,520 - mmaction - INFO - Epoch [96][380/940] lr: 0.00005, eta: 0:59:10, time: 0.843, data_time: 0.003, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9000, loss_cls: 0.9747, loss: 0.9747 2020-06-27 20:14:55,320 - mmaction - INFO - Epoch [96][400/940] lr: 0.00005, eta: 0:58:53, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.7476, loss: 0.7476 2020-06-27 20:15:12,602 - mmaction - INFO - Epoch [96][420/940] lr: 0.00005, eta: 0:58:37, time: 0.866, data_time: 0.006, memory: 7079, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2391, loss: 1.2391 2020-06-27 20:15:29,617 - mmaction - INFO - Epoch [96][440/940] lr: 0.00005, eta: 0:58:20, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0479, loss: 1.0479 2020-06-27 20:15:46,916 - mmaction - INFO - Epoch [96][460/940] lr: 0.00005, eta: 0:58:04, time: 0.868, data_time: 0.007, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 0.9106, loss: 0.9106 2020-06-27 20:16:04,073 - mmaction - INFO - Epoch [96][480/940] lr: 0.00005, eta: 0:57:48, time: 0.858, data_time: 0.002, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0231, loss: 1.0231 2020-06-27 20:16:21,544 - mmaction - INFO - Epoch [96][500/940] lr: 0.00005, eta: 0:57:31, time: 0.872, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8249, loss: 0.8249 2020-06-27 20:16:38,822 - mmaction - INFO - Epoch [96][520/940] lr: 0.00005, eta: 0:57:15, time: 0.865, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9139, loss: 0.9139 2020-06-27 20:16:56,008 - mmaction - INFO - Epoch [96][540/940] lr: 0.00005, eta: 0:56:59, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2734, loss: 1.2734 2020-06-27 20:17:13,340 - mmaction - INFO - Epoch [96][560/940] lr: 0.00005, eta: 0:56:42, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9511, loss: 0.9511 2020-06-27 20:17:30,169 - mmaction - INFO - Epoch [96][580/940] lr: 0.00005, eta: 0:56:26, time: 0.840, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8912, loss: 0.8912 2020-06-27 20:17:47,185 - mmaction - INFO - Epoch [96][600/940] lr: 0.00005, eta: 0:56:09, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5259, loss: 0.5259 2020-06-27 20:18:04,406 - mmaction - INFO - Epoch [96][620/940] lr: 0.00005, eta: 0:55:53, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0120, loss: 1.0120 2020-06-27 20:18:21,527 - mmaction - INFO - Epoch [96][640/940] lr: 0.00005, eta: 0:55:36, time: 0.856, data_time: 0.002, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.0659, loss: 1.0659 2020-06-27 20:18:38,953 - mmaction - INFO - Epoch [96][660/940] lr: 0.00005, eta: 0:55:20, time: 0.870, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 0.8429, loss: 0.8429 2020-06-27 20:18:55,864 - mmaction - INFO - Epoch [96][680/940] lr: 0.00005, eta: 0:55:04, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9448, loss: 0.9448 2020-06-27 20:19:13,151 - mmaction - INFO - Epoch [96][700/940] lr: 0.00005, eta: 0:54:47, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8812, loss_cls: 1.0481, loss: 1.0481 2020-06-27 20:19:30,462 - mmaction - INFO - Epoch [96][720/940] lr: 0.00005, eta: 0:54:31, time: 0.866, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8328, loss: 0.8328 2020-06-27 20:19:47,503 - mmaction - INFO - Epoch [96][740/940] lr: 0.00005, eta: 0:54:14, time: 0.849, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8929, loss: 0.8929 2020-06-27 20:20:04,830 - mmaction - INFO - Epoch [96][760/940] lr: 0.00005, eta: 0:53:58, time: 0.868, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.0563, loss: 1.0563 2020-06-27 20:20:21,450 - mmaction - INFO - Epoch [96][780/940] lr: 0.00005, eta: 0:53:42, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.8228, loss: 0.8228 2020-06-27 20:20:38,300 - mmaction - INFO - Epoch [96][800/940] lr: 0.00005, eta: 0:53:25, time: 0.844, data_time: 0.007, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9150, loss: 0.9150 2020-06-27 20:20:55,899 - mmaction - INFO - Epoch [96][820/940] lr: 0.00005, eta: 0:53:09, time: 0.879, data_time: 0.007, memory: 7079, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1780, loss: 1.1780 2020-06-27 20:21:13,969 - mmaction - INFO - Epoch [96][840/940] lr: 0.00005, eta: 0:52:52, time: 0.905, data_time: 0.006, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9125, loss_cls: 1.1263, loss: 1.1263 2020-06-27 20:21:30,969 - mmaction - INFO - Epoch [96][860/940] lr: 0.00005, eta: 0:52:36, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 0.9909, loss: 0.9909 2020-06-27 20:21:47,574 - mmaction - INFO - Epoch [96][880/940] lr: 0.00005, eta: 0:52:20, time: 0.831, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.7649, loss: 0.7649 2020-06-27 20:22:04,392 - mmaction - INFO - Epoch [96][900/940] lr: 0.00005, eta: 0:52:03, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9250, loss_cls: 0.8293, loss: 0.8293 2020-06-27 20:22:21,763 - mmaction - INFO - Epoch [96][920/940] lr: 0.00005, eta: 0:51:47, time: 0.871, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9062, loss_cls: 0.7961, loss: 0.7961 2020-06-27 20:22:38,363 - mmaction - INFO - Epoch [96][940/940] lr: 0.00005, eta: 0:51:30, time: 0.828, data_time: 0.005, memory: 7079, top1_acc: 0.7338, top5_acc: 0.8766, loss_cls: 1.2299, loss: 1.2299 2020-06-27 20:25:27,738 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 20:25:28,745 - mmaction - INFO - top1_acc 0.7281 top5_acc 0.9029 2020-06-27 20:25:28,745 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 20:25:28,873 - mmaction - INFO - mean_acc 0.7280 2020-06-27 20:25:28,898 - mmaction - INFO - Epoch [96][940/940] lr: 0.00005, top1_acc: 0.7281, top5_acc: 0.9029, mean_class_accuracy: 0.7280 2020-06-27 20:25:48,977 - mmaction - INFO - Epoch [97][20/940] lr: 0.00005, eta: 0:51:14, time: 1.000, data_time: 0.318, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8971, loss: 0.8971 2020-06-27 20:26:04,539 - mmaction - INFO - Epoch [97][40/940] lr: 0.00005, eta: 0:50:58, time: 0.778, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0614, loss: 1.0614 2020-06-27 20:26:20,359 - mmaction - INFO - Epoch [97][60/940] lr: 0.00005, eta: 0:50:41, time: 0.776, data_time: 0.007, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 0.9736, loss: 0.9736 2020-06-27 20:26:36,634 - mmaction - INFO - Epoch [97][80/940] lr: 0.00005, eta: 0:50:25, time: 0.830, data_time: 0.023, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9471, loss: 0.9471 2020-06-27 20:26:53,122 - mmaction - INFO - Epoch [97][100/940] lr: 0.00005, eta: 0:50:08, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 0.9521, loss: 0.9521 2020-06-27 20:27:09,787 - mmaction - INFO - Epoch [97][120/940] lr: 0.00005, eta: 0:49:52, time: 0.833, data_time: 0.005, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1350, loss: 1.1350 2020-06-27 20:27:27,688 - mmaction - INFO - Epoch [97][140/940] lr: 0.00005, eta: 0:49:35, time: 0.894, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9437, loss_cls: 0.7572, loss: 0.7572 2020-06-27 20:27:43,997 - mmaction - INFO - Epoch [97][160/940] lr: 0.00005, eta: 0:49:19, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 0.8357, loss: 0.8357 2020-06-27 20:28:01,425 - mmaction - INFO - Epoch [97][180/940] lr: 0.00005, eta: 0:49:03, time: 0.869, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9022, loss: 0.9022 2020-06-27 20:28:18,262 - mmaction - INFO - Epoch [97][200/940] lr: 0.00005, eta: 0:48:46, time: 0.844, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9477, loss: 0.9477 2020-06-27 20:28:34,866 - mmaction - INFO - Epoch [97][220/940] lr: 0.00005, eta: 0:48:30, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8688, loss_cls: 1.0952, loss: 1.0952 2020-06-27 20:28:51,755 - mmaction - INFO - Epoch [97][240/940] lr: 0.00005, eta: 0:48:13, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9437, loss_cls: 0.9013, loss: 0.9013 2020-06-27 20:29:09,453 - mmaction - INFO - Epoch [97][260/940] lr: 0.00005, eta: 0:47:57, time: 0.884, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 1.0006, loss: 1.0006 2020-06-27 20:29:26,453 - mmaction - INFO - Epoch [97][280/940] lr: 0.00005, eta: 0:47:40, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.0511, loss: 1.0511 2020-06-27 20:29:43,156 - mmaction - INFO - Epoch [97][300/940] lr: 0.00005, eta: 0:47:24, time: 0.835, data_time: 0.004, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 1.0511, loss: 1.0511 2020-06-27 20:30:00,234 - mmaction - INFO - Epoch [97][320/940] lr: 0.00005, eta: 0:47:08, time: 0.851, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9650, loss: 0.9650 2020-06-27 20:30:17,018 - mmaction - INFO - Epoch [97][340/940] lr: 0.00005, eta: 0:46:51, time: 0.842, data_time: 0.007, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9187, loss_cls: 0.8564, loss: 0.8564 2020-06-27 20:30:34,330 - mmaction - INFO - Epoch [97][360/940] lr: 0.00005, eta: 0:46:35, time: 0.867, data_time: 0.003, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.7289, loss: 0.7289 2020-06-27 20:30:52,304 - mmaction - INFO - Epoch [97][380/940] lr: 0.00005, eta: 0:46:18, time: 0.897, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9491, loss: 0.9491 2020-06-27 20:31:09,701 - mmaction - INFO - Epoch [97][400/940] lr: 0.00005, eta: 0:46:02, time: 0.871, data_time: 0.006, memory: 7079, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.7500, loss: 0.7500 2020-06-27 20:31:26,500 - mmaction - INFO - Epoch [97][420/940] lr: 0.00005, eta: 0:45:46, time: 0.838, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8625, loss_cls: 1.2632, loss: 1.2632 2020-06-27 20:31:43,749 - mmaction - INFO - Epoch [97][440/940] lr: 0.00005, eta: 0:45:29, time: 0.864, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8812, loss_cls: 0.9209, loss: 0.9209 2020-06-27 20:32:00,295 - mmaction - INFO - Epoch [97][460/940] lr: 0.00005, eta: 0:45:13, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0307, loss: 1.0307 2020-06-27 20:32:16,934 - mmaction - INFO - Epoch [97][480/940] lr: 0.00005, eta: 0:44:56, time: 0.833, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.8987, loss: 0.8987 2020-06-27 20:32:33,718 - mmaction - INFO - Epoch [97][500/940] lr: 0.00005, eta: 0:44:40, time: 0.839, data_time: 0.004, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.8709, loss: 0.8709 2020-06-27 20:32:51,241 - mmaction - INFO - Epoch [97][520/940] lr: 0.00005, eta: 0:44:23, time: 0.874, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.8633, loss: 0.8633 2020-06-27 20:33:08,239 - mmaction - INFO - Epoch [97][540/940] lr: 0.00005, eta: 0:44:07, time: 0.852, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9520, loss: 0.9520 2020-06-27 20:33:25,361 - mmaction - INFO - Epoch [97][560/940] lr: 0.00005, eta: 0:43:51, time: 0.855, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9714, loss: 0.9714 2020-06-27 20:33:42,260 - mmaction - INFO - Epoch [97][580/940] lr: 0.00005, eta: 0:43:34, time: 0.846, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9402, loss: 0.9402 2020-06-27 20:33:59,338 - mmaction - INFO - Epoch [97][600/940] lr: 0.00005, eta: 0:43:18, time: 0.854, data_time: 0.002, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9250, loss_cls: 0.7106, loss: 0.7106 2020-06-27 20:34:16,055 - mmaction - INFO - Epoch [97][620/940] lr: 0.00005, eta: 0:43:01, time: 0.836, data_time: 0.005, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.8010, loss: 0.8010 2020-06-27 20:34:33,565 - mmaction - INFO - Epoch [97][640/940] lr: 0.00005, eta: 0:42:45, time: 0.875, data_time: 0.002, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9000, loss_cls: 1.0576, loss: 1.0576 2020-06-27 20:34:51,210 - mmaction - INFO - Epoch [97][660/940] lr: 0.00005, eta: 0:42:28, time: 0.881, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 1.0192, loss: 1.0192 2020-06-27 20:35:08,030 - mmaction - INFO - Epoch [97][680/940] lr: 0.00005, eta: 0:42:12, time: 0.842, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9866, loss: 0.9866 2020-06-27 20:35:24,841 - mmaction - INFO - Epoch [97][700/940] lr: 0.00005, eta: 0:41:56, time: 0.841, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8711, loss: 0.8711 2020-06-27 20:35:42,409 - mmaction - INFO - Epoch [97][720/940] lr: 0.00005, eta: 0:41:39, time: 0.878, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.8789, loss: 0.8789 2020-06-27 20:35:59,172 - mmaction - INFO - Epoch [97][740/940] lr: 0.00005, eta: 0:41:23, time: 0.835, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9327, loss: 0.9327 2020-06-27 20:36:16,366 - mmaction - INFO - Epoch [97][760/940] lr: 0.00005, eta: 0:41:06, time: 0.863, data_time: 0.007, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0707, loss: 1.0707 2020-06-27 20:36:32,900 - mmaction - INFO - Epoch [97][780/940] lr: 0.00005, eta: 0:40:50, time: 0.826, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0362, loss: 1.0362 2020-06-27 20:36:50,409 - mmaction - INFO - Epoch [97][800/940] lr: 0.00005, eta: 0:40:33, time: 0.876, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9496, loss: 0.9496 2020-06-27 20:37:07,543 - mmaction - INFO - Epoch [97][820/940] lr: 0.00005, eta: 0:40:17, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9753, loss: 0.9753 2020-06-27 20:37:24,958 - mmaction - INFO - Epoch [97][840/940] lr: 0.00005, eta: 0:40:01, time: 0.873, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.7367, loss: 0.7367 2020-06-27 20:37:42,522 - mmaction - INFO - Epoch [97][860/940] lr: 0.00005, eta: 0:39:44, time: 0.876, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 0.9407, loss: 0.9407 2020-06-27 20:37:59,492 - mmaction - INFO - Epoch [97][880/940] lr: 0.00005, eta: 0:39:28, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.8995, loss: 0.8995 2020-06-27 20:38:16,558 - mmaction - INFO - Epoch [97][900/940] lr: 0.00005, eta: 0:39:11, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.8875, loss_cls: 0.9436, loss: 0.9436 2020-06-27 20:38:33,181 - mmaction - INFO - Epoch [97][920/940] lr: 0.00005, eta: 0:38:55, time: 0.834, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8082, loss: 0.8082 2020-06-27 20:38:49,692 - mmaction - INFO - Epoch [97][940/940] lr: 0.00005, eta: 0:38:38, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7662, top5_acc: 0.8831, loss_cls: 1.1305, loss: 1.1305 2020-06-27 20:39:11,942 - mmaction - INFO - Epoch [98][20/940] lr: 0.00005, eta: 0:38:22, time: 1.031, data_time: 0.376, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8485, loss: 0.8485 2020-06-27 20:39:28,045 - mmaction - INFO - Epoch [98][40/940] lr: 0.00005, eta: 0:38:06, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 1.0233, loss: 1.0233 2020-06-27 20:39:44,187 - mmaction - INFO - Epoch [98][60/940] lr: 0.00005, eta: 0:37:49, time: 0.807, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.8875, loss_cls: 0.8671, loss: 0.8671 2020-06-27 20:40:01,038 - mmaction - INFO - Epoch [98][80/940] lr: 0.00005, eta: 0:37:33, time: 0.841, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9262, loss: 0.9262 2020-06-27 20:40:17,353 - mmaction - INFO - Epoch [98][100/940] lr: 0.00005, eta: 0:37:16, time: 0.817, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.9315, loss: 0.9315 2020-06-27 20:40:34,705 - mmaction - INFO - Epoch [98][120/940] lr: 0.00005, eta: 0:37:00, time: 0.866, data_time: 0.004, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8562, loss_cls: 1.2306, loss: 1.2306 2020-06-27 20:40:51,475 - mmaction - INFO - Epoch [98][140/940] lr: 0.00005, eta: 0:36:44, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9135, loss: 0.9135 2020-06-27 20:41:08,694 - mmaction - INFO - Epoch [98][160/940] lr: 0.00005, eta: 0:36:27, time: 0.861, data_time: 0.003, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8587, loss: 0.8587 2020-06-27 20:41:25,868 - mmaction - INFO - Epoch [98][180/940] lr: 0.00005, eta: 0:36:11, time: 0.859, data_time: 0.003, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.8646, loss: 0.8646 2020-06-27 20:41:42,409 - mmaction - INFO - Epoch [98][200/940] lr: 0.00005, eta: 0:35:54, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 0.9629, loss: 0.9629 2020-06-27 20:41:58,910 - mmaction - INFO - Epoch [98][220/940] lr: 0.00005, eta: 0:35:38, time: 0.826, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.8618, loss: 0.8618 2020-06-27 20:42:16,100 - mmaction - INFO - Epoch [98][240/940] lr: 0.00005, eta: 0:35:21, time: 0.859, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.7956, loss: 0.7956 2020-06-27 20:42:32,881 - mmaction - INFO - Epoch [98][260/940] lr: 0.00005, eta: 0:35:05, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.8227, loss: 0.8227 2020-06-27 20:42:49,743 - mmaction - INFO - Epoch [98][280/940] lr: 0.00005, eta: 0:34:48, time: 0.843, data_time: 0.004, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9570, loss: 0.9570 2020-06-27 20:43:06,749 - mmaction - INFO - Epoch [98][300/940] lr: 0.00005, eta: 0:34:32, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9105, loss: 0.9105 2020-06-27 20:43:23,772 - mmaction - INFO - Epoch [98][320/940] lr: 0.00005, eta: 0:34:16, time: 0.851, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.8694, loss: 0.8694 2020-06-27 20:43:40,487 - mmaction - INFO - Epoch [98][340/940] lr: 0.00005, eta: 0:33:59, time: 0.834, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.8522, loss: 0.8522 2020-06-27 20:43:58,096 - mmaction - INFO - Epoch [98][360/940] lr: 0.00005, eta: 0:33:43, time: 0.882, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8888, loss: 0.8888 2020-06-27 20:44:14,885 - mmaction - INFO - Epoch [98][380/940] lr: 0.00005, eta: 0:33:26, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.1334, loss: 1.1334 2020-06-27 20:44:32,166 - mmaction - INFO - Epoch [98][400/940] lr: 0.00005, eta: 0:33:10, time: 0.864, data_time: 0.004, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7924, loss: 0.7924 2020-06-27 20:44:49,196 - mmaction - INFO - Epoch [98][420/940] lr: 0.00005, eta: 0:32:53, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0085, loss: 1.0085 2020-06-27 20:45:07,257 - mmaction - INFO - Epoch [98][440/940] lr: 0.00005, eta: 0:32:37, time: 0.905, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 0.9503, loss: 0.9503 2020-06-27 20:45:23,376 - mmaction - INFO - Epoch [98][460/940] lr: 0.00005, eta: 0:32:21, time: 0.806, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 0.9288, loss: 0.9288 2020-06-27 20:45:40,018 - mmaction - INFO - Epoch [98][480/940] lr: 0.00005, eta: 0:32:04, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9313, loss_cls: 0.6883, loss: 0.6883 2020-06-27 20:45:56,776 - mmaction - INFO - Epoch [98][500/940] lr: 0.00005, eta: 0:31:48, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.8659, loss: 0.8659 2020-06-27 20:46:14,353 - mmaction - INFO - Epoch [98][520/940] lr: 0.00005, eta: 0:31:31, time: 0.876, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8141, loss: 0.8141 2020-06-27 20:46:31,587 - mmaction - INFO - Epoch [98][540/940] lr: 0.00005, eta: 0:31:15, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9365, loss: 0.9365 2020-06-27 20:46:48,439 - mmaction - INFO - Epoch [98][560/940] lr: 0.00005, eta: 0:30:58, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.9383, loss: 0.9383 2020-06-27 20:47:05,171 - mmaction - INFO - Epoch [98][580/940] lr: 0.00005, eta: 0:30:42, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9723, loss: 0.9723 2020-06-27 20:47:21,812 - mmaction - INFO - Epoch [98][600/940] lr: 0.00005, eta: 0:30:25, time: 0.829, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 0.8854, loss: 0.8854 2020-06-27 20:47:38,443 - mmaction - INFO - Epoch [98][620/940] lr: 0.00005, eta: 0:30:09, time: 0.834, data_time: 0.008, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9187, loss_cls: 0.9111, loss: 0.9111 2020-06-27 20:47:55,885 - mmaction - INFO - Epoch [98][640/940] lr: 0.00005, eta: 0:29:53, time: 0.872, data_time: 0.003, memory: 7079, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0784, loss: 1.0784 2020-06-27 20:48:12,496 - mmaction - INFO - Epoch [98][660/940] lr: 0.00005, eta: 0:29:36, time: 0.829, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9359, loss: 0.9359 2020-06-27 20:48:29,680 - mmaction - INFO - Epoch [98][680/940] lr: 0.00005, eta: 0:29:20, time: 0.861, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8750, loss_cls: 1.0905, loss: 1.0905 2020-06-27 20:48:46,784 - mmaction - INFO - Epoch [98][700/940] lr: 0.00005, eta: 0:29:03, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8480, loss: 0.8480 2020-06-27 20:49:03,941 - mmaction - INFO - Epoch [98][720/940] lr: 0.00005, eta: 0:28:47, time: 0.860, data_time: 0.007, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9525, loss: 0.9525 2020-06-27 20:49:20,568 - mmaction - INFO - Epoch [98][740/940] lr: 0.00005, eta: 0:28:30, time: 0.830, data_time: 0.004, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9241, loss: 0.9241 2020-06-27 20:49:37,319 - mmaction - INFO - Epoch [98][760/940] lr: 0.00005, eta: 0:28:14, time: 0.839, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.0482, loss: 1.0482 2020-06-27 20:49:54,182 - mmaction - INFO - Epoch [98][780/940] lr: 0.00005, eta: 0:27:58, time: 0.841, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8914, loss: 0.8914 2020-06-27 20:50:11,225 - mmaction - INFO - Epoch [98][800/940] lr: 0.00005, eta: 0:27:41, time: 0.854, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0275, loss: 1.0275 2020-06-27 20:50:27,470 - mmaction - INFO - Epoch [98][820/940] lr: 0.00005, eta: 0:27:25, time: 0.812, data_time: 0.002, memory: 7079, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6593, loss: 0.6593 2020-06-27 20:50:44,535 - mmaction - INFO - Epoch [98][840/940] lr: 0.00005, eta: 0:27:08, time: 0.854, data_time: 0.003, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9400, loss: 0.9400 2020-06-27 20:51:01,512 - mmaction - INFO - Epoch [98][860/940] lr: 0.00005, eta: 0:26:52, time: 0.847, data_time: 0.004, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 1.0122, loss: 1.0122 2020-06-27 20:51:18,476 - mmaction - INFO - Epoch [98][880/940] lr: 0.00005, eta: 0:26:35, time: 0.850, data_time: 0.008, memory: 7079, top1_acc: 0.8438, top5_acc: 0.9563, loss_cls: 0.6371, loss: 0.6371 2020-06-27 20:51:35,155 - mmaction - INFO - Epoch [98][900/940] lr: 0.00005, eta: 0:26:19, time: 0.834, data_time: 0.002, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0342, loss: 1.0342 2020-06-27 20:51:52,095 - mmaction - INFO - Epoch [98][920/940] lr: 0.00005, eta: 0:26:02, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0581, loss: 1.0581 2020-06-27 20:52:08,526 - mmaction - INFO - Epoch [98][940/940] lr: 0.00005, eta: 0:25:46, time: 0.821, data_time: 0.007, memory: 7079, top1_acc: 0.7468, top5_acc: 0.9026, loss_cls: 0.9960, loss: 0.9960 2020-06-27 20:54:59,651 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 20:55:00,658 - mmaction - INFO - top1_acc 0.7290 top5_acc 0.9037 2020-06-27 20:55:00,658 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 20:55:00,728 - mmaction - INFO - mean_acc 0.7289 2020-06-27 20:55:00,742 - mmaction - INFO - Epoch [98][940/940] lr: 0.00005, top1_acc: 0.7290, top5_acc: 0.9037, mean_class_accuracy: 0.7289 2020-06-27 20:55:20,241 - mmaction - INFO - Epoch [99][20/940] lr: 0.00005, eta: 0:25:30, time: 0.971, data_time: 0.314, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9187, loss_cls: 0.8786, loss: 0.8786 2020-06-27 20:55:34,731 - mmaction - INFO - Epoch [99][40/940] lr: 0.00005, eta: 0:25:13, time: 0.723, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9860, loss: 0.9860 2020-06-27 20:55:51,416 - mmaction - INFO - Epoch [99][60/940] lr: 0.00005, eta: 0:24:57, time: 0.835, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 0.7611, loss: 0.7611 2020-06-27 20:56:07,285 - mmaction - INFO - Epoch [99][80/940] lr: 0.00005, eta: 0:24:40, time: 0.794, data_time: 0.009, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9765, loss: 0.9765 2020-06-27 20:56:23,552 - mmaction - INFO - Epoch [99][100/940] lr: 0.00005, eta: 0:24:24, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 0.9239, loss: 0.9239 2020-06-27 20:56:40,588 - mmaction - INFO - Epoch [99][120/940] lr: 0.00005, eta: 0:24:07, time: 0.850, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0345, loss: 1.0345 2020-06-27 20:56:57,140 - mmaction - INFO - Epoch [99][140/940] lr: 0.00005, eta: 0:23:51, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7812, top5_acc: 0.8938, loss_cls: 1.0126, loss: 1.0126 2020-06-27 20:57:13,756 - mmaction - INFO - Epoch [99][160/940] lr: 0.00005, eta: 0:23:34, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8107, loss: 0.8107 2020-06-27 20:57:30,702 - mmaction - INFO - Epoch [99][180/940] lr: 0.00005, eta: 0:23:18, time: 0.848, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.0795, loss: 1.0795 2020-06-27 20:57:47,051 - mmaction - INFO - Epoch [99][200/940] lr: 0.00005, eta: 0:23:01, time: 0.817, data_time: 0.002, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9635, loss: 0.9635 2020-06-27 20:58:04,110 - mmaction - INFO - Epoch [99][220/940] lr: 0.00005, eta: 0:22:45, time: 0.853, data_time: 0.005, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.8082, loss: 0.8082 2020-06-27 20:58:21,078 - mmaction - INFO - Epoch [99][240/940] lr: 0.00005, eta: 0:22:29, time: 0.848, data_time: 0.002, memory: 7079, top1_acc: 0.6562, top5_acc: 0.8938, loss_cls: 1.2418, loss: 1.2418 2020-06-27 20:58:38,028 - mmaction - INFO - Epoch [99][260/940] lr: 0.00005, eta: 0:22:12, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9817, loss: 0.9817 2020-06-27 20:58:54,980 - mmaction - INFO - Epoch [99][280/940] lr: 0.00005, eta: 0:21:56, time: 0.849, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9671, loss: 0.9671 2020-06-27 20:59:11,185 - mmaction - INFO - Epoch [99][300/940] lr: 0.00005, eta: 0:21:39, time: 0.810, data_time: 0.002, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.7798, loss: 0.7798 2020-06-27 20:59:28,495 - mmaction - INFO - Epoch [99][320/940] lr: 0.00005, eta: 0:21:23, time: 0.863, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9093, loss: 0.9093 2020-06-27 20:59:45,496 - mmaction - INFO - Epoch [99][340/940] lr: 0.00005, eta: 0:21:06, time: 0.853, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.9069, loss: 0.9069 2020-06-27 21:00:02,505 - mmaction - INFO - Epoch [99][360/940] lr: 0.00005, eta: 0:20:50, time: 0.849, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.0469, loss: 1.0469 2020-06-27 21:00:22,528 - mmaction - INFO - Epoch [99][380/940] lr: 0.00005, eta: 0:20:34, time: 0.993, data_time: 0.007, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 1.0309, loss: 1.0309 2020-06-27 21:00:38,219 - mmaction - INFO - Epoch [99][400/940] lr: 0.00005, eta: 0:20:17, time: 0.795, data_time: 0.016, memory: 7079, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 0.7084, loss: 0.7084 2020-06-27 21:00:54,370 - mmaction - INFO - Epoch [99][420/940] lr: 0.00005, eta: 0:20:01, time: 0.805, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9970, loss: 0.9970 2020-06-27 21:01:11,175 - mmaction - INFO - Epoch [99][440/940] lr: 0.00005, eta: 0:19:44, time: 0.843, data_time: 0.006, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9752, loss: 0.9752 2020-06-27 21:01:29,165 - mmaction - INFO - Epoch [99][460/940] lr: 0.00005, eta: 0:19:28, time: 0.898, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9369, loss: 0.9369 2020-06-27 21:01:46,118 - mmaction - INFO - Epoch [99][480/940] lr: 0.00005, eta: 0:19:11, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9399, loss: 0.9399 2020-06-27 21:02:03,593 - mmaction - INFO - Epoch [99][500/940] lr: 0.00005, eta: 0:18:55, time: 0.873, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0545, loss: 1.0545 2020-06-27 21:02:19,933 - mmaction - INFO - Epoch [99][520/940] lr: 0.00005, eta: 0:18:38, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.0331, loss: 1.0331 2020-06-27 21:02:36,388 - mmaction - INFO - Epoch [99][540/940] lr: 0.00005, eta: 0:18:22, time: 0.826, data_time: 0.006, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.6914, loss: 0.6914 2020-06-27 21:02:52,782 - mmaction - INFO - Epoch [99][560/940] lr: 0.00005, eta: 0:18:05, time: 0.819, data_time: 0.004, memory: 7079, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.0114, loss: 1.0114 2020-06-27 21:03:10,026 - mmaction - INFO - Epoch [99][580/940] lr: 0.00005, eta: 0:17:49, time: 0.861, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0663, loss: 1.0663 2020-06-27 21:03:26,292 - mmaction - INFO - Epoch [99][600/940] lr: 0.00005, eta: 0:17:33, time: 0.815, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9098, loss: 0.9098 2020-06-27 21:03:43,337 - mmaction - INFO - Epoch [99][620/940] lr: 0.00005, eta: 0:17:16, time: 0.851, data_time: 0.004, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8736, loss: 0.8736 2020-06-27 21:04:00,277 - mmaction - INFO - Epoch [99][640/940] lr: 0.00005, eta: 0:17:00, time: 0.847, data_time: 0.003, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2287, loss: 1.2287 2020-06-27 21:04:17,626 - mmaction - INFO - Epoch [99][660/940] lr: 0.00005, eta: 0:16:43, time: 0.865, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8812, loss_cls: 1.1587, loss: 1.1587 2020-06-27 21:04:34,437 - mmaction - INFO - Epoch [99][680/940] lr: 0.00005, eta: 0:16:27, time: 0.843, data_time: 0.007, memory: 7079, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.0562, loss: 1.0562 2020-06-27 21:04:51,336 - mmaction - INFO - Epoch [99][700/940] lr: 0.00005, eta: 0:16:10, time: 0.842, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.8005, loss: 0.8005 2020-06-27 21:05:08,254 - mmaction - INFO - Epoch [99][720/940] lr: 0.00005, eta: 0:15:54, time: 0.848, data_time: 0.006, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8438, loss: 0.8438 2020-06-27 21:05:24,838 - mmaction - INFO - Epoch [99][740/940] lr: 0.00005, eta: 0:15:37, time: 0.829, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1662, loss: 1.1662 2020-06-27 21:05:41,526 - mmaction - INFO - Epoch [99][760/940] lr: 0.00005, eta: 0:15:21, time: 0.835, data_time: 0.003, memory: 7079, top1_acc: 0.7937, top5_acc: 0.9125, loss_cls: 0.9036, loss: 0.9036 2020-06-27 21:05:58,246 - mmaction - INFO - Epoch [99][780/940] lr: 0.00005, eta: 0:15:05, time: 0.834, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1313, loss: 1.1313 2020-06-27 21:06:14,844 - mmaction - INFO - Epoch [99][800/940] lr: 0.00005, eta: 0:14:48, time: 0.832, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9945, loss: 0.9945 2020-06-27 21:06:32,252 - mmaction - INFO - Epoch [99][820/940] lr: 0.00005, eta: 0:14:32, time: 0.869, data_time: 0.005, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 1.0008, loss: 1.0008 2020-06-27 21:06:48,660 - mmaction - INFO - Epoch [99][840/940] lr: 0.00005, eta: 0:14:15, time: 0.822, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8889, loss: 0.8889 2020-06-27 21:07:05,484 - mmaction - INFO - Epoch [99][860/940] lr: 0.00005, eta: 0:13:59, time: 0.839, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.9028, loss: 0.9028 2020-06-27 21:07:22,852 - mmaction - INFO - Epoch [99][880/940] lr: 0.00005, eta: 0:13:42, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.7785, loss: 0.7785 2020-06-27 21:07:39,821 - mmaction - INFO - Epoch [99][900/940] lr: 0.00005, eta: 0:13:26, time: 0.846, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0200, loss: 1.0200 2020-06-27 21:07:56,763 - mmaction - INFO - Epoch [99][920/940] lr: 0.00005, eta: 0:13:09, time: 0.847, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.8955, loss: 0.8955 2020-06-27 21:08:12,560 - mmaction - INFO - Epoch [99][940/940] lr: 0.00005, eta: 0:12:53, time: 0.793, data_time: 0.005, memory: 7079, top1_acc: 0.7403, top5_acc: 0.8766, loss_cls: 1.1336, loss: 1.1336 2020-06-27 21:08:35,919 - mmaction - INFO - Epoch [100][20/940] lr: 0.00005, eta: 0:12:37, time: 1.098, data_time: 0.445, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.8164, loss: 0.8164 2020-06-27 21:08:50,771 - mmaction - INFO - Epoch [100][40/940] lr: 0.00005, eta: 0:12:20, time: 0.743, data_time: 0.003, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 1.0116, loss: 1.0116 2020-06-27 21:09:06,899 - mmaction - INFO - Epoch [100][60/940] lr: 0.00005, eta: 0:12:04, time: 0.806, data_time: 0.002, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8938, loss_cls: 1.0117, loss: 1.0117 2020-06-27 21:09:23,452 - mmaction - INFO - Epoch [100][80/940] lr: 0.00005, eta: 0:11:47, time: 0.827, data_time: 0.003, memory: 7079, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 1.0478, loss: 1.0478 2020-06-27 21:09:39,796 - mmaction - INFO - Epoch [100][100/940] lr: 0.00005, eta: 0:11:31, time: 0.815, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1558, loss: 1.1558 2020-06-27 21:09:56,981 - mmaction - INFO - Epoch [100][120/940] lr: 0.00005, eta: 0:11:14, time: 0.862, data_time: 0.007, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1741, loss: 1.1741 2020-06-27 21:10:14,586 - mmaction - INFO - Epoch [100][140/940] lr: 0.00005, eta: 0:10:58, time: 0.880, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 0.9800, loss: 0.9800 2020-06-27 21:10:31,015 - mmaction - INFO - Epoch [100][160/940] lr: 0.00005, eta: 0:10:41, time: 0.821, data_time: 0.003, memory: 7079, top1_acc: 0.8187, top5_acc: 0.9313, loss_cls: 0.7562, loss: 0.7562 2020-06-27 21:10:47,844 - mmaction - INFO - Epoch [100][180/940] lr: 0.00005, eta: 0:10:25, time: 0.840, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8886, loss: 0.8886 2020-06-27 21:11:05,749 - mmaction - INFO - Epoch [100][200/940] lr: 0.00005, eta: 0:10:08, time: 0.897, data_time: 0.006, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.8714, loss: 0.8714 2020-06-27 21:11:21,872 - mmaction - INFO - Epoch [100][220/940] lr: 0.00005, eta: 0:09:52, time: 0.805, data_time: 0.005, memory: 7079, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.8434, loss: 0.8434 2020-06-27 21:11:38,414 - mmaction - INFO - Epoch [100][240/940] lr: 0.00005, eta: 0:09:36, time: 0.829, data_time: 0.006, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0182, loss: 1.0182 2020-06-27 21:11:55,407 - mmaction - INFO - Epoch [100][260/940] lr: 0.00005, eta: 0:09:19, time: 0.847, data_time: 0.005, memory: 7079, top1_acc: 0.8375, top5_acc: 0.9563, loss_cls: 0.6723, loss: 0.6723 2020-06-27 21:12:12,352 - mmaction - INFO - Epoch [100][280/940] lr: 0.00005, eta: 0:09:03, time: 0.850, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9122, loss: 0.9122 2020-06-27 21:12:28,962 - mmaction - INFO - Epoch [100][300/940] lr: 0.00005, eta: 0:08:46, time: 0.827, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.8603, loss: 0.8603 2020-06-27 21:12:46,185 - mmaction - INFO - Epoch [100][320/940] lr: 0.00005, eta: 0:08:30, time: 0.865, data_time: 0.007, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8271, loss: 0.8271 2020-06-27 21:13:02,922 - mmaction - INFO - Epoch [100][340/940] lr: 0.00005, eta: 0:08:13, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1175, loss: 1.1175 2020-06-27 21:13:19,786 - mmaction - INFO - Epoch [100][360/940] lr: 0.00005, eta: 0:07:57, time: 0.845, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.9000, loss_cls: 0.9527, loss: 0.9527 2020-06-27 21:13:36,955 - mmaction - INFO - Epoch [100][380/940] lr: 0.00005, eta: 0:07:40, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7562, top5_acc: 0.8750, loss_cls: 1.0149, loss: 1.0149 2020-06-27 21:13:53,483 - mmaction - INFO - Epoch [100][400/940] lr: 0.00005, eta: 0:07:24, time: 0.828, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0173, loss: 1.0173 2020-06-27 21:14:10,702 - mmaction - INFO - Epoch [100][420/940] lr: 0.00005, eta: 0:07:07, time: 0.859, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0459, loss: 1.0459 2020-06-27 21:14:27,982 - mmaction - INFO - Epoch [100][440/940] lr: 0.00005, eta: 0:06:51, time: 0.865, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 1.1021, loss: 1.1021 2020-06-27 21:14:44,186 - mmaction - INFO - Epoch [100][460/940] lr: 0.00005, eta: 0:06:35, time: 0.810, data_time: 0.002, memory: 7079, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0471, loss: 1.0471 2020-06-27 21:15:00,929 - mmaction - INFO - Epoch [100][480/940] lr: 0.00005, eta: 0:06:18, time: 0.836, data_time: 0.006, memory: 7079, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0238, loss: 1.0238 2020-06-27 21:15:17,973 - mmaction - INFO - Epoch [100][500/940] lr: 0.00005, eta: 0:06:02, time: 0.851, data_time: 0.006, memory: 7079, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.8244, loss: 0.8244 2020-06-27 21:15:34,864 - mmaction - INFO - Epoch [100][520/940] lr: 0.00005, eta: 0:05:45, time: 0.844, data_time: 0.009, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0733, loss: 1.0733 2020-06-27 21:15:52,145 - mmaction - INFO - Epoch [100][540/940] lr: 0.00005, eta: 0:05:29, time: 0.867, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0686, loss: 1.0686 2020-06-27 21:16:09,237 - mmaction - INFO - Epoch [100][560/940] lr: 0.00005, eta: 0:05:12, time: 0.854, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 0.9721, loss: 0.9721 2020-06-27 21:16:25,873 - mmaction - INFO - Epoch [100][580/940] lr: 0.00005, eta: 0:04:56, time: 0.830, data_time: 0.005, memory: 7079, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 0.9406, loss: 0.9406 2020-06-27 21:16:42,569 - mmaction - INFO - Epoch [100][600/940] lr: 0.00005, eta: 0:04:39, time: 0.837, data_time: 0.006, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8718, loss: 0.8718 2020-06-27 21:16:59,103 - mmaction - INFO - Epoch [100][620/940] lr: 0.00005, eta: 0:04:23, time: 0.827, data_time: 0.006, memory: 7079, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9986, loss: 0.9986 2020-06-27 21:17:15,955 - mmaction - INFO - Epoch [100][640/940] lr: 0.00005, eta: 0:04:06, time: 0.842, data_time: 0.002, memory: 7079, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8721, loss: 0.8721 2020-06-27 21:17:33,097 - mmaction - INFO - Epoch [100][660/940] lr: 0.00005, eta: 0:03:50, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9963, loss: 0.9963 2020-06-27 21:17:49,819 - mmaction - INFO - Epoch [100][680/940] lr: 0.00005, eta: 0:03:33, time: 0.836, data_time: 0.002, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0752, loss: 1.0752 2020-06-27 21:18:07,124 - mmaction - INFO - Epoch [100][700/940] lr: 0.00005, eta: 0:03:17, time: 0.864, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.9250, loss_cls: 0.8427, loss: 0.8427 2020-06-27 21:18:23,917 - mmaction - INFO - Epoch [100][720/940] lr: 0.00005, eta: 0:03:01, time: 0.841, data_time: 0.006, memory: 7079, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 0.9680, loss: 0.9680 2020-06-27 21:18:40,798 - mmaction - INFO - Epoch [100][740/940] lr: 0.00005, eta: 0:02:44, time: 0.844, data_time: 0.002, memory: 7079, top1_acc: 0.7750, top5_acc: 0.8875, loss_cls: 1.0060, loss: 1.0060 2020-06-27 21:18:57,035 - mmaction - INFO - Epoch [100][760/940] lr: 0.00005, eta: 0:02:28, time: 0.810, data_time: 0.006, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8510, loss: 0.8510 2020-06-27 21:19:14,390 - mmaction - INFO - Epoch [100][780/940] lr: 0.00005, eta: 0:02:11, time: 0.870, data_time: 0.006, memory: 7079, top1_acc: 0.7875, top5_acc: 0.8750, loss_cls: 0.9992, loss: 0.9992 2020-06-27 21:19:31,489 - mmaction - INFO - Epoch [100][800/940] lr: 0.00005, eta: 0:01:55, time: 0.852, data_time: 0.005, memory: 7079, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0987, loss: 1.0987 2020-06-27 21:19:48,212 - mmaction - INFO - Epoch [100][820/940] lr: 0.00005, eta: 0:01:38, time: 0.839, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9023, loss: 0.9023 2020-06-27 21:20:04,435 - mmaction - INFO - Epoch [100][840/940] lr: 0.00005, eta: 0:01:22, time: 0.810, data_time: 0.005, memory: 7079, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.1048, loss: 1.1048 2020-06-27 21:20:20,866 - mmaction - INFO - Epoch [100][860/940] lr: 0.00005, eta: 0:01:05, time: 0.822, data_time: 0.005, memory: 7079, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0852, loss: 1.0852 2020-06-27 21:20:37,618 - mmaction - INFO - Epoch [100][880/940] lr: 0.00005, eta: 0:00:49, time: 0.835, data_time: 0.005, memory: 7079, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9573, loss: 0.9573 2020-06-27 21:20:54,189 - mmaction - INFO - Epoch [100][900/940] lr: 0.00005, eta: 0:00:32, time: 0.831, data_time: 0.007, memory: 7079, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9753, loss: 0.9753 2020-06-27 21:21:11,355 - mmaction - INFO - Epoch [100][920/940] lr: 0.00005, eta: 0:00:16, time: 0.857, data_time: 0.005, memory: 7079, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.9627, loss: 0.9627 2020-06-27 21:21:27,458 - mmaction - INFO - Epoch [100][940/940] lr: 0.00005, eta: 0:00:00, time: 0.808, data_time: 0.006, memory: 7079, top1_acc: 0.7597, top5_acc: 0.9221, loss_cls: 0.8781, loss: 0.8781 2020-06-27 21:24:17,852 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 21:24:18,863 - mmaction - INFO - top1_acc 0.7274 top5_acc 0.9050 2020-06-27 21:24:18,863 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 21:24:18,937 - mmaction - INFO - mean_acc 0.7273 2020-06-27 21:24:18,946 - mmaction - INFO - Epoch [100][940/940] lr: 0.00005, top1_acc: 0.7274, top5_acc: 0.9050, mean_class_accuracy: 0.7273