2020-06-27 10:53:11,018 - 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 ------------------------------------------------------------ 2020-06-27 10:53:11,019 - mmaction - INFO - Distributed training: True 2020-06-27 10:53:11,019 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction-lite/config/tsn_rgb_1x1x5_dense_r50_2d_kinetics400_50e.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001)) # 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=5), 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=16, 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', lr=0.01, 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=3, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_rgb_1x1x5_dense_r50_2d_kinetics400_50e/' load_from = None resume_from = None workflow = [('train', 1)] 2020-06-27 10:53:23,013 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: fc.weight, fc.bias 2020-06-27 10:53:25,471 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-54, work_dir: /mnt/lustre/linjintao/mmaction-lite/workdir/torch13/n_5f_dense_100e_v2 2020-06-27 10:53:25,471 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-06-27 10:54:07,285 - mmaction - INFO - Epoch [1][20/627] lr: 0.01000, eta: 1 day, 12:17:02, time: 2.084, data_time: 0.450, memory: 7028, top1_acc: 0.0063, top5_acc: 0.0344, loss_cls: 5.9374, loss: 5.9374 2020-06-27 10:54:17,209 - mmaction - INFO - Epoch [1][40/627] lr: 0.01000, eta: 22:29:23, time: 0.500, data_time: 0.009, memory: 7028, top1_acc: 0.0594, top5_acc: 0.1344, loss_cls: 5.7153, loss: 5.7153 2020-06-27 10:54:27,087 - mmaction - INFO - Epoch [1][60/627] lr: 0.01000, eta: 17:50:53, time: 0.493, data_time: 0.003, memory: 7028, top1_acc: 0.0563, top5_acc: 0.1344, loss_cls: 5.4629, loss: 5.4629 2020-06-27 10:54:36,974 - mmaction - INFO - Epoch [1][80/627] lr: 0.01000, eta: 15:32:05, time: 0.495, data_time: 0.002, memory: 7028, top1_acc: 0.1031, top5_acc: 0.2844, loss_cls: 4.9938, loss: 4.9938 2020-06-27 10:54:46,910 - mmaction - INFO - Epoch [1][100/627] lr: 0.01000, eta: 14:08:52, time: 0.496, data_time: 0.004, memory: 7028, top1_acc: 0.1313, top5_acc: 0.3187, loss_cls: 4.7028, loss: 4.7028 2020-06-27 10:54:56,974 - mmaction - INFO - Epoch [1][120/627] lr: 0.01000, eta: 13:14:42, time: 0.504, data_time: 0.003, memory: 7028, top1_acc: 0.1031, top5_acc: 0.2844, loss_cls: 4.5463, loss: 4.5463 2020-06-27 10:55:07,321 - mmaction - INFO - Epoch [1][140/627] lr: 0.01000, eta: 12:37:42, time: 0.515, data_time: 0.003, memory: 7028, top1_acc: 0.2031, top5_acc: 0.3656, loss_cls: 4.3435, loss: 4.3435 2020-06-27 10:55:17,458 - mmaction - INFO - Epoch [1][160/627] lr: 0.01000, eta: 12:09:06, time: 0.509, data_time: 0.006, memory: 7028, top1_acc: 0.1219, top5_acc: 0.3250, loss_cls: 4.3091, loss: 4.3091 2020-06-27 10:55:28,237 - mmaction - INFO - Epoch [1][180/627] lr: 0.01000, eta: 11:49:58, time: 0.536, data_time: 0.006, memory: 7028, top1_acc: 0.1875, top5_acc: 0.4062, loss_cls: 4.1225, loss: 4.1225 2020-06-27 10:55:38,797 - mmaction - INFO - Epoch [1][200/627] lr: 0.01000, eta: 11:34:01, time: 0.530, data_time: 0.007, memory: 7028, top1_acc: 0.2094, top5_acc: 0.4344, loss_cls: 3.9986, loss: 3.9986 2020-06-27 10:55:50,912 - mmaction - INFO - Epoch [1][220/627] lr: 0.01000, eta: 11:28:03, time: 0.606, data_time: 0.005, memory: 7028, top1_acc: 0.1906, top5_acc: 0.4500, loss_cls: 3.7863, loss: 3.7863 2020-06-27 10:56:03,191 - mmaction - INFO - Epoch [1][240/627] lr: 0.01000, eta: 11:23:48, time: 0.614, data_time: 0.004, memory: 7028, top1_acc: 0.2250, top5_acc: 0.4625, loss_cls: 3.7929, loss: 3.7929 2020-06-27 10:56:14,586 - mmaction - INFO - Epoch [1][260/627] lr: 0.01000, eta: 11:16:31, time: 0.569, data_time: 0.005, memory: 7028, top1_acc: 0.2500, top5_acc: 0.4656, loss_cls: 3.6120, loss: 3.6120 2020-06-27 10:56:27,062 - mmaction - INFO - Epoch [1][280/627] lr: 0.01000, eta: 11:14:24, time: 0.625, data_time: 0.007, memory: 7028, top1_acc: 0.2156, top5_acc: 0.5000, loss_cls: 3.6343, loss: 3.6343 2020-06-27 10:56:39,198 - mmaction - INFO - Epoch [1][300/627] lr: 0.01000, eta: 11:11:20, time: 0.607, data_time: 0.007, memory: 7028, top1_acc: 0.2375, top5_acc: 0.5156, loss_cls: 3.4865, loss: 3.4865 2020-06-27 10:56:51,928 - mmaction - INFO - Epoch [1][320/627] lr: 0.01000, eta: 11:10:31, time: 0.636, data_time: 0.004, memory: 7028, top1_acc: 0.2594, top5_acc: 0.5250, loss_cls: 3.4132, loss: 3.4132 2020-06-27 10:57:04,398 - mmaction - INFO - Epoch [1][340/627] lr: 0.01000, eta: 11:08:55, time: 0.622, data_time: 0.005, memory: 7028, top1_acc: 0.2406, top5_acc: 0.5250, loss_cls: 3.4984, loss: 3.4984 2020-06-27 10:57:17,050 - mmaction - INFO - Epoch [1][360/627] lr: 0.01000, eta: 11:08:08, time: 0.634, data_time: 0.006, memory: 7028, top1_acc: 0.2875, top5_acc: 0.5594, loss_cls: 3.3316, loss: 3.3316 2020-06-27 10:57:29,981 - mmaction - INFO - Epoch [1][380/627] lr: 0.01000, eta: 11:08:06, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.3187, top5_acc: 0.5531, loss_cls: 3.2778, loss: 3.2778 2020-06-27 10:57:42,157 - mmaction - INFO - Epoch [1][400/627] lr: 0.01000, eta: 11:06:07, time: 0.609, data_time: 0.004, memory: 7028, top1_acc: 0.2906, top5_acc: 0.5625, loss_cls: 3.2773, loss: 3.2773 2020-06-27 10:57:54,793 - mmaction - INFO - Epoch [1][420/627] lr: 0.01000, eta: 11:05:20, time: 0.630, data_time: 0.005, memory: 7028, top1_acc: 0.2969, top5_acc: 0.5563, loss_cls: 3.2989, loss: 3.2989 2020-06-27 10:58:07,213 - mmaction - INFO - Epoch [1][440/627] lr: 0.01000, eta: 11:04:15, time: 0.623, data_time: 0.006, memory: 7028, top1_acc: 0.3031, top5_acc: 0.5437, loss_cls: 3.2542, loss: 3.2542 2020-06-27 10:58:19,947 - mmaction - INFO - Epoch [1][460/627] lr: 0.01000, eta: 11:03:49, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.3156, top5_acc: 0.5406, loss_cls: 3.1501, loss: 3.1501 2020-06-27 10:58:32,684 - mmaction - INFO - Epoch [1][480/627] lr: 0.01000, eta: 11:03:34, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.2750, top5_acc: 0.5813, loss_cls: 3.2128, loss: 3.2128 2020-06-27 10:58:45,810 - mmaction - INFO - Epoch [1][500/627] lr: 0.01000, eta: 11:03:58, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.3250, top5_acc: 0.6094, loss_cls: 3.1178, loss: 3.1178 2020-06-27 10:58:58,570 - mmaction - INFO - Epoch [1][520/627] lr: 0.01000, eta: 11:03:40, time: 0.639, data_time: 0.005, memory: 7028, top1_acc: 0.2844, top5_acc: 0.5813, loss_cls: 3.1708, loss: 3.1708 2020-06-27 10:59:11,849 - mmaction - INFO - Epoch [1][540/627] lr: 0.01000, eta: 11:04:19, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.2875, top5_acc: 0.5844, loss_cls: 3.2007, loss: 3.2007 2020-06-27 10:59:25,527 - mmaction - INFO - Epoch [1][560/627] lr: 0.01000, eta: 11:05:45, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.3281, top5_acc: 0.5563, loss_cls: 3.0568, loss: 3.0568 2020-06-27 10:59:37,844 - mmaction - INFO - Epoch [1][580/627] lr: 0.01000, eta: 11:04:31, time: 0.614, data_time: 0.005, memory: 7028, top1_acc: 0.3281, top5_acc: 0.6031, loss_cls: 3.0129, loss: 3.0129 2020-06-27 10:59:51,490 - mmaction - INFO - Epoch [1][600/627] lr: 0.01000, eta: 11:05:44, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.8232, loss: 2.8232 2020-06-27 11:00:03,865 - mmaction - INFO - Epoch [1][620/627] lr: 0.01000, eta: 11:04:40, time: 0.618, data_time: 0.005, memory: 7028, top1_acc: 0.2906, top5_acc: 0.5656, loss_cls: 3.1866, loss: 3.1866 2020-06-27 11:00:28,181 - mmaction - INFO - Epoch [2][20/627] lr: 0.01000, eta: 11:06:12, time: 0.924, data_time: 0.378, memory: 7028, top1_acc: 0.3344, top5_acc: 0.6094, loss_cls: 2.9466, loss: 2.9466 2020-06-27 11:00:39,728 - mmaction - INFO - Epoch [2][40/627] lr: 0.01000, eta: 11:04:02, time: 0.581, data_time: 0.013, memory: 7028, top1_acc: 0.3406, top5_acc: 0.5969, loss_cls: 2.9904, loss: 2.9904 2020-06-27 11:00:52,463 - mmaction - INFO - Epoch [2][60/627] lr: 0.01000, eta: 11:03:40, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.3688, top5_acc: 0.6344, loss_cls: 2.8590, loss: 2.8590 2020-06-27 11:01:05,534 - mmaction - INFO - Epoch [2][80/627] lr: 0.01000, eta: 11:03:46, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.3500, top5_acc: 0.6062, loss_cls: 2.9259, loss: 2.9259 2020-06-27 11:01:18,636 - mmaction - INFO - Epoch [2][100/627] lr: 0.01000, eta: 11:03:57, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.3375, top5_acc: 0.6219, loss_cls: 2.8525, loss: 2.8525 2020-06-27 11:01:32,890 - mmaction - INFO - Epoch [2][120/627] lr: 0.01000, eta: 11:05:38, time: 0.711, data_time: 0.005, memory: 7028, top1_acc: 0.3969, top5_acc: 0.6188, loss_cls: 2.8445, loss: 2.8445 2020-06-27 11:01:44,852 - mmaction - INFO - Epoch [2][140/627] lr: 0.01000, eta: 11:04:12, time: 0.599, data_time: 0.005, memory: 7028, top1_acc: 0.3906, top5_acc: 0.6531, loss_cls: 2.7106, loss: 2.7106 2020-06-27 11:01:57,772 - mmaction - INFO - Epoch [2][160/627] lr: 0.01000, eta: 11:04:00, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.3750, top5_acc: 0.6562, loss_cls: 2.7171, loss: 2.7171 2020-06-27 11:02:11,668 - mmaction - INFO - Epoch [2][180/627] lr: 0.01000, eta: 11:05:09, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.3312, top5_acc: 0.5906, loss_cls: 3.0743, loss: 3.0743 2020-06-27 11:02:24,235 - mmaction - INFO - Epoch [2][200/627] lr: 0.01000, eta: 11:04:28, time: 0.626, data_time: 0.005, memory: 7028, top1_acc: 0.3438, top5_acc: 0.6000, loss_cls: 2.9062, loss: 2.9062 2020-06-27 11:02:37,597 - mmaction - INFO - Epoch [2][220/627] lr: 0.01000, eta: 11:04:53, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.3688, top5_acc: 0.6250, loss_cls: 2.8498, loss: 2.8498 2020-06-27 11:02:51,149 - mmaction - INFO - Epoch [2][240/627] lr: 0.01000, eta: 11:05:24, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.4094, top5_acc: 0.6250, loss_cls: 2.7425, loss: 2.7425 2020-06-27 11:03:03,440 - mmaction - INFO - Epoch [2][260/627] lr: 0.01000, eta: 11:04:30, time: 0.616, data_time: 0.005, memory: 7028, top1_acc: 0.3375, top5_acc: 0.5938, loss_cls: 2.9769, loss: 2.9769 2020-06-27 11:03:16,770 - mmaction - INFO - Epoch [2][280/627] lr: 0.01000, eta: 11:04:43, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.3375, top5_acc: 0.6312, loss_cls: 2.8297, loss: 2.8297 2020-06-27 11:03:30,032 - mmaction - INFO - Epoch [2][300/627] lr: 0.01000, eta: 11:04:57, time: 0.666, data_time: 0.007, memory: 7028, top1_acc: 0.3594, top5_acc: 0.6594, loss_cls: 2.7227, loss: 2.7227 2020-06-27 11:03:42,970 - mmaction - INFO - Epoch [2][320/627] lr: 0.01000, eta: 11:04:44, time: 0.645, data_time: 0.004, memory: 7028, top1_acc: 0.4062, top5_acc: 0.6719, loss_cls: 2.7260, loss: 2.7260 2020-06-27 11:03:56,331 - mmaction - INFO - Epoch [2][340/627] lr: 0.01000, eta: 11:05:01, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.3156, top5_acc: 0.5844, loss_cls: 3.0208, loss: 3.0208 2020-06-27 11:04:09,298 - mmaction - INFO - Epoch [2][360/627] lr: 0.01000, eta: 11:04:48, time: 0.646, data_time: 0.004, memory: 7028, top1_acc: 0.3812, top5_acc: 0.6594, loss_cls: 2.7170, loss: 2.7170 2020-06-27 11:04:23,118 - mmaction - INFO - Epoch [2][380/627] lr: 0.01000, eta: 11:05:32, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.4281, top5_acc: 0.6656, loss_cls: 2.6965, loss: 2.6965 2020-06-27 11:04:36,119 - mmaction - INFO - Epoch [2][400/627] lr: 0.01000, eta: 11:05:19, time: 0.648, data_time: 0.007, memory: 7028, top1_acc: 0.3656, top5_acc: 0.6438, loss_cls: 2.7478, loss: 2.7478 2020-06-27 11:04:48,997 - mmaction - INFO - Epoch [2][420/627] lr: 0.01000, eta: 11:05:06, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.4156, top5_acc: 0.6562, loss_cls: 2.6650, loss: 2.6650 2020-06-27 11:05:02,322 - mmaction - INFO - Epoch [2][440/627] lr: 0.01000, eta: 11:05:12, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.3312, top5_acc: 0.6031, loss_cls: 2.9496, loss: 2.9496 2020-06-27 11:05:15,202 - mmaction - INFO - Epoch [2][460/627] lr: 0.01000, eta: 11:04:55, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.3906, top5_acc: 0.6312, loss_cls: 2.7465, loss: 2.7465 2020-06-27 11:05:28,490 - mmaction - INFO - Epoch [2][480/627] lr: 0.01000, eta: 11:05:01, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.4777, loss: 2.4777 2020-06-27 11:05:41,637 - mmaction - INFO - Epoch [2][500/627] lr: 0.01000, eta: 11:05:01, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.3937, top5_acc: 0.6594, loss_cls: 2.6790, loss: 2.6790 2020-06-27 11:05:55,124 - mmaction - INFO - Epoch [2][520/627] lr: 0.01000, eta: 11:05:14, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.3438, top5_acc: 0.6250, loss_cls: 2.8190, loss: 2.8190 2020-06-27 11:06:08,226 - mmaction - INFO - Epoch [2][540/627] lr: 0.01000, eta: 11:05:09, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.4500, top5_acc: 0.6906, loss_cls: 2.4723, loss: 2.4723 2020-06-27 11:06:21,484 - mmaction - INFO - Epoch [2][560/627] lr: 0.01000, eta: 11:05:10, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.4000, top5_acc: 0.6781, loss_cls: 2.6453, loss: 2.6453 2020-06-27 11:06:35,366 - mmaction - INFO - Epoch [2][580/627] lr: 0.01000, eta: 11:05:45, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.4062, top5_acc: 0.6594, loss_cls: 2.5913, loss: 2.5913 2020-06-27 11:06:47,744 - mmaction - INFO - Epoch [2][600/627] lr: 0.01000, eta: 11:05:00, time: 0.618, data_time: 0.005, memory: 7028, top1_acc: 0.3937, top5_acc: 0.6937, loss_cls: 2.6678, loss: 2.6678 2020-06-27 11:07:00,854 - mmaction - INFO - Epoch [2][620/627] lr: 0.01000, eta: 11:04:55, time: 0.657, data_time: 0.004, memory: 7028, top1_acc: 0.4188, top5_acc: 0.6813, loss_cls: 2.6657, loss: 2.6657 2020-06-27 11:07:23,501 - mmaction - INFO - Epoch [3][20/627] lr: 0.01000, eta: 11:04:18, time: 0.857, data_time: 0.342, memory: 7028, top1_acc: 0.3875, top5_acc: 0.6562, loss_cls: 2.6855, loss: 2.6855 2020-06-27 11:07:35,797 - mmaction - INFO - Epoch [3][40/627] lr: 0.01000, eta: 11:03:30, time: 0.612, data_time: 0.007, memory: 7028, top1_acc: 0.4219, top5_acc: 0.6937, loss_cls: 2.4789, loss: 2.4789 2020-06-27 11:07:48,750 - mmaction - INFO - Epoch [3][60/627] lr: 0.01000, eta: 11:03:19, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.4094, top5_acc: 0.7063, loss_cls: 2.4924, loss: 2.4924 2020-06-27 11:08:01,944 - mmaction - INFO - Epoch [3][80/627] lr: 0.01000, eta: 11:03:16, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.3844, top5_acc: 0.6562, loss_cls: 2.7208, loss: 2.7208 2020-06-27 11:08:15,001 - mmaction - INFO - Epoch [3][100/627] lr: 0.01000, eta: 11:03:08, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.4250, top5_acc: 0.7188, loss_cls: 2.4118, loss: 2.4118 2020-06-27 11:08:28,243 - mmaction - INFO - Epoch [3][120/627] lr: 0.01000, eta: 11:03:04, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.4062, top5_acc: 0.6469, loss_cls: 2.6164, loss: 2.6164 2020-06-27 11:08:41,191 - mmaction - INFO - Epoch [3][140/627] lr: 0.01000, eta: 11:02:52, time: 0.651, data_time: 0.007, memory: 7028, top1_acc: 0.4375, top5_acc: 0.6781, loss_cls: 2.4461, loss: 2.4461 2020-06-27 11:08:54,177 - mmaction - INFO - Epoch [3][160/627] lr: 0.01000, eta: 11:02:38, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.4031, top5_acc: 0.6937, loss_cls: 2.5210, loss: 2.5210 2020-06-27 11:09:07,567 - mmaction - INFO - Epoch [3][180/627] lr: 0.01000, eta: 11:02:45, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.3812, top5_acc: 0.6438, loss_cls: 2.6370, loss: 2.6370 2020-06-27 11:09:20,887 - mmaction - INFO - Epoch [3][200/627] lr: 0.01000, eta: 11:02:46, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.4437, top5_acc: 0.6594, loss_cls: 2.5051, loss: 2.5051 2020-06-27 11:09:33,829 - mmaction - INFO - Epoch [3][220/627] lr: 0.01000, eta: 11:02:30, time: 0.646, data_time: 0.002, memory: 7028, top1_acc: 0.4000, top5_acc: 0.6656, loss_cls: 2.6984, loss: 2.6984 2020-06-27 11:09:46,816 - mmaction - INFO - Epoch [3][240/627] lr: 0.01000, eta: 11:02:17, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.4688, top5_acc: 0.7438, loss_cls: 2.3223, loss: 2.3223 2020-06-27 11:10:00,533 - mmaction - INFO - Epoch [3][260/627] lr: 0.01000, eta: 11:02:34, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.4219, top5_acc: 0.6844, loss_cls: 2.4877, loss: 2.4877 2020-06-27 11:10:13,233 - mmaction - INFO - Epoch [3][280/627] lr: 0.01000, eta: 11:02:08, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.4219, top5_acc: 0.6781, loss_cls: 2.4938, loss: 2.4938 2020-06-27 11:10:26,200 - mmaction - INFO - Epoch [3][300/627] lr: 0.01000, eta: 11:01:56, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.4062, top5_acc: 0.7031, loss_cls: 2.5132, loss: 2.5132 2020-06-27 11:10:39,219 - mmaction - INFO - Epoch [3][320/627] lr: 0.01000, eta: 11:01:43, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.3937, top5_acc: 0.6687, loss_cls: 2.6333, loss: 2.6333 2020-06-27 11:10:53,492 - mmaction - INFO - Epoch [3][340/627] lr: 0.01000, eta: 11:02:20, time: 0.714, data_time: 0.005, memory: 7028, top1_acc: 0.4094, top5_acc: 0.6937, loss_cls: 2.4961, loss: 2.4961 2020-06-27 11:11:05,934 - mmaction - INFO - Epoch [3][360/627] lr: 0.01000, eta: 11:01:45, time: 0.621, data_time: 0.006, memory: 7028, top1_acc: 0.3969, top5_acc: 0.6250, loss_cls: 2.6666, loss: 2.6666 2020-06-27 11:11:18,999 - mmaction - INFO - Epoch [3][380/627] lr: 0.01000, eta: 11:01:35, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.4281, top5_acc: 0.6906, loss_cls: 2.5948, loss: 2.5948 2020-06-27 11:11:33,348 - mmaction - INFO - Epoch [3][400/627] lr: 0.01000, eta: 11:02:11, time: 0.717, data_time: 0.003, memory: 7028, top1_acc: 0.4344, top5_acc: 0.7312, loss_cls: 2.4484, loss: 2.4484 2020-06-27 11:11:46,075 - mmaction - INFO - Epoch [3][420/627] lr: 0.01000, eta: 11:01:46, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.4344, top5_acc: 0.6719, loss_cls: 2.5250, loss: 2.5250 2020-06-27 11:11:58,914 - mmaction - INFO - Epoch [3][440/627] lr: 0.01000, eta: 11:01:29, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.4156, top5_acc: 0.6781, loss_cls: 2.5346, loss: 2.5346 2020-06-27 11:12:11,833 - mmaction - INFO - Epoch [3][460/627] lr: 0.01000, eta: 11:01:12, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.4500, top5_acc: 0.6687, loss_cls: 2.6043, loss: 2.6043 2020-06-27 11:12:25,788 - mmaction - INFO - Epoch [3][480/627] lr: 0.01000, eta: 11:01:32, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.4062, top5_acc: 0.6531, loss_cls: 2.5602, loss: 2.5602 2020-06-27 11:12:38,729 - mmaction - INFO - Epoch [3][500/627] lr: 0.01000, eta: 11:01:16, time: 0.647, data_time: 0.008, memory: 7028, top1_acc: 0.4250, top5_acc: 0.7156, loss_cls: 2.3780, loss: 2.3780 2020-06-27 11:12:51,525 - mmaction - INFO - Epoch [3][520/627] lr: 0.01000, eta: 11:00:56, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.4156, top5_acc: 0.6813, loss_cls: 2.5089, loss: 2.5089 2020-06-27 11:13:04,631 - mmaction - INFO - Epoch [3][540/627] lr: 0.01000, eta: 11:00:45, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.4188, top5_acc: 0.6781, loss_cls: 2.4897, loss: 2.4897 2020-06-27 11:13:18,435 - mmaction - INFO - Epoch [3][560/627] lr: 0.01000, eta: 11:00:59, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.4344, top5_acc: 0.7312, loss_cls: 2.3702, loss: 2.3702 2020-06-27 11:13:31,032 - mmaction - INFO - Epoch [3][580/627] lr: 0.01000, eta: 11:00:32, time: 0.629, data_time: 0.007, memory: 7028, top1_acc: 0.4062, top5_acc: 0.6844, loss_cls: 2.4900, loss: 2.4900 2020-06-27 11:13:44,148 - mmaction - INFO - Epoch [3][600/627] lr: 0.01000, eta: 11:00:22, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.4125, top5_acc: 0.7031, loss_cls: 2.5462, loss: 2.5462 2020-06-27 11:13:57,349 - mmaction - INFO - Epoch [3][620/627] lr: 0.01000, eta: 11:00:14, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.4500, top5_acc: 0.6844, loss_cls: 2.4561, loss: 2.4561 2020-06-27 11:16:47,998 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 11:16:49,009 - mmaction - INFO - top1_acc 0.4775 top5_acc 0.7491 2020-06-27 11:16:49,009 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 11:16:49,123 - mmaction - INFO - mean_acc 0.4772 2020-06-27 11:16:49,143 - mmaction - INFO - Epoch [3][627/627] lr: 0.01000, top1_acc: 0.4775, top5_acc: 0.7491, mean_class_accuracy: 0.4772 2020-06-27 11:17:05,864 - mmaction - INFO - Epoch [4][20/627] lr: 0.01000, eta: 10:59:28, time: 0.834, data_time: 0.321, memory: 7028, top1_acc: 0.4344, top5_acc: 0.7031, loss_cls: 2.3836, loss: 2.3836 2020-06-27 11:17:18,451 - mmaction - INFO - Epoch [4][40/627] lr: 0.01000, eta: 10:59:01, time: 0.628, data_time: 0.005, memory: 7028, top1_acc: 0.4000, top5_acc: 0.6813, loss_cls: 2.5309, loss: 2.5309 2020-06-27 11:17:30,800 - mmaction - INFO - Epoch [4][60/627] lr: 0.01000, eta: 10:58:28, time: 0.619, data_time: 0.005, memory: 7028, top1_acc: 0.4125, top5_acc: 0.6625, loss_cls: 2.5037, loss: 2.5037 2020-06-27 11:17:43,862 - mmaction - INFO - Epoch [4][80/627] lr: 0.01000, eta: 10:58:16, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.4031, top5_acc: 0.7063, loss_cls: 2.3970, loss: 2.3970 2020-06-27 11:17:56,836 - mmaction - INFO - Epoch [4][100/627] lr: 0.01000, eta: 10:58:03, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.3969, top5_acc: 0.6875, loss_cls: 2.5663, loss: 2.5663 2020-06-27 11:18:09,870 - mmaction - INFO - Epoch [4][120/627] lr: 0.01000, eta: 10:57:51, time: 0.652, data_time: 0.002, memory: 7028, top1_acc: 0.4125, top5_acc: 0.6844, loss_cls: 2.4909, loss: 2.4909 2020-06-27 11:18:23,456 - mmaction - INFO - Epoch [4][140/627] lr: 0.01000, eta: 10:57:54, time: 0.677, data_time: 0.004, memory: 7028, top1_acc: 0.4500, top5_acc: 0.7031, loss_cls: 2.3557, loss: 2.3557 2020-06-27 11:18:37,302 - mmaction - INFO - Epoch [4][160/627] lr: 0.01000, eta: 10:58:07, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7031, loss_cls: 2.3217, loss: 2.3217 2020-06-27 11:18:50,383 - mmaction - INFO - Epoch [4][180/627] lr: 0.01000, eta: 10:57:55, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.4625, top5_acc: 0.6656, loss_cls: 2.5058, loss: 2.5058 2020-06-27 11:19:03,116 - mmaction - INFO - Epoch [4][200/627] lr: 0.01000, eta: 10:57:34, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.4500, top5_acc: 0.7250, loss_cls: 2.3618, loss: 2.3618 2020-06-27 11:19:16,200 - mmaction - INFO - Epoch [4][220/627] lr: 0.01000, eta: 10:57:23, time: 0.654, data_time: 0.003, memory: 7028, top1_acc: 0.4625, top5_acc: 0.6687, loss_cls: 2.4926, loss: 2.4926 2020-06-27 11:19:29,382 - mmaction - INFO - Epoch [4][240/627] lr: 0.01000, eta: 10:57:14, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.4437, top5_acc: 0.7031, loss_cls: 2.4735, loss: 2.4735 2020-06-27 11:19:42,607 - mmaction - INFO - Epoch [4][260/627] lr: 0.01000, eta: 10:57:06, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.3875, top5_acc: 0.6813, loss_cls: 2.5469, loss: 2.5469 2020-06-27 11:19:55,354 - mmaction - INFO - Epoch [4][280/627] lr: 0.01000, eta: 10:56:46, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.4656, top5_acc: 0.7094, loss_cls: 2.3414, loss: 2.3414 2020-06-27 11:20:08,708 - mmaction - INFO - Epoch [4][300/627] lr: 0.01000, eta: 10:56:43, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.4344, top5_acc: 0.6937, loss_cls: 2.4900, loss: 2.4900 2020-06-27 11:20:21,929 - mmaction - INFO - Epoch [4][320/627] lr: 0.01000, eta: 10:56:35, time: 0.661, data_time: 0.003, memory: 7028, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.3083, loss: 2.3083 2020-06-27 11:20:35,065 - mmaction - INFO - Epoch [4][340/627] lr: 0.01000, eta: 10:56:23, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.4480, loss: 2.4480 2020-06-27 11:20:48,621 - mmaction - INFO - Epoch [4][360/627] lr: 0.01000, eta: 10:56:27, time: 0.682, data_time: 0.007, memory: 7028, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.3444, loss: 2.3444 2020-06-27 11:21:02,068 - mmaction - INFO - Epoch [4][380/627] lr: 0.01000, eta: 10:56:25, time: 0.671, data_time: 0.004, memory: 7028, top1_acc: 0.4281, top5_acc: 0.7094, loss_cls: 2.4821, loss: 2.4821 2020-06-27 11:21:14,744 - mmaction - INFO - Epoch [4][400/627] lr: 0.01000, eta: 10:56:02, time: 0.633, data_time: 0.007, memory: 7028, top1_acc: 0.4094, top5_acc: 0.6562, loss_cls: 2.5858, loss: 2.5858 2020-06-27 11:21:27,779 - mmaction - INFO - Epoch [4][420/627] lr: 0.01000, eta: 10:55:49, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.4375, top5_acc: 0.7250, loss_cls: 2.3042, loss: 2.3042 2020-06-27 11:21:40,966 - mmaction - INFO - Epoch [4][440/627] lr: 0.01000, eta: 10:55:40, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.3788, loss: 2.3788 2020-06-27 11:21:54,253 - mmaction - INFO - Epoch [4][460/627] lr: 0.01000, eta: 10:55:34, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.4437, top5_acc: 0.7219, loss_cls: 2.2735, loss: 2.2735 2020-06-27 11:22:07,229 - mmaction - INFO - Epoch [4][480/627] lr: 0.01000, eta: 10:55:19, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.3906, top5_acc: 0.6781, loss_cls: 2.5403, loss: 2.5403 2020-06-27 11:22:20,318 - mmaction - INFO - Epoch [4][500/627] lr: 0.01000, eta: 10:55:08, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.4281, top5_acc: 0.7219, loss_cls: 2.3772, loss: 2.3772 2020-06-27 11:22:34,388 - mmaction - INFO - Epoch [4][520/627] lr: 0.01000, eta: 10:55:21, time: 0.703, data_time: 0.003, memory: 7028, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.4345, loss: 2.4345 2020-06-27 11:22:47,934 - mmaction - INFO - Epoch [4][540/627] lr: 0.01000, eta: 10:55:20, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.3906, top5_acc: 0.6625, loss_cls: 2.6197, loss: 2.6197 2020-06-27 11:23:00,595 - mmaction - INFO - Epoch [4][560/627] lr: 0.01000, eta: 10:54:58, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.4688, top5_acc: 0.7094, loss_cls: 2.4260, loss: 2.4260 2020-06-27 11:23:14,104 - mmaction - INFO - Epoch [4][580/627] lr: 0.01000, eta: 10:54:55, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.4313, top5_acc: 0.6875, loss_cls: 2.5063, loss: 2.5063 2020-06-27 11:23:26,957 - mmaction - INFO - Epoch [4][600/627] lr: 0.01000, eta: 10:54:38, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.1821, loss: 2.1821 2020-06-27 11:23:39,941 - mmaction - INFO - Epoch [4][620/627] lr: 0.01000, eta: 10:54:23, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.4469, top5_acc: 0.7031, loss_cls: 2.3815, loss: 2.3815 2020-06-27 11:24:03,153 - mmaction - INFO - Epoch [5][20/627] lr: 0.01000, eta: 10:53:54, time: 0.856, data_time: 0.338, memory: 7028, top1_acc: 0.4219, top5_acc: 0.6781, loss_cls: 2.5542, loss: 2.5542 2020-06-27 11:24:15,383 - mmaction - INFO - Epoch [5][40/627] lr: 0.01000, eta: 10:53:21, time: 0.612, data_time: 0.008, memory: 7028, top1_acc: 0.4500, top5_acc: 0.6906, loss_cls: 2.3256, loss: 2.3256 2020-06-27 11:24:29,599 - mmaction - INFO - Epoch [5][60/627] lr: 0.01000, eta: 10:53:35, time: 0.708, data_time: 0.005, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7281, loss_cls: 2.3073, loss: 2.3073 2020-06-27 11:24:43,125 - mmaction - INFO - Epoch [5][80/627] lr: 0.01000, eta: 10:53:34, time: 0.679, data_time: 0.007, memory: 7028, top1_acc: 0.4594, top5_acc: 0.7312, loss_cls: 2.2725, loss: 2.2725 2020-06-27 11:24:55,605 - mmaction - INFO - Epoch [5][100/627] lr: 0.01000, eta: 10:53:08, time: 0.623, data_time: 0.005, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7344, loss_cls: 2.2304, loss: 2.2304 2020-06-27 11:25:08,940 - mmaction - INFO - Epoch [5][120/627] lr: 0.01000, eta: 10:53:02, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.4000, top5_acc: 0.6531, loss_cls: 2.6575, loss: 2.6575 2020-06-27 11:25:21,882 - mmaction - INFO - Epoch [5][140/627] lr: 0.01000, eta: 10:52:46, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.4562, top5_acc: 0.7312, loss_cls: 2.3606, loss: 2.3606 2020-06-27 11:25:34,731 - mmaction - INFO - Epoch [5][160/627] lr: 0.01000, eta: 10:52:29, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.4125, top5_acc: 0.7156, loss_cls: 2.3919, loss: 2.3919 2020-06-27 11:25:48,558 - mmaction - INFO - Epoch [5][180/627] lr: 0.01000, eta: 10:52:33, time: 0.689, data_time: 0.004, memory: 7028, top1_acc: 0.4688, top5_acc: 0.7281, loss_cls: 2.2192, loss: 2.2192 2020-06-27 11:26:01,168 - mmaction - INFO - Epoch [5][200/627] lr: 0.01000, eta: 10:52:11, time: 0.632, data_time: 0.006, memory: 7028, top1_acc: 0.4469, top5_acc: 0.6719, loss_cls: 2.5507, loss: 2.5507 2020-06-27 11:26:14,401 - mmaction - INFO - Epoch [5][220/627] lr: 0.01000, eta: 10:52:01, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.4375, top5_acc: 0.6813, loss_cls: 2.3775, loss: 2.3775 2020-06-27 11:26:27,525 - mmaction - INFO - Epoch [5][240/627] lr: 0.01000, eta: 10:51:50, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.4500, top5_acc: 0.6937, loss_cls: 2.3849, loss: 2.3849 2020-06-27 11:26:41,218 - mmaction - INFO - Epoch [5][260/627] lr: 0.01000, eta: 10:51:51, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.4594, top5_acc: 0.7063, loss_cls: 2.3514, loss: 2.3514 2020-06-27 11:26:54,334 - mmaction - INFO - Epoch [5][280/627] lr: 0.01000, eta: 10:51:40, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.2908, loss: 2.2908 2020-06-27 11:27:07,215 - mmaction - INFO - Epoch [5][300/627] lr: 0.01000, eta: 10:51:22, time: 0.643, data_time: 0.006, memory: 7028, top1_acc: 0.4062, top5_acc: 0.6344, loss_cls: 2.5319, loss: 2.5319 2020-06-27 11:27:21,292 - mmaction - INFO - Epoch [5][320/627] lr: 0.01000, eta: 10:51:31, time: 0.705, data_time: 0.005, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.2190, loss: 2.2190 2020-06-27 11:27:33,980 - mmaction - INFO - Epoch [5][340/627] lr: 0.01000, eta: 10:51:10, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.2047, loss: 2.2047 2020-06-27 11:27:46,896 - mmaction - INFO - Epoch [5][360/627] lr: 0.01000, eta: 10:50:55, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.4406, top5_acc: 0.7000, loss_cls: 2.3975, loss: 2.3975 2020-06-27 11:27:59,990 - mmaction - INFO - Epoch [5][380/627] lr: 0.01000, eta: 10:50:42, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.4500, top5_acc: 0.6813, loss_cls: 2.4847, loss: 2.4847 2020-06-27 11:28:13,951 - mmaction - INFO - Epoch [5][400/627] lr: 0.01000, eta: 10:50:47, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.4625, top5_acc: 0.7219, loss_cls: 2.3017, loss: 2.3017 2020-06-27 11:28:26,427 - mmaction - INFO - Epoch [5][420/627] lr: 0.01000, eta: 10:50:23, time: 0.625, data_time: 0.007, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7562, loss_cls: 2.0954, loss: 2.0954 2020-06-27 11:28:39,586 - mmaction - INFO - Epoch [5][440/627] lr: 0.01000, eta: 10:50:12, time: 0.658, data_time: 0.002, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7438, loss_cls: 2.2062, loss: 2.2062 2020-06-27 11:28:52,779 - mmaction - INFO - Epoch [5][460/627] lr: 0.01000, eta: 10:50:01, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.4281, top5_acc: 0.7031, loss_cls: 2.4196, loss: 2.4196 2020-06-27 11:29:06,072 - mmaction - INFO - Epoch [5][480/627] lr: 0.01000, eta: 10:49:53, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7094, loss_cls: 2.3374, loss: 2.3374 2020-06-27 11:29:19,460 - mmaction - INFO - Epoch [5][500/627] lr: 0.01000, eta: 10:49:46, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.4276, loss: 2.4276 2020-06-27 11:29:32,352 - mmaction - INFO - Epoch [5][520/627] lr: 0.01000, eta: 10:49:30, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.4344, top5_acc: 0.6906, loss_cls: 2.4403, loss: 2.4403 2020-06-27 11:29:45,198 - mmaction - INFO - Epoch [5][540/627] lr: 0.01000, eta: 10:49:12, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.4656, top5_acc: 0.6875, loss_cls: 2.3309, loss: 2.3309 2020-06-27 11:29:58,515 - mmaction - INFO - Epoch [5][560/627] lr: 0.01000, eta: 10:49:05, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7344, loss_cls: 2.2076, loss: 2.2076 2020-06-27 11:30:11,706 - mmaction - INFO - Epoch [5][580/627] lr: 0.01000, eta: 10:48:54, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7312, loss_cls: 2.3037, loss: 2.3037 2020-06-27 11:30:25,094 - mmaction - INFO - Epoch [5][600/627] lr: 0.01000, eta: 10:48:47, time: 0.669, data_time: 0.002, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7031, loss_cls: 2.2803, loss: 2.2803 2020-06-27 11:30:38,976 - mmaction - INFO - Epoch [5][620/627] lr: 0.01000, eta: 10:48:50, time: 0.695, data_time: 0.003, memory: 7028, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.3510, loss: 2.3510 2020-06-27 11:31:01,945 - mmaction - INFO - Epoch [6][20/627] lr: 0.01000, eta: 10:48:28, time: 0.870, data_time: 0.356, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7406, loss_cls: 2.1775, loss: 2.1775 2020-06-27 11:31:13,642 - mmaction - INFO - Epoch [6][40/627] lr: 0.01000, eta: 10:47:49, time: 0.585, data_time: 0.008, memory: 7028, top1_acc: 0.4469, top5_acc: 0.6875, loss_cls: 2.3692, loss: 2.3692 2020-06-27 11:31:26,608 - mmaction - INFO - Epoch [6][60/627] lr: 0.01000, eta: 10:47:34, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.4531, top5_acc: 0.7063, loss_cls: 2.3392, loss: 2.3392 2020-06-27 11:31:39,787 - mmaction - INFO - Epoch [6][80/627] lr: 0.01000, eta: 10:47:23, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.1467, loss: 2.1467 2020-06-27 11:31:54,002 - mmaction - INFO - Epoch [6][100/627] lr: 0.01000, eta: 10:47:31, time: 0.709, data_time: 0.005, memory: 7028, top1_acc: 0.4469, top5_acc: 0.6937, loss_cls: 2.3693, loss: 2.3693 2020-06-27 11:32:06,681 - mmaction - INFO - Epoch [6][120/627] lr: 0.01000, eta: 10:47:11, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 2.1074, loss: 2.1074 2020-06-27 11:32:19,983 - mmaction - INFO - Epoch [6][140/627] lr: 0.01000, eta: 10:47:03, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.4562, top5_acc: 0.7375, loss_cls: 2.2374, loss: 2.2374 2020-06-27 11:32:33,677 - mmaction - INFO - Epoch [6][160/627] lr: 0.01000, eta: 10:47:01, time: 0.685, data_time: 0.004, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 2.0972, loss: 2.0972 2020-06-27 11:32:46,543 - mmaction - INFO - Epoch [6][180/627] lr: 0.01000, eta: 10:46:44, time: 0.643, data_time: 0.003, memory: 7028, top1_acc: 0.4406, top5_acc: 0.7250, loss_cls: 2.2868, loss: 2.2868 2020-06-27 11:32:59,470 - mmaction - INFO - Epoch [6][200/627] lr: 0.01000, eta: 10:46:28, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7000, loss_cls: 2.3257, loss: 2.3257 2020-06-27 11:33:12,795 - mmaction - INFO - Epoch [6][220/627] lr: 0.01000, eta: 10:46:20, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7594, loss_cls: 2.1116, loss: 2.1116 2020-06-27 11:33:26,216 - mmaction - INFO - Epoch [6][240/627] lr: 0.01000, eta: 10:46:12, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.4406, top5_acc: 0.6906, loss_cls: 2.3508, loss: 2.3508 2020-06-27 11:33:39,059 - mmaction - INFO - Epoch [6][260/627] lr: 0.01000, eta: 10:45:56, time: 0.645, data_time: 0.007, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.1584, loss: 2.1584 2020-06-27 11:33:52,341 - mmaction - INFO - Epoch [6][280/627] lr: 0.01000, eta: 10:45:46, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.2389, loss: 2.2389 2020-06-27 11:34:05,515 - mmaction - INFO - Epoch [6][300/627] lr: 0.01000, eta: 10:45:35, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.4625, top5_acc: 0.7063, loss_cls: 2.3527, loss: 2.3527 2020-06-27 11:34:18,452 - mmaction - INFO - Epoch [6][320/627] lr: 0.01000, eta: 10:45:20, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.3875, top5_acc: 0.6813, loss_cls: 2.4855, loss: 2.4855 2020-06-27 11:34:31,827 - mmaction - INFO - Epoch [6][340/627] lr: 0.01000, eta: 10:45:12, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.4656, top5_acc: 0.7031, loss_cls: 2.2363, loss: 2.2363 2020-06-27 11:34:44,968 - mmaction - INFO - Epoch [6][360/627] lr: 0.01000, eta: 10:45:00, time: 0.655, data_time: 0.004, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7312, loss_cls: 2.2632, loss: 2.2632 2020-06-27 11:34:58,645 - mmaction - INFO - Epoch [6][380/627] lr: 0.01000, eta: 10:44:57, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.2862, loss: 2.2862 2020-06-27 11:35:11,601 - mmaction - INFO - Epoch [6][400/627] lr: 0.01000, eta: 10:44:42, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7281, loss_cls: 2.3012, loss: 2.3012 2020-06-27 11:35:24,705 - mmaction - INFO - Epoch [6][420/627] lr: 0.01000, eta: 10:44:29, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7188, loss_cls: 2.2442, loss: 2.2442 2020-06-27 11:35:37,669 - mmaction - INFO - Epoch [6][440/627] lr: 0.01000, eta: 10:44:14, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7125, loss_cls: 2.3174, loss: 2.3174 2020-06-27 11:35:50,661 - mmaction - INFO - Epoch [6][460/627] lr: 0.01000, eta: 10:44:00, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.4094, top5_acc: 0.6750, loss_cls: 2.5377, loss: 2.5377 2020-06-27 11:36:03,946 - mmaction - INFO - Epoch [6][480/627] lr: 0.01000, eta: 10:43:50, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.4813, top5_acc: 0.6937, loss_cls: 2.2355, loss: 2.2355 2020-06-27 11:36:17,899 - mmaction - INFO - Epoch [6][500/627] lr: 0.01000, eta: 10:43:51, time: 0.699, data_time: 0.007, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1345, loss: 2.1345 2020-06-27 11:36:30,749 - mmaction - INFO - Epoch [6][520/627] lr: 0.01000, eta: 10:43:34, time: 0.642, data_time: 0.007, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7312, loss_cls: 2.2549, loss: 2.2549 2020-06-27 11:36:44,760 - mmaction - INFO - Epoch [6][540/627] lr: 0.01000, eta: 10:43:36, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7281, loss_cls: 2.2419, loss: 2.2419 2020-06-27 11:36:57,175 - mmaction - INFO - Epoch [6][560/627] lr: 0.01000, eta: 10:43:12, time: 0.620, data_time: 0.006, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7531, loss_cls: 2.0936, loss: 2.0936 2020-06-27 11:37:10,113 - mmaction - INFO - Epoch [6][580/627] lr: 0.01000, eta: 10:42:57, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7375, loss_cls: 2.2232, loss: 2.2232 2020-06-27 11:37:23,408 - mmaction - INFO - Epoch [6][600/627] lr: 0.01000, eta: 10:42:47, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7531, loss_cls: 2.2349, loss: 2.2349 2020-06-27 11:37:36,133 - mmaction - INFO - Epoch [6][620/627] lr: 0.01000, eta: 10:42:29, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.4656, top5_acc: 0.7312, loss_cls: 2.3557, loss: 2.3557 2020-06-27 11:40:27,379 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 11:40:28,388 - mmaction - INFO - top1_acc 0.5575 top5_acc 0.8031 2020-06-27 11:40:28,388 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 11:40:28,450 - mmaction - INFO - mean_acc 0.5573 2020-06-27 11:40:28,459 - mmaction - INFO - Epoch [6][627/627] lr: 0.01000, top1_acc: 0.5575, top5_acc: 0.8031, mean_class_accuracy: 0.5573 2020-06-27 11:40:45,220 - mmaction - INFO - Epoch [7][20/627] lr: 0.01000, eta: 10:41:57, time: 0.835, data_time: 0.323, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7344, loss_cls: 2.2140, loss: 2.2140 2020-06-27 11:40:56,971 - mmaction - INFO - Epoch [7][40/627] lr: 0.01000, eta: 10:41:23, time: 0.588, data_time: 0.007, memory: 7028, top1_acc: 0.4375, top5_acc: 0.7031, loss_cls: 2.3677, loss: 2.3677 2020-06-27 11:41:09,963 - mmaction - INFO - Epoch [7][60/627] lr: 0.01000, eta: 10:41:09, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 2.0946, loss: 2.0946 2020-06-27 11:41:22,999 - mmaction - INFO - Epoch [7][80/627] lr: 0.01000, eta: 10:40:55, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.8000, loss_cls: 1.9123, loss: 1.9123 2020-06-27 11:41:35,652 - mmaction - INFO - Epoch [7][100/627] lr: 0.01000, eta: 10:40:36, time: 0.634, data_time: 0.006, memory: 7028, top1_acc: 0.4437, top5_acc: 0.6719, loss_cls: 2.5334, loss: 2.5334 2020-06-27 11:41:49,298 - mmaction - INFO - Epoch [7][120/627] lr: 0.01000, eta: 10:40:32, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7656, loss_cls: 2.1116, loss: 2.1116 2020-06-27 11:42:02,611 - mmaction - INFO - Epoch [7][140/627] lr: 0.01000, eta: 10:40:23, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7531, loss_cls: 2.2332, loss: 2.2332 2020-06-27 11:42:15,317 - mmaction - INFO - Epoch [7][160/627] lr: 0.01000, eta: 10:40:04, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7094, loss_cls: 2.2224, loss: 2.2224 2020-06-27 11:42:28,923 - mmaction - INFO - Epoch [7][180/627] lr: 0.01000, eta: 10:39:59, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7625, loss_cls: 2.0208, loss: 2.0208 2020-06-27 11:42:41,776 - mmaction - INFO - Epoch [7][200/627] lr: 0.01000, eta: 10:39:43, time: 0.641, data_time: 0.007, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7469, loss_cls: 2.1909, loss: 2.1909 2020-06-27 11:42:54,622 - mmaction - INFO - Epoch [7][220/627] lr: 0.01000, eta: 10:39:27, time: 0.643, data_time: 0.005, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7063, loss_cls: 2.3210, loss: 2.3210 2020-06-27 11:43:07,527 - mmaction - INFO - Epoch [7][240/627] lr: 0.01000, eta: 10:39:11, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.2197, loss: 2.2197 2020-06-27 11:43:21,845 - mmaction - INFO - Epoch [7][260/627] lr: 0.01000, eta: 10:39:16, time: 0.718, data_time: 0.005, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7125, loss_cls: 2.2749, loss: 2.2749 2020-06-27 11:43:34,553 - mmaction - INFO - Epoch [7][280/627] lr: 0.01000, eta: 10:38:57, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 2.0449, loss: 2.0449 2020-06-27 11:43:47,306 - mmaction - INFO - Epoch [7][300/627] lr: 0.01000, eta: 10:38:40, time: 0.640, data_time: 0.005, memory: 7028, top1_acc: 0.4469, top5_acc: 0.7625, loss_cls: 2.2850, loss: 2.2850 2020-06-27 11:44:00,655 - mmaction - INFO - Epoch [7][320/627] lr: 0.01000, eta: 10:38:31, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7406, loss_cls: 2.0276, loss: 2.0276 2020-06-27 11:44:13,783 - mmaction - INFO - Epoch [7][340/627] lr: 0.01000, eta: 10:38:19, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7531, loss_cls: 2.1295, loss: 2.1295 2020-06-27 11:44:27,445 - mmaction - INFO - Epoch [7][360/627] lr: 0.01000, eta: 10:38:14, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.1165, loss: 2.1165 2020-06-27 11:44:40,411 - mmaction - INFO - Epoch [7][380/627] lr: 0.01000, eta: 10:37:59, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.4688, top5_acc: 0.7000, loss_cls: 2.3539, loss: 2.3539 2020-06-27 11:44:53,249 - mmaction - INFO - Epoch [7][400/627] lr: 0.01000, eta: 10:37:43, time: 0.642, data_time: 0.003, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.9382, loss: 1.9382 2020-06-27 11:45:06,488 - mmaction - INFO - Epoch [7][420/627] lr: 0.01000, eta: 10:37:32, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.4469, top5_acc: 0.7281, loss_cls: 2.1816, loss: 2.1816 2020-06-27 11:45:19,625 - mmaction - INFO - Epoch [7][440/627] lr: 0.01000, eta: 10:37:20, time: 0.657, data_time: 0.003, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7625, loss_cls: 2.0425, loss: 2.0425 2020-06-27 11:45:32,533 - mmaction - INFO - Epoch [7][460/627] lr: 0.01000, eta: 10:37:04, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7156, loss_cls: 2.2418, loss: 2.2418 2020-06-27 11:45:45,680 - mmaction - INFO - Epoch [7][480/627] lr: 0.01000, eta: 10:36:53, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.1905, loss: 2.1905 2020-06-27 11:45:58,692 - mmaction - INFO - Epoch [7][500/627] lr: 0.01000, eta: 10:36:38, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7688, loss_cls: 1.9461, loss: 1.9461 2020-06-27 11:46:12,265 - mmaction - INFO - Epoch [7][520/627] lr: 0.01000, eta: 10:36:33, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.8222, loss: 1.8222 2020-06-27 11:46:25,525 - mmaction - INFO - Epoch [7][540/627] lr: 0.01000, eta: 10:36:22, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7312, loss_cls: 2.2709, loss: 2.2709 2020-06-27 11:46:38,489 - mmaction - INFO - Epoch [7][560/627] lr: 0.01000, eta: 10:36:08, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.2051, loss: 2.2051 2020-06-27 11:46:51,964 - mmaction - INFO - Epoch [7][580/627] lr: 0.01000, eta: 10:35:59, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7250, loss_cls: 2.1394, loss: 2.1394 2020-06-27 11:47:05,301 - mmaction - INFO - Epoch [7][600/627] lr: 0.01000, eta: 10:35:50, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 1.9809, loss: 1.9809 2020-06-27 11:47:18,050 - mmaction - INFO - Epoch [7][620/627] lr: 0.01000, eta: 10:35:32, time: 0.636, data_time: 0.007, memory: 7028, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.3179, loss: 2.3179 2020-06-27 11:47:40,913 - mmaction - INFO - Epoch [8][20/627] lr: 0.01000, eta: 10:35:08, time: 0.858, data_time: 0.331, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7594, loss_cls: 2.0935, loss: 2.0935 2020-06-27 11:47:53,683 - mmaction - INFO - Epoch [8][40/627] lr: 0.01000, eta: 10:34:51, time: 0.637, data_time: 0.007, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7312, loss_cls: 2.2598, loss: 2.2598 2020-06-27 11:48:06,341 - mmaction - INFO - Epoch [8][60/627] lr: 0.01000, eta: 10:34:33, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0274, loss: 2.0274 2020-06-27 11:48:19,126 - mmaction - INFO - Epoch [8][80/627] lr: 0.01000, eta: 10:34:15, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7594, loss_cls: 2.0906, loss: 2.0906 2020-06-27 11:48:33,042 - mmaction - INFO - Epoch [8][100/627] lr: 0.01000, eta: 10:34:14, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7312, loss_cls: 2.2232, loss: 2.2232 2020-06-27 11:48:45,248 - mmaction - INFO - Epoch [8][120/627] lr: 0.01000, eta: 10:33:49, time: 0.609, data_time: 0.005, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7375, loss_cls: 2.1404, loss: 2.1404 2020-06-27 11:48:58,365 - mmaction - INFO - Epoch [8][140/627] lr: 0.01000, eta: 10:33:37, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.4688, top5_acc: 0.7562, loss_cls: 2.1339, loss: 2.1339 2020-06-27 11:49:11,403 - mmaction - INFO - Epoch [8][160/627] lr: 0.01000, eta: 10:33:23, time: 0.650, data_time: 0.004, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7406, loss_cls: 2.1655, loss: 2.1655 2020-06-27 11:49:24,979 - mmaction - INFO - Epoch [8][180/627] lr: 0.01000, eta: 10:33:17, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7562, loss_cls: 2.0793, loss: 2.0793 2020-06-27 11:49:37,760 - mmaction - INFO - Epoch [8][200/627] lr: 0.01000, eta: 10:33:00, time: 0.638, data_time: 0.007, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0306, loss: 2.0306 2020-06-27 11:49:50,897 - mmaction - INFO - Epoch [8][220/627] lr: 0.01000, eta: 10:32:48, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7125, loss_cls: 2.2418, loss: 2.2418 2020-06-27 11:50:04,005 - mmaction - INFO - Epoch [8][240/627] lr: 0.01000, eta: 10:32:35, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7438, loss_cls: 2.1758, loss: 2.1758 2020-06-27 11:50:17,030 - mmaction - INFO - Epoch [8][260/627] lr: 0.01000, eta: 10:32:21, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.1223, loss: 2.1223 2020-06-27 11:50:29,983 - mmaction - INFO - Epoch [8][280/627] lr: 0.01000, eta: 10:32:06, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1407, loss: 2.1407 2020-06-27 11:50:43,214 - mmaction - INFO - Epoch [8][300/627] lr: 0.01000, eta: 10:31:56, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7469, loss_cls: 2.1661, loss: 2.1661 2020-06-27 11:50:56,311 - mmaction - INFO - Epoch [8][320/627] lr: 0.01000, eta: 10:31:43, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.4625, top5_acc: 0.7094, loss_cls: 2.2786, loss: 2.2786 2020-06-27 11:51:09,572 - mmaction - INFO - Epoch [8][340/627] lr: 0.01000, eta: 10:31:32, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7031, loss_cls: 2.3092, loss: 2.3092 2020-06-27 11:51:22,420 - mmaction - INFO - Epoch [8][360/627] lr: 0.01000, eta: 10:31:16, time: 0.640, data_time: 0.004, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1708, loss: 2.1708 2020-06-27 11:51:35,373 - mmaction - INFO - Epoch [8][380/627] lr: 0.01000, eta: 10:31:02, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7406, loss_cls: 2.1032, loss: 2.1032 2020-06-27 11:51:48,764 - mmaction - INFO - Epoch [8][400/627] lr: 0.01000, eta: 10:30:52, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.2194, loss: 2.2194 2020-06-27 11:52:01,848 - mmaction - INFO - Epoch [8][420/627] lr: 0.01000, eta: 10:30:40, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 2.1646, loss: 2.1646 2020-06-27 11:52:14,909 - mmaction - INFO - Epoch [8][440/627] lr: 0.01000, eta: 10:30:26, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.4344, top5_acc: 0.7031, loss_cls: 2.3337, loss: 2.3337 2020-06-27 11:52:27,986 - mmaction - INFO - Epoch [8][460/627] lr: 0.01000, eta: 10:30:14, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7625, loss_cls: 2.0656, loss: 2.0656 2020-06-27 11:52:41,301 - mmaction - INFO - Epoch [8][480/627] lr: 0.01000, eta: 10:30:03, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.4250, top5_acc: 0.7000, loss_cls: 2.3851, loss: 2.3851 2020-06-27 11:52:55,353 - mmaction - INFO - Epoch [8][500/627] lr: 0.01000, eta: 10:30:02, time: 0.703, data_time: 0.006, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.2530, loss: 2.2530 2020-06-27 11:53:08,670 - mmaction - INFO - Epoch [8][520/627] lr: 0.01000, eta: 10:29:51, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7469, loss_cls: 2.0974, loss: 2.0974 2020-06-27 11:53:21,930 - mmaction - INFO - Epoch [8][540/627] lr: 0.01000, eta: 10:29:41, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7375, loss_cls: 2.2025, loss: 2.2025 2020-06-27 11:53:34,305 - mmaction - INFO - Epoch [8][560/627] lr: 0.01000, eta: 10:29:19, time: 0.617, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7531, loss_cls: 2.0896, loss: 2.0896 2020-06-27 11:53:47,528 - mmaction - INFO - Epoch [8][580/627] lr: 0.01000, eta: 10:29:08, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7438, loss_cls: 2.2043, loss: 2.2043 2020-06-27 11:54:00,839 - mmaction - INFO - Epoch [8][600/627] lr: 0.01000, eta: 10:28:57, time: 0.663, data_time: 0.004, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7594, loss_cls: 2.0240, loss: 2.0240 2020-06-27 11:54:13,594 - mmaction - INFO - Epoch [8][620/627] lr: 0.01000, eta: 10:28:41, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7500, loss_cls: 2.1514, loss: 2.1514 2020-06-27 11:54:36,566 - mmaction - INFO - Epoch [9][20/627] lr: 0.01000, eta: 10:28:18, time: 0.860, data_time: 0.324, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7594, loss_cls: 1.9393, loss: 1.9393 2020-06-27 11:54:48,535 - mmaction - INFO - Epoch [9][40/627] lr: 0.01000, eta: 10:27:52, time: 0.596, data_time: 0.007, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7781, loss_cls: 2.0993, loss: 2.0993 2020-06-27 11:55:01,442 - mmaction - INFO - Epoch [9][60/627] lr: 0.01000, eta: 10:27:38, time: 0.648, data_time: 0.007, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7750, loss_cls: 1.9879, loss: 1.9879 2020-06-27 11:55:14,490 - mmaction - INFO - Epoch [9][80/627] lr: 0.01000, eta: 10:27:24, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7562, loss_cls: 2.1954, loss: 2.1954 2020-06-27 11:55:27,612 - mmaction - INFO - Epoch [9][100/627] lr: 0.01000, eta: 10:27:12, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 2.0809, loss: 2.0809 2020-06-27 11:55:40,556 - mmaction - INFO - Epoch [9][120/627] lr: 0.01000, eta: 10:26:57, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7500, loss_cls: 2.1622, loss: 2.1622 2020-06-27 11:55:53,806 - mmaction - INFO - Epoch [9][140/627] lr: 0.01000, eta: 10:26:46, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7688, loss_cls: 2.0614, loss: 2.0614 2020-06-27 11:56:07,160 - mmaction - INFO - Epoch [9][160/627] lr: 0.01000, eta: 10:26:36, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7250, loss_cls: 2.1985, loss: 2.1985 2020-06-27 11:56:20,085 - mmaction - INFO - Epoch [9][180/627] lr: 0.01000, eta: 10:26:21, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7594, loss_cls: 2.0920, loss: 2.0920 2020-06-27 11:56:32,624 - mmaction - INFO - Epoch [9][200/627] lr: 0.01000, eta: 10:26:02, time: 0.626, data_time: 0.006, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7656, loss_cls: 2.0310, loss: 2.0310 2020-06-27 11:56:46,180 - mmaction - INFO - Epoch [9][220/627] lr: 0.01000, eta: 10:25:55, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.1217, loss: 2.1217 2020-06-27 11:56:59,987 - mmaction - INFO - Epoch [9][240/627] lr: 0.01000, eta: 10:25:49, time: 0.689, data_time: 0.005, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.2119, loss: 2.2119 2020-06-27 11:57:12,488 - mmaction - INFO - Epoch [9][260/627] lr: 0.01000, eta: 10:25:30, time: 0.626, data_time: 0.006, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.1287, loss: 2.1287 2020-06-27 11:57:25,504 - mmaction - INFO - Epoch [9][280/627] lr: 0.01000, eta: 10:25:17, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.2411, loss: 2.2411 2020-06-27 11:57:38,786 - mmaction - INFO - Epoch [9][300/627] lr: 0.01000, eta: 10:25:06, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7875, loss_cls: 1.9020, loss: 1.9020 2020-06-27 11:57:51,919 - mmaction - INFO - Epoch [9][320/627] lr: 0.01000, eta: 10:24:53, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.2381, loss: 2.2381 2020-06-27 11:58:05,764 - mmaction - INFO - Epoch [9][340/627] lr: 0.01000, eta: 10:24:49, time: 0.694, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7500, loss_cls: 1.9453, loss: 1.9453 2020-06-27 11:58:18,153 - mmaction - INFO - Epoch [9][360/627] lr: 0.01000, eta: 10:24:28, time: 0.617, data_time: 0.006, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7406, loss_cls: 2.1268, loss: 2.1268 2020-06-27 11:58:31,461 - mmaction - INFO - Epoch [9][380/627] lr: 0.01000, eta: 10:24:18, time: 0.669, data_time: 0.007, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.9074, loss: 1.9074 2020-06-27 11:58:44,402 - mmaction - INFO - Epoch [9][400/627] lr: 0.01000, eta: 10:24:03, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.1711, loss: 2.1711 2020-06-27 11:58:57,230 - mmaction - INFO - Epoch [9][420/627] lr: 0.01000, eta: 10:23:48, time: 0.644, data_time: 0.007, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7812, loss_cls: 2.0571, loss: 2.0571 2020-06-27 11:59:11,452 - mmaction - INFO - Epoch [9][440/627] lr: 0.01000, eta: 10:23:46, time: 0.710, data_time: 0.005, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.1891, loss: 2.1891 2020-06-27 11:59:24,430 - mmaction - INFO - Epoch [9][460/627] lr: 0.01000, eta: 10:23:33, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7312, loss_cls: 2.1263, loss: 2.1263 2020-06-27 11:59:37,377 - mmaction - INFO - Epoch [9][480/627] lr: 0.01000, eta: 10:23:18, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7656, loss_cls: 1.9564, loss: 1.9564 2020-06-27 11:59:50,412 - mmaction - INFO - Epoch [9][500/627] lr: 0.01000, eta: 10:23:05, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7438, loss_cls: 2.0585, loss: 2.0585 2020-06-27 12:00:04,157 - mmaction - INFO - Epoch [9][520/627] lr: 0.01000, eta: 10:22:58, time: 0.686, data_time: 0.007, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7219, loss_cls: 2.2078, loss: 2.2078 2020-06-27 12:00:18,949 - mmaction - INFO - Epoch [9][540/627] lr: 0.01000, eta: 10:23:02, time: 0.735, data_time: 0.006, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7438, loss_cls: 2.1199, loss: 2.1199 2020-06-27 12:00:32,075 - mmaction - INFO - Epoch [9][560/627] lr: 0.01000, eta: 10:22:50, time: 0.660, data_time: 0.014, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7594, loss_cls: 2.0720, loss: 2.0720 2020-06-27 12:00:45,335 - mmaction - INFO - Epoch [9][580/627] lr: 0.01000, eta: 10:22:39, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7250, loss_cls: 2.1813, loss: 2.1813 2020-06-27 12:00:59,329 - mmaction - INFO - Epoch [9][600/627] lr: 0.01000, eta: 10:22:35, time: 0.699, data_time: 0.006, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7781, loss_cls: 2.0015, loss: 2.0015 2020-06-27 12:01:11,464 - mmaction - INFO - Epoch [9][620/627] lr: 0.01000, eta: 10:22:13, time: 0.609, data_time: 0.006, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 2.1118, loss: 2.1118 2020-06-27 12:04:02,876 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 12:04:03,883 - mmaction - INFO - top1_acc 0.5797 top5_acc 0.8190 2020-06-27 12:04:03,883 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 12:04:03,955 - mmaction - INFO - mean_acc 0.5795 2020-06-27 12:04:03,972 - mmaction - INFO - Epoch [9][627/627] lr: 0.01000, top1_acc: 0.5797, top5_acc: 0.8190, mean_class_accuracy: 0.5795 2020-06-27 12:04:20,819 - mmaction - INFO - Epoch [10][20/627] lr: 0.01000, eta: 10:21:46, time: 0.841, data_time: 0.330, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.1257, loss: 2.1257 2020-06-27 12:04:32,616 - mmaction - INFO - Epoch [10][40/627] lr: 0.01000, eta: 10:21:20, time: 0.588, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7469, loss_cls: 2.1444, loss: 2.1444 2020-06-27 12:04:46,372 - mmaction - INFO - Epoch [10][60/627] lr: 0.01000, eta: 10:21:14, time: 0.690, data_time: 0.007, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7562, loss_cls: 2.1578, loss: 2.1578 2020-06-27 12:04:58,680 - mmaction - INFO - Epoch [10][80/627] lr: 0.01000, eta: 10:20:53, time: 0.616, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7719, loss_cls: 1.9514, loss: 1.9514 2020-06-27 12:05:11,833 - mmaction - INFO - Epoch [10][100/627] lr: 0.01000, eta: 10:20:41, time: 0.657, data_time: 0.003, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7688, loss_cls: 1.9766, loss: 1.9766 2020-06-27 12:05:24,750 - mmaction - INFO - Epoch [10][120/627] lr: 0.01000, eta: 10:20:26, time: 0.643, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7812, loss_cls: 2.0327, loss: 2.0327 2020-06-27 12:05:38,105 - mmaction - INFO - Epoch [10][140/627] lr: 0.01000, eta: 10:20:16, time: 0.670, data_time: 0.007, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.9690, loss: 1.9690 2020-06-27 12:05:50,913 - mmaction - INFO - Epoch [10][160/627] lr: 0.01000, eta: 10:20:00, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7719, loss_cls: 2.0056, loss: 2.0056 2020-06-27 12:06:03,547 - mmaction - INFO - Epoch [10][180/627] lr: 0.01000, eta: 10:19:43, time: 0.635, data_time: 0.008, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.9253, loss: 1.9253 2020-06-27 12:06:17,089 - mmaction - INFO - Epoch [10][200/627] lr: 0.01000, eta: 10:19:34, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7781, loss_cls: 2.0295, loss: 2.0295 2020-06-27 12:06:29,783 - mmaction - INFO - Epoch [10][220/627] lr: 0.01000, eta: 10:19:18, time: 0.637, data_time: 0.007, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7594, loss_cls: 1.9863, loss: 1.9863 2020-06-27 12:06:43,077 - mmaction - INFO - Epoch [10][240/627] lr: 0.01000, eta: 10:19:06, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.0830, loss: 2.0830 2020-06-27 12:06:56,691 - mmaction - INFO - Epoch [10][260/627] lr: 0.01000, eta: 10:18:59, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7719, loss_cls: 1.9961, loss: 1.9961 2020-06-27 12:07:09,786 - mmaction - INFO - Epoch [10][280/627] lr: 0.01000, eta: 10:18:46, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.0005, loss: 2.0005 2020-06-27 12:07:23,337 - mmaction - INFO - Epoch [10][300/627] lr: 0.01000, eta: 10:18:37, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.9471, loss: 1.9471 2020-06-27 12:07:36,105 - mmaction - INFO - Epoch [10][320/627] lr: 0.01000, eta: 10:18:21, time: 0.636, data_time: 0.007, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7688, loss_cls: 2.0125, loss: 2.0125 2020-06-27 12:07:48,848 - mmaction - INFO - Epoch [10][340/627] lr: 0.01000, eta: 10:18:05, time: 0.640, data_time: 0.007, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7312, loss_cls: 2.2114, loss: 2.2114 2020-06-27 12:08:02,025 - mmaction - INFO - Epoch [10][360/627] lr: 0.01000, eta: 10:17:53, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7469, loss_cls: 2.0777, loss: 2.0777 2020-06-27 12:08:15,108 - mmaction - INFO - Epoch [10][380/627] lr: 0.01000, eta: 10:17:40, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0856, loss: 2.0856 2020-06-27 12:08:28,484 - mmaction - INFO - Epoch [10][400/627] lr: 0.01000, eta: 10:17:29, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 2.0049, loss: 2.0049 2020-06-27 12:08:41,993 - mmaction - INFO - Epoch [10][420/627] lr: 0.01000, eta: 10:17:20, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7844, loss_cls: 1.9910, loss: 1.9910 2020-06-27 12:08:55,643 - mmaction - INFO - Epoch [10][440/627] lr: 0.01000, eta: 10:17:12, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.4219, top5_acc: 0.6813, loss_cls: 2.5187, loss: 2.5187 2020-06-27 12:09:08,643 - mmaction - INFO - Epoch [10][460/627] lr: 0.01000, eta: 10:16:59, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7250, loss_cls: 2.2068, loss: 2.2068 2020-06-27 12:09:21,468 - mmaction - INFO - Epoch [10][480/627] lr: 0.01000, eta: 10:16:43, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7625, loss_cls: 1.9791, loss: 1.9791 2020-06-27 12:09:34,475 - mmaction - INFO - Epoch [10][500/627] lr: 0.01000, eta: 10:16:30, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.2939, loss: 2.2939 2020-06-27 12:09:48,560 - mmaction - INFO - Epoch [10][520/627] lr: 0.01000, eta: 10:16:26, time: 0.703, data_time: 0.007, memory: 7028, top1_acc: 0.5531, top5_acc: 0.8031, loss_cls: 1.8679, loss: 1.8679 2020-06-27 12:10:00,977 - mmaction - INFO - Epoch [10][540/627] lr: 0.01000, eta: 10:16:07, time: 0.622, data_time: 0.005, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7438, loss_cls: 2.1425, loss: 2.1425 2020-06-27 12:10:14,541 - mmaction - INFO - Epoch [10][560/627] lr: 0.01000, eta: 10:15:58, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7594, loss_cls: 2.1715, loss: 2.1715 2020-06-27 12:10:27,446 - mmaction - INFO - Epoch [10][580/627] lr: 0.01000, eta: 10:15:43, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7562, loss_cls: 2.0629, loss: 2.0629 2020-06-27 12:10:40,151 - mmaction - INFO - Epoch [10][600/627] lr: 0.01000, eta: 10:15:26, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.9195, loss: 1.9195 2020-06-27 12:10:53,530 - mmaction - INFO - Epoch [10][620/627] lr: 0.01000, eta: 10:15:16, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.4437, top5_acc: 0.7469, loss_cls: 2.2308, loss: 2.2308 2020-06-27 12:11:16,539 - mmaction - INFO - Epoch [11][20/627] lr: 0.01000, eta: 10:14:58, time: 0.880, data_time: 0.332, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7688, loss_cls: 1.9320, loss: 1.9320 2020-06-27 12:11:28,857 - mmaction - INFO - Epoch [11][40/627] lr: 0.01000, eta: 10:14:38, time: 0.615, data_time: 0.007, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7469, loss_cls: 2.0641, loss: 2.0641 2020-06-27 12:11:42,530 - mmaction - INFO - Epoch [11][60/627] lr: 0.01000, eta: 10:14:31, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7562, loss_cls: 2.0371, loss: 2.0371 2020-06-27 12:11:55,185 - mmaction - INFO - Epoch [11][80/627] lr: 0.01000, eta: 10:14:13, time: 0.630, data_time: 0.005, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 2.0047, loss: 2.0047 2020-06-27 12:12:08,356 - mmaction - INFO - Epoch [11][100/627] lr: 0.01000, eta: 10:14:01, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7688, loss_cls: 1.9676, loss: 1.9676 2020-06-27 12:12:21,417 - mmaction - INFO - Epoch [11][120/627] lr: 0.01000, eta: 10:13:48, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7781, loss_cls: 1.9361, loss: 1.9361 2020-06-27 12:12:34,229 - mmaction - INFO - Epoch [11][140/627] lr: 0.01000, eta: 10:13:33, time: 0.643, data_time: 0.006, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7688, loss_cls: 2.0158, loss: 2.0158 2020-06-27 12:12:47,432 - mmaction - INFO - Epoch [11][160/627] lr: 0.01000, eta: 10:13:20, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7719, loss_cls: 2.0643, loss: 2.0643 2020-06-27 12:13:00,628 - mmaction - INFO - Epoch [11][180/627] lr: 0.01000, eta: 10:13:08, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.0991, loss: 2.0991 2020-06-27 12:13:13,491 - mmaction - INFO - Epoch [11][200/627] lr: 0.01000, eta: 10:12:54, time: 0.643, data_time: 0.003, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7625, loss_cls: 1.9486, loss: 1.9486 2020-06-27 12:13:26,951 - mmaction - INFO - Epoch [11][220/627] lr: 0.01000, eta: 10:12:43, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.1024, loss: 2.1024 2020-06-27 12:13:40,139 - mmaction - INFO - Epoch [11][240/627] lr: 0.01000, eta: 10:12:32, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7781, loss_cls: 1.9262, loss: 1.9262 2020-06-27 12:13:53,283 - mmaction - INFO - Epoch [11][260/627] lr: 0.01000, eta: 10:12:19, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7656, loss_cls: 2.0381, loss: 2.0381 2020-06-27 12:14:06,184 - mmaction - INFO - Epoch [11][280/627] lr: 0.01000, eta: 10:12:04, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7844, loss_cls: 2.0041, loss: 2.0041 2020-06-27 12:14:19,523 - mmaction - INFO - Epoch [11][300/627] lr: 0.01000, eta: 10:11:53, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.4688, top5_acc: 0.7531, loss_cls: 2.0474, loss: 2.0474 2020-06-27 12:14:32,923 - mmaction - INFO - Epoch [11][320/627] lr: 0.01000, eta: 10:11:43, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7562, loss_cls: 2.0129, loss: 2.0129 2020-06-27 12:14:46,403 - mmaction - INFO - Epoch [11][340/627] lr: 0.01000, eta: 10:11:33, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7719, loss_cls: 2.0004, loss: 2.0004 2020-06-27 12:14:59,350 - mmaction - INFO - Epoch [11][360/627] lr: 0.01000, eta: 10:11:19, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7531, loss_cls: 2.1295, loss: 2.1295 2020-06-27 12:15:12,357 - mmaction - INFO - Epoch [11][380/627] lr: 0.01000, eta: 10:11:05, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7469, loss_cls: 2.1372, loss: 2.1372 2020-06-27 12:15:25,606 - mmaction - INFO - Epoch [11][400/627] lr: 0.01000, eta: 10:10:54, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7625, loss_cls: 1.9866, loss: 1.9866 2020-06-27 12:15:38,466 - mmaction - INFO - Epoch [11][420/627] lr: 0.01000, eta: 10:10:39, time: 0.641, data_time: 0.004, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7781, loss_cls: 2.1408, loss: 2.1408 2020-06-27 12:15:53,265 - mmaction - INFO - Epoch [11][440/627] lr: 0.01000, eta: 10:10:40, time: 0.741, data_time: 0.006, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.1185, loss: 2.1185 2020-06-27 12:16:05,786 - mmaction - INFO - Epoch [11][460/627] lr: 0.01000, eta: 10:10:22, time: 0.625, data_time: 0.005, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7969, loss_cls: 1.8870, loss: 1.8870 2020-06-27 12:16:18,836 - mmaction - INFO - Epoch [11][480/627] lr: 0.01000, eta: 10:10:09, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7469, loss_cls: 2.0483, loss: 2.0483 2020-06-27 12:16:32,026 - mmaction - INFO - Epoch [11][500/627] lr: 0.01000, eta: 10:09:56, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7812, loss_cls: 1.8652, loss: 1.8652 2020-06-27 12:16:44,835 - mmaction - INFO - Epoch [11][520/627] lr: 0.01000, eta: 10:09:41, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7562, loss_cls: 1.9919, loss: 1.9919 2020-06-27 12:16:58,072 - mmaction - INFO - Epoch [11][540/627] lr: 0.01000, eta: 10:09:29, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7594, loss_cls: 2.0984, loss: 2.0984 2020-06-27 12:17:11,322 - mmaction - INFO - Epoch [11][560/627] lr: 0.01000, eta: 10:09:18, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7406, loss_cls: 2.1598, loss: 2.1598 2020-06-27 12:17:24,839 - mmaction - INFO - Epoch [11][580/627] lr: 0.01000, eta: 10:09:08, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7406, loss_cls: 2.0301, loss: 2.0301 2020-06-27 12:17:38,343 - mmaction - INFO - Epoch [11][600/627] lr: 0.01000, eta: 10:08:58, time: 0.674, data_time: 0.007, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7656, loss_cls: 1.9512, loss: 1.9512 2020-06-27 12:17:51,631 - mmaction - INFO - Epoch [11][620/627] lr: 0.01000, eta: 10:08:47, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7656, loss_cls: 2.0185, loss: 2.0185 2020-06-27 12:18:14,241 - mmaction - INFO - Epoch [12][20/627] lr: 0.01000, eta: 10:08:25, time: 0.859, data_time: 0.345, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7656, loss_cls: 2.0610, loss: 2.0610 2020-06-27 12:18:26,508 - mmaction - INFO - Epoch [12][40/627] lr: 0.01000, eta: 10:08:06, time: 0.614, data_time: 0.003, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7844, loss_cls: 1.9687, loss: 1.9687 2020-06-27 12:18:39,604 - mmaction - INFO - Epoch [12][60/627] lr: 0.01000, eta: 10:07:53, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7937, loss_cls: 1.9111, loss: 1.9111 2020-06-27 12:18:52,210 - mmaction - INFO - Epoch [12][80/627] lr: 0.01000, eta: 10:07:36, time: 0.631, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7719, loss_cls: 2.0143, loss: 2.0143 2020-06-27 12:19:05,490 - mmaction - INFO - Epoch [12][100/627] lr: 0.01000, eta: 10:07:24, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.0987, loss: 2.0987 2020-06-27 12:19:18,432 - mmaction - INFO - Epoch [12][120/627] lr: 0.01000, eta: 10:07:10, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7656, loss_cls: 1.8180, loss: 1.8180 2020-06-27 12:19:31,369 - mmaction - INFO - Epoch [12][140/627] lr: 0.01000, eta: 10:06:55, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7156, loss_cls: 2.2259, loss: 2.2259 2020-06-27 12:19:44,820 - mmaction - INFO - Epoch [12][160/627] lr: 0.01000, eta: 10:06:46, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0579, loss: 2.0579 2020-06-27 12:19:57,950 - mmaction - INFO - Epoch [12][180/627] lr: 0.01000, eta: 10:06:33, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7594, loss_cls: 2.0749, loss: 2.0749 2020-06-27 12:20:11,144 - mmaction - INFO - Epoch [12][200/627] lr: 0.01000, eta: 10:06:20, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7375, loss_cls: 2.2216, loss: 2.2216 2020-06-27 12:20:24,370 - mmaction - INFO - Epoch [12][220/627] lr: 0.01000, eta: 10:06:08, time: 0.661, data_time: 0.008, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7812, loss_cls: 1.9333, loss: 1.9333 2020-06-27 12:20:38,049 - mmaction - INFO - Epoch [12][240/627] lr: 0.01000, eta: 10:06:00, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7281, loss_cls: 2.1242, loss: 2.1242 2020-06-27 12:20:50,815 - mmaction - INFO - Epoch [12][260/627] lr: 0.01000, eta: 10:05:44, time: 0.637, data_time: 0.004, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7844, loss_cls: 1.8860, loss: 1.8860 2020-06-27 12:21:04,046 - mmaction - INFO - Epoch [12][280/627] lr: 0.01000, eta: 10:05:33, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7594, loss_cls: 2.1499, loss: 2.1499 2020-06-27 12:21:17,284 - mmaction - INFO - Epoch [12][300/627] lr: 0.01000, eta: 10:05:20, time: 0.660, data_time: 0.004, memory: 7028, top1_acc: 0.4437, top5_acc: 0.7125, loss_cls: 2.2270, loss: 2.2270 2020-06-27 12:21:30,626 - mmaction - INFO - Epoch [12][320/627] lr: 0.01000, eta: 10:05:10, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 1.9636, loss: 1.9636 2020-06-27 12:21:43,417 - mmaction - INFO - Epoch [12][340/627] lr: 0.01000, eta: 10:04:54, time: 0.638, data_time: 0.004, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8886, loss: 1.8886 2020-06-27 12:21:56,951 - mmaction - INFO - Epoch [12][360/627] lr: 0.01000, eta: 10:04:45, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7688, loss_cls: 2.1087, loss: 2.1087 2020-06-27 12:22:10,079 - mmaction - INFO - Epoch [12][380/627] lr: 0.01000, eta: 10:04:32, time: 0.654, data_time: 0.004, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7500, loss_cls: 2.0133, loss: 2.0133 2020-06-27 12:22:23,369 - mmaction - INFO - Epoch [12][400/627] lr: 0.01000, eta: 10:04:20, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0756, loss: 2.0756 2020-06-27 12:22:36,196 - mmaction - INFO - Epoch [12][420/627] lr: 0.01000, eta: 10:04:05, time: 0.641, data_time: 0.003, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7812, loss_cls: 1.9645, loss: 1.9645 2020-06-27 12:22:50,105 - mmaction - INFO - Epoch [12][440/627] lr: 0.01000, eta: 10:03:58, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8187, loss_cls: 1.7913, loss: 1.7913 2020-06-27 12:23:02,725 - mmaction - INFO - Epoch [12][460/627] lr: 0.01000, eta: 10:03:41, time: 0.632, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 1.8206, loss: 1.8206 2020-06-27 12:23:16,348 - mmaction - INFO - Epoch [12][480/627] lr: 0.01000, eta: 10:03:32, time: 0.681, data_time: 0.002, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7281, loss_cls: 2.1544, loss: 2.1544 2020-06-27 12:23:29,607 - mmaction - INFO - Epoch [12][500/627] lr: 0.01000, eta: 10:03:20, time: 0.662, data_time: 0.007, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7281, loss_cls: 2.0537, loss: 2.0537 2020-06-27 12:23:42,580 - mmaction - INFO - Epoch [12][520/627] lr: 0.01000, eta: 10:03:07, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.9674, loss: 1.9674 2020-06-27 12:23:55,768 - mmaction - INFO - Epoch [12][540/627] lr: 0.01000, eta: 10:02:54, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7656, loss_cls: 2.0356, loss: 2.0356 2020-06-27 12:24:09,818 - mmaction - INFO - Epoch [12][560/627] lr: 0.01000, eta: 10:02:48, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 1.8154, loss: 1.8154 2020-06-27 12:24:22,577 - mmaction - INFO - Epoch [12][580/627] lr: 0.01000, eta: 10:02:33, time: 0.638, data_time: 0.007, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 1.8826, loss: 1.8826 2020-06-27 12:24:36,194 - mmaction - INFO - Epoch [12][600/627] lr: 0.01000, eta: 10:02:23, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.9605, loss: 1.9605 2020-06-27 12:24:49,922 - mmaction - INFO - Epoch [12][620/627] lr: 0.01000, eta: 10:02:15, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7937, loss_cls: 1.9058, loss: 1.9058 2020-06-27 12:27:43,541 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 12:27:44,573 - mmaction - INFO - top1_acc 0.5935 top5_acc 0.8249 2020-06-27 12:27:44,573 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 12:27:44,636 - mmaction - INFO - mean_acc 0.5934 2020-06-27 12:27:44,644 - mmaction - INFO - Epoch [12][627/627] lr: 0.01000, top1_acc: 0.5935, top5_acc: 0.8249, mean_class_accuracy: 0.5934 2020-06-27 12:28:02,040 - mmaction - INFO - Epoch [13][20/627] lr: 0.01000, eta: 10:01:55, time: 0.866, data_time: 0.325, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 2.0069, loss: 2.0069 2020-06-27 12:28:14,121 - mmaction - INFO - Epoch [13][40/627] lr: 0.01000, eta: 10:01:34, time: 0.606, data_time: 0.004, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7469, loss_cls: 2.0905, loss: 2.0905 2020-06-27 12:28:26,746 - mmaction - INFO - Epoch [13][60/627] lr: 0.01000, eta: 10:01:18, time: 0.631, data_time: 0.005, memory: 7028, top1_acc: 0.5062, top5_acc: 0.7406, loss_cls: 2.1670, loss: 2.1670 2020-06-27 12:28:40,330 - mmaction - INFO - Epoch [13][80/627] lr: 0.01000, eta: 10:01:08, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.8691, loss: 1.8691 2020-06-27 12:28:53,148 - mmaction - INFO - Epoch [13][100/627] lr: 0.01000, eta: 10:00:53, time: 0.643, data_time: 0.006, memory: 7028, top1_acc: 0.5000, top5_acc: 0.7469, loss_cls: 2.1108, loss: 2.1108 2020-06-27 12:29:06,202 - mmaction - INFO - Epoch [13][120/627] lr: 0.01000, eta: 10:00:40, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7688, loss_cls: 1.8667, loss: 1.8667 2020-06-27 12:29:19,642 - mmaction - INFO - Epoch [13][140/627] lr: 0.01000, eta: 10:00:29, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7812, loss_cls: 2.0162, loss: 2.0162 2020-06-27 12:29:32,458 - mmaction - INFO - Epoch [13][160/627] lr: 0.01000, eta: 10:00:14, time: 0.642, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7750, loss_cls: 2.0154, loss: 2.0154 2020-06-27 12:29:45,813 - mmaction - INFO - Epoch [13][180/627] lr: 0.01000, eta: 10:00:03, time: 0.667, data_time: 0.004, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7625, loss_cls: 1.8758, loss: 1.8758 2020-06-27 12:29:59,175 - mmaction - INFO - Epoch [13][200/627] lr: 0.01000, eta: 9:59:52, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8000, loss_cls: 1.8968, loss: 1.8968 2020-06-27 12:30:12,403 - mmaction - INFO - Epoch [13][220/627] lr: 0.01000, eta: 9:59:39, time: 0.660, data_time: 0.004, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0914, loss: 2.0914 2020-06-27 12:30:25,407 - mmaction - INFO - Epoch [13][240/627] lr: 0.01000, eta: 9:59:25, time: 0.648, data_time: 0.004, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0271, loss: 2.0271 2020-06-27 12:30:38,612 - mmaction - INFO - Epoch [13][260/627] lr: 0.01000, eta: 9:59:13, time: 0.663, data_time: 0.009, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7312, loss_cls: 2.2170, loss: 2.2170 2020-06-27 12:30:51,719 - mmaction - INFO - Epoch [13][280/627] lr: 0.01000, eta: 9:59:01, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7375, loss_cls: 2.2152, loss: 2.2152 2020-06-27 12:31:05,809 - mmaction - INFO - Epoch [13][300/627] lr: 0.01000, eta: 9:58:54, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7625, loss_cls: 1.9532, loss: 1.9532 2020-06-27 12:31:18,289 - mmaction - INFO - Epoch [13][320/627] lr: 0.01000, eta: 9:58:37, time: 0.625, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7875, loss_cls: 1.9162, loss: 1.9162 2020-06-27 12:31:31,272 - mmaction - INFO - Epoch [13][340/627] lr: 0.01000, eta: 9:58:23, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 2.0908, loss: 2.0908 2020-06-27 12:31:45,047 - mmaction - INFO - Epoch [13][360/627] lr: 0.01000, eta: 9:58:15, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8971, loss: 1.8971 2020-06-27 12:31:57,872 - mmaction - INFO - Epoch [13][380/627] lr: 0.01000, eta: 9:58:00, time: 0.640, data_time: 0.005, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.1143, loss: 2.1143 2020-06-27 12:32:10,925 - mmaction - INFO - Epoch [13][400/627] lr: 0.01000, eta: 9:57:46, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.9574, loss: 1.9574 2020-06-27 12:32:24,730 - mmaction - INFO - Epoch [13][420/627] lr: 0.01000, eta: 9:57:38, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.4938, top5_acc: 0.7656, loss_cls: 2.0613, loss: 2.0613 2020-06-27 12:32:37,455 - mmaction - INFO - Epoch [13][440/627] lr: 0.01000, eta: 9:57:23, time: 0.636, data_time: 0.003, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7656, loss_cls: 2.0425, loss: 2.0425 2020-06-27 12:32:51,039 - mmaction - INFO - Epoch [13][460/627] lr: 0.01000, eta: 9:57:13, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7281, loss_cls: 2.1177, loss: 2.1177 2020-06-27 12:33:04,034 - mmaction - INFO - Epoch [13][480/627] lr: 0.01000, eta: 9:56:59, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7594, loss_cls: 2.0274, loss: 2.0274 2020-06-27 12:33:17,134 - mmaction - INFO - Epoch [13][500/627] lr: 0.01000, eta: 9:56:46, time: 0.655, data_time: 0.003, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 1.9985, loss: 1.9985 2020-06-27 12:33:30,381 - mmaction - INFO - Epoch [13][520/627] lr: 0.01000, eta: 9:56:34, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8187, loss_cls: 1.7526, loss: 1.7526 2020-06-27 12:33:43,548 - mmaction - INFO - Epoch [13][540/627] lr: 0.01000, eta: 9:56:21, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1785, loss: 2.1785 2020-06-27 12:33:56,822 - mmaction - INFO - Epoch [13][560/627] lr: 0.01000, eta: 9:56:09, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7812, loss_cls: 2.0219, loss: 2.0219 2020-06-27 12:34:10,250 - mmaction - INFO - Epoch [13][580/627] lr: 0.01000, eta: 9:55:58, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7906, loss_cls: 1.9956, loss: 1.9956 2020-06-27 12:34:23,399 - mmaction - INFO - Epoch [13][600/627] lr: 0.01000, eta: 9:55:46, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9494, loss: 1.9494 2020-06-27 12:34:36,877 - mmaction - INFO - Epoch [13][620/627] lr: 0.01000, eta: 9:55:35, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7719, loss_cls: 1.9573, loss: 1.9573 2020-06-27 12:34:59,563 - mmaction - INFO - Epoch [14][20/627] lr: 0.01000, eta: 9:55:11, time: 0.832, data_time: 0.315, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7844, loss_cls: 1.8773, loss: 1.8773 2020-06-27 12:35:11,794 - mmaction - INFO - Epoch [14][40/627] lr: 0.01000, eta: 9:54:52, time: 0.610, data_time: 0.007, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8063, loss_cls: 1.7763, loss: 1.7763 2020-06-27 12:35:24,883 - mmaction - INFO - Epoch [14][60/627] lr: 0.01000, eta: 9:54:39, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8094, loss_cls: 1.7630, loss: 1.7630 2020-06-27 12:35:37,935 - mmaction - INFO - Epoch [14][80/627] lr: 0.01000, eta: 9:54:25, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7625, loss_cls: 2.0394, loss: 2.0394 2020-06-27 12:35:51,206 - mmaction - INFO - Epoch [14][100/627] lr: 0.01000, eta: 9:54:13, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7531, loss_cls: 1.9712, loss: 1.9712 2020-06-27 12:36:04,809 - mmaction - INFO - Epoch [14][120/627] lr: 0.01000, eta: 9:54:04, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7719, loss_cls: 1.9050, loss: 1.9050 2020-06-27 12:36:17,590 - mmaction - INFO - Epoch [14][140/627] lr: 0.01000, eta: 9:53:48, time: 0.640, data_time: 0.002, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7688, loss_cls: 1.9226, loss: 1.9226 2020-06-27 12:36:30,718 - mmaction - INFO - Epoch [14][160/627] lr: 0.01000, eta: 9:53:35, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.9824, loss: 1.9824 2020-06-27 12:36:44,115 - mmaction - INFO - Epoch [14][180/627] lr: 0.01000, eta: 9:53:24, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.7969, loss_cls: 1.8225, loss: 1.8225 2020-06-27 12:36:57,348 - mmaction - INFO - Epoch [14][200/627] lr: 0.01000, eta: 9:53:12, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7750, loss_cls: 1.9266, loss: 1.9266 2020-06-27 12:37:10,930 - mmaction - INFO - Epoch [14][220/627] lr: 0.01000, eta: 9:53:02, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7844, loss_cls: 1.9283, loss: 1.9283 2020-06-27 12:37:24,175 - mmaction - INFO - Epoch [14][240/627] lr: 0.01000, eta: 9:52:50, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.4406, top5_acc: 0.7656, loss_cls: 2.1184, loss: 2.1184 2020-06-27 12:37:37,280 - mmaction - INFO - Epoch [14][260/627] lr: 0.01000, eta: 9:52:37, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.8810, loss: 1.8810 2020-06-27 12:37:50,431 - mmaction - INFO - Epoch [14][280/627] lr: 0.01000, eta: 9:52:24, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9878, loss: 1.9878 2020-06-27 12:38:03,545 - mmaction - INFO - Epoch [14][300/627] lr: 0.01000, eta: 9:52:11, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7312, loss_cls: 2.1402, loss: 2.1402 2020-06-27 12:38:17,022 - mmaction - INFO - Epoch [14][320/627] lr: 0.01000, eta: 9:52:00, time: 0.675, data_time: 0.004, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7688, loss_cls: 2.0448, loss: 2.0448 2020-06-27 12:38:30,239 - mmaction - INFO - Epoch [14][340/627] lr: 0.01000, eta: 9:51:48, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7531, loss_cls: 1.9676, loss: 1.9676 2020-06-27 12:38:43,290 - mmaction - INFO - Epoch [14][360/627] lr: 0.01000, eta: 9:51:35, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8125, loss_cls: 1.6758, loss: 1.6758 2020-06-27 12:38:56,139 - mmaction - INFO - Epoch [14][380/627] lr: 0.01000, eta: 9:51:20, time: 0.641, data_time: 0.004, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7688, loss_cls: 1.8504, loss: 1.8504 2020-06-27 12:39:10,536 - mmaction - INFO - Epoch [14][400/627] lr: 0.01000, eta: 9:51:15, time: 0.721, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8094, loss_cls: 1.6831, loss: 1.6831 2020-06-27 12:39:23,168 - mmaction - INFO - Epoch [14][420/627] lr: 0.01000, eta: 9:50:59, time: 0.632, data_time: 0.007, memory: 7028, top1_acc: 0.4719, top5_acc: 0.7594, loss_cls: 2.0209, loss: 2.0209 2020-06-27 12:39:36,834 - mmaction - INFO - Epoch [14][440/627] lr: 0.01000, eta: 9:50:49, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7875, loss_cls: 1.8442, loss: 1.8442 2020-06-27 12:39:49,537 - mmaction - INFO - Epoch [14][460/627] lr: 0.01000, eta: 9:50:34, time: 0.634, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7844, loss_cls: 1.8458, loss: 1.8458 2020-06-27 12:40:02,864 - mmaction - INFO - Epoch [14][480/627] lr: 0.01000, eta: 9:50:22, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7875, loss_cls: 1.8563, loss: 1.8563 2020-06-27 12:40:15,812 - mmaction - INFO - Epoch [14][500/627] lr: 0.01000, eta: 9:50:08, time: 0.647, data_time: 0.003, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7844, loss_cls: 1.9481, loss: 1.9481 2020-06-27 12:40:29,210 - mmaction - INFO - Epoch [14][520/627] lr: 0.01000, eta: 9:49:57, time: 0.670, data_time: 0.007, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 2.0001, loss: 2.0001 2020-06-27 12:40:43,205 - mmaction - INFO - Epoch [14][540/627] lr: 0.01000, eta: 9:49:49, time: 0.701, data_time: 0.005, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7406, loss_cls: 1.9781, loss: 1.9781 2020-06-27 12:40:56,348 - mmaction - INFO - Epoch [14][560/627] lr: 0.01000, eta: 9:49:36, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7438, loss_cls: 1.9594, loss: 1.9594 2020-06-27 12:41:09,888 - mmaction - INFO - Epoch [14][580/627] lr: 0.01000, eta: 9:49:26, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7625, loss_cls: 2.0495, loss: 2.0495 2020-06-27 12:41:22,859 - mmaction - INFO - Epoch [14][600/627] lr: 0.01000, eta: 9:49:12, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.9840, loss: 1.9840 2020-06-27 12:41:36,109 - mmaction - INFO - Epoch [14][620/627] lr: 0.01000, eta: 9:49:00, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.1363, loss: 2.1363 2020-06-27 12:41:59,864 - mmaction - INFO - Epoch [15][20/627] lr: 0.01000, eta: 9:48:43, time: 0.889, data_time: 0.331, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 1.9601, loss: 1.9601 2020-06-27 12:42:11,975 - mmaction - INFO - Epoch [15][40/627] lr: 0.01000, eta: 9:48:23, time: 0.605, data_time: 0.008, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7781, loss_cls: 1.8898, loss: 1.8898 2020-06-27 12:42:25,194 - mmaction - INFO - Epoch [15][60/627] lr: 0.01000, eta: 9:48:11, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.8335, loss: 1.8335 2020-06-27 12:42:37,921 - mmaction - INFO - Epoch [15][80/627] lr: 0.01000, eta: 9:47:56, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0311, loss: 2.0311 2020-06-27 12:42:50,956 - mmaction - INFO - Epoch [15][100/627] lr: 0.01000, eta: 9:47:42, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7594, loss_cls: 1.9243, loss: 1.9243 2020-06-27 12:43:03,985 - mmaction - INFO - Epoch [15][120/627] lr: 0.01000, eta: 9:47:29, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6630, loss: 1.6630 2020-06-27 12:43:17,691 - mmaction - INFO - Epoch [15][140/627] lr: 0.01000, eta: 9:47:19, time: 0.686, data_time: 0.004, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7875, loss_cls: 1.8868, loss: 1.8868 2020-06-27 12:43:31,201 - mmaction - INFO - Epoch [15][160/627] lr: 0.01000, eta: 9:47:08, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7656, loss_cls: 1.9654, loss: 1.9654 2020-06-27 12:43:44,215 - mmaction - INFO - Epoch [15][180/627] lr: 0.01000, eta: 9:46:55, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7500, loss_cls: 1.9775, loss: 1.9775 2020-06-27 12:43:57,420 - mmaction - INFO - Epoch [15][200/627] lr: 0.01000, eta: 9:46:42, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7906, loss_cls: 1.9088, loss: 1.9088 2020-06-27 12:44:10,554 - mmaction - INFO - Epoch [15][220/627] lr: 0.01000, eta: 9:46:30, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.8094, loss_cls: 1.8388, loss: 1.8388 2020-06-27 12:44:24,066 - mmaction - INFO - Epoch [15][240/627] lr: 0.01000, eta: 9:46:19, time: 0.674, data_time: 0.004, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7969, loss_cls: 1.9419, loss: 1.9419 2020-06-27 12:44:36,917 - mmaction - INFO - Epoch [15][260/627] lr: 0.01000, eta: 9:46:04, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.0424, loss: 2.0424 2020-06-27 12:44:50,285 - mmaction - INFO - Epoch [15][280/627] lr: 0.01000, eta: 9:45:52, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7969, loss_cls: 1.8609, loss: 1.8609 2020-06-27 12:45:03,123 - mmaction - INFO - Epoch [15][300/627] lr: 0.01000, eta: 9:45:38, time: 0.643, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7906, loss_cls: 1.9362, loss: 1.9362 2020-06-27 12:45:16,364 - mmaction - INFO - Epoch [15][320/627] lr: 0.01000, eta: 9:45:25, time: 0.661, data_time: 0.003, memory: 7028, top1_acc: 0.5375, top5_acc: 0.8094, loss_cls: 1.8575, loss: 1.8575 2020-06-27 12:45:30,030 - mmaction - INFO - Epoch [15][340/627] lr: 0.01000, eta: 9:45:16, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.9053, loss: 1.9053 2020-06-27 12:45:43,572 - mmaction - INFO - Epoch [15][360/627] lr: 0.01000, eta: 9:45:05, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8031, loss_cls: 1.7961, loss: 1.7961 2020-06-27 12:45:56,801 - mmaction - INFO - Epoch [15][380/627] lr: 0.01000, eta: 9:44:53, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7500, loss_cls: 2.1593, loss: 2.1593 2020-06-27 12:46:09,903 - mmaction - INFO - Epoch [15][400/627] lr: 0.01000, eta: 9:44:40, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7625, loss_cls: 2.0402, loss: 2.0402 2020-06-27 12:46:23,500 - mmaction - INFO - Epoch [15][420/627] lr: 0.01000, eta: 9:44:29, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7438, loss_cls: 2.0888, loss: 2.0888 2020-06-27 12:46:36,116 - mmaction - INFO - Epoch [15][440/627] lr: 0.01000, eta: 9:44:13, time: 0.632, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8094, loss_cls: 1.7496, loss: 1.7496 2020-06-27 12:46:49,647 - mmaction - INFO - Epoch [15][460/627] lr: 0.01000, eta: 9:44:03, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 1.9843, loss: 1.9843 2020-06-27 12:47:02,961 - mmaction - INFO - Epoch [15][480/627] lr: 0.01000, eta: 9:43:51, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7844, loss_cls: 2.0444, loss: 2.0444 2020-06-27 12:47:15,893 - mmaction - INFO - Epoch [15][500/627] lr: 0.01000, eta: 9:43:37, time: 0.646, data_time: 0.002, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.1116, loss: 2.1116 2020-06-27 12:47:29,270 - mmaction - INFO - Epoch [15][520/627] lr: 0.01000, eta: 9:43:25, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.1334, loss: 2.1334 2020-06-27 12:47:42,532 - mmaction - INFO - Epoch [15][540/627] lr: 0.01000, eta: 9:43:13, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.8528, loss: 1.8528 2020-06-27 12:47:55,825 - mmaction - INFO - Epoch [15][560/627] lr: 0.01000, eta: 9:43:01, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7812, loss_cls: 2.0063, loss: 2.0063 2020-06-27 12:48:08,879 - mmaction - INFO - Epoch [15][580/627] lr: 0.01000, eta: 9:42:47, time: 0.653, data_time: 0.003, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7844, loss_cls: 1.9321, loss: 1.9321 2020-06-27 12:48:21,946 - mmaction - INFO - Epoch [15][600/627] lr: 0.01000, eta: 9:42:34, time: 0.653, data_time: 0.007, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7844, loss_cls: 1.8926, loss: 1.8926 2020-06-27 12:48:35,806 - mmaction - INFO - Epoch [15][620/627] lr: 0.01000, eta: 9:42:25, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 1.7922, loss: 1.7922 2020-06-27 12:51:28,747 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 12:51:29,751 - mmaction - INFO - top1_acc 0.6066 top5_acc 0.8393 2020-06-27 12:51:29,751 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 12:51:29,815 - mmaction - INFO - mean_acc 0.6066 2020-06-27 12:51:29,824 - mmaction - INFO - Epoch [15][627/627] lr: 0.01000, top1_acc: 0.6066, top5_acc: 0.8393, mean_class_accuracy: 0.6066 2020-06-27 12:51:47,181 - mmaction - INFO - Epoch [16][20/627] lr: 0.01000, eta: 9:42:05, time: 0.866, data_time: 0.331, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.9351, loss: 1.9351 2020-06-27 12:51:58,939 - mmaction - INFO - Epoch [16][40/627] lr: 0.01000, eta: 9:41:44, time: 0.586, data_time: 0.006, memory: 7028, top1_acc: 0.4969, top5_acc: 0.7250, loss_cls: 2.1184, loss: 2.1184 2020-06-27 12:52:12,483 - mmaction - INFO - Epoch [16][60/627] lr: 0.01000, eta: 9:41:34, time: 0.679, data_time: 0.007, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.9685, loss: 1.9685 2020-06-27 12:52:25,490 - mmaction - INFO - Epoch [16][80/627] lr: 0.01000, eta: 9:41:20, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7750, loss_cls: 1.8943, loss: 1.8943 2020-06-27 12:52:38,040 - mmaction - INFO - Epoch [16][100/627] lr: 0.01000, eta: 9:41:04, time: 0.630, data_time: 0.007, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7781, loss_cls: 1.8250, loss: 1.8250 2020-06-27 12:52:50,969 - mmaction - INFO - Epoch [16][120/627] lr: 0.01000, eta: 9:40:50, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7500, loss_cls: 1.9949, loss: 1.9949 2020-06-27 12:53:04,060 - mmaction - INFO - Epoch [16][140/627] lr: 0.01000, eta: 9:40:37, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8031, loss_cls: 1.7728, loss: 1.7728 2020-06-27 12:53:17,247 - mmaction - INFO - Epoch [16][160/627] lr: 0.01000, eta: 9:40:24, time: 0.658, data_time: 0.007, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7750, loss_cls: 1.9871, loss: 1.9871 2020-06-27 12:53:30,577 - mmaction - INFO - Epoch [16][180/627] lr: 0.01000, eta: 9:40:12, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7719, loss_cls: 1.9116, loss: 1.9116 2020-06-27 12:53:43,359 - mmaction - INFO - Epoch [16][200/627] lr: 0.01000, eta: 9:39:57, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8000, loss_cls: 1.8326, loss: 1.8326 2020-06-27 12:53:56,926 - mmaction - INFO - Epoch [16][220/627] lr: 0.01000, eta: 9:39:47, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7562, loss_cls: 2.0383, loss: 2.0383 2020-06-27 12:54:10,220 - mmaction - INFO - Epoch [16][240/627] lr: 0.01000, eta: 9:39:34, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.9478, loss: 1.9478 2020-06-27 12:54:23,263 - mmaction - INFO - Epoch [16][260/627] lr: 0.01000, eta: 9:39:21, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.9272, loss: 1.9272 2020-06-27 12:54:36,468 - mmaction - INFO - Epoch [16][280/627] lr: 0.01000, eta: 9:39:08, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.8585, loss: 1.8585 2020-06-27 12:54:49,354 - mmaction - INFO - Epoch [16][300/627] lr: 0.01000, eta: 9:38:54, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7875, loss_cls: 1.8169, loss: 1.8169 2020-06-27 12:55:02,553 - mmaction - INFO - Epoch [16][320/627] lr: 0.01000, eta: 9:38:41, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7688, loss_cls: 1.9102, loss: 1.9102 2020-06-27 12:55:15,655 - mmaction - INFO - Epoch [16][340/627] lr: 0.01000, eta: 9:38:28, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 2.0169, loss: 2.0169 2020-06-27 12:55:28,634 - mmaction - INFO - Epoch [16][360/627] lr: 0.01000, eta: 9:38:15, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.9176, loss: 1.9176 2020-06-27 12:55:42,248 - mmaction - INFO - Epoch [16][380/627] lr: 0.01000, eta: 9:38:04, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.7928, loss: 1.7928 2020-06-27 12:55:55,067 - mmaction - INFO - Epoch [16][400/627] lr: 0.01000, eta: 9:37:49, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7531, loss_cls: 2.1009, loss: 2.1009 2020-06-27 12:56:08,391 - mmaction - INFO - Epoch [16][420/627] lr: 0.01000, eta: 9:37:38, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.8706, loss: 1.8706 2020-06-27 12:56:21,939 - mmaction - INFO - Epoch [16][440/627] lr: 0.01000, eta: 9:37:27, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8063, loss_cls: 1.7097, loss: 1.7097 2020-06-27 12:56:35,330 - mmaction - INFO - Epoch [16][460/627] lr: 0.01000, eta: 9:37:15, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.4844, top5_acc: 0.7844, loss_cls: 2.0289, loss: 2.0289 2020-06-27 12:56:48,070 - mmaction - INFO - Epoch [16][480/627] lr: 0.01000, eta: 9:37:00, time: 0.636, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7594, loss_cls: 1.9158, loss: 1.9158 2020-06-27 12:57:01,738 - mmaction - INFO - Epoch [16][500/627] lr: 0.01000, eta: 9:36:50, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8156, loss_cls: 1.7625, loss: 1.7625 2020-06-27 12:57:15,073 - mmaction - INFO - Epoch [16][520/627] lr: 0.01000, eta: 9:36:38, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7969, loss_cls: 1.8669, loss: 1.8669 2020-06-27 12:57:28,292 - mmaction - INFO - Epoch [16][540/627] lr: 0.01000, eta: 9:36:26, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7969, loss_cls: 1.7829, loss: 1.7829 2020-06-27 12:57:41,857 - mmaction - INFO - Epoch [16][560/627] lr: 0.01000, eta: 9:36:15, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.1326, loss: 2.1326 2020-06-27 12:57:54,774 - mmaction - INFO - Epoch [16][580/627] lr: 0.01000, eta: 9:36:01, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.8442, loss: 1.8442 2020-06-27 12:58:07,711 - mmaction - INFO - Epoch [16][600/627] lr: 0.01000, eta: 9:35:47, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.9418, loss: 1.9418 2020-06-27 12:58:21,028 - mmaction - INFO - Epoch [16][620/627] lr: 0.01000, eta: 9:35:35, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8094, loss_cls: 1.8577, loss: 1.8577 2020-06-27 12:58:44,865 - mmaction - INFO - Epoch [17][20/627] lr: 0.01000, eta: 9:35:24, time: 0.956, data_time: 0.374, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8000, loss_cls: 1.7401, loss: 1.7401 2020-06-27 12:58:56,802 - mmaction - INFO - Epoch [17][40/627] lr: 0.01000, eta: 9:35:05, time: 0.597, data_time: 0.008, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8031, loss_cls: 1.6569, loss: 1.6569 2020-06-27 12:59:09,678 - mmaction - INFO - Epoch [17][60/627] lr: 0.01000, eta: 9:34:51, time: 0.642, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7656, loss_cls: 1.9614, loss: 1.9614 2020-06-27 12:59:22,623 - mmaction - INFO - Epoch [17][80/627] lr: 0.01000, eta: 9:34:37, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7781, loss_cls: 1.7035, loss: 1.7035 2020-06-27 12:59:36,236 - mmaction - INFO - Epoch [17][100/627] lr: 0.01000, eta: 9:34:26, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7562, loss_cls: 2.0086, loss: 2.0086 2020-06-27 12:59:50,182 - mmaction - INFO - Epoch [17][120/627] lr: 0.01000, eta: 9:34:17, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7531, loss_cls: 1.9812, loss: 1.9812 2020-06-27 13:00:02,592 - mmaction - INFO - Epoch [17][140/627] lr: 0.01000, eta: 9:34:01, time: 0.619, data_time: 0.004, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8620, loss: 1.8620 2020-06-27 13:00:17,657 - mmaction - INFO - Epoch [17][160/627] lr: 0.01000, eta: 9:33:57, time: 0.748, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7844, loss_cls: 1.9181, loss: 1.9181 2020-06-27 13:00:30,088 - mmaction - INFO - Epoch [17][180/627] lr: 0.01000, eta: 9:33:41, time: 0.628, data_time: 0.011, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.7611, loss: 1.7611 2020-06-27 13:00:43,337 - mmaction - INFO - Epoch [17][200/627] lr: 0.01000, eta: 9:33:28, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5469, top5_acc: 0.8094, loss_cls: 1.8392, loss: 1.8392 2020-06-27 13:00:56,114 - mmaction - INFO - Epoch [17][220/627] lr: 0.01000, eta: 9:33:14, time: 0.640, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.8017, loss: 1.8017 2020-06-27 13:01:09,471 - mmaction - INFO - Epoch [17][240/627] lr: 0.01000, eta: 9:33:02, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8094, loss_cls: 1.7232, loss: 1.7232 2020-06-27 13:01:22,627 - mmaction - INFO - Epoch [17][260/627] lr: 0.01000, eta: 9:32:49, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7844, loss_cls: 1.8277, loss: 1.8277 2020-06-27 13:01:35,689 - mmaction - INFO - Epoch [17][280/627] lr: 0.01000, eta: 9:32:35, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.9053, loss: 1.9053 2020-06-27 13:01:49,091 - mmaction - INFO - Epoch [17][300/627] lr: 0.01000, eta: 9:32:24, time: 0.670, data_time: 0.004, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.6540, loss: 1.6540 2020-06-27 13:02:02,161 - mmaction - INFO - Epoch [17][320/627] lr: 0.01000, eta: 9:32:10, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7781, loss_cls: 1.8818, loss: 1.8818 2020-06-27 13:02:15,838 - mmaction - INFO - Epoch [17][340/627] lr: 0.01000, eta: 9:32:00, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.7269, loss: 1.7269 2020-06-27 13:02:28,933 - mmaction - INFO - Epoch [17][360/627] lr: 0.01000, eta: 9:31:47, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.9598, loss: 1.9598 2020-06-27 13:02:42,275 - mmaction - INFO - Epoch [17][380/627] lr: 0.01000, eta: 9:31:35, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8125, loss_cls: 1.7746, loss: 1.7746 2020-06-27 13:02:55,671 - mmaction - INFO - Epoch [17][400/627] lr: 0.01000, eta: 9:31:23, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8375, loss_cls: 1.6017, loss: 1.6017 2020-06-27 13:03:09,365 - mmaction - INFO - Epoch [17][420/627] lr: 0.01000, eta: 9:31:13, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7531, loss_cls: 2.0789, loss: 2.0789 2020-06-27 13:03:22,797 - mmaction - INFO - Epoch [17][440/627] lr: 0.01000, eta: 9:31:01, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7406, loss_cls: 2.0551, loss: 2.0551 2020-06-27 13:03:35,687 - mmaction - INFO - Epoch [17][460/627] lr: 0.01000, eta: 9:30:47, time: 0.644, data_time: 0.002, memory: 7028, top1_acc: 0.5469, top5_acc: 0.8063, loss_cls: 1.7903, loss: 1.7903 2020-06-27 13:03:50,530 - mmaction - INFO - Epoch [17][480/627] lr: 0.01000, eta: 9:30:42, time: 0.741, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8187, loss_cls: 1.7852, loss: 1.7852 2020-06-27 13:04:03,098 - mmaction - INFO - Epoch [17][500/627] lr: 0.01000, eta: 9:30:27, time: 0.630, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8281, loss_cls: 1.7060, loss: 1.7060 2020-06-27 13:04:16,228 - mmaction - INFO - Epoch [17][520/627] lr: 0.01000, eta: 9:30:13, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8000, loss_cls: 1.7673, loss: 1.7673 2020-06-27 13:04:29,230 - mmaction - INFO - Epoch [17][540/627] lr: 0.01000, eta: 9:30:00, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 2.0040, loss: 2.0040 2020-06-27 13:04:42,431 - mmaction - INFO - Epoch [17][560/627] lr: 0.01000, eta: 9:29:47, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9546, loss: 1.9546 2020-06-27 13:04:56,572 - mmaction - INFO - Epoch [17][580/627] lr: 0.01000, eta: 9:29:39, time: 0.709, data_time: 0.006, memory: 7028, top1_acc: 0.5375, top5_acc: 0.8031, loss_cls: 1.9511, loss: 1.9511 2020-06-27 13:05:09,374 - mmaction - INFO - Epoch [17][600/627] lr: 0.01000, eta: 9:29:24, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7594, loss_cls: 1.9410, loss: 1.9410 2020-06-27 13:05:22,521 - mmaction - INFO - Epoch [17][620/627] lr: 0.01000, eta: 9:29:11, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7656, loss_cls: 1.9147, loss: 1.9147 2020-06-27 13:05:48,055 - mmaction - INFO - Epoch [18][20/627] lr: 0.01000, eta: 9:29:04, time: 0.991, data_time: 0.477, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.8010, loss: 1.8010 2020-06-27 13:06:00,180 - mmaction - INFO - Epoch [18][40/627] lr: 0.01000, eta: 9:28:46, time: 0.606, data_time: 0.004, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8782, loss: 1.8782 2020-06-27 13:06:13,023 - mmaction - INFO - Epoch [18][60/627] lr: 0.01000, eta: 9:28:31, time: 0.642, data_time: 0.004, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7625, loss_cls: 1.9923, loss: 1.9923 2020-06-27 13:06:25,794 - mmaction - INFO - Epoch [18][80/627] lr: 0.01000, eta: 9:28:17, time: 0.639, data_time: 0.004, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7625, loss_cls: 1.9087, loss: 1.9087 2020-06-27 13:06:38,696 - mmaction - INFO - Epoch [18][100/627] lr: 0.01000, eta: 9:28:02, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 1.9289, loss: 1.9289 2020-06-27 13:06:51,958 - mmaction - INFO - Epoch [18][120/627] lr: 0.01000, eta: 9:27:50, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5094, top5_acc: 0.7844, loss_cls: 1.9805, loss: 1.9805 2020-06-27 13:07:04,937 - mmaction - INFO - Epoch [18][140/627] lr: 0.01000, eta: 9:27:36, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8281, loss_cls: 1.6926, loss: 1.6926 2020-06-27 13:07:18,773 - mmaction - INFO - Epoch [18][160/627] lr: 0.01000, eta: 9:27:26, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 1.7787, loss: 1.7787 2020-06-27 13:07:31,276 - mmaction - INFO - Epoch [18][180/627] lr: 0.01000, eta: 9:27:10, time: 0.623, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7500, loss_cls: 2.0726, loss: 2.0726 2020-06-27 13:07:44,668 - mmaction - INFO - Epoch [18][200/627] lr: 0.01000, eta: 9:26:59, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7594, loss_cls: 2.1137, loss: 2.1137 2020-06-27 13:07:57,987 - mmaction - INFO - Epoch [18][220/627] lr: 0.01000, eta: 9:26:46, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.8448, loss: 1.8448 2020-06-27 13:08:10,904 - mmaction - INFO - Epoch [18][240/627] lr: 0.01000, eta: 9:26:32, time: 0.646, data_time: 0.002, memory: 7028, top1_acc: 0.5125, top5_acc: 0.8219, loss_cls: 1.7726, loss: 1.7726 2020-06-27 13:08:24,265 - mmaction - INFO - Epoch [18][260/627] lr: 0.01000, eta: 9:26:20, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8125, loss_cls: 1.6509, loss: 1.6509 2020-06-27 13:08:37,257 - mmaction - INFO - Epoch [18][280/627] lr: 0.01000, eta: 9:26:06, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8156, loss_cls: 1.6357, loss: 1.6357 2020-06-27 13:08:50,426 - mmaction - INFO - Epoch [18][300/627] lr: 0.01000, eta: 9:25:53, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7781, loss_cls: 1.7865, loss: 1.7865 2020-06-27 13:09:04,389 - mmaction - INFO - Epoch [18][320/627] lr: 0.01000, eta: 9:25:44, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7656, loss_cls: 1.9452, loss: 1.9452 2020-06-27 13:09:17,138 - mmaction - INFO - Epoch [18][340/627] lr: 0.01000, eta: 9:25:29, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8156, loss_cls: 1.6618, loss: 1.6618 2020-06-27 13:09:30,376 - mmaction - INFO - Epoch [18][360/627] lr: 0.01000, eta: 9:25:17, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7750, loss_cls: 1.9349, loss: 1.9349 2020-06-27 13:09:43,841 - mmaction - INFO - Epoch [18][380/627] lr: 0.01000, eta: 9:25:05, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8219, loss_cls: 1.6240, loss: 1.6240 2020-06-27 13:09:56,619 - mmaction - INFO - Epoch [18][400/627] lr: 0.01000, eta: 9:24:50, time: 0.640, data_time: 0.005, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8063, loss_cls: 1.8152, loss: 1.8152 2020-06-27 13:10:09,752 - mmaction - INFO - Epoch [18][420/627] lr: 0.01000, eta: 9:24:37, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8156, loss_cls: 1.7743, loss: 1.7743 2020-06-27 13:10:23,233 - mmaction - INFO - Epoch [18][440/627] lr: 0.01000, eta: 9:24:26, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8031, loss_cls: 1.7597, loss: 1.7597 2020-06-27 13:10:36,773 - mmaction - INFO - Epoch [18][460/627] lr: 0.01000, eta: 9:24:15, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.8120, loss: 1.8120 2020-06-27 13:10:49,761 - mmaction - INFO - Epoch [18][480/627] lr: 0.01000, eta: 9:24:01, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.8023, loss: 1.8023 2020-06-27 13:11:03,129 - mmaction - INFO - Epoch [18][500/627] lr: 0.01000, eta: 9:23:49, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7719, loss_cls: 1.9766, loss: 1.9766 2020-06-27 13:11:16,230 - mmaction - INFO - Epoch [18][520/627] lr: 0.01000, eta: 9:23:36, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.8460, loss: 1.8460 2020-06-27 13:11:29,464 - mmaction - INFO - Epoch [18][540/627] lr: 0.01000, eta: 9:23:23, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7937, loss_cls: 1.8631, loss: 1.8631 2020-06-27 13:11:42,773 - mmaction - INFO - Epoch [18][560/627] lr: 0.01000, eta: 9:23:11, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 1.9364, loss: 1.9364 2020-06-27 13:11:56,518 - mmaction - INFO - Epoch [18][580/627] lr: 0.01000, eta: 9:23:00, time: 0.685, data_time: 0.004, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.6943, loss: 1.6943 2020-06-27 13:12:09,264 - mmaction - INFO - Epoch [18][600/627] lr: 0.01000, eta: 9:22:46, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9969, loss: 1.9969 2020-06-27 13:12:22,811 - mmaction - INFO - Epoch [18][620/627] lr: 0.01000, eta: 9:22:34, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8031, loss_cls: 1.8283, loss: 1.8283 2020-06-27 13:15:15,908 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 13:15:16,931 - mmaction - INFO - top1_acc 0.6138 top5_acc 0.8395 2020-06-27 13:15:16,931 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 13:15:17,029 - mmaction - INFO - mean_acc 0.6135 2020-06-27 13:15:17,044 - mmaction - INFO - Epoch [18][627/627] lr: 0.01000, top1_acc: 0.6138, top5_acc: 0.8395, mean_class_accuracy: 0.6135 2020-06-27 13:15:33,765 - mmaction - INFO - Epoch [19][20/627] lr: 0.01000, eta: 9:22:12, time: 0.834, data_time: 0.304, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7625, loss_cls: 1.9413, loss: 1.9413 2020-06-27 13:15:46,087 - mmaction - INFO - Epoch [19][40/627] lr: 0.01000, eta: 9:21:55, time: 0.616, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8156, loss_cls: 1.7292, loss: 1.7292 2020-06-27 13:15:59,408 - mmaction - INFO - Epoch [19][60/627] lr: 0.01000, eta: 9:21:43, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7969, loss_cls: 1.8577, loss: 1.8577 2020-06-27 13:16:11,875 - mmaction - INFO - Epoch [19][80/627] lr: 0.01000, eta: 9:21:27, time: 0.621, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.8458, loss: 1.8458 2020-06-27 13:16:24,767 - mmaction - INFO - Epoch [19][100/627] lr: 0.01000, eta: 9:21:13, time: 0.647, data_time: 0.007, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7594, loss_cls: 1.9756, loss: 1.9756 2020-06-27 13:16:37,869 - mmaction - INFO - Epoch [19][120/627] lr: 0.01000, eta: 9:20:59, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8250, loss_cls: 1.7671, loss: 1.7671 2020-06-27 13:16:51,925 - mmaction - INFO - Epoch [19][140/627] lr: 0.01000, eta: 9:20:50, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8094, loss_cls: 1.6781, loss: 1.6781 2020-06-27 13:17:05,238 - mmaction - INFO - Epoch [19][160/627] lr: 0.01000, eta: 9:20:38, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.7848, loss: 1.7848 2020-06-27 13:17:18,596 - mmaction - INFO - Epoch [19][180/627] lr: 0.01000, eta: 9:20:26, time: 0.668, data_time: 0.003, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7812, loss_cls: 1.8409, loss: 1.8409 2020-06-27 13:17:31,541 - mmaction - INFO - Epoch [19][200/627] lr: 0.01000, eta: 9:20:12, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.9346, loss: 1.9346 2020-06-27 13:17:44,852 - mmaction - INFO - Epoch [19][220/627] lr: 0.01000, eta: 9:20:00, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8094, loss_cls: 1.6366, loss: 1.6366 2020-06-27 13:17:58,726 - mmaction - INFO - Epoch [19][240/627] lr: 0.01000, eta: 9:19:50, time: 0.694, data_time: 0.006, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8879, loss: 1.8879 2020-06-27 13:18:11,561 - mmaction - INFO - Epoch [19][260/627] lr: 0.01000, eta: 9:19:36, time: 0.643, data_time: 0.002, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8094, loss_cls: 1.6932, loss: 1.6932 2020-06-27 13:18:25,129 - mmaction - INFO - Epoch [19][280/627] lr: 0.01000, eta: 9:19:24, time: 0.675, data_time: 0.004, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7781, loss_cls: 1.8411, loss: 1.8411 2020-06-27 13:18:38,285 - mmaction - INFO - Epoch [19][300/627] lr: 0.01000, eta: 9:19:11, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7656, loss_cls: 1.9255, loss: 1.9255 2020-06-27 13:18:51,807 - mmaction - INFO - Epoch [19][320/627] lr: 0.01000, eta: 9:19:00, time: 0.674, data_time: 0.004, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7844, loss_cls: 1.9055, loss: 1.9055 2020-06-27 13:19:04,613 - mmaction - INFO - Epoch [19][340/627] lr: 0.01000, eta: 9:18:45, time: 0.641, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.7937, loss_cls: 1.7669, loss: 1.7669 2020-06-27 13:19:18,332 - mmaction - INFO - Epoch [19][360/627] lr: 0.01000, eta: 9:18:35, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.9364, loss: 1.9364 2020-06-27 13:19:31,549 - mmaction - INFO - Epoch [19][380/627] lr: 0.01000, eta: 9:18:22, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7875, loss_cls: 1.9148, loss: 1.9148 2020-06-27 13:19:44,649 - mmaction - INFO - Epoch [19][400/627] lr: 0.01000, eta: 9:18:09, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7844, loss_cls: 1.9982, loss: 1.9982 2020-06-27 13:19:58,352 - mmaction - INFO - Epoch [19][420/627] lr: 0.01000, eta: 9:17:58, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7844, loss_cls: 1.9718, loss: 1.9718 2020-06-27 13:20:11,341 - mmaction - INFO - Epoch [19][440/627] lr: 0.01000, eta: 9:17:44, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8031, loss_cls: 1.7129, loss: 1.7129 2020-06-27 13:20:24,643 - mmaction - INFO - Epoch [19][460/627] lr: 0.01000, eta: 9:17:32, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7625, loss_cls: 1.8776, loss: 1.8776 2020-06-27 13:20:37,813 - mmaction - INFO - Epoch [19][480/627] lr: 0.01000, eta: 9:17:19, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8094, loss_cls: 1.7162, loss: 1.7162 2020-06-27 13:20:51,419 - mmaction - INFO - Epoch [19][500/627] lr: 0.01000, eta: 9:17:08, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7906, loss_cls: 1.8077, loss: 1.8077 2020-06-27 13:21:04,558 - mmaction - INFO - Epoch [19][520/627] lr: 0.01000, eta: 9:16:55, time: 0.656, data_time: 0.007, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.7766, loss: 1.7766 2020-06-27 13:21:17,661 - mmaction - INFO - Epoch [19][540/627] lr: 0.01000, eta: 9:16:42, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7500, loss_cls: 2.0233, loss: 2.0233 2020-06-27 13:21:31,629 - mmaction - INFO - Epoch [19][560/627] lr: 0.01000, eta: 9:16:32, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8094, loss_cls: 1.8229, loss: 1.8229 2020-06-27 13:21:44,766 - mmaction - INFO - Epoch [19][580/627] lr: 0.01000, eta: 9:16:19, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 1.9210, loss: 1.9210 2020-06-27 13:21:58,022 - mmaction - INFO - Epoch [19][600/627] lr: 0.01000, eta: 9:16:06, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.9111, loss: 1.9111 2020-06-27 13:22:11,250 - mmaction - INFO - Epoch [19][620/627] lr: 0.01000, eta: 9:15:54, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7844, loss_cls: 1.8648, loss: 1.8648 2020-06-27 13:22:35,522 - mmaction - INFO - Epoch [20][20/627] lr: 0.01000, eta: 9:15:43, time: 0.973, data_time: 0.390, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7844, loss_cls: 1.8720, loss: 1.8720 2020-06-27 13:22:47,437 - mmaction - INFO - Epoch [20][40/627] lr: 0.01000, eta: 9:15:25, time: 0.594, data_time: 0.004, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7625, loss_cls: 1.9091, loss: 1.9091 2020-06-27 13:23:00,967 - mmaction - INFO - Epoch [20][60/627] lr: 0.01000, eta: 9:15:14, time: 0.676, data_time: 0.008, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8219, loss_cls: 1.6690, loss: 1.6690 2020-06-27 13:23:13,678 - mmaction - INFO - Epoch [20][80/627] lr: 0.01000, eta: 9:14:59, time: 0.637, data_time: 0.006, memory: 7028, top1_acc: 0.5250, top5_acc: 0.8125, loss_cls: 1.8271, loss: 1.8271 2020-06-27 13:23:27,294 - mmaction - INFO - Epoch [20][100/627] lr: 0.01000, eta: 9:14:48, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8156, loss_cls: 1.6813, loss: 1.6813 2020-06-27 13:23:40,185 - mmaction - INFO - Epoch [20][120/627] lr: 0.01000, eta: 9:14:33, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7937, loss_cls: 1.8535, loss: 1.8535 2020-06-27 13:23:53,524 - mmaction - INFO - Epoch [20][140/627] lr: 0.01000, eta: 9:14:21, time: 0.665, data_time: 0.004, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7627, loss: 1.7627 2020-06-27 13:24:06,569 - mmaction - INFO - Epoch [20][160/627] lr: 0.01000, eta: 9:14:08, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8000, loss_cls: 1.8051, loss: 1.8051 2020-06-27 13:24:19,852 - mmaction - INFO - Epoch [20][180/627] lr: 0.01000, eta: 9:13:55, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8094, loss_cls: 1.8515, loss: 1.8515 2020-06-27 13:24:33,690 - mmaction - INFO - Epoch [20][200/627] lr: 0.01000, eta: 9:13:45, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8156, loss_cls: 1.7123, loss: 1.7123 2020-06-27 13:24:46,495 - mmaction - INFO - Epoch [20][220/627] lr: 0.01000, eta: 9:13:30, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7781, loss_cls: 1.8209, loss: 1.8209 2020-06-27 13:24:59,736 - mmaction - INFO - Epoch [20][240/627] lr: 0.01000, eta: 9:13:18, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7844, loss_cls: 1.8629, loss: 1.8629 2020-06-27 13:25:13,084 - mmaction - INFO - Epoch [20][260/627] lr: 0.01000, eta: 9:13:05, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.6178, loss: 1.6178 2020-06-27 13:25:26,569 - mmaction - INFO - Epoch [20][280/627] lr: 0.01000, eta: 9:12:54, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8219, loss_cls: 1.7853, loss: 1.7853 2020-06-27 13:25:39,758 - mmaction - INFO - Epoch [20][300/627] lr: 0.01000, eta: 9:12:41, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7969, loss_cls: 1.8658, loss: 1.8658 2020-06-27 13:25:52,995 - mmaction - INFO - Epoch [20][320/627] lr: 0.01000, eta: 9:12:28, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7937, loss_cls: 1.8892, loss: 1.8892 2020-06-27 13:26:06,264 - mmaction - INFO - Epoch [20][340/627] lr: 0.01000, eta: 9:12:15, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5344, top5_acc: 0.8000, loss_cls: 1.8564, loss: 1.8564 2020-06-27 13:26:19,363 - mmaction - INFO - Epoch [20][360/627] lr: 0.01000, eta: 9:12:02, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8525, loss: 1.8525 2020-06-27 13:26:32,462 - mmaction - INFO - Epoch [20][380/627] lr: 0.01000, eta: 9:11:49, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.1270, loss: 2.1270 2020-06-27 13:26:45,471 - mmaction - INFO - Epoch [20][400/627] lr: 0.01000, eta: 9:11:35, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.8094, loss_cls: 1.8499, loss: 1.8499 2020-06-27 13:26:59,620 - mmaction - INFO - Epoch [20][420/627] lr: 0.01000, eta: 9:11:26, time: 0.706, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8000, loss_cls: 1.7340, loss: 1.7340 2020-06-27 13:27:12,395 - mmaction - INFO - Epoch [20][440/627] lr: 0.01000, eta: 9:11:12, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7969, loss_cls: 1.8385, loss: 1.8385 2020-06-27 13:27:26,499 - mmaction - INFO - Epoch [20][460/627] lr: 0.01000, eta: 9:11:02, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.8277, loss: 1.8277 2020-06-27 13:27:38,971 - mmaction - INFO - Epoch [20][480/627] lr: 0.01000, eta: 9:10:47, time: 0.625, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.7156, loss: 1.7156 2020-06-27 13:27:52,370 - mmaction - INFO - Epoch [20][500/627] lr: 0.01000, eta: 9:10:35, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.8021, loss: 1.8021 2020-06-27 13:28:05,654 - mmaction - INFO - Epoch [20][520/627] lr: 0.01000, eta: 9:10:22, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7688, loss_cls: 2.0115, loss: 2.0115 2020-06-27 13:28:18,709 - mmaction - INFO - Epoch [20][540/627] lr: 0.01000, eta: 9:10:08, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8250, loss_cls: 1.7086, loss: 1.7086 2020-06-27 13:28:32,133 - mmaction - INFO - Epoch [20][560/627] lr: 0.01000, eta: 9:09:56, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.6874, loss: 1.6874 2020-06-27 13:28:45,318 - mmaction - INFO - Epoch [20][580/627] lr: 0.01000, eta: 9:09:44, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8219, loss_cls: 1.7587, loss: 1.7587 2020-06-27 13:28:58,525 - mmaction - INFO - Epoch [20][600/627] lr: 0.01000, eta: 9:09:31, time: 0.660, data_time: 0.004, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7812, loss_cls: 1.8602, loss: 1.8602 2020-06-27 13:29:12,201 - mmaction - INFO - Epoch [20][620/627] lr: 0.01000, eta: 9:09:20, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7906, loss_cls: 1.8145, loss: 1.8145 2020-06-27 13:29:34,825 - mmaction - INFO - Epoch [21][20/627] lr: 0.01000, eta: 9:09:03, time: 0.896, data_time: 0.376, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7969, loss_cls: 1.8759, loss: 1.8759 2020-06-27 13:29:47,019 - mmaction - INFO - Epoch [21][40/627] lr: 0.01000, eta: 9:08:46, time: 0.610, data_time: 0.008, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7781, loss_cls: 1.9763, loss: 1.9763 2020-06-27 13:30:00,248 - mmaction - INFO - Epoch [21][60/627] lr: 0.01000, eta: 9:08:33, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7906, loss_cls: 1.8748, loss: 1.8748 2020-06-27 13:30:13,171 - mmaction - INFO - Epoch [21][80/627] lr: 0.01000, eta: 9:08:19, time: 0.645, data_time: 0.004, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7656, loss_cls: 1.9618, loss: 1.9618 2020-06-27 13:30:26,734 - mmaction - INFO - Epoch [21][100/627] lr: 0.01000, eta: 9:08:07, time: 0.678, data_time: 0.004, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.8286, loss: 1.8286 2020-06-27 13:30:39,998 - mmaction - INFO - Epoch [21][120/627] lr: 0.01000, eta: 9:07:55, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.7656, loss_cls: 1.8725, loss: 1.8725 2020-06-27 13:30:52,953 - mmaction - INFO - Epoch [21][140/627] lr: 0.01000, eta: 9:07:41, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7969, loss_cls: 1.8383, loss: 1.8383 2020-06-27 13:31:06,296 - mmaction - INFO - Epoch [21][160/627] lr: 0.01000, eta: 9:07:28, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8094, loss_cls: 1.7392, loss: 1.7392 2020-06-27 13:31:19,370 - mmaction - INFO - Epoch [21][180/627] lr: 0.01000, eta: 9:07:15, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8094, loss_cls: 1.8171, loss: 1.8171 2020-06-27 13:31:32,635 - mmaction - INFO - Epoch [21][200/627] lr: 0.01000, eta: 9:07:02, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8031, loss_cls: 1.7512, loss: 1.7512 2020-06-27 13:31:46,001 - mmaction - INFO - Epoch [21][220/627] lr: 0.01000, eta: 9:06:50, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7781, loss_cls: 1.8771, loss: 1.8771 2020-06-27 13:31:59,329 - mmaction - INFO - Epoch [21][240/627] lr: 0.01000, eta: 9:06:38, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7875, loss_cls: 1.8635, loss: 1.8635 2020-06-27 13:32:12,464 - mmaction - INFO - Epoch [21][260/627] lr: 0.01000, eta: 9:06:25, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.5125, top5_acc: 0.7875, loss_cls: 1.9595, loss: 1.9595 2020-06-27 13:32:26,331 - mmaction - INFO - Epoch [21][280/627] lr: 0.01000, eta: 9:06:14, time: 0.691, data_time: 0.007, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8219, loss_cls: 1.7454, loss: 1.7454 2020-06-27 13:32:39,295 - mmaction - INFO - Epoch [21][300/627] lr: 0.01000, eta: 9:06:01, time: 0.651, data_time: 0.007, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8250, loss_cls: 1.6247, loss: 1.6247 2020-06-27 13:32:52,837 - mmaction - INFO - Epoch [21][320/627] lr: 0.01000, eta: 9:05:49, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.8108, loss: 1.8108 2020-06-27 13:33:06,158 - mmaction - INFO - Epoch [21][340/627] lr: 0.01000, eta: 9:05:36, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.5531, top5_acc: 0.8156, loss_cls: 1.8017, loss: 1.8017 2020-06-27 13:33:20,136 - mmaction - INFO - Epoch [21][360/627] lr: 0.01000, eta: 9:05:26, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7937, loss_cls: 1.8097, loss: 1.8097 2020-06-27 13:33:33,028 - mmaction - INFO - Epoch [21][380/627] lr: 0.01000, eta: 9:05:12, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8063, loss_cls: 1.6955, loss: 1.6955 2020-06-27 13:33:46,085 - mmaction - INFO - Epoch [21][400/627] lr: 0.01000, eta: 9:04:59, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.8498, loss: 1.8498 2020-06-27 13:33:59,095 - mmaction - INFO - Epoch [21][420/627] lr: 0.01000, eta: 9:04:45, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 1.9811, loss: 1.9811 2020-06-27 13:34:12,633 - mmaction - INFO - Epoch [21][440/627] lr: 0.01000, eta: 9:04:34, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6573, loss: 1.6573 2020-06-27 13:34:25,890 - mmaction - INFO - Epoch [21][460/627] lr: 0.01000, eta: 9:04:21, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8219, loss_cls: 1.7536, loss: 1.7536 2020-06-27 13:34:38,653 - mmaction - INFO - Epoch [21][480/627] lr: 0.01000, eta: 9:04:06, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7719, loss_cls: 1.9120, loss: 1.9120 2020-06-27 13:34:52,437 - mmaction - INFO - Epoch [21][500/627] lr: 0.01000, eta: 9:03:56, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7594, loss_cls: 1.9230, loss: 1.9230 2020-06-27 13:35:05,590 - mmaction - INFO - Epoch [21][520/627] lr: 0.01000, eta: 9:03:43, time: 0.657, data_time: 0.007, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 1.8714, loss: 1.8714 2020-06-27 13:35:18,531 - mmaction - INFO - Epoch [21][540/627] lr: 0.01000, eta: 9:03:29, time: 0.648, data_time: 0.003, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.9996, loss: 1.9996 2020-06-27 13:35:32,263 - mmaction - INFO - Epoch [21][560/627] lr: 0.01000, eta: 9:03:18, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7594, loss_cls: 1.9354, loss: 1.9354 2020-06-27 13:35:45,281 - mmaction - INFO - Epoch [21][580/627] lr: 0.01000, eta: 9:03:04, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.9056, loss: 1.9056 2020-06-27 13:35:58,574 - mmaction - INFO - Epoch [21][600/627] lr: 0.01000, eta: 9:02:51, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.8622, loss: 1.8622 2020-06-27 13:36:12,008 - mmaction - INFO - Epoch [21][620/627] lr: 0.01000, eta: 9:02:40, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7531, loss_cls: 1.9674, loss: 1.9674 2020-06-27 13:39:05,476 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 13:39:06,482 - mmaction - INFO - top1_acc 0.6158 top5_acc 0.8437 2020-06-27 13:39:06,483 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 13:39:06,545 - mmaction - INFO - mean_acc 0.6157 2020-06-27 13:39:06,553 - mmaction - INFO - Epoch [21][627/627] lr: 0.01000, top1_acc: 0.6158, top5_acc: 0.8437, mean_class_accuracy: 0.6157 2020-06-27 13:39:23,899 - mmaction - INFO - Epoch [22][20/627] lr: 0.01000, eta: 9:02:20, time: 0.864, data_time: 0.322, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7875, loss_cls: 1.7801, loss: 1.7801 2020-06-27 13:39:36,209 - mmaction - INFO - Epoch [22][40/627] lr: 0.01000, eta: 9:02:04, time: 0.615, data_time: 0.006, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7906, loss_cls: 1.8910, loss: 1.8910 2020-06-27 13:39:48,792 - mmaction - INFO - Epoch [22][60/627] lr: 0.01000, eta: 9:01:49, time: 0.631, data_time: 0.006, memory: 7028, top1_acc: 0.5375, top5_acc: 0.8031, loss_cls: 1.9381, loss: 1.9381 2020-06-27 13:40:01,991 - mmaction - INFO - Epoch [22][80/627] lr: 0.01000, eta: 9:01:36, time: 0.658, data_time: 0.004, memory: 7028, top1_acc: 0.5312, top5_acc: 0.7656, loss_cls: 2.0123, loss: 2.0123 2020-06-27 13:40:15,049 - mmaction - INFO - Epoch [22][100/627] lr: 0.01000, eta: 9:01:22, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8063, loss_cls: 1.7177, loss: 1.7177 2020-06-27 13:40:28,263 - mmaction - INFO - Epoch [22][120/627] lr: 0.01000, eta: 9:01:09, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.8487, loss: 1.8487 2020-06-27 13:40:41,552 - mmaction - INFO - Epoch [22][140/627] lr: 0.01000, eta: 9:00:57, time: 0.666, data_time: 0.007, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.7490, loss: 1.7490 2020-06-27 13:40:54,944 - mmaction - INFO - Epoch [22][160/627] lr: 0.01000, eta: 9:00:44, time: 0.667, data_time: 0.004, memory: 7028, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 1.9934, loss: 1.9934 2020-06-27 13:41:08,809 - mmaction - INFO - Epoch [22][180/627] lr: 0.01000, eta: 9:00:34, time: 0.696, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7969, loss_cls: 1.8953, loss: 1.8953 2020-06-27 13:41:21,716 - mmaction - INFO - Epoch [22][200/627] lr: 0.01000, eta: 9:00:20, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7844, loss_cls: 1.8453, loss: 1.8453 2020-06-27 13:41:34,817 - mmaction - INFO - Epoch [22][220/627] lr: 0.01000, eta: 9:00:07, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.7428, loss: 1.7428 2020-06-27 13:41:48,362 - mmaction - INFO - Epoch [22][240/627] lr: 0.01000, eta: 8:59:55, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8344, loss_cls: 1.6159, loss: 1.6159 2020-06-27 13:42:01,618 - mmaction - INFO - Epoch [22][260/627] lr: 0.01000, eta: 8:59:42, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7594, loss_cls: 1.8536, loss: 1.8536 2020-06-27 13:42:14,831 - mmaction - INFO - Epoch [22][280/627] lr: 0.01000, eta: 8:59:29, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.5062, top5_acc: 0.8000, loss_cls: 1.8459, loss: 1.8459 2020-06-27 13:42:27,955 - mmaction - INFO - Epoch [22][300/627] lr: 0.01000, eta: 8:59:16, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.6887, loss: 1.6887 2020-06-27 13:42:41,412 - mmaction - INFO - Epoch [22][320/627] lr: 0.01000, eta: 8:59:04, time: 0.671, data_time: 0.004, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8313, loss_cls: 1.6515, loss: 1.6515 2020-06-27 13:42:54,924 - mmaction - INFO - Epoch [22][340/627] lr: 0.01000, eta: 8:58:52, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8826, loss: 1.8826 2020-06-27 13:43:08,111 - mmaction - INFO - Epoch [22][360/627] lr: 0.01000, eta: 8:58:39, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.7848, loss: 1.7848 2020-06-27 13:43:20,618 - mmaction - INFO - Epoch [22][380/627] lr: 0.01000, eta: 8:58:24, time: 0.626, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7937, loss_cls: 1.7863, loss: 1.7863 2020-06-27 13:43:34,566 - mmaction - INFO - Epoch [22][400/627] lr: 0.01000, eta: 8:58:14, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.8000, loss_cls: 1.8085, loss: 1.8085 2020-06-27 13:43:48,373 - mmaction - INFO - Epoch [22][420/627] lr: 0.01000, eta: 8:58:03, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.8942, loss: 1.8942 2020-06-27 13:44:01,318 - mmaction - INFO - Epoch [22][440/627] lr: 0.01000, eta: 8:57:49, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6807, loss: 1.6807 2020-06-27 13:44:14,593 - mmaction - INFO - Epoch [22][460/627] lr: 0.01000, eta: 8:57:36, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7625, loss_cls: 1.9776, loss: 1.9776 2020-06-27 13:44:27,619 - mmaction - INFO - Epoch [22][480/627] lr: 0.01000, eta: 8:57:23, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7688, loss_cls: 1.9180, loss: 1.9180 2020-06-27 13:44:40,665 - mmaction - INFO - Epoch [22][500/627] lr: 0.01000, eta: 8:57:09, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8063, loss_cls: 1.8176, loss: 1.8176 2020-06-27 13:44:54,078 - mmaction - INFO - Epoch [22][520/627] lr: 0.01000, eta: 8:56:57, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7969, loss_cls: 1.7562, loss: 1.7562 2020-06-27 13:45:07,794 - mmaction - INFO - Epoch [22][540/627] lr: 0.01000, eta: 8:56:46, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.9192, loss: 1.9192 2020-06-27 13:45:20,888 - mmaction - INFO - Epoch [22][560/627] lr: 0.01000, eta: 8:56:33, time: 0.655, data_time: 0.003, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7719, loss_cls: 1.9591, loss: 1.9591 2020-06-27 13:45:34,029 - mmaction - INFO - Epoch [22][580/627] lr: 0.01000, eta: 8:56:19, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7844, loss_cls: 1.8358, loss: 1.8358 2020-06-27 13:45:47,096 - mmaction - INFO - Epoch [22][600/627] lr: 0.01000, eta: 8:56:06, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.8278, loss: 1.8278 2020-06-27 13:46:00,626 - mmaction - INFO - Epoch [22][620/627] lr: 0.01000, eta: 8:55:54, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.7784, loss: 1.7784 2020-06-27 13:46:23,603 - mmaction - INFO - Epoch [23][20/627] lr: 0.01000, eta: 8:55:33, time: 0.837, data_time: 0.317, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.8025, loss: 1.8025 2020-06-27 13:46:35,632 - mmaction - INFO - Epoch [23][40/627] lr: 0.01000, eta: 8:55:16, time: 0.601, data_time: 0.007, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8187, loss_cls: 1.7117, loss: 1.7117 2020-06-27 13:46:48,744 - mmaction - INFO - Epoch [23][60/627] lr: 0.01000, eta: 8:55:02, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7719, loss_cls: 1.8981, loss: 1.8981 2020-06-27 13:47:01,919 - mmaction - INFO - Epoch [23][80/627] lr: 0.01000, eta: 8:54:49, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7750, loss_cls: 1.8122, loss: 1.8122 2020-06-27 13:47:15,398 - mmaction - INFO - Epoch [23][100/627] lr: 0.01000, eta: 8:54:37, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7906, loss_cls: 1.8165, loss: 1.8165 2020-06-27 13:47:28,582 - mmaction - INFO - Epoch [23][120/627] lr: 0.01000, eta: 8:54:24, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.5785, loss: 1.5785 2020-06-27 13:47:41,598 - mmaction - INFO - Epoch [23][140/627] lr: 0.01000, eta: 8:54:11, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7656, loss_cls: 1.9133, loss: 1.9133 2020-06-27 13:47:55,486 - mmaction - INFO - Epoch [23][160/627] lr: 0.01000, eta: 8:54:00, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8094, loss_cls: 1.6461, loss: 1.6461 2020-06-27 13:48:08,849 - mmaction - INFO - Epoch [23][180/627] lr: 0.01000, eta: 8:53:48, time: 0.667, data_time: 0.003, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7656, loss_cls: 1.8782, loss: 1.8782 2020-06-27 13:48:21,810 - mmaction - INFO - Epoch [23][200/627] lr: 0.01000, eta: 8:53:34, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7937, loss_cls: 1.8007, loss: 1.8007 2020-06-27 13:48:35,790 - mmaction - INFO - Epoch [23][220/627] lr: 0.01000, eta: 8:53:24, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8156, loss_cls: 1.7049, loss: 1.7049 2020-06-27 13:48:48,621 - mmaction - INFO - Epoch [23][240/627] lr: 0.01000, eta: 8:53:10, time: 0.641, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.7912, loss: 1.7912 2020-06-27 13:49:01,593 - mmaction - INFO - Epoch [23][260/627] lr: 0.01000, eta: 8:52:56, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7781, loss_cls: 1.8902, loss: 1.8902 2020-06-27 13:49:14,961 - mmaction - INFO - Epoch [23][280/627] lr: 0.01000, eta: 8:52:43, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7688, loss_cls: 1.8887, loss: 1.8887 2020-06-27 13:49:27,979 - mmaction - INFO - Epoch [23][300/627] lr: 0.01000, eta: 8:52:30, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7906, loss_cls: 1.9593, loss: 1.9593 2020-06-27 13:49:41,663 - mmaction - INFO - Epoch [23][320/627] lr: 0.01000, eta: 8:52:19, time: 0.684, data_time: 0.004, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8031, loss_cls: 1.6730, loss: 1.6730 2020-06-27 13:49:54,501 - mmaction - INFO - Epoch [23][340/627] lr: 0.01000, eta: 8:52:04, time: 0.641, data_time: 0.002, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8219, loss_cls: 1.7547, loss: 1.7547 2020-06-27 13:50:07,844 - mmaction - INFO - Epoch [23][360/627] lr: 0.01000, eta: 8:51:52, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7969, loss_cls: 1.7481, loss: 1.7481 2020-06-27 13:50:21,265 - mmaction - INFO - Epoch [23][380/627] lr: 0.01000, eta: 8:51:40, time: 0.671, data_time: 0.002, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.6895, loss: 1.6895 2020-06-27 13:50:34,385 - mmaction - INFO - Epoch [23][400/627] lr: 0.01000, eta: 8:51:26, time: 0.654, data_time: 0.004, memory: 7028, top1_acc: 0.5437, top5_acc: 0.7937, loss_cls: 1.7926, loss: 1.7926 2020-06-27 13:50:47,628 - mmaction - INFO - Epoch [23][420/627] lr: 0.01000, eta: 8:51:14, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7875, loss_cls: 1.7747, loss: 1.7747 2020-06-27 13:51:00,670 - mmaction - INFO - Epoch [23][440/627] lr: 0.01000, eta: 8:51:00, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7812, loss_cls: 1.8027, loss: 1.8027 2020-06-27 13:51:13,834 - mmaction - INFO - Epoch [23][460/627] lr: 0.01000, eta: 8:50:47, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8031, loss_cls: 1.8184, loss: 1.8184 2020-06-27 13:51:27,103 - mmaction - INFO - Epoch [23][480/627] lr: 0.01000, eta: 8:50:34, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7424, loss: 1.7424 2020-06-27 13:51:41,314 - mmaction - INFO - Epoch [23][500/627] lr: 0.01000, eta: 8:50:25, time: 0.711, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.7719, loss_cls: 1.7943, loss: 1.7943 2020-06-27 13:51:54,287 - mmaction - INFO - Epoch [23][520/627] lr: 0.01000, eta: 8:50:11, time: 0.648, data_time: 0.008, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8281, loss_cls: 1.6833, loss: 1.6833 2020-06-27 13:52:07,282 - mmaction - INFO - Epoch [23][540/627] lr: 0.01000, eta: 8:49:57, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.7530, loss: 1.7530 2020-06-27 13:52:20,358 - mmaction - INFO - Epoch [23][560/627] lr: 0.01000, eta: 8:49:44, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7844, loss_cls: 1.9984, loss: 1.9984 2020-06-27 13:52:33,500 - mmaction - INFO - Epoch [23][580/627] lr: 0.01000, eta: 8:49:31, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.8575, loss: 1.8575 2020-06-27 13:52:46,783 - mmaction - INFO - Epoch [23][600/627] lr: 0.01000, eta: 8:49:18, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7781, loss_cls: 1.8840, loss: 1.8840 2020-06-27 13:52:59,913 - mmaction - INFO - Epoch [23][620/627] lr: 0.01000, eta: 8:49:05, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7594, loss_cls: 2.0854, loss: 2.0854 2020-06-27 13:53:23,649 - mmaction - INFO - Epoch [24][20/627] lr: 0.01000, eta: 8:48:47, time: 0.880, data_time: 0.308, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7906, loss_cls: 1.7999, loss: 1.7999 2020-06-27 13:53:35,390 - mmaction - INFO - Epoch [24][40/627] lr: 0.01000, eta: 8:48:29, time: 0.587, data_time: 0.007, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7812, loss_cls: 1.8016, loss: 1.8016 2020-06-27 13:53:48,337 - mmaction - INFO - Epoch [24][60/627] lr: 0.01000, eta: 8:48:15, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8156, loss_cls: 1.7262, loss: 1.7262 2020-06-27 13:54:01,357 - mmaction - INFO - Epoch [24][80/627] lr: 0.01000, eta: 8:48:01, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.7728, loss: 1.7728 2020-06-27 13:54:14,580 - mmaction - INFO - Epoch [24][100/627] lr: 0.01000, eta: 8:47:49, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8281, loss_cls: 1.5796, loss: 1.5796 2020-06-27 13:54:27,732 - mmaction - INFO - Epoch [24][120/627] lr: 0.01000, eta: 8:47:35, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8406, loss_cls: 1.5380, loss: 1.5380 2020-06-27 13:54:41,127 - mmaction - INFO - Epoch [24][140/627] lr: 0.01000, eta: 8:47:23, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.8399, loss: 1.8399 2020-06-27 13:54:54,159 - mmaction - INFO - Epoch [24][160/627] lr: 0.01000, eta: 8:47:09, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.7844, loss_cls: 1.6966, loss: 1.6966 2020-06-27 13:55:07,258 - mmaction - INFO - Epoch [24][180/627] lr: 0.01000, eta: 8:46:56, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7844, loss_cls: 1.9016, loss: 1.9016 2020-06-27 13:55:21,505 - mmaction - INFO - Epoch [24][200/627] lr: 0.01000, eta: 8:46:47, time: 0.712, data_time: 0.003, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7688, loss_cls: 1.7604, loss: 1.7604 2020-06-27 13:55:35,131 - mmaction - INFO - Epoch [24][220/627] lr: 0.01000, eta: 8:46:35, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.5469, top5_acc: 0.8000, loss_cls: 1.8641, loss: 1.8641 2020-06-27 13:55:47,851 - mmaction - INFO - Epoch [24][240/627] lr: 0.01000, eta: 8:46:21, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.8520, loss: 1.8520 2020-06-27 13:56:01,123 - mmaction - INFO - Epoch [24][260/627] lr: 0.01000, eta: 8:46:08, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.8193, loss: 1.8193 2020-06-27 13:56:13,751 - mmaction - INFO - Epoch [24][280/627] lr: 0.01000, eta: 8:45:53, time: 0.633, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8500, loss_cls: 1.6431, loss: 1.6431 2020-06-27 13:56:27,926 - mmaction - INFO - Epoch [24][300/627] lr: 0.01000, eta: 8:45:43, time: 0.707, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8031, loss_cls: 1.7297, loss: 1.7297 2020-06-27 13:56:40,442 - mmaction - INFO - Epoch [24][320/627] lr: 0.01000, eta: 8:45:28, time: 0.627, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8313, loss_cls: 1.5910, loss: 1.5910 2020-06-27 13:56:54,126 - mmaction - INFO - Epoch [24][340/627] lr: 0.01000, eta: 8:45:17, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.7232, loss: 1.7232 2020-06-27 13:57:07,368 - mmaction - INFO - Epoch [24][360/627] lr: 0.01000, eta: 8:45:04, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.7585, loss: 1.7585 2020-06-27 13:57:21,242 - mmaction - INFO - Epoch [24][380/627] lr: 0.01000, eta: 8:44:53, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8094, loss_cls: 1.7404, loss: 1.7404 2020-06-27 13:57:34,426 - mmaction - INFO - Epoch [24][400/627] lr: 0.01000, eta: 8:44:40, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7812, loss_cls: 1.8503, loss: 1.8503 2020-06-27 13:57:47,620 - mmaction - INFO - Epoch [24][420/627] lr: 0.01000, eta: 8:44:27, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8031, loss_cls: 1.7751, loss: 1.7751 2020-06-27 13:58:00,582 - mmaction - INFO - Epoch [24][440/627] lr: 0.01000, eta: 8:44:13, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8094, loss_cls: 1.6325, loss: 1.6325 2020-06-27 13:58:13,706 - mmaction - INFO - Epoch [24][460/627] lr: 0.01000, eta: 8:44:00, time: 0.655, data_time: 0.007, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8063, loss_cls: 1.6731, loss: 1.6731 2020-06-27 13:58:26,806 - mmaction - INFO - Epoch [24][480/627] lr: 0.01000, eta: 8:43:47, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8187, loss_cls: 1.6970, loss: 1.6970 2020-06-27 13:58:40,543 - mmaction - INFO - Epoch [24][500/627] lr: 0.01000, eta: 8:43:35, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.6844, loss: 1.6844 2020-06-27 13:58:53,597 - mmaction - INFO - Epoch [24][520/627] lr: 0.01000, eta: 8:43:22, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.5281, top5_acc: 0.7969, loss_cls: 1.8903, loss: 1.8903 2020-06-27 13:59:06,876 - mmaction - INFO - Epoch [24][540/627] lr: 0.01000, eta: 8:43:09, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.6900, loss: 1.6900 2020-06-27 13:59:19,992 - mmaction - INFO - Epoch [24][560/627] lr: 0.01000, eta: 8:42:56, time: 0.657, data_time: 0.004, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8031, loss_cls: 1.6894, loss: 1.6894 2020-06-27 13:59:33,660 - mmaction - INFO - Epoch [24][580/627] lr: 0.01000, eta: 8:42:44, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.5531, top5_acc: 0.8063, loss_cls: 1.7622, loss: 1.7622 2020-06-27 13:59:46,211 - mmaction - INFO - Epoch [24][600/627] lr: 0.01000, eta: 8:42:29, time: 0.628, data_time: 0.006, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 1.9902, loss: 1.9902 2020-06-27 13:59:59,484 - mmaction - INFO - Epoch [24][620/627] lr: 0.01000, eta: 8:42:16, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8417, loss: 1.8417 2020-06-27 14:02:53,819 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 14:02:54,851 - mmaction - INFO - top1_acc 0.6063 top5_acc 0.8305 2020-06-27 14:02:54,851 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 14:02:54,979 - mmaction - INFO - mean_acc 0.6062 2020-06-27 14:02:55,010 - mmaction - INFO - Epoch [24][627/627] lr: 0.01000, top1_acc: 0.6063, top5_acc: 0.8305, mean_class_accuracy: 0.6062 2020-06-27 14:03:14,878 - mmaction - INFO - Epoch [25][20/627] lr: 0.01000, eta: 8:42:05, time: 0.983, data_time: 0.333, memory: 7028, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8568, loss: 1.8568 2020-06-27 14:03:26,826 - mmaction - INFO - Epoch [25][40/627] lr: 0.01000, eta: 8:41:48, time: 0.598, data_time: 0.009, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8187, loss_cls: 1.7215, loss: 1.7215 2020-06-27 14:03:39,283 - mmaction - INFO - Epoch [25][60/627] lr: 0.01000, eta: 8:41:33, time: 0.626, data_time: 0.007, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.6097, loss: 1.6097 2020-06-27 14:03:52,207 - mmaction - INFO - Epoch [25][80/627] lr: 0.01000, eta: 8:41:19, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7719, loss_cls: 1.9084, loss: 1.9084 2020-06-27 14:04:05,329 - mmaction - INFO - Epoch [25][100/627] lr: 0.01000, eta: 8:41:06, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.7750, loss_cls: 1.8389, loss: 1.8389 2020-06-27 14:04:18,451 - mmaction - INFO - Epoch [25][120/627] lr: 0.01000, eta: 8:40:52, time: 0.655, data_time: 0.007, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8187, loss_cls: 1.6585, loss: 1.6585 2020-06-27 14:04:31,318 - mmaction - INFO - Epoch [25][140/627] lr: 0.01000, eta: 8:40:38, time: 0.642, data_time: 0.006, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8063, loss_cls: 1.6837, loss: 1.6837 2020-06-27 14:04:44,508 - mmaction - INFO - Epoch [25][160/627] lr: 0.01000, eta: 8:40:25, time: 0.661, data_time: 0.008, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8031, loss_cls: 1.8783, loss: 1.8783 2020-06-27 14:04:57,754 - mmaction - INFO - Epoch [25][180/627] lr: 0.01000, eta: 8:40:12, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7906, loss_cls: 1.7282, loss: 1.7282 2020-06-27 14:05:10,470 - mmaction - INFO - Epoch [25][200/627] lr: 0.01000, eta: 8:39:58, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7812, loss_cls: 1.8451, loss: 1.8451 2020-06-27 14:05:23,475 - mmaction - INFO - Epoch [25][220/627] lr: 0.01000, eta: 8:39:44, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8375, loss_cls: 1.6040, loss: 1.6040 2020-06-27 14:05:36,705 - mmaction - INFO - Epoch [25][240/627] lr: 0.01000, eta: 8:39:31, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.7528, loss: 1.7528 2020-06-27 14:05:49,783 - mmaction - INFO - Epoch [25][260/627] lr: 0.01000, eta: 8:39:18, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.8156, loss_cls: 1.8016, loss: 1.8016 2020-06-27 14:06:02,942 - mmaction - INFO - Epoch [25][280/627] lr: 0.01000, eta: 8:39:05, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.7448, loss: 1.7448 2020-06-27 14:06:16,200 - mmaction - INFO - Epoch [25][300/627] lr: 0.01000, eta: 8:38:52, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7906, loss_cls: 1.8391, loss: 1.8391 2020-06-27 14:06:29,461 - mmaction - INFO - Epoch [25][320/627] lr: 0.01000, eta: 8:38:39, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7688, loss_cls: 1.8685, loss: 1.8685 2020-06-27 14:06:42,330 - mmaction - INFO - Epoch [25][340/627] lr: 0.01000, eta: 8:38:25, time: 0.645, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7906, loss_cls: 1.8338, loss: 1.8338 2020-06-27 14:06:55,712 - mmaction - INFO - Epoch [25][360/627] lr: 0.01000, eta: 8:38:13, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8094, loss_cls: 1.7466, loss: 1.7466 2020-06-27 14:07:08,995 - mmaction - INFO - Epoch [25][380/627] lr: 0.01000, eta: 8:38:00, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.7943, loss: 1.7943 2020-06-27 14:07:22,010 - mmaction - INFO - Epoch [25][400/627] lr: 0.01000, eta: 8:37:46, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.8747, loss: 1.8747 2020-06-27 14:07:34,878 - mmaction - INFO - Epoch [25][420/627] lr: 0.01000, eta: 8:37:33, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.7844, loss_cls: 1.7634, loss: 1.7634 2020-06-27 14:07:48,191 - mmaction - INFO - Epoch [25][440/627] lr: 0.01000, eta: 8:37:20, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7937, loss_cls: 1.7985, loss: 1.7985 2020-06-27 14:08:01,739 - mmaction - INFO - Epoch [25][460/627] lr: 0.01000, eta: 8:37:08, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7500, loss_cls: 1.9967, loss: 1.9967 2020-06-27 14:08:14,909 - mmaction - INFO - Epoch [25][480/627] lr: 0.01000, eta: 8:36:55, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8344, loss_cls: 1.6326, loss: 1.6326 2020-06-27 14:08:27,901 - mmaction - INFO - Epoch [25][500/627] lr: 0.01000, eta: 8:36:41, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.5188, top5_acc: 0.7562, loss_cls: 2.0543, loss: 2.0543 2020-06-27 14:08:41,066 - mmaction - INFO - Epoch [25][520/627] lr: 0.01000, eta: 8:36:28, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8031, loss_cls: 1.7502, loss: 1.7502 2020-06-27 14:08:54,703 - mmaction - INFO - Epoch [25][540/627] lr: 0.01000, eta: 8:36:17, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8406, loss_cls: 1.6735, loss: 1.6735 2020-06-27 14:09:07,854 - mmaction - INFO - Epoch [25][560/627] lr: 0.01000, eta: 8:36:03, time: 0.656, data_time: 0.004, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8406, loss_cls: 1.4709, loss: 1.4709 2020-06-27 14:09:21,466 - mmaction - INFO - Epoch [25][580/627] lr: 0.01000, eta: 8:35:52, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8219, loss_cls: 1.7028, loss: 1.7028 2020-06-27 14:09:34,901 - mmaction - INFO - Epoch [25][600/627] lr: 0.01000, eta: 8:35:39, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8156, loss_cls: 1.7830, loss: 1.7830 2020-06-27 14:09:47,694 - mmaction - INFO - Epoch [25][620/627] lr: 0.01000, eta: 8:35:25, time: 0.642, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7625, loss_cls: 1.8664, loss: 1.8664 2020-06-27 14:10:10,763 - mmaction - INFO - Epoch [26][20/627] lr: 0.01000, eta: 8:35:07, time: 0.877, data_time: 0.360, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7656, loss_cls: 1.9400, loss: 1.9400 2020-06-27 14:10:22,923 - mmaction - INFO - Epoch [26][40/627] lr: 0.01000, eta: 8:34:51, time: 0.607, data_time: 0.007, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8063, loss_cls: 1.6305, loss: 1.6305 2020-06-27 14:10:37,528 - mmaction - INFO - Epoch [26][60/627] lr: 0.01000, eta: 8:34:42, time: 0.728, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8250, loss_cls: 1.6660, loss: 1.6660 2020-06-27 14:10:50,040 - mmaction - INFO - Epoch [26][80/627] lr: 0.01000, eta: 8:34:27, time: 0.629, data_time: 0.007, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.8278, loss: 1.8278 2020-06-27 14:11:02,973 - mmaction - INFO - Epoch [26][100/627] lr: 0.01000, eta: 8:34:13, time: 0.646, data_time: 0.003, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.7214, loss: 1.7214 2020-06-27 14:11:16,620 - mmaction - INFO - Epoch [26][120/627] lr: 0.01000, eta: 8:34:01, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5645, loss: 1.5645 2020-06-27 14:11:29,404 - mmaction - INFO - Epoch [26][140/627] lr: 0.01000, eta: 8:33:47, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8063, loss_cls: 1.7430, loss: 1.7430 2020-06-27 14:11:43,280 - mmaction - INFO - Epoch [26][160/627] lr: 0.01000, eta: 8:33:36, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8438, loss_cls: 1.5053, loss: 1.5053 2020-06-27 14:11:56,341 - mmaction - INFO - Epoch [26][180/627] lr: 0.01000, eta: 8:33:23, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8187, loss_cls: 1.5817, loss: 1.5817 2020-06-27 14:12:10,018 - mmaction - INFO - Epoch [26][200/627] lr: 0.01000, eta: 8:33:11, time: 0.683, data_time: 0.004, memory: 7028, top1_acc: 0.5656, top5_acc: 0.7937, loss_cls: 1.8716, loss: 1.8716 2020-06-27 14:12:22,619 - mmaction - INFO - Epoch [26][220/627] lr: 0.01000, eta: 8:32:56, time: 0.631, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8719, loss_cls: 1.4802, loss: 1.4802 2020-06-27 14:12:35,705 - mmaction - INFO - Epoch [26][240/627] lr: 0.01000, eta: 8:32:43, time: 0.652, data_time: 0.007, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6569, loss: 1.6569 2020-06-27 14:12:48,715 - mmaction - INFO - Epoch [26][260/627] lr: 0.01000, eta: 8:32:29, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7562, loss_cls: 1.8939, loss: 1.8939 2020-06-27 14:13:01,868 - mmaction - INFO - Epoch [26][280/627] lr: 0.01000, eta: 8:32:16, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7844, loss_cls: 1.8599, loss: 1.8599 2020-06-27 14:13:14,984 - mmaction - INFO - Epoch [26][300/627] lr: 0.01000, eta: 8:32:03, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.6385, loss: 1.6385 2020-06-27 14:13:28,015 - mmaction - INFO - Epoch [26][320/627] lr: 0.01000, eta: 8:31:49, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8344, loss_cls: 1.6931, loss: 1.6931 2020-06-27 14:13:41,473 - mmaction - INFO - Epoch [26][340/627] lr: 0.01000, eta: 8:31:37, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8063, loss_cls: 1.7122, loss: 1.7122 2020-06-27 14:13:54,342 - mmaction - INFO - Epoch [26][360/627] lr: 0.01000, eta: 8:31:23, time: 0.642, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8250, loss_cls: 1.6366, loss: 1.6366 2020-06-27 14:14:07,859 - mmaction - INFO - Epoch [26][380/627] lr: 0.01000, eta: 8:31:11, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7844, loss_cls: 1.8396, loss: 1.8396 2020-06-27 14:14:20,574 - mmaction - INFO - Epoch [26][400/627] lr: 0.01000, eta: 8:30:57, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.7346, loss: 1.7346 2020-06-27 14:14:34,536 - mmaction - INFO - Epoch [26][420/627] lr: 0.01000, eta: 8:30:46, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8375, loss_cls: 1.6650, loss: 1.6650 2020-06-27 14:14:47,258 - mmaction - INFO - Epoch [26][440/627] lr: 0.01000, eta: 8:30:31, time: 0.635, data_time: 0.004, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.6758, loss: 1.6758 2020-06-27 14:15:00,406 - mmaction - INFO - Epoch [26][460/627] lr: 0.01000, eta: 8:30:18, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.7969, loss_cls: 1.7608, loss: 1.7608 2020-06-27 14:15:13,539 - mmaction - INFO - Epoch [26][480/627] lr: 0.01000, eta: 8:30:05, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7969, loss_cls: 1.7178, loss: 1.7178 2020-06-27 14:15:26,723 - mmaction - INFO - Epoch [26][500/627] lr: 0.01000, eta: 8:29:52, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7969, loss_cls: 1.7707, loss: 1.7707 2020-06-27 14:15:40,027 - mmaction - INFO - Epoch [26][520/627] lr: 0.01000, eta: 8:29:39, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 1.8728, loss: 1.8728 2020-06-27 14:15:53,974 - mmaction - INFO - Epoch [26][540/627] lr: 0.01000, eta: 8:29:28, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.8639, loss: 1.8639 2020-06-27 14:16:06,589 - mmaction - INFO - Epoch [26][560/627] lr: 0.01000, eta: 8:29:14, time: 0.629, data_time: 0.005, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8313, loss_cls: 1.6644, loss: 1.6644 2020-06-27 14:16:19,787 - mmaction - INFO - Epoch [26][580/627] lr: 0.01000, eta: 8:29:01, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7841, loss: 1.7841 2020-06-27 14:16:33,131 - mmaction - INFO - Epoch [26][600/627] lr: 0.01000, eta: 8:28:48, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7781, loss_cls: 1.8315, loss: 1.8315 2020-06-27 14:16:47,158 - mmaction - INFO - Epoch [26][620/627] lr: 0.01000, eta: 8:28:37, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.6512, loss: 1.6512 2020-06-27 14:17:09,712 - mmaction - INFO - Epoch [27][20/627] lr: 0.01000, eta: 8:28:18, time: 0.857, data_time: 0.328, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.7019, loss: 1.7019 2020-06-27 14:17:21,826 - mmaction - INFO - Epoch [27][40/627] lr: 0.01000, eta: 8:28:02, time: 0.604, data_time: 0.007, memory: 7028, top1_acc: 0.6031, top5_acc: 0.7906, loss_cls: 1.7236, loss: 1.7236 2020-06-27 14:17:34,711 - mmaction - INFO - Epoch [27][60/627] lr: 0.01000, eta: 8:27:48, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8125, loss_cls: 1.6817, loss: 1.6817 2020-06-27 14:17:47,660 - mmaction - INFO - Epoch [27][80/627] lr: 0.01000, eta: 8:27:34, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.5697, loss: 1.5697 2020-06-27 14:18:01,323 - mmaction - INFO - Epoch [27][100/627] lr: 0.01000, eta: 8:27:22, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6402, loss: 1.6402 2020-06-27 14:18:14,444 - mmaction - INFO - Epoch [27][120/627] lr: 0.01000, eta: 8:27:09, time: 0.655, data_time: 0.007, memory: 7028, top1_acc: 0.6094, top5_acc: 0.7844, loss_cls: 1.7877, loss: 1.7877 2020-06-27 14:18:27,491 - mmaction - INFO - Epoch [27][140/627] lr: 0.01000, eta: 8:26:56, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8125, loss_cls: 1.6304, loss: 1.6304 2020-06-27 14:18:41,000 - mmaction - INFO - Epoch [27][160/627] lr: 0.01000, eta: 8:26:44, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8219, loss_cls: 1.7457, loss: 1.7457 2020-06-27 14:18:53,810 - mmaction - INFO - Epoch [27][180/627] lr: 0.01000, eta: 8:26:30, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.7906, loss_cls: 1.7807, loss: 1.7807 2020-06-27 14:19:07,132 - mmaction - INFO - Epoch [27][200/627] lr: 0.01000, eta: 8:26:17, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.5344, top5_acc: 0.7937, loss_cls: 1.8651, loss: 1.8651 2020-06-27 14:19:20,903 - mmaction - INFO - Epoch [27][220/627] lr: 0.01000, eta: 8:26:06, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8219, loss_cls: 1.7167, loss: 1.7167 2020-06-27 14:19:33,974 - mmaction - INFO - Epoch [27][240/627] lr: 0.01000, eta: 8:25:52, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8094, loss_cls: 1.7893, loss: 1.7893 2020-06-27 14:19:46,895 - mmaction - INFO - Epoch [27][260/627] lr: 0.01000, eta: 8:25:38, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8219, loss_cls: 1.6773, loss: 1.6773 2020-06-27 14:19:59,578 - mmaction - INFO - Epoch [27][280/627] lr: 0.01000, eta: 8:25:24, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7937, loss_cls: 1.7483, loss: 1.7483 2020-06-27 14:20:12,818 - mmaction - INFO - Epoch [27][300/627] lr: 0.01000, eta: 8:25:11, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5500, top5_acc: 0.8313, loss_cls: 1.7612, loss: 1.7612 2020-06-27 14:20:26,045 - mmaction - INFO - Epoch [27][320/627] lr: 0.01000, eta: 8:24:58, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.7087, loss: 1.7087 2020-06-27 14:20:39,109 - mmaction - INFO - Epoch [27][340/627] lr: 0.01000, eta: 8:24:45, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8187, loss_cls: 1.6945, loss: 1.6945 2020-06-27 14:20:52,201 - mmaction - INFO - Epoch [27][360/627] lr: 0.01000, eta: 8:24:31, time: 0.653, data_time: 0.004, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8219, loss_cls: 1.7882, loss: 1.7882 2020-06-27 14:21:05,467 - mmaction - INFO - Epoch [27][380/627] lr: 0.01000, eta: 8:24:18, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7937, loss_cls: 1.8183, loss: 1.8183 2020-06-27 14:21:18,815 - mmaction - INFO - Epoch [27][400/627] lr: 0.01000, eta: 8:24:06, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8469, loss_cls: 1.5172, loss: 1.5172 2020-06-27 14:21:31,876 - mmaction - INFO - Epoch [27][420/627] lr: 0.01000, eta: 8:23:52, time: 0.652, data_time: 0.004, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8156, loss_cls: 1.7262, loss: 1.7262 2020-06-27 14:21:45,211 - mmaction - INFO - Epoch [27][440/627] lr: 0.01000, eta: 8:23:40, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7844, loss_cls: 1.8047, loss: 1.8047 2020-06-27 14:21:58,552 - mmaction - INFO - Epoch [27][460/627] lr: 0.01000, eta: 8:23:27, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8375, loss_cls: 1.6334, loss: 1.6334 2020-06-27 14:22:11,590 - mmaction - INFO - Epoch [27][480/627] lr: 0.01000, eta: 8:23:14, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8094, loss_cls: 1.7777, loss: 1.7777 2020-06-27 14:22:24,667 - mmaction - INFO - Epoch [27][500/627] lr: 0.01000, eta: 8:23:00, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.7444, loss: 1.7444 2020-06-27 14:22:37,705 - mmaction - INFO - Epoch [27][520/627] lr: 0.01000, eta: 8:22:47, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.8876, loss: 1.8876 2020-06-27 14:22:50,802 - mmaction - INFO - Epoch [27][540/627] lr: 0.01000, eta: 8:22:34, time: 0.657, data_time: 0.007, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8344, loss_cls: 1.6831, loss: 1.6831 2020-06-27 14:23:04,102 - mmaction - INFO - Epoch [27][560/627] lr: 0.01000, eta: 8:22:21, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8000, loss_cls: 1.7584, loss: 1.7584 2020-06-27 14:23:18,024 - mmaction - INFO - Epoch [27][580/627] lr: 0.01000, eta: 8:22:10, time: 0.697, data_time: 0.007, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8219, loss_cls: 1.6557, loss: 1.6557 2020-06-27 14:23:30,783 - mmaction - INFO - Epoch [27][600/627] lr: 0.01000, eta: 8:21:56, time: 0.639, data_time: 0.003, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5191, loss: 1.5191 2020-06-27 14:23:43,515 - mmaction - INFO - Epoch [27][620/627] lr: 0.01000, eta: 8:21:41, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.8129, loss: 1.8129 2020-06-27 14:26:37,873 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 14:26:38,879 - mmaction - INFO - top1_acc 0.6272 top5_acc 0.8474 2020-06-27 14:26:38,879 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 14:26:38,941 - mmaction - INFO - mean_acc 0.6270 2020-06-27 14:26:38,949 - mmaction - INFO - Epoch [27][627/627] lr: 0.01000, top1_acc: 0.6272, top5_acc: 0.8474, mean_class_accuracy: 0.6270 2020-06-27 14:26:56,664 - mmaction - INFO - Epoch [28][20/627] lr: 0.01000, eta: 8:21:22, time: 0.854, data_time: 0.337, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8063, loss_cls: 1.7607, loss: 1.7607 2020-06-27 14:27:08,214 - mmaction - INFO - Epoch [28][40/627] lr: 0.01000, eta: 8:21:06, time: 0.607, data_time: 0.037, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8250, loss_cls: 1.6263, loss: 1.6263 2020-06-27 14:27:21,140 - mmaction - INFO - Epoch [28][60/627] lr: 0.01000, eta: 8:20:52, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8438, loss_cls: 1.6721, loss: 1.6721 2020-06-27 14:27:34,241 - mmaction - INFO - Epoch [28][80/627] lr: 0.01000, eta: 8:20:39, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8156, loss_cls: 1.7434, loss: 1.7434 2020-06-27 14:27:47,069 - mmaction - INFO - Epoch [28][100/627] lr: 0.01000, eta: 8:20:25, time: 0.643, data_time: 0.007, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8219, loss_cls: 1.5804, loss: 1.5804 2020-06-27 14:28:00,507 - mmaction - INFO - Epoch [28][120/627] lr: 0.01000, eta: 8:20:12, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7906, loss_cls: 1.8965, loss: 1.8965 2020-06-27 14:28:14,425 - mmaction - INFO - Epoch [28][140/627] lr: 0.01000, eta: 8:20:01, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.7072, loss: 1.7072 2020-06-27 14:28:27,417 - mmaction - INFO - Epoch [28][160/627] lr: 0.01000, eta: 8:19:48, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.8310, loss: 1.8310 2020-06-27 14:28:40,035 - mmaction - INFO - Epoch [28][180/627] lr: 0.01000, eta: 8:19:33, time: 0.632, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7875, loss_cls: 1.7761, loss: 1.7761 2020-06-27 14:28:53,981 - mmaction - INFO - Epoch [28][200/627] lr: 0.01000, eta: 8:19:22, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8313, loss_cls: 1.7437, loss: 1.7437 2020-06-27 14:29:06,943 - mmaction - INFO - Epoch [28][220/627] lr: 0.01000, eta: 8:19:08, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8219, loss_cls: 1.7112, loss: 1.7112 2020-06-27 14:29:20,273 - mmaction - INFO - Epoch [28][240/627] lr: 0.01000, eta: 8:18:56, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8281, loss_cls: 1.6095, loss: 1.6095 2020-06-27 14:29:33,735 - mmaction - INFO - Epoch [28][260/627] lr: 0.01000, eta: 8:18:43, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.6496, loss: 1.6496 2020-06-27 14:29:46,480 - mmaction - INFO - Epoch [28][280/627] lr: 0.01000, eta: 8:18:29, time: 0.636, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.7562, loss_cls: 2.0161, loss: 2.0161 2020-06-27 14:29:59,616 - mmaction - INFO - Epoch [28][300/627] lr: 0.01000, eta: 8:18:16, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8187, loss_cls: 1.6896, loss: 1.6896 2020-06-27 14:30:12,576 - mmaction - INFO - Epoch [28][320/627] lr: 0.01000, eta: 8:18:02, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8219, loss_cls: 1.6390, loss: 1.6390 2020-06-27 14:30:26,040 - mmaction - INFO - Epoch [28][340/627] lr: 0.01000, eta: 8:17:50, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7969, loss_cls: 1.7823, loss: 1.7823 2020-06-27 14:30:39,806 - mmaction - INFO - Epoch [28][360/627] lr: 0.01000, eta: 8:17:38, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8344, loss_cls: 1.6641, loss: 1.6641 2020-06-27 14:30:52,712 - mmaction - INFO - Epoch [28][380/627] lr: 0.01000, eta: 8:17:25, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.5730, loss: 1.5730 2020-06-27 14:31:05,644 - mmaction - INFO - Epoch [28][400/627] lr: 0.01000, eta: 8:17:11, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.6752, loss: 1.6752 2020-06-27 14:31:18,875 - mmaction - INFO - Epoch [28][420/627] lr: 0.01000, eta: 8:16:58, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8250, loss_cls: 1.6396, loss: 1.6396 2020-06-27 14:31:32,447 - mmaction - INFO - Epoch [28][440/627] lr: 0.01000, eta: 8:16:46, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.5281, top5_acc: 0.8000, loss_cls: 1.8827, loss: 1.8827 2020-06-27 14:31:46,503 - mmaction - INFO - Epoch [28][460/627] lr: 0.01000, eta: 8:16:35, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8438, loss_cls: 1.7088, loss: 1.7088 2020-06-27 14:31:59,189 - mmaction - INFO - Epoch [28][480/627] lr: 0.01000, eta: 8:16:21, time: 0.633, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8375, loss_cls: 1.7208, loss: 1.7208 2020-06-27 14:32:12,206 - mmaction - INFO - Epoch [28][500/627] lr: 0.01000, eta: 8:16:07, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.7969, loss_cls: 1.6967, loss: 1.6967 2020-06-27 14:32:25,612 - mmaction - INFO - Epoch [28][520/627] lr: 0.01000, eta: 8:15:55, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.7498, loss: 1.7498 2020-06-27 14:32:38,423 - mmaction - INFO - Epoch [28][540/627] lr: 0.01000, eta: 8:15:41, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.5706, loss: 1.5706 2020-06-27 14:32:51,563 - mmaction - INFO - Epoch [28][560/627] lr: 0.01000, eta: 8:15:28, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8031, loss_cls: 1.7183, loss: 1.7183 2020-06-27 14:33:04,527 - mmaction - INFO - Epoch [28][580/627] lr: 0.01000, eta: 8:15:14, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8125, loss_cls: 1.6255, loss: 1.6255 2020-06-27 14:33:17,415 - mmaction - INFO - Epoch [28][600/627] lr: 0.01000, eta: 8:15:00, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8094, loss_cls: 1.7209, loss: 1.7209 2020-06-27 14:33:30,874 - mmaction - INFO - Epoch [28][620/627] lr: 0.01000, eta: 8:14:48, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8281, loss_cls: 1.7227, loss: 1.7227 2020-06-27 14:33:53,464 - mmaction - INFO - Epoch [29][20/627] lr: 0.01000, eta: 8:14:28, time: 0.856, data_time: 0.335, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8125, loss_cls: 1.7243, loss: 1.7243 2020-06-27 14:34:06,078 - mmaction - INFO - Epoch [29][40/627] lr: 0.01000, eta: 8:14:14, time: 0.630, data_time: 0.007, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8375, loss_cls: 1.6839, loss: 1.6839 2020-06-27 14:34:19,284 - mmaction - INFO - Epoch [29][60/627] lr: 0.01000, eta: 8:14:01, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8812, loss_cls: 1.4012, loss: 1.4012 2020-06-27 14:34:33,010 - mmaction - INFO - Epoch [29][80/627] lr: 0.01000, eta: 8:13:49, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.5777, loss: 1.5777 2020-06-27 14:34:45,826 - mmaction - INFO - Epoch [29][100/627] lr: 0.01000, eta: 8:13:35, time: 0.642, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8094, loss_cls: 1.6720, loss: 1.6720 2020-06-27 14:34:58,648 - mmaction - INFO - Epoch [29][120/627] lr: 0.01000, eta: 8:13:21, time: 0.640, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8156, loss_cls: 1.5572, loss: 1.5572 2020-06-27 14:35:11,977 - mmaction - INFO - Epoch [29][140/627] lr: 0.01000, eta: 8:13:09, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8094, loss_cls: 1.7418, loss: 1.7418 2020-06-27 14:35:24,982 - mmaction - INFO - Epoch [29][160/627] lr: 0.01000, eta: 8:12:55, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.5375, top5_acc: 0.8156, loss_cls: 1.8314, loss: 1.8314 2020-06-27 14:35:38,246 - mmaction - INFO - Epoch [29][180/627] lr: 0.01000, eta: 8:12:42, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8406, loss_cls: 1.4975, loss: 1.4975 2020-06-27 14:35:51,016 - mmaction - INFO - Epoch [29][200/627] lr: 0.01000, eta: 8:12:28, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8250, loss_cls: 1.6442, loss: 1.6442 2020-06-27 14:36:04,527 - mmaction - INFO - Epoch [29][220/627] lr: 0.01000, eta: 8:12:16, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8187, loss_cls: 1.6360, loss: 1.6360 2020-06-27 14:36:17,173 - mmaction - INFO - Epoch [29][240/627] lr: 0.01000, eta: 8:12:01, time: 0.632, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.6031, loss: 1.6031 2020-06-27 14:36:30,669 - mmaction - INFO - Epoch [29][260/627] lr: 0.01000, eta: 8:11:49, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8219, loss_cls: 1.7022, loss: 1.7022 2020-06-27 14:36:43,382 - mmaction - INFO - Epoch [29][280/627] lr: 0.01000, eta: 8:11:35, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8156, loss_cls: 1.6697, loss: 1.6697 2020-06-27 14:36:56,373 - mmaction - INFO - Epoch [29][300/627] lr: 0.01000, eta: 8:11:21, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8531, loss_cls: 1.4738, loss: 1.4738 2020-06-27 14:37:09,620 - mmaction - INFO - Epoch [29][320/627] lr: 0.01000, eta: 8:11:08, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8406, loss_cls: 1.6336, loss: 1.6336 2020-06-27 14:37:22,412 - mmaction - INFO - Epoch [29][340/627] lr: 0.01000, eta: 8:10:54, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8219, loss_cls: 1.6598, loss: 1.6598 2020-06-27 14:37:35,552 - mmaction - INFO - Epoch [29][360/627] lr: 0.01000, eta: 8:10:41, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8156, loss_cls: 1.6537, loss: 1.6537 2020-06-27 14:37:48,547 - mmaction - INFO - Epoch [29][380/627] lr: 0.01000, eta: 8:10:28, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8031, loss_cls: 1.7327, loss: 1.7327 2020-06-27 14:38:01,815 - mmaction - INFO - Epoch [29][400/627] lr: 0.01000, eta: 8:10:15, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.6804, loss: 1.6804 2020-06-27 14:38:14,544 - mmaction - INFO - Epoch [29][420/627] lr: 0.01000, eta: 8:10:01, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.8310, loss: 1.8310 2020-06-27 14:38:27,906 - mmaction - INFO - Epoch [29][440/627] lr: 0.01000, eta: 8:09:48, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8031, loss_cls: 1.7318, loss: 1.7318 2020-06-27 14:38:40,833 - mmaction - INFO - Epoch [29][460/627] lr: 0.01000, eta: 8:09:34, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.8729, loss: 1.8729 2020-06-27 14:38:54,031 - mmaction - INFO - Epoch [29][480/627] lr: 0.01000, eta: 8:09:21, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8094, loss_cls: 1.8003, loss: 1.8003 2020-06-27 14:39:07,034 - mmaction - INFO - Epoch [29][500/627] lr: 0.01000, eta: 8:09:08, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8156, loss_cls: 1.7681, loss: 1.7681 2020-06-27 14:39:20,161 - mmaction - INFO - Epoch [29][520/627] lr: 0.01000, eta: 8:08:55, time: 0.655, data_time: 0.007, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8187, loss_cls: 1.6539, loss: 1.6539 2020-06-27 14:39:33,307 - mmaction - INFO - Epoch [29][540/627] lr: 0.01000, eta: 8:08:41, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8156, loss_cls: 1.6628, loss: 1.6628 2020-06-27 14:39:46,629 - mmaction - INFO - Epoch [29][560/627] lr: 0.01000, eta: 8:08:29, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.5500, top5_acc: 0.7875, loss_cls: 1.8838, loss: 1.8838 2020-06-27 14:39:59,216 - mmaction - INFO - Epoch [29][580/627] lr: 0.01000, eta: 8:08:14, time: 0.630, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.6272, loss: 1.6272 2020-06-27 14:40:12,668 - mmaction - INFO - Epoch [29][600/627] lr: 0.01000, eta: 8:08:02, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8250, loss_cls: 1.6571, loss: 1.6571 2020-06-27 14:40:26,601 - mmaction - INFO - Epoch [29][620/627] lr: 0.01000, eta: 8:07:51, time: 0.700, data_time: 0.007, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8219, loss_cls: 1.6278, loss: 1.6278 2020-06-27 14:40:49,101 - mmaction - INFO - Epoch [30][20/627] lr: 0.01000, eta: 8:07:31, time: 0.857, data_time: 0.343, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8156, loss_cls: 1.6229, loss: 1.6229 2020-06-27 14:41:01,378 - mmaction - INFO - Epoch [30][40/627] lr: 0.01000, eta: 8:07:16, time: 0.613, data_time: 0.007, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.7922, loss: 1.7922 2020-06-27 14:41:14,274 - mmaction - INFO - Epoch [30][60/627] lr: 0.01000, eta: 8:07:02, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8281, loss_cls: 1.6303, loss: 1.6303 2020-06-27 14:41:27,298 - mmaction - INFO - Epoch [30][80/627] lr: 0.01000, eta: 8:06:49, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.6943, loss: 1.6943 2020-06-27 14:41:40,504 - mmaction - INFO - Epoch [30][100/627] lr: 0.01000, eta: 8:06:36, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8594, loss_cls: 1.6055, loss: 1.6055 2020-06-27 14:41:53,380 - mmaction - INFO - Epoch [30][120/627] lr: 0.01000, eta: 8:06:22, time: 0.642, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.7969, loss_cls: 1.8870, loss: 1.8870 2020-06-27 14:42:06,881 - mmaction - INFO - Epoch [30][140/627] lr: 0.01000, eta: 8:06:10, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.7186, loss: 1.7186 2020-06-27 14:42:19,571 - mmaction - INFO - Epoch [30][160/627] lr: 0.01000, eta: 8:05:56, time: 0.631, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8187, loss_cls: 1.7435, loss: 1.7435 2020-06-27 14:42:32,445 - mmaction - INFO - Epoch [30][180/627] lr: 0.01000, eta: 8:05:42, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8313, loss_cls: 1.4422, loss: 1.4422 2020-06-27 14:42:45,390 - mmaction - INFO - Epoch [30][200/627] lr: 0.01000, eta: 8:05:28, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4516, loss: 1.4516 2020-06-27 14:42:58,624 - mmaction - INFO - Epoch [30][220/627] lr: 0.01000, eta: 8:05:15, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.7562, loss_cls: 1.8417, loss: 1.8417 2020-06-27 14:43:11,708 - mmaction - INFO - Epoch [30][240/627] lr: 0.01000, eta: 8:05:02, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.5394, loss: 1.5394 2020-06-27 14:43:24,873 - mmaction - INFO - Epoch [30][260/627] lr: 0.01000, eta: 8:04:49, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.7438, loss: 1.7438 2020-06-27 14:43:38,010 - mmaction - INFO - Epoch [30][280/627] lr: 0.01000, eta: 8:04:36, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8219, loss_cls: 1.7311, loss: 1.7311 2020-06-27 14:43:51,239 - mmaction - INFO - Epoch [30][300/627] lr: 0.01000, eta: 8:04:23, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8281, loss_cls: 1.5828, loss: 1.5828 2020-06-27 14:44:04,493 - mmaction - INFO - Epoch [30][320/627] lr: 0.01000, eta: 8:04:10, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8156, loss_cls: 1.6455, loss: 1.6455 2020-06-27 14:44:17,564 - mmaction - INFO - Epoch [30][340/627] lr: 0.01000, eta: 8:03:57, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8406, loss_cls: 1.6224, loss: 1.6224 2020-06-27 14:44:30,711 - mmaction - INFO - Epoch [30][360/627] lr: 0.01000, eta: 8:03:43, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7562, loss_cls: 1.9374, loss: 1.9374 2020-06-27 14:44:44,694 - mmaction - INFO - Epoch [30][380/627] lr: 0.01000, eta: 8:03:32, time: 0.699, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8031, loss_cls: 1.6792, loss: 1.6792 2020-06-27 14:44:57,595 - mmaction - INFO - Epoch [30][400/627] lr: 0.01000, eta: 8:03:18, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8219, loss_cls: 1.7099, loss: 1.7099 2020-06-27 14:45:10,590 - mmaction - INFO - Epoch [30][420/627] lr: 0.01000, eta: 8:03:05, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.7937, loss_cls: 1.7529, loss: 1.7529 2020-06-27 14:45:23,939 - mmaction - INFO - Epoch [30][440/627] lr: 0.01000, eta: 8:02:52, time: 0.666, data_time: 0.007, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7750, loss_cls: 1.7700, loss: 1.7700 2020-06-27 14:45:36,946 - mmaction - INFO - Epoch [30][460/627] lr: 0.01000, eta: 8:02:39, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8187, loss_cls: 1.6492, loss: 1.6492 2020-06-27 14:45:50,049 - mmaction - INFO - Epoch [30][480/627] lr: 0.01000, eta: 8:02:26, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.7354, loss: 1.7354 2020-06-27 14:46:03,520 - mmaction - INFO - Epoch [30][500/627] lr: 0.01000, eta: 8:02:13, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.8156, loss_cls: 1.8266, loss: 1.8266 2020-06-27 14:46:17,789 - mmaction - INFO - Epoch [30][520/627] lr: 0.01000, eta: 8:02:03, time: 0.713, data_time: 0.007, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8469, loss_cls: 1.5350, loss: 1.5350 2020-06-27 14:46:31,428 - mmaction - INFO - Epoch [30][540/627] lr: 0.01000, eta: 8:01:51, time: 0.681, data_time: 0.004, memory: 7028, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.8652, loss: 1.8652 2020-06-27 14:46:44,313 - mmaction - INFO - Epoch [30][560/627] lr: 0.01000, eta: 8:01:37, time: 0.643, data_time: 0.005, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8344, loss_cls: 1.5973, loss: 1.5973 2020-06-27 14:46:57,345 - mmaction - INFO - Epoch [30][580/627] lr: 0.01000, eta: 8:01:24, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8219, loss_cls: 1.7552, loss: 1.7552 2020-06-27 14:47:11,034 - mmaction - INFO - Epoch [30][600/627] lr: 0.01000, eta: 8:01:12, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7719, loss_cls: 1.8560, loss: 1.8560 2020-06-27 14:47:24,115 - mmaction - INFO - Epoch [30][620/627] lr: 0.01000, eta: 8:00:58, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.7114, loss: 1.7114 2020-06-27 14:50:16,254 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 14:50:17,261 - mmaction - INFO - top1_acc 0.6233 top5_acc 0.8469 2020-06-27 14:50:17,261 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 14:50:17,324 - mmaction - INFO - mean_acc 0.6231 2020-06-27 14:50:17,333 - mmaction - INFO - Epoch [30][627/627] lr: 0.01000, top1_acc: 0.6233, top5_acc: 0.8469, mean_class_accuracy: 0.6231 2020-06-27 14:50:34,310 - mmaction - INFO - Epoch [31][20/627] lr: 0.01000, eta: 8:00:39, time: 0.845, data_time: 0.320, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8219, loss_cls: 1.6643, loss: 1.6643 2020-06-27 14:50:46,525 - mmaction - INFO - Epoch [31][40/627] lr: 0.01000, eta: 8:00:23, time: 0.611, data_time: 0.007, memory: 7028, top1_acc: 0.6062, top5_acc: 0.7750, loss_cls: 1.7465, loss: 1.7465 2020-06-27 14:50:59,726 - mmaction - INFO - Epoch [31][60/627] lr: 0.01000, eta: 8:00:10, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.6675, loss: 1.6675 2020-06-27 14:51:12,450 - mmaction - INFO - Epoch [31][80/627] lr: 0.01000, eta: 7:59:56, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8344, loss_cls: 1.6443, loss: 1.6443 2020-06-27 14:51:26,086 - mmaction - INFO - Epoch [31][100/627] lr: 0.01000, eta: 7:59:44, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7781, loss_cls: 1.8524, loss: 1.8524 2020-06-27 14:51:39,534 - mmaction - INFO - Epoch [31][120/627] lr: 0.01000, eta: 7:59:32, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8313, loss_cls: 1.4866, loss: 1.4866 2020-06-27 14:51:52,745 - mmaction - INFO - Epoch [31][140/627] lr: 0.01000, eta: 7:59:19, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8031, loss_cls: 1.7432, loss: 1.7432 2020-06-27 14:52:05,542 - mmaction - INFO - Epoch [31][160/627] lr: 0.01000, eta: 7:59:05, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.8317, loss: 1.8317 2020-06-27 14:52:18,828 - mmaction - INFO - Epoch [31][180/627] lr: 0.01000, eta: 7:58:52, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8156, loss_cls: 1.5804, loss: 1.5804 2020-06-27 14:52:32,151 - mmaction - INFO - Epoch [31][200/627] lr: 0.01000, eta: 7:58:39, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8187, loss_cls: 1.6493, loss: 1.6493 2020-06-27 14:52:45,528 - mmaction - INFO - Epoch [31][220/627] lr: 0.01000, eta: 7:58:27, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.5061, loss: 1.5061 2020-06-27 14:52:58,627 - mmaction - INFO - Epoch [31][240/627] lr: 0.01000, eta: 7:58:13, time: 0.654, data_time: 0.007, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.7069, loss: 1.7069 2020-06-27 14:53:11,769 - mmaction - INFO - Epoch [31][260/627] lr: 0.01000, eta: 7:58:00, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.6974, loss: 1.6974 2020-06-27 14:53:24,750 - mmaction - INFO - Epoch [31][280/627] lr: 0.01000, eta: 7:57:47, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8187, loss_cls: 1.6415, loss: 1.6415 2020-06-27 14:53:37,635 - mmaction - INFO - Epoch [31][300/627] lr: 0.01000, eta: 7:57:33, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8344, loss_cls: 1.5375, loss: 1.5375 2020-06-27 14:53:51,298 - mmaction - INFO - Epoch [31][320/627] lr: 0.01000, eta: 7:57:21, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8219, loss_cls: 1.6600, loss: 1.6600 2020-06-27 14:54:04,710 - mmaction - INFO - Epoch [31][340/627] lr: 0.01000, eta: 7:57:08, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8281, loss_cls: 1.5202, loss: 1.5202 2020-06-27 14:54:17,482 - mmaction - INFO - Epoch [31][360/627] lr: 0.01000, eta: 7:56:54, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.6476, loss: 1.6476 2020-06-27 14:54:30,612 - mmaction - INFO - Epoch [31][380/627] lr: 0.01000, eta: 7:56:41, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.5907, loss: 1.5907 2020-06-27 14:54:44,027 - mmaction - INFO - Epoch [31][400/627] lr: 0.01000, eta: 7:56:29, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7937, loss_cls: 1.7444, loss: 1.7444 2020-06-27 14:54:57,545 - mmaction - INFO - Epoch [31][420/627] lr: 0.01000, eta: 7:56:16, time: 0.678, data_time: 0.007, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8187, loss_cls: 1.6926, loss: 1.6926 2020-06-27 14:55:10,539 - mmaction - INFO - Epoch [31][440/627] lr: 0.01000, eta: 7:56:03, time: 0.648, data_time: 0.007, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.7438, loss: 1.7438 2020-06-27 14:55:24,832 - mmaction - INFO - Epoch [31][460/627] lr: 0.01000, eta: 7:55:52, time: 0.717, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8125, loss_cls: 1.7337, loss: 1.7337 2020-06-27 14:55:38,473 - mmaction - INFO - Epoch [31][480/627] lr: 0.01000, eta: 7:55:40, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.6730, loss: 1.6730 2020-06-27 14:55:50,983 - mmaction - INFO - Epoch [31][500/627] lr: 0.01000, eta: 7:55:26, time: 0.626, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.8344, loss: 1.8344 2020-06-27 14:56:04,031 - mmaction - INFO - Epoch [31][520/627] lr: 0.01000, eta: 7:55:12, time: 0.651, data_time: 0.007, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8219, loss_cls: 1.7381, loss: 1.7381 2020-06-27 14:56:16,974 - mmaction - INFO - Epoch [31][540/627] lr: 0.01000, eta: 7:54:59, time: 0.649, data_time: 0.007, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7436, loss: 1.7436 2020-06-27 14:56:30,425 - mmaction - INFO - Epoch [31][560/627] lr: 0.01000, eta: 7:54:46, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8125, loss_cls: 1.5596, loss: 1.5596 2020-06-27 14:56:43,092 - mmaction - INFO - Epoch [31][580/627] lr: 0.01000, eta: 7:54:32, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7937, loss_cls: 1.7399, loss: 1.7399 2020-06-27 14:56:56,627 - mmaction - INFO - Epoch [31][600/627] lr: 0.01000, eta: 7:54:20, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.5458, loss: 1.5458 2020-06-27 14:57:09,622 - mmaction - INFO - Epoch [31][620/627] lr: 0.01000, eta: 7:54:06, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.7969, loss_cls: 1.6280, loss: 1.6280 2020-06-27 14:57:32,490 - mmaction - INFO - Epoch [32][20/627] lr: 0.01000, eta: 7:53:47, time: 0.858, data_time: 0.333, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8000, loss_cls: 1.7874, loss: 1.7874 2020-06-27 14:57:44,866 - mmaction - INFO - Epoch [32][40/627] lr: 0.01000, eta: 7:53:32, time: 0.617, data_time: 0.007, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8219, loss_cls: 1.6982, loss: 1.6982 2020-06-27 14:57:57,699 - mmaction - INFO - Epoch [32][60/627] lr: 0.01000, eta: 7:53:19, time: 0.643, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8219, loss_cls: 1.6455, loss: 1.6455 2020-06-27 14:58:11,029 - mmaction - INFO - Epoch [32][80/627] lr: 0.01000, eta: 7:53:06, time: 0.666, data_time: 0.003, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.4461, loss: 1.4461 2020-06-27 14:58:25,001 - mmaction - INFO - Epoch [32][100/627] lr: 0.01000, eta: 7:52:54, time: 0.699, data_time: 0.007, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8125, loss_cls: 1.6737, loss: 1.6737 2020-06-27 14:58:37,287 - mmaction - INFO - Epoch [32][120/627] lr: 0.01000, eta: 7:52:39, time: 0.615, data_time: 0.003, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.7958, loss: 1.7958 2020-06-27 14:58:50,888 - mmaction - INFO - Epoch [32][140/627] lr: 0.01000, eta: 7:52:27, time: 0.679, data_time: 0.004, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8031, loss_cls: 1.7936, loss: 1.7936 2020-06-27 14:59:04,246 - mmaction - INFO - Epoch [32][160/627] lr: 0.01000, eta: 7:52:15, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8250, loss_cls: 1.5229, loss: 1.5229 2020-06-27 14:59:17,309 - mmaction - INFO - Epoch [32][180/627] lr: 0.01000, eta: 7:52:01, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8219, loss_cls: 1.5486, loss: 1.5486 2020-06-27 14:59:30,410 - mmaction - INFO - Epoch [32][200/627] lr: 0.01000, eta: 7:51:48, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8656, loss_cls: 1.4494, loss: 1.4494 2020-06-27 14:59:44,110 - mmaction - INFO - Epoch [32][220/627] lr: 0.01000, eta: 7:51:36, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8375, loss_cls: 1.5844, loss: 1.5844 2020-06-27 14:59:56,722 - mmaction - INFO - Epoch [32][240/627] lr: 0.01000, eta: 7:51:22, time: 0.630, data_time: 0.003, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8219, loss_cls: 1.5569, loss: 1.5569 2020-06-27 15:00:11,235 - mmaction - INFO - Epoch [32][260/627] lr: 0.01000, eta: 7:51:11, time: 0.714, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8094, loss_cls: 1.6646, loss: 1.6646 2020-06-27 15:00:25,938 - mmaction - INFO - Epoch [32][280/627] lr: 0.01000, eta: 7:51:01, time: 0.739, data_time: 0.015, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.5567, loss: 1.5567 2020-06-27 15:00:39,341 - mmaction - INFO - Epoch [32][300/627] lr: 0.01000, eta: 7:50:49, time: 0.676, data_time: 0.019, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7781, loss_cls: 1.7922, loss: 1.7922 2020-06-27 15:00:53,111 - mmaction - INFO - Epoch [32][320/627] lr: 0.01000, eta: 7:50:37, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.7937, loss_cls: 1.6917, loss: 1.6917 2020-06-27 15:01:05,901 - mmaction - INFO - Epoch [32][340/627] lr: 0.01000, eta: 7:50:23, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.5563, top5_acc: 0.8281, loss_cls: 1.6912, loss: 1.6912 2020-06-27 15:01:18,838 - mmaction - INFO - Epoch [32][360/627] lr: 0.01000, eta: 7:50:10, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8156, loss_cls: 1.6285, loss: 1.6285 2020-06-27 15:01:32,828 - mmaction - INFO - Epoch [32][380/627] lr: 0.01000, eta: 7:49:58, time: 0.697, data_time: 0.004, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8219, loss_cls: 1.6447, loss: 1.6447 2020-06-27 15:01:45,482 - mmaction - INFO - Epoch [32][400/627] lr: 0.01000, eta: 7:49:44, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7812, loss_cls: 1.8061, loss: 1.8061 2020-06-27 15:01:58,383 - mmaction - INFO - Epoch [32][420/627] lr: 0.01000, eta: 7:49:31, time: 0.645, data_time: 0.004, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8250, loss_cls: 1.6549, loss: 1.6549 2020-06-27 15:02:11,718 - mmaction - INFO - Epoch [32][440/627] lr: 0.01000, eta: 7:49:18, time: 0.665, data_time: 0.004, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8063, loss_cls: 1.8593, loss: 1.8593 2020-06-27 15:02:24,760 - mmaction - INFO - Epoch [32][460/627] lr: 0.01000, eta: 7:49:04, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7682, loss: 1.7682 2020-06-27 15:02:38,068 - mmaction - INFO - Epoch [32][480/627] lr: 0.01000, eta: 7:48:52, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8187, loss_cls: 1.6172, loss: 1.6172 2020-06-27 15:02:51,009 - mmaction - INFO - Epoch [32][500/627] lr: 0.01000, eta: 7:48:38, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.8082, loss: 1.8082 2020-06-27 15:03:04,197 - mmaction - INFO - Epoch [32][520/627] lr: 0.01000, eta: 7:48:25, time: 0.658, data_time: 0.007, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8313, loss_cls: 1.5612, loss: 1.5612 2020-06-27 15:03:17,273 - mmaction - INFO - Epoch [32][540/627] lr: 0.01000, eta: 7:48:12, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.6662, loss: 1.6662 2020-06-27 15:03:30,428 - mmaction - INFO - Epoch [32][560/627] lr: 0.01000, eta: 7:47:58, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8250, loss_cls: 1.5912, loss: 1.5912 2020-06-27 15:03:43,527 - mmaction - INFO - Epoch [32][580/627] lr: 0.01000, eta: 7:47:45, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.7560, loss: 1.7560 2020-06-27 15:03:56,775 - mmaction - INFO - Epoch [32][600/627] lr: 0.01000, eta: 7:47:32, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.6458, loss: 1.6458 2020-06-27 15:04:09,854 - mmaction - INFO - Epoch [32][620/627] lr: 0.01000, eta: 7:47:19, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.6572, loss: 1.6572 2020-06-27 15:04:34,704 - mmaction - INFO - Epoch [33][20/627] lr: 0.01000, eta: 7:47:05, time: 0.976, data_time: 0.457, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8344, loss_cls: 1.5642, loss: 1.5642 2020-06-27 15:04:46,618 - mmaction - INFO - Epoch [33][40/627] lr: 0.01000, eta: 7:46:49, time: 0.594, data_time: 0.007, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8156, loss_cls: 1.6353, loss: 1.6353 2020-06-27 15:04:59,091 - mmaction - INFO - Epoch [33][60/627] lr: 0.01000, eta: 7:46:35, time: 0.625, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.6023, loss: 1.6023 2020-06-27 15:05:13,297 - mmaction - INFO - Epoch [33][80/627] lr: 0.01000, eta: 7:46:24, time: 0.709, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7844, loss_cls: 1.8861, loss: 1.8861 2020-06-27 15:05:25,871 - mmaction - INFO - Epoch [33][100/627] lr: 0.01000, eta: 7:46:09, time: 0.630, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.7393, loss: 1.7393 2020-06-27 15:05:38,955 - mmaction - INFO - Epoch [33][120/627] lr: 0.01000, eta: 7:45:56, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.7030, loss: 1.7030 2020-06-27 15:05:52,315 - mmaction - INFO - Epoch [33][140/627] lr: 0.01000, eta: 7:45:43, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8719, loss_cls: 1.5476, loss: 1.5476 2020-06-27 15:06:05,050 - mmaction - INFO - Epoch [33][160/627] lr: 0.01000, eta: 7:45:29, time: 0.636, data_time: 0.007, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8125, loss_cls: 1.6743, loss: 1.6743 2020-06-27 15:06:18,622 - mmaction - INFO - Epoch [33][180/627] lr: 0.01000, eta: 7:45:17, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7937, loss_cls: 1.7587, loss: 1.7587 2020-06-27 15:06:31,896 - mmaction - INFO - Epoch [33][200/627] lr: 0.01000, eta: 7:45:04, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8094, loss_cls: 1.6207, loss: 1.6207 2020-06-27 15:06:45,009 - mmaction - INFO - Epoch [33][220/627] lr: 0.01000, eta: 7:44:51, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5531, top5_acc: 0.7688, loss_cls: 1.7921, loss: 1.7921 2020-06-27 15:06:58,180 - mmaction - INFO - Epoch [33][240/627] lr: 0.01000, eta: 7:44:38, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8156, loss_cls: 1.8387, loss: 1.8387 2020-06-27 15:07:11,372 - mmaction - INFO - Epoch [33][260/627] lr: 0.01000, eta: 7:44:25, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.6240, loss: 1.6240 2020-06-27 15:07:25,127 - mmaction - INFO - Epoch [33][280/627] lr: 0.01000, eta: 7:44:13, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8594, loss_cls: 1.3818, loss: 1.3818 2020-06-27 15:07:37,857 - mmaction - INFO - Epoch [33][300/627] lr: 0.01000, eta: 7:43:59, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8406, loss_cls: 1.5313, loss: 1.5313 2020-06-27 15:07:51,197 - mmaction - INFO - Epoch [33][320/627] lr: 0.01000, eta: 7:43:46, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.5178, loss: 1.5178 2020-06-27 15:08:04,671 - mmaction - INFO - Epoch [33][340/627] lr: 0.01000, eta: 7:43:34, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.5594, top5_acc: 0.7937, loss_cls: 1.8361, loss: 1.8361 2020-06-27 15:08:18,046 - mmaction - INFO - Epoch [33][360/627] lr: 0.01000, eta: 7:43:21, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8531, loss_cls: 1.5641, loss: 1.5641 2020-06-27 15:08:30,884 - mmaction - INFO - Epoch [33][380/627] lr: 0.01000, eta: 7:43:07, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4763, loss: 1.4763 2020-06-27 15:08:44,425 - mmaction - INFO - Epoch [33][400/627] lr: 0.01000, eta: 7:42:55, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8313, loss_cls: 1.5522, loss: 1.5522 2020-06-27 15:08:57,476 - mmaction - INFO - Epoch [33][420/627] lr: 0.01000, eta: 7:42:41, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8313, loss_cls: 1.6246, loss: 1.6246 2020-06-27 15:09:11,559 - mmaction - INFO - Epoch [33][440/627] lr: 0.01000, eta: 7:42:30, time: 0.702, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8438, loss_cls: 1.5641, loss: 1.5641 2020-06-27 15:09:24,332 - mmaction - INFO - Epoch [33][460/627] lr: 0.01000, eta: 7:42:16, time: 0.640, data_time: 0.007, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.6345, loss: 1.6345 2020-06-27 15:09:37,489 - mmaction - INFO - Epoch [33][480/627] lr: 0.01000, eta: 7:42:03, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.7832, loss: 1.7832 2020-06-27 15:09:50,660 - mmaction - INFO - Epoch [33][500/627] lr: 0.01000, eta: 7:41:50, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8000, loss_cls: 1.8036, loss: 1.8036 2020-06-27 15:10:04,122 - mmaction - INFO - Epoch [33][520/627] lr: 0.01000, eta: 7:41:37, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8031, loss_cls: 1.7182, loss: 1.7182 2020-06-27 15:10:16,926 - mmaction - INFO - Epoch [33][540/627] lr: 0.01000, eta: 7:41:23, time: 0.639, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8469, loss_cls: 1.6579, loss: 1.6579 2020-06-27 15:10:30,162 - mmaction - INFO - Epoch [33][560/627] lr: 0.01000, eta: 7:41:11, time: 0.665, data_time: 0.008, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8000, loss_cls: 1.8571, loss: 1.8571 2020-06-27 15:10:43,264 - mmaction - INFO - Epoch [33][580/627] lr: 0.01000, eta: 7:40:57, time: 0.655, data_time: 0.004, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.5022, loss: 1.5022 2020-06-27 15:10:56,490 - mmaction - INFO - Epoch [33][600/627] lr: 0.01000, eta: 7:40:44, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.6546, loss: 1.6546 2020-06-27 15:11:09,642 - mmaction - INFO - Epoch [33][620/627] lr: 0.01000, eta: 7:40:31, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8313, loss_cls: 1.6368, loss: 1.6368 2020-06-27 15:14:02,767 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 15:14:03,773 - mmaction - INFO - top1_acc 0.6480 top5_acc 0.8586 2020-06-27 15:14:03,773 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 15:14:03,889 - mmaction - INFO - mean_acc 0.6479 2020-06-27 15:14:03,897 - mmaction - INFO - Epoch [33][627/627] lr: 0.01000, top1_acc: 0.6480, top5_acc: 0.8586, mean_class_accuracy: 0.6479 2020-06-27 15:14:20,759 - mmaction - INFO - Epoch [34][20/627] lr: 0.01000, eta: 7:40:12, time: 0.841, data_time: 0.325, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.7961, loss: 1.7961 2020-06-27 15:14:32,506 - mmaction - INFO - Epoch [34][40/627] lr: 0.01000, eta: 7:39:55, time: 0.586, data_time: 0.006, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8063, loss_cls: 1.6513, loss: 1.6513 2020-06-27 15:14:45,676 - mmaction - INFO - Epoch [34][60/627] lr: 0.01000, eta: 7:39:42, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8344, loss_cls: 1.6226, loss: 1.6226 2020-06-27 15:14:58,704 - mmaction - INFO - Epoch [34][80/627] lr: 0.01000, eta: 7:39:29, time: 0.651, data_time: 0.004, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8344, loss_cls: 1.6228, loss: 1.6228 2020-06-27 15:15:11,833 - mmaction - INFO - Epoch [34][100/627] lr: 0.01000, eta: 7:39:16, time: 0.656, data_time: 0.004, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8344, loss_cls: 1.6057, loss: 1.6057 2020-06-27 15:15:24,975 - mmaction - INFO - Epoch [34][120/627] lr: 0.01000, eta: 7:39:03, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8344, loss_cls: 1.5914, loss: 1.5914 2020-06-27 15:15:38,239 - mmaction - INFO - Epoch [34][140/627] lr: 0.01000, eta: 7:38:50, time: 0.666, data_time: 0.007, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8219, loss_cls: 1.5798, loss: 1.5798 2020-06-27 15:15:51,279 - mmaction - INFO - Epoch [34][160/627] lr: 0.01000, eta: 7:38:36, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.6203, loss: 1.6203 2020-06-27 15:16:04,221 - mmaction - INFO - Epoch [34][180/627] lr: 0.01000, eta: 7:38:23, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8250, loss_cls: 1.5350, loss: 1.5350 2020-06-27 15:16:18,575 - mmaction - INFO - Epoch [34][200/627] lr: 0.01000, eta: 7:38:12, time: 0.716, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.7781, loss_cls: 1.7375, loss: 1.7375 2020-06-27 15:16:31,284 - mmaction - INFO - Epoch [34][220/627] lr: 0.01000, eta: 7:37:58, time: 0.637, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8344, loss_cls: 1.6643, loss: 1.6643 2020-06-27 15:16:44,078 - mmaction - INFO - Epoch [34][240/627] lr: 0.01000, eta: 7:37:44, time: 0.639, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8000, loss_cls: 1.7742, loss: 1.7742 2020-06-27 15:16:58,323 - mmaction - INFO - Epoch [34][260/627] lr: 0.01000, eta: 7:37:33, time: 0.713, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.6128, loss: 1.6128 2020-06-27 15:17:11,012 - mmaction - INFO - Epoch [34][280/627] lr: 0.01000, eta: 7:37:19, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7937, loss_cls: 1.6995, loss: 1.6995 2020-06-27 15:17:24,295 - mmaction - INFO - Epoch [34][300/627] lr: 0.01000, eta: 7:37:06, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.6550, loss: 1.6550 2020-06-27 15:17:37,211 - mmaction - INFO - Epoch [34][320/627] lr: 0.01000, eta: 7:36:53, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4956, loss: 1.4956 2020-06-27 15:17:50,301 - mmaction - INFO - Epoch [34][340/627] lr: 0.01000, eta: 7:36:39, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.7937, loss_cls: 1.7430, loss: 1.7430 2020-06-27 15:18:03,593 - mmaction - INFO - Epoch [34][360/627] lr: 0.01000, eta: 7:36:26, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8000, loss_cls: 1.7286, loss: 1.7286 2020-06-27 15:18:16,795 - mmaction - INFO - Epoch [34][380/627] lr: 0.01000, eta: 7:36:13, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8094, loss_cls: 1.6638, loss: 1.6638 2020-06-27 15:18:30,959 - mmaction - INFO - Epoch [34][400/627] lr: 0.01000, eta: 7:36:02, time: 0.707, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8000, loss_cls: 1.7139, loss: 1.7139 2020-06-27 15:18:43,017 - mmaction - INFO - Epoch [34][420/627] lr: 0.01000, eta: 7:35:47, time: 0.604, data_time: 0.006, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8187, loss_cls: 1.7158, loss: 1.7158 2020-06-27 15:18:56,295 - mmaction - INFO - Epoch [34][440/627] lr: 0.01000, eta: 7:35:34, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8094, loss_cls: 1.6561, loss: 1.6561 2020-06-27 15:19:09,931 - mmaction - INFO - Epoch [34][460/627] lr: 0.01000, eta: 7:35:22, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.7969, loss_cls: 1.6594, loss: 1.6594 2020-06-27 15:19:23,044 - mmaction - INFO - Epoch [34][480/627] lr: 0.01000, eta: 7:35:09, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8219, loss_cls: 1.6830, loss: 1.6830 2020-06-27 15:19:35,979 - mmaction - INFO - Epoch [34][500/627] lr: 0.01000, eta: 7:34:55, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8000, loss_cls: 1.7637, loss: 1.7637 2020-06-27 15:19:49,143 - mmaction - INFO - Epoch [34][520/627] lr: 0.01000, eta: 7:34:42, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7969, loss_cls: 1.7766, loss: 1.7766 2020-06-27 15:20:02,022 - mmaction - INFO - Epoch [34][540/627] lr: 0.01000, eta: 7:34:28, time: 0.647, data_time: 0.007, memory: 7028, top1_acc: 0.6094, top5_acc: 0.7906, loss_cls: 1.6497, loss: 1.6497 2020-06-27 15:20:15,237 - mmaction - INFO - Epoch [34][560/627] lr: 0.01000, eta: 7:34:15, time: 0.658, data_time: 0.004, memory: 7028, top1_acc: 0.5594, top5_acc: 0.8344, loss_cls: 1.7899, loss: 1.7899 2020-06-27 15:20:28,694 - mmaction - INFO - Epoch [34][580/627] lr: 0.01000, eta: 7:34:03, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8219, loss_cls: 1.7768, loss: 1.7768 2020-06-27 15:20:42,015 - mmaction - INFO - Epoch [34][600/627] lr: 0.01000, eta: 7:33:50, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8187, loss_cls: 1.5831, loss: 1.5831 2020-06-27 15:20:55,154 - mmaction - INFO - Epoch [34][620/627] lr: 0.01000, eta: 7:33:37, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8344, loss_cls: 1.5693, loss: 1.5693 2020-06-27 15:21:18,944 - mmaction - INFO - Epoch [35][20/627] lr: 0.01000, eta: 7:33:19, time: 0.899, data_time: 0.355, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.5714, loss: 1.5714 2020-06-27 15:21:31,009 - mmaction - INFO - Epoch [35][40/627] lr: 0.01000, eta: 7:33:04, time: 0.603, data_time: 0.007, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.5460, loss: 1.5460 2020-06-27 15:21:43,330 - mmaction - INFO - Epoch [35][60/627] lr: 0.01000, eta: 7:32:49, time: 0.615, data_time: 0.004, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5387, loss: 1.5387 2020-06-27 15:21:56,479 - mmaction - INFO - Epoch [35][80/627] lr: 0.01000, eta: 7:32:36, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8250, loss_cls: 1.6558, loss: 1.6558 2020-06-27 15:22:10,103 - mmaction - INFO - Epoch [35][100/627] lr: 0.01000, eta: 7:32:24, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8531, loss_cls: 1.4949, loss: 1.4949 2020-06-27 15:22:22,905 - mmaction - INFO - Epoch [35][120/627] lr: 0.01000, eta: 7:32:10, time: 0.639, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8281, loss_cls: 1.6454, loss: 1.6454 2020-06-27 15:22:36,613 - mmaction - INFO - Epoch [35][140/627] lr: 0.01000, eta: 7:31:58, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.5190, loss: 1.5190 2020-06-27 15:22:50,246 - mmaction - INFO - Epoch [35][160/627] lr: 0.01000, eta: 7:31:46, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7937, loss_cls: 1.8484, loss: 1.8484 2020-06-27 15:23:03,946 - mmaction - INFO - Epoch [35][180/627] lr: 0.01000, eta: 7:31:34, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.5735, loss: 1.5735 2020-06-27 15:23:16,311 - mmaction - INFO - Epoch [35][200/627] lr: 0.01000, eta: 7:31:19, time: 0.617, data_time: 0.007, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8125, loss_cls: 1.7233, loss: 1.7233 2020-06-27 15:23:29,564 - mmaction - INFO - Epoch [35][220/627] lr: 0.01000, eta: 7:31:06, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8219, loss_cls: 1.6708, loss: 1.6708 2020-06-27 15:23:42,744 - mmaction - INFO - Epoch [35][240/627] lr: 0.01000, eta: 7:30:53, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8438, loss_cls: 1.6532, loss: 1.6532 2020-06-27 15:23:55,758 - mmaction - INFO - Epoch [35][260/627] lr: 0.01000, eta: 7:30:40, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8281, loss_cls: 1.6924, loss: 1.6924 2020-06-27 15:24:09,192 - mmaction - INFO - Epoch [35][280/627] lr: 0.01000, eta: 7:30:27, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8344, loss_cls: 1.5692, loss: 1.5692 2020-06-27 15:24:22,192 - mmaction - INFO - Epoch [35][300/627] lr: 0.01000, eta: 7:30:14, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8250, loss_cls: 1.5157, loss: 1.5157 2020-06-27 15:24:35,909 - mmaction - INFO - Epoch [35][320/627] lr: 0.01000, eta: 7:30:01, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.5625, top5_acc: 0.8219, loss_cls: 1.8107, loss: 1.8107 2020-06-27 15:24:49,590 - mmaction - INFO - Epoch [35][340/627] lr: 0.01000, eta: 7:29:49, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4417, loss: 1.4417 2020-06-27 15:25:02,234 - mmaction - INFO - Epoch [35][360/627] lr: 0.01000, eta: 7:29:35, time: 0.629, data_time: 0.004, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.5950, loss: 1.5950 2020-06-27 15:25:15,311 - mmaction - INFO - Epoch [35][380/627] lr: 0.01000, eta: 7:29:22, time: 0.657, data_time: 0.007, memory: 7028, top1_acc: 0.5781, top5_acc: 0.8375, loss_cls: 1.6588, loss: 1.6588 2020-06-27 15:25:28,383 - mmaction - INFO - Epoch [35][400/627] lr: 0.01000, eta: 7:29:09, time: 0.652, data_time: 0.004, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8344, loss_cls: 1.5593, loss: 1.5593 2020-06-27 15:25:41,597 - mmaction - INFO - Epoch [35][420/627] lr: 0.01000, eta: 7:28:56, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8281, loss_cls: 1.6112, loss: 1.6112 2020-06-27 15:25:55,093 - mmaction - INFO - Epoch [35][440/627] lr: 0.01000, eta: 7:28:43, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8125, loss_cls: 1.6618, loss: 1.6618 2020-06-27 15:26:08,114 - mmaction - INFO - Epoch [35][460/627] lr: 0.01000, eta: 7:28:30, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8031, loss_cls: 1.6837, loss: 1.6837 2020-06-27 15:26:22,465 - mmaction - INFO - Epoch [35][480/627] lr: 0.01000, eta: 7:28:19, time: 0.715, data_time: 0.006, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8187, loss_cls: 1.5580, loss: 1.5580 2020-06-27 15:26:35,681 - mmaction - INFO - Epoch [35][500/627] lr: 0.01000, eta: 7:28:06, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.8422, loss: 1.8422 2020-06-27 15:26:48,396 - mmaction - INFO - Epoch [35][520/627] lr: 0.01000, eta: 7:27:52, time: 0.634, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6793, loss: 1.6793 2020-06-27 15:27:01,441 - mmaction - INFO - Epoch [35][540/627] lr: 0.01000, eta: 7:27:38, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.6321, loss: 1.6321 2020-06-27 15:27:14,652 - mmaction - INFO - Epoch [35][560/627] lr: 0.01000, eta: 7:27:25, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8438, loss_cls: 1.5135, loss: 1.5135 2020-06-27 15:27:27,877 - mmaction - INFO - Epoch [35][580/627] lr: 0.01000, eta: 7:27:12, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7906, loss_cls: 1.7141, loss: 1.7141 2020-06-27 15:27:41,270 - mmaction - INFO - Epoch [35][600/627] lr: 0.01000, eta: 7:27:00, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7906, loss_cls: 1.7943, loss: 1.7943 2020-06-27 15:27:54,066 - mmaction - INFO - Epoch [35][620/627] lr: 0.01000, eta: 7:26:46, time: 0.642, data_time: 0.006, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.7517, loss: 1.7517 2020-06-27 15:28:16,822 - mmaction - INFO - Epoch [36][20/627] lr: 0.01000, eta: 7:26:27, time: 0.856, data_time: 0.339, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8125, loss_cls: 1.5555, loss: 1.5555 2020-06-27 15:28:29,498 - mmaction - INFO - Epoch [36][40/627] lr: 0.01000, eta: 7:26:13, time: 0.631, data_time: 0.008, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8250, loss_cls: 1.6661, loss: 1.6661 2020-06-27 15:28:42,298 - mmaction - INFO - Epoch [36][60/627] lr: 0.01000, eta: 7:25:59, time: 0.643, data_time: 0.007, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8125, loss_cls: 1.5504, loss: 1.5504 2020-06-27 15:28:55,703 - mmaction - INFO - Epoch [36][80/627] lr: 0.01000, eta: 7:25:46, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8250, loss_cls: 1.5421, loss: 1.5421 2020-06-27 15:29:08,949 - mmaction - INFO - Epoch [36][100/627] lr: 0.01000, eta: 7:25:33, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.7173, loss: 1.7173 2020-06-27 15:29:21,648 - mmaction - INFO - Epoch [36][120/627] lr: 0.01000, eta: 7:25:19, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8063, loss_cls: 1.7632, loss: 1.7632 2020-06-27 15:29:34,768 - mmaction - INFO - Epoch [36][140/627] lr: 0.01000, eta: 7:25:06, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8156, loss_cls: 1.5347, loss: 1.5347 2020-06-27 15:29:48,052 - mmaction - INFO - Epoch [36][160/627] lr: 0.01000, eta: 7:24:53, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8281, loss_cls: 1.6946, loss: 1.6946 2020-06-27 15:30:01,972 - mmaction - INFO - Epoch [36][180/627] lr: 0.01000, eta: 7:24:42, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8719, loss_cls: 1.4808, loss: 1.4808 2020-06-27 15:30:14,277 - mmaction - INFO - Epoch [36][200/627] lr: 0.01000, eta: 7:24:27, time: 0.614, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.6239, loss: 1.6239 2020-06-27 15:30:27,367 - mmaction - INFO - Epoch [36][220/627] lr: 0.01000, eta: 7:24:14, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8156, loss_cls: 1.6334, loss: 1.6334 2020-06-27 15:30:40,698 - mmaction - INFO - Epoch [36][240/627] lr: 0.01000, eta: 7:24:01, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8156, loss_cls: 1.7610, loss: 1.7610 2020-06-27 15:30:54,596 - mmaction - INFO - Epoch [36][260/627] lr: 0.01000, eta: 7:23:49, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8156, loss_cls: 1.6533, loss: 1.6533 2020-06-27 15:31:07,326 - mmaction - INFO - Epoch [36][280/627] lr: 0.01000, eta: 7:23:35, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.6356, loss: 1.6356 2020-06-27 15:31:20,939 - mmaction - INFO - Epoch [36][300/627] lr: 0.01000, eta: 7:23:23, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.5114, loss: 1.5114 2020-06-27 15:31:33,807 - mmaction - INFO - Epoch [36][320/627] lr: 0.01000, eta: 7:23:09, time: 0.642, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8438, loss_cls: 1.5008, loss: 1.5008 2020-06-27 15:31:46,819 - mmaction - INFO - Epoch [36][340/627] lr: 0.01000, eta: 7:22:56, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8344, loss_cls: 1.6138, loss: 1.6138 2020-06-27 15:32:00,049 - mmaction - INFO - Epoch [36][360/627] lr: 0.01000, eta: 7:22:43, time: 0.662, data_time: 0.003, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8406, loss_cls: 1.5974, loss: 1.5974 2020-06-27 15:32:13,492 - mmaction - INFO - Epoch [36][380/627] lr: 0.01000, eta: 7:22:30, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8594, loss_cls: 1.4712, loss: 1.4712 2020-06-27 15:32:26,594 - mmaction - INFO - Epoch [36][400/627] lr: 0.01000, eta: 7:22:17, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5648, loss: 1.5648 2020-06-27 15:32:39,532 - mmaction - INFO - Epoch [36][420/627] lr: 0.01000, eta: 7:22:03, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8406, loss_cls: 1.6395, loss: 1.6395 2020-06-27 15:32:52,688 - mmaction - INFO - Epoch [36][440/627] lr: 0.01000, eta: 7:21:50, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8094, loss_cls: 1.6201, loss: 1.6201 2020-06-27 15:33:05,947 - mmaction - INFO - Epoch [36][460/627] lr: 0.01000, eta: 7:21:37, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8531, loss_cls: 1.4573, loss: 1.4573 2020-06-27 15:33:19,069 - mmaction - INFO - Epoch [36][480/627] lr: 0.01000, eta: 7:21:24, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8313, loss_cls: 1.6540, loss: 1.6540 2020-06-27 15:33:32,125 - mmaction - INFO - Epoch [36][500/627] lr: 0.01000, eta: 7:21:11, time: 0.654, data_time: 0.003, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5895, loss: 1.5895 2020-06-27 15:33:45,596 - mmaction - INFO - Epoch [36][520/627] lr: 0.01000, eta: 7:20:58, time: 0.671, data_time: 0.004, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8313, loss_cls: 1.6807, loss: 1.6807 2020-06-27 15:33:58,629 - mmaction - INFO - Epoch [36][540/627] lr: 0.01000, eta: 7:20:45, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.8456, loss: 1.8456 2020-06-27 15:34:11,527 - mmaction - INFO - Epoch [36][560/627] lr: 0.01000, eta: 7:20:31, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.7006, loss: 1.7006 2020-06-27 15:34:24,713 - mmaction - INFO - Epoch [36][580/627] lr: 0.01000, eta: 7:20:18, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.7937, loss_cls: 1.6450, loss: 1.6450 2020-06-27 15:34:37,944 - mmaction - INFO - Epoch [36][600/627] lr: 0.01000, eta: 7:20:05, time: 0.659, data_time: 0.004, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.7732, loss: 1.7732 2020-06-27 15:34:51,146 - mmaction - INFO - Epoch [36][620/627] lr: 0.01000, eta: 7:19:52, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.5531, top5_acc: 0.8219, loss_cls: 1.7588, loss: 1.7588 2020-06-27 15:37:46,062 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 15:37:47,070 - mmaction - INFO - top1_acc 0.6302 top5_acc 0.8448 2020-06-27 15:37:47,070 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 15:37:47,132 - mmaction - INFO - mean_acc 0.6300 2020-06-27 15:37:47,140 - mmaction - INFO - Epoch [36][627/627] lr: 0.01000, top1_acc: 0.6302, top5_acc: 0.8448, mean_class_accuracy: 0.6300 2020-06-27 15:38:03,825 - mmaction - INFO - Epoch [37][20/627] lr: 0.01000, eta: 7:19:32, time: 0.832, data_time: 0.311, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.4797, loss: 1.4797 2020-06-27 15:38:15,175 - mmaction - INFO - Epoch [37][40/627] lr: 0.01000, eta: 7:19:16, time: 0.567, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.4911, loss: 1.4911 2020-06-27 15:38:27,884 - mmaction - INFO - Epoch [37][60/627] lr: 0.01000, eta: 7:19:02, time: 0.636, data_time: 0.004, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8031, loss_cls: 1.6978, loss: 1.6978 2020-06-27 15:38:40,794 - mmaction - INFO - Epoch [37][80/627] lr: 0.01000, eta: 7:18:48, time: 0.645, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.6065, loss: 1.6065 2020-06-27 15:38:54,155 - mmaction - INFO - Epoch [37][100/627] lr: 0.01000, eta: 7:18:36, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4986, loss: 1.4986 2020-06-27 15:39:06,716 - mmaction - INFO - Epoch [37][120/627] lr: 0.01000, eta: 7:18:21, time: 0.626, data_time: 0.004, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.6688, loss: 1.6688 2020-06-27 15:39:20,390 - mmaction - INFO - Epoch [37][140/627] lr: 0.01000, eta: 7:18:09, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.6705, loss: 1.6705 2020-06-27 15:39:33,186 - mmaction - INFO - Epoch [37][160/627] lr: 0.01000, eta: 7:17:55, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8406, loss_cls: 1.4905, loss: 1.4905 2020-06-27 15:39:46,141 - mmaction - INFO - Epoch [37][180/627] lr: 0.01000, eta: 7:17:42, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8187, loss_cls: 1.5256, loss: 1.5256 2020-06-27 15:39:59,582 - mmaction - INFO - Epoch [37][200/627] lr: 0.01000, eta: 7:17:29, time: 0.673, data_time: 0.008, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.5604, loss: 1.5604 2020-06-27 15:40:12,607 - mmaction - INFO - Epoch [37][220/627] lr: 0.01000, eta: 7:17:16, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.3797, loss: 1.3797 2020-06-27 15:40:26,186 - mmaction - INFO - Epoch [37][240/627] lr: 0.01000, eta: 7:17:03, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.7875, loss_cls: 1.7275, loss: 1.7275 2020-06-27 15:40:39,216 - mmaction - INFO - Epoch [37][260/627] lr: 0.01000, eta: 7:16:50, time: 0.652, data_time: 0.003, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8375, loss_cls: 1.5141, loss: 1.5141 2020-06-27 15:40:53,484 - mmaction - INFO - Epoch [37][280/627] lr: 0.01000, eta: 7:16:39, time: 0.711, data_time: 0.004, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8219, loss_cls: 1.6165, loss: 1.6165 2020-06-27 15:41:06,135 - mmaction - INFO - Epoch [37][300/627] lr: 0.01000, eta: 7:16:25, time: 0.634, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8187, loss_cls: 1.5906, loss: 1.5906 2020-06-27 15:41:19,309 - mmaction - INFO - Epoch [37][320/627] lr: 0.01000, eta: 7:16:12, time: 0.657, data_time: 0.004, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.7573, loss: 1.7573 2020-06-27 15:41:32,414 - mmaction - INFO - Epoch [37][340/627] lr: 0.01000, eta: 7:15:59, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5428, loss: 1.5428 2020-06-27 15:41:45,546 - mmaction - INFO - Epoch [37][360/627] lr: 0.01000, eta: 7:15:45, time: 0.656, data_time: 0.004, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8063, loss_cls: 1.6925, loss: 1.6925 2020-06-27 15:41:58,768 - mmaction - INFO - Epoch [37][380/627] lr: 0.01000, eta: 7:15:32, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8281, loss_cls: 1.6431, loss: 1.6431 2020-06-27 15:42:12,120 - mmaction - INFO - Epoch [37][400/627] lr: 0.01000, eta: 7:15:20, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3974, loss: 1.3974 2020-06-27 15:42:25,496 - mmaction - INFO - Epoch [37][420/627] lr: 0.01000, eta: 7:15:07, time: 0.667, data_time: 0.007, memory: 7028, top1_acc: 0.5906, top5_acc: 0.7937, loss_cls: 1.7362, loss: 1.7362 2020-06-27 15:42:38,496 - mmaction - INFO - Epoch [37][440/627] lr: 0.01000, eta: 7:14:53, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.5470, loss: 1.5470 2020-06-27 15:42:51,841 - mmaction - INFO - Epoch [37][460/627] lr: 0.01000, eta: 7:14:41, time: 0.664, data_time: 0.004, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.4165, loss: 1.4165 2020-06-27 15:43:05,005 - mmaction - INFO - Epoch [37][480/627] lr: 0.01000, eta: 7:14:27, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8063, loss_cls: 1.6977, loss: 1.6977 2020-06-27 15:43:17,949 - mmaction - INFO - Epoch [37][500/627] lr: 0.01000, eta: 7:14:14, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.7054, loss: 1.7054 2020-06-27 15:43:31,595 - mmaction - INFO - Epoch [37][520/627] lr: 0.01000, eta: 7:14:02, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7906, loss_cls: 1.7887, loss: 1.7887 2020-06-27 15:43:44,619 - mmaction - INFO - Epoch [37][540/627] lr: 0.01000, eta: 7:13:48, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8031, loss_cls: 1.7170, loss: 1.7170 2020-06-27 15:43:57,859 - mmaction - INFO - Epoch [37][560/627] lr: 0.01000, eta: 7:13:35, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8000, loss_cls: 1.7100, loss: 1.7100 2020-06-27 15:44:11,181 - mmaction - INFO - Epoch [37][580/627] lr: 0.01000, eta: 7:13:22, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8281, loss_cls: 1.8385, loss: 1.8385 2020-06-27 15:44:24,607 - mmaction - INFO - Epoch [37][600/627] lr: 0.01000, eta: 7:13:10, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.5781, top5_acc: 0.7937, loss_cls: 1.7366, loss: 1.7366 2020-06-27 15:44:37,671 - mmaction - INFO - Epoch [37][620/627] lr: 0.01000, eta: 7:12:56, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.5469, top5_acc: 0.8125, loss_cls: 1.8388, loss: 1.8388 2020-06-27 15:45:00,478 - mmaction - INFO - Epoch [38][20/627] lr: 0.01000, eta: 7:12:39, time: 0.885, data_time: 0.372, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8094, loss_cls: 1.6308, loss: 1.6308 2020-06-27 15:45:12,955 - mmaction - INFO - Epoch [38][40/627] lr: 0.01000, eta: 7:12:24, time: 0.623, data_time: 0.007, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8281, loss_cls: 1.5083, loss: 1.5083 2020-06-27 15:45:25,837 - mmaction - INFO - Epoch [38][60/627] lr: 0.01000, eta: 7:12:11, time: 0.646, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8594, loss_cls: 1.4678, loss: 1.4678 2020-06-27 15:45:39,687 - mmaction - INFO - Epoch [38][80/627] lr: 0.01000, eta: 7:11:59, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.6713, loss: 1.6713 2020-06-27 15:45:53,062 - mmaction - INFO - Epoch [38][100/627] lr: 0.01000, eta: 7:11:46, time: 0.668, data_time: 0.008, memory: 7028, top1_acc: 0.6219, top5_acc: 0.7969, loss_cls: 1.6815, loss: 1.6815 2020-06-27 15:46:06,087 - mmaction - INFO - Epoch [38][120/627] lr: 0.01000, eta: 7:11:33, time: 0.653, data_time: 0.007, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8438, loss_cls: 1.5342, loss: 1.5342 2020-06-27 15:46:19,698 - mmaction - INFO - Epoch [38][140/627] lr: 0.01000, eta: 7:11:20, time: 0.679, data_time: 0.002, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8656, loss_cls: 1.4505, loss: 1.4505 2020-06-27 15:46:32,684 - mmaction - INFO - Epoch [38][160/627] lr: 0.01000, eta: 7:11:07, time: 0.651, data_time: 0.007, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8281, loss_cls: 1.5275, loss: 1.5275 2020-06-27 15:46:46,396 - mmaction - INFO - Epoch [38][180/627] lr: 0.01000, eta: 7:10:55, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8313, loss_cls: 1.5680, loss: 1.5680 2020-06-27 15:46:59,334 - mmaction - INFO - Epoch [38][200/627] lr: 0.01000, eta: 7:10:41, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8187, loss_cls: 1.5941, loss: 1.5941 2020-06-27 15:47:12,422 - mmaction - INFO - Epoch [38][220/627] lr: 0.01000, eta: 7:10:28, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8156, loss_cls: 1.5455, loss: 1.5455 2020-06-27 15:47:25,620 - mmaction - INFO - Epoch [38][240/627] lr: 0.01000, eta: 7:10:15, time: 0.661, data_time: 0.004, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8531, loss_cls: 1.5350, loss: 1.5350 2020-06-27 15:47:38,753 - mmaction - INFO - Epoch [38][260/627] lr: 0.01000, eta: 7:10:02, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8094, loss_cls: 1.6207, loss: 1.6207 2020-06-27 15:47:52,357 - mmaction - INFO - Epoch [38][280/627] lr: 0.01000, eta: 7:09:49, time: 0.682, data_time: 0.007, memory: 7028, top1_acc: 0.5406, top5_acc: 0.8125, loss_cls: 1.7422, loss: 1.7422 2020-06-27 15:48:05,395 - mmaction - INFO - Epoch [38][300/627] lr: 0.01000, eta: 7:09:36, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8031, loss_cls: 1.6538, loss: 1.6538 2020-06-27 15:48:18,352 - mmaction - INFO - Epoch [38][320/627] lr: 0.01000, eta: 7:09:22, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.5166, loss: 1.5166 2020-06-27 15:48:31,994 - mmaction - INFO - Epoch [38][340/627] lr: 0.01000, eta: 7:09:10, time: 0.681, data_time: 0.007, memory: 7028, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.7874, loss: 1.7874 2020-06-27 15:48:45,292 - mmaction - INFO - Epoch [38][360/627] lr: 0.01000, eta: 7:08:57, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8125, loss_cls: 1.5719, loss: 1.5719 2020-06-27 15:48:58,559 - mmaction - INFO - Epoch [38][380/627] lr: 0.01000, eta: 7:08:44, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.5661, loss: 1.5661 2020-06-27 15:49:11,745 - mmaction - INFO - Epoch [38][400/627] lr: 0.01000, eta: 7:08:31, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8187, loss_cls: 1.6066, loss: 1.6066 2020-06-27 15:49:24,973 - mmaction - INFO - Epoch [38][420/627] lr: 0.01000, eta: 7:08:18, time: 0.659, data_time: 0.004, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4982, loss: 1.4982 2020-06-27 15:49:38,794 - mmaction - INFO - Epoch [38][440/627] lr: 0.01000, eta: 7:08:06, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.5463, loss: 1.5463 2020-06-27 15:49:52,314 - mmaction - INFO - Epoch [38][460/627] lr: 0.01000, eta: 7:07:53, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.7696, loss: 1.7696 2020-06-27 15:50:05,017 - mmaction - INFO - Epoch [38][480/627] lr: 0.01000, eta: 7:07:40, time: 0.636, data_time: 0.006, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.4695, loss: 1.4695 2020-06-27 15:50:18,813 - mmaction - INFO - Epoch [38][500/627] lr: 0.01000, eta: 7:07:27, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8313, loss_cls: 1.6447, loss: 1.6447 2020-06-27 15:50:31,816 - mmaction - INFO - Epoch [38][520/627] lr: 0.01000, eta: 7:07:14, time: 0.651, data_time: 0.003, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8750, loss_cls: 1.3583, loss: 1.3583 2020-06-27 15:50:44,946 - mmaction - INFO - Epoch [38][540/627] lr: 0.01000, eta: 7:07:01, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.5334, loss: 1.5334 2020-06-27 15:50:58,025 - mmaction - INFO - Epoch [38][560/627] lr: 0.01000, eta: 7:06:48, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8219, loss_cls: 1.6136, loss: 1.6136 2020-06-27 15:51:11,769 - mmaction - INFO - Epoch [38][580/627] lr: 0.01000, eta: 7:06:35, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8219, loss_cls: 1.5719, loss: 1.5719 2020-06-27 15:51:24,972 - mmaction - INFO - Epoch [38][600/627] lr: 0.01000, eta: 7:06:22, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8156, loss_cls: 1.6402, loss: 1.6402 2020-06-27 15:51:38,030 - mmaction - INFO - Epoch [38][620/627] lr: 0.01000, eta: 7:06:09, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.5813, top5_acc: 0.8344, loss_cls: 1.6043, loss: 1.6043 2020-06-27 15:52:02,419 - mmaction - INFO - Epoch [39][20/627] lr: 0.01000, eta: 7:05:52, time: 0.921, data_time: 0.399, memory: 7028, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7272, loss: 1.7272 2020-06-27 15:52:14,660 - mmaction - INFO - Epoch [39][40/627] lr: 0.01000, eta: 7:05:38, time: 0.610, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8063, loss_cls: 1.7191, loss: 1.7191 2020-06-27 15:52:27,401 - mmaction - INFO - Epoch [39][60/627] lr: 0.01000, eta: 7:05:24, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8219, loss_cls: 1.6053, loss: 1.6053 2020-06-27 15:52:40,603 - mmaction - INFO - Epoch [39][80/627] lr: 0.01000, eta: 7:05:11, time: 0.659, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8500, loss_cls: 1.4574, loss: 1.4574 2020-06-27 15:52:53,708 - mmaction - INFO - Epoch [39][100/627] lr: 0.01000, eta: 7:04:58, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.7368, loss: 1.7368 2020-06-27 15:53:07,662 - mmaction - INFO - Epoch [39][120/627] lr: 0.01000, eta: 7:04:46, time: 0.698, data_time: 0.007, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8406, loss_cls: 1.4730, loss: 1.4730 2020-06-27 15:53:20,832 - mmaction - INFO - Epoch [39][140/627] lr: 0.01000, eta: 7:04:33, time: 0.659, data_time: 0.004, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8219, loss_cls: 1.6556, loss: 1.6556 2020-06-27 15:53:33,896 - mmaction - INFO - Epoch [39][160/627] lr: 0.01000, eta: 7:04:19, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8594, loss_cls: 1.4320, loss: 1.4320 2020-06-27 15:53:47,461 - mmaction - INFO - Epoch [39][180/627] lr: 0.01000, eta: 7:04:07, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8187, loss_cls: 1.7083, loss: 1.7083 2020-06-27 15:54:01,032 - mmaction - INFO - Epoch [39][200/627] lr: 0.01000, eta: 7:03:54, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8406, loss_cls: 1.5404, loss: 1.5404 2020-06-27 15:54:14,046 - mmaction - INFO - Epoch [39][220/627] lr: 0.01000, eta: 7:03:41, time: 0.650, data_time: 0.004, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.7558, loss: 1.7558 2020-06-27 15:54:27,015 - mmaction - INFO - Epoch [39][240/627] lr: 0.01000, eta: 7:03:27, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.6156, top5_acc: 0.8313, loss_cls: 1.5478, loss: 1.5478 2020-06-27 15:54:40,550 - mmaction - INFO - Epoch [39][260/627] lr: 0.01000, eta: 7:03:15, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.5938, top5_acc: 0.7875, loss_cls: 1.7518, loss: 1.7518 2020-06-27 15:54:53,964 - mmaction - INFO - Epoch [39][280/627] lr: 0.01000, eta: 7:03:02, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.5339, loss: 1.5339 2020-06-27 15:55:07,112 - mmaction - INFO - Epoch [39][300/627] lr: 0.01000, eta: 7:02:49, time: 0.660, data_time: 0.007, memory: 7028, top1_acc: 0.5750, top5_acc: 0.7969, loss_cls: 1.7414, loss: 1.7414 2020-06-27 15:55:20,752 - mmaction - INFO - Epoch [39][320/627] lr: 0.01000, eta: 7:02:37, time: 0.682, data_time: 0.003, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.6892, loss: 1.6892 2020-06-27 15:55:33,759 - mmaction - INFO - Epoch [39][340/627] lr: 0.01000, eta: 7:02:23, time: 0.651, data_time: 0.003, memory: 7028, top1_acc: 0.5969, top5_acc: 0.7937, loss_cls: 1.7070, loss: 1.7070 2020-06-27 15:55:47,906 - mmaction - INFO - Epoch [39][360/627] lr: 0.01000, eta: 7:02:12, time: 0.705, data_time: 0.004, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8406, loss_cls: 1.5369, loss: 1.5369 2020-06-27 15:56:00,912 - mmaction - INFO - Epoch [39][380/627] lr: 0.01000, eta: 7:01:58, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8219, loss_cls: 1.6692, loss: 1.6692 2020-06-27 15:56:14,017 - mmaction - INFO - Epoch [39][400/627] lr: 0.01000, eta: 7:01:45, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.5138, loss: 1.5138 2020-06-27 15:56:27,750 - mmaction - INFO - Epoch [39][420/627] lr: 0.01000, eta: 7:01:33, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.6294, loss: 1.6294 2020-06-27 15:56:41,190 - mmaction - INFO - Epoch [39][440/627] lr: 0.01000, eta: 7:01:20, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8125, loss_cls: 1.6001, loss: 1.6001 2020-06-27 15:56:54,448 - mmaction - INFO - Epoch [39][460/627] lr: 0.01000, eta: 7:01:07, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.5278, loss: 1.5278 2020-06-27 15:57:07,812 - mmaction - INFO - Epoch [39][480/627] lr: 0.01000, eta: 7:00:54, time: 0.667, data_time: 0.007, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8375, loss_cls: 1.4716, loss: 1.4716 2020-06-27 15:57:21,039 - mmaction - INFO - Epoch [39][500/627] lr: 0.01000, eta: 7:00:41, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.5875, top5_acc: 0.7969, loss_cls: 1.7578, loss: 1.7578 2020-06-27 15:57:33,971 - mmaction - INFO - Epoch [39][520/627] lr: 0.01000, eta: 7:00:28, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.5719, top5_acc: 0.8063, loss_cls: 1.7774, loss: 1.7774 2020-06-27 15:57:47,473 - mmaction - INFO - Epoch [39][540/627] lr: 0.01000, eta: 7:00:15, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8406, loss_cls: 1.5156, loss: 1.5156 2020-06-27 15:58:01,020 - mmaction - INFO - Epoch [39][560/627] lr: 0.01000, eta: 7:00:03, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.8236, loss: 1.8236 2020-06-27 15:58:14,272 - mmaction - INFO - Epoch [39][580/627] lr: 0.01000, eta: 6:59:50, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8219, loss_cls: 1.6160, loss: 1.6160 2020-06-27 15:58:27,120 - mmaction - INFO - Epoch [39][600/627] lr: 0.01000, eta: 6:59:36, time: 0.644, data_time: 0.008, memory: 7028, top1_acc: 0.5500, top5_acc: 0.8187, loss_cls: 1.7707, loss: 1.7707 2020-06-27 15:58:40,539 - mmaction - INFO - Epoch [39][620/627] lr: 0.01000, eta: 6:59:23, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8125, loss_cls: 1.6739, loss: 1.6739 2020-06-27 16:01:35,271 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 16:01:36,420 - mmaction - INFO - top1_acc 0.6498 top5_acc 0.8573 2020-06-27 16:01:36,420 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 16:01:36,523 - mmaction - INFO - mean_acc 0.6497 2020-06-27 16:01:36,566 - mmaction - INFO - Epoch [39][627/627] lr: 0.01000, top1_acc: 0.6498, top5_acc: 0.8573, mean_class_accuracy: 0.6497 2020-06-27 16:01:56,207 - mmaction - INFO - Epoch [40][20/627] lr: 0.01000, eta: 6:59:08, time: 0.974, data_time: 0.444, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.4554, loss: 1.4554 2020-06-27 16:02:08,028 - mmaction - INFO - Epoch [40][40/627] lr: 0.01000, eta: 6:58:53, time: 0.593, data_time: 0.010, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8406, loss_cls: 1.4596, loss: 1.4596 2020-06-27 16:02:20,960 - mmaction - INFO - Epoch [40][60/627] lr: 0.01000, eta: 6:58:40, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4711, loss: 1.4711 2020-06-27 16:02:34,424 - mmaction - INFO - Epoch [40][80/627] lr: 0.01000, eta: 6:58:27, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.5469, top5_acc: 0.7844, loss_cls: 1.9296, loss: 1.9296 2020-06-27 16:02:47,718 - mmaction - INFO - Epoch [40][100/627] lr: 0.01000, eta: 6:58:14, time: 0.664, data_time: 0.004, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.4878, loss: 1.4878 2020-06-27 16:03:00,833 - mmaction - INFO - Epoch [40][120/627] lr: 0.01000, eta: 6:58:01, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6000, top5_acc: 0.7937, loss_cls: 1.7099, loss: 1.7099 2020-06-27 16:03:14,001 - mmaction - INFO - Epoch [40][140/627] lr: 0.01000, eta: 6:57:48, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8250, loss_cls: 1.5922, loss: 1.5922 2020-06-27 16:03:27,301 - mmaction - INFO - Epoch [40][160/627] lr: 0.01000, eta: 6:57:35, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.7295, loss: 1.7295 2020-06-27 16:03:40,584 - mmaction - INFO - Epoch [40][180/627] lr: 0.01000, eta: 6:57:22, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.5155, loss: 1.5155 2020-06-27 16:03:53,854 - mmaction - INFO - Epoch [40][200/627] lr: 0.01000, eta: 6:57:09, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8313, loss_cls: 1.5744, loss: 1.5744 2020-06-27 16:04:07,573 - mmaction - INFO - Epoch [40][220/627] lr: 0.01000, eta: 6:56:56, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.6094, top5_acc: 0.8438, loss_cls: 1.5205, loss: 1.5205 2020-06-27 16:04:20,272 - mmaction - INFO - Epoch [40][240/627] lr: 0.01000, eta: 6:56:43, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.5219, top5_acc: 0.8031, loss_cls: 1.8911, loss: 1.8911 2020-06-27 16:04:33,858 - mmaction - INFO - Epoch [40][260/627] lr: 0.01000, eta: 6:56:30, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.5969, top5_acc: 0.8219, loss_cls: 1.6556, loss: 1.6556 2020-06-27 16:04:47,124 - mmaction - INFO - Epoch [40][280/627] lr: 0.01000, eta: 6:56:17, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3975, loss: 1.3975 2020-06-27 16:05:01,027 - mmaction - INFO - Epoch [40][300/627] lr: 0.01000, eta: 6:56:05, time: 0.696, data_time: 0.006, memory: 7028, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.6009, loss: 1.6009 2020-06-27 16:05:14,386 - mmaction - INFO - Epoch [40][320/627] lr: 0.01000, eta: 6:55:52, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8406, loss_cls: 1.5527, loss: 1.5527 2020-06-27 16:05:28,556 - mmaction - INFO - Epoch [40][340/627] lr: 0.01000, eta: 6:55:41, time: 0.711, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8469, loss_cls: 1.4715, loss: 1.4715 2020-06-27 16:05:41,200 - mmaction - INFO - Epoch [40][360/627] lr: 0.01000, eta: 6:55:27, time: 0.631, data_time: 0.006, memory: 7028, top1_acc: 0.5656, top5_acc: 0.8125, loss_cls: 1.7057, loss: 1.7057 2020-06-27 16:05:55,261 - mmaction - INFO - Epoch [40][380/627] lr: 0.01000, eta: 6:55:15, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8187, loss_cls: 1.6667, loss: 1.6667 2020-06-27 16:06:08,359 - mmaction - INFO - Epoch [40][400/627] lr: 0.01000, eta: 6:55:02, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.7844, loss_cls: 1.6970, loss: 1.6970 2020-06-27 16:06:22,297 - mmaction - INFO - Epoch [40][420/627] lr: 0.01000, eta: 6:54:50, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8187, loss_cls: 1.5366, loss: 1.5366 2020-06-27 16:06:35,349 - mmaction - INFO - Epoch [40][440/627] lr: 0.01000, eta: 6:54:36, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.6062, top5_acc: 0.8469, loss_cls: 1.4954, loss: 1.4954 2020-06-27 16:06:48,755 - mmaction - INFO - Epoch [40][460/627] lr: 0.01000, eta: 6:54:23, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6218, loss: 1.6218 2020-06-27 16:07:02,215 - mmaction - INFO - Epoch [40][480/627] lr: 0.01000, eta: 6:54:11, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4122, loss: 1.4122 2020-06-27 16:07:15,757 - mmaction - INFO - Epoch [40][500/627] lr: 0.01000, eta: 6:53:58, time: 0.677, data_time: 0.004, memory: 7028, top1_acc: 0.6031, top5_acc: 0.8031, loss_cls: 1.6145, loss: 1.6145 2020-06-27 16:07:28,951 - mmaction - INFO - Epoch [40][520/627] lr: 0.01000, eta: 6:53:45, time: 0.658, data_time: 0.007, memory: 7028, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.6736, loss: 1.6736 2020-06-27 16:07:41,709 - mmaction - INFO - Epoch [40][540/627] lr: 0.01000, eta: 6:53:31, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8281, loss_cls: 1.5244, loss: 1.5244 2020-06-27 16:07:55,483 - mmaction - INFO - Epoch [40][560/627] lr: 0.01000, eta: 6:53:19, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.5906, top5_acc: 0.8219, loss_cls: 1.7035, loss: 1.7035 2020-06-27 16:08:09,020 - mmaction - INFO - Epoch [40][580/627] lr: 0.01000, eta: 6:53:07, time: 0.677, data_time: 0.003, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8187, loss_cls: 1.6524, loss: 1.6524 2020-06-27 16:08:22,391 - mmaction - INFO - Epoch [40][600/627] lr: 0.01000, eta: 6:52:54, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8500, loss_cls: 1.4540, loss: 1.4540 2020-06-27 16:08:35,731 - mmaction - INFO - Epoch [40][620/627] lr: 0.01000, eta: 6:52:41, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8469, loss_cls: 1.5325, loss: 1.5325 2020-06-27 16:08:58,939 - mmaction - INFO - Epoch [41][20/627] lr: 0.00100, eta: 6:52:23, time: 0.896, data_time: 0.353, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8219, loss_cls: 1.5672, loss: 1.5672 2020-06-27 16:09:12,108 - mmaction - INFO - Epoch [41][40/627] lr: 0.00100, eta: 6:52:10, time: 0.658, data_time: 0.007, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8500, loss_cls: 1.5124, loss: 1.5124 2020-06-27 16:09:25,463 - mmaction - INFO - Epoch [41][60/627] lr: 0.00100, eta: 6:51:57, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.6168, loss: 1.6168 2020-06-27 16:09:38,407 - mmaction - INFO - Epoch [41][80/627] lr: 0.00100, eta: 6:51:44, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8406, loss_cls: 1.3886, loss: 1.3886 2020-06-27 16:09:52,868 - mmaction - INFO - Epoch [41][100/627] lr: 0.00100, eta: 6:51:32, time: 0.722, data_time: 0.006, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8281, loss_cls: 1.4723, loss: 1.4723 2020-06-27 16:10:05,833 - mmaction - INFO - Epoch [41][120/627] lr: 0.00100, eta: 6:51:19, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2414, loss: 1.2414 2020-06-27 16:10:19,133 - mmaction - INFO - Epoch [41][140/627] lr: 0.00100, eta: 6:51:06, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.4582, loss: 1.4582 2020-06-27 16:10:32,265 - mmaction - INFO - Epoch [41][160/627] lr: 0.00100, eta: 6:50:53, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.2828, loss: 1.2828 2020-06-27 16:10:45,576 - mmaction - INFO - Epoch [41][180/627] lr: 0.00100, eta: 6:50:40, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.6315, loss: 1.6315 2020-06-27 16:10:59,009 - mmaction - INFO - Epoch [41][200/627] lr: 0.00100, eta: 6:50:27, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8219, loss_cls: 1.5438, loss: 1.5438 2020-06-27 16:11:12,938 - mmaction - INFO - Epoch [41][220/627] lr: 0.00100, eta: 6:50:15, time: 0.697, data_time: 0.003, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8469, loss_cls: 1.3675, loss: 1.3675 2020-06-27 16:11:26,336 - mmaction - INFO - Epoch [41][240/627] lr: 0.00100, eta: 6:50:02, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.5217, loss: 1.5217 2020-06-27 16:11:39,544 - mmaction - INFO - Epoch [41][260/627] lr: 0.00100, eta: 6:49:49, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.4674, loss: 1.4674 2020-06-27 16:11:52,972 - mmaction - INFO - Epoch [41][280/627] lr: 0.00100, eta: 6:49:36, time: 0.671, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1449, loss: 1.1449 2020-06-27 16:12:06,781 - mmaction - INFO - Epoch [41][300/627] lr: 0.00100, eta: 6:49:24, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.6219, top5_acc: 0.8250, loss_cls: 1.5781, loss: 1.5781 2020-06-27 16:12:20,043 - mmaction - INFO - Epoch [41][320/627] lr: 0.00100, eta: 6:49:11, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8562, loss_cls: 1.4259, loss: 1.4259 2020-06-27 16:12:33,645 - mmaction - INFO - Epoch [41][340/627] lr: 0.00100, eta: 6:48:59, time: 0.680, data_time: 0.004, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8156, loss_cls: 1.5468, loss: 1.5468 2020-06-27 16:12:46,881 - mmaction - INFO - Epoch [41][360/627] lr: 0.00100, eta: 6:48:46, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.2534, loss: 1.2534 2020-06-27 16:13:00,320 - mmaction - INFO - Epoch [41][380/627] lr: 0.00100, eta: 6:48:33, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.5591, loss: 1.5591 2020-06-27 16:13:13,893 - mmaction - INFO - Epoch [41][400/627] lr: 0.00100, eta: 6:48:20, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8594, loss_cls: 1.3177, loss: 1.3177 2020-06-27 16:13:26,945 - mmaction - INFO - Epoch [41][420/627] lr: 0.00100, eta: 6:48:07, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.4067, loss: 1.4067 2020-06-27 16:13:40,575 - mmaction - INFO - Epoch [41][440/627] lr: 0.00100, eta: 6:47:54, time: 0.679, data_time: 0.004, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2116, loss: 1.2116 2020-06-27 16:13:53,772 - mmaction - INFO - Epoch [41][460/627] lr: 0.00100, eta: 6:47:41, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6281, top5_acc: 0.8281, loss_cls: 1.5861, loss: 1.5861 2020-06-27 16:14:08,503 - mmaction - INFO - Epoch [41][480/627] lr: 0.00100, eta: 6:47:30, time: 0.735, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.3380, loss: 1.3380 2020-06-27 16:14:21,467 - mmaction - INFO - Epoch [41][500/627] lr: 0.00100, eta: 6:47:17, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8250, loss_cls: 1.5182, loss: 1.5182 2020-06-27 16:14:35,009 - mmaction - INFO - Epoch [41][520/627] lr: 0.00100, eta: 6:47:04, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8500, loss_cls: 1.3024, loss: 1.3024 2020-06-27 16:14:48,548 - mmaction - INFO - Epoch [41][540/627] lr: 0.00100, eta: 6:46:52, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.2950, loss: 1.2950 2020-06-27 16:15:01,848 - mmaction - INFO - Epoch [41][560/627] lr: 0.00100, eta: 6:46:39, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8469, loss_cls: 1.4204, loss: 1.4204 2020-06-27 16:15:15,423 - mmaction - INFO - Epoch [41][580/627] lr: 0.00100, eta: 6:46:26, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.3238, loss: 1.3238 2020-06-27 16:15:29,104 - mmaction - INFO - Epoch [41][600/627] lr: 0.00100, eta: 6:46:14, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.5607, loss: 1.5607 2020-06-27 16:15:42,532 - mmaction - INFO - Epoch [41][620/627] lr: 0.00100, eta: 6:46:01, time: 0.674, data_time: 0.007, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.3133, loss: 1.3133 2020-06-27 16:16:05,378 - mmaction - INFO - Epoch [42][20/627] lr: 0.00100, eta: 6:45:43, time: 0.876, data_time: 0.358, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.2250, loss: 1.2250 2020-06-27 16:16:18,348 - mmaction - INFO - Epoch [42][40/627] lr: 0.00100, eta: 6:45:29, time: 0.647, data_time: 0.009, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3847, loss: 1.3847 2020-06-27 16:16:31,519 - mmaction - INFO - Epoch [42][60/627] lr: 0.00100, eta: 6:45:16, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8344, loss_cls: 1.5385, loss: 1.5385 2020-06-27 16:16:44,836 - mmaction - INFO - Epoch [42][80/627] lr: 0.00100, eta: 6:45:03, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2306, loss: 1.2306 2020-06-27 16:16:58,316 - mmaction - INFO - Epoch [42][100/627] lr: 0.00100, eta: 6:44:51, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8781, loss_cls: 1.3767, loss: 1.3767 2020-06-27 16:17:11,596 - mmaction - INFO - Epoch [42][120/627] lr: 0.00100, eta: 6:44:37, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.4189, loss: 1.4189 2020-06-27 16:17:25,477 - mmaction - INFO - Epoch [42][140/627] lr: 0.00100, eta: 6:44:25, time: 0.696, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3434, loss: 1.3434 2020-06-27 16:17:38,947 - mmaction - INFO - Epoch [42][160/627] lr: 0.00100, eta: 6:44:13, time: 0.672, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1954, loss: 1.1954 2020-06-27 16:17:53,024 - mmaction - INFO - Epoch [42][180/627] lr: 0.00100, eta: 6:44:01, time: 0.705, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1156, loss: 1.1156 2020-06-27 16:18:06,359 - mmaction - INFO - Epoch [42][200/627] lr: 0.00100, eta: 6:43:48, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.3780, loss: 1.3780 2020-06-27 16:18:19,350 - mmaction - INFO - Epoch [42][220/627] lr: 0.00100, eta: 6:43:34, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8375, loss_cls: 1.4929, loss: 1.4929 2020-06-27 16:18:32,926 - mmaction - INFO - Epoch [42][240/627] lr: 0.00100, eta: 6:43:22, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.4358, loss: 1.4358 2020-06-27 16:18:46,905 - mmaction - INFO - Epoch [42][260/627] lr: 0.00100, eta: 6:43:10, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2794, loss: 1.2794 2020-06-27 16:19:00,169 - mmaction - INFO - Epoch [42][280/627] lr: 0.00100, eta: 6:42:57, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.4078, loss: 1.4078 2020-06-27 16:19:13,609 - mmaction - INFO - Epoch [42][300/627] lr: 0.00100, eta: 6:42:44, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8531, loss_cls: 1.3298, loss: 1.3298 2020-06-27 16:19:27,310 - mmaction - INFO - Epoch [42][320/627] lr: 0.00100, eta: 6:42:31, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2302, loss: 1.2302 2020-06-27 16:19:40,418 - mmaction - INFO - Epoch [42][340/627] lr: 0.00100, eta: 6:42:18, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.4027, loss: 1.4027 2020-06-27 16:19:54,314 - mmaction - INFO - Epoch [42][360/627] lr: 0.00100, eta: 6:42:06, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8750, loss_cls: 1.3786, loss: 1.3786 2020-06-27 16:20:07,466 - mmaction - INFO - Epoch [42][380/627] lr: 0.00100, eta: 6:41:53, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.3476, loss: 1.3476 2020-06-27 16:20:21,310 - mmaction - INFO - Epoch [42][400/627] lr: 0.00100, eta: 6:41:41, time: 0.692, data_time: 0.002, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1299, loss: 1.1299 2020-06-27 16:20:34,811 - mmaction - INFO - Epoch [42][420/627] lr: 0.00100, eta: 6:41:28, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.2510, loss: 1.2510 2020-06-27 16:20:48,345 - mmaction - INFO - Epoch [42][440/627] lr: 0.00100, eta: 6:41:15, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.2119, loss: 1.2119 2020-06-27 16:21:01,903 - mmaction - INFO - Epoch [42][460/627] lr: 0.00100, eta: 6:41:03, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.2653, loss: 1.2653 2020-06-27 16:21:15,250 - mmaction - INFO - Epoch [42][480/627] lr: 0.00100, eta: 6:40:50, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8281, loss_cls: 1.4665, loss: 1.4665 2020-06-27 16:21:28,985 - mmaction - INFO - Epoch [42][500/627] lr: 0.00100, eta: 6:40:37, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8281, loss_cls: 1.6065, loss: 1.6065 2020-06-27 16:21:42,422 - mmaction - INFO - Epoch [42][520/627] lr: 0.00100, eta: 6:40:25, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4894, loss: 1.4894 2020-06-27 16:21:55,882 - mmaction - INFO - Epoch [42][540/627] lr: 0.00100, eta: 6:40:12, time: 0.671, data_time: 0.004, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3490, loss: 1.3490 2020-06-27 16:22:09,512 - mmaction - INFO - Epoch [42][560/627] lr: 0.00100, eta: 6:39:59, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8594, loss_cls: 1.3539, loss: 1.3539 2020-06-27 16:22:23,247 - mmaction - INFO - Epoch [42][580/627] lr: 0.00100, eta: 6:39:47, time: 0.688, data_time: 0.008, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8500, loss_cls: 1.3889, loss: 1.3889 2020-06-27 16:22:36,541 - mmaction - INFO - Epoch [42][600/627] lr: 0.00100, eta: 6:39:34, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8094, loss_cls: 1.5543, loss: 1.5543 2020-06-27 16:22:50,086 - mmaction - INFO - Epoch [42][620/627] lr: 0.00100, eta: 6:39:21, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.3778, loss: 1.3778 2020-06-27 16:25:47,602 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 16:25:48,612 - mmaction - INFO - top1_acc 0.6861 top5_acc 0.8835 2020-06-27 16:25:48,612 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 16:25:48,676 - mmaction - INFO - mean_acc 0.6859 2020-06-27 16:25:48,684 - mmaction - INFO - Epoch [42][627/627] lr: 0.00100, top1_acc: 0.6861, top5_acc: 0.8835, mean_class_accuracy: 0.6859 2020-06-27 16:26:05,925 - mmaction - INFO - Epoch [43][20/627] lr: 0.00100, eta: 6:39:02, time: 0.859, data_time: 0.321, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.3095, loss: 1.3095 2020-06-27 16:26:18,348 - mmaction - INFO - Epoch [43][40/627] lr: 0.00100, eta: 6:38:48, time: 0.620, data_time: 0.007, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3562, loss: 1.3562 2020-06-27 16:26:31,591 - mmaction - INFO - Epoch [43][60/627] lr: 0.00100, eta: 6:38:35, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2375, loss: 1.2375 2020-06-27 16:26:44,810 - mmaction - INFO - Epoch [43][80/627] lr: 0.00100, eta: 6:38:22, time: 0.661, data_time: 0.004, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3918, loss: 1.3918 2020-06-27 16:26:58,562 - mmaction - INFO - Epoch [43][100/627] lr: 0.00100, eta: 6:38:10, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8812, loss_cls: 1.3020, loss: 1.3020 2020-06-27 16:27:12,033 - mmaction - INFO - Epoch [43][120/627] lr: 0.00100, eta: 6:37:57, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3441, loss: 1.3441 2020-06-27 16:27:25,287 - mmaction - INFO - Epoch [43][140/627] lr: 0.00100, eta: 6:37:44, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8375, loss_cls: 1.4668, loss: 1.4668 2020-06-27 16:27:39,025 - mmaction - INFO - Epoch [43][160/627] lr: 0.00100, eta: 6:37:31, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2878, loss: 1.2878 2020-06-27 16:27:52,881 - mmaction - INFO - Epoch [43][180/627] lr: 0.00100, eta: 6:37:19, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.4700, loss: 1.4700 2020-06-27 16:28:06,780 - mmaction - INFO - Epoch [43][200/627] lr: 0.00100, eta: 6:37:07, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2278, loss: 1.2278 2020-06-27 16:28:20,226 - mmaction - INFO - Epoch [43][220/627] lr: 0.00100, eta: 6:36:54, time: 0.672, data_time: 0.004, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4425, loss: 1.4425 2020-06-27 16:28:33,356 - mmaction - INFO - Epoch [43][240/627] lr: 0.00100, eta: 6:36:41, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.2554, loss: 1.2554 2020-06-27 16:28:47,249 - mmaction - INFO - Epoch [43][260/627] lr: 0.00100, eta: 6:36:29, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8750, loss_cls: 1.2336, loss: 1.2336 2020-06-27 16:29:00,420 - mmaction - INFO - Epoch [43][280/627] lr: 0.00100, eta: 6:36:16, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3620, loss: 1.3620 2020-06-27 16:29:14,523 - mmaction - INFO - Epoch [43][300/627] lr: 0.00100, eta: 6:36:04, time: 0.707, data_time: 0.005, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.4261, loss: 1.4261 2020-06-27 16:29:28,064 - mmaction - INFO - Epoch [43][320/627] lr: 0.00100, eta: 6:35:51, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8281, loss_cls: 1.4833, loss: 1.4833 2020-06-27 16:29:41,672 - mmaction - INFO - Epoch [43][340/627] lr: 0.00100, eta: 6:35:38, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.2769, loss: 1.2769 2020-06-27 16:29:55,727 - mmaction - INFO - Epoch [43][360/627] lr: 0.00100, eta: 6:35:26, time: 0.701, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8531, loss_cls: 1.3214, loss: 1.3214 2020-06-27 16:30:09,181 - mmaction - INFO - Epoch [43][380/627] lr: 0.00100, eta: 6:35:14, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.4231, loss: 1.4231 2020-06-27 16:30:22,873 - mmaction - INFO - Epoch [43][400/627] lr: 0.00100, eta: 6:35:01, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2405, loss: 1.2405 2020-06-27 16:30:36,325 - mmaction - INFO - Epoch [43][420/627] lr: 0.00100, eta: 6:34:48, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8500, loss_cls: 1.3467, loss: 1.3467 2020-06-27 16:30:49,572 - mmaction - INFO - Epoch [43][440/627] lr: 0.00100, eta: 6:34:35, time: 0.664, data_time: 0.004, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8719, loss_cls: 1.2505, loss: 1.2505 2020-06-27 16:31:04,338 - mmaction - INFO - Epoch [43][460/627] lr: 0.00100, eta: 6:34:24, time: 0.736, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2232, loss: 1.2232 2020-06-27 16:31:17,570 - mmaction - INFO - Epoch [43][480/627] lr: 0.00100, eta: 6:34:11, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2772, loss: 1.2772 2020-06-27 16:31:30,950 - mmaction - INFO - Epoch [43][500/627] lr: 0.00100, eta: 6:33:58, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.2703, loss: 1.2703 2020-06-27 16:31:45,136 - mmaction - INFO - Epoch [43][520/627] lr: 0.00100, eta: 6:33:46, time: 0.708, data_time: 0.007, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2901, loss: 1.2901 2020-06-27 16:31:59,810 - mmaction - INFO - Epoch [43][540/627] lr: 0.00100, eta: 6:33:35, time: 0.736, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3589, loss: 1.3589 2020-06-27 16:32:12,603 - mmaction - INFO - Epoch [43][560/627] lr: 0.00100, eta: 6:33:21, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8594, loss_cls: 1.4260, loss: 1.4260 2020-06-27 16:32:25,544 - mmaction - INFO - Epoch [43][580/627] lr: 0.00100, eta: 6:33:08, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.4190, loss: 1.4190 2020-06-27 16:32:39,312 - mmaction - INFO - Epoch [43][600/627] lr: 0.00100, eta: 6:32:55, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8438, loss_cls: 1.4028, loss: 1.4028 2020-06-27 16:32:53,228 - mmaction - INFO - Epoch [43][620/627] lr: 0.00100, eta: 6:32:43, time: 0.698, data_time: 0.006, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3579, loss: 1.3579 2020-06-27 16:33:17,111 - mmaction - INFO - Epoch [44][20/627] lr: 0.00100, eta: 6:32:25, time: 0.890, data_time: 0.318, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.3364, loss: 1.3364 2020-06-27 16:33:29,746 - mmaction - INFO - Epoch [44][40/627] lr: 0.00100, eta: 6:32:11, time: 0.631, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.4182, loss: 1.4182 2020-06-27 16:33:42,675 - mmaction - INFO - Epoch [44][60/627] lr: 0.00100, eta: 6:31:58, time: 0.645, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8594, loss_cls: 1.2917, loss: 1.2917 2020-06-27 16:33:56,461 - mmaction - INFO - Epoch [44][80/627] lr: 0.00100, eta: 6:31:46, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.2468, loss: 1.2468 2020-06-27 16:34:09,755 - mmaction - INFO - Epoch [44][100/627] lr: 0.00100, eta: 6:31:32, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3696, loss: 1.3696 2020-06-27 16:34:23,099 - mmaction - INFO - Epoch [44][120/627] lr: 0.00100, eta: 6:31:20, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8531, loss_cls: 1.3240, loss: 1.3240 2020-06-27 16:34:36,880 - mmaction - INFO - Epoch [44][140/627] lr: 0.00100, eta: 6:31:07, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.3593, loss: 1.3593 2020-06-27 16:34:50,714 - mmaction - INFO - Epoch [44][160/627] lr: 0.00100, eta: 6:30:55, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8812, loss_cls: 1.2161, loss: 1.2161 2020-06-27 16:35:04,034 - mmaction - INFO - Epoch [44][180/627] lr: 0.00100, eta: 6:30:42, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.3473, loss: 1.3473 2020-06-27 16:35:17,530 - mmaction - INFO - Epoch [44][200/627] lr: 0.00100, eta: 6:30:29, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8438, loss_cls: 1.3341, loss: 1.3341 2020-06-27 16:35:31,023 - mmaction - INFO - Epoch [44][220/627] lr: 0.00100, eta: 6:30:16, time: 0.675, data_time: 0.007, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8594, loss_cls: 1.3836, loss: 1.3836 2020-06-27 16:35:44,355 - mmaction - INFO - Epoch [44][240/627] lr: 0.00100, eta: 6:30:03, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.2700, loss: 1.2700 2020-06-27 16:35:57,892 - mmaction - INFO - Epoch [44][260/627] lr: 0.00100, eta: 6:29:51, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.3089, loss: 1.3089 2020-06-27 16:36:11,432 - mmaction - INFO - Epoch [44][280/627] lr: 0.00100, eta: 6:29:38, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.3122, loss: 1.3122 2020-06-27 16:36:25,521 - mmaction - INFO - Epoch [44][300/627] lr: 0.00100, eta: 6:29:26, time: 0.705, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8594, loss_cls: 1.3385, loss: 1.3385 2020-06-27 16:36:38,637 - mmaction - INFO - Epoch [44][320/627] lr: 0.00100, eta: 6:29:13, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.3187, loss: 1.3187 2020-06-27 16:36:52,191 - mmaction - INFO - Epoch [44][340/627] lr: 0.00100, eta: 6:29:00, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8562, loss_cls: 1.2389, loss: 1.2389 2020-06-27 16:37:05,627 - mmaction - INFO - Epoch [44][360/627] lr: 0.00100, eta: 6:28:47, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.5078, loss: 1.5078 2020-06-27 16:37:19,329 - mmaction - INFO - Epoch [44][380/627] lr: 0.00100, eta: 6:28:34, time: 0.683, data_time: 0.004, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.3263, loss: 1.3263 2020-06-27 16:37:33,135 - mmaction - INFO - Epoch [44][400/627] lr: 0.00100, eta: 6:28:22, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.3023, loss: 1.3023 2020-06-27 16:37:47,044 - mmaction - INFO - Epoch [44][420/627] lr: 0.00100, eta: 6:28:10, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4054, loss: 1.4054 2020-06-27 16:37:59,980 - mmaction - INFO - Epoch [44][440/627] lr: 0.00100, eta: 6:27:56, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8281, loss_cls: 1.4742, loss: 1.4742 2020-06-27 16:38:13,713 - mmaction - INFO - Epoch [44][460/627] lr: 0.00100, eta: 6:27:44, time: 0.684, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2778, loss: 1.2778 2020-06-27 16:38:27,736 - mmaction - INFO - Epoch [44][480/627] lr: 0.00100, eta: 6:27:32, time: 0.704, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.2587, loss: 1.2587 2020-06-27 16:38:41,033 - mmaction - INFO - Epoch [44][500/627] lr: 0.00100, eta: 6:27:19, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.4243, loss: 1.4243 2020-06-27 16:38:54,658 - mmaction - INFO - Epoch [44][520/627] lr: 0.00100, eta: 6:27:06, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.2642, loss: 1.2642 2020-06-27 16:39:07,922 - mmaction - INFO - Epoch [44][540/627] lr: 0.00100, eta: 6:26:53, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8344, loss_cls: 1.3905, loss: 1.3905 2020-06-27 16:39:21,808 - mmaction - INFO - Epoch [44][560/627] lr: 0.00100, eta: 6:26:41, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.1878, loss: 1.1878 2020-06-27 16:39:34,996 - mmaction - INFO - Epoch [44][580/627] lr: 0.00100, eta: 6:26:27, time: 0.658, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1865, loss: 1.1865 2020-06-27 16:39:49,139 - mmaction - INFO - Epoch [44][600/627] lr: 0.00100, eta: 6:26:15, time: 0.710, data_time: 0.007, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.4041, loss: 1.4041 2020-06-27 16:40:02,400 - mmaction - INFO - Epoch [44][620/627] lr: 0.00100, eta: 6:26:02, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6125, top5_acc: 0.8219, loss_cls: 1.6024, loss: 1.6024 2020-06-27 16:40:26,295 - mmaction - INFO - Epoch [45][20/627] lr: 0.00100, eta: 6:25:45, time: 0.911, data_time: 0.342, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1652, loss: 1.1652 2020-06-27 16:40:38,507 - mmaction - INFO - Epoch [45][40/627] lr: 0.00100, eta: 6:25:31, time: 0.610, data_time: 0.008, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.3682, loss: 1.3682 2020-06-27 16:40:51,966 - mmaction - INFO - Epoch [45][60/627] lr: 0.00100, eta: 6:25:18, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.2568, loss: 1.2568 2020-06-27 16:41:05,272 - mmaction - INFO - Epoch [45][80/627] lr: 0.00100, eta: 6:25:05, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3401, loss: 1.3401 2020-06-27 16:41:18,963 - mmaction - INFO - Epoch [45][100/627] lr: 0.00100, eta: 6:24:52, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0985, loss: 1.0985 2020-06-27 16:41:32,682 - mmaction - INFO - Epoch [45][120/627] lr: 0.00100, eta: 6:24:40, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8531, loss_cls: 1.3369, loss: 1.3369 2020-06-27 16:41:45,695 - mmaction - INFO - Epoch [45][140/627] lr: 0.00100, eta: 6:24:26, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8469, loss_cls: 1.4191, loss: 1.4191 2020-06-27 16:41:59,618 - mmaction - INFO - Epoch [45][160/627] lr: 0.00100, eta: 6:24:14, time: 0.695, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8375, loss_cls: 1.4974, loss: 1.4974 2020-06-27 16:42:13,223 - mmaction - INFO - Epoch [45][180/627] lr: 0.00100, eta: 6:24:01, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.2212, loss: 1.2212 2020-06-27 16:42:27,322 - mmaction - INFO - Epoch [45][200/627] lr: 0.00100, eta: 6:23:49, time: 0.704, data_time: 0.002, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8438, loss_cls: 1.4176, loss: 1.4176 2020-06-27 16:42:40,050 - mmaction - INFO - Epoch [45][220/627] lr: 0.00100, eta: 6:23:35, time: 0.636, data_time: 0.003, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.3533, loss: 1.3533 2020-06-27 16:42:53,785 - mmaction - INFO - Epoch [45][240/627] lr: 0.00100, eta: 6:23:23, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.2367, loss: 1.2367 2020-06-27 16:43:07,278 - mmaction - INFO - Epoch [45][260/627] lr: 0.00100, eta: 6:23:10, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8469, loss_cls: 1.4806, loss: 1.4806 2020-06-27 16:43:21,437 - mmaction - INFO - Epoch [45][280/627] lr: 0.00100, eta: 6:22:58, time: 0.706, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8906, loss_cls: 1.2523, loss: 1.2523 2020-06-27 16:43:34,859 - mmaction - INFO - Epoch [45][300/627] lr: 0.00100, eta: 6:22:45, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8688, loss_cls: 1.1466, loss: 1.1466 2020-06-27 16:43:48,313 - mmaction - INFO - Epoch [45][320/627] lr: 0.00100, eta: 6:22:32, time: 0.673, data_time: 0.003, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8531, loss_cls: 1.3528, loss: 1.3528 2020-06-27 16:44:02,081 - mmaction - INFO - Epoch [45][340/627] lr: 0.00100, eta: 6:22:20, time: 0.687, data_time: 0.004, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2505, loss: 1.2505 2020-06-27 16:44:15,525 - mmaction - INFO - Epoch [45][360/627] lr: 0.00100, eta: 6:22:07, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2600, loss: 1.2600 2020-06-27 16:44:29,276 - mmaction - INFO - Epoch [45][380/627] lr: 0.00100, eta: 6:21:54, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3780, loss: 1.3780 2020-06-27 16:44:42,575 - mmaction - INFO - Epoch [45][400/627] lr: 0.00100, eta: 6:21:41, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.4198, loss: 1.4198 2020-06-27 16:44:55,739 - mmaction - INFO - Epoch [45][420/627] lr: 0.00100, eta: 6:21:28, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1815, loss: 1.1815 2020-06-27 16:45:09,349 - mmaction - INFO - Epoch [45][440/627] lr: 0.00100, eta: 6:21:15, time: 0.683, data_time: 0.007, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8344, loss_cls: 1.4167, loss: 1.4167 2020-06-27 16:45:22,867 - mmaction - INFO - Epoch [45][460/627] lr: 0.00100, eta: 6:21:03, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8469, loss_cls: 1.4294, loss: 1.4294 2020-06-27 16:45:36,526 - mmaction - INFO - Epoch [45][480/627] lr: 0.00100, eta: 6:20:50, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.3343, loss: 1.3343 2020-06-27 16:45:50,018 - mmaction - INFO - Epoch [45][500/627] lr: 0.00100, eta: 6:20:37, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.3413, loss: 1.3413 2020-06-27 16:46:03,874 - mmaction - INFO - Epoch [45][520/627] lr: 0.00100, eta: 6:20:25, time: 0.694, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8531, loss_cls: 1.3186, loss: 1.3186 2020-06-27 16:46:16,888 - mmaction - INFO - Epoch [45][540/627] lr: 0.00100, eta: 6:20:11, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8469, loss_cls: 1.3308, loss: 1.3308 2020-06-27 16:46:30,704 - mmaction - INFO - Epoch [45][560/627] lr: 0.00100, eta: 6:19:59, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4736, loss: 1.4736 2020-06-27 16:46:44,191 - mmaction - INFO - Epoch [45][580/627] lr: 0.00100, eta: 6:19:46, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3228, loss: 1.3228 2020-06-27 16:46:57,898 - mmaction - INFO - Epoch [45][600/627] lr: 0.00100, eta: 6:19:34, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8781, loss_cls: 1.3531, loss: 1.3531 2020-06-27 16:47:10,917 - mmaction - INFO - Epoch [45][620/627] lr: 0.00100, eta: 6:19:20, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2599, loss: 1.2599 2020-06-27 16:50:06,434 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 16:50:07,443 - mmaction - INFO - top1_acc 0.6931 top5_acc 0.8844 2020-06-27 16:50:07,443 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 16:50:07,506 - mmaction - INFO - mean_acc 0.6930 2020-06-27 16:50:07,514 - mmaction - INFO - Epoch [45][627/627] lr: 0.00100, top1_acc: 0.6931, top5_acc: 0.8844, mean_class_accuracy: 0.6930 2020-06-27 16:50:24,588 - mmaction - INFO - Epoch [46][20/627] lr: 0.00100, eta: 6:19:01, time: 0.850, data_time: 0.314, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2872, loss: 1.2872 2020-06-27 16:50:37,222 - mmaction - INFO - Epoch [46][40/627] lr: 0.00100, eta: 6:18:47, time: 0.632, data_time: 0.007, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8469, loss_cls: 1.3444, loss: 1.3444 2020-06-27 16:50:49,852 - mmaction - INFO - Epoch [46][60/627] lr: 0.00100, eta: 6:18:34, time: 0.633, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.2140, loss: 1.2140 2020-06-27 16:51:03,070 - mmaction - INFO - Epoch [46][80/627] lr: 0.00100, eta: 6:18:20, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.3237, loss: 1.3237 2020-06-27 16:51:16,996 - mmaction - INFO - Epoch [46][100/627] lr: 0.00100, eta: 6:18:08, time: 0.698, data_time: 0.006, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8812, loss_cls: 1.2943, loss: 1.2943 2020-06-27 16:51:30,194 - mmaction - INFO - Epoch [46][120/627] lr: 0.00100, eta: 6:17:55, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.1311, loss: 1.1311 2020-06-27 16:51:43,656 - mmaction - INFO - Epoch [46][140/627] lr: 0.00100, eta: 6:17:42, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8469, loss_cls: 1.3136, loss: 1.3136 2020-06-27 16:51:57,779 - mmaction - INFO - Epoch [46][160/627] lr: 0.00100, eta: 6:17:30, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8438, loss_cls: 1.3554, loss: 1.3554 2020-06-27 16:52:10,753 - mmaction - INFO - Epoch [46][180/627] lr: 0.00100, eta: 6:17:16, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8844, loss_cls: 1.3566, loss: 1.3566 2020-06-27 16:52:24,050 - mmaction - INFO - Epoch [46][200/627] lr: 0.00100, eta: 6:17:03, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8781, loss_cls: 1.2572, loss: 1.2572 2020-06-27 16:52:37,300 - mmaction - INFO - Epoch [46][220/627] lr: 0.00100, eta: 6:16:50, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3116, loss: 1.3116 2020-06-27 16:52:50,726 - mmaction - INFO - Epoch [46][240/627] lr: 0.00100, eta: 6:16:37, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.3121, loss: 1.3121 2020-06-27 16:53:04,149 - mmaction - INFO - Epoch [46][260/627] lr: 0.00100, eta: 6:16:24, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.3224, loss: 1.3224 2020-06-27 16:53:17,560 - mmaction - INFO - Epoch [46][280/627] lr: 0.00100, eta: 6:16:11, time: 0.669, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8344, loss_cls: 1.4889, loss: 1.4889 2020-06-27 16:53:30,972 - mmaction - INFO - Epoch [46][300/627] lr: 0.00100, eta: 6:15:59, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.2523, loss: 1.2523 2020-06-27 16:53:44,623 - mmaction - INFO - Epoch [46][320/627] lr: 0.00100, eta: 6:15:46, time: 0.682, data_time: 0.003, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2883, loss: 1.2883 2020-06-27 16:53:58,050 - mmaction - INFO - Epoch [46][340/627] lr: 0.00100, eta: 6:15:33, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3449, loss: 1.3449 2020-06-27 16:54:11,442 - mmaction - INFO - Epoch [46][360/627] lr: 0.00100, eta: 6:15:20, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3972, loss: 1.3972 2020-06-27 16:54:24,761 - mmaction - INFO - Epoch [46][380/627] lr: 0.00100, eta: 6:15:07, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8281, loss_cls: 1.4171, loss: 1.4171 2020-06-27 16:54:38,172 - mmaction - INFO - Epoch [46][400/627] lr: 0.00100, eta: 6:14:54, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3276, loss: 1.3276 2020-06-27 16:54:51,961 - mmaction - INFO - Epoch [46][420/627] lr: 0.00100, eta: 6:14:41, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0708, loss: 1.0708 2020-06-27 16:55:05,522 - mmaction - INFO - Epoch [46][440/627] lr: 0.00100, eta: 6:14:29, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2888, loss: 1.2888 2020-06-27 16:55:19,039 - mmaction - INFO - Epoch [46][460/627] lr: 0.00100, eta: 6:14:16, time: 0.678, data_time: 0.007, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8594, loss_cls: 1.2105, loss: 1.2105 2020-06-27 16:55:32,165 - mmaction - INFO - Epoch [46][480/627] lr: 0.00100, eta: 6:14:03, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1692, loss: 1.1692 2020-06-27 16:55:45,530 - mmaction - INFO - Epoch [46][500/627] lr: 0.00100, eta: 6:13:50, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8406, loss_cls: 1.3467, loss: 1.3467 2020-06-27 16:55:59,099 - mmaction - INFO - Epoch [46][520/627] lr: 0.00100, eta: 6:13:37, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.9000, loss_cls: 1.2255, loss: 1.2255 2020-06-27 16:56:12,588 - mmaction - INFO - Epoch [46][540/627] lr: 0.00100, eta: 6:13:24, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8719, loss_cls: 1.2308, loss: 1.2308 2020-06-27 16:56:26,099 - mmaction - INFO - Epoch [46][560/627] lr: 0.00100, eta: 6:13:11, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.4406, loss: 1.4406 2020-06-27 16:56:39,331 - mmaction - INFO - Epoch [46][580/627] lr: 0.00100, eta: 6:12:58, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.4684, loss: 1.4684 2020-06-27 16:56:53,670 - mmaction - INFO - Epoch [46][600/627] lr: 0.00100, eta: 6:12:46, time: 0.718, data_time: 0.007, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.2717, loss: 1.2717 2020-06-27 16:57:06,543 - mmaction - INFO - Epoch [46][620/627] lr: 0.00100, eta: 6:12:33, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2418, loss: 1.2418 2020-06-27 16:57:29,746 - mmaction - INFO - Epoch [47][20/627] lr: 0.00100, eta: 6:12:14, time: 0.865, data_time: 0.353, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8875, loss_cls: 1.1440, loss: 1.1440 2020-06-27 16:57:42,213 - mmaction - INFO - Epoch [47][40/627] lr: 0.00100, eta: 6:12:00, time: 0.623, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.1964, loss: 1.1964 2020-06-27 16:57:55,359 - mmaction - INFO - Epoch [47][60/627] lr: 0.00100, eta: 6:11:47, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9219, loss_cls: 1.0875, loss: 1.0875 2020-06-27 16:58:08,725 - mmaction - INFO - Epoch [47][80/627] lr: 0.00100, eta: 6:11:34, time: 0.668, data_time: 0.003, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3059, loss: 1.3059 2020-06-27 16:58:21,845 - mmaction - INFO - Epoch [47][100/627] lr: 0.00100, eta: 6:11:20, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.6344, top5_acc: 0.8719, loss_cls: 1.4030, loss: 1.4030 2020-06-27 16:58:35,565 - mmaction - INFO - Epoch [47][120/627] lr: 0.00100, eta: 6:11:08, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2121, loss: 1.2121 2020-06-27 16:58:49,313 - mmaction - INFO - Epoch [47][140/627] lr: 0.00100, eta: 6:10:55, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.2034, loss: 1.2034 2020-06-27 16:59:02,610 - mmaction - INFO - Epoch [47][160/627] lr: 0.00100, eta: 6:10:42, time: 0.667, data_time: 0.007, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.3180, loss: 1.3180 2020-06-27 16:59:16,283 - mmaction - INFO - Epoch [47][180/627] lr: 0.00100, eta: 6:10:30, time: 0.683, data_time: 0.004, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1672, loss: 1.1672 2020-06-27 16:59:29,885 - mmaction - INFO - Epoch [47][200/627] lr: 0.00100, eta: 6:10:17, time: 0.678, data_time: 0.007, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8875, loss_cls: 1.1159, loss: 1.1159 2020-06-27 16:59:43,128 - mmaction - INFO - Epoch [47][220/627] lr: 0.00100, eta: 6:10:04, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.2911, loss: 1.2911 2020-06-27 16:59:56,831 - mmaction - INFO - Epoch [47][240/627] lr: 0.00100, eta: 6:09:51, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3200, loss: 1.3200 2020-06-27 17:00:10,119 - mmaction - INFO - Epoch [47][260/627] lr: 0.00100, eta: 6:09:38, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.9031, loss_cls: 1.1495, loss: 1.1495 2020-06-27 17:00:26,467 - mmaction - INFO - Epoch [47][280/627] lr: 0.00100, eta: 6:09:28, time: 0.806, data_time: 0.005, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3487, loss: 1.3487 2020-06-27 17:00:39,097 - mmaction - INFO - Epoch [47][300/627] lr: 0.00100, eta: 6:09:14, time: 0.643, data_time: 0.021, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.3780, loss: 1.3780 2020-06-27 17:00:52,608 - mmaction - INFO - Epoch [47][320/627] lr: 0.00100, eta: 6:09:02, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2791, loss: 1.2791 2020-06-27 17:01:06,727 - mmaction - INFO - Epoch [47][340/627] lr: 0.00100, eta: 6:08:50, time: 0.708, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.3745, loss: 1.3745 2020-06-27 17:01:19,922 - mmaction - INFO - Epoch [47][360/627] lr: 0.00100, eta: 6:08:36, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3165, loss: 1.3165 2020-06-27 17:01:33,721 - mmaction - INFO - Epoch [47][380/627] lr: 0.00100, eta: 6:08:24, time: 0.692, data_time: 0.007, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.3749, loss: 1.3749 2020-06-27 17:01:46,469 - mmaction - INFO - Epoch [47][400/627] lr: 0.00100, eta: 6:08:10, time: 0.636, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.1894, loss: 1.1894 2020-06-27 17:01:59,700 - mmaction - INFO - Epoch [47][420/627] lr: 0.00100, eta: 6:07:57, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.9125, loss_cls: 1.1235, loss: 1.1235 2020-06-27 17:02:13,761 - mmaction - INFO - Epoch [47][440/627] lr: 0.00100, eta: 6:07:45, time: 0.701, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8375, loss_cls: 1.4067, loss: 1.4067 2020-06-27 17:02:27,163 - mmaction - INFO - Epoch [47][460/627] lr: 0.00100, eta: 6:07:32, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3203, loss: 1.3203 2020-06-27 17:02:41,075 - mmaction - INFO - Epoch [47][480/627] lr: 0.00100, eta: 6:07:19, time: 0.694, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2692, loss: 1.2692 2020-06-27 17:02:54,172 - mmaction - INFO - Epoch [47][500/627] lr: 0.00100, eta: 6:07:06, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8187, loss_cls: 1.5258, loss: 1.5258 2020-06-27 17:03:07,973 - mmaction - INFO - Epoch [47][520/627] lr: 0.00100, eta: 6:06:53, time: 0.689, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9281, loss_cls: 1.0189, loss: 1.0189 2020-06-27 17:03:21,232 - mmaction - INFO - Epoch [47][540/627] lr: 0.00100, eta: 6:06:40, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.2367, loss: 1.2367 2020-06-27 17:03:34,761 - mmaction - INFO - Epoch [47][560/627] lr: 0.00100, eta: 6:06:27, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2351, loss: 1.2351 2020-06-27 17:03:47,989 - mmaction - INFO - Epoch [47][580/627] lr: 0.00100, eta: 6:06:14, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6438, top5_acc: 0.8344, loss_cls: 1.4803, loss: 1.4803 2020-06-27 17:04:02,586 - mmaction - INFO - Epoch [47][600/627] lr: 0.00100, eta: 6:06:03, time: 0.729, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.2670, loss: 1.2670 2020-06-27 17:04:15,528 - mmaction - INFO - Epoch [47][620/627] lr: 0.00100, eta: 6:05:49, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.5048, loss: 1.5048 2020-06-27 17:04:40,205 - mmaction - INFO - Epoch [48][20/627] lr: 0.00100, eta: 6:05:32, time: 0.936, data_time: 0.421, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.1182, loss: 1.1182 2020-06-27 17:04:52,492 - mmaction - INFO - Epoch [48][40/627] lr: 0.00100, eta: 6:05:18, time: 0.614, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8406, loss_cls: 1.4570, loss: 1.4570 2020-06-27 17:05:05,557 - mmaction - INFO - Epoch [48][60/627] lr: 0.00100, eta: 6:05:05, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.2336, loss: 1.2336 2020-06-27 17:05:19,277 - mmaction - INFO - Epoch [48][80/627] lr: 0.00100, eta: 6:04:52, time: 0.686, data_time: 0.003, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8531, loss_cls: 1.4037, loss: 1.4037 2020-06-27 17:05:32,508 - mmaction - INFO - Epoch [48][100/627] lr: 0.00100, eta: 6:04:39, time: 0.662, data_time: 0.003, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1756, loss: 1.1756 2020-06-27 17:05:45,764 - mmaction - INFO - Epoch [48][120/627] lr: 0.00100, eta: 6:04:26, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.4054, loss: 1.4054 2020-06-27 17:05:59,245 - mmaction - INFO - Epoch [48][140/627] lr: 0.00100, eta: 6:04:13, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8750, loss_cls: 1.1661, loss: 1.1661 2020-06-27 17:06:13,772 - mmaction - INFO - Epoch [48][160/627] lr: 0.00100, eta: 6:04:01, time: 0.724, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2046, loss: 1.2046 2020-06-27 17:06:26,449 - mmaction - INFO - Epoch [48][180/627] lr: 0.00100, eta: 6:03:47, time: 0.636, data_time: 0.007, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3214, loss: 1.3214 2020-06-27 17:06:39,836 - mmaction - INFO - Epoch [48][200/627] lr: 0.00100, eta: 6:03:34, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.2048, loss: 1.2048 2020-06-27 17:06:53,070 - mmaction - INFO - Epoch [48][220/627] lr: 0.00100, eta: 6:03:21, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.1342, loss: 1.1342 2020-06-27 17:07:07,048 - mmaction - INFO - Epoch [48][240/627] lr: 0.00100, eta: 6:03:09, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.3967, loss: 1.3967 2020-06-27 17:07:20,251 - mmaction - INFO - Epoch [48][260/627] lr: 0.00100, eta: 6:02:55, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2988, loss: 1.2988 2020-06-27 17:07:33,598 - mmaction - INFO - Epoch [48][280/627] lr: 0.00100, eta: 6:02:42, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3715, loss: 1.3715 2020-06-27 17:07:46,889 - mmaction - INFO - Epoch [48][300/627] lr: 0.00100, eta: 6:02:29, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.6969, top5_acc: 0.9031, loss_cls: 1.1816, loss: 1.1816 2020-06-27 17:08:00,341 - mmaction - INFO - Epoch [48][320/627] lr: 0.00100, eta: 6:02:16, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.8625, loss_cls: 1.2029, loss: 1.2029 2020-06-27 17:08:13,816 - mmaction - INFO - Epoch [48][340/627] lr: 0.00100, eta: 6:02:03, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.1123, loss: 1.1123 2020-06-27 17:08:26,848 - mmaction - INFO - Epoch [48][360/627] lr: 0.00100, eta: 6:01:50, time: 0.651, data_time: 0.007, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.3971, loss: 1.3971 2020-06-27 17:08:40,375 - mmaction - INFO - Epoch [48][380/627] lr: 0.00100, eta: 6:01:37, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.4431, loss: 1.4431 2020-06-27 17:08:53,628 - mmaction - INFO - Epoch [48][400/627] lr: 0.00100, eta: 6:01:24, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.4606, loss: 1.4606 2020-06-27 17:09:07,347 - mmaction - INFO - Epoch [48][420/627] lr: 0.00100, eta: 6:01:11, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.2043, loss: 1.2043 2020-06-27 17:09:21,276 - mmaction - INFO - Epoch [48][440/627] lr: 0.00100, eta: 6:00:59, time: 0.696, data_time: 0.002, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2750, loss: 1.2750 2020-06-27 17:09:34,265 - mmaction - INFO - Epoch [48][460/627] lr: 0.00100, eta: 6:00:45, time: 0.648, data_time: 0.004, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8250, loss_cls: 1.4664, loss: 1.4664 2020-06-27 17:09:47,327 - mmaction - INFO - Epoch [48][480/627] lr: 0.00100, eta: 6:00:32, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.3768, loss: 1.3768 2020-06-27 17:10:00,906 - mmaction - INFO - Epoch [48][500/627] lr: 0.00100, eta: 6:00:19, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.2848, loss: 1.2848 2020-06-27 17:10:15,042 - mmaction - INFO - Epoch [48][520/627] lr: 0.00100, eta: 6:00:07, time: 0.709, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.3210, loss: 1.3210 2020-06-27 17:10:28,412 - mmaction - INFO - Epoch [48][540/627] lr: 0.00100, eta: 5:59:54, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8594, loss_cls: 1.2073, loss: 1.2073 2020-06-27 17:10:41,555 - mmaction - INFO - Epoch [48][560/627] lr: 0.00100, eta: 5:59:41, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.3428, loss: 1.3428 2020-06-27 17:10:55,357 - mmaction - INFO - Epoch [48][580/627] lr: 0.00100, eta: 5:59:28, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.3015, loss: 1.3015 2020-06-27 17:11:08,369 - mmaction - INFO - Epoch [48][600/627] lr: 0.00100, eta: 5:59:15, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8531, loss_cls: 1.3977, loss: 1.3977 2020-06-27 17:11:21,932 - mmaction - INFO - Epoch [48][620/627] lr: 0.00100, eta: 5:59:02, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.3126, loss: 1.3126 2020-06-27 17:14:20,193 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 17:14:21,201 - mmaction - INFO - top1_acc 0.6915 top5_acc 0.8841 2020-06-27 17:14:21,201 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 17:14:21,325 - mmaction - INFO - mean_acc 0.6914 2020-06-27 17:14:21,350 - mmaction - INFO - Epoch [48][627/627] lr: 0.00100, top1_acc: 0.6915, top5_acc: 0.8841, mean_class_accuracy: 0.6914 2020-06-27 17:14:39,023 - mmaction - INFO - Epoch [49][20/627] lr: 0.00100, eta: 5:58:44, time: 0.882, data_time: 0.340, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.1373, loss: 1.1373 2020-06-27 17:14:51,007 - mmaction - INFO - Epoch [49][40/627] lr: 0.00100, eta: 5:58:29, time: 0.598, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2927, loss: 1.2927 2020-06-27 17:15:04,090 - mmaction - INFO - Epoch [49][60/627] lr: 0.00100, eta: 5:58:16, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8469, loss_cls: 1.4445, loss: 1.4445 2020-06-27 17:15:18,127 - mmaction - INFO - Epoch [49][80/627] lr: 0.00100, eta: 5:58:04, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.2321, loss: 1.2321 2020-06-27 17:15:30,909 - mmaction - INFO - Epoch [49][100/627] lr: 0.00100, eta: 5:57:50, time: 0.640, data_time: 0.007, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3563, loss: 1.3563 2020-06-27 17:15:44,719 - mmaction - INFO - Epoch [49][120/627] lr: 0.00100, eta: 5:57:37, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8750, loss_cls: 1.3147, loss: 1.3147 2020-06-27 17:15:57,920 - mmaction - INFO - Epoch [49][140/627] lr: 0.00100, eta: 5:57:24, time: 0.658, data_time: 0.004, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8562, loss_cls: 1.3644, loss: 1.3644 2020-06-27 17:16:11,209 - mmaction - INFO - Epoch [49][160/627] lr: 0.00100, eta: 5:57:11, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1687, loss: 1.1687 2020-06-27 17:16:24,666 - mmaction - INFO - Epoch [49][180/627] lr: 0.00100, eta: 5:56:58, time: 0.673, data_time: 0.003, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2368, loss: 1.2368 2020-06-27 17:16:37,865 - mmaction - INFO - Epoch [49][200/627] lr: 0.00100, eta: 5:56:45, time: 0.661, data_time: 0.003, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3267, loss: 1.3267 2020-06-27 17:16:51,368 - mmaction - INFO - Epoch [49][220/627] lr: 0.00100, eta: 5:56:32, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8562, loss_cls: 1.2621, loss: 1.2621 2020-06-27 17:17:05,022 - mmaction - INFO - Epoch [49][240/627] lr: 0.00100, eta: 5:56:19, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8719, loss_cls: 1.2197, loss: 1.2197 2020-06-27 17:17:18,701 - mmaction - INFO - Epoch [49][260/627] lr: 0.00100, eta: 5:56:06, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.1540, loss: 1.1540 2020-06-27 17:17:31,778 - mmaction - INFO - Epoch [49][280/627] lr: 0.00100, eta: 5:55:53, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2840, loss: 1.2840 2020-06-27 17:17:45,216 - mmaction - INFO - Epoch [49][300/627] lr: 0.00100, eta: 5:55:40, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2436, loss: 1.2436 2020-06-27 17:17:59,158 - mmaction - INFO - Epoch [49][320/627] lr: 0.00100, eta: 5:55:28, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2565, loss: 1.2565 2020-06-27 17:18:12,054 - mmaction - INFO - Epoch [49][340/627] lr: 0.00100, eta: 5:55:14, time: 0.643, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.3062, loss: 1.3062 2020-06-27 17:18:26,462 - mmaction - INFO - Epoch [49][360/627] lr: 0.00100, eta: 5:55:02, time: 0.722, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.2112, loss: 1.2112 2020-06-27 17:18:39,804 - mmaction - INFO - Epoch [49][380/627] lr: 0.00100, eta: 5:54:49, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2697, loss: 1.2697 2020-06-27 17:18:52,948 - mmaction - INFO - Epoch [49][400/627] lr: 0.00100, eta: 5:54:36, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8625, loss_cls: 1.2584, loss: 1.2584 2020-06-27 17:19:06,248 - mmaction - INFO - Epoch [49][420/627] lr: 0.00100, eta: 5:54:23, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2023, loss: 1.2023 2020-06-27 17:19:20,259 - mmaction - INFO - Epoch [49][440/627] lr: 0.00100, eta: 5:54:10, time: 0.703, data_time: 0.007, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8375, loss_cls: 1.4880, loss: 1.4880 2020-06-27 17:19:34,295 - mmaction - INFO - Epoch [49][460/627] lr: 0.00100, eta: 5:53:58, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.2388, loss: 1.2388 2020-06-27 17:19:47,328 - mmaction - INFO - Epoch [49][480/627] lr: 0.00100, eta: 5:53:45, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3748, loss: 1.3748 2020-06-27 17:20:00,136 - mmaction - INFO - Epoch [49][500/627] lr: 0.00100, eta: 5:53:31, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.9000, loss_cls: 1.2318, loss: 1.2318 2020-06-27 17:20:14,149 - mmaction - INFO - Epoch [49][520/627] lr: 0.00100, eta: 5:53:19, time: 0.702, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.3028, loss: 1.3028 2020-06-27 17:20:26,882 - mmaction - INFO - Epoch [49][540/627] lr: 0.00100, eta: 5:53:05, time: 0.637, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8781, loss_cls: 1.2184, loss: 1.2184 2020-06-27 17:20:40,246 - mmaction - INFO - Epoch [49][560/627] lr: 0.00100, eta: 5:52:52, time: 0.668, data_time: 0.004, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3184, loss: 1.3184 2020-06-27 17:20:53,673 - mmaction - INFO - Epoch [49][580/627] lr: 0.00100, eta: 5:52:39, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3577, loss: 1.3577 2020-06-27 17:21:07,301 - mmaction - INFO - Epoch [49][600/627] lr: 0.00100, eta: 5:52:26, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8469, loss_cls: 1.3465, loss: 1.3465 2020-06-27 17:21:20,449 - mmaction - INFO - Epoch [49][620/627] lr: 0.00100, eta: 5:52:13, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3127, loss: 1.3127 2020-06-27 17:21:43,409 - mmaction - INFO - Epoch [50][20/627] lr: 0.00100, eta: 5:51:54, time: 0.854, data_time: 0.334, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.3381, loss: 1.3381 2020-06-27 17:21:55,645 - mmaction - INFO - Epoch [50][40/627] lr: 0.00100, eta: 5:51:40, time: 0.611, data_time: 0.008, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8719, loss_cls: 1.2295, loss: 1.2295 2020-06-27 17:22:08,839 - mmaction - INFO - Epoch [50][60/627] lr: 0.00100, eta: 5:51:27, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.9031, loss_cls: 1.2666, loss: 1.2666 2020-06-27 17:22:22,250 - mmaction - INFO - Epoch [50][80/627] lr: 0.00100, eta: 5:51:14, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.2250, loss: 1.2250 2020-06-27 17:22:35,400 - mmaction - INFO - Epoch [50][100/627] lr: 0.00100, eta: 5:51:00, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.3062, loss: 1.3062 2020-06-27 17:22:48,943 - mmaction - INFO - Epoch [50][120/627] lr: 0.00100, eta: 5:50:48, time: 0.676, data_time: 0.004, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3144, loss: 1.3144 2020-06-27 17:23:02,627 - mmaction - INFO - Epoch [50][140/627] lr: 0.00100, eta: 5:50:35, time: 0.683, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8750, loss_cls: 1.3704, loss: 1.3704 2020-06-27 17:23:15,675 - mmaction - INFO - Epoch [50][160/627] lr: 0.00100, eta: 5:50:21, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1637, loss: 1.1637 2020-06-27 17:23:29,697 - mmaction - INFO - Epoch [50][180/627] lr: 0.00100, eta: 5:50:09, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8938, loss_cls: 1.2492, loss: 1.2492 2020-06-27 17:23:42,785 - mmaction - INFO - Epoch [50][200/627] lr: 0.00100, eta: 5:49:56, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.3066, loss: 1.3066 2020-06-27 17:23:56,130 - mmaction - INFO - Epoch [50][220/627] lr: 0.00100, eta: 5:49:43, time: 0.665, data_time: 0.004, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.2991, loss: 1.2991 2020-06-27 17:24:09,338 - mmaction - INFO - Epoch [50][240/627] lr: 0.00100, eta: 5:49:29, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.1651, loss: 1.1651 2020-06-27 17:24:23,256 - mmaction - INFO - Epoch [50][260/627] lr: 0.00100, eta: 5:49:17, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2078, loss: 1.2078 2020-06-27 17:24:37,098 - mmaction - INFO - Epoch [50][280/627] lr: 0.00100, eta: 5:49:04, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2225, loss: 1.2225 2020-06-27 17:24:50,509 - mmaction - INFO - Epoch [50][300/627] lr: 0.00100, eta: 5:48:51, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.3633, loss: 1.3633 2020-06-27 17:25:04,478 - mmaction - INFO - Epoch [50][320/627] lr: 0.00100, eta: 5:48:39, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8469, loss_cls: 1.3487, loss: 1.3487 2020-06-27 17:25:17,629 - mmaction - INFO - Epoch [50][340/627] lr: 0.00100, eta: 5:48:26, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1946, loss: 1.1946 2020-06-27 17:25:30,885 - mmaction - INFO - Epoch [50][360/627] lr: 0.00100, eta: 5:48:12, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.6906, top5_acc: 0.9062, loss_cls: 1.1329, loss: 1.1329 2020-06-27 17:25:44,354 - mmaction - INFO - Epoch [50][380/627] lr: 0.00100, eta: 5:47:59, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.2736, loss: 1.2736 2020-06-27 17:25:58,015 - mmaction - INFO - Epoch [50][400/627] lr: 0.00100, eta: 5:47:47, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2555, loss: 1.2555 2020-06-27 17:26:11,826 - mmaction - INFO - Epoch [50][420/627] lr: 0.00100, eta: 5:47:34, time: 0.689, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2288, loss: 1.2288 2020-06-27 17:26:24,556 - mmaction - INFO - Epoch [50][440/627] lr: 0.00100, eta: 5:47:20, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0787, loss: 1.0787 2020-06-27 17:26:38,141 - mmaction - INFO - Epoch [50][460/627] lr: 0.00100, eta: 5:47:07, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8656, loss_cls: 1.3462, loss: 1.3462 2020-06-27 17:26:51,779 - mmaction - INFO - Epoch [50][480/627] lr: 0.00100, eta: 5:46:55, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.3114, loss: 1.3114 2020-06-27 17:27:05,403 - mmaction - INFO - Epoch [50][500/627] lr: 0.00100, eta: 5:46:42, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3353, loss: 1.3353 2020-06-27 17:27:18,141 - mmaction - INFO - Epoch [50][520/627] lr: 0.00100, eta: 5:46:28, time: 0.638, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8344, loss_cls: 1.5713, loss: 1.5713 2020-06-27 17:27:31,874 - mmaction - INFO - Epoch [50][540/627] lr: 0.00100, eta: 5:46:15, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.3160, loss: 1.3160 2020-06-27 17:27:45,441 - mmaction - INFO - Epoch [50][560/627] lr: 0.00100, eta: 5:46:03, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.3197, loss: 1.3197 2020-06-27 17:27:59,502 - mmaction - INFO - Epoch [50][580/627] lr: 0.00100, eta: 5:45:50, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3400, loss: 1.3400 2020-06-27 17:28:12,616 - mmaction - INFO - Epoch [50][600/627] lr: 0.00100, eta: 5:45:37, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8313, loss_cls: 1.3523, loss: 1.3523 2020-06-27 17:28:25,976 - mmaction - INFO - Epoch [50][620/627] lr: 0.00100, eta: 5:45:24, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.3183, loss: 1.3183 2020-06-27 17:28:49,097 - mmaction - INFO - Epoch [51][20/627] lr: 0.00100, eta: 5:45:06, time: 0.884, data_time: 0.354, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.1154, loss: 1.1154 2020-06-27 17:29:01,584 - mmaction - INFO - Epoch [51][40/627] lr: 0.00100, eta: 5:44:52, time: 0.624, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8594, loss_cls: 1.2896, loss: 1.2896 2020-06-27 17:29:14,493 - mmaction - INFO - Epoch [51][60/627] lr: 0.00100, eta: 5:44:38, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8719, loss_cls: 1.3448, loss: 1.3448 2020-06-27 17:29:27,943 - mmaction - INFO - Epoch [51][80/627] lr: 0.00100, eta: 5:44:25, time: 0.672, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.1264, loss: 1.1264 2020-06-27 17:29:42,265 - mmaction - INFO - Epoch [51][100/627] lr: 0.00100, eta: 5:44:13, time: 0.718, data_time: 0.006, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.3497, loss: 1.3497 2020-06-27 17:29:54,994 - mmaction - INFO - Epoch [51][120/627] lr: 0.00100, eta: 5:43:59, time: 0.635, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.2951, loss: 1.2951 2020-06-27 17:30:08,479 - mmaction - INFO - Epoch [51][140/627] lr: 0.00100, eta: 5:43:47, time: 0.676, data_time: 0.007, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2321, loss: 1.2321 2020-06-27 17:30:21,856 - mmaction - INFO - Epoch [51][160/627] lr: 0.00100, eta: 5:43:33, time: 0.667, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1079, loss: 1.1079 2020-06-27 17:30:35,395 - mmaction - INFO - Epoch [51][180/627] lr: 0.00100, eta: 5:43:21, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.2003, loss: 1.2003 2020-06-27 17:30:48,864 - mmaction - INFO - Epoch [51][200/627] lr: 0.00100, eta: 5:43:08, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3081, loss: 1.3081 2020-06-27 17:31:01,885 - mmaction - INFO - Epoch [51][220/627] lr: 0.00100, eta: 5:42:54, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8562, loss_cls: 1.2434, loss: 1.2434 2020-06-27 17:31:16,423 - mmaction - INFO - Epoch [51][240/627] lr: 0.00100, eta: 5:42:42, time: 0.725, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.3264, loss: 1.3264 2020-06-27 17:31:29,048 - mmaction - INFO - Epoch [51][260/627] lr: 0.00100, eta: 5:42:28, time: 0.633, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1945, loss: 1.1945 2020-06-27 17:31:42,623 - mmaction - INFO - Epoch [51][280/627] lr: 0.00100, eta: 5:42:16, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8469, loss_cls: 1.3364, loss: 1.3364 2020-06-27 17:31:56,004 - mmaction - INFO - Epoch [51][300/627] lr: 0.00100, eta: 5:42:03, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.3014, loss: 1.3014 2020-06-27 17:32:09,937 - mmaction - INFO - Epoch [51][320/627] lr: 0.00100, eta: 5:41:50, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1497, loss: 1.1497 2020-06-27 17:32:22,973 - mmaction - INFO - Epoch [51][340/627] lr: 0.00100, eta: 5:41:37, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3642, loss: 1.3642 2020-06-27 17:32:36,614 - mmaction - INFO - Epoch [51][360/627] lr: 0.00100, eta: 5:41:24, time: 0.680, data_time: 0.004, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.3578, loss: 1.3578 2020-06-27 17:32:50,533 - mmaction - INFO - Epoch [51][380/627] lr: 0.00100, eta: 5:41:11, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.3299, loss: 1.3299 2020-06-27 17:33:04,324 - mmaction - INFO - Epoch [51][400/627] lr: 0.00100, eta: 5:40:59, time: 0.689, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 1.0615, loss: 1.0615 2020-06-27 17:33:17,464 - mmaction - INFO - Epoch [51][420/627] lr: 0.00100, eta: 5:40:45, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.2100, loss: 1.2100 2020-06-27 17:33:30,714 - mmaction - INFO - Epoch [51][440/627] lr: 0.00100, eta: 5:40:32, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8969, loss_cls: 1.1666, loss: 1.1666 2020-06-27 17:33:43,939 - mmaction - INFO - Epoch [51][460/627] lr: 0.00100, eta: 5:40:19, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2597, loss: 1.2597 2020-06-27 17:33:57,612 - mmaction - INFO - Epoch [51][480/627] lr: 0.00100, eta: 5:40:06, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.3659, loss: 1.3659 2020-06-27 17:34:11,156 - mmaction - INFO - Epoch [51][500/627] lr: 0.00100, eta: 5:39:53, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.4021, loss: 1.4021 2020-06-27 17:34:24,710 - mmaction - INFO - Epoch [51][520/627] lr: 0.00100, eta: 5:39:40, time: 0.676, data_time: 0.007, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8594, loss_cls: 1.3359, loss: 1.3359 2020-06-27 17:34:37,938 - mmaction - INFO - Epoch [51][540/627] lr: 0.00100, eta: 5:39:27, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.2783, loss: 1.2783 2020-06-27 17:34:51,290 - mmaction - INFO - Epoch [51][560/627] lr: 0.00100, eta: 5:39:14, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.1308, loss: 1.1308 2020-06-27 17:35:04,548 - mmaction - INFO - Epoch [51][580/627] lr: 0.00100, eta: 5:39:01, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.1050, loss: 1.1050 2020-06-27 17:35:18,182 - mmaction - INFO - Epoch [51][600/627] lr: 0.00100, eta: 5:38:48, time: 0.681, data_time: 0.007, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.2424, loss: 1.2424 2020-06-27 17:35:31,514 - mmaction - INFO - Epoch [51][620/627] lr: 0.00100, eta: 5:38:35, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3370, loss: 1.3370 2020-06-27 17:38:27,643 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 17:38:28,650 - mmaction - INFO - top1_acc 0.6939 top5_acc 0.8851 2020-06-27 17:38:28,650 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 17:38:28,712 - mmaction - INFO - mean_acc 0.6937 2020-06-27 17:38:28,720 - mmaction - INFO - Epoch [51][627/627] lr: 0.00100, top1_acc: 0.6939, top5_acc: 0.8851, mean_class_accuracy: 0.6937 2020-06-27 17:38:46,696 - mmaction - INFO - Epoch [52][20/627] lr: 0.00100, eta: 5:38:17, time: 0.894, data_time: 0.381, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2752, loss: 1.2752 2020-06-27 17:38:58,724 - mmaction - INFO - Epoch [52][40/627] lr: 0.00100, eta: 5:38:03, time: 0.603, data_time: 0.008, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2901, loss: 1.2901 2020-06-27 17:39:11,576 - mmaction - INFO - Epoch [52][60/627] lr: 0.00100, eta: 5:37:49, time: 0.644, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.1733, loss: 1.1733 2020-06-27 17:39:24,767 - mmaction - INFO - Epoch [52][80/627] lr: 0.00100, eta: 5:37:36, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 1.0888, loss: 1.0888 2020-06-27 17:39:38,133 - mmaction - INFO - Epoch [52][100/627] lr: 0.00100, eta: 5:37:23, time: 0.668, data_time: 0.004, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.3112, loss: 1.3112 2020-06-27 17:39:51,450 - mmaction - INFO - Epoch [52][120/627] lr: 0.00100, eta: 5:37:10, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8406, loss_cls: 1.3780, loss: 1.3780 2020-06-27 17:40:05,094 - mmaction - INFO - Epoch [52][140/627] lr: 0.00100, eta: 5:36:57, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8500, loss_cls: 1.2769, loss: 1.2769 2020-06-27 17:40:19,091 - mmaction - INFO - Epoch [52][160/627] lr: 0.00100, eta: 5:36:44, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8781, loss_cls: 1.1879, loss: 1.1879 2020-06-27 17:40:32,281 - mmaction - INFO - Epoch [52][180/627] lr: 0.00100, eta: 5:36:31, time: 0.662, data_time: 0.007, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2910, loss: 1.2910 2020-06-27 17:40:45,532 - mmaction - INFO - Epoch [52][200/627] lr: 0.00100, eta: 5:36:18, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2991, loss: 1.2991 2020-06-27 17:40:58,624 - mmaction - INFO - Epoch [52][220/627] lr: 0.00100, eta: 5:36:05, time: 0.657, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0473, loss: 1.0473 2020-06-27 17:41:12,542 - mmaction - INFO - Epoch [52][240/627] lr: 0.00100, eta: 5:35:52, time: 0.695, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2866, loss: 1.2866 2020-06-27 17:41:25,616 - mmaction - INFO - Epoch [52][260/627] lr: 0.00100, eta: 5:35:39, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.3231, loss: 1.3231 2020-06-27 17:41:39,462 - mmaction - INFO - Epoch [52][280/627] lr: 0.00100, eta: 5:35:26, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8594, loss_cls: 1.3154, loss: 1.3154 2020-06-27 17:41:52,480 - mmaction - INFO - Epoch [52][300/627] lr: 0.00100, eta: 5:35:13, time: 0.652, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8594, loss_cls: 1.2721, loss: 1.2721 2020-06-27 17:42:05,830 - mmaction - INFO - Epoch [52][320/627] lr: 0.00100, eta: 5:35:00, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.3054, loss: 1.3054 2020-06-27 17:42:19,412 - mmaction - INFO - Epoch [52][340/627] lr: 0.00100, eta: 5:34:47, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2228, loss: 1.2228 2020-06-27 17:42:32,898 - mmaction - INFO - Epoch [52][360/627] lr: 0.00100, eta: 5:34:34, time: 0.672, data_time: 0.007, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.3892, loss: 1.3892 2020-06-27 17:42:46,363 - mmaction - INFO - Epoch [52][380/627] lr: 0.00100, eta: 5:34:21, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3220, loss: 1.3220 2020-06-27 17:42:59,621 - mmaction - INFO - Epoch [52][400/627] lr: 0.00100, eta: 5:34:07, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2242, loss: 1.2242 2020-06-27 17:43:13,094 - mmaction - INFO - Epoch [52][420/627] lr: 0.00100, eta: 5:33:55, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2297, loss: 1.2297 2020-06-27 17:43:26,462 - mmaction - INFO - Epoch [52][440/627] lr: 0.00100, eta: 5:33:41, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.3067, loss: 1.3067 2020-06-27 17:43:40,984 - mmaction - INFO - Epoch [52][460/627] lr: 0.00100, eta: 5:33:29, time: 0.727, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1617, loss: 1.1617 2020-06-27 17:43:53,809 - mmaction - INFO - Epoch [52][480/627] lr: 0.00100, eta: 5:33:16, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1308, loss: 1.1308 2020-06-27 17:44:07,082 - mmaction - INFO - Epoch [52][500/627] lr: 0.00100, eta: 5:33:03, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.3064, loss: 1.3064 2020-06-27 17:44:19,986 - mmaction - INFO - Epoch [52][520/627] lr: 0.00100, eta: 5:32:49, time: 0.642, data_time: 0.007, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.1415, loss: 1.1415 2020-06-27 17:44:33,740 - mmaction - INFO - Epoch [52][540/627] lr: 0.00100, eta: 5:32:36, time: 0.691, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2553, loss: 1.2553 2020-06-27 17:44:47,668 - mmaction - INFO - Epoch [52][560/627] lr: 0.00100, eta: 5:32:24, time: 0.695, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8469, loss_cls: 1.3378, loss: 1.3378 2020-06-27 17:45:00,734 - mmaction - INFO - Epoch [52][580/627] lr: 0.00100, eta: 5:32:10, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8406, loss_cls: 1.4496, loss: 1.4496 2020-06-27 17:45:14,570 - mmaction - INFO - Epoch [52][600/627] lr: 0.00100, eta: 5:31:58, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8281, loss_cls: 1.3482, loss: 1.3482 2020-06-27 17:45:28,872 - mmaction - INFO - Epoch [52][620/627] lr: 0.00100, eta: 5:31:46, time: 0.717, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8531, loss_cls: 1.2983, loss: 1.2983 2020-06-27 17:45:51,511 - mmaction - INFO - Epoch [53][20/627] lr: 0.00100, eta: 5:31:27, time: 0.867, data_time: 0.350, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.2358, loss: 1.2358 2020-06-27 17:46:03,865 - mmaction - INFO - Epoch [53][40/627] lr: 0.00100, eta: 5:31:13, time: 0.615, data_time: 0.007, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3239, loss: 1.3239 2020-06-27 17:46:17,062 - mmaction - INFO - Epoch [53][60/627] lr: 0.00100, eta: 5:31:00, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.1501, loss: 1.1501 2020-06-27 17:46:30,604 - mmaction - INFO - Epoch [53][80/627] lr: 0.00100, eta: 5:30:47, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1849, loss: 1.1849 2020-06-27 17:46:43,526 - mmaction - INFO - Epoch [53][100/627] lr: 0.00100, eta: 5:30:34, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2031, loss: 1.2031 2020-06-27 17:46:57,041 - mmaction - INFO - Epoch [53][120/627] lr: 0.00100, eta: 5:30:21, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2328, loss: 1.2328 2020-06-27 17:47:11,673 - mmaction - INFO - Epoch [53][140/627] lr: 0.00100, eta: 5:30:09, time: 0.733, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0840, loss: 1.0840 2020-06-27 17:47:24,144 - mmaction - INFO - Epoch [53][160/627] lr: 0.00100, eta: 5:29:55, time: 0.622, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8438, loss_cls: 1.3495, loss: 1.3495 2020-06-27 17:47:37,276 - mmaction - INFO - Epoch [53][180/627] lr: 0.00100, eta: 5:29:41, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3060, loss: 1.3060 2020-06-27 17:47:50,938 - mmaction - INFO - Epoch [53][200/627] lr: 0.00100, eta: 5:29:29, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8344, loss_cls: 1.4733, loss: 1.4733 2020-06-27 17:48:04,215 - mmaction - INFO - Epoch [53][220/627] lr: 0.00100, eta: 5:29:15, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 1.0589, loss: 1.0589 2020-06-27 17:48:18,681 - mmaction - INFO - Epoch [53][240/627] lr: 0.00100, eta: 5:29:03, time: 0.723, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1826, loss: 1.1826 2020-06-27 17:48:31,305 - mmaction - INFO - Epoch [53][260/627] lr: 0.00100, eta: 5:28:50, time: 0.633, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.0418, loss: 1.0418 2020-06-27 17:48:45,317 - mmaction - INFO - Epoch [53][280/627] lr: 0.00100, eta: 5:28:37, time: 0.699, data_time: 0.004, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8406, loss_cls: 1.3584, loss: 1.3584 2020-06-27 17:48:58,272 - mmaction - INFO - Epoch [53][300/627] lr: 0.00100, eta: 5:28:24, time: 0.648, data_time: 0.003, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4462, loss: 1.4462 2020-06-27 17:49:12,459 - mmaction - INFO - Epoch [53][320/627] lr: 0.00100, eta: 5:28:11, time: 0.709, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8562, loss_cls: 1.3651, loss: 1.3651 2020-06-27 17:49:25,646 - mmaction - INFO - Epoch [53][340/627] lr: 0.00100, eta: 5:27:58, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.4121, loss: 1.4121 2020-06-27 17:49:38,588 - mmaction - INFO - Epoch [53][360/627] lr: 0.00100, eta: 5:27:44, time: 0.644, data_time: 0.004, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3460, loss: 1.3460 2020-06-27 17:49:51,846 - mmaction - INFO - Epoch [53][380/627] lr: 0.00100, eta: 5:27:31, time: 0.666, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.3193, loss: 1.3193 2020-06-27 17:50:05,260 - mmaction - INFO - Epoch [53][400/627] lr: 0.00100, eta: 5:27:18, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3051, loss: 1.3051 2020-06-27 17:50:19,596 - mmaction - INFO - Epoch [53][420/627] lr: 0.00100, eta: 5:27:06, time: 0.717, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2296, loss: 1.2296 2020-06-27 17:50:33,005 - mmaction - INFO - Epoch [53][440/627] lr: 0.00100, eta: 5:26:53, time: 0.671, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8656, loss_cls: 1.2954, loss: 1.2954 2020-06-27 17:50:46,662 - mmaction - INFO - Epoch [53][460/627] lr: 0.00100, eta: 5:26:40, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.2018, loss: 1.2018 2020-06-27 17:51:00,310 - mmaction - INFO - Epoch [53][480/627] lr: 0.00100, eta: 5:26:27, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8406, loss_cls: 1.3581, loss: 1.3581 2020-06-27 17:51:13,665 - mmaction - INFO - Epoch [53][500/627] lr: 0.00100, eta: 5:26:14, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 1.1171, loss: 1.1171 2020-06-27 17:51:27,014 - mmaction - INFO - Epoch [53][520/627] lr: 0.00100, eta: 5:26:01, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1370, loss: 1.1370 2020-06-27 17:51:40,615 - mmaction - INFO - Epoch [53][540/627] lr: 0.00100, eta: 5:25:48, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.9031, loss_cls: 1.2732, loss: 1.2732 2020-06-27 17:51:53,823 - mmaction - INFO - Epoch [53][560/627] lr: 0.00100, eta: 5:25:35, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.4193, loss: 1.4193 2020-06-27 17:52:07,156 - mmaction - INFO - Epoch [53][580/627] lr: 0.00100, eta: 5:25:22, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6312, top5_acc: 0.8344, loss_cls: 1.4066, loss: 1.4066 2020-06-27 17:52:20,565 - mmaction - INFO - Epoch [53][600/627] lr: 0.00100, eta: 5:25:09, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3357, loss: 1.3357 2020-06-27 17:52:33,717 - mmaction - INFO - Epoch [53][620/627] lr: 0.00100, eta: 5:24:55, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3492, loss: 1.3492 2020-06-27 17:52:56,615 - mmaction - INFO - Epoch [54][20/627] lr: 0.00100, eta: 5:24:37, time: 0.864, data_time: 0.347, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.1181, loss: 1.1181 2020-06-27 17:53:09,003 - mmaction - INFO - Epoch [54][40/627] lr: 0.00100, eta: 5:24:23, time: 0.617, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2077, loss: 1.2077 2020-06-27 17:53:22,252 - mmaction - INFO - Epoch [54][60/627] lr: 0.00100, eta: 5:24:10, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.1824, loss: 1.1824 2020-06-27 17:53:35,675 - mmaction - INFO - Epoch [54][80/627] lr: 0.00100, eta: 5:23:57, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3307, loss: 1.3307 2020-06-27 17:53:48,743 - mmaction - INFO - Epoch [54][100/627] lr: 0.00100, eta: 5:23:43, time: 0.653, data_time: 0.003, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1932, loss: 1.1932 2020-06-27 17:54:02,007 - mmaction - INFO - Epoch [54][120/627] lr: 0.00100, eta: 5:23:30, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8469, loss_cls: 1.2978, loss: 1.2978 2020-06-27 17:54:15,500 - mmaction - INFO - Epoch [54][140/627] lr: 0.00100, eta: 5:23:17, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.4010, loss: 1.4010 2020-06-27 17:54:29,866 - mmaction - INFO - Epoch [54][160/627] lr: 0.00100, eta: 5:23:05, time: 0.715, data_time: 0.004, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.1628, loss: 1.1628 2020-06-27 17:54:42,892 - mmaction - INFO - Epoch [54][180/627] lr: 0.00100, eta: 5:22:52, time: 0.654, data_time: 0.007, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8781, loss_cls: 1.3460, loss: 1.3460 2020-06-27 17:54:56,010 - mmaction - INFO - Epoch [54][200/627] lr: 0.00100, eta: 5:22:38, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1741, loss: 1.1741 2020-06-27 17:55:09,114 - mmaction - INFO - Epoch [54][220/627] lr: 0.00100, eta: 5:22:25, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0739, loss: 1.0739 2020-06-27 17:55:22,621 - mmaction - INFO - Epoch [54][240/627] lr: 0.00100, eta: 5:22:12, time: 0.673, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1882, loss: 1.1882 2020-06-27 17:55:36,077 - mmaction - INFO - Epoch [54][260/627] lr: 0.00100, eta: 5:21:59, time: 0.676, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8625, loss_cls: 1.2247, loss: 1.2247 2020-06-27 17:55:49,173 - mmaction - INFO - Epoch [54][280/627] lr: 0.00100, eta: 5:21:45, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1020, loss: 1.1020 2020-06-27 17:56:02,720 - mmaction - INFO - Epoch [54][300/627] lr: 0.00100, eta: 5:21:33, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.2832, loss: 1.2832 2020-06-27 17:56:16,305 - mmaction - INFO - Epoch [54][320/627] lr: 0.00100, eta: 5:21:20, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8469, loss_cls: 1.2986, loss: 1.2986 2020-06-27 17:56:29,809 - mmaction - INFO - Epoch [54][340/627] lr: 0.00100, eta: 5:21:07, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8562, loss_cls: 1.3185, loss: 1.3185 2020-06-27 17:56:43,420 - mmaction - INFO - Epoch [54][360/627] lr: 0.00100, eta: 5:20:54, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8219, loss_cls: 1.4690, loss: 1.4690 2020-06-27 17:56:56,537 - mmaction - INFO - Epoch [54][380/627] lr: 0.00100, eta: 5:20:40, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2103, loss: 1.2103 2020-06-27 17:57:09,716 - mmaction - INFO - Epoch [54][400/627] lr: 0.00100, eta: 5:20:27, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8656, loss_cls: 1.2157, loss: 1.2157 2020-06-27 17:57:23,867 - mmaction - INFO - Epoch [54][420/627] lr: 0.00100, eta: 5:20:15, time: 0.709, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8281, loss_cls: 1.4619, loss: 1.4619 2020-06-27 17:57:37,758 - mmaction - INFO - Epoch [54][440/627] lr: 0.00100, eta: 5:20:02, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.2957, loss: 1.2957 2020-06-27 17:57:50,383 - mmaction - INFO - Epoch [54][460/627] lr: 0.00100, eta: 5:19:48, time: 0.633, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2374, loss: 1.2374 2020-06-27 17:58:04,554 - mmaction - INFO - Epoch [54][480/627] lr: 0.00100, eta: 5:19:36, time: 0.706, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1913, loss: 1.1913 2020-06-27 17:58:17,435 - mmaction - INFO - Epoch [54][500/627] lr: 0.00100, eta: 5:19:22, time: 0.647, data_time: 0.007, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.2183, loss: 1.2183 2020-06-27 17:58:31,465 - mmaction - INFO - Epoch [54][520/627] lr: 0.00100, eta: 5:19:10, time: 0.698, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1655, loss: 1.1655 2020-06-27 17:58:44,235 - mmaction - INFO - Epoch [54][540/627] lr: 0.00100, eta: 5:18:56, time: 0.641, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.3389, loss: 1.3389 2020-06-27 17:58:57,673 - mmaction - INFO - Epoch [54][560/627] lr: 0.00100, eta: 5:18:43, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2487, loss: 1.2487 2020-06-27 17:59:11,101 - mmaction - INFO - Epoch [54][580/627] lr: 0.00100, eta: 5:18:30, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8656, loss_cls: 1.2948, loss: 1.2948 2020-06-27 17:59:24,167 - mmaction - INFO - Epoch [54][600/627] lr: 0.00100, eta: 5:18:17, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1383, loss: 1.1383 2020-06-27 17:59:38,050 - mmaction - INFO - Epoch [54][620/627] lr: 0.00100, eta: 5:18:04, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.1919, loss: 1.1919 2020-06-27 18:02:31,155 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 18:02:32,322 - mmaction - INFO - top1_acc 0.6948 top5_acc 0.8851 2020-06-27 18:02:32,323 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 18:02:32,421 - mmaction - INFO - mean_acc 0.6947 2020-06-27 18:02:32,463 - mmaction - INFO - Epoch [54][627/627] lr: 0.00100, top1_acc: 0.6948, top5_acc: 0.8851, mean_class_accuracy: 0.6947 2020-06-27 18:02:51,470 - mmaction - INFO - Epoch [55][20/627] lr: 0.00100, eta: 5:17:47, time: 0.940, data_time: 0.401, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1514, loss: 1.1514 2020-06-27 18:03:04,076 - mmaction - INFO - Epoch [55][40/627] lr: 0.00100, eta: 5:17:33, time: 0.635, data_time: 0.012, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4289, loss: 1.4289 2020-06-27 18:03:17,006 - mmaction - INFO - Epoch [55][60/627] lr: 0.00100, eta: 5:17:20, time: 0.649, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.2854, loss: 1.2854 2020-06-27 18:03:30,042 - mmaction - INFO - Epoch [55][80/627] lr: 0.00100, eta: 5:17:06, time: 0.650, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2923, loss: 1.2923 2020-06-27 18:03:44,086 - mmaction - INFO - Epoch [55][100/627] lr: 0.00100, eta: 5:16:54, time: 0.704, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3172, loss: 1.3172 2020-06-27 18:03:56,601 - mmaction - INFO - Epoch [55][120/627] lr: 0.00100, eta: 5:16:40, time: 0.625, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.9094, loss_cls: 1.1497, loss: 1.1497 2020-06-27 18:04:09,749 - mmaction - INFO - Epoch [55][140/627] lr: 0.00100, eta: 5:16:27, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1162, loss: 1.1162 2020-06-27 18:04:22,973 - mmaction - INFO - Epoch [55][160/627] lr: 0.00100, eta: 5:16:13, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3325, loss: 1.3325 2020-06-27 18:04:36,314 - mmaction - INFO - Epoch [55][180/627] lr: 0.00100, eta: 5:16:00, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2495, loss: 1.2495 2020-06-27 18:04:49,939 - mmaction - INFO - Epoch [55][200/627] lr: 0.00100, eta: 5:15:47, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2060, loss: 1.2060 2020-06-27 18:05:02,909 - mmaction - INFO - Epoch [55][220/627] lr: 0.00100, eta: 5:15:34, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.3150, loss: 1.3150 2020-06-27 18:05:16,320 - mmaction - INFO - Epoch [55][240/627] lr: 0.00100, eta: 5:15:21, time: 0.669, data_time: 0.004, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.4356, loss: 1.4356 2020-06-27 18:05:30,151 - mmaction - INFO - Epoch [55][260/627] lr: 0.00100, eta: 5:15:08, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1194, loss: 1.1194 2020-06-27 18:05:43,359 - mmaction - INFO - Epoch [55][280/627] lr: 0.00100, eta: 5:14:55, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4349, loss: 1.4349 2020-06-27 18:05:56,542 - mmaction - INFO - Epoch [55][300/627] lr: 0.00100, eta: 5:14:42, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8656, loss_cls: 1.1511, loss: 1.1511 2020-06-27 18:06:10,198 - mmaction - INFO - Epoch [55][320/627] lr: 0.00100, eta: 5:14:29, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8531, loss_cls: 1.2981, loss: 1.2981 2020-06-27 18:06:23,596 - mmaction - INFO - Epoch [55][340/627] lr: 0.00100, eta: 5:14:16, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2258, loss: 1.2258 2020-06-27 18:06:36,731 - mmaction - INFO - Epoch [55][360/627] lr: 0.00100, eta: 5:14:02, time: 0.656, data_time: 0.004, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8562, loss_cls: 1.3286, loss: 1.3286 2020-06-27 18:06:50,098 - mmaction - INFO - Epoch [55][380/627] lr: 0.00100, eta: 5:13:49, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0458, loss: 1.0458 2020-06-27 18:07:03,880 - mmaction - INFO - Epoch [55][400/627] lr: 0.00100, eta: 5:13:37, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0729, loss: 1.0729 2020-06-27 18:07:16,800 - mmaction - INFO - Epoch [55][420/627] lr: 0.00100, eta: 5:13:23, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.3430, loss: 1.3430 2020-06-27 18:07:29,982 - mmaction - INFO - Epoch [55][440/627] lr: 0.00100, eta: 5:13:10, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.3149, loss: 1.3149 2020-06-27 18:07:43,599 - mmaction - INFO - Epoch [55][460/627] lr: 0.00100, eta: 5:12:57, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8594, loss_cls: 1.2365, loss: 1.2365 2020-06-27 18:07:57,479 - mmaction - INFO - Epoch [55][480/627] lr: 0.00100, eta: 5:12:44, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2102, loss: 1.2102 2020-06-27 18:08:10,352 - mmaction - INFO - Epoch [55][500/627] lr: 0.00100, eta: 5:12:31, time: 0.644, data_time: 0.002, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.2107, loss: 1.2107 2020-06-27 18:08:23,549 - mmaction - INFO - Epoch [55][520/627] lr: 0.00100, eta: 5:12:17, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3392, loss: 1.3392 2020-06-27 18:08:36,912 - mmaction - INFO - Epoch [55][540/627] lr: 0.00100, eta: 5:12:04, time: 0.669, data_time: 0.007, memory: 7028, top1_acc: 0.6969, top5_acc: 0.9031, loss_cls: 1.1793, loss: 1.1793 2020-06-27 18:08:50,201 - mmaction - INFO - Epoch [55][560/627] lr: 0.00100, eta: 5:11:51, time: 0.664, data_time: 0.002, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0628, loss: 1.0628 2020-06-27 18:09:03,427 - mmaction - INFO - Epoch [55][580/627] lr: 0.00100, eta: 5:11:38, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1168, loss: 1.1168 2020-06-27 18:09:16,539 - mmaction - INFO - Epoch [55][600/627] lr: 0.00100, eta: 5:11:24, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.1241, loss: 1.1241 2020-06-27 18:09:30,166 - mmaction - INFO - Epoch [55][620/627] lr: 0.00100, eta: 5:11:12, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.3900, loss: 1.3900 2020-06-27 18:09:52,797 - mmaction - INFO - Epoch [56][20/627] lr: 0.00100, eta: 5:10:53, time: 0.840, data_time: 0.318, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.1656, loss: 1.1656 2020-06-27 18:10:05,381 - mmaction - INFO - Epoch [56][40/627] lr: 0.00100, eta: 5:10:39, time: 0.629, data_time: 0.007, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1928, loss: 1.1928 2020-06-27 18:10:18,760 - mmaction - INFO - Epoch [56][60/627] lr: 0.00100, eta: 5:10:26, time: 0.667, data_time: 0.003, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1915, loss: 1.1915 2020-06-27 18:10:32,080 - mmaction - INFO - Epoch [56][80/627] lr: 0.00100, eta: 5:10:13, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.2020, loss: 1.2020 2020-06-27 18:10:45,302 - mmaction - INFO - Epoch [56][100/627] lr: 0.00100, eta: 5:10:00, time: 0.662, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.2202, loss: 1.2202 2020-06-27 18:10:58,545 - mmaction - INFO - Epoch [56][120/627] lr: 0.00100, eta: 5:09:46, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2480, loss: 1.2480 2020-06-27 18:11:11,604 - mmaction - INFO - Epoch [56][140/627] lr: 0.00100, eta: 5:09:33, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2015, loss: 1.2015 2020-06-27 18:11:25,575 - mmaction - INFO - Epoch [56][160/627] lr: 0.00100, eta: 5:09:20, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1248, loss: 1.1248 2020-06-27 18:11:38,522 - mmaction - INFO - Epoch [56][180/627] lr: 0.00100, eta: 5:09:07, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8500, loss_cls: 1.3153, loss: 1.3153 2020-06-27 18:11:52,201 - mmaction - INFO - Epoch [56][200/627] lr: 0.00100, eta: 5:08:54, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.3297, loss: 1.3297 2020-06-27 18:12:05,817 - mmaction - INFO - Epoch [56][220/627] lr: 0.00100, eta: 5:08:41, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.2857, loss: 1.2857 2020-06-27 18:12:19,033 - mmaction - INFO - Epoch [56][240/627] lr: 0.00100, eta: 5:08:28, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.2017, loss: 1.2017 2020-06-27 18:12:32,073 - mmaction - INFO - Epoch [56][260/627] lr: 0.00100, eta: 5:08:14, time: 0.652, data_time: 0.004, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3607, loss: 1.3607 2020-06-27 18:12:45,951 - mmaction - INFO - Epoch [56][280/627] lr: 0.00100, eta: 5:08:02, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1971, loss: 1.1971 2020-06-27 18:12:58,685 - mmaction - INFO - Epoch [56][300/627] lr: 0.00100, eta: 5:07:48, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.3584, loss: 1.3584 2020-06-27 18:13:12,197 - mmaction - INFO - Epoch [56][320/627] lr: 0.00100, eta: 5:07:35, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.1769, loss: 1.1769 2020-06-27 18:13:26,558 - mmaction - INFO - Epoch [56][340/627] lr: 0.00100, eta: 5:07:23, time: 0.719, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1423, loss: 1.1423 2020-06-27 18:13:39,042 - mmaction - INFO - Epoch [56][360/627] lr: 0.00100, eta: 5:07:09, time: 0.624, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.2785, loss: 1.2785 2020-06-27 18:13:52,120 - mmaction - INFO - Epoch [56][380/627] lr: 0.00100, eta: 5:06:56, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.2315, loss: 1.2315 2020-06-27 18:14:05,612 - mmaction - INFO - Epoch [56][400/627] lr: 0.00100, eta: 5:06:43, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8406, loss_cls: 1.4425, loss: 1.4425 2020-06-27 18:14:18,800 - mmaction - INFO - Epoch [56][420/627] lr: 0.00100, eta: 5:06:29, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2530, loss: 1.2530 2020-06-27 18:14:32,363 - mmaction - INFO - Epoch [56][440/627] lr: 0.00100, eta: 5:06:16, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2904, loss: 1.2904 2020-06-27 18:14:45,665 - mmaction - INFO - Epoch [56][460/627] lr: 0.00100, eta: 5:06:03, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.2331, loss: 1.2331 2020-06-27 18:14:59,196 - mmaction - INFO - Epoch [56][480/627] lr: 0.00100, eta: 5:05:50, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8531, loss_cls: 1.2832, loss: 1.2832 2020-06-27 18:15:12,512 - mmaction - INFO - Epoch [56][500/627] lr: 0.00100, eta: 5:05:37, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.3683, loss: 1.3683 2020-06-27 18:15:25,926 - mmaction - INFO - Epoch [56][520/627] lr: 0.00100, eta: 5:05:24, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8500, loss_cls: 1.2857, loss: 1.2857 2020-06-27 18:15:39,363 - mmaction - INFO - Epoch [56][540/627] lr: 0.00100, eta: 5:05:11, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1253, loss: 1.1253 2020-06-27 18:15:52,867 - mmaction - INFO - Epoch [56][560/627] lr: 0.00100, eta: 5:04:58, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.2943, loss: 1.2943 2020-06-27 18:16:06,361 - mmaction - INFO - Epoch [56][580/627] lr: 0.00100, eta: 5:04:45, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2716, loss: 1.2716 2020-06-27 18:16:19,738 - mmaction - INFO - Epoch [56][600/627] lr: 0.00100, eta: 5:04:32, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.2355, loss: 1.2355 2020-06-27 18:16:32,959 - mmaction - INFO - Epoch [56][620/627] lr: 0.00100, eta: 5:04:18, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.2287, loss: 1.2287 2020-06-27 18:16:56,102 - mmaction - INFO - Epoch [57][20/627] lr: 0.00100, eta: 5:04:00, time: 0.874, data_time: 0.351, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2448, loss: 1.2448 2020-06-27 18:17:08,617 - mmaction - INFO - Epoch [57][40/627] lr: 0.00100, eta: 5:03:46, time: 0.625, data_time: 0.007, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8500, loss_cls: 1.3297, loss: 1.3297 2020-06-27 18:17:21,715 - mmaction - INFO - Epoch [57][60/627] lr: 0.00100, eta: 5:03:33, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8969, loss_cls: 1.1277, loss: 1.1277 2020-06-27 18:17:34,827 - mmaction - INFO - Epoch [57][80/627] lr: 0.00100, eta: 5:03:20, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.2159, loss: 1.2159 2020-06-27 18:17:48,411 - mmaction - INFO - Epoch [57][100/627] lr: 0.00100, eta: 5:03:07, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 1.0583, loss: 1.0583 2020-06-27 18:18:02,095 - mmaction - INFO - Epoch [57][120/627] lr: 0.00100, eta: 5:02:54, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1505, loss: 1.1505 2020-06-27 18:18:15,673 - mmaction - INFO - Epoch [57][140/627] lr: 0.00100, eta: 5:02:41, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8656, loss_cls: 1.2338, loss: 1.2338 2020-06-27 18:18:29,167 - mmaction - INFO - Epoch [57][160/627] lr: 0.00100, eta: 5:02:28, time: 0.674, data_time: 0.002, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2231, loss: 1.2231 2020-06-27 18:18:42,173 - mmaction - INFO - Epoch [57][180/627] lr: 0.00100, eta: 5:02:15, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1129, loss: 1.1129 2020-06-27 18:18:55,577 - mmaction - INFO - Epoch [57][200/627] lr: 0.00100, eta: 5:02:01, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.1342, loss: 1.1342 2020-06-27 18:19:09,537 - mmaction - INFO - Epoch [57][220/627] lr: 0.00100, eta: 5:01:49, time: 0.698, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1832, loss: 1.1832 2020-06-27 18:19:22,546 - mmaction - INFO - Epoch [57][240/627] lr: 0.00100, eta: 5:01:35, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.1789, loss: 1.1789 2020-06-27 18:19:35,873 - mmaction - INFO - Epoch [57][260/627] lr: 0.00100, eta: 5:01:22, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8531, loss_cls: 1.3210, loss: 1.3210 2020-06-27 18:19:49,027 - mmaction - INFO - Epoch [57][280/627] lr: 0.00100, eta: 5:01:09, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2139, loss: 1.2139 2020-06-27 18:20:02,367 - mmaction - INFO - Epoch [57][300/627] lr: 0.00100, eta: 5:00:56, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.2761, loss: 1.2761 2020-06-27 18:20:15,767 - mmaction - INFO - Epoch [57][320/627] lr: 0.00100, eta: 5:00:43, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2387, loss: 1.2387 2020-06-27 18:20:28,952 - mmaction - INFO - Epoch [57][340/627] lr: 0.00100, eta: 5:00:29, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3910, loss: 1.3910 2020-06-27 18:20:42,624 - mmaction - INFO - Epoch [57][360/627] lr: 0.00100, eta: 5:00:16, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.3181, loss: 1.3181 2020-06-27 18:20:56,029 - mmaction - INFO - Epoch [57][380/627] lr: 0.00100, eta: 5:00:03, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.1179, loss: 1.1179 2020-06-27 18:21:10,294 - mmaction - INFO - Epoch [57][400/627] lr: 0.00100, eta: 4:59:51, time: 0.715, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1665, loss: 1.1665 2020-06-27 18:21:23,396 - mmaction - INFO - Epoch [57][420/627] lr: 0.00100, eta: 4:59:38, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.1053, loss: 1.1053 2020-06-27 18:21:36,315 - mmaction - INFO - Epoch [57][440/627] lr: 0.00100, eta: 4:59:24, time: 0.646, data_time: 0.002, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.2299, loss: 1.2299 2020-06-27 18:21:50,021 - mmaction - INFO - Epoch [57][460/627] lr: 0.00100, eta: 4:59:11, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.1995, loss: 1.1995 2020-06-27 18:22:03,533 - mmaction - INFO - Epoch [57][480/627] lr: 0.00100, eta: 4:58:58, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.0918, loss: 1.0918 2020-06-27 18:22:17,791 - mmaction - INFO - Epoch [57][500/627] lr: 0.00100, eta: 4:58:46, time: 0.710, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2855, loss: 1.2855 2020-06-27 18:22:30,648 - mmaction - INFO - Epoch [57][520/627] lr: 0.00100, eta: 4:58:32, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.2184, loss: 1.2184 2020-06-27 18:22:44,471 - mmaction - INFO - Epoch [57][540/627] lr: 0.00100, eta: 4:58:19, time: 0.689, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2160, loss: 1.2160 2020-06-27 18:22:57,790 - mmaction - INFO - Epoch [57][560/627] lr: 0.00100, eta: 4:58:06, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2454, loss: 1.2454 2020-06-27 18:23:11,596 - mmaction - INFO - Epoch [57][580/627] lr: 0.00100, eta: 4:57:53, time: 0.689, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.2369, loss: 1.2369 2020-06-27 18:23:25,310 - mmaction - INFO - Epoch [57][600/627] lr: 0.00100, eta: 4:57:41, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.2978, loss: 1.2978 2020-06-27 18:23:38,444 - mmaction - INFO - Epoch [57][620/627] lr: 0.00100, eta: 4:57:27, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2946, loss: 1.2946 2020-06-27 18:26:32,994 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 18:26:34,000 - mmaction - INFO - top1_acc 0.6961 top5_acc 0.8863 2020-06-27 18:26:34,000 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 18:26:34,062 - mmaction - INFO - mean_acc 0.6960 2020-06-27 18:26:34,070 - mmaction - INFO - Epoch [57][627/627] lr: 0.00100, top1_acc: 0.6961, top5_acc: 0.8863, mean_class_accuracy: 0.6960 2020-06-27 18:26:50,975 - mmaction - INFO - Epoch [58][20/627] lr: 0.00100, eta: 4:57:09, time: 0.844, data_time: 0.325, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.2172, loss: 1.2172 2020-06-27 18:27:03,193 - mmaction - INFO - Epoch [58][40/627] lr: 0.00100, eta: 4:56:55, time: 0.609, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9923, loss: 0.9923 2020-06-27 18:27:16,589 - mmaction - INFO - Epoch [58][60/627] lr: 0.00100, eta: 4:56:42, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1424, loss: 1.1424 2020-06-27 18:27:30,143 - mmaction - INFO - Epoch [58][80/627] lr: 0.00100, eta: 4:56:29, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.3064, loss: 1.3064 2020-06-27 18:27:43,286 - mmaction - INFO - Epoch [58][100/627] lr: 0.00100, eta: 4:56:15, time: 0.657, data_time: 0.004, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2491, loss: 1.2491 2020-06-27 18:27:56,131 - mmaction - INFO - Epoch [58][120/627] lr: 0.00100, eta: 4:56:02, time: 0.641, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1957, loss: 1.1957 2020-06-27 18:28:09,545 - mmaction - INFO - Epoch [58][140/627] lr: 0.00100, eta: 4:55:49, time: 0.672, data_time: 0.003, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1546, loss: 1.1546 2020-06-27 18:28:22,993 - mmaction - INFO - Epoch [58][160/627] lr: 0.00100, eta: 4:55:35, time: 0.670, data_time: 0.004, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2894, loss: 1.2894 2020-06-27 18:28:36,100 - mmaction - INFO - Epoch [58][180/627] lr: 0.00100, eta: 4:55:22, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2822, loss: 1.2822 2020-06-27 18:28:49,513 - mmaction - INFO - Epoch [58][200/627] lr: 0.00100, eta: 4:55:09, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1111, loss: 1.1111 2020-06-27 18:29:03,202 - mmaction - INFO - Epoch [58][220/627] lr: 0.00100, eta: 4:54:56, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8344, loss_cls: 1.2831, loss: 1.2831 2020-06-27 18:29:16,498 - mmaction - INFO - Epoch [58][240/627] lr: 0.00100, eta: 4:54:43, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1602, loss: 1.1602 2020-06-27 18:29:30,034 - mmaction - INFO - Epoch [58][260/627] lr: 0.00100, eta: 4:54:30, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0751, loss: 1.0751 2020-06-27 18:29:43,300 - mmaction - INFO - Epoch [58][280/627] lr: 0.00100, eta: 4:54:17, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1593, loss: 1.1593 2020-06-27 18:29:56,837 - mmaction - INFO - Epoch [58][300/627] lr: 0.00100, eta: 4:54:04, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8594, loss_cls: 1.3367, loss: 1.3367 2020-06-27 18:30:10,344 - mmaction - INFO - Epoch [58][320/627] lr: 0.00100, eta: 4:53:51, time: 0.675, data_time: 0.003, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1697, loss: 1.1697 2020-06-27 18:30:23,576 - mmaction - INFO - Epoch [58][340/627] lr: 0.00100, eta: 4:53:37, time: 0.662, data_time: 0.003, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2399, loss: 1.2399 2020-06-27 18:30:37,100 - mmaction - INFO - Epoch [58][360/627] lr: 0.00100, eta: 4:53:24, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1165, loss: 1.1165 2020-06-27 18:30:50,289 - mmaction - INFO - Epoch [58][380/627] lr: 0.00100, eta: 4:53:11, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8625, loss_cls: 1.1804, loss: 1.1804 2020-06-27 18:31:04,088 - mmaction - INFO - Epoch [58][400/627] lr: 0.00100, eta: 4:52:58, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8938, loss_cls: 1.0775, loss: 1.0775 2020-06-27 18:31:17,753 - mmaction - INFO - Epoch [58][420/627] lr: 0.00100, eta: 4:52:45, time: 0.683, data_time: 0.002, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0564, loss: 1.0564 2020-06-27 18:31:30,800 - mmaction - INFO - Epoch [58][440/627] lr: 0.00100, eta: 4:52:32, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2475, loss: 1.2475 2020-06-27 18:31:44,606 - mmaction - INFO - Epoch [58][460/627] lr: 0.00100, eta: 4:52:19, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1866, loss: 1.1866 2020-06-27 18:31:57,809 - mmaction - INFO - Epoch [58][480/627] lr: 0.00100, eta: 4:52:06, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.2501, loss: 1.2501 2020-06-27 18:32:12,378 - mmaction - INFO - Epoch [58][500/627] lr: 0.00100, eta: 4:51:54, time: 0.730, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1621, loss: 1.1621 2020-06-27 18:32:25,090 - mmaction - INFO - Epoch [58][520/627] lr: 0.00100, eta: 4:51:40, time: 0.635, data_time: 0.007, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1721, loss: 1.1721 2020-06-27 18:32:38,490 - mmaction - INFO - Epoch [58][540/627] lr: 0.00100, eta: 4:51:27, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8469, loss_cls: 1.4075, loss: 1.4075 2020-06-27 18:32:51,859 - mmaction - INFO - Epoch [58][560/627] lr: 0.00100, eta: 4:51:14, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8844, loss_cls: 1.0595, loss: 1.0595 2020-06-27 18:33:05,237 - mmaction - INFO - Epoch [58][580/627] lr: 0.00100, eta: 4:51:01, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1381, loss: 1.1381 2020-06-27 18:33:18,723 - mmaction - INFO - Epoch [58][600/627] lr: 0.00100, eta: 4:50:48, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.1096, loss: 1.1096 2020-06-27 18:33:32,123 - mmaction - INFO - Epoch [58][620/627] lr: 0.00100, eta: 4:50:35, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.2426, loss: 1.2426 2020-06-27 18:33:54,989 - mmaction - INFO - Epoch [59][20/627] lr: 0.00100, eta: 4:50:17, time: 0.891, data_time: 0.361, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2806, loss: 1.2806 2020-06-27 18:34:07,900 - mmaction - INFO - Epoch [59][40/627] lr: 0.00100, eta: 4:50:03, time: 0.644, data_time: 0.007, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.2934, loss: 1.2934 2020-06-27 18:34:20,686 - mmaction - INFO - Epoch [59][60/627] lr: 0.00100, eta: 4:49:50, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.3370, loss: 1.3370 2020-06-27 18:34:34,144 - mmaction - INFO - Epoch [59][80/627] lr: 0.00100, eta: 4:49:36, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0380, loss: 1.0380 2020-06-27 18:34:47,872 - mmaction - INFO - Epoch [59][100/627] lr: 0.00100, eta: 4:49:24, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.6406, top5_acc: 0.8313, loss_cls: 1.4955, loss: 1.4955 2020-06-27 18:35:01,658 - mmaction - INFO - Epoch [59][120/627] lr: 0.00100, eta: 4:49:11, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.3010, loss: 1.3010 2020-06-27 18:35:15,124 - mmaction - INFO - Epoch [59][140/627] lr: 0.00100, eta: 4:48:58, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8719, loss_cls: 1.1799, loss: 1.1799 2020-06-27 18:35:28,610 - mmaction - INFO - Epoch [59][160/627] lr: 0.00100, eta: 4:48:45, time: 0.675, data_time: 0.008, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2362, loss: 1.2362 2020-06-27 18:35:41,976 - mmaction - INFO - Epoch [59][180/627] lr: 0.00100, eta: 4:48:31, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.2991, loss: 1.2991 2020-06-27 18:35:55,373 - mmaction - INFO - Epoch [59][200/627] lr: 0.00100, eta: 4:48:18, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1254, loss: 1.1254 2020-06-27 18:36:09,044 - mmaction - INFO - Epoch [59][220/627] lr: 0.00100, eta: 4:48:05, time: 0.683, data_time: 0.004, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8656, loss_cls: 1.3640, loss: 1.3640 2020-06-27 18:36:22,248 - mmaction - INFO - Epoch [59][240/627] lr: 0.00100, eta: 4:47:52, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0440, loss: 1.0440 2020-06-27 18:36:36,375 - mmaction - INFO - Epoch [59][260/627] lr: 0.00100, eta: 4:47:40, time: 0.708, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.2614, loss: 1.2614 2020-06-27 18:36:49,563 - mmaction - INFO - Epoch [59][280/627] lr: 0.00100, eta: 4:47:26, time: 0.658, data_time: 0.004, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1718, loss: 1.1718 2020-06-27 18:37:03,068 - mmaction - INFO - Epoch [59][300/627] lr: 0.00100, eta: 4:47:13, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0328, loss: 1.0328 2020-06-27 18:37:16,106 - mmaction - INFO - Epoch [59][320/627] lr: 0.00100, eta: 4:47:00, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0701, loss: 1.0701 2020-06-27 18:37:30,011 - mmaction - INFO - Epoch [59][340/627] lr: 0.00100, eta: 4:46:47, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8531, loss_cls: 1.3752, loss: 1.3752 2020-06-27 18:37:43,939 - mmaction - INFO - Epoch [59][360/627] lr: 0.00100, eta: 4:46:34, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8719, loss_cls: 1.2057, loss: 1.2057 2020-06-27 18:37:57,091 - mmaction - INFO - Epoch [59][380/627] lr: 0.00100, eta: 4:46:21, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1287, loss: 1.1287 2020-06-27 18:38:10,211 - mmaction - INFO - Epoch [59][400/627] lr: 0.00100, eta: 4:46:08, time: 0.655, data_time: 0.004, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.1545, loss: 1.1545 2020-06-27 18:38:23,787 - mmaction - INFO - Epoch [59][420/627] lr: 0.00100, eta: 4:45:55, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8750, loss_cls: 1.2279, loss: 1.2279 2020-06-27 18:38:37,753 - mmaction - INFO - Epoch [59][440/627] lr: 0.00100, eta: 4:45:42, time: 0.699, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0923, loss: 1.0923 2020-06-27 18:38:50,921 - mmaction - INFO - Epoch [59][460/627] lr: 0.00100, eta: 4:45:29, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8469, loss_cls: 1.3620, loss: 1.3620 2020-06-27 18:39:04,754 - mmaction - INFO - Epoch [59][480/627] lr: 0.00100, eta: 4:45:16, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2696, loss: 1.2696 2020-06-27 18:39:17,979 - mmaction - INFO - Epoch [59][500/627] lr: 0.00100, eta: 4:45:03, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.2444, loss: 1.2444 2020-06-27 18:39:31,890 - mmaction - INFO - Epoch [59][520/627] lr: 0.00100, eta: 4:44:50, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.2793, loss: 1.2793 2020-06-27 18:39:45,189 - mmaction - INFO - Epoch [59][540/627] lr: 0.00100, eta: 4:44:37, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1615, loss: 1.1615 2020-06-27 18:39:59,384 - mmaction - INFO - Epoch [59][560/627] lr: 0.00100, eta: 4:44:24, time: 0.712, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.2074, loss: 1.2074 2020-06-27 18:40:12,372 - mmaction - INFO - Epoch [59][580/627] lr: 0.00100, eta: 4:44:11, time: 0.649, data_time: 0.003, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1796, loss: 1.1796 2020-06-27 18:40:25,824 - mmaction - INFO - Epoch [59][600/627] lr: 0.00100, eta: 4:43:57, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.0912, loss: 1.0912 2020-06-27 18:40:39,449 - mmaction - INFO - Epoch [59][620/627] lr: 0.00100, eta: 4:43:45, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.2749, loss: 1.2749 2020-06-27 18:41:02,528 - mmaction - INFO - Epoch [60][20/627] lr: 0.00100, eta: 4:43:27, time: 0.893, data_time: 0.372, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1031, loss: 1.1031 2020-06-27 18:41:14,979 - mmaction - INFO - Epoch [60][40/627] lr: 0.00100, eta: 4:43:13, time: 0.622, data_time: 0.007, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.3585, loss: 1.3585 2020-06-27 18:41:28,526 - mmaction - INFO - Epoch [60][60/627] lr: 0.00100, eta: 4:43:00, time: 0.677, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.1912, loss: 1.1912 2020-06-27 18:41:41,537 - mmaction - INFO - Epoch [60][80/627] lr: 0.00100, eta: 4:42:46, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2347, loss: 1.2347 2020-06-27 18:41:55,052 - mmaction - INFO - Epoch [60][100/627] lr: 0.00100, eta: 4:42:33, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.3311, loss: 1.3311 2020-06-27 18:42:09,070 - mmaction - INFO - Epoch [60][120/627] lr: 0.00100, eta: 4:42:21, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0759, loss: 1.0759 2020-06-27 18:42:22,588 - mmaction - INFO - Epoch [60][140/627] lr: 0.00100, eta: 4:42:08, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.2253, loss: 1.2253 2020-06-27 18:42:35,948 - mmaction - INFO - Epoch [60][160/627] lr: 0.00100, eta: 4:41:54, time: 0.667, data_time: 0.004, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.2433, loss: 1.2433 2020-06-27 18:42:49,507 - mmaction - INFO - Epoch [60][180/627] lr: 0.00100, eta: 4:41:41, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1092, loss: 1.1092 2020-06-27 18:43:03,191 - mmaction - INFO - Epoch [60][200/627] lr: 0.00100, eta: 4:41:28, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.1802, loss: 1.1802 2020-06-27 18:43:16,396 - mmaction - INFO - Epoch [60][220/627] lr: 0.00100, eta: 4:41:15, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8594, loss_cls: 1.2513, loss: 1.2513 2020-06-27 18:43:30,198 - mmaction - INFO - Epoch [60][240/627] lr: 0.00100, eta: 4:41:02, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8938, loss_cls: 1.0166, loss: 1.0166 2020-06-27 18:43:43,459 - mmaction - INFO - Epoch [60][260/627] lr: 0.00100, eta: 4:40:49, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2604, loss: 1.2604 2020-06-27 18:43:57,311 - mmaction - INFO - Epoch [60][280/627] lr: 0.00100, eta: 4:40:36, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0811, loss: 1.0811 2020-06-27 18:44:10,813 - mmaction - INFO - Epoch [60][300/627] lr: 0.00100, eta: 4:40:23, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0681, loss: 1.0681 2020-06-27 18:44:24,201 - mmaction - INFO - Epoch [60][320/627] lr: 0.00100, eta: 4:40:10, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1395, loss: 1.1395 2020-06-27 18:44:38,342 - mmaction - INFO - Epoch [60][340/627] lr: 0.00100, eta: 4:39:57, time: 0.709, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8750, loss_cls: 1.2214, loss: 1.2214 2020-06-27 18:44:51,546 - mmaction - INFO - Epoch [60][360/627] lr: 0.00100, eta: 4:39:44, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1290, loss: 1.1290 2020-06-27 18:45:05,372 - mmaction - INFO - Epoch [60][380/627] lr: 0.00100, eta: 4:39:31, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1287, loss: 1.1287 2020-06-27 18:45:18,855 - mmaction - INFO - Epoch [60][400/627] lr: 0.00100, eta: 4:39:18, time: 0.675, data_time: 0.003, memory: 7028, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1016, loss: 1.1016 2020-06-27 18:45:31,971 - mmaction - INFO - Epoch [60][420/627] lr: 0.00100, eta: 4:39:05, time: 0.654, data_time: 0.004, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8750, loss_cls: 1.1182, loss: 1.1182 2020-06-27 18:45:45,552 - mmaction - INFO - Epoch [60][440/627] lr: 0.00100, eta: 4:38:52, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2898, loss: 1.2898 2020-06-27 18:45:59,364 - mmaction - INFO - Epoch [60][460/627] lr: 0.00100, eta: 4:38:39, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1110, loss: 1.1110 2020-06-27 18:46:13,780 - mmaction - INFO - Epoch [60][480/627] lr: 0.00100, eta: 4:38:27, time: 0.722, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2155, loss: 1.2155 2020-06-27 18:46:26,767 - mmaction - INFO - Epoch [60][500/627] lr: 0.00100, eta: 4:38:13, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 1.0426, loss: 1.0426 2020-06-27 18:46:40,544 - mmaction - INFO - Epoch [60][520/627] lr: 0.00100, eta: 4:38:00, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8500, loss_cls: 1.3074, loss: 1.3074 2020-06-27 18:46:54,958 - mmaction - INFO - Epoch [60][540/627] lr: 0.00100, eta: 4:37:48, time: 0.720, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2832, loss: 1.2832 2020-06-27 18:47:07,456 - mmaction - INFO - Epoch [60][560/627] lr: 0.00100, eta: 4:37:34, time: 0.626, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1567, loss: 1.1567 2020-06-27 18:47:21,441 - mmaction - INFO - Epoch [60][580/627] lr: 0.00100, eta: 4:37:21, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2752, loss: 1.2752 2020-06-27 18:47:34,807 - mmaction - INFO - Epoch [60][600/627] lr: 0.00100, eta: 4:37:08, time: 0.668, data_time: 0.004, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8969, loss_cls: 1.1935, loss: 1.1935 2020-06-27 18:47:48,802 - mmaction - INFO - Epoch [60][620/627] lr: 0.00100, eta: 4:36:55, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2769, loss: 1.2769 2020-06-27 18:50:47,200 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 18:50:48,207 - mmaction - INFO - top1_acc 0.6969 top5_acc 0.8868 2020-06-27 18:50:48,207 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 18:50:48,270 - mmaction - INFO - mean_acc 0.6967 2020-06-27 18:50:48,278 - mmaction - INFO - Epoch [60][627/627] lr: 0.00100, top1_acc: 0.6969, top5_acc: 0.8868, mean_class_accuracy: 0.6967 2020-06-27 18:51:05,723 - mmaction - INFO - Epoch [61][20/627] lr: 0.00100, eta: 4:36:37, time: 0.868, data_time: 0.358, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.2659, loss: 1.2659 2020-06-27 18:51:18,184 - mmaction - INFO - Epoch [61][40/627] lr: 0.00100, eta: 4:36:23, time: 0.623, data_time: 0.007, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1841, loss: 1.1841 2020-06-27 18:51:32,043 - mmaction - INFO - Epoch [61][60/627] lr: 0.00100, eta: 4:36:11, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.9190, loss: 0.9190 2020-06-27 18:51:44,920 - mmaction - INFO - Epoch [61][80/627] lr: 0.00100, eta: 4:35:57, time: 0.642, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1308, loss: 1.1308 2020-06-27 18:51:58,293 - mmaction - INFO - Epoch [61][100/627] lr: 0.00100, eta: 4:35:44, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.3497, loss: 1.3497 2020-06-27 18:52:11,864 - mmaction - INFO - Epoch [61][120/627] lr: 0.00100, eta: 4:35:31, time: 0.678, data_time: 0.004, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2734, loss: 1.2734 2020-06-27 18:52:25,062 - mmaction - INFO - Epoch [61][140/627] lr: 0.00100, eta: 4:35:18, time: 0.659, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8688, loss_cls: 1.1751, loss: 1.1751 2020-06-27 18:52:38,307 - mmaction - INFO - Epoch [61][160/627] lr: 0.00100, eta: 4:35:04, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.3265, loss: 1.3265 2020-06-27 18:52:51,786 - mmaction - INFO - Epoch [61][180/627] lr: 0.00100, eta: 4:34:51, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.1757, loss: 1.1757 2020-06-27 18:53:05,808 - mmaction - INFO - Epoch [61][200/627] lr: 0.00100, eta: 4:34:39, time: 0.699, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8531, loss_cls: 1.3929, loss: 1.3929 2020-06-27 18:53:19,386 - mmaction - INFO - Epoch [61][220/627] lr: 0.00100, eta: 4:34:26, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1914, loss: 1.1914 2020-06-27 18:53:32,941 - mmaction - INFO - Epoch [61][240/627] lr: 0.00100, eta: 4:34:12, time: 0.677, data_time: 0.007, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1078, loss: 1.1078 2020-06-27 18:53:46,663 - mmaction - INFO - Epoch [61][260/627] lr: 0.00100, eta: 4:34:00, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8344, loss_cls: 1.3730, loss: 1.3730 2020-06-27 18:54:00,186 - mmaction - INFO - Epoch [61][280/627] lr: 0.00100, eta: 4:33:46, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.3186, loss: 1.3186 2020-06-27 18:54:13,496 - mmaction - INFO - Epoch [61][300/627] lr: 0.00100, eta: 4:33:33, time: 0.666, data_time: 0.003, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.4039, loss: 1.4039 2020-06-27 18:54:27,589 - mmaction - INFO - Epoch [61][320/627] lr: 0.00100, eta: 4:33:21, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.2366, loss: 1.2366 2020-06-27 18:54:40,956 - mmaction - INFO - Epoch [61][340/627] lr: 0.00100, eta: 4:33:07, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1183, loss: 1.1183 2020-06-27 18:54:54,315 - mmaction - INFO - Epoch [61][360/627] lr: 0.00100, eta: 4:32:54, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1838, loss: 1.1838 2020-06-27 18:55:08,238 - mmaction - INFO - Epoch [61][380/627] lr: 0.00100, eta: 4:32:41, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8562, loss_cls: 1.2369, loss: 1.2369 2020-06-27 18:55:22,178 - mmaction - INFO - Epoch [61][400/627] lr: 0.00100, eta: 4:32:29, time: 0.698, data_time: 0.004, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1482, loss: 1.1482 2020-06-27 18:55:35,559 - mmaction - INFO - Epoch [61][420/627] lr: 0.00100, eta: 4:32:15, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0717, loss: 1.0717 2020-06-27 18:55:49,645 - mmaction - INFO - Epoch [61][440/627] lr: 0.00100, eta: 4:32:03, time: 0.706, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0783, loss: 1.0783 2020-06-27 18:56:02,820 - mmaction - INFO - Epoch [61][460/627] lr: 0.00100, eta: 4:31:49, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.1983, loss: 1.1983 2020-06-27 18:56:16,558 - mmaction - INFO - Epoch [61][480/627] lr: 0.00100, eta: 4:31:36, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0593, loss: 1.0593 2020-06-27 18:56:30,136 - mmaction - INFO - Epoch [61][500/627] lr: 0.00100, eta: 4:31:23, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9156, loss_cls: 1.0950, loss: 1.0950 2020-06-27 18:56:43,230 - mmaction - INFO - Epoch [61][520/627] lr: 0.00100, eta: 4:31:10, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 1.0266, loss: 1.0266 2020-06-27 18:56:56,854 - mmaction - INFO - Epoch [61][540/627] lr: 0.00100, eta: 4:30:57, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8688, loss_cls: 1.1044, loss: 1.1044 2020-06-27 18:57:10,863 - mmaction - INFO - Epoch [61][560/627] lr: 0.00100, eta: 4:30:44, time: 0.701, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.9031, loss_cls: 1.1795, loss: 1.1795 2020-06-27 18:57:24,424 - mmaction - INFO - Epoch [61][580/627] lr: 0.00100, eta: 4:30:31, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2365, loss: 1.2365 2020-06-27 18:57:38,023 - mmaction - INFO - Epoch [61][600/627] lr: 0.00100, eta: 4:30:18, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0542, loss: 1.0542 2020-06-27 18:57:51,597 - mmaction - INFO - Epoch [61][620/627] lr: 0.00100, eta: 4:30:05, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8750, loss_cls: 1.2508, loss: 1.2508 2020-06-27 18:58:14,781 - mmaction - INFO - Epoch [62][20/627] lr: 0.00100, eta: 4:29:47, time: 0.864, data_time: 0.348, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.1550, loss: 1.1550 2020-06-27 18:58:27,898 - mmaction - INFO - Epoch [62][40/627] lr: 0.00100, eta: 4:29:34, time: 0.654, data_time: 0.008, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2434, loss: 1.2434 2020-06-27 18:58:40,823 - mmaction - INFO - Epoch [62][60/627] lr: 0.00100, eta: 4:29:20, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8844, loss_cls: 1.0434, loss: 1.0434 2020-06-27 18:58:54,776 - mmaction - INFO - Epoch [62][80/627] lr: 0.00100, eta: 4:29:07, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8812, loss_cls: 1.1010, loss: 1.1010 2020-06-27 18:59:07,867 - mmaction - INFO - Epoch [62][100/627] lr: 0.00100, eta: 4:28:54, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3408, loss: 1.3408 2020-06-27 18:59:21,640 - mmaction - INFO - Epoch [62][120/627] lr: 0.00100, eta: 4:28:41, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2456, loss: 1.2456 2020-06-27 18:59:34,578 - mmaction - INFO - Epoch [62][140/627] lr: 0.00100, eta: 4:28:28, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8562, loss_cls: 1.3276, loss: 1.3276 2020-06-27 18:59:47,783 - mmaction - INFO - Epoch [62][160/627] lr: 0.00100, eta: 4:28:14, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2764, loss: 1.2764 2020-06-27 19:00:01,550 - mmaction - INFO - Epoch [62][180/627] lr: 0.00100, eta: 4:28:01, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.2391, loss: 1.2391 2020-06-27 19:00:15,977 - mmaction - INFO - Epoch [62][200/627] lr: 0.00100, eta: 4:27:49, time: 0.719, data_time: 0.002, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1564, loss: 1.1564 2020-06-27 19:00:29,927 - mmaction - INFO - Epoch [62][220/627] lr: 0.00100, eta: 4:27:36, time: 0.696, data_time: 0.010, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.2265, loss: 1.2265 2020-06-27 19:00:43,188 - mmaction - INFO - Epoch [62][240/627] lr: 0.00100, eta: 4:27:23, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.1959, loss: 1.1959 2020-06-27 19:00:56,745 - mmaction - INFO - Epoch [62][260/627] lr: 0.00100, eta: 4:27:10, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3199, loss: 1.3199 2020-06-27 19:01:10,688 - mmaction - INFO - Epoch [62][280/627] lr: 0.00100, eta: 4:26:57, time: 0.699, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1912, loss: 1.1912 2020-06-27 19:01:24,179 - mmaction - INFO - Epoch [62][300/627] lr: 0.00100, eta: 4:26:44, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.0931, loss: 1.0931 2020-06-27 19:01:37,481 - mmaction - INFO - Epoch [62][320/627] lr: 0.00100, eta: 4:26:31, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.3604, loss: 1.3604 2020-06-27 19:01:50,962 - mmaction - INFO - Epoch [62][340/627] lr: 0.00100, eta: 4:26:18, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.3052, loss: 1.3052 2020-06-27 19:02:04,621 - mmaction - INFO - Epoch [62][360/627] lr: 0.00100, eta: 4:26:05, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.1617, loss: 1.1617 2020-06-27 19:02:18,304 - mmaction - INFO - Epoch [62][380/627] lr: 0.00100, eta: 4:25:52, time: 0.684, data_time: 0.003, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2568, loss: 1.2568 2020-06-27 19:02:32,281 - mmaction - INFO - Epoch [62][400/627] lr: 0.00100, eta: 4:25:39, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2345, loss: 1.2345 2020-06-27 19:02:46,001 - mmaction - INFO - Epoch [62][420/627] lr: 0.00100, eta: 4:25:26, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2495, loss: 1.2495 2020-06-27 19:02:59,653 - mmaction - INFO - Epoch [62][440/627] lr: 0.00100, eta: 4:25:13, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.0968, loss: 1.0968 2020-06-27 19:03:12,919 - mmaction - INFO - Epoch [62][460/627] lr: 0.00100, eta: 4:25:00, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.1341, loss: 1.1341 2020-06-27 19:03:26,477 - mmaction - INFO - Epoch [62][480/627] lr: 0.00100, eta: 4:24:46, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.1761, loss: 1.1761 2020-06-27 19:03:40,172 - mmaction - INFO - Epoch [62][500/627] lr: 0.00100, eta: 4:24:33, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2095, loss: 1.2095 2020-06-27 19:03:53,922 - mmaction - INFO - Epoch [62][520/627] lr: 0.00100, eta: 4:24:21, time: 0.687, data_time: 0.007, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2067, loss: 1.2067 2020-06-27 19:04:08,125 - mmaction - INFO - Epoch [62][540/627] lr: 0.00100, eta: 4:24:08, time: 0.711, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.0848, loss: 1.0848 2020-06-27 19:04:21,734 - mmaction - INFO - Epoch [62][560/627] lr: 0.00100, eta: 4:23:55, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.2871, loss: 1.2871 2020-06-27 19:04:35,282 - mmaction - INFO - Epoch [62][580/627] lr: 0.00100, eta: 4:23:42, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1472, loss: 1.1472 2020-06-27 19:04:48,772 - mmaction - INFO - Epoch [62][600/627] lr: 0.00100, eta: 4:23:29, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2605, loss: 1.2605 2020-06-27 19:05:02,773 - mmaction - INFO - Epoch [62][620/627] lr: 0.00100, eta: 4:23:16, time: 0.702, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3211, loss: 1.3211 2020-06-27 19:05:27,993 - mmaction - INFO - Epoch [63][20/627] lr: 0.00100, eta: 4:22:59, time: 0.983, data_time: 0.445, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.1091, loss: 1.1091 2020-06-27 19:05:39,775 - mmaction - INFO - Epoch [63][40/627] lr: 0.00100, eta: 4:22:45, time: 0.589, data_time: 0.004, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1873, loss: 1.1873 2020-06-27 19:05:53,046 - mmaction - INFO - Epoch [63][60/627] lr: 0.00100, eta: 4:22:32, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2136, loss: 1.2136 2020-06-27 19:06:06,429 - mmaction - INFO - Epoch [63][80/627] lr: 0.00100, eta: 4:22:18, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8625, loss_cls: 1.2986, loss: 1.2986 2020-06-27 19:06:20,296 - mmaction - INFO - Epoch [63][100/627] lr: 0.00100, eta: 4:22:06, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.2166, loss: 1.2166 2020-06-27 19:06:33,717 - mmaction - INFO - Epoch [63][120/627] lr: 0.00100, eta: 4:21:52, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6500, top5_acc: 0.8406, loss_cls: 1.4701, loss: 1.4701 2020-06-27 19:06:47,273 - mmaction - INFO - Epoch [63][140/627] lr: 0.00100, eta: 4:21:39, time: 0.676, data_time: 0.004, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.2780, loss: 1.2780 2020-06-27 19:07:00,587 - mmaction - INFO - Epoch [63][160/627] lr: 0.00100, eta: 4:21:26, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2668, loss: 1.2668 2020-06-27 19:07:14,286 - mmaction - INFO - Epoch [63][180/627] lr: 0.00100, eta: 4:21:13, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.2131, loss: 1.2131 2020-06-27 19:07:27,896 - mmaction - INFO - Epoch [63][200/627] lr: 0.00100, eta: 4:21:00, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.1729, loss: 1.1729 2020-06-27 19:07:42,070 - mmaction - INFO - Epoch [63][220/627] lr: 0.00100, eta: 4:20:47, time: 0.708, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1836, loss: 1.1836 2020-06-27 19:07:55,526 - mmaction - INFO - Epoch [63][240/627] lr: 0.00100, eta: 4:20:34, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8406, loss_cls: 1.2865, loss: 1.2865 2020-06-27 19:08:08,860 - mmaction - INFO - Epoch [63][260/627] lr: 0.00100, eta: 4:20:21, time: 0.666, data_time: 0.004, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1053, loss: 1.1053 2020-06-27 19:08:22,786 - mmaction - INFO - Epoch [63][280/627] lr: 0.00100, eta: 4:20:08, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.1743, loss: 1.1743 2020-06-27 19:08:36,136 - mmaction - INFO - Epoch [63][300/627] lr: 0.00100, eta: 4:19:55, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1886, loss: 1.1886 2020-06-27 19:08:49,877 - mmaction - INFO - Epoch [63][320/627] lr: 0.00100, eta: 4:19:42, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8688, loss_cls: 1.2140, loss: 1.2140 2020-06-27 19:09:03,501 - mmaction - INFO - Epoch [63][340/627] lr: 0.00100, eta: 4:19:29, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8812, loss_cls: 1.1456, loss: 1.1456 2020-06-27 19:09:17,513 - mmaction - INFO - Epoch [63][360/627] lr: 0.00100, eta: 4:19:16, time: 0.698, data_time: 0.004, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8406, loss_cls: 1.2561, loss: 1.2561 2020-06-27 19:09:30,773 - mmaction - INFO - Epoch [63][380/627] lr: 0.00100, eta: 4:19:03, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2519, loss: 1.2519 2020-06-27 19:09:44,538 - mmaction - INFO - Epoch [63][400/627] lr: 0.00100, eta: 4:18:50, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8688, loss_cls: 1.2303, loss: 1.2303 2020-06-27 19:09:58,023 - mmaction - INFO - Epoch [63][420/627] lr: 0.00100, eta: 4:18:37, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2222, loss: 1.2222 2020-06-27 19:10:11,750 - mmaction - INFO - Epoch [63][440/627] lr: 0.00100, eta: 4:18:24, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2203, loss: 1.2203 2020-06-27 19:10:25,571 - mmaction - INFO - Epoch [63][460/627] lr: 0.00100, eta: 4:18:11, time: 0.690, data_time: 0.002, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8656, loss_cls: 1.2094, loss: 1.2094 2020-06-27 19:10:39,012 - mmaction - INFO - Epoch [63][480/627] lr: 0.00100, eta: 4:17:58, time: 0.671, data_time: 0.007, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8531, loss_cls: 1.2999, loss: 1.2999 2020-06-27 19:10:52,686 - mmaction - INFO - Epoch [63][500/627] lr: 0.00100, eta: 4:17:45, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1668, loss: 1.1668 2020-06-27 19:11:06,321 - mmaction - INFO - Epoch [63][520/627] lr: 0.00100, eta: 4:17:32, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1336, loss: 1.1336 2020-06-27 19:11:20,141 - mmaction - INFO - Epoch [63][540/627] lr: 0.00100, eta: 4:17:19, time: 0.694, data_time: 0.008, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8656, loss_cls: 1.2081, loss: 1.2081 2020-06-27 19:11:34,512 - mmaction - INFO - Epoch [63][560/627] lr: 0.00100, eta: 4:17:06, time: 0.718, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8531, loss_cls: 1.3455, loss: 1.3455 2020-06-27 19:11:47,591 - mmaction - INFO - Epoch [63][580/627] lr: 0.00100, eta: 4:16:53, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8562, loss_cls: 1.3373, loss: 1.3373 2020-06-27 19:12:01,339 - mmaction - INFO - Epoch [63][600/627] lr: 0.00100, eta: 4:16:40, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.2536, loss: 1.2536 2020-06-27 19:12:15,030 - mmaction - INFO - Epoch [63][620/627] lr: 0.00100, eta: 4:16:27, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8969, loss_cls: 1.1600, loss: 1.1600 2020-06-27 19:15:12,776 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 19:15:13,782 - mmaction - INFO - top1_acc 0.6936 top5_acc 0.8875 2020-06-27 19:15:13,783 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 19:15:13,947 - mmaction - INFO - mean_acc 0.6935 2020-06-27 19:15:13,962 - mmaction - INFO - Epoch [63][627/627] lr: 0.00100, top1_acc: 0.6936, top5_acc: 0.8875, mean_class_accuracy: 0.6935 2020-06-27 19:15:31,138 - mmaction - INFO - Epoch [64][20/627] lr: 0.00100, eta: 4:16:08, time: 0.856, data_time: 0.330, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1304, loss: 1.1304 2020-06-27 19:15:43,868 - mmaction - INFO - Epoch [64][40/627] lr: 0.00100, eta: 4:15:55, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.2095, loss: 1.2095 2020-06-27 19:15:56,775 - mmaction - INFO - Epoch [64][60/627] lr: 0.00100, eta: 4:15:41, time: 0.645, data_time: 0.002, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1457, loss: 1.1457 2020-06-27 19:16:10,434 - mmaction - INFO - Epoch [64][80/627] lr: 0.00100, eta: 4:15:28, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3788, loss: 1.3788 2020-06-27 19:16:24,137 - mmaction - INFO - Epoch [64][100/627] lr: 0.00100, eta: 4:15:15, time: 0.684, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1220, loss: 1.1220 2020-06-27 19:16:37,865 - mmaction - INFO - Epoch [64][120/627] lr: 0.00100, eta: 4:15:02, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0250, loss: 1.0250 2020-06-27 19:16:51,109 - mmaction - INFO - Epoch [64][140/627] lr: 0.00100, eta: 4:14:49, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.1728, loss: 1.1728 2020-06-27 19:17:05,361 - mmaction - INFO - Epoch [64][160/627] lr: 0.00100, eta: 4:14:36, time: 0.715, data_time: 0.007, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0184, loss: 1.0184 2020-06-27 19:17:18,568 - mmaction - INFO - Epoch [64][180/627] lr: 0.00100, eta: 4:14:23, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3545, loss: 1.3545 2020-06-27 19:17:32,173 - mmaction - INFO - Epoch [64][200/627] lr: 0.00100, eta: 4:14:10, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8812, loss_cls: 1.0884, loss: 1.0884 2020-06-27 19:17:46,711 - mmaction - INFO - Epoch [64][220/627] lr: 0.00100, eta: 4:13:58, time: 0.726, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1769, loss: 1.1769 2020-06-27 19:18:00,315 - mmaction - INFO - Epoch [64][240/627] lr: 0.00100, eta: 4:13:45, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2902, loss: 1.2902 2020-06-27 19:18:13,725 - mmaction - INFO - Epoch [64][260/627] lr: 0.00100, eta: 4:13:31, time: 0.669, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8594, loss_cls: 1.2842, loss: 1.2842 2020-06-27 19:18:27,231 - mmaction - INFO - Epoch [64][280/627] lr: 0.00100, eta: 4:13:18, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1709, loss: 1.1709 2020-06-27 19:18:41,181 - mmaction - INFO - Epoch [64][300/627] lr: 0.00100, eta: 4:13:05, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1558, loss: 1.1558 2020-06-27 19:18:54,392 - mmaction - INFO - Epoch [64][320/627] lr: 0.00100, eta: 4:12:52, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1369, loss: 1.1369 2020-06-27 19:19:08,079 - mmaction - INFO - Epoch [64][340/627] lr: 0.00100, eta: 4:12:39, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.2406, loss: 1.2406 2020-06-27 19:19:21,856 - mmaction - INFO - Epoch [64][360/627] lr: 0.00100, eta: 4:12:26, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1132, loss: 1.1132 2020-06-27 19:19:35,474 - mmaction - INFO - Epoch [64][380/627] lr: 0.00100, eta: 4:12:13, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9856, loss: 0.9856 2020-06-27 19:19:49,308 - mmaction - INFO - Epoch [64][400/627] lr: 0.00100, eta: 4:12:00, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1193, loss: 1.1193 2020-06-27 19:20:03,352 - mmaction - INFO - Epoch [64][420/627] lr: 0.00100, eta: 4:11:47, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8781, loss_cls: 1.1435, loss: 1.1435 2020-06-27 19:20:16,451 - mmaction - INFO - Epoch [64][440/627] lr: 0.00100, eta: 4:11:34, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.1551, loss: 1.1551 2020-06-27 19:20:30,447 - mmaction - INFO - Epoch [64][460/627] lr: 0.00100, eta: 4:11:21, time: 0.699, data_time: 0.007, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8531, loss_cls: 1.2359, loss: 1.2359 2020-06-27 19:20:43,931 - mmaction - INFO - Epoch [64][480/627] lr: 0.00100, eta: 4:11:08, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.3001, loss: 1.3001 2020-06-27 19:20:57,631 - mmaction - INFO - Epoch [64][500/627] lr: 0.00100, eta: 4:10:55, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 1.1202, loss: 1.1202 2020-06-27 19:21:11,474 - mmaction - INFO - Epoch [64][520/627] lr: 0.00100, eta: 4:10:42, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.9062, loss_cls: 1.2291, loss: 1.2291 2020-06-27 19:21:25,297 - mmaction - INFO - Epoch [64][540/627] lr: 0.00100, eta: 4:10:29, time: 0.689, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.2331, loss: 1.2331 2020-06-27 19:21:38,847 - mmaction - INFO - Epoch [64][560/627] lr: 0.00100, eta: 4:10:16, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1915, loss: 1.1915 2020-06-27 19:21:52,261 - mmaction - INFO - Epoch [64][580/627] lr: 0.00100, eta: 4:10:03, time: 0.670, data_time: 0.007, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3536, loss: 1.3536 2020-06-27 19:22:05,936 - mmaction - INFO - Epoch [64][600/627] lr: 0.00100, eta: 4:09:50, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9125, loss_cls: 1.1559, loss: 1.1559 2020-06-27 19:22:20,235 - mmaction - INFO - Epoch [64][620/627] lr: 0.00100, eta: 4:09:37, time: 0.713, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8531, loss_cls: 1.3566, loss: 1.3566 2020-06-27 19:22:43,238 - mmaction - INFO - Epoch [65][20/627] lr: 0.00100, eta: 4:09:19, time: 0.856, data_time: 0.344, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1266, loss: 1.1266 2020-06-27 19:22:55,588 - mmaction - INFO - Epoch [65][40/627] lr: 0.00100, eta: 4:09:05, time: 0.617, data_time: 0.007, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1570, loss: 1.1570 2020-06-27 19:23:08,893 - mmaction - INFO - Epoch [65][60/627] lr: 0.00100, eta: 4:08:52, time: 0.665, data_time: 0.004, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8625, loss_cls: 1.2664, loss: 1.2664 2020-06-27 19:23:23,199 - mmaction - INFO - Epoch [65][80/627] lr: 0.00100, eta: 4:08:39, time: 0.716, data_time: 0.004, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1077, loss: 1.1077 2020-06-27 19:23:36,697 - mmaction - INFO - Epoch [65][100/627] lr: 0.00100, eta: 4:08:26, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8844, loss_cls: 1.2614, loss: 1.2614 2020-06-27 19:23:50,185 - mmaction - INFO - Epoch [65][120/627] lr: 0.00100, eta: 4:08:13, time: 0.678, data_time: 0.007, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1743, loss: 1.1743 2020-06-27 19:24:04,693 - mmaction - INFO - Epoch [65][140/627] lr: 0.00100, eta: 4:08:00, time: 0.724, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1802, loss: 1.1802 2020-06-27 19:24:17,805 - mmaction - INFO - Epoch [65][160/627] lr: 0.00100, eta: 4:07:47, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1425, loss: 1.1425 2020-06-27 19:24:31,424 - mmaction - INFO - Epoch [65][180/627] lr: 0.00100, eta: 4:07:34, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2218, loss: 1.2218 2020-06-27 19:24:45,042 - mmaction - INFO - Epoch [65][200/627] lr: 0.00100, eta: 4:07:21, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3313, loss: 1.3313 2020-06-27 19:24:59,111 - mmaction - INFO - Epoch [65][220/627] lr: 0.00100, eta: 4:07:08, time: 0.702, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1522, loss: 1.1522 2020-06-27 19:25:12,405 - mmaction - INFO - Epoch [65][240/627] lr: 0.00100, eta: 4:06:54, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1884, loss: 1.1884 2020-06-27 19:25:26,763 - mmaction - INFO - Epoch [65][260/627] lr: 0.00100, eta: 4:06:42, time: 0.716, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2045, loss: 1.2045 2020-06-27 19:25:40,094 - mmaction - INFO - Epoch [65][280/627] lr: 0.00100, eta: 4:06:29, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8844, loss_cls: 1.2649, loss: 1.2649 2020-06-27 19:25:53,699 - mmaction - INFO - Epoch [65][300/627] lr: 0.00100, eta: 4:06:15, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9094, loss_cls: 1.0938, loss: 1.0938 2020-06-27 19:26:07,653 - mmaction - INFO - Epoch [65][320/627] lr: 0.00100, eta: 4:06:03, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2198, loss: 1.2198 2020-06-27 19:26:21,316 - mmaction - INFO - Epoch [65][340/627] lr: 0.00100, eta: 4:05:50, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.2853, loss: 1.2853 2020-06-27 19:26:34,874 - mmaction - INFO - Epoch [65][360/627] lr: 0.00100, eta: 4:05:36, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2228, loss: 1.2228 2020-06-27 19:26:48,427 - mmaction - INFO - Epoch [65][380/627] lr: 0.00100, eta: 4:05:23, time: 0.678, data_time: 0.002, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1379, loss: 1.1379 2020-06-27 19:27:02,389 - mmaction - INFO - Epoch [65][400/627] lr: 0.00100, eta: 4:05:10, time: 0.696, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1302, loss: 1.1302 2020-06-27 19:27:16,560 - mmaction - INFO - Epoch [65][420/627] lr: 0.00100, eta: 4:04:58, time: 0.710, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 1.1127, loss: 1.1127 2020-06-27 19:27:29,759 - mmaction - INFO - Epoch [65][440/627] lr: 0.00100, eta: 4:04:44, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.3039, loss: 1.3039 2020-06-27 19:27:43,362 - mmaction - INFO - Epoch [65][460/627] lr: 0.00100, eta: 4:04:31, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3373, loss: 1.3373 2020-06-27 19:27:57,139 - mmaction - INFO - Epoch [65][480/627] lr: 0.00100, eta: 4:04:18, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1468, loss: 1.1468 2020-06-27 19:28:10,723 - mmaction - INFO - Epoch [65][500/627] lr: 0.00100, eta: 4:04:05, time: 0.679, data_time: 0.003, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.2009, loss: 1.2009 2020-06-27 19:28:24,396 - mmaction - INFO - Epoch [65][520/627] lr: 0.00100, eta: 4:03:52, time: 0.682, data_time: 0.008, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1639, loss: 1.1639 2020-06-27 19:28:38,850 - mmaction - INFO - Epoch [65][540/627] lr: 0.00100, eta: 4:03:39, time: 0.725, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1598, loss: 1.1598 2020-06-27 19:28:52,846 - mmaction - INFO - Epoch [65][560/627] lr: 0.00100, eta: 4:03:27, time: 0.699, data_time: 0.004, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1942, loss: 1.1942 2020-06-27 19:29:07,131 - mmaction - INFO - Epoch [65][580/627] lr: 0.00100, eta: 4:03:14, time: 0.715, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1347, loss: 1.1347 2020-06-27 19:29:20,144 - mmaction - INFO - Epoch [65][600/627] lr: 0.00100, eta: 4:03:00, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.2043, loss: 1.2043 2020-06-27 19:29:34,321 - mmaction - INFO - Epoch [65][620/627] lr: 0.00100, eta: 4:02:48, time: 0.713, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1678, loss: 1.1678 2020-06-27 19:29:57,831 - mmaction - INFO - Epoch [66][20/627] lr: 0.00100, eta: 4:02:29, time: 0.867, data_time: 0.332, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2389, loss: 1.2389 2020-06-27 19:30:10,446 - mmaction - INFO - Epoch [66][40/627] lr: 0.00100, eta: 4:02:16, time: 0.629, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1537, loss: 1.1537 2020-06-27 19:30:23,542 - mmaction - INFO - Epoch [66][60/627] lr: 0.00100, eta: 4:02:02, time: 0.656, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.1280, loss: 1.1280 2020-06-27 19:30:36,904 - mmaction - INFO - Epoch [66][80/627] lr: 0.00100, eta: 4:01:49, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1580, loss: 1.1580 2020-06-27 19:30:50,684 - mmaction - INFO - Epoch [66][100/627] lr: 0.00100, eta: 4:01:36, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2246, loss: 1.2246 2020-06-27 19:31:04,232 - mmaction - INFO - Epoch [66][120/627] lr: 0.00100, eta: 4:01:23, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1686, loss: 1.1686 2020-06-27 19:31:17,889 - mmaction - INFO - Epoch [66][140/627] lr: 0.00100, eta: 4:01:10, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.2543, loss: 1.2543 2020-06-27 19:31:32,247 - mmaction - INFO - Epoch [66][160/627] lr: 0.00100, eta: 4:00:57, time: 0.716, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.9031, loss_cls: 1.1755, loss: 1.1755 2020-06-27 19:31:45,581 - mmaction - INFO - Epoch [66][180/627] lr: 0.00100, eta: 4:00:44, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0768, loss: 1.0768 2020-06-27 19:31:59,263 - mmaction - INFO - Epoch [66][200/627] lr: 0.00100, eta: 4:00:31, time: 0.682, data_time: 0.004, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.1112, loss: 1.1112 2020-06-27 19:32:13,803 - mmaction - INFO - Epoch [66][220/627] lr: 0.00100, eta: 4:00:18, time: 0.729, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2508, loss: 1.2508 2020-06-27 19:32:26,902 - mmaction - INFO - Epoch [66][240/627] lr: 0.00100, eta: 4:00:05, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.2262, loss: 1.2262 2020-06-27 19:32:40,401 - mmaction - INFO - Epoch [66][260/627] lr: 0.00100, eta: 3:59:52, time: 0.675, data_time: 0.004, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.2953, loss: 1.2953 2020-06-27 19:32:53,649 - mmaction - INFO - Epoch [66][280/627] lr: 0.00100, eta: 3:59:39, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1518, loss: 1.1518 2020-06-27 19:33:07,327 - mmaction - INFO - Epoch [66][300/627] lr: 0.00100, eta: 3:59:26, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2586, loss: 1.2586 2020-06-27 19:33:20,985 - mmaction - INFO - Epoch [66][320/627] lr: 0.00100, eta: 3:59:12, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2606, loss: 1.2606 2020-06-27 19:33:34,840 - mmaction - INFO - Epoch [66][340/627] lr: 0.00100, eta: 3:59:00, time: 0.693, data_time: 0.004, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.1333, loss: 1.1333 2020-06-27 19:33:48,378 - mmaction - INFO - Epoch [66][360/627] lr: 0.00100, eta: 3:58:46, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8375, loss_cls: 1.4569, loss: 1.4569 2020-06-27 19:34:01,805 - mmaction - INFO - Epoch [66][380/627] lr: 0.00100, eta: 3:58:33, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1253, loss: 1.1253 2020-06-27 19:34:15,290 - mmaction - INFO - Epoch [66][400/627] lr: 0.00100, eta: 3:58:20, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2421, loss: 1.2421 2020-06-27 19:34:29,112 - mmaction - INFO - Epoch [66][420/627] lr: 0.00100, eta: 3:58:07, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.0960, loss: 1.0960 2020-06-27 19:34:43,160 - mmaction - INFO - Epoch [66][440/627] lr: 0.00100, eta: 3:57:54, time: 0.701, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8719, loss_cls: 1.1543, loss: 1.1543 2020-06-27 19:34:56,416 - mmaction - INFO - Epoch [66][460/627] lr: 0.00100, eta: 3:57:41, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7937, top5_acc: 0.9219, loss_cls: 0.9453, loss: 0.9453 2020-06-27 19:35:10,498 - mmaction - INFO - Epoch [66][480/627] lr: 0.00100, eta: 3:57:28, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8969, loss_cls: 1.0696, loss: 1.0696 2020-06-27 19:35:23,817 - mmaction - INFO - Epoch [66][500/627] lr: 0.00100, eta: 3:57:15, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2068, loss: 1.2068 2020-06-27 19:35:38,707 - mmaction - INFO - Epoch [66][520/627] lr: 0.00100, eta: 3:57:02, time: 0.743, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8719, loss_cls: 1.1332, loss: 1.1332 2020-06-27 19:35:51,471 - mmaction - INFO - Epoch [66][540/627] lr: 0.00100, eta: 3:56:49, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.1077, loss: 1.1077 2020-06-27 19:36:05,744 - mmaction - INFO - Epoch [66][560/627] lr: 0.00100, eta: 3:56:36, time: 0.712, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0433, loss: 1.0433 2020-06-27 19:36:19,121 - mmaction - INFO - Epoch [66][580/627] lr: 0.00100, eta: 3:56:23, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3890, loss: 1.3890 2020-06-27 19:36:32,577 - mmaction - INFO - Epoch [66][600/627] lr: 0.00100, eta: 3:56:10, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.0976, loss: 1.0976 2020-06-27 19:36:46,208 - mmaction - INFO - Epoch [66][620/627] lr: 0.00100, eta: 3:55:57, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.6375, top5_acc: 0.8406, loss_cls: 1.4461, loss: 1.4461 2020-06-27 19:39:45,999 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 19:39:47,005 - mmaction - INFO - top1_acc 0.6956 top5_acc 0.8894 2020-06-27 19:39:47,006 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 19:39:47,068 - mmaction - INFO - mean_acc 0.6955 2020-06-27 19:39:47,075 - mmaction - INFO - Epoch [66][627/627] lr: 0.00100, top1_acc: 0.6956, top5_acc: 0.8894, mean_class_accuracy: 0.6955 2020-06-27 19:40:04,427 - mmaction - INFO - Epoch [67][20/627] lr: 0.00100, eta: 3:55:38, time: 0.866, data_time: 0.323, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.1079, loss: 1.1079 2020-06-27 19:40:17,376 - mmaction - INFO - Epoch [67][40/627] lr: 0.00100, eta: 3:55:25, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.3088, loss: 1.3088 2020-06-27 19:40:30,635 - mmaction - INFO - Epoch [67][60/627] lr: 0.00100, eta: 3:55:12, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1295, loss: 1.1295 2020-06-27 19:40:44,464 - mmaction - INFO - Epoch [67][80/627] lr: 0.00100, eta: 3:54:59, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.2957, loss: 1.2957 2020-06-27 19:40:57,882 - mmaction - INFO - Epoch [67][100/627] lr: 0.00100, eta: 3:54:45, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1930, loss: 1.1930 2020-06-27 19:41:11,590 - mmaction - INFO - Epoch [67][120/627] lr: 0.00100, eta: 3:54:32, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1367, loss: 1.1367 2020-06-27 19:41:25,562 - mmaction - INFO - Epoch [67][140/627] lr: 0.00100, eta: 3:54:19, time: 0.700, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.3026, loss: 1.3026 2020-06-27 19:41:38,728 - mmaction - INFO - Epoch [67][160/627] lr: 0.00100, eta: 3:54:06, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.9833, loss: 0.9833 2020-06-27 19:41:52,452 - mmaction - INFO - Epoch [67][180/627] lr: 0.00100, eta: 3:53:53, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8656, loss_cls: 1.2589, loss: 1.2589 2020-06-27 19:42:05,960 - mmaction - INFO - Epoch [67][200/627] lr: 0.00100, eta: 3:53:40, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1832, loss: 1.1832 2020-06-27 19:42:19,802 - mmaction - INFO - Epoch [67][220/627] lr: 0.00100, eta: 3:53:27, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0641, loss: 1.0641 2020-06-27 19:42:33,391 - mmaction - INFO - Epoch [67][240/627] lr: 0.00100, eta: 3:53:14, time: 0.677, data_time: 0.007, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8500, loss_cls: 1.3807, loss: 1.3807 2020-06-27 19:42:46,621 - mmaction - INFO - Epoch [67][260/627] lr: 0.00100, eta: 3:53:00, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8781, loss_cls: 1.2421, loss: 1.2421 2020-06-27 19:43:00,665 - mmaction - INFO - Epoch [67][280/627] lr: 0.00100, eta: 3:52:48, time: 0.702, data_time: 0.003, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.1842, loss: 1.1842 2020-06-27 19:43:14,600 - mmaction - INFO - Epoch [67][300/627] lr: 0.00100, eta: 3:52:35, time: 0.696, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1892, loss: 1.1892 2020-06-27 19:43:28,227 - mmaction - INFO - Epoch [67][320/627] lr: 0.00100, eta: 3:52:21, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.1933, loss: 1.1933 2020-06-27 19:43:42,535 - mmaction - INFO - Epoch [67][340/627] lr: 0.00100, eta: 3:52:09, time: 0.714, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 1.0007, loss: 1.0007 2020-06-27 19:43:55,517 - mmaction - INFO - Epoch [67][360/627] lr: 0.00100, eta: 3:51:55, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.2133, loss: 1.2133 2020-06-27 19:44:09,190 - mmaction - INFO - Epoch [67][380/627] lr: 0.00100, eta: 3:51:42, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.1334, loss: 1.1334 2020-06-27 19:44:22,949 - mmaction - INFO - Epoch [67][400/627] lr: 0.00100, eta: 3:51:29, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3697, loss: 1.3697 2020-06-27 19:44:37,664 - mmaction - INFO - Epoch [67][420/627] lr: 0.00100, eta: 3:51:17, time: 0.735, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.1587, loss: 1.1587 2020-06-27 19:44:50,459 - mmaction - INFO - Epoch [67][440/627] lr: 0.00100, eta: 3:51:03, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 1.0509, loss: 1.0509 2020-06-27 19:45:03,778 - mmaction - INFO - Epoch [67][460/627] lr: 0.00100, eta: 3:50:50, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8531, loss_cls: 1.2500, loss: 1.2500 2020-06-27 19:45:17,370 - mmaction - INFO - Epoch [67][480/627] lr: 0.00100, eta: 3:50:37, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.1933, loss: 1.1933 2020-06-27 19:45:31,036 - mmaction - INFO - Epoch [67][500/627] lr: 0.00100, eta: 3:50:24, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.2419, loss: 1.2419 2020-06-27 19:45:45,224 - mmaction - INFO - Epoch [67][520/627] lr: 0.00100, eta: 3:50:11, time: 0.711, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2029, loss: 1.2029 2020-06-27 19:45:59,005 - mmaction - INFO - Epoch [67][540/627] lr: 0.00100, eta: 3:49:58, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1783, loss: 1.1783 2020-06-27 19:46:12,331 - mmaction - INFO - Epoch [67][560/627] lr: 0.00100, eta: 3:49:44, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.0861, loss: 1.0861 2020-06-27 19:46:25,896 - mmaction - INFO - Epoch [67][580/627] lr: 0.00100, eta: 3:49:31, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8625, loss_cls: 1.1797, loss: 1.1797 2020-06-27 19:46:40,022 - mmaction - INFO - Epoch [67][600/627] lr: 0.00100, eta: 3:49:18, time: 0.708, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.9094, loss_cls: 1.1660, loss: 1.1660 2020-06-27 19:46:54,106 - mmaction - INFO - Epoch [67][620/627] lr: 0.00100, eta: 3:49:06, time: 0.703, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8594, loss_cls: 1.3288, loss: 1.3288 2020-06-27 19:47:17,876 - mmaction - INFO - Epoch [68][20/627] lr: 0.00100, eta: 3:48:48, time: 0.907, data_time: 0.347, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.1326, loss: 1.1326 2020-06-27 19:47:31,017 - mmaction - INFO - Epoch [68][40/627] lr: 0.00100, eta: 3:48:34, time: 0.655, data_time: 0.007, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 1.0475, loss: 1.0475 2020-06-27 19:47:43,975 - mmaction - INFO - Epoch [68][60/627] lr: 0.00100, eta: 3:48:21, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.0804, loss: 1.0804 2020-06-27 19:47:57,922 - mmaction - INFO - Epoch [68][80/627] lr: 0.00100, eta: 3:48:08, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9416, loss: 0.9416 2020-06-27 19:48:11,271 - mmaction - INFO - Epoch [68][100/627] lr: 0.00100, eta: 3:47:55, time: 0.666, data_time: 0.002, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2627, loss: 1.2627 2020-06-27 19:48:24,972 - mmaction - INFO - Epoch [68][120/627] lr: 0.00100, eta: 3:47:42, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8719, loss_cls: 1.1258, loss: 1.1258 2020-06-27 19:48:38,468 - mmaction - INFO - Epoch [68][140/627] lr: 0.00100, eta: 3:47:28, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1895, loss: 1.1895 2020-06-27 19:48:52,265 - mmaction - INFO - Epoch [68][160/627] lr: 0.00100, eta: 3:47:15, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0837, loss: 1.0837 2020-06-27 19:49:05,600 - mmaction - INFO - Epoch [68][180/627] lr: 0.00100, eta: 3:47:02, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8781, loss_cls: 1.1703, loss: 1.1703 2020-06-27 19:49:19,733 - mmaction - INFO - Epoch [68][200/627] lr: 0.00100, eta: 3:46:49, time: 0.705, data_time: 0.006, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2596, loss: 1.2596 2020-06-27 19:49:33,633 - mmaction - INFO - Epoch [68][220/627] lr: 0.00100, eta: 3:46:36, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1131, loss: 1.1131 2020-06-27 19:49:46,835 - mmaction - INFO - Epoch [68][240/627] lr: 0.00100, eta: 3:46:23, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.2183, loss: 1.2183 2020-06-27 19:50:00,820 - mmaction - INFO - Epoch [68][260/627] lr: 0.00100, eta: 3:46:10, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0333, loss: 1.0333 2020-06-27 19:50:14,317 - mmaction - INFO - Epoch [68][280/627] lr: 0.00100, eta: 3:45:57, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8656, loss_cls: 1.1848, loss: 1.1848 2020-06-27 19:50:27,934 - mmaction - INFO - Epoch [68][300/627] lr: 0.00100, eta: 3:45:44, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1656, loss: 1.1656 2020-06-27 19:50:41,666 - mmaction - INFO - Epoch [68][320/627] lr: 0.00100, eta: 3:45:31, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0646, loss: 1.0646 2020-06-27 19:50:55,211 - mmaction - INFO - Epoch [68][340/627] lr: 0.00100, eta: 3:45:18, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2218, loss: 1.2218 2020-06-27 19:51:08,869 - mmaction - INFO - Epoch [68][360/627] lr: 0.00100, eta: 3:45:04, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2535, loss: 1.2535 2020-06-27 19:51:22,421 - mmaction - INFO - Epoch [68][380/627] lr: 0.00100, eta: 3:44:51, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.1970, loss: 1.1970 2020-06-27 19:51:35,856 - mmaction - INFO - Epoch [68][400/627] lr: 0.00100, eta: 3:44:38, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.2694, loss: 1.2694 2020-06-27 19:51:49,275 - mmaction - INFO - Epoch [68][420/627] lr: 0.00100, eta: 3:44:25, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9062, loss_cls: 1.1157, loss: 1.1157 2020-06-27 19:52:02,564 - mmaction - INFO - Epoch [68][440/627] lr: 0.00100, eta: 3:44:12, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.2410, loss: 1.2410 2020-06-27 19:52:16,775 - mmaction - INFO - Epoch [68][460/627] lr: 0.00100, eta: 3:43:59, time: 0.712, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1015, loss: 1.1015 2020-06-27 19:52:30,039 - mmaction - INFO - Epoch [68][480/627] lr: 0.00100, eta: 3:43:45, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.2199, loss: 1.2199 2020-06-27 19:52:43,686 - mmaction - INFO - Epoch [68][500/627] lr: 0.00100, eta: 3:43:32, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2704, loss: 1.2704 2020-06-27 19:52:57,293 - mmaction - INFO - Epoch [68][520/627] lr: 0.00100, eta: 3:43:19, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1212, loss: 1.1212 2020-06-27 19:53:11,092 - mmaction - INFO - Epoch [68][540/627] lr: 0.00100, eta: 3:43:06, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2251, loss: 1.2251 2020-06-27 19:53:25,051 - mmaction - INFO - Epoch [68][560/627] lr: 0.00100, eta: 3:42:53, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2582, loss: 1.2582 2020-06-27 19:53:38,676 - mmaction - INFO - Epoch [68][580/627] lr: 0.00100, eta: 3:42:40, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1421, loss: 1.1421 2020-06-27 19:53:52,246 - mmaction - INFO - Epoch [68][600/627] lr: 0.00100, eta: 3:42:27, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8719, loss_cls: 1.1863, loss: 1.1863 2020-06-27 19:54:05,811 - mmaction - INFO - Epoch [68][620/627] lr: 0.00100, eta: 3:42:14, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.8844, loss_cls: 1.1390, loss: 1.1390 2020-06-27 19:54:30,143 - mmaction - INFO - Epoch [69][20/627] lr: 0.00100, eta: 3:41:56, time: 0.929, data_time: 0.338, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1440, loss: 1.1440 2020-06-27 19:54:42,003 - mmaction - INFO - Epoch [69][40/627] lr: 0.00100, eta: 3:41:42, time: 0.590, data_time: 0.007, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 1.0009, loss: 1.0009 2020-06-27 19:54:55,390 - mmaction - INFO - Epoch [69][60/627] lr: 0.00100, eta: 3:41:29, time: 0.672, data_time: 0.007, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0933, loss: 1.0933 2020-06-27 19:55:08,885 - mmaction - INFO - Epoch [69][80/627] lr: 0.00100, eta: 3:41:16, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0382, loss: 1.0382 2020-06-27 19:55:22,534 - mmaction - INFO - Epoch [69][100/627] lr: 0.00100, eta: 3:41:03, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8969, loss_cls: 1.0902, loss: 1.0902 2020-06-27 19:55:36,226 - mmaction - INFO - Epoch [69][120/627] lr: 0.00100, eta: 3:40:49, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.1937, loss: 1.1937 2020-06-27 19:55:49,520 - mmaction - INFO - Epoch [69][140/627] lr: 0.00100, eta: 3:40:36, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0893, loss: 1.0893 2020-06-27 19:56:03,367 - mmaction - INFO - Epoch [69][160/627] lr: 0.00100, eta: 3:40:23, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.1394, loss: 1.1394 2020-06-27 19:56:16,938 - mmaction - INFO - Epoch [69][180/627] lr: 0.00100, eta: 3:40:10, time: 0.677, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1651, loss: 1.1651 2020-06-27 19:56:30,476 - mmaction - INFO - Epoch [69][200/627] lr: 0.00100, eta: 3:39:57, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8875, loss_cls: 1.0422, loss: 1.0422 2020-06-27 19:56:44,167 - mmaction - INFO - Epoch [69][220/627] lr: 0.00100, eta: 3:39:44, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.1214, loss: 1.1214 2020-06-27 19:56:57,807 - mmaction - INFO - Epoch [69][240/627] lr: 0.00100, eta: 3:39:31, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.2266, loss: 1.2266 2020-06-27 19:57:11,174 - mmaction - INFO - Epoch [69][260/627] lr: 0.00100, eta: 3:39:17, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1808, loss: 1.1808 2020-06-27 19:57:24,523 - mmaction - INFO - Epoch [69][280/627] lr: 0.00100, eta: 3:39:04, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0766, loss: 1.0766 2020-06-27 19:57:39,061 - mmaction - INFO - Epoch [69][300/627] lr: 0.00100, eta: 3:38:51, time: 0.725, data_time: 0.004, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3129, loss: 1.3129 2020-06-27 19:57:52,531 - mmaction - INFO - Epoch [69][320/627] lr: 0.00100, eta: 3:38:38, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0170, loss: 1.0170 2020-06-27 19:58:06,210 - mmaction - INFO - Epoch [69][340/627] lr: 0.00100, eta: 3:38:25, time: 0.682, data_time: 0.004, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.1007, loss: 1.1007 2020-06-27 19:58:19,970 - mmaction - INFO - Epoch [69][360/627] lr: 0.00100, eta: 3:38:12, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.9031, loss_cls: 1.1766, loss: 1.1766 2020-06-27 19:58:33,407 - mmaction - INFO - Epoch [69][380/627] lr: 0.00100, eta: 3:37:59, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.1410, loss: 1.1410 2020-06-27 19:58:46,924 - mmaction - INFO - Epoch [69][400/627] lr: 0.00100, eta: 3:37:46, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9094, loss_cls: 1.0468, loss: 1.0468 2020-06-27 19:59:00,323 - mmaction - INFO - Epoch [69][420/627] lr: 0.00100, eta: 3:37:32, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8750, loss_cls: 1.1967, loss: 1.1967 2020-06-27 19:59:13,768 - mmaction - INFO - Epoch [69][440/627] lr: 0.00100, eta: 3:37:19, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2433, loss: 1.2433 2020-06-27 19:59:27,305 - mmaction - INFO - Epoch [69][460/627] lr: 0.00100, eta: 3:37:06, time: 0.676, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.0558, loss: 1.0558 2020-06-27 19:59:41,481 - mmaction - INFO - Epoch [69][480/627] lr: 0.00100, eta: 3:36:53, time: 0.710, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8438, loss_cls: 1.2698, loss: 1.2698 2020-06-27 19:59:55,221 - mmaction - INFO - Epoch [69][500/627] lr: 0.00100, eta: 3:36:40, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8313, loss_cls: 1.2798, loss: 1.2798 2020-06-27 20:00:10,858 - mmaction - INFO - Epoch [69][520/627] lr: 0.00100, eta: 3:36:28, time: 0.776, data_time: 0.007, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.1687, loss: 1.1687 2020-06-27 20:00:25,375 - mmaction - INFO - Epoch [69][540/627] lr: 0.00100, eta: 3:36:15, time: 0.732, data_time: 0.013, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8781, loss_cls: 1.1656, loss: 1.1656 2020-06-27 20:00:38,061 - mmaction - INFO - Epoch [69][560/627] lr: 0.00100, eta: 3:36:01, time: 0.635, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.2092, loss: 1.2092 2020-06-27 20:00:51,733 - mmaction - INFO - Epoch [69][580/627] lr: 0.00100, eta: 3:35:48, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2056, loss: 1.2056 2020-06-27 20:01:05,028 - mmaction - INFO - Epoch [69][600/627] lr: 0.00100, eta: 3:35:35, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 1.0278, loss: 1.0278 2020-06-27 20:01:18,641 - mmaction - INFO - Epoch [69][620/627] lr: 0.00100, eta: 3:35:22, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.1902, loss: 1.1902 2020-06-27 20:04:16,666 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 20:04:17,673 - mmaction - INFO - top1_acc 0.6975 top5_acc 0.8881 2020-06-27 20:04:17,674 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 20:04:17,812 - mmaction - INFO - mean_acc 0.6973 2020-06-27 20:04:17,841 - mmaction - INFO - Epoch [69][627/627] lr: 0.00100, top1_acc: 0.6975, top5_acc: 0.8881, mean_class_accuracy: 0.6973 2020-06-27 20:04:35,463 - mmaction - INFO - Epoch [70][20/627] lr: 0.00100, eta: 3:35:04, time: 0.880, data_time: 0.348, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8781, loss_cls: 1.2839, loss: 1.2839 2020-06-27 20:04:47,568 - mmaction - INFO - Epoch [70][40/627] lr: 0.00100, eta: 3:34:50, time: 0.604, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0725, loss: 1.0725 2020-06-27 20:05:00,944 - mmaction - INFO - Epoch [70][60/627] lr: 0.00100, eta: 3:34:37, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0539, loss: 1.0539 2020-06-27 20:05:14,295 - mmaction - INFO - Epoch [70][80/627] lr: 0.00100, eta: 3:34:23, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8469, loss_cls: 1.3415, loss: 1.3415 2020-06-27 20:05:27,637 - mmaction - INFO - Epoch [70][100/627] lr: 0.00100, eta: 3:34:10, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8875, loss_cls: 1.0880, loss: 1.0880 2020-06-27 20:05:41,286 - mmaction - INFO - Epoch [70][120/627] lr: 0.00100, eta: 3:33:57, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.1406, loss: 1.1406 2020-06-27 20:05:54,831 - mmaction - INFO - Epoch [70][140/627] lr: 0.00100, eta: 3:33:44, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 1.0407, loss: 1.0407 2020-06-27 20:06:08,926 - mmaction - INFO - Epoch [70][160/627] lr: 0.00100, eta: 3:33:31, time: 0.703, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0653, loss: 1.0653 2020-06-27 20:06:22,039 - mmaction - INFO - Epoch [70][180/627] lr: 0.00100, eta: 3:33:18, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2387, loss: 1.2387 2020-06-27 20:06:35,608 - mmaction - INFO - Epoch [70][200/627] lr: 0.00100, eta: 3:33:04, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1538, loss: 1.1538 2020-06-27 20:06:51,265 - mmaction - INFO - Epoch [70][220/627] lr: 0.00100, eta: 3:32:52, time: 0.784, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.1043, loss: 1.1043 2020-06-27 20:07:04,129 - mmaction - INFO - Epoch [70][240/627] lr: 0.00100, eta: 3:32:39, time: 0.643, data_time: 0.003, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.0716, loss: 1.0716 2020-06-27 20:07:17,264 - mmaction - INFO - Epoch [70][260/627] lr: 0.00100, eta: 3:32:25, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0544, loss: 1.0544 2020-06-27 20:07:31,015 - mmaction - INFO - Epoch [70][280/627] lr: 0.00100, eta: 3:32:12, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1665, loss: 1.1665 2020-06-27 20:07:44,580 - mmaction - INFO - Epoch [70][300/627] lr: 0.00100, eta: 3:31:59, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8781, loss_cls: 1.1120, loss: 1.1120 2020-06-27 20:07:58,178 - mmaction - INFO - Epoch [70][320/627] lr: 0.00100, eta: 3:31:46, time: 0.681, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.2015, loss: 1.2015 2020-06-27 20:08:12,290 - mmaction - INFO - Epoch [70][340/627] lr: 0.00100, eta: 3:31:33, time: 0.706, data_time: 0.003, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2981, loss: 1.2981 2020-06-27 20:08:25,858 - mmaction - INFO - Epoch [70][360/627] lr: 0.00100, eta: 3:31:20, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8594, loss_cls: 1.2270, loss: 1.2270 2020-06-27 20:08:39,799 - mmaction - INFO - Epoch [70][380/627] lr: 0.00100, eta: 3:31:07, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9062, loss_cls: 1.0185, loss: 1.0185 2020-06-27 20:08:54,400 - mmaction - INFO - Epoch [70][400/627] lr: 0.00100, eta: 3:30:54, time: 0.729, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8656, loss_cls: 1.2330, loss: 1.2330 2020-06-27 20:09:07,012 - mmaction - INFO - Epoch [70][420/627] lr: 0.00100, eta: 3:30:40, time: 0.631, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0650, loss: 1.0650 2020-06-27 20:09:20,726 - mmaction - INFO - Epoch [70][440/627] lr: 0.00100, eta: 3:30:27, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2113, loss: 1.2113 2020-06-27 20:09:34,537 - mmaction - INFO - Epoch [70][460/627] lr: 0.00100, eta: 3:30:14, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.0344, loss: 1.0344 2020-06-27 20:09:48,430 - mmaction - INFO - Epoch [70][480/627] lr: 0.00100, eta: 3:30:01, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2498, loss: 1.2498 2020-06-27 20:10:01,836 - mmaction - INFO - Epoch [70][500/627] lr: 0.00100, eta: 3:29:48, time: 0.673, data_time: 0.007, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.2902, loss: 1.2902 2020-06-27 20:10:15,308 - mmaction - INFO - Epoch [70][520/627] lr: 0.00100, eta: 3:29:35, time: 0.674, data_time: 0.003, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0688, loss: 1.0688 2020-06-27 20:10:29,050 - mmaction - INFO - Epoch [70][540/627] lr: 0.00100, eta: 3:29:22, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 1.0453, loss: 1.0453 2020-06-27 20:10:42,720 - mmaction - INFO - Epoch [70][560/627] lr: 0.00100, eta: 3:29:09, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1561, loss: 1.1561 2020-06-27 20:10:56,468 - mmaction - INFO - Epoch [70][580/627] lr: 0.00100, eta: 3:28:55, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8906, loss_cls: 1.1382, loss: 1.1382 2020-06-27 20:11:10,162 - mmaction - INFO - Epoch [70][600/627] lr: 0.00100, eta: 3:28:42, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 1.0774, loss: 1.0774 2020-06-27 20:11:24,131 - mmaction - INFO - Epoch [70][620/627] lr: 0.00100, eta: 3:28:29, time: 0.697, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2322, loss: 1.2322 2020-06-27 20:11:46,882 - mmaction - INFO - Epoch [71][20/627] lr: 0.00100, eta: 3:28:11, time: 0.880, data_time: 0.349, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1343, loss: 1.1343 2020-06-27 20:11:59,210 - mmaction - INFO - Epoch [71][40/627] lr: 0.00100, eta: 3:27:57, time: 0.617, data_time: 0.003, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.1177, loss: 1.1177 2020-06-27 20:12:13,372 - mmaction - INFO - Epoch [71][60/627] lr: 0.00100, eta: 3:27:45, time: 0.707, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0698, loss: 1.0698 2020-06-27 20:12:26,757 - mmaction - INFO - Epoch [71][80/627] lr: 0.00100, eta: 3:27:31, time: 0.671, data_time: 0.008, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1875, loss: 1.1875 2020-06-27 20:12:40,353 - mmaction - INFO - Epoch [71][100/627] lr: 0.00100, eta: 3:27:18, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.0787, loss: 1.0787 2020-06-27 20:12:54,561 - mmaction - INFO - Epoch [71][120/627] lr: 0.00100, eta: 3:27:05, time: 0.712, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.0870, loss: 1.0870 2020-06-27 20:13:07,790 - mmaction - INFO - Epoch [71][140/627] lr: 0.00100, eta: 3:26:52, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1302, loss: 1.1302 2020-06-27 20:13:21,253 - mmaction - INFO - Epoch [71][160/627] lr: 0.00100, eta: 3:26:39, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8719, loss_cls: 1.0623, loss: 1.0623 2020-06-27 20:13:35,143 - mmaction - INFO - Epoch [71][180/627] lr: 0.00100, eta: 3:26:26, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8844, loss_cls: 1.2146, loss: 1.2146 2020-06-27 20:13:48,748 - mmaction - INFO - Epoch [71][200/627] lr: 0.00100, eta: 3:26:12, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8844, loss_cls: 1.0887, loss: 1.0887 2020-06-27 20:14:02,395 - mmaction - INFO - Epoch [71][220/627] lr: 0.00100, eta: 3:25:59, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8562, loss_cls: 1.3306, loss: 1.3306 2020-06-27 20:14:15,794 - mmaction - INFO - Epoch [71][240/627] lr: 0.00100, eta: 3:25:46, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0820, loss: 1.0820 2020-06-27 20:14:29,649 - mmaction - INFO - Epoch [71][260/627] lr: 0.00100, eta: 3:25:33, time: 0.692, data_time: 0.003, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1822, loss: 1.1822 2020-06-27 20:14:43,861 - mmaction - INFO - Epoch [71][280/627] lr: 0.00100, eta: 3:25:20, time: 0.709, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.3150, loss: 1.3150 2020-06-27 20:14:57,559 - mmaction - INFO - Epoch [71][300/627] lr: 0.00100, eta: 3:25:07, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8750, loss_cls: 1.1247, loss: 1.1247 2020-06-27 20:15:10,649 - mmaction - INFO - Epoch [71][320/627] lr: 0.00100, eta: 3:24:54, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.1067, loss: 1.1067 2020-06-27 20:15:23,986 - mmaction - INFO - Epoch [71][340/627] lr: 0.00100, eta: 3:24:40, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.2280, loss: 1.2280 2020-06-27 20:15:37,620 - mmaction - INFO - Epoch [71][360/627] lr: 0.00100, eta: 3:24:27, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.1020, loss: 1.1020 2020-06-27 20:15:51,548 - mmaction - INFO - Epoch [71][380/627] lr: 0.00100, eta: 3:24:14, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1574, loss: 1.1574 2020-06-27 20:16:05,355 - mmaction - INFO - Epoch [71][400/627] lr: 0.00100, eta: 3:24:01, time: 0.689, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1703, loss: 1.1703 2020-06-27 20:16:20,048 - mmaction - INFO - Epoch [71][420/627] lr: 0.00100, eta: 3:23:48, time: 0.736, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1903, loss: 1.1903 2020-06-27 20:16:32,978 - mmaction - INFO - Epoch [71][440/627] lr: 0.00100, eta: 3:23:35, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2504, loss: 1.2504 2020-06-27 20:16:46,010 - mmaction - INFO - Epoch [71][460/627] lr: 0.00100, eta: 3:23:21, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.1073, loss: 1.1073 2020-06-27 20:16:59,820 - mmaction - INFO - Epoch [71][480/627] lr: 0.00100, eta: 3:23:08, time: 0.692, data_time: 0.003, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8656, loss_cls: 1.1698, loss: 1.1698 2020-06-27 20:17:13,249 - mmaction - INFO - Epoch [71][500/627] lr: 0.00100, eta: 3:22:55, time: 0.669, data_time: 0.004, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8438, loss_cls: 1.3806, loss: 1.3806 2020-06-27 20:17:27,295 - mmaction - INFO - Epoch [71][520/627] lr: 0.00100, eta: 3:22:42, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 1.0097, loss: 1.0097 2020-06-27 20:17:41,062 - mmaction - INFO - Epoch [71][540/627] lr: 0.00100, eta: 3:22:29, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1110, loss: 1.1110 2020-06-27 20:17:55,709 - mmaction - INFO - Epoch [71][560/627] lr: 0.00100, eta: 3:22:16, time: 0.732, data_time: 0.004, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.2897, loss: 1.2897 2020-06-27 20:18:08,831 - mmaction - INFO - Epoch [71][580/627] lr: 0.00100, eta: 3:22:03, time: 0.656, data_time: 0.003, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2850, loss: 1.2850 2020-06-27 20:18:22,734 - mmaction - INFO - Epoch [71][600/627] lr: 0.00100, eta: 3:21:50, time: 0.694, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0805, loss: 1.0805 2020-06-27 20:18:36,159 - mmaction - INFO - Epoch [71][620/627] lr: 0.00100, eta: 3:21:37, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.1203, loss: 1.1203 2020-06-27 20:19:00,262 - mmaction - INFO - Epoch [72][20/627] lr: 0.00100, eta: 3:21:19, time: 0.897, data_time: 0.344, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8812, loss_cls: 1.2187, loss: 1.2187 2020-06-27 20:19:12,286 - mmaction - INFO - Epoch [72][40/627] lr: 0.00100, eta: 3:21:05, time: 0.601, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1209, loss: 1.1209 2020-06-27 20:19:25,942 - mmaction - INFO - Epoch [72][60/627] lr: 0.00100, eta: 3:20:52, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1764, loss: 1.1764 2020-06-27 20:19:39,118 - mmaction - INFO - Epoch [72][80/627] lr: 0.00100, eta: 3:20:38, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8906, loss_cls: 0.9827, loss: 0.9827 2020-06-27 20:19:52,753 - mmaction - INFO - Epoch [72][100/627] lr: 0.00100, eta: 3:20:25, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.2496, loss: 1.2496 2020-06-27 20:20:06,259 - mmaction - INFO - Epoch [72][120/627] lr: 0.00100, eta: 3:20:12, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0681, loss: 1.0681 2020-06-27 20:20:20,315 - mmaction - INFO - Epoch [72][140/627] lr: 0.00100, eta: 3:19:59, time: 0.701, data_time: 0.004, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1703, loss: 1.1703 2020-06-27 20:20:33,742 - mmaction - INFO - Epoch [72][160/627] lr: 0.00100, eta: 3:19:46, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0488, loss: 1.0488 2020-06-27 20:20:46,981 - mmaction - INFO - Epoch [72][180/627] lr: 0.00100, eta: 3:19:32, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8844, loss_cls: 1.0947, loss: 1.0947 2020-06-27 20:21:00,379 - mmaction - INFO - Epoch [72][200/627] lr: 0.00100, eta: 3:19:19, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.9155, loss: 0.9155 2020-06-27 20:21:14,090 - mmaction - INFO - Epoch [72][220/627] lr: 0.00100, eta: 3:19:06, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0858, loss: 1.0858 2020-06-27 20:21:27,572 - mmaction - INFO - Epoch [72][240/627] lr: 0.00100, eta: 3:18:53, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3394, loss: 1.3394 2020-06-27 20:21:41,395 - mmaction - INFO - Epoch [72][260/627] lr: 0.00100, eta: 3:18:40, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1652, loss: 1.1652 2020-06-27 20:21:55,118 - mmaction - INFO - Epoch [72][280/627] lr: 0.00100, eta: 3:18:26, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0868, loss: 1.0868 2020-06-27 20:22:08,800 - mmaction - INFO - Epoch [72][300/627] lr: 0.00100, eta: 3:18:13, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0940, loss: 1.0940 2020-06-27 20:22:22,835 - mmaction - INFO - Epoch [72][320/627] lr: 0.00100, eta: 3:18:00, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9789, loss: 0.9789 2020-06-27 20:22:36,192 - mmaction - INFO - Epoch [72][340/627] lr: 0.00100, eta: 3:17:47, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9250, loss_cls: 1.0336, loss: 1.0336 2020-06-27 20:22:49,889 - mmaction - INFO - Epoch [72][360/627] lr: 0.00100, eta: 3:17:34, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.3188, loss: 1.3188 2020-06-27 20:23:03,205 - mmaction - INFO - Epoch [72][380/627] lr: 0.00100, eta: 3:17:21, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.1253, loss: 1.1253 2020-06-27 20:23:16,763 - mmaction - INFO - Epoch [72][400/627] lr: 0.00100, eta: 3:17:07, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.1998, loss: 1.1998 2020-06-27 20:23:30,278 - mmaction - INFO - Epoch [72][420/627] lr: 0.00100, eta: 3:16:54, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2648, loss: 1.2648 2020-06-27 20:23:44,302 - mmaction - INFO - Epoch [72][440/627] lr: 0.00100, eta: 3:16:41, time: 0.703, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.2469, loss: 1.2469 2020-06-27 20:23:57,794 - mmaction - INFO - Epoch [72][460/627] lr: 0.00100, eta: 3:16:28, time: 0.673, data_time: 0.004, memory: 7028, top1_acc: 0.6813, top5_acc: 0.9000, loss_cls: 1.1949, loss: 1.1949 2020-06-27 20:24:11,336 - mmaction - INFO - Epoch [72][480/627] lr: 0.00100, eta: 3:16:15, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.3026, loss: 1.3026 2020-06-27 20:24:24,799 - mmaction - INFO - Epoch [72][500/627] lr: 0.00100, eta: 3:16:01, time: 0.673, data_time: 0.003, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.2064, loss: 1.2064 2020-06-27 20:24:38,298 - mmaction - INFO - Epoch [72][520/627] lr: 0.00100, eta: 3:15:48, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1449, loss: 1.1449 2020-06-27 20:24:51,829 - mmaction - INFO - Epoch [72][540/627] lr: 0.00100, eta: 3:15:35, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8719, loss_cls: 1.1473, loss: 1.1473 2020-06-27 20:25:05,373 - mmaction - INFO - Epoch [72][560/627] lr: 0.00100, eta: 3:15:22, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.1385, loss: 1.1385 2020-06-27 20:25:18,858 - mmaction - INFO - Epoch [72][580/627] lr: 0.00100, eta: 3:15:09, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1432, loss: 1.1432 2020-06-27 20:25:32,625 - mmaction - INFO - Epoch [72][600/627] lr: 0.00100, eta: 3:14:55, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1082, loss: 1.1082 2020-06-27 20:25:46,252 - mmaction - INFO - Epoch [72][620/627] lr: 0.00100, eta: 3:14:42, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.2163, loss: 1.2163 2020-06-27 20:28:44,775 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 20:28:45,806 - mmaction - INFO - top1_acc 0.6971 top5_acc 0.8877 2020-06-27 20:28:45,807 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 20:28:45,871 - mmaction - INFO - mean_acc 0.6970 2020-06-27 20:28:45,882 - mmaction - INFO - Epoch [72][627/627] lr: 0.00100, top1_acc: 0.6971, top5_acc: 0.8877, mean_class_accuracy: 0.6970 2020-06-27 20:29:02,862 - mmaction - INFO - Epoch [73][20/627] lr: 0.00100, eta: 3:14:24, time: 0.847, data_time: 0.306, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8656, loss_cls: 1.2650, loss: 1.2650 2020-06-27 20:29:14,918 - mmaction - INFO - Epoch [73][40/627] lr: 0.00100, eta: 3:14:10, time: 0.602, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8594, loss_cls: 1.2947, loss: 1.2947 2020-06-27 20:29:28,295 - mmaction - INFO - Epoch [73][60/627] lr: 0.00100, eta: 3:13:57, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8844, loss_cls: 1.0906, loss: 1.0906 2020-06-27 20:29:42,021 - mmaction - INFO - Epoch [73][80/627] lr: 0.00100, eta: 3:13:44, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0633, loss: 1.0633 2020-06-27 20:29:55,341 - mmaction - INFO - Epoch [73][100/627] lr: 0.00100, eta: 3:13:30, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1058, loss: 1.1058 2020-06-27 20:30:08,828 - mmaction - INFO - Epoch [73][120/627] lr: 0.00100, eta: 3:13:17, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0634, loss: 1.0634 2020-06-27 20:30:22,570 - mmaction - INFO - Epoch [73][140/627] lr: 0.00100, eta: 3:13:04, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.1064, loss: 1.1064 2020-06-27 20:30:35,780 - mmaction - INFO - Epoch [73][160/627] lr: 0.00100, eta: 3:12:51, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1494, loss: 1.1494 2020-06-27 20:30:49,504 - mmaction - INFO - Epoch [73][180/627] lr: 0.00100, eta: 3:12:38, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9094, loss_cls: 0.9596, loss: 0.9596 2020-06-27 20:31:03,251 - mmaction - INFO - Epoch [73][200/627] lr: 0.00100, eta: 3:12:24, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.9094, loss_cls: 1.1205, loss: 1.1205 2020-06-27 20:31:16,843 - mmaction - INFO - Epoch [73][220/627] lr: 0.00100, eta: 3:12:11, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0809, loss: 1.0809 2020-06-27 20:31:30,396 - mmaction - INFO - Epoch [73][240/627] lr: 0.00100, eta: 3:11:58, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.0423, loss: 1.0423 2020-06-27 20:31:44,895 - mmaction - INFO - Epoch [73][260/627] lr: 0.00100, eta: 3:11:45, time: 0.726, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.2509, loss: 1.2509 2020-06-27 20:31:58,227 - mmaction - INFO - Epoch [73][280/627] lr: 0.00100, eta: 3:11:32, time: 0.667, data_time: 0.003, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1977, loss: 1.1977 2020-06-27 20:32:11,996 - mmaction - INFO - Epoch [73][300/627] lr: 0.00100, eta: 3:11:19, time: 0.687, data_time: 0.004, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 0.9809, loss: 0.9809 2020-06-27 20:32:25,298 - mmaction - INFO - Epoch [73][320/627] lr: 0.00100, eta: 3:11:05, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1848, loss: 1.1848 2020-06-27 20:32:38,685 - mmaction - INFO - Epoch [73][340/627] lr: 0.00100, eta: 3:10:52, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0974, loss: 1.0974 2020-06-27 20:32:52,307 - mmaction - INFO - Epoch [73][360/627] lr: 0.00100, eta: 3:10:39, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1172, loss: 1.1172 2020-06-27 20:33:05,815 - mmaction - INFO - Epoch [73][380/627] lr: 0.00100, eta: 3:10:26, time: 0.674, data_time: 0.007, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.1088, loss: 1.1088 2020-06-27 20:33:19,254 - mmaction - INFO - Epoch [73][400/627] lr: 0.00100, eta: 3:10:12, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8812, loss_cls: 1.1260, loss: 1.1260 2020-06-27 20:33:32,792 - mmaction - INFO - Epoch [73][420/627] lr: 0.00100, eta: 3:09:59, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2720, loss: 1.2720 2020-06-27 20:33:46,568 - mmaction - INFO - Epoch [73][440/627] lr: 0.00100, eta: 3:09:46, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.2826, loss: 1.2826 2020-06-27 20:34:00,074 - mmaction - INFO - Epoch [73][460/627] lr: 0.00100, eta: 3:09:33, time: 0.674, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1178, loss: 1.1178 2020-06-27 20:34:13,524 - mmaction - INFO - Epoch [73][480/627] lr: 0.00100, eta: 3:09:20, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.1668, loss: 1.1668 2020-06-27 20:34:26,727 - mmaction - INFO - Epoch [73][500/627] lr: 0.00100, eta: 3:09:06, time: 0.659, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1344, loss: 1.1344 2020-06-27 20:34:40,781 - mmaction - INFO - Epoch [73][520/627] lr: 0.00100, eta: 3:08:53, time: 0.704, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1843, loss: 1.1843 2020-06-27 20:34:53,954 - mmaction - INFO - Epoch [73][540/627] lr: 0.00100, eta: 3:08:40, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1141, loss: 1.1141 2020-06-27 20:35:07,418 - mmaction - INFO - Epoch [73][560/627] lr: 0.00100, eta: 3:08:27, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.0799, loss: 1.0799 2020-06-27 20:35:21,115 - mmaction - INFO - Epoch [73][580/627] lr: 0.00100, eta: 3:08:14, time: 0.684, data_time: 0.003, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.0713, loss: 1.0713 2020-06-27 20:35:34,548 - mmaction - INFO - Epoch [73][600/627] lr: 0.00100, eta: 3:08:00, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.1421, loss: 1.1421 2020-06-27 20:35:48,023 - mmaction - INFO - Epoch [73][620/627] lr: 0.00100, eta: 3:07:47, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8994, loss: 0.8994 2020-06-27 20:36:11,058 - mmaction - INFO - Epoch [74][20/627] lr: 0.00100, eta: 3:07:29, time: 0.862, data_time: 0.325, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1208, loss: 1.1208 2020-06-27 20:36:23,730 - mmaction - INFO - Epoch [74][40/627] lr: 0.00100, eta: 3:07:15, time: 0.631, data_time: 0.007, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.3151, loss: 1.3151 2020-06-27 20:36:37,008 - mmaction - INFO - Epoch [74][60/627] lr: 0.00100, eta: 3:07:02, time: 0.667, data_time: 0.007, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1456, loss: 1.1456 2020-06-27 20:36:50,476 - mmaction - INFO - Epoch [74][80/627] lr: 0.00100, eta: 3:06:49, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1591, loss: 1.1591 2020-06-27 20:37:04,286 - mmaction - INFO - Epoch [74][100/627] lr: 0.00100, eta: 3:06:36, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8719, loss_cls: 1.1800, loss: 1.1800 2020-06-27 20:37:17,758 - mmaction - INFO - Epoch [74][120/627] lr: 0.00100, eta: 3:06:22, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8688, loss_cls: 1.1999, loss: 1.1999 2020-06-27 20:37:31,761 - mmaction - INFO - Epoch [74][140/627] lr: 0.00100, eta: 3:06:09, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.0846, loss: 1.0846 2020-06-27 20:37:45,180 - mmaction - INFO - Epoch [74][160/627] lr: 0.00100, eta: 3:05:56, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.9000, loss_cls: 1.2914, loss: 1.2914 2020-06-27 20:37:58,152 - mmaction - INFO - Epoch [74][180/627] lr: 0.00100, eta: 3:05:43, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.9031, loss_cls: 1.2082, loss: 1.2082 2020-06-27 20:38:12,613 - mmaction - INFO - Epoch [74][200/627] lr: 0.00100, eta: 3:05:30, time: 0.722, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0915, loss: 1.0915 2020-06-27 20:38:25,882 - mmaction - INFO - Epoch [74][220/627] lr: 0.00100, eta: 3:05:16, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0728, loss: 1.0728 2020-06-27 20:38:39,373 - mmaction - INFO - Epoch [74][240/627] lr: 0.00100, eta: 3:05:03, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0704, loss: 1.0704 2020-06-27 20:38:52,840 - mmaction - INFO - Epoch [74][260/627] lr: 0.00100, eta: 3:04:50, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8844, loss_cls: 1.0832, loss: 1.0832 2020-06-27 20:39:07,645 - mmaction - INFO - Epoch [74][280/627] lr: 0.00100, eta: 3:04:37, time: 0.741, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8562, loss_cls: 1.2486, loss: 1.2486 2020-06-27 20:39:20,159 - mmaction - INFO - Epoch [74][300/627] lr: 0.00100, eta: 3:04:24, time: 0.624, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8812, loss_cls: 1.0900, loss: 1.0900 2020-06-27 20:39:33,122 - mmaction - INFO - Epoch [74][320/627] lr: 0.00100, eta: 3:04:10, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.2013, loss: 1.2013 2020-06-27 20:39:46,762 - mmaction - INFO - Epoch [74][340/627] lr: 0.00100, eta: 3:03:57, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1798, loss: 1.1798 2020-06-27 20:40:00,333 - mmaction - INFO - Epoch [74][360/627] lr: 0.00100, eta: 3:03:44, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2063, loss: 1.2063 2020-06-27 20:40:14,035 - mmaction - INFO - Epoch [74][380/627] lr: 0.00100, eta: 3:03:31, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1040, loss: 1.1040 2020-06-27 20:40:27,206 - mmaction - INFO - Epoch [74][400/627] lr: 0.00100, eta: 3:03:17, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1009, loss: 1.1009 2020-06-27 20:40:40,841 - mmaction - INFO - Epoch [74][420/627] lr: 0.00100, eta: 3:03:04, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0935, loss: 1.0935 2020-06-27 20:40:54,681 - mmaction - INFO - Epoch [74][440/627] lr: 0.00100, eta: 3:02:51, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1083, loss: 1.1083 2020-06-27 20:41:08,299 - mmaction - INFO - Epoch [74][460/627] lr: 0.00100, eta: 3:02:38, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.3101, loss: 1.3101 2020-06-27 20:41:21,641 - mmaction - INFO - Epoch [74][480/627] lr: 0.00100, eta: 3:02:24, time: 0.668, data_time: 0.004, memory: 7028, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2103, loss: 1.2103 2020-06-27 20:41:35,540 - mmaction - INFO - Epoch [74][500/627] lr: 0.00100, eta: 3:02:11, time: 0.694, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.2058, loss: 1.2058 2020-06-27 20:41:48,940 - mmaction - INFO - Epoch [74][520/627] lr: 0.00100, eta: 3:01:58, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1388, loss: 1.1388 2020-06-27 20:42:02,291 - mmaction - INFO - Epoch [74][540/627] lr: 0.00100, eta: 3:01:45, time: 0.668, data_time: 0.003, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9156, loss_cls: 1.0290, loss: 1.0290 2020-06-27 20:42:16,021 - mmaction - INFO - Epoch [74][560/627] lr: 0.00100, eta: 3:01:32, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8594, loss_cls: 1.2330, loss: 1.2330 2020-06-27 20:42:29,505 - mmaction - INFO - Epoch [74][580/627] lr: 0.00100, eta: 3:01:18, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0884, loss: 1.0884 2020-06-27 20:42:43,130 - mmaction - INFO - Epoch [74][600/627] lr: 0.00100, eta: 3:01:05, time: 0.682, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.1379, loss: 1.1379 2020-06-27 20:42:56,665 - mmaction - INFO - Epoch [74][620/627] lr: 0.00100, eta: 3:00:52, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 0.9976, loss: 0.9976 2020-06-27 20:43:19,797 - mmaction - INFO - Epoch [75][20/627] lr: 0.00100, eta: 3:00:34, time: 0.872, data_time: 0.347, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9219, loss_cls: 1.0652, loss: 1.0652 2020-06-27 20:43:32,047 - mmaction - INFO - Epoch [75][40/627] lr: 0.00100, eta: 3:00:20, time: 0.613, data_time: 0.007, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.3242, loss: 1.3242 2020-06-27 20:43:45,273 - mmaction - INFO - Epoch [75][60/627] lr: 0.00100, eta: 3:00:07, time: 0.662, data_time: 0.003, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9219, loss_cls: 0.9415, loss: 0.9415 2020-06-27 20:43:58,714 - mmaction - INFO - Epoch [75][80/627] lr: 0.00100, eta: 2:59:53, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8969, loss_cls: 1.2022, loss: 1.2022 2020-06-27 20:44:12,130 - mmaction - INFO - Epoch [75][100/627] lr: 0.00100, eta: 2:59:40, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1030, loss: 1.1030 2020-06-27 20:44:25,485 - mmaction - INFO - Epoch [75][120/627] lr: 0.00100, eta: 2:59:27, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 1.1277, loss: 1.1277 2020-06-27 20:44:38,885 - mmaction - INFO - Epoch [75][140/627] lr: 0.00100, eta: 2:59:14, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.0898, loss: 1.0898 2020-06-27 20:44:52,345 - mmaction - INFO - Epoch [75][160/627] lr: 0.00100, eta: 2:59:00, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.1327, loss: 1.1327 2020-06-27 20:45:06,518 - mmaction - INFO - Epoch [75][180/627] lr: 0.00100, eta: 2:58:47, time: 0.709, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.9000, loss_cls: 1.1648, loss: 1.1648 2020-06-27 20:45:20,373 - mmaction - INFO - Epoch [75][200/627] lr: 0.00100, eta: 2:58:34, time: 0.692, data_time: 0.002, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.3637, loss: 1.3637 2020-06-27 20:45:34,020 - mmaction - INFO - Epoch [75][220/627] lr: 0.00100, eta: 2:58:21, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.1229, loss: 1.1229 2020-06-27 20:45:46,677 - mmaction - INFO - Epoch [75][240/627] lr: 0.00100, eta: 2:58:08, time: 0.634, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1094, loss: 1.1094 2020-06-27 20:46:00,348 - mmaction - INFO - Epoch [75][260/627] lr: 0.00100, eta: 2:57:54, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1566, loss: 1.1566 2020-06-27 20:46:13,735 - mmaction - INFO - Epoch [75][280/627] lr: 0.00100, eta: 2:57:41, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1704, loss: 1.1704 2020-06-27 20:46:26,762 - mmaction - INFO - Epoch [75][300/627] lr: 0.00100, eta: 2:57:28, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.2277, loss: 1.2277 2020-06-27 20:46:40,392 - mmaction - INFO - Epoch [75][320/627] lr: 0.00100, eta: 2:57:14, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2797, loss: 1.2797 2020-06-27 20:46:53,901 - mmaction - INFO - Epoch [75][340/627] lr: 0.00100, eta: 2:57:01, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.1562, loss: 1.1562 2020-06-27 20:47:07,095 - mmaction - INFO - Epoch [75][360/627] lr: 0.00100, eta: 2:56:48, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2900, loss: 1.2900 2020-06-27 20:47:21,457 - mmaction - INFO - Epoch [75][380/627] lr: 0.00100, eta: 2:56:35, time: 0.717, data_time: 0.005, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8969, loss_cls: 1.2014, loss: 1.2014 2020-06-27 20:47:34,373 - mmaction - INFO - Epoch [75][400/627] lr: 0.00100, eta: 2:56:21, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8594, loss_cls: 1.3631, loss: 1.3631 2020-06-27 20:47:47,993 - mmaction - INFO - Epoch [75][420/627] lr: 0.00100, eta: 2:56:08, time: 0.679, data_time: 0.004, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0853, loss: 1.0853 2020-06-27 20:48:01,477 - mmaction - INFO - Epoch [75][440/627] lr: 0.00100, eta: 2:55:55, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1639, loss: 1.1639 2020-06-27 20:48:14,728 - mmaction - INFO - Epoch [75][460/627] lr: 0.00100, eta: 2:55:42, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.2824, loss: 1.2824 2020-06-27 20:48:29,108 - mmaction - INFO - Epoch [75][480/627] lr: 0.00100, eta: 2:55:29, time: 0.721, data_time: 0.007, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1624, loss: 1.1624 2020-06-27 20:48:41,981 - mmaction - INFO - Epoch [75][500/627] lr: 0.00100, eta: 2:55:15, time: 0.643, data_time: 0.007, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8812, loss_cls: 1.0496, loss: 1.0496 2020-06-27 20:48:55,569 - mmaction - INFO - Epoch [75][520/627] lr: 0.00100, eta: 2:55:02, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1564, loss: 1.1564 2020-06-27 20:49:08,915 - mmaction - INFO - Epoch [75][540/627] lr: 0.00100, eta: 2:54:49, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1588, loss: 1.1588 2020-06-27 20:49:22,091 - mmaction - INFO - Epoch [75][560/627] lr: 0.00100, eta: 2:54:35, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7875, top5_acc: 0.9094, loss_cls: 1.0279, loss: 1.0279 2020-06-27 20:49:36,007 - mmaction - INFO - Epoch [75][580/627] lr: 0.00100, eta: 2:54:22, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2634, loss: 1.2634 2020-06-27 20:49:49,317 - mmaction - INFO - Epoch [75][600/627] lr: 0.00100, eta: 2:54:09, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3844, loss: 1.3844 2020-06-27 20:50:02,783 - mmaction - INFO - Epoch [75][620/627] lr: 0.00100, eta: 2:53:56, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2184, loss: 1.2184 2020-06-27 20:52:59,202 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 20:53:00,228 - mmaction - INFO - top1_acc 0.7003 top5_acc 0.8881 2020-06-27 20:53:00,228 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 20:53:00,292 - mmaction - INFO - mean_acc 0.7002 2020-06-27 20:53:00,300 - mmaction - INFO - Epoch [75][627/627] lr: 0.00100, top1_acc: 0.7003, top5_acc: 0.8881, mean_class_accuracy: 0.7002 2020-06-27 20:53:17,675 - mmaction - INFO - Epoch [76][20/627] lr: 0.00100, eta: 2:53:38, time: 0.861, data_time: 0.326, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8656, loss_cls: 1.0767, loss: 1.0767 2020-06-27 20:53:30,048 - mmaction - INFO - Epoch [76][40/627] lr: 0.00100, eta: 2:53:24, time: 0.624, data_time: 0.011, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.1493, loss: 1.1493 2020-06-27 20:53:43,230 - mmaction - INFO - Epoch [76][60/627] lr: 0.00100, eta: 2:53:11, time: 0.658, data_time: 0.002, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.1867, loss: 1.1867 2020-06-27 20:53:56,280 - mmaction - INFO - Epoch [76][80/627] lr: 0.00100, eta: 2:52:57, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.1843, loss: 1.1843 2020-06-27 20:54:09,726 - mmaction - INFO - Epoch [76][100/627] lr: 0.00100, eta: 2:52:44, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1722, loss: 1.1722 2020-06-27 20:54:23,311 - mmaction - INFO - Epoch [76][120/627] lr: 0.00100, eta: 2:52:31, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1748, loss: 1.1748 2020-06-27 20:54:36,164 - mmaction - INFO - Epoch [76][140/627] lr: 0.00100, eta: 2:52:17, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8750, loss_cls: 1.1696, loss: 1.1696 2020-06-27 20:54:49,986 - mmaction - INFO - Epoch [76][160/627] lr: 0.00100, eta: 2:52:04, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0423, loss: 1.0423 2020-06-27 20:55:03,113 - mmaction - INFO - Epoch [76][180/627] lr: 0.00100, eta: 2:51:51, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9187, loss_cls: 1.0105, loss: 1.0105 2020-06-27 20:55:17,274 - mmaction - INFO - Epoch [76][200/627] lr: 0.00100, eta: 2:51:38, time: 0.706, data_time: 0.005, memory: 7028, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 1.0029, loss: 1.0029 2020-06-27 20:55:30,540 - mmaction - INFO - Epoch [76][220/627] lr: 0.00100, eta: 2:51:24, time: 0.665, data_time: 0.007, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3169, loss: 1.3169 2020-06-27 20:55:44,333 - mmaction - INFO - Epoch [76][240/627] lr: 0.00100, eta: 2:51:11, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.0626, loss: 1.0626 2020-06-27 20:55:57,627 - mmaction - INFO - Epoch [76][260/627] lr: 0.00100, eta: 2:50:58, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1752, loss: 1.1752 2020-06-27 20:56:10,482 - mmaction - INFO - Epoch [76][280/627] lr: 0.00100, eta: 2:50:44, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.1302, loss: 1.1302 2020-06-27 20:56:23,720 - mmaction - INFO - Epoch [76][300/627] lr: 0.00100, eta: 2:50:31, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1199, loss: 1.1199 2020-06-27 20:56:37,360 - mmaction - INFO - Epoch [76][320/627] lr: 0.00100, eta: 2:50:18, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 1.0404, loss: 1.0404 2020-06-27 20:56:50,784 - mmaction - INFO - Epoch [76][340/627] lr: 0.00100, eta: 2:50:05, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1364, loss: 1.1364 2020-06-27 20:57:04,244 - mmaction - INFO - Epoch [76][360/627] lr: 0.00100, eta: 2:49:51, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.1207, loss: 1.1207 2020-06-27 20:57:17,942 - mmaction - INFO - Epoch [76][380/627] lr: 0.00100, eta: 2:49:38, time: 0.682, data_time: 0.004, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0696, loss: 1.0696 2020-06-27 20:57:31,809 - mmaction - INFO - Epoch [76][400/627] lr: 0.00100, eta: 2:49:25, time: 0.695, data_time: 0.007, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1250, loss: 1.1250 2020-06-27 20:57:45,011 - mmaction - INFO - Epoch [76][420/627] lr: 0.00100, eta: 2:49:12, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.4102, loss: 1.4102 2020-06-27 20:57:58,731 - mmaction - INFO - Epoch [76][440/627] lr: 0.00100, eta: 2:48:59, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8656, loss_cls: 1.2827, loss: 1.2827 2020-06-27 20:58:11,940 - mmaction - INFO - Epoch [76][460/627] lr: 0.00100, eta: 2:48:45, time: 0.661, data_time: 0.002, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8688, loss_cls: 1.1688, loss: 1.1688 2020-06-27 20:58:25,228 - mmaction - INFO - Epoch [76][480/627] lr: 0.00100, eta: 2:48:32, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.3108, loss: 1.3108 2020-06-27 20:58:38,664 - mmaction - INFO - Epoch [76][500/627] lr: 0.00100, eta: 2:48:19, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.0777, loss: 1.0777 2020-06-27 20:58:52,222 - mmaction - INFO - Epoch [76][520/627] lr: 0.00100, eta: 2:48:05, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1399, loss: 1.1399 2020-06-27 20:59:05,431 - mmaction - INFO - Epoch [76][540/627] lr: 0.00100, eta: 2:47:52, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.2479, loss: 1.2479 2020-06-27 20:59:18,674 - mmaction - INFO - Epoch [76][560/627] lr: 0.00100, eta: 2:47:39, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.6469, top5_acc: 0.8688, loss_cls: 1.4153, loss: 1.4153 2020-06-27 20:59:32,286 - mmaction - INFO - Epoch [76][580/627] lr: 0.00100, eta: 2:47:25, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 1.0764, loss: 1.0764 2020-06-27 20:59:45,563 - mmaction - INFO - Epoch [76][600/627] lr: 0.00100, eta: 2:47:12, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2255, loss: 1.2255 2020-06-27 20:59:59,095 - mmaction - INFO - Epoch [76][620/627] lr: 0.00100, eta: 2:46:59, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1257, loss: 1.1257 2020-06-27 21:00:27,592 - mmaction - INFO - Epoch [77][20/627] lr: 0.00100, eta: 2:46:42, time: 1.135, data_time: 0.352, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3267, loss: 1.3267 2020-06-27 21:00:39,943 - mmaction - INFO - Epoch [77][40/627] lr: 0.00100, eta: 2:46:29, time: 0.621, data_time: 0.009, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.1495, loss: 1.1495 2020-06-27 21:00:52,318 - mmaction - INFO - Epoch [77][60/627] lr: 0.00100, eta: 2:46:15, time: 0.618, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.1876, loss: 1.1876 2020-06-27 21:01:05,358 - mmaction - INFO - Epoch [77][80/627] lr: 0.00100, eta: 2:46:02, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0640, loss: 1.0640 2020-06-27 21:01:19,194 - mmaction - INFO - Epoch [77][100/627] lr: 0.00100, eta: 2:45:49, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.2191, loss: 1.2191 2020-06-27 21:01:32,249 - mmaction - INFO - Epoch [77][120/627] lr: 0.00100, eta: 2:45:35, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.2188, loss: 1.2188 2020-06-27 21:01:45,527 - mmaction - INFO - Epoch [77][140/627] lr: 0.00100, eta: 2:45:22, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.1611, loss: 1.1611 2020-06-27 21:01:59,021 - mmaction - INFO - Epoch [77][160/627] lr: 0.00100, eta: 2:45:09, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7906, top5_acc: 0.8938, loss_cls: 0.9978, loss: 0.9978 2020-06-27 21:02:12,320 - mmaction - INFO - Epoch [77][180/627] lr: 0.00100, eta: 2:44:55, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0202, loss: 1.0202 2020-06-27 21:02:26,063 - mmaction - INFO - Epoch [77][200/627] lr: 0.00100, eta: 2:44:42, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1455, loss: 1.1455 2020-06-27 21:02:39,447 - mmaction - INFO - Epoch [77][220/627] lr: 0.00100, eta: 2:44:29, time: 0.668, data_time: 0.007, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.1122, loss: 1.1122 2020-06-27 21:02:52,514 - mmaction - INFO - Epoch [77][240/627] lr: 0.00100, eta: 2:44:16, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.7844, top5_acc: 0.9062, loss_cls: 1.0377, loss: 1.0377 2020-06-27 21:03:06,282 - mmaction - INFO - Epoch [77][260/627] lr: 0.00100, eta: 2:44:02, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9928, loss: 0.9928 2020-06-27 21:03:19,938 - mmaction - INFO - Epoch [77][280/627] lr: 0.00100, eta: 2:43:49, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0984, loss: 1.0984 2020-06-27 21:03:32,932 - mmaction - INFO - Epoch [77][300/627] lr: 0.00100, eta: 2:43:36, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1452, loss: 1.1452 2020-06-27 21:03:47,605 - mmaction - INFO - Epoch [77][320/627] lr: 0.00100, eta: 2:43:23, time: 0.735, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3024, loss: 1.3024 2020-06-27 21:04:00,270 - mmaction - INFO - Epoch [77][340/627] lr: 0.00100, eta: 2:43:09, time: 0.632, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8875, loss_cls: 1.0900, loss: 1.0900 2020-06-27 21:04:13,672 - mmaction - INFO - Epoch [77][360/627] lr: 0.00100, eta: 2:42:56, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.2127, loss: 1.2127 2020-06-27 21:04:26,951 - mmaction - INFO - Epoch [77][380/627] lr: 0.00100, eta: 2:42:43, time: 0.662, data_time: 0.004, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.2216, loss: 1.2216 2020-06-27 21:04:40,463 - mmaction - INFO - Epoch [77][400/627] lr: 0.00100, eta: 2:42:30, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1573, loss: 1.1573 2020-06-27 21:04:53,973 - mmaction - INFO - Epoch [77][420/627] lr: 0.00100, eta: 2:42:16, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2241, loss: 1.2241 2020-06-27 21:05:07,469 - mmaction - INFO - Epoch [77][440/627] lr: 0.00100, eta: 2:42:03, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.2522, loss: 1.2522 2020-06-27 21:05:21,152 - mmaction - INFO - Epoch [77][460/627] lr: 0.00100, eta: 2:41:50, time: 0.684, data_time: 0.003, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 0.9866, loss: 0.9866 2020-06-27 21:05:34,306 - mmaction - INFO - Epoch [77][480/627] lr: 0.00100, eta: 2:41:36, time: 0.657, data_time: 0.003, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1320, loss: 1.1320 2020-06-27 21:05:48,199 - mmaction - INFO - Epoch [77][500/627] lr: 0.00100, eta: 2:41:23, time: 0.696, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0959, loss: 1.0959 2020-06-27 21:06:01,278 - mmaction - INFO - Epoch [77][520/627] lr: 0.00100, eta: 2:41:10, time: 0.653, data_time: 0.004, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1287, loss: 1.1287 2020-06-27 21:06:14,239 - mmaction - INFO - Epoch [77][540/627] lr: 0.00100, eta: 2:40:57, time: 0.647, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1768, loss: 1.1768 2020-06-27 21:06:27,951 - mmaction - INFO - Epoch [77][560/627] lr: 0.00100, eta: 2:40:43, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2937, loss: 1.2937 2020-06-27 21:06:41,604 - mmaction - INFO - Epoch [77][580/627] lr: 0.00100, eta: 2:40:30, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8219, loss_cls: 1.4094, loss: 1.4094 2020-06-27 21:06:54,785 - mmaction - INFO - Epoch [77][600/627] lr: 0.00100, eta: 2:40:17, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8625, loss_cls: 1.2532, loss: 1.2532 2020-06-27 21:07:08,311 - mmaction - INFO - Epoch [77][620/627] lr: 0.00100, eta: 2:40:04, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1715, loss: 1.1715 2020-06-27 21:07:33,494 - mmaction - INFO - Epoch [78][20/627] lr: 0.00100, eta: 2:39:46, time: 0.961, data_time: 0.449, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1867, loss: 1.1867 2020-06-27 21:07:45,304 - mmaction - INFO - Epoch [78][40/627] lr: 0.00100, eta: 2:39:32, time: 0.591, data_time: 0.004, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8719, loss_cls: 1.1663, loss: 1.1663 2020-06-27 21:07:58,278 - mmaction - INFO - Epoch [78][60/627] lr: 0.00100, eta: 2:39:19, time: 0.648, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1330, loss: 1.1330 2020-06-27 21:08:12,445 - mmaction - INFO - Epoch [78][80/627] lr: 0.00100, eta: 2:39:06, time: 0.709, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.0840, loss: 1.0840 2020-06-27 21:08:25,673 - mmaction - INFO - Epoch [78][100/627] lr: 0.00100, eta: 2:38:52, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0455, loss: 1.0455 2020-06-27 21:08:39,841 - mmaction - INFO - Epoch [78][120/627] lr: 0.00100, eta: 2:38:39, time: 0.709, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1647, loss: 1.1647 2020-06-27 21:08:54,313 - mmaction - INFO - Epoch [78][140/627] lr: 0.00100, eta: 2:38:26, time: 0.723, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.0539, loss: 1.0539 2020-06-27 21:09:07,313 - mmaction - INFO - Epoch [78][160/627] lr: 0.00100, eta: 2:38:13, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.1423, loss: 1.1423 2020-06-27 21:09:20,257 - mmaction - INFO - Epoch [78][180/627] lr: 0.00100, eta: 2:37:59, time: 0.646, data_time: 0.002, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1618, loss: 1.1618 2020-06-27 21:09:33,766 - mmaction - INFO - Epoch [78][200/627] lr: 0.00100, eta: 2:37:46, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1181, loss: 1.1181 2020-06-27 21:09:47,750 - mmaction - INFO - Epoch [78][220/627] lr: 0.00100, eta: 2:37:33, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.1721, loss: 1.1721 2020-06-27 21:10:00,799 - mmaction - INFO - Epoch [78][240/627] lr: 0.00100, eta: 2:37:20, time: 0.650, data_time: 0.007, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.2041, loss: 1.2041 2020-06-27 21:10:14,650 - mmaction - INFO - Epoch [78][260/627] lr: 0.00100, eta: 2:37:07, time: 0.695, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2507, loss: 1.2507 2020-06-27 21:10:28,590 - mmaction - INFO - Epoch [78][280/627] lr: 0.00100, eta: 2:36:53, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2159, loss: 1.2159 2020-06-27 21:10:41,723 - mmaction - INFO - Epoch [78][300/627] lr: 0.00100, eta: 2:36:40, time: 0.659, data_time: 0.007, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1327, loss: 1.1327 2020-06-27 21:10:54,810 - mmaction - INFO - Epoch [78][320/627] lr: 0.00100, eta: 2:36:27, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1040, loss: 1.1040 2020-06-27 21:11:08,921 - mmaction - INFO - Epoch [78][340/627] lr: 0.00100, eta: 2:36:14, time: 0.707, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1777, loss: 1.1777 2020-06-27 21:11:22,935 - mmaction - INFO - Epoch [78][360/627] lr: 0.00100, eta: 2:36:00, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1631, loss: 1.1631 2020-06-27 21:11:35,939 - mmaction - INFO - Epoch [78][380/627] lr: 0.00100, eta: 2:35:47, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.1183, loss: 1.1183 2020-06-27 21:11:49,442 - mmaction - INFO - Epoch [78][400/627] lr: 0.00100, eta: 2:35:34, time: 0.673, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.1435, loss: 1.1435 2020-06-27 21:12:03,091 - mmaction - INFO - Epoch [78][420/627] lr: 0.00100, eta: 2:35:21, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1353, loss: 1.1353 2020-06-27 21:12:16,731 - mmaction - INFO - Epoch [78][440/627] lr: 0.00100, eta: 2:35:07, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0619, loss: 1.0619 2020-06-27 21:12:29,946 - mmaction - INFO - Epoch [78][460/627] lr: 0.00100, eta: 2:34:54, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.0870, loss: 1.0870 2020-06-27 21:12:43,554 - mmaction - INFO - Epoch [78][480/627] lr: 0.00100, eta: 2:34:41, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0393, loss: 1.0393 2020-06-27 21:12:57,125 - mmaction - INFO - Epoch [78][500/627] lr: 0.00100, eta: 2:34:28, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.3687, loss: 1.3687 2020-06-27 21:13:10,362 - mmaction - INFO - Epoch [78][520/627] lr: 0.00100, eta: 2:34:14, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.3403, loss: 1.3403 2020-06-27 21:13:23,813 - mmaction - INFO - Epoch [78][540/627] lr: 0.00100, eta: 2:34:01, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0449, loss: 1.0449 2020-06-27 21:13:37,710 - mmaction - INFO - Epoch [78][560/627] lr: 0.00100, eta: 2:33:48, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3567, loss: 1.3567 2020-06-27 21:13:50,874 - mmaction - INFO - Epoch [78][580/627] lr: 0.00100, eta: 2:33:34, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.3527, loss: 1.3527 2020-06-27 21:14:04,134 - mmaction - INFO - Epoch [78][600/627] lr: 0.00100, eta: 2:33:21, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1839, loss: 1.1839 2020-06-27 21:14:18,065 - mmaction - INFO - Epoch [78][620/627] lr: 0.00100, eta: 2:33:08, time: 0.698, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1472, loss: 1.1472 2020-06-27 21:17:14,948 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 21:17:15,954 - mmaction - INFO - top1_acc 0.6959 top5_acc 0.8871 2020-06-27 21:17:15,955 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 21:17:16,054 - mmaction - INFO - mean_acc 0.6958 2020-06-27 21:17:16,095 - mmaction - INFO - Epoch [78][627/627] lr: 0.00100, top1_acc: 0.6959, top5_acc: 0.8871, mean_class_accuracy: 0.6958 2020-06-27 21:17:33,666 - mmaction - INFO - Epoch [79][20/627] lr: 0.00100, eta: 2:32:50, time: 0.876, data_time: 0.348, memory: 7028, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2324, loss: 1.2324 2020-06-27 21:17:45,978 - mmaction - INFO - Epoch [79][40/627] lr: 0.00100, eta: 2:32:36, time: 0.614, data_time: 0.004, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2103, loss: 1.2103 2020-06-27 21:17:58,956 - mmaction - INFO - Epoch [79][60/627] lr: 0.00100, eta: 2:32:23, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9093, loss: 0.9093 2020-06-27 21:18:12,021 - mmaction - INFO - Epoch [79][80/627] lr: 0.00100, eta: 2:32:09, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8906, loss_cls: 1.0836, loss: 1.0836 2020-06-27 21:18:25,474 - mmaction - INFO - Epoch [79][100/627] lr: 0.00100, eta: 2:31:56, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8969, loss_cls: 1.1332, loss: 1.1332 2020-06-27 21:18:38,992 - mmaction - INFO - Epoch [79][120/627] lr: 0.00100, eta: 2:31:43, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9946, loss: 0.9946 2020-06-27 21:18:52,277 - mmaction - INFO - Epoch [79][140/627] lr: 0.00100, eta: 2:31:30, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.1842, loss: 1.1842 2020-06-27 21:19:05,702 - mmaction - INFO - Epoch [79][160/627] lr: 0.00100, eta: 2:31:16, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1251, loss: 1.1251 2020-06-27 21:19:19,119 - mmaction - INFO - Epoch [79][180/627] lr: 0.00100, eta: 2:31:03, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.0713, loss: 1.0713 2020-06-27 21:19:32,727 - mmaction - INFO - Epoch [79][200/627] lr: 0.00100, eta: 2:30:50, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.1539, loss: 1.1539 2020-06-27 21:19:46,717 - mmaction - INFO - Epoch [79][220/627] lr: 0.00100, eta: 2:30:37, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.0762, loss: 1.0762 2020-06-27 21:20:00,000 - mmaction - INFO - Epoch [79][240/627] lr: 0.00100, eta: 2:30:23, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1310, loss: 1.1310 2020-06-27 21:20:13,217 - mmaction - INFO - Epoch [79][260/627] lr: 0.00100, eta: 2:30:10, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1988, loss: 1.1988 2020-06-27 21:20:26,792 - mmaction - INFO - Epoch [79][280/627] lr: 0.00100, eta: 2:29:57, time: 0.678, data_time: 0.007, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 1.0079, loss: 1.0079 2020-06-27 21:20:40,142 - mmaction - INFO - Epoch [79][300/627] lr: 0.00100, eta: 2:29:43, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.2358, loss: 1.2358 2020-06-27 21:20:53,781 - mmaction - INFO - Epoch [79][320/627] lr: 0.00100, eta: 2:29:30, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0732, loss: 1.0732 2020-06-27 21:21:06,968 - mmaction - INFO - Epoch [79][340/627] lr: 0.00100, eta: 2:29:17, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0972, loss: 1.0972 2020-06-27 21:21:21,142 - mmaction - INFO - Epoch [79][360/627] lr: 0.00100, eta: 2:29:04, time: 0.707, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1745, loss: 1.1745 2020-06-27 21:21:34,236 - mmaction - INFO - Epoch [79][380/627] lr: 0.00100, eta: 2:28:50, time: 0.656, data_time: 0.007, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0374, loss: 1.0374 2020-06-27 21:21:47,403 - mmaction - INFO - Epoch [79][400/627] lr: 0.00100, eta: 2:28:37, time: 0.657, data_time: 0.007, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0626, loss: 1.0626 2020-06-27 21:22:00,719 - mmaction - INFO - Epoch [79][420/627] lr: 0.00100, eta: 2:28:24, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.8781, loss_cls: 1.0177, loss: 1.0177 2020-06-27 21:22:14,076 - mmaction - INFO - Epoch [79][440/627] lr: 0.00100, eta: 2:28:10, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1571, loss: 1.1571 2020-06-27 21:22:27,712 - mmaction - INFO - Epoch [79][460/627] lr: 0.00100, eta: 2:27:57, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.1474, loss: 1.1474 2020-06-27 21:22:41,251 - mmaction - INFO - Epoch [79][480/627] lr: 0.00100, eta: 2:27:44, time: 0.676, data_time: 0.007, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0477, loss: 1.0477 2020-06-27 21:22:54,314 - mmaction - INFO - Epoch [79][500/627] lr: 0.00100, eta: 2:27:31, time: 0.655, data_time: 0.004, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2382, loss: 1.2382 2020-06-27 21:23:07,616 - mmaction - INFO - Epoch [79][520/627] lr: 0.00100, eta: 2:27:17, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8656, loss_cls: 1.1744, loss: 1.1744 2020-06-27 21:23:21,249 - mmaction - INFO - Epoch [79][540/627] lr: 0.00100, eta: 2:27:04, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3309, loss: 1.3309 2020-06-27 21:23:35,142 - mmaction - INFO - Epoch [79][560/627] lr: 0.00100, eta: 2:26:51, time: 0.694, data_time: 0.007, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.9366, loss: 0.9366 2020-06-27 21:23:47,990 - mmaction - INFO - Epoch [79][580/627] lr: 0.00100, eta: 2:26:37, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8688, loss_cls: 1.1795, loss: 1.1795 2020-06-27 21:24:01,506 - mmaction - INFO - Epoch [79][600/627] lr: 0.00100, eta: 2:26:24, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.2936, loss: 1.2936 2020-06-27 21:24:14,890 - mmaction - INFO - Epoch [79][620/627] lr: 0.00100, eta: 2:26:11, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.0551, loss: 1.0551 2020-06-27 21:24:38,728 - mmaction - INFO - Epoch [80][20/627] lr: 0.00100, eta: 2:25:53, time: 0.908, data_time: 0.350, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0834, loss: 1.0834 2020-06-27 21:24:51,041 - mmaction - INFO - Epoch [80][40/627] lr: 0.00100, eta: 2:25:39, time: 0.616, data_time: 0.008, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0776, loss: 1.0776 2020-06-27 21:25:04,147 - mmaction - INFO - Epoch [80][60/627] lr: 0.00100, eta: 2:25:26, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0246, loss: 1.0246 2020-06-27 21:25:17,575 - mmaction - INFO - Epoch [80][80/627] lr: 0.00100, eta: 2:25:13, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0871, loss: 1.0871 2020-06-27 21:25:30,961 - mmaction - INFO - Epoch [80][100/627] lr: 0.00100, eta: 2:24:59, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1342, loss: 1.1342 2020-06-27 21:25:44,110 - mmaction - INFO - Epoch [80][120/627] lr: 0.00100, eta: 2:24:46, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 1.0306, loss: 1.0306 2020-06-27 21:25:57,457 - mmaction - INFO - Epoch [80][140/627] lr: 0.00100, eta: 2:24:33, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3330, loss: 1.3330 2020-06-27 21:26:11,019 - mmaction - INFO - Epoch [80][160/627] lr: 0.00100, eta: 2:24:19, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.1151, loss: 1.1151 2020-06-27 21:26:24,490 - mmaction - INFO - Epoch [80][180/627] lr: 0.00100, eta: 2:24:06, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1644, loss: 1.1644 2020-06-27 21:26:37,998 - mmaction - INFO - Epoch [80][200/627] lr: 0.00100, eta: 2:23:53, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8656, loss_cls: 1.2032, loss: 1.2032 2020-06-27 21:26:51,436 - mmaction - INFO - Epoch [80][220/627] lr: 0.00100, eta: 2:23:40, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.9463, loss: 0.9463 2020-06-27 21:27:05,256 - mmaction - INFO - Epoch [80][240/627] lr: 0.00100, eta: 2:23:26, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2854, loss: 1.2854 2020-06-27 21:27:18,658 - mmaction - INFO - Epoch [80][260/627] lr: 0.00100, eta: 2:23:13, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.0994, loss: 1.0994 2020-06-27 21:27:32,223 - mmaction - INFO - Epoch [80][280/627] lr: 0.00100, eta: 2:23:00, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.9848, loss: 0.9848 2020-06-27 21:27:45,986 - mmaction - INFO - Epoch [80][300/627] lr: 0.00100, eta: 2:22:47, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.2623, loss: 1.2623 2020-06-27 21:27:59,012 - mmaction - INFO - Epoch [80][320/627] lr: 0.00100, eta: 2:22:33, time: 0.653, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0877, loss: 1.0877 2020-06-27 21:28:12,604 - mmaction - INFO - Epoch [80][340/627] lr: 0.00100, eta: 2:22:20, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 1.0140, loss: 1.0140 2020-06-27 21:28:25,936 - mmaction - INFO - Epoch [80][360/627] lr: 0.00100, eta: 2:22:07, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.0952, loss: 1.0952 2020-06-27 21:28:39,342 - mmaction - INFO - Epoch [80][380/627] lr: 0.00100, eta: 2:21:53, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2611, loss: 1.2611 2020-06-27 21:28:52,668 - mmaction - INFO - Epoch [80][400/627] lr: 0.00100, eta: 2:21:40, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.1671, loss: 1.1671 2020-06-27 21:29:06,549 - mmaction - INFO - Epoch [80][420/627] lr: 0.00100, eta: 2:21:27, time: 0.694, data_time: 0.003, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.2259, loss: 1.2259 2020-06-27 21:29:19,867 - mmaction - INFO - Epoch [80][440/627] lr: 0.00100, eta: 2:21:14, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9773, loss: 0.9773 2020-06-27 21:29:33,562 - mmaction - INFO - Epoch [80][460/627] lr: 0.00100, eta: 2:21:00, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.1425, loss: 1.1425 2020-06-27 21:29:47,001 - mmaction - INFO - Epoch [80][480/627] lr: 0.00100, eta: 2:20:47, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.1133, loss: 1.1133 2020-06-27 21:30:00,320 - mmaction - INFO - Epoch [80][500/627] lr: 0.00100, eta: 2:20:34, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7812, top5_acc: 0.8906, loss_cls: 1.0207, loss: 1.0207 2020-06-27 21:30:14,133 - mmaction - INFO - Epoch [80][520/627] lr: 0.00100, eta: 2:20:21, time: 0.688, data_time: 0.007, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8969, loss_cls: 1.0105, loss: 1.0105 2020-06-27 21:30:27,421 - mmaction - INFO - Epoch [80][540/627] lr: 0.00100, eta: 2:20:07, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1033, loss: 1.1033 2020-06-27 21:30:40,732 - mmaction - INFO - Epoch [80][560/627] lr: 0.00100, eta: 2:19:54, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.2771, loss: 1.2771 2020-06-27 21:30:55,112 - mmaction - INFO - Epoch [80][580/627] lr: 0.00100, eta: 2:19:41, time: 0.720, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 1.0091, loss: 1.0091 2020-06-27 21:31:08,908 - mmaction - INFO - Epoch [80][600/627] lr: 0.00100, eta: 2:19:28, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1243, loss: 1.1243 2020-06-27 21:31:22,020 - mmaction - INFO - Epoch [80][620/627] lr: 0.00100, eta: 2:19:14, time: 0.660, data_time: 0.008, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2002, loss: 1.2002 2020-06-27 21:31:45,125 - mmaction - INFO - Epoch [81][20/627] lr: 0.00010, eta: 2:18:56, time: 0.875, data_time: 0.334, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0737, loss: 1.0737 2020-06-27 21:31:57,773 - mmaction - INFO - Epoch [81][40/627] lr: 0.00010, eta: 2:18:43, time: 0.631, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1213, loss: 1.1213 2020-06-27 21:32:10,870 - mmaction - INFO - Epoch [81][60/627] lr: 0.00010, eta: 2:18:29, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.9523, loss: 0.9523 2020-06-27 21:32:24,760 - mmaction - INFO - Epoch [81][80/627] lr: 0.00010, eta: 2:18:16, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1284, loss: 1.1284 2020-06-27 21:32:37,910 - mmaction - INFO - Epoch [81][100/627] lr: 0.00010, eta: 2:18:03, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0915, loss: 1.0915 2020-06-27 21:32:51,332 - mmaction - INFO - Epoch [81][120/627] lr: 0.00010, eta: 2:17:50, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0820, loss: 1.0820 2020-06-27 21:33:05,159 - mmaction - INFO - Epoch [81][140/627] lr: 0.00010, eta: 2:17:36, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2485, loss: 1.2485 2020-06-27 21:33:18,552 - mmaction - INFO - Epoch [81][160/627] lr: 0.00010, eta: 2:17:23, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.1104, loss: 1.1104 2020-06-27 21:33:31,994 - mmaction - INFO - Epoch [81][180/627] lr: 0.00010, eta: 2:17:10, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8906, loss_cls: 1.0544, loss: 1.0544 2020-06-27 21:33:46,046 - mmaction - INFO - Epoch [81][200/627] lr: 0.00010, eta: 2:16:57, time: 0.700, data_time: 0.004, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9219, loss_cls: 1.0154, loss: 1.0154 2020-06-27 21:33:59,486 - mmaction - INFO - Epoch [81][220/627] lr: 0.00010, eta: 2:16:43, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8844, loss_cls: 1.0800, loss: 1.0800 2020-06-27 21:34:12,939 - mmaction - INFO - Epoch [81][240/627] lr: 0.00010, eta: 2:16:30, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1877, loss: 1.1877 2020-06-27 21:34:25,705 - mmaction - INFO - Epoch [81][260/627] lr: 0.00010, eta: 2:16:17, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 0.9707, loss: 0.9707 2020-06-27 21:34:39,325 - mmaction - INFO - Epoch [81][280/627] lr: 0.00010, eta: 2:16:03, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.2406, loss: 1.2406 2020-06-27 21:34:54,111 - mmaction - INFO - Epoch [81][300/627] lr: 0.00010, eta: 2:15:50, time: 0.741, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.0757, loss: 1.0757 2020-06-27 21:35:06,577 - mmaction - INFO - Epoch [81][320/627] lr: 0.00010, eta: 2:15:37, time: 0.623, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1857, loss: 1.1857 2020-06-27 21:35:19,701 - mmaction - INFO - Epoch [81][340/627] lr: 0.00010, eta: 2:15:24, time: 0.656, data_time: 0.003, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.0499, loss: 1.0499 2020-06-27 21:35:32,995 - mmaction - INFO - Epoch [81][360/627] lr: 0.00010, eta: 2:15:10, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.1539, loss: 1.1539 2020-06-27 21:35:46,396 - mmaction - INFO - Epoch [81][380/627] lr: 0.00010, eta: 2:14:57, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.0965, loss: 1.0965 2020-06-27 21:36:00,037 - mmaction - INFO - Epoch [81][400/627] lr: 0.00010, eta: 2:14:44, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1154, loss: 1.1154 2020-06-27 21:36:13,397 - mmaction - INFO - Epoch [81][420/627] lr: 0.00010, eta: 2:14:30, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.1794, loss: 1.1794 2020-06-27 21:36:27,002 - mmaction - INFO - Epoch [81][440/627] lr: 0.00010, eta: 2:14:17, time: 0.678, data_time: 0.004, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8781, loss_cls: 1.1739, loss: 1.1739 2020-06-27 21:36:40,454 - mmaction - INFO - Epoch [81][460/627] lr: 0.00010, eta: 2:14:04, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 1.0261, loss: 1.0261 2020-06-27 21:36:54,008 - mmaction - INFO - Epoch [81][480/627] lr: 0.00010, eta: 2:13:51, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1120, loss: 1.1120 2020-06-27 21:37:07,633 - mmaction - INFO - Epoch [81][500/627] lr: 0.00010, eta: 2:13:37, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 0.9949, loss: 0.9949 2020-06-27 21:37:20,886 - mmaction - INFO - Epoch [81][520/627] lr: 0.00010, eta: 2:13:24, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8969, loss_cls: 1.0763, loss: 1.0763 2020-06-27 21:37:34,124 - mmaction - INFO - Epoch [81][540/627] lr: 0.00010, eta: 2:13:11, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0893, loss: 1.0893 2020-06-27 21:37:47,498 - mmaction - INFO - Epoch [81][560/627] lr: 0.00010, eta: 2:12:57, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8844, loss_cls: 1.0583, loss: 1.0583 2020-06-27 21:38:01,408 - mmaction - INFO - Epoch [81][580/627] lr: 0.00010, eta: 2:12:44, time: 0.695, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1008, loss: 1.1008 2020-06-27 21:38:15,053 - mmaction - INFO - Epoch [81][600/627] lr: 0.00010, eta: 2:12:31, time: 0.684, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 1.0347, loss: 1.0347 2020-06-27 21:38:28,247 - mmaction - INFO - Epoch [81][620/627] lr: 0.00010, eta: 2:12:18, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.8969, loss_cls: 1.0812, loss: 1.0812 2020-06-27 21:41:26,473 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 21:41:27,482 - mmaction - INFO - top1_acc 0.7011 top5_acc 0.8888 2020-06-27 21:41:27,483 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 21:41:27,545 - mmaction - INFO - mean_acc 0.7009 2020-06-27 21:41:27,553 - mmaction - INFO - Epoch [81][627/627] lr: 0.00010, top1_acc: 0.7011, top5_acc: 0.8888, mean_class_accuracy: 0.7009 2020-06-27 21:41:44,899 - mmaction - INFO - Epoch [82][20/627] lr: 0.00010, eta: 2:11:59, time: 0.862, data_time: 0.341, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1055, loss: 1.1055 2020-06-27 21:41:56,900 - mmaction - INFO - Epoch [82][40/627] lr: 0.00010, eta: 2:11:46, time: 0.598, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1514, loss: 1.1514 2020-06-27 21:42:09,915 - mmaction - INFO - Epoch [82][60/627] lr: 0.00010, eta: 2:11:32, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8531, loss_cls: 1.2463, loss: 1.2463 2020-06-27 21:42:23,191 - mmaction - INFO - Epoch [82][80/627] lr: 0.00010, eta: 2:11:19, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0734, loss: 1.0734 2020-06-27 21:42:36,521 - mmaction - INFO - Epoch [82][100/627] lr: 0.00010, eta: 2:11:06, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1617, loss: 1.1617 2020-06-27 21:42:50,306 - mmaction - INFO - Epoch [82][120/627] lr: 0.00010, eta: 2:10:53, time: 0.690, data_time: 0.009, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1500, loss: 1.1500 2020-06-27 21:43:03,994 - mmaction - INFO - Epoch [82][140/627] lr: 0.00010, eta: 2:10:39, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9837, loss: 0.9837 2020-06-27 21:43:17,015 - mmaction - INFO - Epoch [82][160/627] lr: 0.00010, eta: 2:10:26, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9344, loss_cls: 0.9655, loss: 0.9655 2020-06-27 21:43:30,707 - mmaction - INFO - Epoch [82][180/627] lr: 0.00010, eta: 2:10:13, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0173, loss: 1.0173 2020-06-27 21:43:43,873 - mmaction - INFO - Epoch [82][200/627] lr: 0.00010, eta: 2:09:59, time: 0.658, data_time: 0.003, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1844, loss: 1.1844 2020-06-27 21:43:57,565 - mmaction - INFO - Epoch [82][220/627] lr: 0.00010, eta: 2:09:46, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1099, loss: 1.1099 2020-06-27 21:44:11,736 - mmaction - INFO - Epoch [82][240/627] lr: 0.00010, eta: 2:09:33, time: 0.711, data_time: 0.005, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9125, loss_cls: 0.9304, loss: 0.9304 2020-06-27 21:44:24,450 - mmaction - INFO - Epoch [82][260/627] lr: 0.00010, eta: 2:09:20, time: 0.634, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 0.9881, loss: 0.9881 2020-06-27 21:44:37,969 - mmaction - INFO - Epoch [82][280/627] lr: 0.00010, eta: 2:09:06, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9062, loss_cls: 0.9482, loss: 0.9482 2020-06-27 21:44:51,233 - mmaction - INFO - Epoch [82][300/627] lr: 0.00010, eta: 2:08:53, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2068, loss: 1.2068 2020-06-27 21:45:05,369 - mmaction - INFO - Epoch [82][320/627] lr: 0.00010, eta: 2:08:40, time: 0.705, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9125, loss_cls: 1.1130, loss: 1.1130 2020-06-27 21:45:18,016 - mmaction - INFO - Epoch [82][340/627] lr: 0.00010, eta: 2:08:26, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.9230, loss: 0.9230 2020-06-27 21:45:32,108 - mmaction - INFO - Epoch [82][360/627] lr: 0.00010, eta: 2:08:13, time: 0.702, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1963, loss: 1.1963 2020-06-27 21:45:44,850 - mmaction - INFO - Epoch [82][380/627] lr: 0.00010, eta: 2:08:00, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1045, loss: 1.1045 2020-06-27 21:45:58,704 - mmaction - INFO - Epoch [82][400/627] lr: 0.00010, eta: 2:07:47, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.1061, loss: 1.1061 2020-06-27 21:46:11,923 - mmaction - INFO - Epoch [82][420/627] lr: 0.00010, eta: 2:07:33, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 1.0429, loss: 1.0429 2020-06-27 21:46:25,516 - mmaction - INFO - Epoch [82][440/627] lr: 0.00010, eta: 2:07:20, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8781, loss_cls: 1.1787, loss: 1.1787 2020-06-27 21:46:39,901 - mmaction - INFO - Epoch [82][460/627] lr: 0.00010, eta: 2:07:07, time: 0.721, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 0.9764, loss: 0.9764 2020-06-27 21:46:53,544 - mmaction - INFO - Epoch [82][480/627] lr: 0.00010, eta: 2:06:54, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 1.0826, loss: 1.0826 2020-06-27 21:47:06,662 - mmaction - INFO - Epoch [82][500/627] lr: 0.00010, eta: 2:06:40, time: 0.657, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.2060, loss: 1.2060 2020-06-27 21:47:19,873 - mmaction - INFO - Epoch [82][520/627] lr: 0.00010, eta: 2:06:27, time: 0.660, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0458, loss: 1.0458 2020-06-27 21:47:33,328 - mmaction - INFO - Epoch [82][540/627] lr: 0.00010, eta: 2:06:14, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1725, loss: 1.1725 2020-06-27 21:47:46,761 - mmaction - INFO - Epoch [82][560/627] lr: 0.00010, eta: 2:06:00, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 1.0691, loss: 1.0691 2020-06-27 21:48:00,327 - mmaction - INFO - Epoch [82][580/627] lr: 0.00010, eta: 2:05:47, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8812, loss_cls: 1.1026, loss: 1.1026 2020-06-27 21:48:14,069 - mmaction - INFO - Epoch [82][600/627] lr: 0.00010, eta: 2:05:34, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 1.0618, loss: 1.0618 2020-06-27 21:48:27,108 - mmaction - INFO - Epoch [82][620/627] lr: 0.00010, eta: 2:05:20, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.1050, loss: 1.1050 2020-06-27 21:48:51,076 - mmaction - INFO - Epoch [83][20/627] lr: 0.00010, eta: 2:05:02, time: 0.883, data_time: 0.330, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0461, loss: 1.0461 2020-06-27 21:49:03,263 - mmaction - INFO - Epoch [83][40/627] lr: 0.00010, eta: 2:04:49, time: 0.608, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2753, loss: 1.2753 2020-06-27 21:49:16,090 - mmaction - INFO - Epoch [83][60/627] lr: 0.00010, eta: 2:04:35, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8656, loss_cls: 1.1288, loss: 1.1288 2020-06-27 21:49:29,514 - mmaction - INFO - Epoch [83][80/627] lr: 0.00010, eta: 2:04:22, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.8906, loss_cls: 1.0190, loss: 1.0190 2020-06-27 21:49:42,877 - mmaction - INFO - Epoch [83][100/627] lr: 0.00010, eta: 2:04:09, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.9526, loss: 0.9526 2020-06-27 21:49:57,148 - mmaction - INFO - Epoch [83][120/627] lr: 0.00010, eta: 2:03:56, time: 0.713, data_time: 0.004, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.1396, loss: 1.1396 2020-06-27 21:50:10,148 - mmaction - INFO - Epoch [83][140/627] lr: 0.00010, eta: 2:03:42, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1521, loss: 1.1521 2020-06-27 21:50:23,219 - mmaction - INFO - Epoch [83][160/627] lr: 0.00010, eta: 2:03:29, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0555, loss: 1.0555 2020-06-27 21:50:36,698 - mmaction - INFO - Epoch [83][180/627] lr: 0.00010, eta: 2:03:16, time: 0.676, data_time: 0.004, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1197, loss: 1.1197 2020-06-27 21:50:50,152 - mmaction - INFO - Epoch [83][200/627] lr: 0.00010, eta: 2:03:02, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8781, loss_cls: 1.1848, loss: 1.1848 2020-06-27 21:51:03,450 - mmaction - INFO - Epoch [83][220/627] lr: 0.00010, eta: 2:02:49, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8719, loss_cls: 1.1960, loss: 1.1960 2020-06-27 21:51:17,179 - mmaction - INFO - Epoch [83][240/627] lr: 0.00010, eta: 2:02:36, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.0884, loss: 1.0884 2020-06-27 21:51:30,383 - mmaction - INFO - Epoch [83][260/627] lr: 0.00010, eta: 2:02:22, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8906, loss_cls: 1.1133, loss: 1.1133 2020-06-27 21:51:43,803 - mmaction - INFO - Epoch [83][280/627] lr: 0.00010, eta: 2:02:09, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.1441, loss: 1.1441 2020-06-27 21:51:57,280 - mmaction - INFO - Epoch [83][300/627] lr: 0.00010, eta: 2:01:56, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1001, loss: 1.1001 2020-06-27 21:52:10,918 - mmaction - INFO - Epoch [83][320/627] lr: 0.00010, eta: 2:01:43, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.8814, loss: 0.8814 2020-06-27 21:52:24,042 - mmaction - INFO - Epoch [83][340/627] lr: 0.00010, eta: 2:01:29, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.2119, loss: 1.2119 2020-06-27 21:52:37,613 - mmaction - INFO - Epoch [83][360/627] lr: 0.00010, eta: 2:01:16, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9094, loss_cls: 0.9489, loss: 0.9489 2020-06-27 21:52:51,174 - mmaction - INFO - Epoch [83][380/627] lr: 0.00010, eta: 2:01:03, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.1459, loss: 1.1459 2020-06-27 21:53:04,415 - mmaction - INFO - Epoch [83][400/627] lr: 0.00010, eta: 2:00:49, time: 0.663, data_time: 0.003, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.1285, loss: 1.1285 2020-06-27 21:53:17,781 - mmaction - INFO - Epoch [83][420/627] lr: 0.00010, eta: 2:00:36, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.9377, loss: 0.9377 2020-06-27 21:53:31,394 - mmaction - INFO - Epoch [83][440/627] lr: 0.00010, eta: 2:00:23, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.1441, loss: 1.1441 2020-06-27 21:53:44,971 - mmaction - INFO - Epoch [83][460/627] lr: 0.00010, eta: 2:00:10, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.0689, loss: 1.0689 2020-06-27 21:53:58,420 - mmaction - INFO - Epoch [83][480/627] lr: 0.00010, eta: 1:59:56, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2361, loss: 1.2361 2020-06-27 21:54:11,991 - mmaction - INFO - Epoch [83][500/627] lr: 0.00010, eta: 1:59:43, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2174, loss: 1.2174 2020-06-27 21:54:25,826 - mmaction - INFO - Epoch [83][520/627] lr: 0.00010, eta: 1:59:30, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9125, loss_cls: 0.9369, loss: 0.9369 2020-06-27 21:54:39,217 - mmaction - INFO - Epoch [83][540/627] lr: 0.00010, eta: 1:59:16, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.2581, loss: 1.2581 2020-06-27 21:54:53,082 - mmaction - INFO - Epoch [83][560/627] lr: 0.00010, eta: 1:59:03, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8656, loss_cls: 1.1632, loss: 1.1632 2020-06-27 21:55:06,127 - mmaction - INFO - Epoch [83][580/627] lr: 0.00010, eta: 1:58:50, time: 0.650, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9250, loss_cls: 0.9928, loss: 0.9928 2020-06-27 21:55:19,653 - mmaction - INFO - Epoch [83][600/627] lr: 0.00010, eta: 1:58:37, time: 0.679, data_time: 0.007, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0824, loss: 1.0824 2020-06-27 21:55:33,280 - mmaction - INFO - Epoch [83][620/627] lr: 0.00010, eta: 1:58:23, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.1670, loss: 1.1670 2020-06-27 21:55:56,388 - mmaction - INFO - Epoch [84][20/627] lr: 0.00010, eta: 1:58:05, time: 0.884, data_time: 0.359, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9250, loss_cls: 0.9443, loss: 0.9443 2020-06-27 21:56:08,831 - mmaction - INFO - Epoch [84][40/627] lr: 0.00010, eta: 1:57:52, time: 0.621, data_time: 0.008, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.9369, loss: 0.9369 2020-06-27 21:56:22,109 - mmaction - INFO - Epoch [84][60/627] lr: 0.00010, eta: 1:57:38, time: 0.666, data_time: 0.007, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9797, loss: 0.9797 2020-06-27 21:56:35,670 - mmaction - INFO - Epoch [84][80/627] lr: 0.00010, eta: 1:57:25, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 1.0571, loss: 1.0571 2020-06-27 21:56:48,654 - mmaction - INFO - Epoch [84][100/627] lr: 0.00010, eta: 1:57:12, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 1.0088, loss: 1.0088 2020-06-27 21:57:01,949 - mmaction - INFO - Epoch [84][120/627] lr: 0.00010, eta: 1:56:58, time: 0.662, data_time: 0.004, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2438, loss: 1.2438 2020-06-27 21:57:15,738 - mmaction - INFO - Epoch [84][140/627] lr: 0.00010, eta: 1:56:45, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0670, loss: 1.0670 2020-06-27 21:57:28,853 - mmaction - INFO - Epoch [84][160/627] lr: 0.00010, eta: 1:56:32, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8469, loss_cls: 1.2550, loss: 1.2550 2020-06-27 21:57:42,000 - mmaction - INFO - Epoch [84][180/627] lr: 0.00010, eta: 1:56:19, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0423, loss: 1.0423 2020-06-27 21:57:55,644 - mmaction - INFO - Epoch [84][200/627] lr: 0.00010, eta: 1:56:05, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.9838, loss: 0.9838 2020-06-27 21:58:09,388 - mmaction - INFO - Epoch [84][220/627] lr: 0.00010, eta: 1:55:52, time: 0.687, data_time: 0.002, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.2269, loss: 1.2269 2020-06-27 21:58:22,627 - mmaction - INFO - Epoch [84][240/627] lr: 0.00010, eta: 1:55:39, time: 0.661, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.1059, loss: 1.1059 2020-06-27 21:58:35,723 - mmaction - INFO - Epoch [84][260/627] lr: 0.00010, eta: 1:55:25, time: 0.655, data_time: 0.007, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 1.0818, loss: 1.0818 2020-06-27 21:58:49,192 - mmaction - INFO - Epoch [84][280/627] lr: 0.00010, eta: 1:55:12, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 1.0166, loss: 1.0166 2020-06-27 21:59:02,435 - mmaction - INFO - Epoch [84][300/627] lr: 0.00010, eta: 1:54:59, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0439, loss: 1.0439 2020-06-27 21:59:15,706 - mmaction - INFO - Epoch [84][320/627] lr: 0.00010, eta: 1:54:45, time: 0.662, data_time: 0.007, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0719, loss: 1.0719 2020-06-27 21:59:29,449 - mmaction - INFO - Epoch [84][340/627] lr: 0.00010, eta: 1:54:32, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0407, loss: 1.0407 2020-06-27 21:59:42,607 - mmaction - INFO - Epoch [84][360/627] lr: 0.00010, eta: 1:54:19, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 1.0811, loss: 1.0811 2020-06-27 21:59:56,611 - mmaction - INFO - Epoch [84][380/627] lr: 0.00010, eta: 1:54:06, time: 0.701, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1229, loss: 1.1229 2020-06-27 22:00:09,688 - mmaction - INFO - Epoch [84][400/627] lr: 0.00010, eta: 1:53:52, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.7656, top5_acc: 0.8938, loss_cls: 1.0356, loss: 1.0356 2020-06-27 22:00:25,772 - mmaction - INFO - Epoch [84][420/627] lr: 0.00010, eta: 1:53:39, time: 0.801, data_time: 0.009, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.2737, loss: 1.2737 2020-06-27 22:00:37,965 - mmaction - INFO - Epoch [84][440/627] lr: 0.00010, eta: 1:53:26, time: 0.613, data_time: 0.013, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 1.0304, loss: 1.0304 2020-06-27 22:00:51,110 - mmaction - INFO - Epoch [84][460/627] lr: 0.00010, eta: 1:53:13, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0037, loss: 1.0037 2020-06-27 22:01:04,407 - mmaction - INFO - Epoch [84][480/627] lr: 0.00010, eta: 1:52:59, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 0.9878, loss: 0.9878 2020-06-27 22:01:18,249 - mmaction - INFO - Epoch [84][500/627] lr: 0.00010, eta: 1:52:46, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.1126, loss: 1.1126 2020-06-27 22:01:31,926 - mmaction - INFO - Epoch [84][520/627] lr: 0.00010, eta: 1:52:33, time: 0.683, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.1499, loss: 1.1499 2020-06-27 22:01:44,928 - mmaction - INFO - Epoch [84][540/627] lr: 0.00010, eta: 1:52:19, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8562, loss_cls: 1.2789, loss: 1.2789 2020-06-27 22:01:58,425 - mmaction - INFO - Epoch [84][560/627] lr: 0.00010, eta: 1:52:06, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1166, loss: 1.1166 2020-06-27 22:02:11,566 - mmaction - INFO - Epoch [84][580/627] lr: 0.00010, eta: 1:51:53, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0506, loss: 1.0506 2020-06-27 22:02:24,592 - mmaction - INFO - Epoch [84][600/627] lr: 0.00010, eta: 1:51:39, time: 0.650, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8562, loss_cls: 1.2631, loss: 1.2631 2020-06-27 22:02:37,971 - mmaction - INFO - Epoch [84][620/627] lr: 0.00010, eta: 1:51:26, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.6531, top5_acc: 0.8469, loss_cls: 1.3602, loss: 1.3602 2020-06-27 22:05:34,573 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 22:05:35,579 - mmaction - INFO - top1_acc 0.6998 top5_acc 0.8888 2020-06-27 22:05:35,579 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 22:05:35,669 - mmaction - INFO - mean_acc 0.6997 2020-06-27 22:05:35,686 - mmaction - INFO - Epoch [84][627/627] lr: 0.00010, top1_acc: 0.6998, top5_acc: 0.8888, mean_class_accuracy: 0.6997 2020-06-27 22:05:52,999 - mmaction - INFO - Epoch [85][20/627] lr: 0.00010, eta: 1:51:08, time: 0.864, data_time: 0.353, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0648, loss: 1.0648 2020-06-27 22:06:05,244 - mmaction - INFO - Epoch [85][40/627] lr: 0.00010, eta: 1:50:54, time: 0.611, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 1.0507, loss: 1.0507 2020-06-27 22:06:18,261 - mmaction - INFO - Epoch [85][60/627] lr: 0.00010, eta: 1:50:41, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9219, loss_cls: 1.0464, loss: 1.0464 2020-06-27 22:06:31,490 - mmaction - INFO - Epoch [85][80/627] lr: 0.00010, eta: 1:50:28, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9156, loss_cls: 1.0031, loss: 1.0031 2020-06-27 22:06:44,892 - mmaction - INFO - Epoch [85][100/627] lr: 0.00010, eta: 1:50:14, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.1195, loss: 1.1195 2020-06-27 22:06:58,221 - mmaction - INFO - Epoch [85][120/627] lr: 0.00010, eta: 1:50:01, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0780, loss: 1.0780 2020-06-27 22:07:11,374 - mmaction - INFO - Epoch [85][140/627] lr: 0.00010, eta: 1:49:48, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0877, loss: 1.0877 2020-06-27 22:07:24,869 - mmaction - INFO - Epoch [85][160/627] lr: 0.00010, eta: 1:49:34, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8906, loss_cls: 1.0885, loss: 1.0885 2020-06-27 22:07:37,981 - mmaction - INFO - Epoch [85][180/627] lr: 0.00010, eta: 1:49:21, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 1.0728, loss: 1.0728 2020-06-27 22:07:51,635 - mmaction - INFO - Epoch [85][200/627] lr: 0.00010, eta: 1:49:08, time: 0.680, data_time: 0.004, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8719, loss_cls: 1.2177, loss: 1.2177 2020-06-27 22:08:05,344 - mmaction - INFO - Epoch [85][220/627] lr: 0.00010, eta: 1:48:55, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8938, loss_cls: 1.0087, loss: 1.0087 2020-06-27 22:08:18,504 - mmaction - INFO - Epoch [85][240/627] lr: 0.00010, eta: 1:48:41, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0732, loss: 1.0732 2020-06-27 22:08:32,291 - mmaction - INFO - Epoch [85][260/627] lr: 0.00010, eta: 1:48:28, time: 0.689, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.0604, loss: 1.0604 2020-06-27 22:08:45,499 - mmaction - INFO - Epoch [85][280/627] lr: 0.00010, eta: 1:48:15, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8969, loss_cls: 1.1335, loss: 1.1335 2020-06-27 22:08:58,834 - mmaction - INFO - Epoch [85][300/627] lr: 0.00010, eta: 1:48:01, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0356, loss: 1.0356 2020-06-27 22:09:12,352 - mmaction - INFO - Epoch [85][320/627] lr: 0.00010, eta: 1:47:48, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8625, loss_cls: 1.2034, loss: 1.2034 2020-06-27 22:09:25,774 - mmaction - INFO - Epoch [85][340/627] lr: 0.00010, eta: 1:47:35, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9813, loss: 0.9813 2020-06-27 22:09:38,706 - mmaction - INFO - Epoch [85][360/627] lr: 0.00010, eta: 1:47:21, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9666, loss: 0.9666 2020-06-27 22:09:52,511 - mmaction - INFO - Epoch [85][380/627] lr: 0.00010, eta: 1:47:08, time: 0.690, data_time: 0.004, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8656, loss_cls: 1.1880, loss: 1.1880 2020-06-27 22:10:06,142 - mmaction - INFO - Epoch [85][400/627] lr: 0.00010, eta: 1:46:55, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.9094, loss_cls: 1.1047, loss: 1.1047 2020-06-27 22:10:19,272 - mmaction - INFO - Epoch [85][420/627] lr: 0.00010, eta: 1:46:42, time: 0.659, data_time: 0.007, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.2476, loss: 1.2476 2020-06-27 22:10:32,822 - mmaction - INFO - Epoch [85][440/627] lr: 0.00010, eta: 1:46:28, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 1.0028, loss: 1.0028 2020-06-27 22:10:46,251 - mmaction - INFO - Epoch [85][460/627] lr: 0.00010, eta: 1:46:15, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7937, top5_acc: 0.9219, loss_cls: 0.8749, loss: 0.8749 2020-06-27 22:11:00,296 - mmaction - INFO - Epoch [85][480/627] lr: 0.00010, eta: 1:46:02, time: 0.701, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2184, loss: 1.2184 2020-06-27 22:11:13,051 - mmaction - INFO - Epoch [85][500/627] lr: 0.00010, eta: 1:45:48, time: 0.639, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8562, loss_cls: 1.2196, loss: 1.2196 2020-06-27 22:11:26,498 - mmaction - INFO - Epoch [85][520/627] lr: 0.00010, eta: 1:45:35, time: 0.673, data_time: 0.007, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1160, loss: 1.1160 2020-06-27 22:11:39,671 - mmaction - INFO - Epoch [85][540/627] lr: 0.00010, eta: 1:45:22, time: 0.658, data_time: 0.004, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0475, loss: 1.0475 2020-06-27 22:11:53,262 - mmaction - INFO - Epoch [85][560/627] lr: 0.00010, eta: 1:45:08, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1141, loss: 1.1141 2020-06-27 22:12:06,843 - mmaction - INFO - Epoch [85][580/627] lr: 0.00010, eta: 1:44:55, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.1825, loss: 1.1825 2020-06-27 22:12:20,200 - mmaction - INFO - Epoch [85][600/627] lr: 0.00010, eta: 1:44:42, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0986, loss: 1.0986 2020-06-27 22:12:33,658 - mmaction - INFO - Epoch [85][620/627] lr: 0.00010, eta: 1:44:29, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8875, loss_cls: 1.0967, loss: 1.0967 2020-06-27 22:12:57,327 - mmaction - INFO - Epoch [86][20/627] lr: 0.00010, eta: 1:44:11, time: 0.894, data_time: 0.343, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9281, loss_cls: 0.9312, loss: 0.9312 2020-06-27 22:13:09,507 - mmaction - INFO - Epoch [86][40/627] lr: 0.00010, eta: 1:43:57, time: 0.608, data_time: 0.007, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0816, loss: 1.0816 2020-06-27 22:13:22,861 - mmaction - INFO - Epoch [86][60/627] lr: 0.00010, eta: 1:43:44, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0948, loss: 1.0948 2020-06-27 22:13:36,087 - mmaction - INFO - Epoch [86][80/627] lr: 0.00010, eta: 1:43:30, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0801, loss: 1.0801 2020-06-27 22:13:49,237 - mmaction - INFO - Epoch [86][100/627] lr: 0.00010, eta: 1:43:17, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.1268, loss: 1.1268 2020-06-27 22:14:02,684 - mmaction - INFO - Epoch [86][120/627] lr: 0.00010, eta: 1:43:04, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 1.0680, loss: 1.0680 2020-06-27 22:14:15,957 - mmaction - INFO - Epoch [86][140/627] lr: 0.00010, eta: 1:42:50, time: 0.664, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.2070, loss: 1.2070 2020-06-27 22:14:30,611 - mmaction - INFO - Epoch [86][160/627] lr: 0.00010, eta: 1:42:37, time: 0.731, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.8906, loss_cls: 1.0936, loss: 1.0936 2020-06-27 22:14:43,952 - mmaction - INFO - Epoch [86][180/627] lr: 0.00010, eta: 1:42:24, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0474, loss: 1.0474 2020-06-27 22:14:56,576 - mmaction - INFO - Epoch [86][200/627] lr: 0.00010, eta: 1:42:11, time: 0.630, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0827, loss: 1.0827 2020-06-27 22:15:10,270 - mmaction - INFO - Epoch [86][220/627] lr: 0.00010, eta: 1:41:57, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.2189, loss: 1.2189 2020-06-27 22:15:23,600 - mmaction - INFO - Epoch [86][240/627] lr: 0.00010, eta: 1:41:44, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1495, loss: 1.1495 2020-06-27 22:15:36,661 - mmaction - INFO - Epoch [86][260/627] lr: 0.00010, eta: 1:41:31, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0706, loss: 1.0706 2020-06-27 22:15:50,524 - mmaction - INFO - Epoch [86][280/627] lr: 0.00010, eta: 1:41:17, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2075, loss: 1.2075 2020-06-27 22:16:03,882 - mmaction - INFO - Epoch [86][300/627] lr: 0.00010, eta: 1:41:04, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1253, loss: 1.1253 2020-06-27 22:16:17,652 - mmaction - INFO - Epoch [86][320/627] lr: 0.00010, eta: 1:40:51, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0290, loss: 1.0290 2020-06-27 22:16:31,268 - mmaction - INFO - Epoch [86][340/627] lr: 0.00010, eta: 1:40:37, time: 0.681, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.1096, loss: 1.1096 2020-06-27 22:16:44,572 - mmaction - INFO - Epoch [86][360/627] lr: 0.00010, eta: 1:40:24, time: 0.666, data_time: 0.009, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0589, loss: 1.0589 2020-06-27 22:16:57,851 - mmaction - INFO - Epoch [86][380/627] lr: 0.00010, eta: 1:40:11, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0930, loss: 1.0930 2020-06-27 22:17:11,400 - mmaction - INFO - Epoch [86][400/627] lr: 0.00010, eta: 1:39:58, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1639, loss: 1.1639 2020-06-27 22:17:25,443 - mmaction - INFO - Epoch [86][420/627] lr: 0.00010, eta: 1:39:44, time: 0.703, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.1907, loss: 1.1907 2020-06-27 22:17:38,793 - mmaction - INFO - Epoch [86][440/627] lr: 0.00010, eta: 1:39:31, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1748, loss: 1.1748 2020-06-27 22:17:51,918 - mmaction - INFO - Epoch [86][460/627] lr: 0.00010, eta: 1:39:18, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0862, loss: 1.0862 2020-06-27 22:18:05,477 - mmaction - INFO - Epoch [86][480/627] lr: 0.00010, eta: 1:39:04, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8906, loss_cls: 1.2457, loss: 1.2457 2020-06-27 22:18:18,997 - mmaction - INFO - Epoch [86][500/627] lr: 0.00010, eta: 1:38:51, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1469, loss: 1.1469 2020-06-27 22:18:32,518 - mmaction - INFO - Epoch [86][520/627] lr: 0.00010, eta: 1:38:38, time: 0.675, data_time: 0.008, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8656, loss_cls: 1.1824, loss: 1.1824 2020-06-27 22:18:46,020 - mmaction - INFO - Epoch [86][540/627] lr: 0.00010, eta: 1:38:25, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0475, loss: 1.0475 2020-06-27 22:19:00,280 - mmaction - INFO - Epoch [86][560/627] lr: 0.00010, eta: 1:38:11, time: 0.715, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8939, loss: 0.8939 2020-06-27 22:19:13,591 - mmaction - INFO - Epoch [86][580/627] lr: 0.00010, eta: 1:37:58, time: 0.664, data_time: 0.004, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9656, loss: 0.9656 2020-06-27 22:19:27,229 - mmaction - INFO - Epoch [86][600/627] lr: 0.00010, eta: 1:37:45, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8812, loss_cls: 1.1203, loss: 1.1203 2020-06-27 22:19:40,514 - mmaction - INFO - Epoch [86][620/627] lr: 0.00010, eta: 1:37:31, time: 0.664, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1175, loss: 1.1175 2020-06-27 22:20:04,551 - mmaction - INFO - Epoch [87][20/627] lr: 0.00010, eta: 1:37:13, time: 0.908, data_time: 0.375, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 1.0050, loss: 1.0050 2020-06-27 22:20:16,368 - mmaction - INFO - Epoch [87][40/627] lr: 0.00010, eta: 1:37:00, time: 0.590, data_time: 0.007, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0948, loss: 1.0948 2020-06-27 22:20:29,788 - mmaction - INFO - Epoch [87][60/627] lr: 0.00010, eta: 1:36:47, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1629, loss: 1.1629 2020-06-27 22:20:43,115 - mmaction - INFO - Epoch [87][80/627] lr: 0.00010, eta: 1:36:33, time: 0.666, data_time: 0.002, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1785, loss: 1.1785 2020-06-27 22:20:56,006 - mmaction - INFO - Epoch [87][100/627] lr: 0.00010, eta: 1:36:20, time: 0.643, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0246, loss: 1.0246 2020-06-27 22:21:09,185 - mmaction - INFO - Epoch [87][120/627] lr: 0.00010, eta: 1:36:07, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1535, loss: 1.1535 2020-06-27 22:21:22,684 - mmaction - INFO - Epoch [87][140/627] lr: 0.00010, eta: 1:35:53, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1909, loss: 1.1909 2020-06-27 22:21:36,169 - mmaction - INFO - Epoch [87][160/627] lr: 0.00010, eta: 1:35:40, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1598, loss: 1.1598 2020-06-27 22:21:49,894 - mmaction - INFO - Epoch [87][180/627] lr: 0.00010, eta: 1:35:27, time: 0.685, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.1482, loss: 1.1482 2020-06-27 22:22:03,025 - mmaction - INFO - Epoch [87][200/627] lr: 0.00010, eta: 1:35:13, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8844, loss_cls: 1.0714, loss: 1.0714 2020-06-27 22:22:16,576 - mmaction - INFO - Epoch [87][220/627] lr: 0.00010, eta: 1:35:00, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 1.0521, loss: 1.0521 2020-06-27 22:22:29,887 - mmaction - INFO - Epoch [87][240/627] lr: 0.00010, eta: 1:34:47, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 1.0580, loss: 1.0580 2020-06-27 22:22:43,051 - mmaction - INFO - Epoch [87][260/627] lr: 0.00010, eta: 1:34:33, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1502, loss: 1.1502 2020-06-27 22:22:56,576 - mmaction - INFO - Epoch [87][280/627] lr: 0.00010, eta: 1:34:20, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9441, loss: 0.9441 2020-06-27 22:23:09,608 - mmaction - INFO - Epoch [87][300/627] lr: 0.00010, eta: 1:34:07, time: 0.651, data_time: 0.003, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0645, loss: 1.0645 2020-06-27 22:23:23,242 - mmaction - INFO - Epoch [87][320/627] lr: 0.00010, eta: 1:33:53, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8719, loss_cls: 1.2059, loss: 1.2059 2020-06-27 22:23:36,509 - mmaction - INFO - Epoch [87][340/627] lr: 0.00010, eta: 1:33:40, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.0800, loss: 1.0800 2020-06-27 22:23:50,282 - mmaction - INFO - Epoch [87][360/627] lr: 0.00010, eta: 1:33:27, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9313, loss_cls: 0.9800, loss: 0.9800 2020-06-27 22:24:03,587 - mmaction - INFO - Epoch [87][380/627] lr: 0.00010, eta: 1:33:14, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.1724, loss: 1.1724 2020-06-27 22:24:16,795 - mmaction - INFO - Epoch [87][400/627] lr: 0.00010, eta: 1:33:00, time: 0.659, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 0.9858, loss: 0.9858 2020-06-27 22:24:30,207 - mmaction - INFO - Epoch [87][420/627] lr: 0.00010, eta: 1:32:47, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1193, loss: 1.1193 2020-06-27 22:24:43,644 - mmaction - INFO - Epoch [87][440/627] lr: 0.00010, eta: 1:32:34, time: 0.670, data_time: 0.004, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1340, loss: 1.1340 2020-06-27 22:24:56,976 - mmaction - INFO - Epoch [87][460/627] lr: 0.00010, eta: 1:32:20, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1222, loss: 1.1222 2020-06-27 22:25:10,795 - mmaction - INFO - Epoch [87][480/627] lr: 0.00010, eta: 1:32:07, time: 0.689, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0483, loss: 1.0483 2020-06-27 22:25:24,072 - mmaction - INFO - Epoch [87][500/627] lr: 0.00010, eta: 1:31:54, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8906, loss_cls: 1.0817, loss: 1.0817 2020-06-27 22:25:37,223 - mmaction - INFO - Epoch [87][520/627] lr: 0.00010, eta: 1:31:40, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 1.0104, loss: 1.0104 2020-06-27 22:25:50,702 - mmaction - INFO - Epoch [87][540/627] lr: 0.00010, eta: 1:31:27, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.0690, loss: 1.0690 2020-06-27 22:26:04,436 - mmaction - INFO - Epoch [87][560/627] lr: 0.00010, eta: 1:31:14, time: 0.684, data_time: 0.004, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2362, loss: 1.2362 2020-06-27 22:26:17,795 - mmaction - INFO - Epoch [87][580/627] lr: 0.00010, eta: 1:31:00, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0722, loss: 1.0722 2020-06-27 22:26:31,193 - mmaction - INFO - Epoch [87][600/627] lr: 0.00010, eta: 1:30:47, time: 0.667, data_time: 0.004, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.1748, loss: 1.1748 2020-06-27 22:26:44,595 - mmaction - INFO - Epoch [87][620/627] lr: 0.00010, eta: 1:30:34, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1369, loss: 1.1369 2020-06-27 22:29:41,103 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 22:29:42,126 - mmaction - INFO - top1_acc 0.7002 top5_acc 0.8886 2020-06-27 22:29:42,127 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 22:29:42,189 - mmaction - INFO - mean_acc 0.7001 2020-06-27 22:29:42,197 - mmaction - INFO - Epoch [87][627/627] lr: 0.00010, top1_acc: 0.7002, top5_acc: 0.8886, mean_class_accuracy: 0.7001 2020-06-27 22:29:59,329 - mmaction - INFO - Epoch [88][20/627] lr: 0.00010, eta: 1:30:16, time: 0.855, data_time: 0.343, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.1084, loss: 1.1084 2020-06-27 22:30:11,697 - mmaction - INFO - Epoch [88][40/627] lr: 0.00010, eta: 1:30:02, time: 0.616, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2203, loss: 1.2203 2020-06-27 22:30:24,744 - mmaction - INFO - Epoch [88][60/627] lr: 0.00010, eta: 1:29:49, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9187, loss_cls: 0.9523, loss: 0.9523 2020-06-27 22:30:37,696 - mmaction - INFO - Epoch [88][80/627] lr: 0.00010, eta: 1:29:36, time: 0.646, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 1.0351, loss: 1.0351 2020-06-27 22:30:51,812 - mmaction - INFO - Epoch [88][100/627] lr: 0.00010, eta: 1:29:22, time: 0.707, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8906, loss_cls: 1.0696, loss: 1.0696 2020-06-27 22:31:04,602 - mmaction - INFO - Epoch [88][120/627] lr: 0.00010, eta: 1:29:09, time: 0.638, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.9478, loss: 0.9478 2020-06-27 22:31:18,111 - mmaction - INFO - Epoch [88][140/627] lr: 0.00010, eta: 1:28:56, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0520, loss: 1.0520 2020-06-27 22:31:31,516 - mmaction - INFO - Epoch [88][160/627] lr: 0.00010, eta: 1:28:42, time: 0.670, data_time: 0.002, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9000, loss_cls: 0.9923, loss: 0.9923 2020-06-27 22:31:45,072 - mmaction - INFO - Epoch [88][180/627] lr: 0.00010, eta: 1:28:29, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.1259, loss: 1.1259 2020-06-27 22:31:58,621 - mmaction - INFO - Epoch [88][200/627] lr: 0.00010, eta: 1:28:16, time: 0.680, data_time: 0.006, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9062, loss_cls: 1.0002, loss: 1.0002 2020-06-27 22:32:12,551 - mmaction - INFO - Epoch [88][220/627] lr: 0.00010, eta: 1:28:03, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0623, loss: 1.0623 2020-06-27 22:32:25,522 - mmaction - INFO - Epoch [88][240/627] lr: 0.00010, eta: 1:27:49, time: 0.651, data_time: 0.007, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1090, loss: 1.1090 2020-06-27 22:32:38,793 - mmaction - INFO - Epoch [88][260/627] lr: 0.00010, eta: 1:27:36, time: 0.663, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8594, loss_cls: 1.2221, loss: 1.2221 2020-06-27 22:32:52,273 - mmaction - INFO - Epoch [88][280/627] lr: 0.00010, eta: 1:27:23, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.1263, loss: 1.1263 2020-06-27 22:33:05,720 - mmaction - INFO - Epoch [88][300/627] lr: 0.00010, eta: 1:27:09, time: 0.672, data_time: 0.002, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8531, loss_cls: 1.2631, loss: 1.2631 2020-06-27 22:33:20,560 - mmaction - INFO - Epoch [88][320/627] lr: 0.00010, eta: 1:26:56, time: 0.739, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9642, loss: 0.9642 2020-06-27 22:33:33,259 - mmaction - INFO - Epoch [88][340/627] lr: 0.00010, eta: 1:26:43, time: 0.637, data_time: 0.007, memory: 7028, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9471, loss: 0.9471 2020-06-27 22:33:46,497 - mmaction - INFO - Epoch [88][360/627] lr: 0.00010, eta: 1:26:29, time: 0.661, data_time: 0.007, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.1805, loss: 1.1805 2020-06-27 22:34:00,179 - mmaction - INFO - Epoch [88][380/627] lr: 0.00010, eta: 1:26:16, time: 0.686, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9878, loss: 0.9878 2020-06-27 22:34:13,569 - mmaction - INFO - Epoch [88][400/627] lr: 0.00010, eta: 1:26:03, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 1.0659, loss: 1.0659 2020-06-27 22:34:26,994 - mmaction - INFO - Epoch [88][420/627] lr: 0.00010, eta: 1:25:49, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8812, loss_cls: 1.0816, loss: 1.0816 2020-06-27 22:34:40,834 - mmaction - INFO - Epoch [88][440/627] lr: 0.00010, eta: 1:25:36, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9187, loss_cls: 0.9628, loss: 0.9628 2020-06-27 22:34:53,994 - mmaction - INFO - Epoch [88][460/627] lr: 0.00010, eta: 1:25:23, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 1.0572, loss: 1.0572 2020-06-27 22:35:07,789 - mmaction - INFO - Epoch [88][480/627] lr: 0.00010, eta: 1:25:10, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.1621, loss: 1.1621 2020-06-27 22:35:20,805 - mmaction - INFO - Epoch [88][500/627] lr: 0.00010, eta: 1:24:56, time: 0.650, data_time: 0.002, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1748, loss: 1.1748 2020-06-27 22:35:34,829 - mmaction - INFO - Epoch [88][520/627] lr: 0.00010, eta: 1:24:43, time: 0.700, data_time: 0.007, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0537, loss: 1.0537 2020-06-27 22:35:48,558 - mmaction - INFO - Epoch [88][540/627] lr: 0.00010, eta: 1:24:30, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.1556, loss: 1.1556 2020-06-27 22:36:02,782 - mmaction - INFO - Epoch [88][560/627] lr: 0.00010, eta: 1:24:17, time: 0.711, data_time: 0.003, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8906, loss_cls: 1.0750, loss: 1.0750 2020-06-27 22:36:15,550 - mmaction - INFO - Epoch [88][580/627] lr: 0.00010, eta: 1:24:03, time: 0.637, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1560, loss: 1.1560 2020-06-27 22:36:28,729 - mmaction - INFO - Epoch [88][600/627] lr: 0.00010, eta: 1:23:50, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.0597, loss: 1.0597 2020-06-27 22:36:42,310 - mmaction - INFO - Epoch [88][620/627] lr: 0.00010, eta: 1:23:37, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1094, loss: 1.1094 2020-06-27 22:37:05,469 - mmaction - INFO - Epoch [89][20/627] lr: 0.00010, eta: 1:23:18, time: 0.878, data_time: 0.342, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.1460, loss: 1.1460 2020-06-27 22:37:19,121 - mmaction - INFO - Epoch [89][40/627] lr: 0.00010, eta: 1:23:05, time: 0.682, data_time: 0.007, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0809, loss: 1.0809 2020-06-27 22:37:32,514 - mmaction - INFO - Epoch [89][60/627] lr: 0.00010, eta: 1:22:52, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.1500, loss: 1.1500 2020-06-27 22:37:45,987 - mmaction - INFO - Epoch [89][80/627] lr: 0.00010, eta: 1:22:39, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9911, loss: 0.9911 2020-06-27 22:37:59,097 - mmaction - INFO - Epoch [89][100/627] lr: 0.00010, eta: 1:22:25, time: 0.659, data_time: 0.007, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1278, loss: 1.1278 2020-06-27 22:38:12,061 - mmaction - INFO - Epoch [89][120/627] lr: 0.00010, eta: 1:22:12, time: 0.647, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.1877, loss: 1.1877 2020-06-27 22:38:26,034 - mmaction - INFO - Epoch [89][140/627] lr: 0.00010, eta: 1:21:59, time: 0.697, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1445, loss: 1.1445 2020-06-27 22:38:39,433 - mmaction - INFO - Epoch [89][160/627] lr: 0.00010, eta: 1:21:45, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0684, loss: 1.0684 2020-06-27 22:38:53,141 - mmaction - INFO - Epoch [89][180/627] lr: 0.00010, eta: 1:21:32, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1755, loss: 1.1755 2020-06-27 22:39:06,611 - mmaction - INFO - Epoch [89][200/627] lr: 0.00010, eta: 1:21:19, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.1190, loss: 1.1190 2020-06-27 22:39:19,881 - mmaction - INFO - Epoch [89][220/627] lr: 0.00010, eta: 1:21:05, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0792, loss: 1.0792 2020-06-27 22:39:33,468 - mmaction - INFO - Epoch [89][240/627] lr: 0.00010, eta: 1:20:52, time: 0.681, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 0.9962, loss: 0.9962 2020-06-27 22:39:46,872 - mmaction - INFO - Epoch [89][260/627] lr: 0.00010, eta: 1:20:39, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.1603, loss: 1.1603 2020-06-27 22:40:00,243 - mmaction - INFO - Epoch [89][280/627] lr: 0.00010, eta: 1:20:25, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8938, loss_cls: 1.0831, loss: 1.0831 2020-06-27 22:40:14,116 - mmaction - INFO - Epoch [89][300/627] lr: 0.00010, eta: 1:20:12, time: 0.692, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0947, loss: 1.0947 2020-06-27 22:40:27,520 - mmaction - INFO - Epoch [89][320/627] lr: 0.00010, eta: 1:19:59, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9969, loss: 0.9969 2020-06-27 22:40:40,990 - mmaction - INFO - Epoch [89][340/627] lr: 0.00010, eta: 1:19:46, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1032, loss: 1.1032 2020-06-27 22:40:54,309 - mmaction - INFO - Epoch [89][360/627] lr: 0.00010, eta: 1:19:32, time: 0.666, data_time: 0.003, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.1175, loss: 1.1175 2020-06-27 22:41:07,702 - mmaction - INFO - Epoch [89][380/627] lr: 0.00010, eta: 1:19:19, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1204, loss: 1.1204 2020-06-27 22:41:21,437 - mmaction - INFO - Epoch [89][400/627] lr: 0.00010, eta: 1:19:06, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1186, loss: 1.1186 2020-06-27 22:41:34,893 - mmaction - INFO - Epoch [89][420/627] lr: 0.00010, eta: 1:18:52, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1507, loss: 1.1507 2020-06-27 22:41:48,459 - mmaction - INFO - Epoch [89][440/627] lr: 0.00010, eta: 1:18:39, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0758, loss: 1.0758 2020-06-27 22:42:02,170 - mmaction - INFO - Epoch [89][460/627] lr: 0.00010, eta: 1:18:26, time: 0.686, data_time: 0.007, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8938, loss_cls: 1.0357, loss: 1.0357 2020-06-27 22:42:15,544 - mmaction - INFO - Epoch [89][480/627] lr: 0.00010, eta: 1:18:12, time: 0.668, data_time: 0.002, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9375, loss_cls: 0.9847, loss: 0.9847 2020-06-27 22:42:28,896 - mmaction - INFO - Epoch [89][500/627] lr: 0.00010, eta: 1:17:59, time: 0.666, data_time: 0.003, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0960, loss: 1.0960 2020-06-27 22:42:42,770 - mmaction - INFO - Epoch [89][520/627] lr: 0.00010, eta: 1:17:46, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1165, loss: 1.1165 2020-06-27 22:42:55,996 - mmaction - INFO - Epoch [89][540/627] lr: 0.00010, eta: 1:17:33, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1880, loss: 1.1880 2020-06-27 22:43:09,521 - mmaction - INFO - Epoch [89][560/627] lr: 0.00010, eta: 1:17:19, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7906, top5_acc: 0.9094, loss_cls: 0.8894, loss: 0.8894 2020-06-27 22:43:22,926 - mmaction - INFO - Epoch [89][580/627] lr: 0.00010, eta: 1:17:06, time: 0.669, data_time: 0.007, memory: 7028, top1_acc: 0.7688, top5_acc: 0.8938, loss_cls: 1.0284, loss: 1.0284 2020-06-27 22:43:36,711 - mmaction - INFO - Epoch [89][600/627] lr: 0.00010, eta: 1:16:53, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8500, loss_cls: 1.2020, loss: 1.2020 2020-06-27 22:43:50,318 - mmaction - INFO - Epoch [89][620/627] lr: 0.00010, eta: 1:16:39, time: 0.680, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1176, loss: 1.1176 2020-06-27 22:44:13,580 - mmaction - INFO - Epoch [90][20/627] lr: 0.00010, eta: 1:16:21, time: 0.879, data_time: 0.329, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9613, loss: 0.9613 2020-06-27 22:44:26,525 - mmaction - INFO - Epoch [90][40/627] lr: 0.00010, eta: 1:16:08, time: 0.646, data_time: 0.007, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9911, loss: 0.9911 2020-06-27 22:44:40,927 - mmaction - INFO - Epoch [90][60/627] lr: 0.00010, eta: 1:15:55, time: 0.722, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1369, loss: 1.1369 2020-06-27 22:44:54,721 - mmaction - INFO - Epoch [90][80/627] lr: 0.00010, eta: 1:15:42, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 1.0627, loss: 1.0627 2020-06-27 22:45:07,217 - mmaction - INFO - Epoch [90][100/627] lr: 0.00010, eta: 1:15:28, time: 0.626, data_time: 0.005, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9125, loss_cls: 0.9679, loss: 0.9679 2020-06-27 22:45:21,377 - mmaction - INFO - Epoch [90][120/627] lr: 0.00010, eta: 1:15:15, time: 0.708, data_time: 0.003, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1223, loss: 1.1223 2020-06-27 22:45:34,650 - mmaction - INFO - Epoch [90][140/627] lr: 0.00010, eta: 1:15:02, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9421, loss: 0.9421 2020-06-27 22:45:49,259 - mmaction - INFO - Epoch [90][160/627] lr: 0.00010, eta: 1:14:48, time: 0.732, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.0822, loss: 1.0822 2020-06-27 22:46:01,780 - mmaction - INFO - Epoch [90][180/627] lr: 0.00010, eta: 1:14:35, time: 0.624, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8969, loss_cls: 1.0206, loss: 1.0206 2020-06-27 22:46:15,403 - mmaction - INFO - Epoch [90][200/627] lr: 0.00010, eta: 1:14:22, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8781, loss_cls: 1.2078, loss: 1.2078 2020-06-27 22:46:28,806 - mmaction - INFO - Epoch [90][220/627] lr: 0.00010, eta: 1:14:08, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 1.0445, loss: 1.0445 2020-06-27 22:46:42,140 - mmaction - INFO - Epoch [90][240/627] lr: 0.00010, eta: 1:13:55, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 1.0129, loss: 1.0129 2020-06-27 22:46:56,072 - mmaction - INFO - Epoch [90][260/627] lr: 0.00010, eta: 1:13:42, time: 0.695, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 1.0012, loss: 1.0012 2020-06-27 22:47:09,526 - mmaction - INFO - Epoch [90][280/627] lr: 0.00010, eta: 1:13:28, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 1.0065, loss: 1.0065 2020-06-27 22:47:23,279 - mmaction - INFO - Epoch [90][300/627] lr: 0.00010, eta: 1:13:15, time: 0.684, data_time: 0.004, memory: 7028, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.2411, loss: 1.2411 2020-06-27 22:47:36,742 - mmaction - INFO - Epoch [90][320/627] lr: 0.00010, eta: 1:13:02, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0935, loss: 1.0935 2020-06-27 22:47:50,542 - mmaction - INFO - Epoch [90][340/627] lr: 0.00010, eta: 1:12:49, time: 0.689, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3162, loss: 1.3162 2020-06-27 22:48:04,148 - mmaction - INFO - Epoch [90][360/627] lr: 0.00010, eta: 1:12:35, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2146, loss: 1.2146 2020-06-27 22:48:17,670 - mmaction - INFO - Epoch [90][380/627] lr: 0.00010, eta: 1:12:22, time: 0.677, data_time: 0.007, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0965, loss: 1.0965 2020-06-27 22:48:30,978 - mmaction - INFO - Epoch [90][400/627] lr: 0.00010, eta: 1:12:09, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 0.9957, loss: 0.9957 2020-06-27 22:48:45,112 - mmaction - INFO - Epoch [90][420/627] lr: 0.00010, eta: 1:11:55, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.1401, loss: 1.1401 2020-06-27 22:48:58,892 - mmaction - INFO - Epoch [90][440/627] lr: 0.00010, eta: 1:11:42, time: 0.692, data_time: 0.007, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2377, loss: 1.2377 2020-06-27 22:49:11,891 - mmaction - INFO - Epoch [90][460/627] lr: 0.00010, eta: 1:11:29, time: 0.649, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8844, loss_cls: 1.1041, loss: 1.1041 2020-06-27 22:49:25,549 - mmaction - INFO - Epoch [90][480/627] lr: 0.00010, eta: 1:11:16, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.3567, loss: 1.3567 2020-06-27 22:49:40,006 - mmaction - INFO - Epoch [90][500/627] lr: 0.00010, eta: 1:11:02, time: 0.722, data_time: 0.008, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.1630, loss: 1.1630 2020-06-27 22:49:52,675 - mmaction - INFO - Epoch [90][520/627] lr: 0.00010, eta: 1:10:49, time: 0.637, data_time: 0.007, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9548, loss: 0.9548 2020-06-27 22:50:06,273 - mmaction - INFO - Epoch [90][540/627] lr: 0.00010, eta: 1:10:36, time: 0.679, data_time: 0.004, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.1331, loss: 1.1331 2020-06-27 22:50:19,515 - mmaction - INFO - Epoch [90][560/627] lr: 0.00010, eta: 1:10:22, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.9107, loss: 0.9107 2020-06-27 22:50:33,165 - mmaction - INFO - Epoch [90][580/627] lr: 0.00010, eta: 1:10:09, time: 0.683, data_time: 0.003, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.1499, loss: 1.1499 2020-06-27 22:50:46,917 - mmaction - INFO - Epoch [90][600/627] lr: 0.00010, eta: 1:09:56, time: 0.687, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 1.0357, loss: 1.0357 2020-06-27 22:51:00,533 - mmaction - INFO - Epoch [90][620/627] lr: 0.00010, eta: 1:09:42, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9219, loss_cls: 1.0653, loss: 1.0653 2020-06-27 22:54:03,430 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 22:54:04,439 - mmaction - INFO - top1_acc 0.7001 top5_acc 0.8887 2020-06-27 22:54:04,439 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 22:54:04,502 - mmaction - INFO - mean_acc 0.6999 2020-06-27 22:54:04,510 - mmaction - INFO - Epoch [90][627/627] lr: 0.00010, top1_acc: 0.7001, top5_acc: 0.8887, mean_class_accuracy: 0.6999 2020-06-27 22:54:22,685 - mmaction - INFO - Epoch [91][20/627] lr: 0.00010, eta: 1:09:24, time: 0.905, data_time: 0.392, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1722, loss: 1.1722 2020-06-27 22:54:34,483 - mmaction - INFO - Epoch [91][40/627] lr: 0.00010, eta: 1:09:11, time: 0.589, data_time: 0.004, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.0619, loss: 1.0619 2020-06-27 22:54:47,537 - mmaction - INFO - Epoch [91][60/627] lr: 0.00010, eta: 1:08:58, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0038, loss: 1.0038 2020-06-27 22:55:00,894 - mmaction - INFO - Epoch [91][80/627] lr: 0.00010, eta: 1:08:44, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0701, loss: 1.0701 2020-06-27 22:55:14,208 - mmaction - INFO - Epoch [91][100/627] lr: 0.00010, eta: 1:08:31, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1916, loss: 1.1916 2020-06-27 22:55:27,743 - mmaction - INFO - Epoch [91][120/627] lr: 0.00010, eta: 1:08:18, time: 0.676, data_time: 0.002, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1411, loss: 1.1411 2020-06-27 22:55:41,527 - mmaction - INFO - Epoch [91][140/627] lr: 0.00010, eta: 1:08:04, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1283, loss: 1.1283 2020-06-27 22:55:54,457 - mmaction - INFO - Epoch [91][160/627] lr: 0.00010, eta: 1:07:51, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 1.0515, loss: 1.0515 2020-06-27 22:56:08,070 - mmaction - INFO - Epoch [91][180/627] lr: 0.00010, eta: 1:07:38, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9817, loss: 0.9817 2020-06-27 22:56:21,517 - mmaction - INFO - Epoch [91][200/627] lr: 0.00010, eta: 1:07:24, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1206, loss: 1.1206 2020-06-27 22:56:35,109 - mmaction - INFO - Epoch [91][220/627] lr: 0.00010, eta: 1:07:11, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8875, loss_cls: 1.0886, loss: 1.0886 2020-06-27 22:56:48,207 - mmaction - INFO - Epoch [91][240/627] lr: 0.00010, eta: 1:06:58, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1301, loss: 1.1301 2020-06-27 22:57:01,854 - mmaction - INFO - Epoch [91][260/627] lr: 0.00010, eta: 1:06:44, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0398, loss: 1.0398 2020-06-27 22:57:15,398 - mmaction - INFO - Epoch [91][280/627] lr: 0.00010, eta: 1:06:31, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8781, loss_cls: 1.0983, loss: 1.0983 2020-06-27 22:57:29,312 - mmaction - INFO - Epoch [91][300/627] lr: 0.00010, eta: 1:06:18, time: 0.695, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9904, loss: 0.9904 2020-06-27 22:57:43,283 - mmaction - INFO - Epoch [91][320/627] lr: 0.00010, eta: 1:06:05, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.1581, loss: 1.1581 2020-06-27 22:57:56,163 - mmaction - INFO - Epoch [91][340/627] lr: 0.00010, eta: 1:05:51, time: 0.644, data_time: 0.003, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9000, loss_cls: 1.0063, loss: 1.0063 2020-06-27 22:58:09,734 - mmaction - INFO - Epoch [91][360/627] lr: 0.00010, eta: 1:05:38, time: 0.679, data_time: 0.003, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1457, loss: 1.1457 2020-06-27 22:58:23,046 - mmaction - INFO - Epoch [91][380/627] lr: 0.00010, eta: 1:05:25, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1736, loss: 1.1736 2020-06-27 22:58:36,483 - mmaction - INFO - Epoch [91][400/627] lr: 0.00010, eta: 1:05:11, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9538, loss: 0.9538 2020-06-27 22:58:49,684 - mmaction - INFO - Epoch [91][420/627] lr: 0.00010, eta: 1:04:58, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1689, loss: 1.1689 2020-06-27 22:59:03,634 - mmaction - INFO - Epoch [91][440/627] lr: 0.00010, eta: 1:04:45, time: 0.698, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2351, loss: 1.2351 2020-06-27 22:59:16,890 - mmaction - INFO - Epoch [91][460/627] lr: 0.00010, eta: 1:04:31, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1472, loss: 1.1472 2020-06-27 22:59:30,427 - mmaction - INFO - Epoch [91][480/627] lr: 0.00010, eta: 1:04:18, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1848, loss: 1.1848 2020-06-27 22:59:44,106 - mmaction - INFO - Epoch [91][500/627] lr: 0.00010, eta: 1:04:05, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 0.9833, loss: 0.9833 2020-06-27 22:59:57,202 - mmaction - INFO - Epoch [91][520/627] lr: 0.00010, eta: 1:03:51, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8844, loss_cls: 1.0893, loss: 1.0893 2020-06-27 23:00:10,628 - mmaction - INFO - Epoch [91][540/627] lr: 0.00010, eta: 1:03:38, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1753, loss: 1.1753 2020-06-27 23:00:26,051 - mmaction - INFO - Epoch [91][560/627] lr: 0.00010, eta: 1:03:25, time: 0.767, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9031, loss_cls: 0.9212, loss: 0.9212 2020-06-27 23:00:39,161 - mmaction - INFO - Epoch [91][580/627] lr: 0.00010, eta: 1:03:12, time: 0.659, data_time: 0.013, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.9412, loss: 0.9412 2020-06-27 23:00:52,840 - mmaction - INFO - Epoch [91][600/627] lr: 0.00010, eta: 1:02:58, time: 0.686, data_time: 0.007, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9852, loss: 0.9852 2020-06-27 23:01:06,073 - mmaction - INFO - Epoch [91][620/627] lr: 0.00010, eta: 1:02:45, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8906, loss_cls: 1.0639, loss: 1.0639 2020-06-27 23:01:31,932 - mmaction - INFO - Epoch [92][20/627] lr: 0.00010, eta: 1:02:27, time: 1.022, data_time: 0.456, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9730, loss: 0.9730 2020-06-27 23:01:43,471 - mmaction - INFO - Epoch [92][40/627] lr: 0.00010, eta: 1:02:14, time: 0.577, data_time: 0.003, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.2335, loss: 1.2335 2020-06-27 23:01:56,719 - mmaction - INFO - Epoch [92][60/627] lr: 0.00010, eta: 1:02:00, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7750, top5_acc: 0.9031, loss_cls: 1.0031, loss: 1.0031 2020-06-27 23:02:10,677 - mmaction - INFO - Epoch [92][80/627] lr: 0.00010, eta: 1:01:47, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.1085, loss: 1.1085 2020-06-27 23:02:23,867 - mmaction - INFO - Epoch [92][100/627] lr: 0.00010, eta: 1:01:34, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8148, loss: 0.8148 2020-06-27 23:02:37,255 - mmaction - INFO - Epoch [92][120/627] lr: 0.00010, eta: 1:01:20, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0585, loss: 1.0585 2020-06-27 23:02:50,321 - mmaction - INFO - Epoch [92][140/627] lr: 0.00010, eta: 1:01:07, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 0.9909, loss: 0.9909 2020-06-27 23:03:04,947 - mmaction - INFO - Epoch [92][160/627] lr: 0.00010, eta: 1:00:54, time: 0.734, data_time: 0.007, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0239, loss: 1.0239 2020-06-27 23:03:18,533 - mmaction - INFO - Epoch [92][180/627] lr: 0.00010, eta: 1:00:41, time: 0.678, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8625, loss_cls: 1.1450, loss: 1.1450 2020-06-27 23:03:31,336 - mmaction - INFO - Epoch [92][200/627] lr: 0.00010, eta: 1:00:27, time: 0.642, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9416, loss: 0.9416 2020-06-27 23:03:45,171 - mmaction - INFO - Epoch [92][220/627] lr: 0.00010, eta: 1:00:14, time: 0.691, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 1.0312, loss: 1.0312 2020-06-27 23:03:58,259 - mmaction - INFO - Epoch [92][240/627] lr: 0.00010, eta: 1:00:01, time: 0.654, data_time: 0.007, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0488, loss: 1.0488 2020-06-27 23:04:11,553 - mmaction - INFO - Epoch [92][260/627] lr: 0.00010, eta: 0:59:47, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.0536, loss: 1.0536 2020-06-27 23:04:25,126 - mmaction - INFO - Epoch [92][280/627] lr: 0.00010, eta: 0:59:34, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8750, loss_cls: 1.2113, loss: 1.2113 2020-06-27 23:04:38,222 - mmaction - INFO - Epoch [92][300/627] lr: 0.00010, eta: 0:59:21, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0464, loss: 1.0464 2020-06-27 23:04:51,978 - mmaction - INFO - Epoch [92][320/627] lr: 0.00010, eta: 0:59:07, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.0763, loss: 1.0763 2020-06-27 23:05:06,059 - mmaction - INFO - Epoch [92][340/627] lr: 0.00010, eta: 0:58:54, time: 0.704, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9094, loss_cls: 1.0030, loss: 1.0030 2020-06-27 23:05:19,220 - mmaction - INFO - Epoch [92][360/627] lr: 0.00010, eta: 0:58:41, time: 0.659, data_time: 0.004, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8844, loss_cls: 1.0945, loss: 1.0945 2020-06-27 23:05:32,790 - mmaction - INFO - Epoch [92][380/627] lr: 0.00010, eta: 0:58:27, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8750, loss_cls: 1.1508, loss: 1.1508 2020-06-27 23:05:45,939 - mmaction - INFO - Epoch [92][400/627] lr: 0.00010, eta: 0:58:14, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0565, loss: 1.0565 2020-06-27 23:05:59,397 - mmaction - INFO - Epoch [92][420/627] lr: 0.00010, eta: 0:58:01, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1134, loss: 1.1134 2020-06-27 23:06:13,255 - mmaction - INFO - Epoch [92][440/627] lr: 0.00010, eta: 0:57:47, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2681, loss: 1.2681 2020-06-27 23:06:26,740 - mmaction - INFO - Epoch [92][460/627] lr: 0.00010, eta: 0:57:34, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8688, loss_cls: 1.1623, loss: 1.1623 2020-06-27 23:06:40,089 - mmaction - INFO - Epoch [92][480/627] lr: 0.00010, eta: 0:57:21, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.1304, loss: 1.1304 2020-06-27 23:06:53,307 - mmaction - INFO - Epoch [92][500/627] lr: 0.00010, eta: 0:57:07, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8688, loss_cls: 1.1623, loss: 1.1623 2020-06-27 23:07:06,951 - mmaction - INFO - Epoch [92][520/627] lr: 0.00010, eta: 0:56:54, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1320, loss: 1.1320 2020-06-27 23:07:20,071 - mmaction - INFO - Epoch [92][540/627] lr: 0.00010, eta: 0:56:41, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1712, loss: 1.1712 2020-06-27 23:07:33,528 - mmaction - INFO - Epoch [92][560/627] lr: 0.00010, eta: 0:56:27, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0906, loss: 1.0906 2020-06-27 23:07:47,107 - mmaction - INFO - Epoch [92][580/627] lr: 0.00010, eta: 0:56:14, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8781, loss_cls: 1.1130, loss: 1.1130 2020-06-27 23:08:01,205 - mmaction - INFO - Epoch [92][600/627] lr: 0.00010, eta: 0:56:01, time: 0.706, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1690, loss: 1.1690 2020-06-27 23:08:13,886 - mmaction - INFO - Epoch [92][620/627] lr: 0.00010, eta: 0:55:47, time: 0.633, data_time: 0.007, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1537, loss: 1.1537 2020-06-27 23:08:37,982 - mmaction - INFO - Epoch [93][20/627] lr: 0.00010, eta: 0:55:30, time: 0.941, data_time: 0.345, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 1.0106, loss: 1.0106 2020-06-27 23:08:49,937 - mmaction - INFO - Epoch [93][40/627] lr: 0.00010, eta: 0:55:16, time: 0.598, data_time: 0.003, memory: 7028, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2958, loss: 1.2958 2020-06-27 23:09:02,854 - mmaction - INFO - Epoch [93][60/627] lr: 0.00010, eta: 0:55:03, time: 0.645, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9125, loss_cls: 1.0916, loss: 1.0916 2020-06-27 23:09:16,389 - mmaction - INFO - Epoch [93][80/627] lr: 0.00010, eta: 0:54:49, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.9694, loss: 0.9694 2020-06-27 23:09:30,850 - mmaction - INFO - Epoch [93][100/627] lr: 0.00010, eta: 0:54:36, time: 0.722, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 1.0383, loss: 1.0383 2020-06-27 23:09:44,485 - mmaction - INFO - Epoch [93][120/627] lr: 0.00010, eta: 0:54:23, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1139, loss: 1.1139 2020-06-27 23:09:58,422 - mmaction - INFO - Epoch [93][140/627] lr: 0.00010, eta: 0:54:10, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0462, loss: 1.0462 2020-06-27 23:10:11,233 - mmaction - INFO - Epoch [93][160/627] lr: 0.00010, eta: 0:53:56, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9187, loss: 0.9187 2020-06-27 23:10:25,184 - mmaction - INFO - Epoch [93][180/627] lr: 0.00010, eta: 0:53:43, time: 0.696, data_time: 0.007, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.1513, loss: 1.1513 2020-06-27 23:10:38,101 - mmaction - INFO - Epoch [93][200/627] lr: 0.00010, eta: 0:53:30, time: 0.648, data_time: 0.006, memory: 7028, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.2801, loss: 1.2801 2020-06-27 23:10:51,384 - mmaction - INFO - Epoch [93][220/627] lr: 0.00010, eta: 0:53:16, time: 0.663, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8969, loss_cls: 0.9803, loss: 0.9803 2020-06-27 23:11:05,063 - mmaction - INFO - Epoch [93][240/627] lr: 0.00010, eta: 0:53:03, time: 0.686, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.1603, loss: 1.1603 2020-06-27 23:11:18,421 - mmaction - INFO - Epoch [93][260/627] lr: 0.00010, eta: 0:52:50, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.0852, loss: 1.0852 2020-06-27 23:11:32,256 - mmaction - INFO - Epoch [93][280/627] lr: 0.00010, eta: 0:52:36, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.1005, loss: 1.1005 2020-06-27 23:11:45,478 - mmaction - INFO - Epoch [93][300/627] lr: 0.00010, eta: 0:52:23, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.2975, loss: 1.2975 2020-06-27 23:11:59,436 - mmaction - INFO - Epoch [93][320/627] lr: 0.00010, eta: 0:52:10, time: 0.700, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9125, loss_cls: 1.1417, loss: 1.1417 2020-06-27 23:12:12,353 - mmaction - INFO - Epoch [93][340/627] lr: 0.00010, eta: 0:51:56, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8844, loss_cls: 0.9940, loss: 0.9940 2020-06-27 23:12:25,363 - mmaction - INFO - Epoch [93][360/627] lr: 0.00010, eta: 0:51:43, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.0636, loss: 1.0636 2020-06-27 23:12:38,769 - mmaction - INFO - Epoch [93][380/627] lr: 0.00010, eta: 0:51:30, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.9946, loss: 0.9946 2020-06-27 23:12:52,263 - mmaction - INFO - Epoch [93][400/627] lr: 0.00010, eta: 0:51:16, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.8934, loss: 0.8934 2020-06-27 23:13:05,724 - mmaction - INFO - Epoch [93][420/627] lr: 0.00010, eta: 0:51:03, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8906, loss_cls: 1.0266, loss: 1.0266 2020-06-27 23:13:19,053 - mmaction - INFO - Epoch [93][440/627] lr: 0.00010, eta: 0:50:50, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0075, loss: 1.0075 2020-06-27 23:13:32,814 - mmaction - INFO - Epoch [93][460/627] lr: 0.00010, eta: 0:50:36, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7562, top5_acc: 0.8844, loss_cls: 0.9982, loss: 0.9982 2020-06-27 23:13:46,223 - mmaction - INFO - Epoch [93][480/627] lr: 0.00010, eta: 0:50:23, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8625, loss_cls: 1.1965, loss: 1.1965 2020-06-27 23:13:59,449 - mmaction - INFO - Epoch [93][500/627] lr: 0.00010, eta: 0:50:10, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7812, top5_acc: 0.8969, loss_cls: 1.0278, loss: 1.0278 2020-06-27 23:14:12,908 - mmaction - INFO - Epoch [93][520/627] lr: 0.00010, eta: 0:49:56, time: 0.674, data_time: 0.004, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1170, loss: 1.1170 2020-06-27 23:14:26,249 - mmaction - INFO - Epoch [93][540/627] lr: 0.00010, eta: 0:49:43, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1069, loss: 1.1069 2020-06-27 23:14:39,797 - mmaction - INFO - Epoch [93][560/627] lr: 0.00010, eta: 0:49:30, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.1173, loss: 1.1173 2020-06-27 23:14:53,465 - mmaction - INFO - Epoch [93][580/627] lr: 0.00010, eta: 0:49:16, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9125, loss_cls: 1.1013, loss: 1.1013 2020-06-27 23:15:06,818 - mmaction - INFO - Epoch [93][600/627] lr: 0.00010, eta: 0:49:03, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.8875, loss_cls: 1.0533, loss: 1.0533 2020-06-27 23:15:19,908 - mmaction - INFO - Epoch [93][620/627] lr: 0.00010, eta: 0:48:50, time: 0.656, data_time: 0.003, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 1.0215, loss: 1.0215 2020-06-27 23:18:15,071 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 23:18:16,086 - mmaction - INFO - top1_acc 0.7011 top5_acc 0.8884 2020-06-27 23:18:16,086 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 23:18:16,213 - mmaction - INFO - mean_acc 0.7009 2020-06-27 23:18:16,245 - mmaction - INFO - Epoch [93][627/627] lr: 0.00010, top1_acc: 0.7011, top5_acc: 0.8884, mean_class_accuracy: 0.7009 2020-06-27 23:18:33,707 - mmaction - INFO - Epoch [94][20/627] lr: 0.00010, eta: 0:48:32, time: 0.870, data_time: 0.352, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 0.9828, loss: 0.9828 2020-06-27 23:18:46,131 - mmaction - INFO - Epoch [94][40/627] lr: 0.00010, eta: 0:48:18, time: 0.620, data_time: 0.005, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8228, loss: 0.8228 2020-06-27 23:18:58,937 - mmaction - INFO - Epoch [94][60/627] lr: 0.00010, eta: 0:48:05, time: 0.641, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.0512, loss: 1.0512 2020-06-27 23:19:12,450 - mmaction - INFO - Epoch [94][80/627] lr: 0.00010, eta: 0:47:52, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.0671, loss: 1.0671 2020-06-27 23:19:25,859 - mmaction - INFO - Epoch [94][100/627] lr: 0.00010, eta: 0:47:38, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1820, loss: 1.1820 2020-06-27 23:19:39,535 - mmaction - INFO - Epoch [94][120/627] lr: 0.00010, eta: 0:47:25, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2817, loss: 1.2817 2020-06-27 23:19:53,057 - mmaction - INFO - Epoch [94][140/627] lr: 0.00010, eta: 0:47:12, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9652, loss: 0.9652 2020-06-27 23:20:06,026 - mmaction - INFO - Epoch [94][160/627] lr: 0.00010, eta: 0:46:58, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1635, loss: 1.1635 2020-06-27 23:20:19,053 - mmaction - INFO - Epoch [94][180/627] lr: 0.00010, eta: 0:46:45, time: 0.653, data_time: 0.006, memory: 7028, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2891, loss: 1.2891 2020-06-27 23:20:32,797 - mmaction - INFO - Epoch [94][200/627] lr: 0.00010, eta: 0:46:32, time: 0.687, data_time: 0.002, memory: 7028, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9254, loss: 0.9254 2020-06-27 23:20:46,191 - mmaction - INFO - Epoch [94][220/627] lr: 0.00010, eta: 0:46:18, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1935, loss: 1.1935 2020-06-27 23:20:59,599 - mmaction - INFO - Epoch [94][240/627] lr: 0.00010, eta: 0:46:05, time: 0.672, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1544, loss: 1.1544 2020-06-27 23:21:13,024 - mmaction - INFO - Epoch [94][260/627] lr: 0.00010, eta: 0:45:52, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8531, loss_cls: 1.2395, loss: 1.2395 2020-06-27 23:21:26,468 - mmaction - INFO - Epoch [94][280/627] lr: 0.00010, eta: 0:45:38, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.1742, loss: 1.1742 2020-06-27 23:21:39,879 - mmaction - INFO - Epoch [94][300/627] lr: 0.00010, eta: 0:45:25, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.2381, loss: 1.2381 2020-06-27 23:21:53,582 - mmaction - INFO - Epoch [94][320/627] lr: 0.00010, eta: 0:45:12, time: 0.687, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0016, loss: 1.0016 2020-06-27 23:22:07,407 - mmaction - INFO - Epoch [94][340/627] lr: 0.00010, eta: 0:44:58, time: 0.690, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1043, loss: 1.1043 2020-06-27 23:22:20,731 - mmaction - INFO - Epoch [94][360/627] lr: 0.00010, eta: 0:44:45, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0711, loss: 1.0711 2020-06-27 23:22:33,865 - mmaction - INFO - Epoch [94][380/627] lr: 0.00010, eta: 0:44:32, time: 0.657, data_time: 0.003, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0389, loss: 1.0389 2020-06-27 23:22:47,141 - mmaction - INFO - Epoch [94][400/627] lr: 0.00010, eta: 0:44:18, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1395, loss: 1.1395 2020-06-27 23:23:00,777 - mmaction - INFO - Epoch [94][420/627] lr: 0.00010, eta: 0:44:05, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1113, loss: 1.1113 2020-06-27 23:23:14,067 - mmaction - INFO - Epoch [94][440/627] lr: 0.00010, eta: 0:43:52, time: 0.662, data_time: 0.007, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1775, loss: 1.1775 2020-06-27 23:23:27,391 - mmaction - INFO - Epoch [94][460/627] lr: 0.00010, eta: 0:43:38, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1925, loss: 1.1925 2020-06-27 23:23:41,891 - mmaction - INFO - Epoch [94][480/627] lr: 0.00010, eta: 0:43:25, time: 0.724, data_time: 0.006, memory: 7028, top1_acc: 0.6656, top5_acc: 0.8875, loss_cls: 1.2127, loss: 1.2127 2020-06-27 23:23:54,333 - mmaction - INFO - Epoch [94][500/627] lr: 0.00010, eta: 0:43:12, time: 0.623, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1526, loss: 1.1526 2020-06-27 23:24:07,881 - mmaction - INFO - Epoch [94][520/627] lr: 0.00010, eta: 0:42:59, time: 0.676, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8839, loss: 0.8839 2020-06-27 23:24:21,650 - mmaction - INFO - Epoch [94][540/627] lr: 0.00010, eta: 0:42:45, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8906, loss_cls: 1.0959, loss: 1.0959 2020-06-27 23:24:34,754 - mmaction - INFO - Epoch [94][560/627] lr: 0.00010, eta: 0:42:32, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.0823, loss: 1.0823 2020-06-27 23:24:49,150 - mmaction - INFO - Epoch [94][580/627] lr: 0.00010, eta: 0:42:19, time: 0.721, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1039, loss: 1.1039 2020-06-27 23:25:01,715 - mmaction - INFO - Epoch [94][600/627] lr: 0.00010, eta: 0:42:05, time: 0.627, data_time: 0.006, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2313, loss: 1.2313 2020-06-27 23:25:15,337 - mmaction - INFO - Epoch [94][620/627] lr: 0.00010, eta: 0:41:52, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.9312, loss: 0.9312 2020-06-27 23:25:38,479 - mmaction - INFO - Epoch [95][20/627] lr: 0.00010, eta: 0:41:34, time: 0.870, data_time: 0.330, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1604, loss: 1.1604 2020-06-27 23:25:51,058 - mmaction - INFO - Epoch [95][40/627] lr: 0.00010, eta: 0:41:20, time: 0.630, data_time: 0.004, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8281, loss_cls: 1.3561, loss: 1.3561 2020-06-27 23:26:03,977 - mmaction - INFO - Epoch [95][60/627] lr: 0.00010, eta: 0:41:07, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9779, loss: 0.9779 2020-06-27 23:26:17,610 - mmaction - INFO - Epoch [95][80/627] lr: 0.00010, eta: 0:40:54, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8906, loss_cls: 1.0055, loss: 1.0055 2020-06-27 23:26:30,897 - mmaction - INFO - Epoch [95][100/627] lr: 0.00010, eta: 0:40:40, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0077, loss: 1.0077 2020-06-27 23:26:44,393 - mmaction - INFO - Epoch [95][120/627] lr: 0.00010, eta: 0:40:27, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8750, loss_cls: 1.1427, loss: 1.1427 2020-06-27 23:26:57,469 - mmaction - INFO - Epoch [95][140/627] lr: 0.00010, eta: 0:40:14, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8500, loss_cls: 1.2863, loss: 1.2863 2020-06-27 23:27:10,980 - mmaction - INFO - Epoch [95][160/627] lr: 0.00010, eta: 0:40:00, time: 0.677, data_time: 0.007, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1251, loss: 1.1251 2020-06-27 23:27:24,464 - mmaction - INFO - Epoch [95][180/627] lr: 0.00010, eta: 0:39:47, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.1455, loss: 1.1455 2020-06-27 23:27:38,002 - mmaction - INFO - Epoch [95][200/627] lr: 0.00010, eta: 0:39:34, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0438, loss: 1.0438 2020-06-27 23:27:51,101 - mmaction - INFO - Epoch [95][220/627] lr: 0.00010, eta: 0:39:21, time: 0.654, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0632, loss: 1.0632 2020-06-27 23:28:04,416 - mmaction - INFO - Epoch [95][240/627] lr: 0.00010, eta: 0:39:07, time: 0.667, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.1380, loss: 1.1380 2020-06-27 23:28:17,371 - mmaction - INFO - Epoch [95][260/627] lr: 0.00010, eta: 0:38:54, time: 0.646, data_time: 0.004, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9281, loss_cls: 0.9205, loss: 0.9205 2020-06-27 23:28:31,389 - mmaction - INFO - Epoch [95][280/627] lr: 0.00010, eta: 0:38:41, time: 0.702, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0641, loss: 1.0641 2020-06-27 23:28:45,108 - mmaction - INFO - Epoch [95][300/627] lr: 0.00010, eta: 0:38:27, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0816, loss: 1.0816 2020-06-27 23:28:58,602 - mmaction - INFO - Epoch [95][320/627] lr: 0.00010, eta: 0:38:14, time: 0.675, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2152, loss: 1.2152 2020-06-27 23:29:12,028 - mmaction - INFO - Epoch [95][340/627] lr: 0.00010, eta: 0:38:01, time: 0.670, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1227, loss: 1.1227 2020-06-27 23:29:25,316 - mmaction - INFO - Epoch [95][360/627] lr: 0.00010, eta: 0:37:47, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.1056, loss: 1.1056 2020-06-27 23:29:38,417 - mmaction - INFO - Epoch [95][380/627] lr: 0.00010, eta: 0:37:34, time: 0.652, data_time: 0.004, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8875, loss_cls: 1.0273, loss: 1.0273 2020-06-27 23:29:52,227 - mmaction - INFO - Epoch [95][400/627] lr: 0.00010, eta: 0:37:21, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0887, loss: 1.0887 2020-06-27 23:30:05,068 - mmaction - INFO - Epoch [95][420/627] lr: 0.00010, eta: 0:37:07, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 1.0084, loss: 1.0084 2020-06-27 23:30:19,009 - mmaction - INFO - Epoch [95][440/627] lr: 0.00010, eta: 0:36:54, time: 0.696, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0580, loss: 1.0580 2020-06-27 23:30:32,131 - mmaction - INFO - Epoch [95][460/627] lr: 0.00010, eta: 0:36:41, time: 0.660, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.0774, loss: 1.0774 2020-06-27 23:30:45,492 - mmaction - INFO - Epoch [95][480/627] lr: 0.00010, eta: 0:36:27, time: 0.666, data_time: 0.004, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8875, loss_cls: 1.0370, loss: 1.0370 2020-06-27 23:30:59,117 - mmaction - INFO - Epoch [95][500/627] lr: 0.00010, eta: 0:36:14, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3395, loss: 1.3395 2020-06-27 23:31:12,724 - mmaction - INFO - Epoch [95][520/627] lr: 0.00010, eta: 0:36:01, time: 0.679, data_time: 0.007, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2608, loss: 1.2608 2020-06-27 23:31:25,587 - mmaction - INFO - Epoch [95][540/627] lr: 0.00010, eta: 0:35:47, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8719, loss_cls: 1.1860, loss: 1.1860 2020-06-27 23:31:39,454 - mmaction - INFO - Epoch [95][560/627] lr: 0.00010, eta: 0:35:34, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0644, loss: 1.0644 2020-06-27 23:31:52,900 - mmaction - INFO - Epoch [95][580/627] lr: 0.00010, eta: 0:35:21, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.8938, loss_cls: 1.1483, loss: 1.1483 2020-06-27 23:32:06,097 - mmaction - INFO - Epoch [95][600/627] lr: 0.00010, eta: 0:35:07, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.6844, top5_acc: 0.9000, loss_cls: 1.1458, loss: 1.1458 2020-06-27 23:32:19,370 - mmaction - INFO - Epoch [95][620/627] lr: 0.00010, eta: 0:34:54, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.8969, loss_cls: 1.0712, loss: 1.0712 2020-06-27 23:32:43,166 - mmaction - INFO - Epoch [96][20/627] lr: 0.00010, eta: 0:34:36, time: 0.934, data_time: 0.413, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.1914, loss: 1.1914 2020-06-27 23:32:55,314 - mmaction - INFO - Epoch [96][40/627] lr: 0.00010, eta: 0:34:23, time: 0.607, data_time: 0.007, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0508, loss: 1.0508 2020-06-27 23:33:08,863 - mmaction - INFO - Epoch [96][60/627] lr: 0.00010, eta: 0:34:09, time: 0.678, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.9904, loss: 0.9904 2020-06-27 23:33:22,363 - mmaction - INFO - Epoch [96][80/627] lr: 0.00010, eta: 0:33:56, time: 0.675, data_time: 0.003, memory: 7028, top1_acc: 0.7625, top5_acc: 0.8875, loss_cls: 0.9785, loss: 0.9785 2020-06-27 23:33:35,357 - mmaction - INFO - Epoch [96][100/627] lr: 0.00010, eta: 0:33:43, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.1151, loss: 1.1151 2020-06-27 23:33:48,344 - mmaction - INFO - Epoch [96][120/627] lr: 0.00010, eta: 0:33:29, time: 0.651, data_time: 0.006, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1237, loss: 1.1237 2020-06-27 23:34:01,885 - mmaction - INFO - Epoch [96][140/627] lr: 0.00010, eta: 0:33:16, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.1592, loss: 1.1592 2020-06-27 23:34:15,485 - mmaction - INFO - Epoch [96][160/627] lr: 0.00010, eta: 0:33:03, time: 0.679, data_time: 0.004, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9062, loss_cls: 0.9927, loss: 0.9927 2020-06-27 23:34:28,769 - mmaction - INFO - Epoch [96][180/627] lr: 0.00010, eta: 0:32:49, time: 0.663, data_time: 0.005, memory: 7028, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.9949, loss: 0.9949 2020-06-27 23:34:41,946 - mmaction - INFO - Epoch [96][200/627] lr: 0.00010, eta: 0:32:36, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.1814, loss: 1.1814 2020-06-27 23:34:55,496 - mmaction - INFO - Epoch [96][220/627] lr: 0.00010, eta: 0:32:23, time: 0.676, data_time: 0.005, memory: 7028, top1_acc: 0.7875, top5_acc: 0.9031, loss_cls: 0.9156, loss: 0.9156 2020-06-27 23:35:08,628 - mmaction - INFO - Epoch [96][240/627] lr: 0.00010, eta: 0:32:09, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1840, loss: 1.1840 2020-06-27 23:35:22,192 - mmaction - INFO - Epoch [96][260/627] lr: 0.00010, eta: 0:31:56, time: 0.677, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1363, loss: 1.1363 2020-06-27 23:35:35,474 - mmaction - INFO - Epoch [96][280/627] lr: 0.00010, eta: 0:31:43, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1298, loss: 1.1298 2020-06-27 23:35:48,754 - mmaction - INFO - Epoch [96][300/627] lr: 0.00010, eta: 0:31:29, time: 0.662, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0876, loss: 1.0876 2020-06-27 23:36:02,047 - mmaction - INFO - Epoch [96][320/627] lr: 0.00010, eta: 0:31:16, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.9709, loss: 0.9709 2020-06-27 23:36:16,522 - mmaction - INFO - Epoch [96][340/627] lr: 0.00010, eta: 0:31:03, time: 0.724, data_time: 0.007, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.0889, loss: 1.0889 2020-06-27 23:36:29,873 - mmaction - INFO - Epoch [96][360/627] lr: 0.00010, eta: 0:30:49, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 0.9885, loss: 0.9885 2020-06-27 23:36:42,835 - mmaction - INFO - Epoch [96][380/627] lr: 0.00010, eta: 0:30:36, time: 0.648, data_time: 0.002, memory: 7028, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.1143, loss: 1.1143 2020-06-27 23:36:56,490 - mmaction - INFO - Epoch [96][400/627] lr: 0.00010, eta: 0:30:23, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0734, loss: 1.0734 2020-06-27 23:37:09,666 - mmaction - INFO - Epoch [96][420/627] lr: 0.00010, eta: 0:30:09, time: 0.659, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1540, loss: 1.1540 2020-06-27 23:37:23,066 - mmaction - INFO - Epoch [96][440/627] lr: 0.00010, eta: 0:29:56, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1137, loss: 1.1137 2020-06-27 23:37:36,354 - mmaction - INFO - Epoch [96][460/627] lr: 0.00010, eta: 0:29:43, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 1.0820, loss: 1.0820 2020-06-27 23:37:50,021 - mmaction - INFO - Epoch [96][480/627] lr: 0.00010, eta: 0:29:29, time: 0.683, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 1.0589, loss: 1.0589 2020-06-27 23:38:03,441 - mmaction - INFO - Epoch [96][500/627] lr: 0.00010, eta: 0:29:16, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 1.0477, loss: 1.0477 2020-06-27 23:38:16,554 - mmaction - INFO - Epoch [96][520/627] lr: 0.00010, eta: 0:29:03, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0655, loss: 1.0655 2020-06-27 23:38:29,838 - mmaction - INFO - Epoch [96][540/627] lr: 0.00010, eta: 0:28:49, time: 0.664, data_time: 0.004, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.9454, loss: 0.9454 2020-06-27 23:38:43,497 - mmaction - INFO - Epoch [96][560/627] lr: 0.00010, eta: 0:28:36, time: 0.682, data_time: 0.004, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2035, loss: 1.2035 2020-06-27 23:38:57,477 - mmaction - INFO - Epoch [96][580/627] lr: 0.00010, eta: 0:28:23, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1285, loss: 1.1285 2020-06-27 23:39:10,603 - mmaction - INFO - Epoch [96][600/627] lr: 0.00010, eta: 0:28:09, time: 0.655, data_time: 0.006, memory: 7028, top1_acc: 0.7906, top5_acc: 0.9000, loss_cls: 0.9661, loss: 0.9661 2020-06-27 23:39:23,934 - mmaction - INFO - Epoch [96][620/627] lr: 0.00010, eta: 0:27:56, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8969, loss_cls: 1.1108, loss: 1.1108 2020-06-27 23:42:28,468 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-27 23:42:29,480 - mmaction - INFO - top1_acc 0.6995 top5_acc 0.8896 2020-06-27 23:42:29,481 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-27 23:42:29,545 - mmaction - INFO - mean_acc 0.6994 2020-06-27 23:42:29,555 - mmaction - INFO - Epoch [96][627/627] lr: 0.00010, top1_acc: 0.6995, top5_acc: 0.8896, mean_class_accuracy: 0.6994 2020-06-27 23:42:46,829 - mmaction - INFO - Epoch [97][20/627] lr: 0.00010, eta: 0:27:38, time: 0.862, data_time: 0.331, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.1546, loss: 1.1546 2020-06-27 23:42:58,960 - mmaction - INFO - Epoch [97][40/627] lr: 0.00010, eta: 0:27:25, time: 0.607, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0754, loss: 1.0754 2020-06-27 23:43:11,946 - mmaction - INFO - Epoch [97][60/627] lr: 0.00010, eta: 0:27:11, time: 0.648, data_time: 0.004, memory: 7028, top1_acc: 0.7812, top5_acc: 0.9062, loss_cls: 0.9559, loss: 0.9559 2020-06-27 23:43:25,781 - mmaction - INFO - Epoch [97][80/627] lr: 0.00010, eta: 0:26:58, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0664, loss: 1.0664 2020-06-27 23:43:38,764 - mmaction - INFO - Epoch [97][100/627] lr: 0.00010, eta: 0:26:45, time: 0.653, data_time: 0.007, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.9942, loss: 0.9942 2020-06-27 23:43:51,851 - mmaction - INFO - Epoch [97][120/627] lr: 0.00010, eta: 0:26:31, time: 0.652, data_time: 0.004, memory: 7028, top1_acc: 0.7656, top5_acc: 0.9062, loss_cls: 0.9715, loss: 0.9715 2020-06-27 23:44:05,173 - mmaction - INFO - Epoch [97][140/627] lr: 0.00010, eta: 0:26:18, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1782, loss: 1.1782 2020-06-27 23:44:18,138 - mmaction - INFO - Epoch [97][160/627] lr: 0.00010, eta: 0:26:05, time: 0.646, data_time: 0.004, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0076, loss: 1.0076 2020-06-27 23:44:31,900 - mmaction - INFO - Epoch [97][180/627] lr: 0.00010, eta: 0:25:51, time: 0.690, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1902, loss: 1.1902 2020-06-27 23:44:44,756 - mmaction - INFO - Epoch [97][200/627] lr: 0.00010, eta: 0:25:38, time: 0.641, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.3300, loss: 1.3300 2020-06-27 23:44:59,324 - mmaction - INFO - Epoch [97][220/627] lr: 0.00010, eta: 0:25:25, time: 0.730, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1722, loss: 1.1722 2020-06-27 23:45:11,996 - mmaction - INFO - Epoch [97][240/627] lr: 0.00010, eta: 0:25:11, time: 0.633, data_time: 0.002, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9062, loss_cls: 0.9713, loss: 0.9713 2020-06-27 23:45:24,904 - mmaction - INFO - Epoch [97][260/627] lr: 0.00010, eta: 0:24:58, time: 0.645, data_time: 0.004, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.0996, loss: 1.0996 2020-06-27 23:45:38,543 - mmaction - INFO - Epoch [97][280/627] lr: 0.00010, eta: 0:24:45, time: 0.681, data_time: 0.007, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1950, loss: 1.1950 2020-06-27 23:45:51,937 - mmaction - INFO - Epoch [97][300/627] lr: 0.00010, eta: 0:24:31, time: 0.671, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0917, loss: 1.0917 2020-06-27 23:46:05,591 - mmaction - INFO - Epoch [97][320/627] lr: 0.00010, eta: 0:24:18, time: 0.681, data_time: 0.005, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.9712, loss: 0.9712 2020-06-27 23:46:18,735 - mmaction - INFO - Epoch [97][340/627] lr: 0.00010, eta: 0:24:05, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8750, loss_cls: 1.1312, loss: 1.1312 2020-06-27 23:46:32,070 - mmaction - INFO - Epoch [97][360/627] lr: 0.00010, eta: 0:23:51, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0345, loss: 1.0345 2020-06-27 23:46:45,711 - mmaction - INFO - Epoch [97][380/627] lr: 0.00010, eta: 0:23:38, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1886, loss: 1.1886 2020-06-27 23:46:59,193 - mmaction - INFO - Epoch [97][400/627] lr: 0.00010, eta: 0:23:25, time: 0.673, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.0378, loss: 1.0378 2020-06-27 23:47:12,844 - mmaction - INFO - Epoch [97][420/627] lr: 0.00010, eta: 0:23:11, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9062, loss_cls: 0.9963, loss: 0.9963 2020-06-27 23:47:26,509 - mmaction - INFO - Epoch [97][440/627] lr: 0.00010, eta: 0:22:58, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 1.0502, loss: 1.0502 2020-06-27 23:47:39,295 - mmaction - INFO - Epoch [97][460/627] lr: 0.00010, eta: 0:22:45, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1224, loss: 1.1224 2020-06-27 23:47:53,075 - mmaction - INFO - Epoch [97][480/627] lr: 0.00010, eta: 0:22:31, time: 0.688, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0131, loss: 1.0131 2020-06-27 23:48:06,475 - mmaction - INFO - Epoch [97][500/627] lr: 0.00010, eta: 0:22:18, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.2037, loss: 1.2037 2020-06-27 23:48:20,143 - mmaction - INFO - Epoch [97][520/627] lr: 0.00010, eta: 0:22:05, time: 0.682, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9000, loss_cls: 0.9665, loss: 0.9665 2020-06-27 23:48:33,209 - mmaction - INFO - Epoch [97][540/627] lr: 0.00010, eta: 0:21:51, time: 0.654, data_time: 0.006, memory: 7028, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.2089, loss: 1.2089 2020-06-27 23:48:46,600 - mmaction - INFO - Epoch [97][560/627] lr: 0.00010, eta: 0:21:38, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.1151, loss: 1.1151 2020-06-27 23:48:59,977 - mmaction - INFO - Epoch [97][580/627] lr: 0.00010, eta: 0:21:25, time: 0.669, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 1.1046, loss: 1.1046 2020-06-27 23:49:13,431 - mmaction - INFO - Epoch [97][600/627] lr: 0.00010, eta: 0:21:11, time: 0.671, data_time: 0.005, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1919, loss: 1.1919 2020-06-27 23:49:26,891 - mmaction - INFO - Epoch [97][620/627] lr: 0.00010, eta: 0:20:58, time: 0.675, data_time: 0.006, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1066, loss: 1.1066 2020-06-27 23:49:49,967 - mmaction - INFO - Epoch [98][20/627] lr: 0.00010, eta: 0:20:40, time: 0.893, data_time: 0.359, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9094, loss_cls: 0.9204, loss: 0.9204 2020-06-27 23:50:02,710 - mmaction - INFO - Epoch [98][40/627] lr: 0.00010, eta: 0:20:27, time: 0.635, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.0847, loss: 1.0847 2020-06-27 23:50:15,657 - mmaction - INFO - Epoch [98][60/627] lr: 0.00010, eta: 0:20:13, time: 0.649, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1622, loss: 1.1622 2020-06-27 23:50:30,069 - mmaction - INFO - Epoch [98][80/627] lr: 0.00010, eta: 0:20:00, time: 0.719, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 1.0112, loss: 1.0112 2020-06-27 23:50:42,850 - mmaction - INFO - Epoch [98][100/627] lr: 0.00010, eta: 0:19:47, time: 0.640, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 0.9684, loss: 0.9684 2020-06-27 23:50:56,586 - mmaction - INFO - Epoch [98][120/627] lr: 0.00010, eta: 0:19:33, time: 0.685, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9031, loss_cls: 1.0147, loss: 1.0147 2020-06-27 23:51:10,704 - mmaction - INFO - Epoch [98][140/627] lr: 0.00010, eta: 0:19:20, time: 0.708, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.0874, loss: 1.0874 2020-06-27 23:51:24,337 - mmaction - INFO - Epoch [98][160/627] lr: 0.00010, eta: 0:19:07, time: 0.679, data_time: 0.004, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.1350, loss: 1.1350 2020-06-27 23:51:37,180 - mmaction - INFO - Epoch [98][180/627] lr: 0.00010, eta: 0:18:53, time: 0.644, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.0859, loss: 1.0859 2020-06-27 23:51:50,343 - mmaction - INFO - Epoch [98][200/627] lr: 0.00010, eta: 0:18:40, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9966, loss: 0.9966 2020-06-27 23:52:03,643 - mmaction - INFO - Epoch [98][220/627] lr: 0.00010, eta: 0:18:27, time: 0.666, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.2147, loss: 1.2147 2020-06-27 23:52:17,080 - mmaction - INFO - Epoch [98][240/627] lr: 0.00010, eta: 0:18:13, time: 0.670, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9597, loss: 0.9597 2020-06-27 23:52:30,577 - mmaction - INFO - Epoch [98][260/627] lr: 0.00010, eta: 0:18:00, time: 0.677, data_time: 0.008, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.0616, loss: 1.0616 2020-06-27 23:52:44,917 - mmaction - INFO - Epoch [98][280/627] lr: 0.00010, eta: 0:17:47, time: 0.715, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.2352, loss: 1.2352 2020-06-27 23:52:57,698 - mmaction - INFO - Epoch [98][300/627] lr: 0.00010, eta: 0:17:33, time: 0.640, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.8938, loss_cls: 1.0794, loss: 1.0794 2020-06-27 23:53:10,815 - mmaction - INFO - Epoch [98][320/627] lr: 0.00010, eta: 0:17:20, time: 0.655, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9998, loss: 0.9998 2020-06-27 23:53:24,302 - mmaction - INFO - Epoch [98][340/627] lr: 0.00010, eta: 0:17:07, time: 0.677, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 1.0282, loss: 1.0282 2020-06-27 23:53:37,498 - mmaction - INFO - Epoch [98][360/627] lr: 0.00010, eta: 0:16:53, time: 0.657, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0663, loss: 1.0663 2020-06-27 23:53:51,370 - mmaction - INFO - Epoch [98][380/627] lr: 0.00010, eta: 0:16:40, time: 0.695, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0098, loss: 1.0098 2020-06-27 23:54:04,573 - mmaction - INFO - Epoch [98][400/627] lr: 0.00010, eta: 0:16:27, time: 0.660, data_time: 0.003, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9770, loss: 0.9770 2020-06-27 23:54:17,803 - mmaction - INFO - Epoch [98][420/627] lr: 0.00010, eta: 0:16:13, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8719, loss_cls: 1.1827, loss: 1.1827 2020-06-27 23:54:31,639 - mmaction - INFO - Epoch [98][440/627] lr: 0.00010, eta: 0:16:00, time: 0.693, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.8906, loss_cls: 0.9812, loss: 0.9812 2020-06-27 23:54:44,607 - mmaction - INFO - Epoch [98][460/627] lr: 0.00010, eta: 0:15:47, time: 0.647, data_time: 0.005, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1082, loss: 1.1082 2020-06-27 23:54:58,431 - mmaction - INFO - Epoch [98][480/627] lr: 0.00010, eta: 0:15:33, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.9654, loss: 0.9654 2020-06-27 23:55:12,058 - mmaction - INFO - Epoch [98][500/627] lr: 0.00010, eta: 0:15:20, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.3039, loss: 1.3039 2020-06-27 23:55:24,980 - mmaction - INFO - Epoch [98][520/627] lr: 0.00010, eta: 0:15:07, time: 0.648, data_time: 0.005, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9513, loss: 0.9513 2020-06-27 23:55:38,219 - mmaction - INFO - Epoch [98][540/627] lr: 0.00010, eta: 0:14:53, time: 0.661, data_time: 0.004, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1860, loss: 1.1860 2020-06-27 23:55:51,666 - mmaction - INFO - Epoch [98][560/627] lr: 0.00010, eta: 0:14:40, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7719, top5_acc: 0.9031, loss_cls: 0.9870, loss: 0.9870 2020-06-27 23:56:05,055 - mmaction - INFO - Epoch [98][580/627] lr: 0.00010, eta: 0:14:27, time: 0.667, data_time: 0.004, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1273, loss: 1.1273 2020-06-27 23:56:18,396 - mmaction - INFO - Epoch [98][600/627] lr: 0.00010, eta: 0:14:13, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0089, loss: 1.0089 2020-06-27 23:56:31,517 - mmaction - INFO - Epoch [98][620/627] lr: 0.00010, eta: 0:14:00, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9233, loss: 0.9233 2020-06-27 23:56:54,924 - mmaction - INFO - Epoch [99][20/627] lr: 0.00010, eta: 0:13:42, time: 0.874, data_time: 0.341, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 1.0031, loss: 1.0031 2020-06-27 23:57:07,260 - mmaction - INFO - Epoch [99][40/627] lr: 0.00010, eta: 0:13:29, time: 0.616, data_time: 0.008, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0905, loss: 1.0905 2020-06-27 23:57:20,354 - mmaction - INFO - Epoch [99][60/627] lr: 0.00010, eta: 0:13:15, time: 0.656, data_time: 0.006, memory: 7028, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.0940, loss: 1.0940 2020-06-27 23:57:34,434 - mmaction - INFO - Epoch [99][80/627] lr: 0.00010, eta: 0:13:02, time: 0.703, data_time: 0.005, memory: 7028, top1_acc: 0.6969, top5_acc: 0.8469, loss_cls: 1.2863, loss: 1.2863 2020-06-27 23:57:47,520 - mmaction - INFO - Epoch [99][100/627] lr: 0.00010, eta: 0:12:49, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.0958, loss: 1.0958 2020-06-27 23:58:00,180 - mmaction - INFO - Epoch [99][120/627] lr: 0.00010, eta: 0:12:35, time: 0.632, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 1.0493, loss: 1.0493 2020-06-27 23:58:13,816 - mmaction - INFO - Epoch [99][140/627] lr: 0.00010, eta: 0:12:22, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0268, loss: 1.0268 2020-06-27 23:58:27,534 - mmaction - INFO - Epoch [99][160/627] lr: 0.00010, eta: 0:12:09, time: 0.686, data_time: 0.002, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 1.0685, loss: 1.0685 2020-06-27 23:58:41,456 - mmaction - INFO - Epoch [99][180/627] lr: 0.00010, eta: 0:11:55, time: 0.693, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8781, loss_cls: 1.0479, loss: 1.0479 2020-06-27 23:58:55,385 - mmaction - INFO - Epoch [99][200/627] lr: 0.00010, eta: 0:11:42, time: 0.699, data_time: 0.008, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9620, loss: 0.9620 2020-06-27 23:59:09,254 - mmaction - INFO - Epoch [99][220/627] lr: 0.00010, eta: 0:11:29, time: 0.692, data_time: 0.006, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.0739, loss: 1.0739 2020-06-27 23:59:22,450 - mmaction - INFO - Epoch [99][240/627] lr: 0.00010, eta: 0:11:15, time: 0.661, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1410, loss: 1.1410 2020-06-27 23:59:36,065 - mmaction - INFO - Epoch [99][260/627] lr: 0.00010, eta: 0:11:02, time: 0.679, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 1.0090, loss: 1.0090 2020-06-27 23:59:49,356 - mmaction - INFO - Epoch [99][280/627] lr: 0.00010, eta: 0:10:49, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0601, loss: 1.0601 2020-06-28 00:00:02,850 - mmaction - INFO - Epoch [99][300/627] lr: 0.00010, eta: 0:10:35, time: 0.673, data_time: 0.005, memory: 7028, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.1390, loss: 1.1390 2020-06-28 00:00:17,957 - mmaction - INFO - Epoch [99][320/627] lr: 0.00010, eta: 0:10:22, time: 0.754, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0601, loss: 1.0601 2020-06-28 00:00:31,638 - mmaction - INFO - Epoch [99][340/627] lr: 0.00010, eta: 0:10:09, time: 0.674, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.0631, loss: 1.0631 2020-06-28 00:00:45,106 - mmaction - INFO - Epoch [99][360/627] lr: 0.00010, eta: 0:09:56, time: 0.685, data_time: 0.027, memory: 7028, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9805, loss: 0.9805 2020-06-28 00:00:58,820 - mmaction - INFO - Epoch [99][380/627] lr: 0.00010, eta: 0:09:42, time: 0.688, data_time: 0.006, memory: 7028, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.9621, loss: 0.9621 2020-06-28 00:01:12,066 - mmaction - INFO - Epoch [99][400/627] lr: 0.00010, eta: 0:09:29, time: 0.660, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0061, loss: 1.0061 2020-06-28 00:01:25,084 - mmaction - INFO - Epoch [99][420/627] lr: 0.00010, eta: 0:09:16, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.1485, loss: 1.1485 2020-06-28 00:01:38,886 - mmaction - INFO - Epoch [99][440/627] lr: 0.00010, eta: 0:09:02, time: 0.689, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0407, loss: 1.0407 2020-06-28 00:01:51,677 - mmaction - INFO - Epoch [99][460/627] lr: 0.00010, eta: 0:08:49, time: 0.641, data_time: 0.006, memory: 7028, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.0924, loss: 1.0924 2020-06-28 00:02:04,945 - mmaction - INFO - Epoch [99][480/627] lr: 0.00010, eta: 0:08:36, time: 0.662, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0441, loss: 1.0441 2020-06-28 00:02:18,572 - mmaction - INFO - Epoch [99][500/627] lr: 0.00010, eta: 0:08:22, time: 0.682, data_time: 0.005, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.3189, loss: 1.3189 2020-06-28 00:02:31,940 - mmaction - INFO - Epoch [99][520/627] lr: 0.00010, eta: 0:08:09, time: 0.667, data_time: 0.008, memory: 7028, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1276, loss: 1.1276 2020-06-28 00:02:45,478 - mmaction - INFO - Epoch [99][540/627] lr: 0.00010, eta: 0:07:56, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1208, loss: 1.1208 2020-06-28 00:02:58,833 - mmaction - INFO - Epoch [99][560/627] lr: 0.00010, eta: 0:07:42, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 1.0113, loss: 1.0113 2020-06-28 00:03:12,583 - mmaction - INFO - Epoch [99][580/627] lr: 0.00010, eta: 0:07:29, time: 0.689, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.9440, loss: 0.9440 2020-06-28 00:03:25,893 - mmaction - INFO - Epoch [99][600/627] lr: 0.00010, eta: 0:07:16, time: 0.665, data_time: 0.005, memory: 7028, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1728, loss: 1.1728 2020-06-28 00:03:39,143 - mmaction - INFO - Epoch [99][620/627] lr: 0.00010, eta: 0:07:02, time: 0.664, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.8969, loss_cls: 1.0073, loss: 1.0073 2020-06-28 00:06:36,228 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-28 00:06:37,238 - mmaction - INFO - top1_acc 0.7014 top5_acc 0.8894 2020-06-28 00:06:37,238 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-28 00:06:37,354 - mmaction - INFO - mean_acc 0.7012 2020-06-28 00:06:37,379 - mmaction - INFO - Epoch [99][627/627] lr: 0.00010, top1_acc: 0.7014, top5_acc: 0.8894, mean_class_accuracy: 0.7012 2020-06-28 00:06:54,327 - mmaction - INFO - Epoch [100][20/627] lr: 0.00010, eta: 0:06:44, time: 0.846, data_time: 0.339, memory: 7028, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8880, loss: 0.8880 2020-06-28 00:07:06,371 - mmaction - INFO - Epoch [100][40/627] lr: 0.00010, eta: 0:06:31, time: 0.601, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9786, loss: 0.9786 2020-06-28 00:07:19,673 - mmaction - INFO - Epoch [100][60/627] lr: 0.00010, eta: 0:06:17, time: 0.667, data_time: 0.006, memory: 7028, top1_acc: 0.7063, top5_acc: 0.8531, loss_cls: 1.2065, loss: 1.2065 2020-06-28 00:07:32,706 - mmaction - INFO - Epoch [100][80/627] lr: 0.00010, eta: 0:06:04, time: 0.652, data_time: 0.005, memory: 7028, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.0965, loss: 1.0965 2020-06-28 00:07:45,491 - mmaction - INFO - Epoch [100][100/627] lr: 0.00010, eta: 0:05:51, time: 0.636, data_time: 0.006, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0895, loss: 1.0895 2020-06-28 00:07:59,147 - mmaction - INFO - Epoch [100][120/627] lr: 0.00010, eta: 0:05:37, time: 0.684, data_time: 0.006, memory: 7028, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.8962, loss: 0.8962 2020-06-28 00:08:12,996 - mmaction - INFO - Epoch [100][140/627] lr: 0.00010, eta: 0:05:24, time: 0.691, data_time: 0.006, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9031, loss_cls: 0.9409, loss: 0.9409 2020-06-28 00:08:26,268 - mmaction - INFO - Epoch [100][160/627] lr: 0.00010, eta: 0:05:11, time: 0.665, data_time: 0.006, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.1278, loss: 1.1278 2020-06-28 00:08:39,461 - mmaction - INFO - Epoch [100][180/627] lr: 0.00010, eta: 0:04:57, time: 0.658, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0532, loss: 1.0532 2020-06-28 00:08:53,025 - mmaction - INFO - Epoch [100][200/627] lr: 0.00010, eta: 0:04:44, time: 0.679, data_time: 0.006, memory: 7028, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0613, loss: 1.0613 2020-06-28 00:09:06,471 - mmaction - INFO - Epoch [100][220/627] lr: 0.00010, eta: 0:04:31, time: 0.674, data_time: 0.003, memory: 7028, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.1564, loss: 1.1564 2020-06-28 00:09:19,896 - mmaction - INFO - Epoch [100][240/627] lr: 0.00010, eta: 0:04:17, time: 0.670, data_time: 0.002, memory: 7028, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.0964, loss: 1.0964 2020-06-28 00:09:33,288 - mmaction - INFO - Epoch [100][260/627] lr: 0.00010, eta: 0:04:04, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0384, loss: 1.0384 2020-06-28 00:09:46,612 - mmaction - INFO - Epoch [100][280/627] lr: 0.00010, eta: 0:03:51, time: 0.668, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.2017, loss: 1.2017 2020-06-28 00:10:00,547 - mmaction - INFO - Epoch [100][300/627] lr: 0.00010, eta: 0:03:38, time: 0.695, data_time: 0.004, memory: 7028, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.2473, loss: 1.2473 2020-06-28 00:10:13,845 - mmaction - INFO - Epoch [100][320/627] lr: 0.00010, eta: 0:03:24, time: 0.666, data_time: 0.005, memory: 7028, top1_acc: 0.7844, top5_acc: 0.9125, loss_cls: 0.9618, loss: 0.9618 2020-06-28 00:10:26,939 - mmaction - INFO - Epoch [100][340/627] lr: 0.00010, eta: 0:03:11, time: 0.652, data_time: 0.006, memory: 7028, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0211, loss: 1.0211 2020-06-28 00:10:40,326 - mmaction - INFO - Epoch [100][360/627] lr: 0.00010, eta: 0:02:58, time: 0.672, data_time: 0.007, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1160, loss: 1.1160 2020-06-28 00:10:53,472 - mmaction - INFO - Epoch [100][380/627] lr: 0.00010, eta: 0:02:44, time: 0.656, data_time: 0.005, memory: 7028, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 1.0288, loss: 1.0288 2020-06-28 00:11:07,430 - mmaction - INFO - Epoch [100][400/627] lr: 0.00010, eta: 0:02:31, time: 0.699, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0950, loss: 1.0950 2020-06-28 00:11:20,602 - mmaction - INFO - Epoch [100][420/627] lr: 0.00010, eta: 0:02:18, time: 0.658, data_time: 0.006, memory: 7028, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 1.0326, loss: 1.0326 2020-06-28 00:11:34,046 - mmaction - INFO - Epoch [100][440/627] lr: 0.00010, eta: 0:02:04, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.1930, loss: 1.1930 2020-06-28 00:11:47,526 - mmaction - INFO - Epoch [100][460/627] lr: 0.00010, eta: 0:01:51, time: 0.672, data_time: 0.006, memory: 7028, top1_acc: 0.7375, top5_acc: 0.8750, loss_cls: 1.1253, loss: 1.1253 2020-06-28 00:12:00,383 - mmaction - INFO - Epoch [100][480/627] lr: 0.00010, eta: 0:01:38, time: 0.645, data_time: 0.005, memory: 7028, top1_acc: 0.7688, top5_acc: 0.9406, loss_cls: 0.9215, loss: 0.9215 2020-06-28 00:12:13,806 - mmaction - INFO - Epoch [100][500/627] lr: 0.00010, eta: 0:01:24, time: 0.669, data_time: 0.005, memory: 7028, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0541, loss: 1.0541 2020-06-28 00:12:27,115 - mmaction - INFO - Epoch [100][520/627] lr: 0.00010, eta: 0:01:11, time: 0.668, data_time: 0.005, memory: 7028, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9767, loss: 0.9767 2020-06-28 00:12:40,626 - mmaction - INFO - Epoch [100][540/627] lr: 0.00010, eta: 0:00:58, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1284, loss: 1.1284 2020-06-28 00:12:54,477 - mmaction - INFO - Epoch [100][560/627] lr: 0.00010, eta: 0:00:44, time: 0.694, data_time: 0.005, memory: 7028, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.0916, loss: 1.0916 2020-06-28 00:13:07,524 - mmaction - INFO - Epoch [100][580/627] lr: 0.00010, eta: 0:00:31, time: 0.651, data_time: 0.005, memory: 7028, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0816, loss: 1.0816 2020-06-28 00:13:20,978 - mmaction - INFO - Epoch [100][600/627] lr: 0.00010, eta: 0:00:18, time: 0.674, data_time: 0.005, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0469, loss: 1.0469 2020-06-28 00:13:34,684 - mmaction - INFO - Epoch [100][620/627] lr: 0.00010, eta: 0:00:04, time: 0.683, data_time: 0.006, memory: 7028, top1_acc: 0.7469, top5_acc: 0.9281, loss_cls: 1.0128, loss: 1.0128