2020-04-27 20:35:18,950 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.5 (default, Oct 25 2019, 15:51:11) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.2/ NVCC: Cuda compilation tools, release 9.2, V9.2.148 GPU 0,1,2,3,4,5,6,7: Tesla V100-PCIE-16GB GCC: gcc (GCC) 7.3.0 PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_30,code=sm_30;-gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-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;-gencode;arch=compute_52,code=compute_52 - CuDNN 7.6 - Built with CuDNN 7.3.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -O2 -pipe -I/opt/conda/conda-bld/pytorch_1565139893765/_h_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_place/include -fdebug-prefix-map=${SRC_DIR}=/usr/local/src/conda/${PKG_NAME}-${PKG_VERSION} -fdebug-prefix-map=${PREFIX}=/usr/local/src/conda-prefix -D_FORTIFY_SOURCE=2 -O2 -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -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, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.1 MMCV: 0.4.3 MMAction: 1.0rc1+d884fc7 ------------------------------------------------------------ 2020-04-27 20:35:18,950 - mmaction - INFO - Distributed training: True 2020-04-27 20:35:18,951 - mmaction - INFO - Config: /mnt/lustre/xusu/refactor/mmit_debug/mmaction-lite/config/r2plus1d_rgb_8x8x1_r34_3d_kinetics400_180e.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet2Plus1d', depth=34, pretrained=None, pretrained2d=False, norm_eval=False, conv_cfg=dict(type='Conv(2+1)d'), norm_cfg=dict(type='SyncBN', requires_grad=True, eps=1e-3), act_cfg=dict(type='ReLU'), conv1_kernel=(3, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(1, 1, 1, 1), spatial_strides=(1, 2, 2, 2), temporal_strides=(1, 2, 2, 2), zero_init_residual=False), cls_head=dict( type='I3DHead', num_classes=400, in_channels=512, spatial_type='avg', dropout_ratio=0.5, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' # data_root = 'data/kinetics400/rawframes_train/' # 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' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ann_file_train = '/mnt/lustre/DATAshare2/kinetics_train_list_hd320.txt' ann_file_val = '/mnt/lustre/DATAshare2/kinetics_val_list_hd320.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=24, workers_per_gpu=1, 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_mode=True), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=test_pipeline, test_mode=True)) # optimizer optimizer = dict(type='SGD', lr=0.6, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='cosine', warmup='linear', warmup_ratio=0.1, warmup_byepoch=True, warmup_iters=40) total_epochs = 180 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/r2plus1d_rgb_8x8x1_r34_3d_kinetics400_180e/' load_from = None resume_from = None workflow = [('train', 1)] find_unused_parameters = False 2020-04-27 20:35:29,124 - mmaction - INFO - Start running, host: xusu@SH-IDC1-10-5-37-39, work_dir: /mnt/lustre/xusu/refactor/mmit_debug/mmaction-lite/work_dirs/retrain_r21dr34 2020-04-27 20:35:29,125 - mmaction - INFO - workflow: [('train', 1)], max: 180 epochs 2020-04-27 20:37:24,434 - mmaction - INFO - Epoch [1][20/627] lr: 0.31650, eta: 7 days, 12:39:31, time: 5.764, data_time: 2.573, memory: 14510, top1_acc: 0.0042, top5_acc: 0.0125, loss_cls: 6.1686, loss: 6.1686 2020-04-27 20:39:01,384 - mmaction - INFO - Epoch [1][40/627] lr: 0.58650, eta: 6 days, 22:16:14, time: 4.847, data_time: 0.218, memory: 14510, top1_acc: 0.0000, top5_acc: 0.0208, loss_cls: 5.9624, loss: 5.9624 2020-04-27 20:40:45,891 - mmaction - INFO - Epoch [1][60/627] lr: 0.60000, eta: 6 days, 21:22:54, time: 5.223, data_time: 1.348, memory: 14510, top1_acc: 0.0042, top5_acc: 0.0250, loss_cls: 5.8982, loss: 5.8982 2020-04-27 20:42:34,638 - mmaction - INFO - Epoch [1][80/627] lr: 0.60000, eta: 6 days, 22:35:12, time: 5.436, data_time: 1.542, memory: 14510, top1_acc: 0.0146, top5_acc: 0.0396, loss_cls: 5.7921, loss: 5.7921 2020-04-27 20:44:38,232 - mmaction - INFO - Epoch [1][100/627] lr: 0.60000, eta: 7 days, 3:57:42, time: 6.180, data_time: 0.257, memory: 14510, top1_acc: 0.0167, top5_acc: 0.0396, loss_cls: 5.7662, loss: 5.7662 2020-04-27 20:46:16,390 - mmaction - INFO - Epoch [1][120/627] lr: 0.60000, eta: 7 days, 0:54:47, time: 4.912, data_time: 0.005, memory: 14510, top1_acc: 0.0125, top5_acc: 0.0646, loss_cls: 5.6992, loss: 5.6992 2020-04-27 20:48:22,527 - mmaction - INFO - Epoch [1][140/627] lr: 0.60000, eta: 7 days, 4:57:39, time: 6.305, data_time: 0.002, memory: 14510, top1_acc: 0.0313, top5_acc: 0.0771, loss_cls: 5.6524, loss: 5.6524 2020-04-27 20:50:19,738 - mmaction - INFO - Epoch [1][160/627] lr: 0.60000, eta: 7 days, 6:14:49, time: 5.860, data_time: 0.003, memory: 14510, top1_acc: 0.0188, top5_acc: 0.0542, loss_cls: 5.6726, loss: 5.6726 2020-04-27 20:52:18,322 - mmaction - INFO - Epoch [1][180/627] lr: 0.60000, eta: 7 days, 7:29:06, time: 5.931, data_time: 0.003, memory: 14510, top1_acc: 0.0167, top5_acc: 0.0750, loss_cls: 5.6119, loss: 5.6119 2020-04-27 20:54:13,251 - mmaction - INFO - Epoch [1][200/627] lr: 0.60000, eta: 7 days, 7:53:02, time: 5.744, data_time: 0.011, memory: 14510, top1_acc: 0.0167, top5_acc: 0.0792, loss_cls: 5.6013, loss: 5.6013 2020-04-27 20:55:59,943 - mmaction - INFO - Epoch [1][220/627] lr: 0.60000, eta: 7 days, 7:02:17, time: 5.334, data_time: 0.003, memory: 14510, top1_acc: 0.0271, top5_acc: 0.0875, loss_cls: 5.5053, loss: 5.5053 2020-04-27 20:57:57,547 - mmaction - INFO - Epoch [1][240/627] lr: 0.60000, eta: 7 days, 7:45:40, time: 5.884, data_time: 0.036, memory: 14510, top1_acc: 0.0188, top5_acc: 0.0833, loss_cls: 5.5360, loss: 5.5360 2020-04-27 20:59:37,706 - mmaction - INFO - Epoch [1][260/627] lr: 0.60000, eta: 7 days, 6:14:50, time: 5.002, data_time: 0.003, memory: 14510, top1_acc: 0.0271, top5_acc: 0.0917, loss_cls: 5.5516, loss: 5.5516 2020-04-27 21:01:22,360 - mmaction - INFO - Epoch [1][280/627] lr: 0.60000, eta: 7 days, 5:28:06, time: 5.236, data_time: 0.006, memory: 14510, top1_acc: 0.0146, top5_acc: 0.0896, loss_cls: 5.4878, loss: 5.4878 2020-04-27 21:03:21,318 - mmaction - INFO - Epoch [1][300/627] lr: 0.60000, eta: 7 days, 6:16:31, time: 5.949, data_time: 0.005, memory: 14510, top1_acc: 0.0146, top5_acc: 0.0771, loss_cls: 5.4815, loss: 5.4815 2020-04-27 21:05:13,993 - mmaction - INFO - Epoch [1][320/627] lr: 0.60000, eta: 7 days, 6:21:47, time: 5.635, data_time: 0.174, memory: 14510, top1_acc: 0.0250, top5_acc: 0.0792, loss_cls: 5.4942, loss: 5.4942 2020-04-27 21:06:58,859 - mmaction - INFO - Epoch [1][340/627] lr: 0.60000, eta: 7 days, 5:43:03, time: 5.243, data_time: 0.138, memory: 14510, top1_acc: 0.0229, top5_acc: 0.1104, loss_cls: 5.4300, loss: 5.4300 2020-04-27 21:08:38,113 - mmaction - INFO - Epoch [1][360/627] lr: 0.60000, eta: 7 days, 4:39:13, time: 4.963, data_time: 0.001, memory: 14510, top1_acc: 0.0333, top5_acc: 0.1104, loss_cls: 5.4757, loss: 5.4757 2020-04-27 21:10:19,053 - mmaction - INFO - Epoch [1][380/627] lr: 0.60000, eta: 7 days, 3:50:00, time: 5.045, data_time: 0.001, memory: 14510, top1_acc: 0.0271, top5_acc: 0.1292, loss_cls: 5.3693, loss: 5.3693 2020-04-27 21:12:13,608 - mmaction - INFO - Epoch [1][400/627] lr: 0.60000, eta: 7 days, 4:09:33, time: 5.728, data_time: 0.010, memory: 14510, top1_acc: 0.0125, top5_acc: 0.0917, loss_cls: 5.4089, loss: 5.4089 2020-04-27 21:13:53,416 - mmaction - INFO - Epoch [1][420/627] lr: 0.60000, eta: 7 days, 3:21:24, time: 4.992, data_time: 0.003, memory: 14510, top1_acc: 0.0292, top5_acc: 0.1229, loss_cls: 5.3400, loss: 5.3400 2020-04-27 21:15:41,179 - mmaction - INFO - Epoch [1][440/627] lr: 0.60000, eta: 7 days, 3:11:15, time: 5.389, data_time: 0.039, memory: 14510, top1_acc: 0.0292, top5_acc: 0.1063, loss_cls: 5.3549, loss: 5.3549 2020-04-27 21:17:27,853 - mmaction - INFO - Epoch [1][460/627] lr: 0.60000, eta: 7 days, 2:57:10, time: 5.331, data_time: 0.012, memory: 14510, top1_acc: 0.0313, top5_acc: 0.0938, loss_cls: 5.3197, loss: 5.3197 2020-04-27 21:19:09,128 - mmaction - INFO - Epoch [1][480/627] lr: 0.60000, eta: 7 days, 2:23:17, time: 5.065, data_time: 0.003, memory: 14510, top1_acc: 0.0396, top5_acc: 0.1208, loss_cls: 5.3650, loss: 5.3650 2020-04-27 21:21:13,626 - mmaction - INFO - Epoch [1][500/627] lr: 0.60000, eta: 7 days, 3:18:45, time: 6.223, data_time: 0.002, memory: 14510, top1_acc: 0.0438, top5_acc: 0.1125, loss_cls: 5.3397, loss: 5.3397 2020-04-27 21:23:22,025 - mmaction - INFO - Epoch [1][520/627] lr: 0.60000, eta: 7 days, 4:24:05, time: 6.421, data_time: 0.004, memory: 14510, top1_acc: 0.0354, top5_acc: 0.1250, loss_cls: 5.3007, loss: 5.3007 2020-04-27 21:25:16,018 - mmaction - INFO - Epoch [1][540/627] lr: 0.60000, eta: 7 days, 4:34:25, time: 5.700, data_time: 0.003, memory: 14510, top1_acc: 0.0417, top5_acc: 0.1375, loss_cls: 5.2793, loss: 5.2793 2020-04-27 21:27:10,504 - mmaction - INFO - Epoch [1][560/627] lr: 0.60000, eta: 7 days, 4:45:33, time: 5.725, data_time: 0.002, memory: 14510, top1_acc: 0.0417, top5_acc: 0.1333, loss_cls: 5.2623, loss: 5.2623 2020-04-27 21:29:02,032 - mmaction - INFO - Epoch [1][580/627] lr: 0.60000, eta: 7 days, 4:46:05, time: 5.575, data_time: 0.001, memory: 14510, top1_acc: 0.0229, top5_acc: 0.1167, loss_cls: 5.2534, loss: 5.2534 2020-04-27 21:30:52,636 - mmaction - INFO - Epoch [1][600/627] lr: 0.60000, eta: 7 days, 4:43:41, time: 5.531, data_time: 1.960, memory: 14510, top1_acc: 0.0500, top5_acc: 0.1104, loss_cls: 5.2615, loss: 5.2615 2020-04-27 21:32:44,935 - mmaction - INFO - Epoch [1][620/627] lr: 0.60000, eta: 7 days, 4:46:25, time: 5.615, data_time: 2.445, memory: 14510, top1_acc: 0.0458, top5_acc: 0.1292, loss_cls: 5.1836, loss: 5.1836 2020-04-27 21:37:09,933 - mmaction - INFO - Epoch [2][20/627] lr: 0.59995, eta: 7 days, 7:33:22, time: 10.412, data_time: 7.876, memory: 14510, top1_acc: 0.0313, top5_acc: 0.1417, loss_cls: 5.2525, loss: 5.2525 2020-04-27 21:38:49,545 - mmaction - INFO - Epoch [2][40/627] lr: 0.59995, eta: 7 days, 6:54:57, time: 4.980, data_time: 0.001, memory: 14510, top1_acc: 0.0438, top5_acc: 0.1271, loss_cls: 5.2247, loss: 5.2247 2020-04-27 21:40:38,356 - mmaction - INFO - Epoch [2][60/627] lr: 0.59995, eta: 7 days, 6:43:37, time: 5.439, data_time: 2.290, memory: 14510, top1_acc: 0.0458, top5_acc: 0.1396, loss_cls: 5.1138, loss: 5.1138 2020-04-27 21:42:15,543 - mmaction - INFO - Epoch [2][80/627] lr: 0.59995, eta: 7 days, 6:02:04, time: 4.857, data_time: 3.279, memory: 14510, top1_acc: 0.0500, top5_acc: 0.1542, loss_cls: 5.0738, loss: 5.0738 2020-04-27 21:43:51,555 - mmaction - INFO - Epoch [2][100/627] lr: 0.59995, eta: 7 days, 5:19:55, time: 4.803, data_time: 1.076, memory: 14510, top1_acc: 0.0479, top5_acc: 0.1417, loss_cls: 5.1232, loss: 5.1232 2020-04-27 21:45:27,955 - mmaction - INFO - Epoch [2][120/627] lr: 0.59995, eta: 7 days, 4:40:43, time: 4.818, data_time: 0.702, memory: 14510, top1_acc: 0.0500, top5_acc: 0.1542, loss_cls: 5.1278, loss: 5.1278 2020-04-27 21:47:13,506 - mmaction - INFO - Epoch [2][140/627] lr: 0.59995, eta: 7 days, 4:25:58, time: 5.280, data_time: 0.004, memory: 14510, top1_acc: 0.0625, top5_acc: 0.1604, loss_cls: 5.0631, loss: 5.0631 2020-04-27 21:49:06,767 - mmaction - INFO - Epoch [2][160/627] lr: 0.59995, eta: 7 days, 4:30:03, time: 5.663, data_time: 0.003, memory: 14510, top1_acc: 0.0604, top5_acc: 0.1604, loss_cls: 5.0456, loss: 5.0456 2020-04-27 21:50:50,291 - mmaction - INFO - Epoch [2][180/627] lr: 0.59995, eta: 7 days, 4:11:22, time: 5.177, data_time: 1.984, memory: 14510, top1_acc: 0.0438, top5_acc: 0.1354, loss_cls: 5.0804, loss: 5.0804 2020-04-27 21:52:27,479 - mmaction - INFO - Epoch [2][200/627] lr: 0.59995, eta: 7 days, 3:39:10, time: 4.860, data_time: 3.362, memory: 14510, top1_acc: 0.0375, top5_acc: 0.1479, loss_cls: 5.1250, loss: 5.1250 2020-04-27 21:54:14,787 - mmaction - INFO - Epoch [2][220/627] lr: 0.59995, eta: 7 days, 3:30:36, time: 5.363, data_time: 1.357, memory: 14510, top1_acc: 0.0542, top5_acc: 0.1646, loss_cls: 5.1204, loss: 5.1204 2020-04-27 21:55:50,211 - mmaction - INFO - Epoch [2][240/627] lr: 0.59995, eta: 7 days, 2:56:50, time: 4.770, data_time: 1.489, memory: 14510, top1_acc: 0.0438, top5_acc: 0.1604, loss_cls: 5.1017, loss: 5.1017 2020-04-27 21:57:27,654 - mmaction - INFO - Epoch [2][260/627] lr: 0.59995, eta: 7 days, 2:28:53, time: 4.875, data_time: 0.025, memory: 14510, top1_acc: 0.0542, top5_acc: 0.1917, loss_cls: 5.0134, loss: 5.0134 2020-04-27 21:59:14,109 - mmaction - INFO - Epoch [2][280/627] lr: 0.59995, eta: 7 days, 2:20:35, time: 5.323, data_time: 0.267, memory: 14510, top1_acc: 0.0417, top5_acc: 0.1438, loss_cls: 5.0548, loss: 5.0548 2020-04-27 22:00:52,119 - mmaction - INFO - Epoch [2][300/627] lr: 0.59995, eta: 7 days, 1:55:25, time: 4.898, data_time: 0.297, memory: 14510, top1_acc: 0.0479, top5_acc: 0.1583, loss_cls: 5.0659, loss: 5.0659 2020-04-27 22:02:32,194 - mmaction - INFO - Epoch [2][320/627] lr: 0.59995, eta: 7 days, 1:35:19, time: 5.002, data_time: 0.380, memory: 14510, top1_acc: 0.0458, top5_acc: 0.1750, loss_cls: 5.0802, loss: 5.0802 2020-04-27 22:04:26,244 - mmaction - INFO - Epoch [2][340/627] lr: 0.59995, eta: 7 days, 1:42:06, time: 5.678, data_time: 0.007, memory: 14510, top1_acc: 0.0750, top5_acc: 0.1896, loss_cls: 4.9360, loss: 4.9360 2020-04-27 22:06:00,112 - mmaction - INFO - Epoch [2][360/627] lr: 0.59995, eta: 7 days, 1:12:19, time: 4.720, data_time: 0.031, memory: 14510, top1_acc: 0.0479, top5_acc: 0.1875, loss_cls: 4.9893, loss: 4.9893 2020-04-27 22:08:10,351 - mmaction - INFO - Epoch [2][380/627] lr: 0.59995, eta: 7 days, 1:50:02, time: 6.513, data_time: 0.662, memory: 14510, top1_acc: 0.0813, top5_acc: 0.1917, loss_cls: 4.9460, loss: 4.9460 2020-04-27 22:09:53,172 - mmaction - INFO - Epoch [2][400/627] lr: 0.59995, eta: 7 days, 1:36:22, time: 5.140, data_time: 2.171, memory: 14510, top1_acc: 0.0500, top5_acc: 0.1771, loss_cls: 4.9490, loss: 4.9490 2020-04-27 22:11:42,030 - mmaction - INFO - Epoch [2][420/627] lr: 0.59995, eta: 7 days, 1:34:04, time: 5.447, data_time: 2.042, memory: 14510, top1_acc: 0.0563, top5_acc: 0.1896, loss_cls: 4.9207, loss: 4.9207 2020-04-27 22:13:21,928 - mmaction - INFO - Epoch [2][440/627] lr: 0.59995, eta: 7 days, 1:16:01, time: 4.995, data_time: 1.802, memory: 14510, top1_acc: 0.0521, top5_acc: 0.1750, loss_cls: 4.9848, loss: 4.9848 2020-04-27 22:15:03,495 - mmaction - INFO - Epoch [2][460/627] lr: 0.59995, eta: 7 days, 1:01:25, time: 5.078, data_time: 1.163, memory: 14510, top1_acc: 0.0625, top5_acc: 0.1875, loss_cls: 4.9029, loss: 4.9029 2020-04-27 22:17:39,237 - mmaction - INFO - Epoch [2][480/627] lr: 0.59995, eta: 7 days, 2:18:29, time: 7.788, data_time: 0.001, memory: 14510, top1_acc: 0.0542, top5_acc: 0.1917, loss_cls: 4.9134, loss: 4.9134 2020-04-27 22:19:46,910 - mmaction - INFO - Epoch [2][500/627] lr: 0.59995, eta: 7 days, 2:46:18, time: 6.383, data_time: 0.048, memory: 14510, top1_acc: 0.0542, top5_acc: 0.1708, loss_cls: 5.0259, loss: 5.0259 2020-04-27 22:22:08,129 - mmaction - INFO - Epoch [2][520/627] lr: 0.59995, eta: 7 days, 3:34:55, time: 7.056, data_time: 2.214, memory: 14510, top1_acc: 0.0729, top5_acc: 0.2021, loss_cls: 4.9482, loss: 4.9482 2020-04-27 22:24:33,484 - mmaction - INFO - Epoch [2][540/627] lr: 0.59995, eta: 7 days, 4:28:31, time: 7.267, data_time: 0.007, memory: 14510, top1_acc: 0.0625, top5_acc: 0.2042, loss_cls: 4.8741, loss: 4.8741 2020-04-27 22:26:53,242 - mmaction - INFO - Epoch [2][560/627] lr: 0.59995, eta: 7 days, 5:11:29, time: 6.988, data_time: 0.009, memory: 14510, top1_acc: 0.0750, top5_acc: 0.2083, loss_cls: 4.8618, loss: 4.8618 2020-04-27 22:28:42,969 - mmaction - INFO - Epoch [2][580/627] lr: 0.59995, eta: 7 days, 5:06:46, time: 5.491, data_time: 0.006, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2021, loss_cls: 4.8818, loss: 4.8818 2020-04-27 22:30:29,280 - mmaction - INFO - Epoch [2][600/627] lr: 0.59995, eta: 7 days, 4:56:51, time: 5.316, data_time: 0.002, memory: 14510, top1_acc: 0.0729, top5_acc: 0.1792, loss_cls: 4.9150, loss: 4.9150 2020-04-27 22:32:19,224 - mmaction - INFO - Epoch [2][620/627] lr: 0.59995, eta: 7 days, 4:52:35, time: 5.497, data_time: 0.001, memory: 14510, top1_acc: 0.0646, top5_acc: 0.2125, loss_cls: 4.8669, loss: 4.8669 2020-04-27 22:36:38,886 - mmaction - INFO - Epoch [3][20/627] lr: 0.59982, eta: 7 days, 6:07:06, time: 10.166, data_time: 4.635, memory: 14510, top1_acc: 0.0625, top5_acc: 0.1875, loss_cls: 4.9441, loss: 4.9441 2020-04-27 22:38:20,451 - mmaction - INFO - Epoch [3][40/627] lr: 0.59982, eta: 7 days, 5:49:45, time: 5.079, data_time: 0.018, memory: 14510, top1_acc: 0.0625, top5_acc: 0.1896, loss_cls: 4.7909, loss: 4.7909 2020-04-27 22:40:07,455 - mmaction - INFO - Epoch [3][60/627] lr: 0.59982, eta: 7 days, 5:40:33, time: 5.350, data_time: 0.003, memory: 14510, top1_acc: 0.0604, top5_acc: 0.1958, loss_cls: 4.8112, loss: 4.8112 2020-04-27 22:42:08,040 - mmaction - INFO - Epoch [3][80/627] lr: 0.59982, eta: 7 days, 5:50:33, time: 6.031, data_time: 0.003, memory: 14510, top1_acc: 0.0583, top5_acc: 0.1771, loss_cls: 4.9358, loss: 4.9358 2020-04-27 22:44:03,407 - mmaction - INFO - Epoch [3][100/627] lr: 0.59982, eta: 7 days, 5:52:57, time: 5.767, data_time: 0.002, memory: 14510, top1_acc: 0.0604, top5_acc: 0.1833, loss_cls: 4.8479, loss: 4.8479 2020-04-27 22:46:17,404 - mmaction - INFO - Epoch [3][120/627] lr: 0.59982, eta: 7 days, 6:20:24, time: 6.698, data_time: 0.002, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2354, loss_cls: 4.8101, loss: 4.8101 2020-04-27 22:48:06,254 - mmaction - INFO - Epoch [3][140/627] lr: 0.59982, eta: 7 days, 6:13:37, time: 5.445, data_time: 0.004, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2042, loss_cls: 4.8470, loss: 4.8470 2020-04-27 22:49:48,869 - mmaction - INFO - Epoch [3][160/627] lr: 0.59982, eta: 7 days, 5:58:38, time: 5.128, data_time: 0.002, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2354, loss_cls: 4.7994, loss: 4.7994 2020-04-27 22:51:27,021 - mmaction - INFO - Epoch [3][180/627] lr: 0.59982, eta: 7 days, 5:38:20, time: 4.909, data_time: 0.004, memory: 14510, top1_acc: 0.0813, top5_acc: 0.2062, loss_cls: 4.8098, loss: 4.8098 2020-04-27 22:53:17,685 - mmaction - INFO - Epoch [3][200/627] lr: 0.59982, eta: 7 days, 5:34:31, time: 5.534, data_time: 0.003, memory: 14510, top1_acc: 0.0583, top5_acc: 0.1917, loss_cls: 4.8663, loss: 4.8663 2020-04-27 22:55:05,825 - mmaction - INFO - Epoch [3][220/627] lr: 0.59982, eta: 7 days, 5:27:32, time: 5.406, data_time: 0.002, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2271, loss_cls: 4.7650, loss: 4.7650 2020-04-27 22:56:42,323 - mmaction - INFO - Epoch [3][240/627] lr: 0.59982, eta: 7 days, 5:06:19, time: 4.828, data_time: 0.004, memory: 14510, top1_acc: 0.0646, top5_acc: 0.2063, loss_cls: 4.8861, loss: 4.8861 2020-04-27 22:58:19,014 - mmaction - INFO - Epoch [3][260/627] lr: 0.59982, eta: 7 days, 4:45:39, time: 4.829, data_time: 0.001, memory: 14510, top1_acc: 0.0583, top5_acc: 0.2146, loss_cls: 4.8257, loss: 4.8257 2020-04-27 22:59:57,485 - mmaction - INFO - Epoch [3][280/627] lr: 0.59982, eta: 7 days, 4:27:52, time: 4.928, data_time: 0.039, memory: 14510, top1_acc: 0.0729, top5_acc: 0.2021, loss_cls: 4.7913, loss: 4.7913 2020-04-27 23:01:42,274 - mmaction - INFO - Epoch [3][300/627] lr: 0.59982, eta: 7 days, 4:17:56, time: 5.239, data_time: 0.002, memory: 14510, top1_acc: 0.0667, top5_acc: 0.2146, loss_cls: 4.7334, loss: 4.7334 2020-04-27 23:03:46,298 - mmaction - INFO - Epoch [3][320/627] lr: 0.59982, eta: 7 days, 4:30:22, time: 6.179, data_time: 0.003, memory: 14510, top1_acc: 0.0813, top5_acc: 0.2063, loss_cls: 4.7495, loss: 4.7495 2020-04-27 23:05:24,666 - mmaction - INFO - Epoch [3][340/627] lr: 0.59982, eta: 7 days, 4:13:35, time: 4.939, data_time: 0.028, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2042, loss_cls: 4.8669, loss: 4.8669 2020-04-27 23:07:11,704 - mmaction - INFO - Epoch [3][360/627] lr: 0.59982, eta: 7 days, 4:06:42, time: 5.353, data_time: 0.030, memory: 14510, top1_acc: 0.0771, top5_acc: 0.2375, loss_cls: 4.7630, loss: 4.7630 2020-04-27 23:08:53,059 - mmaction - INFO - Epoch [3][380/627] lr: 0.59982, eta: 7 days, 3:53:28, time: 5.068, data_time: 0.381, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2354, loss_cls: 4.7925, loss: 4.7925 2020-04-27 23:10:29,264 - mmaction - INFO - Epoch [3][400/627] lr: 0.59982, eta: 7 days, 3:34:44, time: 4.811, data_time: 0.002, memory: 14510, top1_acc: 0.0708, top5_acc: 0.2125, loss_cls: 4.7918, loss: 4.7918 2020-04-27 23:12:06,925 - mmaction - INFO - Epoch [3][420/627] lr: 0.59982, eta: 7 days, 3:18:02, time: 4.883, data_time: 0.023, memory: 14510, top1_acc: 0.0688, top5_acc: 0.2167, loss_cls: 4.7315, loss: 4.7315 2020-04-27 23:13:54,525 - mmaction - INFO - Epoch [3][440/627] lr: 0.59982, eta: 7 days, 3:12:31, time: 5.379, data_time: 0.821, memory: 14510, top1_acc: 0.0667, top5_acc: 0.2500, loss_cls: 4.7215, loss: 4.7215 2020-04-27 23:15:30,779 - mmaction - INFO - Epoch [3][460/627] lr: 0.59982, eta: 7 days, 2:54:52, time: 4.814, data_time: 2.371, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2375, loss_cls: 4.7426, loss: 4.7426 2020-04-27 23:17:10,011 - mmaction - INFO - Epoch [3][480/627] lr: 0.59982, eta: 7 days, 2:40:45, time: 4.961, data_time: 1.200, memory: 14510, top1_acc: 0.0875, top5_acc: 0.2500, loss_cls: 4.7074, loss: 4.7074 2020-04-27 23:18:39,939 - mmaction - INFO - Epoch [3][500/627] lr: 0.59982, eta: 7 days, 2:17:03, time: 4.494, data_time: 0.134, memory: 14510, top1_acc: 0.1000, top5_acc: 0.2625, loss_cls: 4.5918, loss: 4.5918 2020-04-27 23:20:18,588 - mmaction - INFO - Epoch [3][520/627] lr: 0.59982, eta: 7 days, 2:03:01, time: 4.934, data_time: 0.043, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2125, loss_cls: 4.8131, loss: 4.8131 2020-04-27 23:22:33,744 - mmaction - INFO - Epoch [3][540/627] lr: 0.59982, eta: 7 days, 2:26:55, time: 6.758, data_time: 0.003, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2208, loss_cls: 4.6440, loss: 4.6440 2020-04-27 23:24:38,075 - mmaction - INFO - Epoch [3][560/627] lr: 0.59982, eta: 7 days, 2:39:13, time: 6.218, data_time: 0.004, memory: 14510, top1_acc: 0.0854, top5_acc: 0.2083, loss_cls: 4.8351, loss: 4.8351 2020-04-27 23:26:17,998 - mmaction - INFO - Epoch [3][580/627] lr: 0.59982, eta: 7 days, 2:26:34, time: 4.996, data_time: 0.022, memory: 14510, top1_acc: 0.0729, top5_acc: 0.2313, loss_cls: 4.7802, loss: 4.7802 2020-04-27 23:27:55,215 - mmaction - INFO - Epoch [3][600/627] lr: 0.59982, eta: 7 days, 2:11:27, time: 4.862, data_time: 0.002, memory: 14510, top1_acc: 0.0917, top5_acc: 0.2354, loss_cls: 4.7509, loss: 4.7509 2020-04-27 23:29:31,979 - mmaction - INFO - Epoch [3][620/627] lr: 0.59982, eta: 7 days, 1:56:06, time: 4.835, data_time: 1.776, memory: 14510, top1_acc: 0.0917, top5_acc: 0.2771, loss_cls: 4.5796, loss: 4.5796 2020-04-27 23:33:32,808 - mmaction - INFO - Epoch [4][20/627] lr: 0.59959, eta: 7 days, 2:43:17, time: 9.994, data_time: 7.193, memory: 14510, top1_acc: 0.0625, top5_acc: 0.2083, loss_cls: 4.7071, loss: 4.7071 2020-04-27 23:35:05,675 - mmaction - INFO - Epoch [4][40/627] lr: 0.59959, eta: 7 days, 2:24:10, time: 4.642, data_time: 0.025, memory: 14510, top1_acc: 0.0958, top5_acc: 0.2438, loss_cls: 4.7269, loss: 4.7269 2020-04-27 23:36:40,343 - mmaction - INFO - Epoch [4][60/627] lr: 0.59959, eta: 7 days, 2:07:11, time: 4.735, data_time: 0.026, memory: 14510, top1_acc: 0.1000, top5_acc: 0.2708, loss_cls: 4.5518, loss: 4.5518 2020-04-27 23:38:13,516 - mmaction - INFO - Epoch [4][80/627] lr: 0.59959, eta: 7 days, 1:49:05, time: 4.659, data_time: 0.016, memory: 14510, top1_acc: 0.0813, top5_acc: 0.2583, loss_cls: 4.6830, loss: 4.6830 2020-04-27 23:39:48,586 - mmaction - INFO - Epoch [4][100/627] lr: 0.59959, eta: 7 days, 1:33:05, time: 4.753, data_time: 0.001, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2375, loss_cls: 4.6734, loss: 4.6734 2020-04-27 23:41:40,770 - mmaction - INFO - Epoch [4][120/627] lr: 0.59959, eta: 7 days, 1:33:10, time: 5.609, data_time: 0.001, memory: 14510, top1_acc: 0.0771, top5_acc: 0.2396, loss_cls: 4.7011, loss: 4.7011 2020-04-27 23:43:18,946 - mmaction - INFO - Epoch [4][140/627] lr: 0.59959, eta: 7 days, 1:20:26, time: 4.910, data_time: 0.002, memory: 14510, top1_acc: 0.0750, top5_acc: 0.2437, loss_cls: 4.7172, loss: 4.7172 2020-04-27 23:44:59,954 - mmaction - INFO - Epoch [4][160/627] lr: 0.59959, eta: 7 days, 1:10:27, time: 5.050, data_time: 0.053, memory: 14510, top1_acc: 0.0917, top5_acc: 0.2458, loss_cls: 4.6220, loss: 4.6220 2020-04-27 23:46:30,150 - mmaction - INFO - Epoch [4][180/627] lr: 0.59959, eta: 7 days, 0:50:56, time: 4.509, data_time: 0.001, memory: 14510, top1_acc: 0.0938, top5_acc: 0.2396, loss_cls: 4.6467, loss: 4.6467 2020-04-27 23:48:00,429 - mmaction - INFO - Epoch [4][200/627] lr: 0.59959, eta: 7 days, 0:31:51, time: 4.513, data_time: 0.002, memory: 14510, top1_acc: 0.1042, top5_acc: 0.2687, loss_cls: 4.5846, loss: 4.5846 2020-04-27 23:49:31,921 - mmaction - INFO - Epoch [4][220/627] lr: 0.59959, eta: 7 days, 0:14:10, time: 4.574, data_time: 0.002, memory: 14510, top1_acc: 0.0938, top5_acc: 0.2063, loss_cls: 4.7288, loss: 4.7288 2020-04-27 23:51:19,946 - mmaction - INFO - Epoch [4][240/627] lr: 0.59959, eta: 7 days, 0:11:08, time: 5.398, data_time: 0.004, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2208, loss_cls: 4.6898, loss: 4.6898 2020-04-27 23:52:54,142 - mmaction - INFO - Epoch [4][260/627] lr: 0.59959, eta: 6 days, 23:56:16, time: 4.711, data_time: 0.009, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2292, loss_cls: 4.6223, loss: 4.6223 2020-04-27 23:54:24,987 - mmaction - INFO - Epoch [4][280/627] lr: 0.59959, eta: 6 days, 23:38:49, time: 4.544, data_time: 0.004, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2437, loss_cls: 4.7340, loss: 4.7340 2020-04-27 23:55:57,848 - mmaction - INFO - Epoch [4][300/627] lr: 0.59959, eta: 6 days, 23:23:19, time: 4.644, data_time: 0.001, memory: 14510, top1_acc: 0.1083, top5_acc: 0.2458, loss_cls: 4.6270, loss: 4.6270 2020-04-27 23:57:27,668 - mmaction - INFO - Epoch [4][320/627] lr: 0.59959, eta: 6 days, 23:05:30, time: 4.489, data_time: 0.001, memory: 14510, top1_acc: 0.1104, top5_acc: 0.2833, loss_cls: 4.5640, loss: 4.5640 2020-04-27 23:59:04,828 - mmaction - INFO - Epoch [4][340/627] lr: 0.59959, eta: 6 days, 22:54:01, time: 4.854, data_time: 0.924, memory: 14510, top1_acc: 0.0958, top5_acc: 0.2375, loss_cls: 4.6682, loss: 4.6682 2020-04-28 00:00:40,024 - mmaction - INFO - Epoch [4][360/627] lr: 0.59959, eta: 6 days, 22:41:15, time: 4.765, data_time: 0.111, memory: 14510, top1_acc: 0.0958, top5_acc: 0.2458, loss_cls: 4.5819, loss: 4.5819 2020-04-28 00:02:12,739 - mmaction - INFO - Epoch [4][380/627] lr: 0.59959, eta: 6 days, 22:26:35, time: 4.636, data_time: 0.157, memory: 14510, top1_acc: 0.0771, top5_acc: 0.2333, loss_cls: 4.6910, loss: 4.6910 2020-04-28 00:03:44,914 - mmaction - INFO - Epoch [4][400/627] lr: 0.59959, eta: 6 days, 22:11:42, time: 4.609, data_time: 0.002, memory: 14510, top1_acc: 0.1083, top5_acc: 0.2771, loss_cls: 4.5032, loss: 4.5032 2020-04-28 00:05:12,438 - mmaction - INFO - Epoch [4][420/627] lr: 0.59959, eta: 6 days, 21:53:20, time: 4.376, data_time: 0.709, memory: 14510, top1_acc: 0.0979, top5_acc: 0.2750, loss_cls: 4.5325, loss: 4.5325 2020-04-28 00:06:42,199 - mmaction - INFO - Epoch [4][440/627] lr: 0.59959, eta: 6 days, 21:37:02, time: 4.488, data_time: 0.051, memory: 14510, top1_acc: 0.0938, top5_acc: 0.2458, loss_cls: 4.6861, loss: 4.6861 2020-04-28 00:08:20,893 - mmaction - INFO - Epoch [4][460/627] lr: 0.59959, eta: 6 days, 21:28:01, time: 4.935, data_time: 0.236, memory: 14510, top1_acc: 0.1000, top5_acc: 0.2583, loss_cls: 4.5317, loss: 4.5317 2020-04-28 00:10:00,175 - mmaction - INFO - Epoch [4][480/627] lr: 0.59959, eta: 6 days, 21:19:34, time: 4.964, data_time: 0.001, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2417, loss_cls: 4.6257, loss: 4.6257 2020-04-28 00:11:30,380 - mmaction - INFO - Epoch [4][500/627] lr: 0.59959, eta: 6 days, 21:04:12, time: 4.509, data_time: 0.001, memory: 14510, top1_acc: 0.1063, top5_acc: 0.2583, loss_cls: 4.6192, loss: 4.6192 2020-04-28 00:12:58,761 - mmaction - INFO - Epoch [4][520/627] lr: 0.59959, eta: 6 days, 20:47:39, time: 4.417, data_time: 0.003, memory: 14510, top1_acc: 0.1250, top5_acc: 0.3104, loss_cls: 4.4666, loss: 4.4666 2020-04-28 00:14:27,200 - mmaction - INFO - Epoch [4][540/627] lr: 0.59959, eta: 6 days, 20:31:26, time: 4.422, data_time: 0.005, memory: 14510, top1_acc: 0.0729, top5_acc: 0.2354, loss_cls: 4.6708, loss: 4.6708 2020-04-28 00:15:54,552 - mmaction - INFO - Epoch [4][560/627] lr: 0.59959, eta: 6 days, 20:14:41, time: 4.370, data_time: 0.005, memory: 14510, top1_acc: 0.1083, top5_acc: 0.2729, loss_cls: 4.5883, loss: 4.5883 2020-04-28 00:17:32,812 - mmaction - INFO - Epoch [4][580/627] lr: 0.59959, eta: 6 days, 20:06:18, time: 4.914, data_time: 0.040, memory: 14510, top1_acc: 0.1063, top5_acc: 0.2958, loss_cls: 4.5387, loss: 4.5387 2020-04-28 00:19:05,797 - mmaction - INFO - Epoch [4][600/627] lr: 0.59959, eta: 6 days, 19:54:06, time: 4.649, data_time: 0.002, memory: 14510, top1_acc: 0.0729, top5_acc: 0.2521, loss_cls: 4.6572, loss: 4.6572 2020-04-28 00:20:42,533 - mmaction - INFO - Epoch [4][620/627] lr: 0.59959, eta: 6 days, 19:44:50, time: 4.837, data_time: 0.154, memory: 14510, top1_acc: 0.0792, top5_acc: 0.2375, loss_cls: 4.6280, loss: 4.6280 2020-04-28 00:24:52,403 - mmaction - INFO - Epoch [5][20/627] lr: 0.59927, eta: 6 days, 20:29:58, time: 10.479, data_time: 4.333, memory: 14510, top1_acc: 0.1021, top5_acc: 0.2708, loss_cls: 4.6203, loss: 4.6203 2020-04-28 00:27:05,688 - mmaction - INFO - Epoch [5][40/627] lr: 0.59927, eta: 6 days, 20:47:02, time: 6.674, data_time: 0.014, memory: 14510, top1_acc: 0.0958, top5_acc: 0.2479, loss_cls: 4.6223, loss: 4.6223 2020-04-28 00:28:49,080 - mmaction - INFO - Epoch [5][60/627] lr: 0.59927, eta: 6 days, 20:42:16, time: 5.170, data_time: 0.014, memory: 14510, top1_acc: 0.0979, top5_acc: 0.2500, loss_cls: 4.5587, loss: 4.5587 2020-04-28 00:30:30,584 - mmaction - INFO - Epoch [5][80/627] lr: 0.59927, eta: 6 days, 20:36:11, time: 5.074, data_time: 0.001, memory: 14510, top1_acc: 0.0979, top5_acc: 0.2792, loss_cls: 4.4967, loss: 4.4967 2020-04-28 00:32:13,818 - mmaction - INFO - Epoch [5][100/627] lr: 0.59927, eta: 6 days, 20:31:25, time: 5.163, data_time: 0.003, memory: 14510, top1_acc: 0.1042, top5_acc: 0.3167, loss_cls: 4.4810, loss: 4.4810 2020-04-28 00:33:54,971 - mmaction - INFO - Epoch [5][120/627] lr: 0.59927, eta: 6 days, 20:25:12, time: 5.056, data_time: 0.002, memory: 14510, top1_acc: 0.0875, top5_acc: 0.2729, loss_cls: 4.6225, loss: 4.6225 2020-04-28 00:35:39,224 - mmaction - INFO - Epoch [5][140/627] lr: 0.59927, eta: 6 days, 20:21:14, time: 5.212, data_time: 0.050, memory: 14510, top1_acc: 0.1042, top5_acc: 0.2771, loss_cls: 4.5722, loss: 4.5722 2020-04-28 00:37:30,318 - mmaction - INFO - Epoch [5][160/627] lr: 0.59927, eta: 6 days, 20:22:02, time: 5.557, data_time: 0.004, memory: 14510, top1_acc: 0.0979, top5_acc: 0.2625, loss_cls: 4.5436, loss: 4.5436 2020-04-28 00:39:05,590 - mmaction - INFO - Epoch [5][180/627] lr: 0.59927, eta: 6 days, 20:11:57, time: 4.762, data_time: 0.677, memory: 14510, top1_acc: 0.1167, top5_acc: 0.2729, loss_cls: 4.5411, loss: 4.5411 2020-04-28 00:40:46,350 - mmaction - INFO - Epoch [5][200/627] lr: 0.59927, eta: 6 days, 20:05:06, time: 4.992, data_time: 0.102, memory: 14510, top1_acc: 0.1208, top5_acc: 0.2979, loss_cls: 4.5123, loss: 4.5123 2020-04-28 00:42:39,007 - mmaction - INFO - Epoch [5][220/627] lr: 0.59927, eta: 6 days, 20:07:34, time: 5.679, data_time: 0.049, memory: 14510, top1_acc: 0.1021, top5_acc: 0.2625, loss_cls: 4.5209, loss: 4.5209 2020-04-28 00:44:33,331 - mmaction - INFO - Epoch [5][240/627] lr: 0.59927, eta: 6 days, 20:10:28, time: 5.716, data_time: 0.003, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2583, loss_cls: 4.5872, loss: 4.5872 2020-04-28 00:46:30,938 - mmaction - INFO - Epoch [5][260/627] lr: 0.59927, eta: 6 days, 20:15:30, time: 5.882, data_time: 0.003, memory: 14510, top1_acc: 0.0938, top5_acc: 0.2708, loss_cls: 4.6301, loss: 4.6301 2020-04-28 00:48:06,828 - mmaction - INFO - Epoch [5][280/627] lr: 0.59927, eta: 6 days, 20:06:07, time: 4.795, data_time: 0.001, memory: 14510, top1_acc: 0.1375, top5_acc: 0.2896, loss_cls: 4.4005, loss: 4.4005 2020-04-28 00:49:40,855 - mmaction - INFO - Epoch [5][300/627] lr: 0.59927, eta: 6 days, 19:55:38, time: 4.701, data_time: 0.001, memory: 14510, top1_acc: 0.0979, top5_acc: 0.2750, loss_cls: 4.5678, loss: 4.5678 2020-04-28 00:51:12,589 - mmaction - INFO - Epoch [5][320/627] lr: 0.59927, eta: 6 days, 19:43:45, time: 4.584, data_time: 0.001, memory: 14510, top1_acc: 0.1063, top5_acc: 0.2854, loss_cls: 4.4328, loss: 4.4328 2020-04-28 00:52:43,588 - mmaction - INFO - Epoch [5][340/627] lr: 0.59927, eta: 6 days, 19:31:34, time: 4.549, data_time: 0.005, memory: 14510, top1_acc: 0.0875, top5_acc: 0.2583, loss_cls: 4.5675, loss: 4.5675 2020-04-28 00:54:19,023 - mmaction - INFO - Epoch [5][360/627] lr: 0.59927, eta: 6 days, 19:22:21, time: 4.770, data_time: 0.092, memory: 14510, top1_acc: 0.0729, top5_acc: 0.2458, loss_cls: 4.6638, loss: 4.6638 2020-04-28 00:55:59,559 - mmaction - INFO - Epoch [5][380/627] lr: 0.59927, eta: 6 days, 19:16:34, time: 5.033, data_time: 0.064, memory: 14510, top1_acc: 0.1229, top5_acc: 0.2812, loss_cls: 4.4836, loss: 4.4836 2020-04-28 00:57:31,623 - mmaction - INFO - Epoch [5][400/627] lr: 0.59927, eta: 6 days, 19:05:25, time: 4.602, data_time: 0.002, memory: 14510, top1_acc: 0.1125, top5_acc: 0.2917, loss_cls: 4.4961, loss: 4.4961 2020-04-28 00:58:59,853 - mmaction - INFO - Epoch [5][420/627] lr: 0.59927, eta: 6 days, 18:52:00, time: 4.409, data_time: 0.012, memory: 14510, top1_acc: 0.1167, top5_acc: 0.2833, loss_cls: 4.5120, loss: 4.5120 2020-04-28 01:00:29,077 - mmaction - INFO - Epoch [5][440/627] lr: 0.59927, eta: 6 days, 18:39:23, time: 4.462, data_time: 0.140, memory: 14510, top1_acc: 0.0875, top5_acc: 0.2708, loss_cls: 4.5843, loss: 4.5843 2020-04-28 01:02:15,482 - mmaction - INFO - Epoch [5][460/627] lr: 0.59927, eta: 6 days, 18:37:31, time: 5.320, data_time: 0.004, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3208, loss_cls: 4.4526, loss: 4.4526 2020-04-28 01:03:53,185 - mmaction - INFO - Epoch [5][480/627] lr: 0.59927, eta: 6 days, 18:30:20, time: 4.886, data_time: 0.005, memory: 14510, top1_acc: 0.1208, top5_acc: 0.2917, loss_cls: 4.4382, loss: 4.4382 2020-04-28 01:05:50,412 - mmaction - INFO - Epoch [5][500/627] lr: 0.59927, eta: 6 days, 18:35:04, time: 5.859, data_time: 0.003, memory: 14510, top1_acc: 0.1000, top5_acc: 0.2896, loss_cls: 4.4914, loss: 4.4914 2020-04-28 01:07:28,806 - mmaction - INFO - Epoch [5][520/627] lr: 0.59927, eta: 6 days, 18:28:24, time: 4.924, data_time: 0.005, memory: 14510, top1_acc: 0.1229, top5_acc: 0.3083, loss_cls: 4.3451, loss: 4.3451 2020-04-28 01:08:53,520 - mmaction - INFO - Epoch [5][540/627] lr: 0.59927, eta: 6 days, 18:13:31, time: 4.234, data_time: 0.002, memory: 14510, top1_acc: 0.0938, top5_acc: 0.2917, loss_cls: 4.4638, loss: 4.4638 2020-04-28 01:10:20,389 - mmaction - INFO - Epoch [5][560/627] lr: 0.59927, eta: 6 days, 18:00:06, time: 4.343, data_time: 0.301, memory: 14510, top1_acc: 0.1208, top5_acc: 0.2979, loss_cls: 4.4422, loss: 4.4422 2020-04-28 01:11:47,029 - mmaction - INFO - Epoch [5][580/627] lr: 0.59927, eta: 6 days, 17:46:43, time: 4.332, data_time: 0.163, memory: 14510, top1_acc: 0.1042, top5_acc: 0.2708, loss_cls: 4.4938, loss: 4.4938 2020-04-28 01:13:16,678 - mmaction - INFO - Epoch [5][600/627] lr: 0.59927, eta: 6 days, 17:35:17, time: 4.484, data_time: 0.005, memory: 14510, top1_acc: 0.1250, top5_acc: 0.2875, loss_cls: 4.4538, loss: 4.4538 2020-04-28 01:14:59,081 - mmaction - INFO - Epoch [5][620/627] lr: 0.59927, eta: 6 days, 17:31:23, time: 5.117, data_time: 0.332, memory: 14510, top1_acc: 0.1000, top5_acc: 0.2854, loss_cls: 4.4019, loss: 4.4019 2020-04-28 01:22:00,929 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 01:22:01,794 - mmaction - INFO - top1_acc 0.1024 top5_acc 0.2785 2020-04-28 01:22:01,794 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 01:22:01,927 - mmaction - INFO - mean_acc 0.1024 2020-04-28 01:22:01,937 - mmaction - INFO - Epoch [5][627/627] lr: 0.59927, top1_acc: 0.1024, top5_acc: 0.2785, mean_class_accuracy: 0.1024 2020-04-28 01:25:12,042 - mmaction - INFO - Epoch [6][20/627] lr: 0.59886, eta: 6 days, 17:56:14, time: 9.504, data_time: 3.280, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3063, loss_cls: 4.4063, loss: 4.4063 2020-04-28 01:26:52,697 - mmaction - INFO - Epoch [6][40/627] lr: 0.59886, eta: 6 days, 17:51:13, time: 5.033, data_time: 0.002, memory: 14510, top1_acc: 0.0917, top5_acc: 0.2542, loss_cls: 4.5138, loss: 4.5138 2020-04-28 01:28:31,965 - mmaction - INFO - Epoch [6][60/627] lr: 0.59886, eta: 6 days, 17:45:26, time: 4.961, data_time: 0.002, memory: 14510, top1_acc: 0.1104, top5_acc: 0.2979, loss_cls: 4.4494, loss: 4.4494 2020-04-28 01:30:07,421 - mmaction - INFO - Epoch [6][80/627] lr: 0.59886, eta: 6 days, 17:37:35, time: 4.776, data_time: 0.005, memory: 14510, top1_acc: 0.0813, top5_acc: 0.2750, loss_cls: 4.5474, loss: 4.5474 2020-04-28 01:31:40,209 - mmaction - INFO - Epoch [6][100/627] lr: 0.59886, eta: 6 days, 17:28:17, time: 4.639, data_time: 0.017, memory: 14510, top1_acc: 0.1167, top5_acc: 0.2938, loss_cls: 4.4809, loss: 4.4809 2020-04-28 01:33:18,592 - mmaction - INFO - Epoch [6][120/627] lr: 0.59886, eta: 6 days, 17:22:10, time: 4.916, data_time: 0.964, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3000, loss_cls: 4.3655, loss: 4.3655 2020-04-28 01:34:49,261 - mmaction - INFO - Epoch [6][140/627] lr: 0.59886, eta: 6 days, 17:11:54, time: 4.538, data_time: 0.590, memory: 14510, top1_acc: 0.0854, top5_acc: 0.2479, loss_cls: 4.5140, loss: 4.5140 2020-04-28 01:36:21,914 - mmaction - INFO - Epoch [6][160/627] lr: 0.59886, eta: 6 days, 17:02:47, time: 4.632, data_time: 0.002, memory: 14510, top1_acc: 0.1042, top5_acc: 0.2813, loss_cls: 4.4967, loss: 4.4967 2020-04-28 01:37:58,383 - mmaction - INFO - Epoch [6][180/627] lr: 0.59886, eta: 6 days, 16:55:50, time: 4.820, data_time: 0.003, memory: 14510, top1_acc: 0.1167, top5_acc: 0.3021, loss_cls: 4.4619, loss: 4.4619 2020-04-28 01:39:27,332 - mmaction - INFO - Epoch [6][200/627] lr: 0.59886, eta: 6 days, 16:44:51, time: 4.446, data_time: 0.556, memory: 14510, top1_acc: 0.1229, top5_acc: 0.3042, loss_cls: 4.4958, loss: 4.4958 2020-04-28 01:41:04,691 - mmaction - INFO - Epoch [6][220/627] lr: 0.59886, eta: 6 days, 16:38:35, time: 4.870, data_time: 1.012, memory: 14510, top1_acc: 0.1354, top5_acc: 0.2854, loss_cls: 4.4669, loss: 4.4669 2020-04-28 01:42:59,434 - mmaction - INFO - Epoch [6][240/627] lr: 0.59886, eta: 6 days, 16:41:43, time: 5.733, data_time: 4.084, memory: 14510, top1_acc: 0.0938, top5_acc: 0.2771, loss_cls: 4.4649, loss: 4.4649 2020-04-28 01:44:45,913 - mmaction - INFO - Epoch [6][260/627] lr: 0.59886, eta: 6 days, 16:40:24, time: 5.325, data_time: 3.142, memory: 14510, top1_acc: 0.1167, top5_acc: 0.2812, loss_cls: 4.4300, loss: 4.4300 2020-04-28 01:46:21,409 - mmaction - INFO - Epoch [6][280/627] lr: 0.59886, eta: 6 days, 16:33:12, time: 4.776, data_time: 0.302, memory: 14510, top1_acc: 0.1292, top5_acc: 0.3146, loss_cls: 4.4031, loss: 4.4031 2020-04-28 01:47:50,839 - mmaction - INFO - Epoch [6][300/627] lr: 0.59886, eta: 6 days, 16:22:52, time: 4.474, data_time: 0.012, memory: 14510, top1_acc: 0.1104, top5_acc: 0.3208, loss_cls: 4.3444, loss: 4.3444 2020-04-28 01:49:23,215 - mmaction - INFO - Epoch [6][320/627] lr: 0.59886, eta: 6 days, 16:14:11, time: 4.619, data_time: 0.002, memory: 14510, top1_acc: 0.1063, top5_acc: 0.2937, loss_cls: 4.4150, loss: 4.4150 2020-04-28 01:50:54,596 - mmaction - INFO - Epoch [6][340/627] lr: 0.59886, eta: 6 days, 16:05:01, time: 4.567, data_time: 0.001, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3167, loss_cls: 4.3841, loss: 4.3841 2020-04-28 01:52:25,130 - mmaction - INFO - Epoch [6][360/627] lr: 0.59886, eta: 6 days, 15:55:32, time: 4.527, data_time: 0.003, memory: 14510, top1_acc: 0.1208, top5_acc: 0.2854, loss_cls: 4.4130, loss: 4.4130 2020-04-28 01:53:53,989 - mmaction - INFO - Epoch [6][380/627] lr: 0.59886, eta: 6 days, 15:45:16, time: 4.444, data_time: 0.611, memory: 14510, top1_acc: 0.1042, top5_acc: 0.3312, loss_cls: 4.3930, loss: 4.3930 2020-04-28 01:55:20,928 - mmaction - INFO - Epoch [6][400/627] lr: 0.59886, eta: 6 days, 15:34:06, time: 4.345, data_time: 2.362, memory: 14510, top1_acc: 0.0917, top5_acc: 0.2854, loss_cls: 4.5176, loss: 4.5176 2020-04-28 01:56:51,489 - mmaction - INFO - Epoch [6][420/627] lr: 0.59886, eta: 6 days, 15:24:53, time: 4.526, data_time: 2.106, memory: 14510, top1_acc: 0.1000, top5_acc: 0.2646, loss_cls: 4.4744, loss: 4.4744 2020-04-28 01:58:16,678 - mmaction - INFO - Epoch [6][440/627] lr: 0.59886, eta: 6 days, 15:13:03, time: 4.261, data_time: 0.082, memory: 14510, top1_acc: 0.1271, top5_acc: 0.2667, loss_cls: 4.6594, loss: 4.6594 2020-04-28 01:59:54,879 - mmaction - INFO - Epoch [6][460/627] lr: 0.59886, eta: 6 days, 15:07:55, time: 4.911, data_time: 0.004, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3167, loss_cls: 4.2134, loss: 4.2134 2020-04-28 02:01:41,355 - mmaction - INFO - Epoch [6][480/627] lr: 0.59886, eta: 6 days, 15:06:58, time: 5.322, data_time: 0.003, memory: 14510, top1_acc: 0.1271, top5_acc: 0.3146, loss_cls: 4.4305, loss: 4.4305 2020-04-28 02:03:20,471 - mmaction - INFO - Epoch [6][500/627] lr: 0.59886, eta: 6 days, 15:02:21, time: 4.958, data_time: 0.064, memory: 14510, top1_acc: 0.1313, top5_acc: 0.3000, loss_cls: 4.2986, loss: 4.2986 2020-04-28 02:04:54,291 - mmaction - INFO - Epoch [6][520/627] lr: 0.59886, eta: 6 days, 14:55:06, time: 4.689, data_time: 0.158, memory: 14510, top1_acc: 0.1146, top5_acc: 0.2979, loss_cls: 4.4060, loss: 4.4060 2020-04-28 02:06:44,963 - mmaction - INFO - Epoch [6][540/627] lr: 0.59886, eta: 6 days, 14:56:14, time: 5.530, data_time: 0.005, memory: 14510, top1_acc: 0.1187, top5_acc: 0.3167, loss_cls: 4.4870, loss: 4.4870 2020-04-28 02:08:19,700 - mmaction - INFO - Epoch [6][560/627] lr: 0.59886, eta: 6 days, 14:49:34, time: 4.741, data_time: 0.015, memory: 14510, top1_acc: 0.1146, top5_acc: 0.3125, loss_cls: 4.3370, loss: 4.3370 2020-04-28 02:09:46,523 - mmaction - INFO - Epoch [6][580/627] lr: 0.59886, eta: 6 days, 14:39:03, time: 4.343, data_time: 0.005, memory: 14510, top1_acc: 0.1229, top5_acc: 0.3021, loss_cls: 4.3733, loss: 4.3733 2020-04-28 02:11:19,727 - mmaction - INFO - Epoch [6][600/627] lr: 0.59886, eta: 6 days, 14:31:45, time: 4.662, data_time: 0.008, memory: 14510, top1_acc: 0.1042, top5_acc: 0.2812, loss_cls: 4.4268, loss: 4.4268 2020-04-28 02:12:52,887 - mmaction - INFO - Epoch [6][620/627] lr: 0.59886, eta: 6 days, 14:24:28, time: 4.657, data_time: 0.001, memory: 14510, top1_acc: 0.1313, top5_acc: 0.3229, loss_cls: 4.3585, loss: 4.3585 2020-04-28 02:16:55,363 - mmaction - INFO - Epoch [7][20/627] lr: 0.59836, eta: 6 days, 14:44:21, time: 9.370, data_time: 4.852, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3083, loss_cls: 4.4544, loss: 4.4544 2020-04-28 02:18:25,039 - mmaction - INFO - Epoch [7][40/627] lr: 0.59836, eta: 6 days, 14:35:22, time: 4.482, data_time: 0.957, memory: 14510, top1_acc: 0.0833, top5_acc: 0.2500, loss_cls: 4.5642, loss: 4.5642 2020-04-28 02:19:56,068 - mmaction - INFO - Epoch [7][60/627] lr: 0.59836, eta: 6 days, 14:27:08, time: 4.553, data_time: 0.237, memory: 14510, top1_acc: 0.1188, top5_acc: 0.3083, loss_cls: 4.3976, loss: 4.3976 2020-04-28 02:21:44,618 - mmaction - INFO - Epoch [7][80/627] lr: 0.59836, eta: 6 days, 14:27:14, time: 5.426, data_time: 0.002, memory: 14510, top1_acc: 0.1292, top5_acc: 0.3438, loss_cls: 4.3417, loss: 4.3417 2020-04-28 02:23:34,699 - mmaction - INFO - Epoch [7][100/627] lr: 0.59836, eta: 6 days, 14:28:02, time: 5.504, data_time: 0.004, memory: 14510, top1_acc: 0.1021, top5_acc: 0.2792, loss_cls: 4.4296, loss: 4.4296 2020-04-28 02:25:27,464 - mmaction - INFO - Epoch [7][120/627] lr: 0.59836, eta: 6 days, 14:30:06, time: 5.641, data_time: 0.004, memory: 14510, top1_acc: 0.1313, top5_acc: 0.3333, loss_cls: 4.2868, loss: 4.2868 2020-04-28 02:27:14,854 - mmaction - INFO - Epoch [7][140/627] lr: 0.59836, eta: 6 days, 14:29:35, time: 5.368, data_time: 0.113, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3146, loss_cls: 4.3300, loss: 4.3300 2020-04-28 02:28:56,788 - mmaction - INFO - Epoch [7][160/627] lr: 0.59836, eta: 6 days, 14:26:34, time: 5.099, data_time: 0.003, memory: 14510, top1_acc: 0.1146, top5_acc: 0.3208, loss_cls: 4.3467, loss: 4.3467 2020-04-28 02:30:35,891 - mmaction - INFO - Epoch [7][180/627] lr: 0.59836, eta: 6 days, 14:22:04, time: 4.938, data_time: 0.087, memory: 14510, top1_acc: 0.1229, top5_acc: 0.3208, loss_cls: 4.2555, loss: 4.2555 2020-04-28 02:32:20,806 - mmaction - INFO - Epoch [7][200/627] lr: 0.59836, eta: 6 days, 14:20:35, time: 5.263, data_time: 0.019, memory: 14510, top1_acc: 0.1271, top5_acc: 0.3187, loss_cls: 4.3197, loss: 4.3197 2020-04-28 02:33:57,588 - mmaction - INFO - Epoch [7][220/627] lr: 0.59836, eta: 6 days, 14:15:14, time: 4.839, data_time: 0.002, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3146, loss_cls: 4.3097, loss: 4.3097 2020-04-28 02:35:28,780 - mmaction - INFO - Epoch [7][240/627] lr: 0.59836, eta: 6 days, 14:07:23, time: 4.559, data_time: 0.643, memory: 14510, top1_acc: 0.1292, top5_acc: 0.3375, loss_cls: 4.2693, loss: 4.2693 2020-04-28 02:37:03,113 - mmaction - INFO - Epoch [7][260/627] lr: 0.59836, eta: 6 days, 14:01:01, time: 4.716, data_time: 2.997, memory: 14510, top1_acc: 0.1438, top5_acc: 0.3271, loss_cls: 4.3799, loss: 4.3799 2020-04-28 02:38:44,143 - mmaction - INFO - Epoch [7][280/627] lr: 0.59836, eta: 6 days, 13:57:39, time: 5.046, data_time: 2.674, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3250, loss_cls: 4.3489, loss: 4.3489 2020-04-28 02:40:38,457 - mmaction - INFO - Epoch [7][300/627] lr: 0.59836, eta: 6 days, 14:00:18, time: 5.717, data_time: 3.391, memory: 14510, top1_acc: 0.1313, top5_acc: 0.3437, loss_cls: 4.3138, loss: 4.3138 2020-04-28 02:42:30,671 - mmaction - INFO - Epoch [7][320/627] lr: 0.59836, eta: 6 days, 14:01:59, time: 5.613, data_time: 2.880, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3125, loss_cls: 4.2880, loss: 4.2880 2020-04-28 02:44:14,685 - mmaction - INFO - Epoch [7][340/627] lr: 0.59836, eta: 6 days, 13:59:58, time: 5.199, data_time: 0.026, memory: 14510, top1_acc: 0.1271, top5_acc: 0.3312, loss_cls: 4.2611, loss: 4.2611 2020-04-28 02:46:06,346 - mmaction - INFO - Epoch [7][360/627] lr: 0.59836, eta: 6 days, 14:01:22, time: 5.587, data_time: 0.363, memory: 14510, top1_acc: 0.1562, top5_acc: 0.3604, loss_cls: 4.2287, loss: 4.2287 2020-04-28 02:47:47,334 - mmaction - INFO - Epoch [7][380/627] lr: 0.59836, eta: 6 days, 13:58:00, time: 5.048, data_time: 0.006, memory: 14510, top1_acc: 0.1292, top5_acc: 0.3479, loss_cls: 4.1980, loss: 4.1980 2020-04-28 02:49:25,948 - mmaction - INFO - Epoch [7][400/627] lr: 0.59836, eta: 6 days, 13:53:40, time: 4.932, data_time: 0.003, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3479, loss_cls: 4.2702, loss: 4.2702 2020-04-28 02:50:57,772 - mmaction - INFO - Epoch [7][420/627] lr: 0.59836, eta: 6 days, 13:46:20, time: 4.584, data_time: 0.001, memory: 14510, top1_acc: 0.1250, top5_acc: 0.3438, loss_cls: 4.2685, loss: 4.2685 2020-04-28 02:52:39,666 - mmaction - INFO - Epoch [7][440/627] lr: 0.59836, eta: 6 days, 13:43:29, time: 5.099, data_time: 0.008, memory: 14510, top1_acc: 0.1250, top5_acc: 0.3313, loss_cls: 4.3061, loss: 4.3061 2020-04-28 02:54:15,113 - mmaction - INFO - Epoch [7][460/627] lr: 0.59836, eta: 6 days, 13:37:50, time: 4.769, data_time: 0.119, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3437, loss_cls: 4.1937, loss: 4.1937 2020-04-28 02:55:49,622 - mmaction - INFO - Epoch [7][480/627] lr: 0.59836, eta: 6 days, 13:31:51, time: 4.727, data_time: 1.595, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3229, loss_cls: 4.3136, loss: 4.3136 2020-04-28 02:57:25,710 - mmaction - INFO - Epoch [7][500/627] lr: 0.59836, eta: 6 days, 13:26:34, time: 4.804, data_time: 0.089, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3458, loss_cls: 4.1846, loss: 4.1846 2020-04-28 02:59:02,149 - mmaction - INFO - Epoch [7][520/627] lr: 0.59836, eta: 6 days, 13:21:30, time: 4.824, data_time: 0.005, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3458, loss_cls: 4.2338, loss: 4.2338 2020-04-28 03:00:47,389 - mmaction - INFO - Epoch [7][540/627] lr: 0.59836, eta: 6 days, 13:20:06, time: 5.258, data_time: 0.003, memory: 14510, top1_acc: 0.1083, top5_acc: 0.3000, loss_cls: 4.4781, loss: 4.4781 2020-04-28 03:02:30,536 - mmaction - INFO - Epoch [7][560/627] lr: 0.59836, eta: 6 days, 13:17:53, time: 5.161, data_time: 0.007, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3583, loss_cls: 4.1706, loss: 4.1706 2020-04-28 03:04:18,051 - mmaction - INFO - Epoch [7][580/627] lr: 0.59836, eta: 6 days, 13:17:28, time: 5.375, data_time: 0.003, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3333, loss_cls: 4.2794, loss: 4.2794 2020-04-28 03:05:49,069 - mmaction - INFO - Epoch [7][600/627] lr: 0.59836, eta: 6 days, 13:10:12, time: 4.551, data_time: 0.004, memory: 14510, top1_acc: 0.0896, top5_acc: 0.3229, loss_cls: 4.3168, loss: 4.3168 2020-04-28 03:07:32,281 - mmaction - INFO - Epoch [7][620/627] lr: 0.59836, eta: 6 days, 13:08:00, time: 5.161, data_time: 0.004, memory: 14510, top1_acc: 0.1271, top5_acc: 0.3250, loss_cls: 4.3377, loss: 4.3377 2020-04-28 03:11:48,971 - mmaction - INFO - Epoch [8][20/627] lr: 0.59776, eta: 6 days, 13:33:51, time: 10.477, data_time: 5.804, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3500, loss_cls: 4.2474, loss: 4.2474 2020-04-28 03:13:23,610 - mmaction - INFO - Epoch [8][40/627] lr: 0.59776, eta: 6 days, 13:28:02, time: 4.732, data_time: 0.786, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3146, loss_cls: 4.3159, loss: 4.3159 2020-04-28 03:15:03,322 - mmaction - INFO - Epoch [8][60/627] lr: 0.59776, eta: 6 days, 13:24:20, time: 4.987, data_time: 1.296, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3646, loss_cls: 4.2179, loss: 4.2179 2020-04-28 03:16:39,668 - mmaction - INFO - Epoch [8][80/627] lr: 0.59776, eta: 6 days, 13:19:16, time: 4.815, data_time: 2.169, memory: 14510, top1_acc: 0.1292, top5_acc: 0.2896, loss_cls: 4.3916, loss: 4.3916 2020-04-28 03:18:28,259 - mmaction - INFO - Epoch [8][100/627] lr: 0.59776, eta: 6 days, 13:19:09, time: 5.428, data_time: 0.095, memory: 14510, top1_acc: 0.1438, top5_acc: 0.3354, loss_cls: 4.2267, loss: 4.2267 2020-04-28 03:20:12,556 - mmaction - INFO - Epoch [8][120/627] lr: 0.59776, eta: 6 days, 13:17:21, time: 5.218, data_time: 0.005, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3958, loss_cls: 4.0119, loss: 4.0119 2020-04-28 03:21:58,192 - mmaction - INFO - Epoch [8][140/627] lr: 0.59776, eta: 6 days, 13:16:03, time: 5.283, data_time: 0.002, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3708, loss_cls: 4.2493, loss: 4.2493 2020-04-28 03:23:54,943 - mmaction - INFO - Epoch [8][160/627] lr: 0.59776, eta: 6 days, 13:19:05, time: 5.828, data_time: 0.001, memory: 14510, top1_acc: 0.1104, top5_acc: 0.2896, loss_cls: 4.4412, loss: 4.4412 2020-04-28 03:26:05,152 - mmaction - INFO - Epoch [8][180/627] lr: 0.59776, eta: 6 days, 13:27:32, time: 6.518, data_time: 0.012, memory: 14510, top1_acc: 0.1375, top5_acc: 0.3604, loss_cls: 4.2519, loss: 4.2519 2020-04-28 03:27:52,175 - mmaction - INFO - Epoch [8][200/627] lr: 0.59776, eta: 6 days, 13:26:43, time: 5.353, data_time: 0.022, memory: 14510, top1_acc: 0.1313, top5_acc: 0.3312, loss_cls: 4.2741, loss: 4.2741 2020-04-28 03:29:33,430 - mmaction - INFO - Epoch [8][220/627] lr: 0.59776, eta: 6 days, 13:23:37, time: 5.062, data_time: 0.001, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3646, loss_cls: 4.2630, loss: 4.2630 2020-04-28 03:31:25,058 - mmaction - INFO - Epoch [8][240/627] lr: 0.59776, eta: 6 days, 13:24:33, time: 5.578, data_time: 0.002, memory: 14510, top1_acc: 0.1188, top5_acc: 0.2875, loss_cls: 4.3297, loss: 4.3297 2020-04-28 03:33:10,568 - mmaction - INFO - Epoch [8][260/627] lr: 0.59776, eta: 6 days, 13:23:06, time: 5.273, data_time: 0.005, memory: 14510, top1_acc: 0.1396, top5_acc: 0.3583, loss_cls: 4.2294, loss: 4.2294 2020-04-28 03:35:06,522 - mmaction - INFO - Epoch [8][280/627] lr: 0.59776, eta: 6 days, 13:25:43, time: 5.802, data_time: 0.008, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3396, loss_cls: 4.1803, loss: 4.1803 2020-04-28 03:36:46,390 - mmaction - INFO - Epoch [8][300/627] lr: 0.59776, eta: 6 days, 13:22:06, time: 4.994, data_time: 0.010, memory: 14510, top1_acc: 0.1250, top5_acc: 0.3021, loss_cls: 4.3671, loss: 4.3671 2020-04-28 03:38:25,733 - mmaction - INFO - Epoch [8][320/627] lr: 0.59776, eta: 6 days, 13:18:18, time: 4.969, data_time: 0.003, memory: 14510, top1_acc: 0.1688, top5_acc: 0.3208, loss_cls: 4.2210, loss: 4.2210 2020-04-28 03:40:03,611 - mmaction - INFO - Epoch [8][340/627] lr: 0.59776, eta: 6 days, 13:13:55, time: 4.891, data_time: 0.466, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3187, loss_cls: 4.2655, loss: 4.2655 2020-04-28 03:41:42,286 - mmaction - INFO - Epoch [8][360/627] lr: 0.59776, eta: 6 days, 13:09:55, time: 4.936, data_time: 0.063, memory: 14510, top1_acc: 0.1188, top5_acc: 0.3354, loss_cls: 4.2652, loss: 4.2652 2020-04-28 03:43:24,744 - mmaction - INFO - Epoch [8][380/627] lr: 0.59776, eta: 6 days, 13:07:20, time: 5.122, data_time: 0.002, memory: 14510, top1_acc: 0.1458, top5_acc: 0.3333, loss_cls: 4.2024, loss: 4.2024 2020-04-28 03:45:00,994 - mmaction - INFO - Epoch [8][400/627] lr: 0.59776, eta: 6 days, 13:02:21, time: 4.803, data_time: 0.002, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3271, loss_cls: 4.2627, loss: 4.2627 2020-04-28 03:46:55,186 - mmaction - INFO - Epoch [8][420/627] lr: 0.59776, eta: 6 days, 13:04:14, time: 5.716, data_time: 0.012, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3750, loss_cls: 4.0884, loss: 4.0884 2020-04-28 03:48:31,781 - mmaction - INFO - Epoch [8][440/627] lr: 0.59776, eta: 6 days, 12:59:29, time: 4.830, data_time: 0.005, memory: 14510, top1_acc: 0.1188, top5_acc: 0.3104, loss_cls: 4.2815, loss: 4.2815 2020-04-28 03:50:04,671 - mmaction - INFO - Epoch [8][460/627] lr: 0.59776, eta: 6 days, 12:53:24, time: 4.646, data_time: 0.008, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3438, loss_cls: 4.2705, loss: 4.2705 2020-04-28 03:51:40,557 - mmaction - INFO - Epoch [8][480/627] lr: 0.59776, eta: 6 days, 12:48:26, time: 4.794, data_time: 0.004, memory: 14510, top1_acc: 0.1188, top5_acc: 0.3292, loss_cls: 4.2337, loss: 4.2337 2020-04-28 03:53:14,690 - mmaction - INFO - Epoch [8][500/627] lr: 0.59776, eta: 6 days, 12:42:53, time: 4.709, data_time: 0.732, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3125, loss_cls: 4.3314, loss: 4.3314 2020-04-28 03:54:59,791 - mmaction - INFO - Epoch [8][520/627] lr: 0.59776, eta: 6 days, 12:41:21, time: 5.254, data_time: 0.314, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3625, loss_cls: 4.2566, loss: 4.2566 2020-04-28 03:56:44,299 - mmaction - INFO - Epoch [8][540/627] lr: 0.59776, eta: 6 days, 12:39:35, time: 5.221, data_time: 0.002, memory: 14510, top1_acc: 0.1271, top5_acc: 0.3000, loss_cls: 4.2267, loss: 4.2267 2020-04-28 03:58:20,793 - mmaction - INFO - Epoch [8][560/627] lr: 0.59776, eta: 6 days, 12:34:57, time: 4.829, data_time: 0.007, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3542, loss_cls: 4.1421, loss: 4.1421 2020-04-28 03:59:56,174 - mmaction - INFO - Epoch [8][580/627] lr: 0.59776, eta: 6 days, 12:29:54, time: 4.765, data_time: 0.001, memory: 14510, top1_acc: 0.1313, top5_acc: 0.3104, loss_cls: 4.3001, loss: 4.3001 2020-04-28 04:01:42,285 - mmaction - INFO - Epoch [8][600/627] lr: 0.59776, eta: 6 days, 12:28:47, time: 5.310, data_time: 0.006, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3438, loss_cls: 4.3109, loss: 4.3109 2020-04-28 04:03:25,240 - mmaction - INFO - Epoch [8][620/627] lr: 0.59776, eta: 6 days, 12:26:30, time: 5.146, data_time: 0.012, memory: 14510, top1_acc: 0.1729, top5_acc: 0.3792, loss_cls: 4.1009, loss: 4.1009 2020-04-28 04:07:36,637 - mmaction - INFO - Epoch [9][20/627] lr: 0.59708, eta: 6 days, 12:45:58, time: 10.107, data_time: 5.951, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3625, loss_cls: 4.1965, loss: 4.1965 2020-04-28 04:09:13,549 - mmaction - INFO - Epoch [9][40/627] lr: 0.59708, eta: 6 days, 12:41:30, time: 4.851, data_time: 0.009, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3729, loss_cls: 4.1732, loss: 4.1732 2020-04-28 04:10:45,962 - mmaction - INFO - Epoch [9][60/627] lr: 0.59708, eta: 6 days, 12:35:24, time: 4.619, data_time: 0.021, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3479, loss_cls: 4.1499, loss: 4.1499 2020-04-28 04:12:17,994 - mmaction - INFO - Epoch [9][80/627] lr: 0.59708, eta: 6 days, 12:29:13, time: 4.599, data_time: 0.003, memory: 14510, top1_acc: 0.1104, top5_acc: 0.3083, loss_cls: 4.3858, loss: 4.3858 2020-04-28 04:13:52,467 - mmaction - INFO - Epoch [9][100/627] lr: 0.59708, eta: 6 days, 12:23:57, time: 4.727, data_time: 0.008, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3583, loss_cls: 4.1556, loss: 4.1556 2020-04-28 04:15:22,832 - mmaction - INFO - Epoch [9][120/627] lr: 0.59708, eta: 6 days, 12:17:15, time: 4.517, data_time: 0.003, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3333, loss_cls: 4.2333, loss: 4.2333 2020-04-28 04:16:58,821 - mmaction - INFO - Epoch [9][140/627] lr: 0.59708, eta: 6 days, 12:12:34, time: 4.800, data_time: 0.028, memory: 14510, top1_acc: 0.1396, top5_acc: 0.3604, loss_cls: 4.1714, loss: 4.1714 2020-04-28 04:18:28,508 - mmaction - INFO - Epoch [9][160/627] lr: 0.59708, eta: 6 days, 12:05:43, time: 4.484, data_time: 0.590, memory: 14510, top1_acc: 0.1396, top5_acc: 0.3625, loss_cls: 4.1360, loss: 4.1360 2020-04-28 04:19:58,869 - mmaction - INFO - Epoch [9][180/627] lr: 0.59708, eta: 6 days, 11:59:09, time: 4.520, data_time: 0.555, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3208, loss_cls: 4.1706, loss: 4.1706 2020-04-28 04:21:41,180 - mmaction - INFO - Epoch [9][200/627] lr: 0.59708, eta: 6 days, 11:56:44, time: 5.116, data_time: 2.003, memory: 14510, top1_acc: 0.1375, top5_acc: 0.3333, loss_cls: 4.2757, loss: 4.2757 2020-04-28 04:23:35,865 - mmaction - INFO - Epoch [9][220/627] lr: 0.59708, eta: 6 days, 11:58:33, time: 5.734, data_time: 1.480, memory: 14510, top1_acc: 0.1375, top5_acc: 0.3583, loss_cls: 4.2606, loss: 4.2606 2020-04-28 04:25:27,190 - mmaction - INFO - Epoch [9][240/627] lr: 0.59708, eta: 6 days, 11:59:10, time: 5.564, data_time: 0.002, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3396, loss_cls: 4.2326, loss: 4.2326 2020-04-28 04:27:05,327 - mmaction - INFO - Epoch [9][260/627] lr: 0.59708, eta: 6 days, 11:55:20, time: 4.910, data_time: 0.004, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3542, loss_cls: 4.2169, loss: 4.2169 2020-04-28 04:28:48,776 - mmaction - INFO - Epoch [9][280/627] lr: 0.59708, eta: 6 days, 11:53:16, time: 5.170, data_time: 0.000, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3563, loss_cls: 4.1285, loss: 4.1285 2020-04-28 04:30:23,243 - mmaction - INFO - Epoch [9][300/627] lr: 0.59708, eta: 6 days, 11:48:11, time: 4.722, data_time: 0.006, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3563, loss_cls: 4.2073, loss: 4.2073 2020-04-28 04:31:57,006 - mmaction - INFO - Epoch [9][320/627] lr: 0.59708, eta: 6 days, 11:42:56, time: 4.692, data_time: 0.073, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3500, loss_cls: 4.1770, loss: 4.1770 2020-04-28 04:33:27,824 - mmaction - INFO - Epoch [9][340/627] lr: 0.59708, eta: 6 days, 11:36:42, time: 4.541, data_time: 0.001, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3771, loss_cls: 4.1058, loss: 4.1058 2020-04-28 04:34:57,284 - mmaction - INFO - Epoch [9][360/627] lr: 0.59708, eta: 6 days, 11:30:02, time: 4.471, data_time: 0.013, memory: 14510, top1_acc: 0.1812, top5_acc: 0.3813, loss_cls: 4.0490, loss: 4.0490 2020-04-28 04:36:25,264 - mmaction - INFO - Epoch [9][380/627] lr: 0.59708, eta: 6 days, 11:22:55, time: 4.399, data_time: 0.003, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3583, loss_cls: 4.1700, loss: 4.1700 2020-04-28 04:37:55,443 - mmaction - INFO - Epoch [9][400/627] lr: 0.59708, eta: 6 days, 11:16:34, time: 4.507, data_time: 0.003, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3417, loss_cls: 4.1528, loss: 4.1528 2020-04-28 04:39:19,691 - mmaction - INFO - Epoch [9][420/627] lr: 0.59708, eta: 6 days, 11:08:19, time: 4.214, data_time: 0.813, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3542, loss_cls: 4.1409, loss: 4.1409 2020-04-28 04:40:46,601 - mmaction - INFO - Epoch [9][440/627] lr: 0.59708, eta: 6 days, 11:01:00, time: 4.346, data_time: 0.458, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3688, loss_cls: 4.1110, loss: 4.1110 2020-04-28 04:42:10,898 - mmaction - INFO - Epoch [9][460/627] lr: 0.59708, eta: 6 days, 10:52:51, time: 4.216, data_time: 0.002, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3250, loss_cls: 4.2923, loss: 4.2923 2020-04-28 04:43:30,424 - mmaction - INFO - Epoch [9][480/627] lr: 0.59708, eta: 6 days, 10:43:11, time: 3.973, data_time: 0.001, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4021, loss_cls: 4.0316, loss: 4.0316 2020-04-28 04:44:50,512 - mmaction - INFO - Epoch [9][500/627] lr: 0.59708, eta: 6 days, 10:33:48, time: 4.007, data_time: 0.004, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3521, loss_cls: 4.1721, loss: 4.1721 2020-04-28 04:46:08,623 - mmaction - INFO - Epoch [9][520/627] lr: 0.59708, eta: 6 days, 10:23:49, time: 3.906, data_time: 0.977, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3833, loss_cls: 4.2131, loss: 4.2131 2020-04-28 04:47:26,121 - mmaction - INFO - Epoch [9][540/627] lr: 0.59708, eta: 6 days, 10:13:40, time: 3.872, data_time: 0.042, memory: 14510, top1_acc: 0.1438, top5_acc: 0.3729, loss_cls: 4.0948, loss: 4.0948 2020-04-28 04:48:47,336 - mmaction - INFO - Epoch [9][560/627] lr: 0.59708, eta: 6 days, 10:04:48, time: 4.060, data_time: 0.431, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3521, loss_cls: 4.1700, loss: 4.1700 2020-04-28 04:50:03,824 - mmaction - INFO - Epoch [9][580/627] lr: 0.59708, eta: 6 days, 9:54:29, time: 3.826, data_time: 0.353, memory: 14510, top1_acc: 0.1250, top5_acc: 0.3375, loss_cls: 4.2529, loss: 4.2529 2020-04-28 04:51:33,404 - mmaction - INFO - Epoch [9][600/627] lr: 0.59708, eta: 6 days, 9:48:11, time: 4.445, data_time: 0.071, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3458, loss_cls: 4.2336, loss: 4.2336 2020-04-28 04:52:53,385 - mmaction - INFO - Epoch [9][620/627] lr: 0.59708, eta: 6 days, 9:39:18, time: 4.035, data_time: 0.150, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3875, loss_cls: 4.1309, loss: 4.1309 2020-04-28 04:56:16,603 - mmaction - INFO - Epoch [10][20/627] lr: 0.59631, eta: 6 days, 9:43:52, time: 8.054, data_time: 4.264, memory: 14510, top1_acc: 0.1396, top5_acc: 0.3458, loss_cls: 4.1289, loss: 4.1289 2020-04-28 04:57:29,267 - mmaction - INFO - Epoch [10][40/627] lr: 0.59631, eta: 6 days, 9:32:30, time: 3.630, data_time: 0.001, memory: 14510, top1_acc: 0.1354, top5_acc: 0.3083, loss_cls: 4.2767, loss: 4.2767 2020-04-28 04:58:45,581 - mmaction - INFO - Epoch [10][60/627] lr: 0.59631, eta: 6 days, 9:22:23, time: 3.818, data_time: 0.004, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3521, loss_cls: 4.1872, loss: 4.1872 2020-04-28 05:00:07,409 - mmaction - INFO - Epoch [10][80/627] lr: 0.59631, eta: 6 days, 9:14:03, time: 4.090, data_time: 0.002, memory: 14510, top1_acc: 0.1729, top5_acc: 0.3729, loss_cls: 4.1043, loss: 4.1043 2020-04-28 05:01:32,841 - mmaction - INFO - Epoch [10][100/627] lr: 0.59631, eta: 6 days, 9:06:52, time: 4.270, data_time: 0.007, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3521, loss_cls: 4.2511, loss: 4.2511 2020-04-28 05:02:54,263 - mmaction - INFO - Epoch [10][120/627] lr: 0.59631, eta: 6 days, 8:58:31, time: 4.075, data_time: 0.005, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3646, loss_cls: 4.0809, loss: 4.0809 2020-04-28 05:04:14,895 - mmaction - INFO - Epoch [10][140/627] lr: 0.59631, eta: 6 days, 8:49:55, time: 4.027, data_time: 0.001, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3875, loss_cls: 4.0939, loss: 4.0939 2020-04-28 05:05:36,609 - mmaction - INFO - Epoch [10][160/627] lr: 0.59631, eta: 6 days, 8:41:45, time: 4.089, data_time: 0.020, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3896, loss_cls: 4.0729, loss: 4.0729 2020-04-28 05:07:00,610 - mmaction - INFO - Epoch [10][180/627] lr: 0.59631, eta: 6 days, 8:34:18, time: 4.197, data_time: 0.002, memory: 14510, top1_acc: 0.1125, top5_acc: 0.3292, loss_cls: 4.1479, loss: 4.1479 2020-04-28 05:08:12,146 - mmaction - INFO - Epoch [10][200/627] lr: 0.59631, eta: 6 days, 8:23:06, time: 3.577, data_time: 1.117, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3708, loss_cls: 4.2004, loss: 4.2004 2020-04-28 05:09:24,392 - mmaction - INFO - Epoch [10][220/627] lr: 0.59631, eta: 6 days, 8:12:12, time: 3.616, data_time: 1.777, memory: 14510, top1_acc: 0.1521, top5_acc: 0.4000, loss_cls: 4.0453, loss: 4.0453 2020-04-28 05:10:39,916 - mmaction - INFO - Epoch [10][240/627] lr: 0.59631, eta: 6 days, 8:02:20, time: 3.775, data_time: 0.350, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3750, loss_cls: 4.1505, loss: 4.1505 2020-04-28 05:11:53,132 - mmaction - INFO - Epoch [10][260/627] lr: 0.59631, eta: 6 days, 7:51:49, time: 3.657, data_time: 0.232, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3146, loss_cls: 4.2503, loss: 4.2503 2020-04-28 05:13:03,736 - mmaction - INFO - Epoch [10][280/627] lr: 0.59631, eta: 6 days, 7:40:37, time: 3.534, data_time: 0.738, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3583, loss_cls: 4.1268, loss: 4.1268 2020-04-28 05:14:17,778 - mmaction - INFO - Epoch [10][300/627] lr: 0.59631, eta: 6 days, 7:30:30, time: 3.701, data_time: 0.002, memory: 14510, top1_acc: 0.1167, top5_acc: 0.3438, loss_cls: 4.1980, loss: 4.1980 2020-04-28 05:15:27,762 - mmaction - INFO - Epoch [10][320/627] lr: 0.59631, eta: 6 days, 7:19:13, time: 3.497, data_time: 0.003, memory: 14510, top1_acc: 0.1458, top5_acc: 0.3688, loss_cls: 4.1261, loss: 4.1261 2020-04-28 05:16:41,228 - mmaction - INFO - Epoch [10][340/627] lr: 0.59631, eta: 6 days, 7:09:01, time: 3.669, data_time: 0.048, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3583, loss_cls: 4.1733, loss: 4.1733 2020-04-28 05:17:50,359 - mmaction - INFO - Epoch [10][360/627] lr: 0.59631, eta: 6 days, 6:57:38, time: 3.459, data_time: 0.037, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3792, loss_cls: 4.0781, loss: 4.0781 2020-04-28 05:19:03,065 - mmaction - INFO - Epoch [10][380/627] lr: 0.59631, eta: 6 days, 6:47:22, time: 3.637, data_time: 0.909, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3750, loss_cls: 4.0703, loss: 4.0703 2020-04-28 05:20:19,819 - mmaction - INFO - Epoch [10][400/627] lr: 0.59631, eta: 6 days, 6:38:20, time: 3.835, data_time: 0.113, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3896, loss_cls: 4.1209, loss: 4.1209 2020-04-28 05:21:35,452 - mmaction - INFO - Epoch [10][420/627] lr: 0.59631, eta: 6 days, 6:29:03, time: 3.784, data_time: 0.007, memory: 14510, top1_acc: 0.1208, top5_acc: 0.3437, loss_cls: 4.1880, loss: 4.1880 2020-04-28 05:22:50,145 - mmaction - INFO - Epoch [10][440/627] lr: 0.59631, eta: 6 days, 6:19:32, time: 3.736, data_time: 0.004, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3479, loss_cls: 4.2444, loss: 4.2444 2020-04-28 05:24:14,084 - mmaction - INFO - Epoch [10][460/627] lr: 0.59631, eta: 6 days, 6:12:45, time: 4.194, data_time: 0.003, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3396, loss_cls: 4.1455, loss: 4.1455 2020-04-28 05:25:31,494 - mmaction - INFO - Epoch [10][480/627] lr: 0.59631, eta: 6 days, 6:04:09, time: 3.875, data_time: 1.002, memory: 14510, top1_acc: 0.1396, top5_acc: 0.3792, loss_cls: 4.0796, loss: 4.0796 2020-04-28 05:26:49,754 - mmaction - INFO - Epoch [10][500/627] lr: 0.59631, eta: 6 days, 5:55:48, time: 3.911, data_time: 0.001, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3729, loss_cls: 4.0299, loss: 4.0299 2020-04-28 05:28:08,050 - mmaction - INFO - Epoch [10][520/627] lr: 0.59631, eta: 6 days, 5:47:31, time: 3.915, data_time: 0.004, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3646, loss_cls: 4.1997, loss: 4.1997 2020-04-28 05:29:21,552 - mmaction - INFO - Epoch [10][540/627] lr: 0.59631, eta: 6 days, 5:37:55, time: 3.677, data_time: 0.043, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3542, loss_cls: 4.2265, loss: 4.2265 2020-04-28 05:30:40,771 - mmaction - INFO - Epoch [10][560/627] lr: 0.59631, eta: 6 days, 5:29:59, time: 3.960, data_time: 0.001, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3854, loss_cls: 4.0895, loss: 4.0895 2020-04-28 05:31:56,107 - mmaction - INFO - Epoch [10][580/627] lr: 0.59631, eta: 6 days, 5:21:00, time: 3.768, data_time: 0.002, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3708, loss_cls: 4.1266, loss: 4.1266 2020-04-28 05:33:12,628 - mmaction - INFO - Epoch [10][600/627] lr: 0.59631, eta: 6 days, 5:12:24, time: 3.826, data_time: 0.001, memory: 14510, top1_acc: 0.1458, top5_acc: 0.3479, loss_cls: 4.1418, loss: 4.1418 2020-04-28 05:34:27,394 - mmaction - INFO - Epoch [10][620/627] lr: 0.59631, eta: 6 days, 5:03:20, time: 3.737, data_time: 0.002, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3167, loss_cls: 4.2056, loss: 4.2056 2020-04-28 05:38:03,282 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 05:38:04,155 - mmaction - INFO - top1_acc 0.1136 top5_acc 0.2998 2020-04-28 05:38:04,155 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 05:38:04,228 - mmaction - INFO - mean_acc 0.1134 2020-04-28 05:38:04,238 - mmaction - INFO - Epoch [10][627/627] lr: 0.59631, top1_acc: 0.1136, top5_acc: 0.2998, mean_class_accuracy: 0.1134 2020-04-28 05:39:34,615 - mmaction - INFO - Epoch [11][20/627] lr: 0.59544, eta: 6 days, 4:48:12, time: 4.518, data_time: 0.809, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3792, loss_cls: 4.1658, loss: 4.1658 2020-04-28 05:40:47,776 - mmaction - INFO - Epoch [11][40/627] lr: 0.59544, eta: 6 days, 4:38:49, time: 3.655, data_time: 0.001, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3396, loss_cls: 4.1421, loss: 4.1421 2020-04-28 05:42:13,754 - mmaction - INFO - Epoch [11][60/627] lr: 0.59544, eta: 6 days, 4:33:04, time: 4.298, data_time: 0.004, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3688, loss_cls: 4.2437, loss: 4.2437 2020-04-28 05:43:37,467 - mmaction - INFO - Epoch [11][80/627] lr: 0.59544, eta: 6 days, 4:26:45, time: 4.189, data_time: 0.005, memory: 14510, top1_acc: 0.1375, top5_acc: 0.3417, loss_cls: 4.1966, loss: 4.1966 2020-04-28 05:44:59,214 - mmaction - INFO - Epoch [11][100/627] lr: 0.59544, eta: 6 days, 4:19:53, time: 4.086, data_time: 0.001, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3854, loss_cls: 3.9705, loss: 3.9705 2020-04-28 05:46:16,665 - mmaction - INFO - Epoch [11][120/627] lr: 0.59544, eta: 6 days, 4:11:52, time: 3.872, data_time: 0.005, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3646, loss_cls: 4.1879, loss: 4.1879 2020-04-28 05:47:39,423 - mmaction - INFO - Epoch [11][140/627] lr: 0.59544, eta: 6 days, 4:05:22, time: 4.138, data_time: 0.003, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3562, loss_cls: 4.2213, loss: 4.2213 2020-04-28 05:49:03,147 - mmaction - INFO - Epoch [11][160/627] lr: 0.59544, eta: 6 days, 3:59:10, time: 4.187, data_time: 0.004, memory: 14510, top1_acc: 0.1646, top5_acc: 0.4021, loss_cls: 3.9487, loss: 3.9487 2020-04-28 05:50:19,083 - mmaction - INFO - Epoch [11][180/627] lr: 0.59544, eta: 6 days, 3:50:51, time: 3.794, data_time: 0.002, memory: 14510, top1_acc: 0.1438, top5_acc: 0.3521, loss_cls: 4.1507, loss: 4.1507 2020-04-28 05:51:33,142 - mmaction - INFO - Epoch [11][200/627] lr: 0.59544, eta: 6 days, 3:42:03, time: 3.703, data_time: 0.148, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3938, loss_cls: 4.0639, loss: 4.0639 2020-04-28 05:52:49,196 - mmaction - INFO - Epoch [11][220/627] lr: 0.59544, eta: 6 days, 3:33:53, time: 3.806, data_time: 2.293, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3604, loss_cls: 4.2013, loss: 4.2013 2020-04-28 05:54:03,560 - mmaction - INFO - Epoch [11][240/627] lr: 0.59544, eta: 6 days, 3:25:15, time: 3.717, data_time: 1.245, memory: 14510, top1_acc: 0.1854, top5_acc: 0.3604, loss_cls: 4.1618, loss: 4.1618 2020-04-28 05:55:15,320 - mmaction - INFO - Epoch [11][260/627] lr: 0.59544, eta: 6 days, 3:15:58, time: 3.587, data_time: 1.860, memory: 14510, top1_acc: 0.1813, top5_acc: 0.3792, loss_cls: 4.0600, loss: 4.0600 2020-04-28 05:56:31,980 - mmaction - INFO - Epoch [11][280/627] lr: 0.59544, eta: 6 days, 3:08:05, time: 3.835, data_time: 0.601, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3646, loss_cls: 4.1166, loss: 4.1166 2020-04-28 05:57:40,880 - mmaction - INFO - Epoch [11][300/627] lr: 0.59544, eta: 6 days, 2:58:08, time: 3.445, data_time: 0.022, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3646, loss_cls: 4.0787, loss: 4.0787 2020-04-28 05:58:54,635 - mmaction - INFO - Epoch [11][320/627] lr: 0.59544, eta: 6 days, 2:49:33, time: 3.689, data_time: 0.002, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3896, loss_cls: 4.0301, loss: 4.0301 2020-04-28 06:00:07,151 - mmaction - INFO - Epoch [11][340/627] lr: 0.59544, eta: 6 days, 2:40:38, time: 3.621, data_time: 0.641, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3896, loss_cls: 4.0442, loss: 4.0442 2020-04-28 06:01:18,733 - mmaction - INFO - Epoch [11][360/627] lr: 0.59544, eta: 6 days, 2:31:33, time: 3.578, data_time: 0.051, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3667, loss_cls: 4.0060, loss: 4.0060 2020-04-28 06:02:40,215 - mmaction - INFO - Epoch [11][380/627] lr: 0.59544, eta: 6 days, 2:25:11, time: 4.080, data_time: 0.008, memory: 14510, top1_acc: 0.1833, top5_acc: 0.3792, loss_cls: 4.0387, loss: 4.0387 2020-04-28 06:03:58,919 - mmaction - INFO - Epoch [11][400/627] lr: 0.59544, eta: 6 days, 2:18:04, time: 3.933, data_time: 0.001, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3875, loss_cls: 4.0742, loss: 4.0742 2020-04-28 06:05:13,509 - mmaction - INFO - Epoch [11][420/627] lr: 0.59544, eta: 6 days, 2:09:54, time: 3.731, data_time: 0.003, memory: 14510, top1_acc: 0.1854, top5_acc: 0.3875, loss_cls: 4.0438, loss: 4.0438 2020-04-28 06:06:30,731 - mmaction - INFO - Epoch [11][440/627] lr: 0.59544, eta: 6 days, 2:02:28, time: 3.859, data_time: 0.362, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3938, loss_cls: 4.1543, loss: 4.1543 2020-04-28 06:07:43,910 - mmaction - INFO - Epoch [11][460/627] lr: 0.59544, eta: 6 days, 1:54:01, time: 3.658, data_time: 0.004, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3708, loss_cls: 4.0221, loss: 4.0221 2020-04-28 06:08:57,015 - mmaction - INFO - Epoch [11][480/627] lr: 0.59544, eta: 6 days, 1:45:36, time: 3.658, data_time: 0.298, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3542, loss_cls: 4.1792, loss: 4.1792 2020-04-28 06:10:10,244 - mmaction - INFO - Epoch [11][500/627] lr: 0.59544, eta: 6 days, 1:37:15, time: 3.662, data_time: 0.574, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3688, loss_cls: 4.0226, loss: 4.0226 2020-04-28 06:11:20,991 - mmaction - INFO - Epoch [11][520/627] lr: 0.59544, eta: 6 days, 1:28:16, time: 3.534, data_time: 0.001, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3833, loss_cls: 4.0345, loss: 4.0345 2020-04-28 06:12:38,073 - mmaction - INFO - Epoch [11][540/627] lr: 0.59544, eta: 6 days, 1:21:01, time: 3.856, data_time: 0.004, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3687, loss_cls: 4.0847, loss: 4.0847 2020-04-28 06:13:49,374 - mmaction - INFO - Epoch [11][560/627] lr: 0.59544, eta: 6 days, 1:12:17, time: 3.564, data_time: 0.101, memory: 14510, top1_acc: 0.1146, top5_acc: 0.3354, loss_cls: 4.2250, loss: 4.2250 2020-04-28 06:15:00,995 - mmaction - INFO - Epoch [11][580/627] lr: 0.59544, eta: 6 days, 1:03:41, time: 3.583, data_time: 0.070, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4000, loss_cls: 3.9700, loss: 3.9700 2020-04-28 06:16:16,203 - mmaction - INFO - Epoch [11][600/627] lr: 0.59544, eta: 6 days, 0:56:02, time: 3.756, data_time: 0.905, memory: 14510, top1_acc: 0.1688, top5_acc: 0.3854, loss_cls: 4.0115, loss: 4.0115 2020-04-28 06:17:29,564 - mmaction - INFO - Epoch [11][620/627] lr: 0.59544, eta: 6 days, 0:47:58, time: 3.671, data_time: 0.261, memory: 14510, top1_acc: 0.1729, top5_acc: 0.3813, loss_cls: 4.0543, loss: 4.0543 2020-04-28 06:20:28,436 - mmaction - INFO - Epoch [12][20/627] lr: 0.59449, eta: 6 days, 0:46:43, time: 6.831, data_time: 3.538, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3396, loss_cls: 4.2828, loss: 4.2828 2020-04-28 06:21:36,691 - mmaction - INFO - Epoch [12][40/627] lr: 0.59449, eta: 6 days, 0:37:25, time: 3.412, data_time: 0.179, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3333, loss_cls: 4.2701, loss: 4.2701 2020-04-28 06:22:50,254 - mmaction - INFO - Epoch [12][60/627] lr: 0.59449, eta: 6 days, 0:29:29, time: 3.676, data_time: 0.606, memory: 14510, top1_acc: 0.1687, top5_acc: 0.3813, loss_cls: 4.0358, loss: 4.0358 2020-04-28 06:24:09,163 - mmaction - INFO - Epoch [12][80/627] lr: 0.59449, eta: 6 days, 0:22:58, time: 3.945, data_time: 0.102, memory: 14510, top1_acc: 0.1729, top5_acc: 0.4375, loss_cls: 3.9246, loss: 3.9246 2020-04-28 06:25:24,739 - mmaction - INFO - Epoch [12][100/627] lr: 0.59449, eta: 6 days, 0:15:37, time: 3.776, data_time: 0.026, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3729, loss_cls: 4.1200, loss: 4.1200 2020-04-28 06:26:32,134 - mmaction - INFO - Epoch [12][120/627] lr: 0.59449, eta: 6 days, 0:06:16, time: 3.374, data_time: 0.006, memory: 14510, top1_acc: 0.1458, top5_acc: 0.3542, loss_cls: 4.0589, loss: 4.0589 2020-04-28 06:27:43,295 - mmaction - INFO - Epoch [12][140/627] lr: 0.59449, eta: 5 days, 23:57:55, time: 3.560, data_time: 0.121, memory: 14510, top1_acc: 0.1688, top5_acc: 0.3875, loss_cls: 4.0090, loss: 4.0090 2020-04-28 06:29:01,107 - mmaction - INFO - Epoch [12][160/627] lr: 0.59449, eta: 5 days, 23:51:15, time: 3.889, data_time: 0.020, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3375, loss_cls: 4.1299, loss: 4.1299 2020-04-28 06:30:14,782 - mmaction - INFO - Epoch [12][180/627] lr: 0.59449, eta: 5 days, 23:43:34, time: 3.682, data_time: 0.002, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3729, loss_cls: 4.1206, loss: 4.1206 2020-04-28 06:31:25,832 - mmaction - INFO - Epoch [12][200/627] lr: 0.59449, eta: 5 days, 23:35:18, time: 3.555, data_time: 0.004, memory: 14510, top1_acc: 0.1562, top5_acc: 0.3604, loss_cls: 4.0869, loss: 4.0869 2020-04-28 06:32:40,476 - mmaction - INFO - Epoch [12][220/627] lr: 0.59449, eta: 5 days, 23:27:57, time: 3.731, data_time: 0.002, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3583, loss_cls: 4.0842, loss: 4.0842 2020-04-28 06:33:53,078 - mmaction - INFO - Epoch [12][240/627] lr: 0.59449, eta: 5 days, 23:20:07, time: 3.631, data_time: 0.002, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3958, loss_cls: 4.0215, loss: 4.0215 2020-04-28 06:35:27,367 - mmaction - INFO - Epoch [12][260/627] lr: 0.59449, eta: 5 days, 23:17:40, time: 4.713, data_time: 0.001, memory: 14510, top1_acc: 0.1688, top5_acc: 0.3812, loss_cls: 3.9322, loss: 3.9322 2020-04-28 06:36:39,932 - mmaction - INFO - Epoch [12][280/627] lr: 0.59449, eta: 5 days, 23:09:55, time: 3.631, data_time: 0.090, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3875, loss_cls: 3.9627, loss: 3.9627 2020-04-28 06:37:53,182 - mmaction - INFO - Epoch [12][300/627] lr: 0.59449, eta: 5 days, 23:02:20, time: 3.660, data_time: 0.412, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3625, loss_cls: 4.1526, loss: 4.1526 2020-04-28 06:39:03,353 - mmaction - INFO - Epoch [12][320/627] lr: 0.59449, eta: 5 days, 22:54:03, time: 3.510, data_time: 0.391, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4333, loss_cls: 3.8641, loss: 3.8641 2020-04-28 06:40:17,975 - mmaction - INFO - Epoch [12][340/627] lr: 0.59449, eta: 5 days, 22:46:54, time: 3.732, data_time: 0.191, memory: 14510, top1_acc: 0.1917, top5_acc: 0.3958, loss_cls: 4.0138, loss: 4.0138 2020-04-28 06:41:29,857 - mmaction - INFO - Epoch [12][360/627] lr: 0.59449, eta: 5 days, 22:39:04, time: 3.588, data_time: 0.001, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4062, loss_cls: 3.9389, loss: 3.9389 2020-04-28 06:42:43,709 - mmaction - INFO - Epoch [12][380/627] lr: 0.59449, eta: 5 days, 22:31:49, time: 3.697, data_time: 0.043, memory: 14510, top1_acc: 0.1667, top5_acc: 0.4250, loss_cls: 4.0154, loss: 4.0154 2020-04-28 06:43:57,271 - mmaction - INFO - Epoch [12][400/627] lr: 0.59449, eta: 5 days, 22:24:30, time: 3.678, data_time: 0.003, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3729, loss_cls: 4.0160, loss: 4.0160 2020-04-28 06:45:10,324 - mmaction - INFO - Epoch [12][420/627] lr: 0.59449, eta: 5 days, 22:17:03, time: 3.646, data_time: 0.002, memory: 14510, top1_acc: 0.1792, top5_acc: 0.3958, loss_cls: 4.0438, loss: 4.0438 2020-04-28 06:46:28,623 - mmaction - INFO - Epoch [12][440/627] lr: 0.59449, eta: 5 days, 22:10:58, time: 3.922, data_time: 0.009, memory: 14510, top1_acc: 0.1625, top5_acc: 0.4000, loss_cls: 3.9719, loss: 3.9719 2020-04-28 06:47:44,727 - mmaction - INFO - Epoch [12][460/627] lr: 0.59449, eta: 5 days, 22:04:22, time: 3.807, data_time: 0.002, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3729, loss_cls: 4.0396, loss: 4.0396 2020-04-28 06:48:59,022 - mmaction - INFO - Epoch [12][480/627] lr: 0.59449, eta: 5 days, 21:57:20, time: 3.711, data_time: 0.007, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3625, loss_cls: 4.2804, loss: 4.2804 2020-04-28 06:50:12,950 - mmaction - INFO - Epoch [12][500/627] lr: 0.59449, eta: 5 days, 21:50:16, time: 3.699, data_time: 0.004, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3437, loss_cls: 4.0957, loss: 4.0957 2020-04-28 06:51:23,698 - mmaction - INFO - Epoch [12][520/627] lr: 0.59449, eta: 5 days, 21:42:29, time: 3.537, data_time: 0.002, memory: 14510, top1_acc: 0.1938, top5_acc: 0.4354, loss_cls: 3.9806, loss: 3.9806 2020-04-28 06:52:34,270 - mmaction - INFO - Epoch [12][540/627] lr: 0.59449, eta: 5 days, 21:34:41, time: 3.529, data_time: 0.175, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3813, loss_cls: 4.0373, loss: 4.0373 2020-04-28 06:53:46,014 - mmaction - INFO - Epoch [12][560/627] lr: 0.59449, eta: 5 days, 21:27:11, time: 3.587, data_time: 0.302, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3521, loss_cls: 4.1356, loss: 4.1356 2020-04-28 06:55:03,448 - mmaction - INFO - Epoch [12][580/627] lr: 0.59449, eta: 5 days, 21:21:04, time: 3.872, data_time: 0.649, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3771, loss_cls: 4.0798, loss: 4.0798 2020-04-28 06:56:17,186 - mmaction - INFO - Epoch [12][600/627] lr: 0.59449, eta: 5 days, 21:14:07, time: 3.687, data_time: 0.109, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3771, loss_cls: 4.1052, loss: 4.1052 2020-04-28 06:57:31,468 - mmaction - INFO - Epoch [12][620/627] lr: 0.59449, eta: 5 days, 21:07:19, time: 3.714, data_time: 0.024, memory: 14510, top1_acc: 0.1813, top5_acc: 0.4000, loss_cls: 3.9348, loss: 3.9348 2020-04-28 07:00:39,216 - mmaction - INFO - Epoch [13][20/627] lr: 0.59344, eta: 5 days, 21:08:59, time: 7.338, data_time: 3.984, memory: 14510, top1_acc: 0.1979, top5_acc: 0.3938, loss_cls: 4.0185, loss: 4.0185 2020-04-28 07:01:52,984 - mmaction - INFO - Epoch [13][40/627] lr: 0.59344, eta: 5 days, 21:02:07, time: 3.690, data_time: 0.126, memory: 14510, top1_acc: 0.1813, top5_acc: 0.3979, loss_cls: 3.9653, loss: 3.9653 2020-04-28 07:03:02,884 - mmaction - INFO - Epoch [13][60/627] lr: 0.59344, eta: 5 days, 20:54:22, time: 3.495, data_time: 0.209, memory: 14510, top1_acc: 0.1667, top5_acc: 0.4083, loss_cls: 3.8373, loss: 3.8373 2020-04-28 07:04:12,738 - mmaction - INFO - Epoch [13][80/627] lr: 0.59344, eta: 5 days, 20:46:38, time: 3.492, data_time: 0.005, memory: 14510, top1_acc: 0.1938, top5_acc: 0.4271, loss_cls: 3.8655, loss: 3.8655 2020-04-28 07:05:24,856 - mmaction - INFO - Epoch [13][100/627] lr: 0.59344, eta: 5 days, 20:39:29, time: 3.608, data_time: 0.005, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4250, loss_cls: 3.8991, loss: 3.8991 2020-04-28 07:06:34,291 - mmaction - INFO - Epoch [13][120/627] lr: 0.59344, eta: 5 days, 20:31:44, time: 3.474, data_time: 0.313, memory: 14510, top1_acc: 0.1562, top5_acc: 0.3771, loss_cls: 4.0580, loss: 4.0580 2020-04-28 07:07:46,432 - mmaction - INFO - Epoch [13][140/627] lr: 0.59344, eta: 5 days, 20:24:38, time: 3.606, data_time: 0.487, memory: 14510, top1_acc: 0.1938, top5_acc: 0.3917, loss_cls: 3.9796, loss: 3.9796 2020-04-28 07:08:53,228 - mmaction - INFO - Epoch [13][160/627] lr: 0.59344, eta: 5 days, 20:16:21, time: 3.340, data_time: 0.002, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3875, loss_cls: 4.0686, loss: 4.0686 2020-04-28 07:10:04,234 - mmaction - INFO - Epoch [13][180/627] lr: 0.59344, eta: 5 days, 20:09:03, time: 3.550, data_time: 0.002, memory: 14510, top1_acc: 0.1688, top5_acc: 0.3792, loss_cls: 4.0310, loss: 4.0310 2020-04-28 07:11:09,637 - mmaction - INFO - Epoch [13][200/627] lr: 0.59344, eta: 5 days, 20:00:31, time: 3.270, data_time: 0.003, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3812, loss_cls: 4.0133, loss: 4.0133 2020-04-28 07:12:23,894 - mmaction - INFO - Epoch [13][220/627] lr: 0.59344, eta: 5 days, 19:54:02, time: 3.715, data_time: 0.003, memory: 14510, top1_acc: 0.2000, top5_acc: 0.3979, loss_cls: 4.0428, loss: 4.0428 2020-04-28 07:13:32,430 - mmaction - INFO - Epoch [13][240/627] lr: 0.59344, eta: 5 days, 19:46:17, time: 3.427, data_time: 0.022, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4000, loss_cls: 4.0914, loss: 4.0914 2020-04-28 07:14:40,748 - mmaction - INFO - Epoch [13][260/627] lr: 0.59344, eta: 5 days, 19:38:30, time: 3.411, data_time: 0.001, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4000, loss_cls: 3.9739, loss: 3.9739 2020-04-28 07:15:52,531 - mmaction - INFO - Epoch [13][280/627] lr: 0.59344, eta: 5 days, 19:31:33, time: 3.592, data_time: 0.006, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3875, loss_cls: 4.0379, loss: 4.0379 2020-04-28 07:17:02,601 - mmaction - INFO - Epoch [13][300/627] lr: 0.59344, eta: 5 days, 19:24:15, time: 3.505, data_time: 0.002, memory: 14510, top1_acc: 0.1646, top5_acc: 0.4250, loss_cls: 3.8853, loss: 3.8853 2020-04-28 07:18:12,206 - mmaction - INFO - Epoch [13][320/627] lr: 0.59344, eta: 5 days, 19:16:52, time: 3.480, data_time: 0.001, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3458, loss_cls: 4.1232, loss: 4.1232 2020-04-28 07:19:20,580 - mmaction - INFO - Epoch [13][340/627] lr: 0.59344, eta: 5 days, 19:09:13, time: 3.416, data_time: 0.000, memory: 14510, top1_acc: 0.1646, top5_acc: 0.4292, loss_cls: 3.9784, loss: 3.9784 2020-04-28 07:20:28,543 - mmaction - INFO - Epoch [13][360/627] lr: 0.59344, eta: 5 days, 19:01:33, time: 3.400, data_time: 0.471, memory: 14510, top1_acc: 0.1938, top5_acc: 0.3875, loss_cls: 3.9638, loss: 3.9638 2020-04-28 07:21:40,920 - mmaction - INFO - Epoch [13][380/627] lr: 0.59344, eta: 5 days, 18:54:52, time: 3.616, data_time: 1.786, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3708, loss_cls: 4.0320, loss: 4.0320 2020-04-28 07:22:50,735 - mmaction - INFO - Epoch [13][400/627] lr: 0.59344, eta: 5 days, 18:47:39, time: 3.492, data_time: 0.145, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3792, loss_cls: 3.9901, loss: 3.9901 2020-04-28 07:24:07,990 - mmaction - INFO - Epoch [13][420/627] lr: 0.59344, eta: 5 days, 18:42:07, time: 3.863, data_time: 0.003, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4333, loss_cls: 3.7540, loss: 3.7540 2020-04-28 07:25:18,061 - mmaction - INFO - Epoch [13][440/627] lr: 0.59344, eta: 5 days, 18:35:00, time: 3.501, data_time: 0.003, memory: 14510, top1_acc: 0.1375, top5_acc: 0.3792, loss_cls: 4.1195, loss: 4.1195 2020-04-28 07:26:22,947 - mmaction - INFO - Epoch [13][460/627] lr: 0.59344, eta: 5 days, 18:26:49, time: 3.246, data_time: 0.006, memory: 14510, top1_acc: 0.1833, top5_acc: 0.3979, loss_cls: 4.0271, loss: 4.0271 2020-04-28 07:27:37,258 - mmaction - INFO - Epoch [13][480/627] lr: 0.59344, eta: 5 days, 18:20:42, time: 3.716, data_time: 0.003, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3833, loss_cls: 4.0433, loss: 4.0433 2020-04-28 07:28:45,384 - mmaction - INFO - Epoch [13][500/627] lr: 0.59344, eta: 5 days, 18:13:16, time: 3.405, data_time: 0.253, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3958, loss_cls: 4.0015, loss: 4.0015 2020-04-28 07:29:52,632 - mmaction - INFO - Epoch [13][520/627] lr: 0.59344, eta: 5 days, 18:05:40, time: 3.362, data_time: 0.829, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3958, loss_cls: 3.9315, loss: 3.9315 2020-04-28 07:30:59,111 - mmaction - INFO - Epoch [13][540/627] lr: 0.59344, eta: 5 days, 17:57:56, time: 3.323, data_time: 0.005, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4146, loss_cls: 3.9457, loss: 3.9457 2020-04-28 07:32:05,863 - mmaction - INFO - Epoch [13][560/627] lr: 0.59344, eta: 5 days, 17:50:18, time: 3.339, data_time: 0.005, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3688, loss_cls: 4.1657, loss: 4.1657 2020-04-28 07:33:17,804 - mmaction - INFO - Epoch [13][580/627] lr: 0.59344, eta: 5 days, 17:43:49, time: 3.599, data_time: 0.003, memory: 14510, top1_acc: 0.1729, top5_acc: 0.3708, loss_cls: 4.0720, loss: 4.0720 2020-04-28 07:34:23,385 - mmaction - INFO - Epoch [13][600/627] lr: 0.59344, eta: 5 days, 17:35:59, time: 3.276, data_time: 0.001, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3771, loss_cls: 4.1263, loss: 4.1263 2020-04-28 07:35:35,396 - mmaction - INFO - Epoch [13][620/627] lr: 0.59344, eta: 5 days, 17:29:35, time: 3.604, data_time: 0.231, memory: 14510, top1_acc: 0.1333, top5_acc: 0.3750, loss_cls: 4.0768, loss: 4.0768 2020-04-28 07:38:15,913 - mmaction - INFO - Epoch [14][20/627] lr: 0.59231, eta: 5 days, 17:26:25, time: 6.139, data_time: 2.823, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4000, loss_cls: 3.9282, loss: 3.9282 2020-04-28 07:39:22,746 - mmaction - INFO - Epoch [14][40/627] lr: 0.59231, eta: 5 days, 17:18:56, time: 3.340, data_time: 0.004, memory: 14510, top1_acc: 0.1729, top5_acc: 0.3625, loss_cls: 4.0897, loss: 4.0897 2020-04-28 07:40:29,054 - mmaction - INFO - Epoch [14][60/627] lr: 0.59231, eta: 5 days, 17:11:23, time: 3.314, data_time: 0.016, memory: 14510, top1_acc: 0.1812, top5_acc: 0.3979, loss_cls: 3.9343, loss: 3.9343 2020-04-28 07:41:37,537 - mmaction - INFO - Epoch [14][80/627] lr: 0.59231, eta: 5 days, 17:04:20, time: 3.429, data_time: 0.008, memory: 14510, top1_acc: 0.1813, top5_acc: 0.4021, loss_cls: 3.9352, loss: 3.9352 2020-04-28 07:42:50,101 - mmaction - INFO - Epoch [14][100/627] lr: 0.59231, eta: 5 days, 16:58:10, time: 3.627, data_time: 0.003, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4333, loss_cls: 3.8999, loss: 3.8999 2020-04-28 07:43:55,013 - mmaction - INFO - Epoch [14][120/627] lr: 0.59231, eta: 5 days, 16:50:24, time: 3.245, data_time: 0.004, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3979, loss_cls: 4.0286, loss: 4.0286 2020-04-28 07:44:59,678 - mmaction - INFO - Epoch [14][140/627] lr: 0.59231, eta: 5 days, 16:42:38, time: 3.235, data_time: 0.032, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4146, loss_cls: 3.8577, loss: 3.8577 2020-04-28 07:46:03,058 - mmaction - INFO - Epoch [14][160/627] lr: 0.59231, eta: 5 days, 16:34:37, time: 3.170, data_time: 0.117, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3917, loss_cls: 4.0499, loss: 4.0499 2020-04-28 07:47:11,307 - mmaction - INFO - Epoch [14][180/627] lr: 0.59231, eta: 5 days, 16:27:38, time: 3.408, data_time: 0.001, memory: 14510, top1_acc: 0.1833, top5_acc: 0.3979, loss_cls: 3.9273, loss: 3.9273 2020-04-28 07:48:15,259 - mmaction - INFO - Epoch [14][200/627] lr: 0.59231, eta: 5 days, 16:19:49, time: 3.198, data_time: 0.013, memory: 14510, top1_acc: 0.1458, top5_acc: 0.3938, loss_cls: 4.1503, loss: 4.1503 2020-04-28 07:49:20,889 - mmaction - INFO - Epoch [14][220/627] lr: 0.59231, eta: 5 days, 16:12:22, time: 3.284, data_time: 0.005, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3646, loss_cls: 3.9680, loss: 3.9680 2020-04-28 07:50:27,672 - mmaction - INFO - Epoch [14][240/627] lr: 0.59231, eta: 5 days, 16:05:11, time: 3.340, data_time: 0.002, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3750, loss_cls: 4.0799, loss: 4.0799 2020-04-28 07:51:30,674 - mmaction - INFO - Epoch [14][260/627] lr: 0.59231, eta: 5 days, 15:57:15, time: 3.148, data_time: 0.061, memory: 14510, top1_acc: 0.1708, top5_acc: 0.4354, loss_cls: 3.8520, loss: 3.8520 2020-04-28 07:52:36,163 - mmaction - INFO - Epoch [14][280/627] lr: 0.59231, eta: 5 days, 15:49:52, time: 3.278, data_time: 1.098, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3813, loss_cls: 4.0339, loss: 4.0339 2020-04-28 07:53:40,525 - mmaction - INFO - Epoch [14][300/627] lr: 0.59231, eta: 5 days, 15:42:16, time: 3.216, data_time: 0.157, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4021, loss_cls: 3.9762, loss: 3.9762 2020-04-28 07:54:46,235 - mmaction - INFO - Epoch [14][320/627] lr: 0.59231, eta: 5 days, 15:34:59, time: 3.286, data_time: 0.003, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3792, loss_cls: 4.0633, loss: 4.0633 2020-04-28 07:55:52,574 - mmaction - INFO - Epoch [14][340/627] lr: 0.59231, eta: 5 days, 15:27:52, time: 3.318, data_time: 0.002, memory: 14510, top1_acc: 0.1812, top5_acc: 0.3896, loss_cls: 4.0074, loss: 4.0074 2020-04-28 07:56:59,560 - mmaction - INFO - Epoch [14][360/627] lr: 0.59231, eta: 5 days, 15:20:53, time: 3.347, data_time: 0.001, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4438, loss_cls: 3.7602, loss: 3.7602 2020-04-28 07:58:06,482 - mmaction - INFO - Epoch [14][380/627] lr: 0.59231, eta: 5 days, 15:13:56, time: 3.346, data_time: 0.004, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4229, loss_cls: 3.9372, loss: 3.9372 2020-04-28 07:59:10,230 - mmaction - INFO - Epoch [14][400/627] lr: 0.59231, eta: 5 days, 15:06:23, time: 3.190, data_time: 0.004, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3833, loss_cls: 3.9891, loss: 3.9891 2020-04-28 08:00:21,870 - mmaction - INFO - Epoch [14][420/627] lr: 0.59231, eta: 5 days, 15:00:27, time: 3.582, data_time: 0.067, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4104, loss_cls: 4.0174, loss: 4.0174 2020-04-28 08:01:31,032 - mmaction - INFO - Epoch [14][440/627] lr: 0.59231, eta: 5 days, 14:54:01, time: 3.455, data_time: 0.027, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3687, loss_cls: 4.0405, loss: 4.0405 2020-04-28 08:02:39,114 - mmaction - INFO - Epoch [14][460/627] lr: 0.59231, eta: 5 days, 14:47:25, time: 3.407, data_time: 0.004, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4167, loss_cls: 3.9874, loss: 3.9874 2020-04-28 08:03:47,111 - mmaction - INFO - Epoch [14][480/627] lr: 0.59231, eta: 5 days, 14:40:48, time: 3.398, data_time: 0.684, memory: 14510, top1_acc: 0.1438, top5_acc: 0.3937, loss_cls: 4.0018, loss: 4.0018 2020-04-28 08:04:54,753 - mmaction - INFO - Epoch [14][500/627] lr: 0.59231, eta: 5 days, 14:34:10, time: 3.384, data_time: 0.464, memory: 14510, top1_acc: 0.1687, top5_acc: 0.3958, loss_cls: 4.0442, loss: 4.0442 2020-04-28 08:06:00,758 - mmaction - INFO - Epoch [14][520/627] lr: 0.59231, eta: 5 days, 14:27:12, time: 3.299, data_time: 0.001, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4167, loss_cls: 3.8688, loss: 3.8688 2020-04-28 08:07:10,614 - mmaction - INFO - Epoch [14][540/627] lr: 0.59231, eta: 5 days, 14:21:03, time: 3.495, data_time: 0.089, memory: 14510, top1_acc: 0.1708, top5_acc: 0.4104, loss_cls: 3.9740, loss: 3.9740 2020-04-28 08:08:13,917 - mmaction - INFO - Epoch [14][560/627] lr: 0.59231, eta: 5 days, 14:13:36, time: 3.162, data_time: 0.008, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3958, loss_cls: 4.0367, loss: 4.0367 2020-04-28 08:09:16,920 - mmaction - INFO - Epoch [14][580/627] lr: 0.59231, eta: 5 days, 14:06:08, time: 3.151, data_time: 0.004, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3854, loss_cls: 4.0004, loss: 4.0004 2020-04-28 08:10:30,298 - mmaction - INFO - Epoch [14][600/627] lr: 0.59231, eta: 5 days, 14:00:46, time: 3.669, data_time: 0.003, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3917, loss_cls: 3.9033, loss: 3.9033 2020-04-28 08:11:35,476 - mmaction - INFO - Epoch [14][620/627] lr: 0.59231, eta: 5 days, 13:53:47, time: 3.260, data_time: 0.003, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3687, loss_cls: 4.0156, loss: 4.0156 2020-04-28 08:14:06,501 - mmaction - INFO - Epoch [15][20/627] lr: 0.59109, eta: 5 days, 13:50:17, time: 5.894, data_time: 3.405, memory: 14510, top1_acc: 0.1687, top5_acc: 0.3708, loss_cls: 4.1151, loss: 4.1151 2020-04-28 08:15:09,542 - mmaction - INFO - Epoch [15][40/627] lr: 0.59109, eta: 5 days, 13:42:56, time: 3.152, data_time: 0.001, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4083, loss_cls: 4.0746, loss: 4.0746 2020-04-28 08:16:15,063 - mmaction - INFO - Epoch [15][60/627] lr: 0.59109, eta: 5 days, 13:36:04, time: 3.269, data_time: 0.001, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3979, loss_cls: 4.0758, loss: 4.0758 2020-04-28 08:17:18,953 - mmaction - INFO - Epoch [15][80/627] lr: 0.59109, eta: 5 days, 13:28:56, time: 3.196, data_time: 0.741, memory: 14510, top1_acc: 0.1625, top5_acc: 0.4063, loss_cls: 4.0481, loss: 4.0481 2020-04-28 08:18:24,409 - mmaction - INFO - Epoch [15][100/627] lr: 0.59109, eta: 5 days, 13:22:08, time: 3.275, data_time: 0.041, memory: 14510, top1_acc: 0.1417, top5_acc: 0.3396, loss_cls: 4.1269, loss: 4.1269 2020-04-28 08:19:27,923 - mmaction - INFO - Epoch [15][120/627] lr: 0.59109, eta: 5 days, 13:15:00, time: 3.177, data_time: 0.004, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4021, loss_cls: 3.9823, loss: 3.9823 2020-04-28 08:20:31,529 - mmaction - INFO - Epoch [15][140/627] lr: 0.59109, eta: 5 days, 13:07:53, time: 3.180, data_time: 0.140, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4083, loss_cls: 3.8041, loss: 3.8041 2020-04-28 08:21:38,671 - mmaction - INFO - Epoch [15][160/627] lr: 0.59109, eta: 5 days, 13:01:30, time: 3.359, data_time: 1.530, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3771, loss_cls: 4.0766, loss: 4.0766 2020-04-28 08:22:43,905 - mmaction - INFO - Epoch [15][180/627] lr: 0.59109, eta: 5 days, 12:54:45, time: 3.261, data_time: 0.120, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3937, loss_cls: 3.9637, loss: 3.9637 2020-04-28 08:24:05,843 - mmaction - INFO - Epoch [15][200/627] lr: 0.59109, eta: 5 days, 12:51:16, time: 4.098, data_time: 0.002, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3917, loss_cls: 3.9794, loss: 3.9794 2020-04-28 08:25:15,530 - mmaction - INFO - Epoch [15][220/627] lr: 0.59109, eta: 5 days, 12:45:24, time: 3.481, data_time: 0.001, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4000, loss_cls: 4.1489, loss: 4.1489 2020-04-28 08:26:21,237 - mmaction - INFO - Epoch [15][240/627] lr: 0.59109, eta: 5 days, 12:38:50, time: 3.287, data_time: 0.004, memory: 14510, top1_acc: 0.1604, top5_acc: 0.4042, loss_cls: 4.0590, loss: 4.0590 2020-04-28 08:27:28,327 - mmaction - INFO - Epoch [15][260/627] lr: 0.59109, eta: 5 days, 12:32:31, time: 3.353, data_time: 0.023, memory: 14510, top1_acc: 0.1958, top5_acc: 0.3771, loss_cls: 4.0360, loss: 4.0360 2020-04-28 08:28:30,186 - mmaction - INFO - Epoch [15][280/627] lr: 0.59109, eta: 5 days, 12:25:14, time: 3.091, data_time: 0.015, memory: 14510, top1_acc: 0.1833, top5_acc: 0.3896, loss_cls: 3.9505, loss: 3.9505 2020-04-28 08:29:37,303 - mmaction - INFO - Epoch [15][300/627] lr: 0.59109, eta: 5 days, 12:19:01, time: 3.360, data_time: 0.754, memory: 14510, top1_acc: 0.1896, top5_acc: 0.3938, loss_cls: 3.9312, loss: 3.9312 2020-04-28 08:30:41,619 - mmaction - INFO - Epoch [15][320/627] lr: 0.59109, eta: 5 days, 12:12:15, time: 3.214, data_time: 0.480, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4125, loss_cls: 3.9261, loss: 3.9261 2020-04-28 08:31:50,172 - mmaction - INFO - Epoch [15][340/627] lr: 0.59109, eta: 5 days, 12:06:20, time: 3.429, data_time: 0.771, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4187, loss_cls: 3.9451, loss: 3.9451 2020-04-28 08:32:52,929 - mmaction - INFO - Epoch [15][360/627] lr: 0.59109, eta: 5 days, 11:59:20, time: 3.137, data_time: 0.710, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4063, loss_cls: 3.9521, loss: 3.9521 2020-04-28 08:34:01,746 - mmaction - INFO - Epoch [15][380/627] lr: 0.59109, eta: 5 days, 11:53:30, time: 3.440, data_time: 1.935, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4354, loss_cls: 3.9672, loss: 3.9672 2020-04-28 08:35:07,700 - mmaction - INFO - Epoch [15][400/627] lr: 0.59109, eta: 5 days, 11:47:09, time: 3.297, data_time: 1.792, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4646, loss_cls: 3.7935, loss: 3.7935 2020-04-28 08:36:20,368 - mmaction - INFO - Epoch [15][420/627] lr: 0.59109, eta: 5 days, 11:42:05, time: 3.636, data_time: 0.662, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3917, loss_cls: 3.9977, loss: 3.9977 2020-04-28 08:37:34,102 - mmaction - INFO - Epoch [15][440/627] lr: 0.59109, eta: 5 days, 11:37:14, time: 3.687, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4500, loss_cls: 3.8856, loss: 3.8856 2020-04-28 08:38:39,791 - mmaction - INFO - Epoch [15][460/627] lr: 0.59109, eta: 5 days, 11:30:54, time: 3.283, data_time: 0.049, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4417, loss_cls: 3.7950, loss: 3.7950 2020-04-28 08:39:46,773 - mmaction - INFO - Epoch [15][480/627] lr: 0.59109, eta: 5 days, 11:24:49, time: 3.346, data_time: 0.015, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4292, loss_cls: 3.9074, loss: 3.9074 2020-04-28 08:40:53,051 - mmaction - INFO - Epoch [15][500/627] lr: 0.59109, eta: 5 days, 11:18:37, time: 3.312, data_time: 0.209, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3813, loss_cls: 3.9841, loss: 3.9841 2020-04-28 08:42:01,608 - mmaction - INFO - Epoch [15][520/627] lr: 0.59109, eta: 5 days, 11:12:54, time: 3.430, data_time: 0.020, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3812, loss_cls: 3.9661, loss: 3.9661 2020-04-28 08:43:05,004 - mmaction - INFO - Epoch [15][540/627] lr: 0.59109, eta: 5 days, 11:06:13, time: 3.169, data_time: 0.004, memory: 14510, top1_acc: 0.1687, top5_acc: 0.3812, loss_cls: 3.9641, loss: 3.9641 2020-04-28 08:44:15,883 - mmaction - INFO - Epoch [15][560/627] lr: 0.59109, eta: 5 days, 11:00:57, time: 3.542, data_time: 0.049, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4083, loss_cls: 3.8929, loss: 3.8929 2020-04-28 08:45:19,693 - mmaction - INFO - Epoch [15][580/627] lr: 0.59109, eta: 5 days, 10:54:24, time: 3.194, data_time: 0.006, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3938, loss_cls: 3.9162, loss: 3.9162 2020-04-28 08:46:29,354 - mmaction - INFO - Epoch [15][600/627] lr: 0.59109, eta: 5 days, 10:48:58, time: 3.486, data_time: 0.003, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3917, loss_cls: 4.0662, loss: 4.0662 2020-04-28 08:47:36,544 - mmaction - INFO - Epoch [15][620/627] lr: 0.59109, eta: 5 days, 10:43:04, time: 3.358, data_time: 0.001, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3979, loss_cls: 3.9984, loss: 3.9984 2020-04-28 08:51:15,626 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 08:51:16,486 - mmaction - INFO - top1_acc 0.1791 top5_acc 0.4126 2020-04-28 08:51:16,487 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 08:51:16,570 - mmaction - INFO - mean_acc 0.1790 2020-04-28 08:51:16,581 - mmaction - INFO - Epoch [15][627/627] lr: 0.59109, top1_acc: 0.1791, top5_acc: 0.4126, mean_class_accuracy: 0.1790 2020-04-28 08:52:41,071 - mmaction - INFO - Epoch [16][20/627] lr: 0.58978, eta: 5 days, 10:34:00, time: 4.224, data_time: 0.686, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3729, loss_cls: 4.0171, loss: 4.0171 2020-04-28 08:53:45,830 - mmaction - INFO - Epoch [16][40/627] lr: 0.58978, eta: 5 days, 10:27:43, time: 3.237, data_time: 0.085, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4167, loss_cls: 4.0491, loss: 4.0491 2020-04-28 08:54:48,600 - mmaction - INFO - Epoch [16][60/627] lr: 0.58978, eta: 5 days, 10:21:05, time: 3.136, data_time: 0.330, memory: 14510, top1_acc: 0.1750, top5_acc: 0.3917, loss_cls: 4.0336, loss: 4.0336 2020-04-28 08:55:51,581 - mmaction - INFO - Epoch [16][80/627] lr: 0.58978, eta: 5 days, 10:14:32, time: 3.150, data_time: 0.070, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3896, loss_cls: 4.0234, loss: 4.0234 2020-04-28 08:56:55,094 - mmaction - INFO - Epoch [16][100/627] lr: 0.58978, eta: 5 days, 10:08:05, time: 3.174, data_time: 0.004, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4083, loss_cls: 3.9342, loss: 3.9342 2020-04-28 08:58:00,934 - mmaction - INFO - Epoch [16][120/627] lr: 0.58978, eta: 5 days, 10:02:06, time: 3.298, data_time: 0.006, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4083, loss_cls: 3.9349, loss: 3.9349 2020-04-28 08:59:05,878 - mmaction - INFO - Epoch [16][140/627] lr: 0.58978, eta: 5 days, 9:55:57, time: 3.246, data_time: 0.001, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4271, loss_cls: 3.9139, loss: 3.9139 2020-04-28 09:00:13,060 - mmaction - INFO - Epoch [16][160/627] lr: 0.58978, eta: 5 days, 9:50:15, time: 3.360, data_time: 0.002, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4292, loss_cls: 3.9499, loss: 3.9499 2020-04-28 09:01:16,943 - mmaction - INFO - Epoch [16][180/627] lr: 0.58978, eta: 5 days, 9:43:57, time: 3.193, data_time: 0.002, memory: 14510, top1_acc: 0.1687, top5_acc: 0.4250, loss_cls: 3.9112, loss: 3.9112 2020-04-28 09:02:21,101 - mmaction - INFO - Epoch [16][200/627] lr: 0.58978, eta: 5 days, 9:37:44, time: 3.206, data_time: 0.003, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3708, loss_cls: 4.0649, loss: 4.0649 2020-04-28 09:03:24,161 - mmaction - INFO - Epoch [16][220/627] lr: 0.58978, eta: 5 days, 9:31:20, time: 3.154, data_time: 0.005, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4042, loss_cls: 3.9405, loss: 3.9405 2020-04-28 09:04:28,016 - mmaction - INFO - Epoch [16][240/627] lr: 0.58978, eta: 5 days, 9:25:07, time: 3.194, data_time: 0.011, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4104, loss_cls: 4.0824, loss: 4.0824 2020-04-28 09:05:32,633 - mmaction - INFO - Epoch [16][260/627] lr: 0.58978, eta: 5 days, 9:19:03, time: 3.233, data_time: 0.003, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3500, loss_cls: 4.1749, loss: 4.1749 2020-04-28 09:06:38,315 - mmaction - INFO - Epoch [16][280/627] lr: 0.58978, eta: 5 days, 9:13:11, time: 3.284, data_time: 0.007, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4125, loss_cls: 3.9262, loss: 3.9262 2020-04-28 09:07:43,276 - mmaction - INFO - Epoch [16][300/627] lr: 0.58978, eta: 5 days, 9:07:13, time: 3.246, data_time: 0.001, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4375, loss_cls: 3.7489, loss: 3.7489 2020-04-28 09:08:46,296 - mmaction - INFO - Epoch [16][320/627] lr: 0.58978, eta: 5 days, 9:00:55, time: 3.151, data_time: 0.061, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4104, loss_cls: 3.9889, loss: 3.9889 2020-04-28 09:09:47,782 - mmaction - INFO - Epoch [16][340/627] lr: 0.58978, eta: 5 days, 8:54:23, time: 3.075, data_time: 0.005, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4208, loss_cls: 3.8034, loss: 3.8034 2020-04-28 09:10:54,628 - mmaction - INFO - Epoch [16][360/627] lr: 0.58978, eta: 5 days, 8:48:48, time: 3.343, data_time: 0.003, memory: 14510, top1_acc: 0.1562, top5_acc: 0.3896, loss_cls: 3.9925, loss: 3.9925 2020-04-28 09:11:55,193 - mmaction - INFO - Epoch [16][380/627] lr: 0.58978, eta: 5 days, 8:42:08, time: 3.024, data_time: 0.001, memory: 14510, top1_acc: 0.1792, top5_acc: 0.3771, loss_cls: 4.0161, loss: 4.0161 2020-04-28 09:12:58,304 - mmaction - INFO - Epoch [16][400/627] lr: 0.58978, eta: 5 days, 8:35:57, time: 3.159, data_time: 0.006, memory: 14510, top1_acc: 0.1542, top5_acc: 0.3958, loss_cls: 4.0161, loss: 4.0161 2020-04-28 09:14:02,419 - mmaction - INFO - Epoch [16][420/627] lr: 0.58978, eta: 5 days, 8:29:57, time: 3.203, data_time: 0.033, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4333, loss_cls: 3.7917, loss: 3.7917 2020-04-28 09:15:04,208 - mmaction - INFO - Epoch [16][440/627] lr: 0.58978, eta: 5 days, 8:23:34, time: 3.090, data_time: 0.215, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4083, loss_cls: 3.9097, loss: 3.9097 2020-04-28 09:16:06,314 - mmaction - INFO - Epoch [16][460/627] lr: 0.58978, eta: 5 days, 8:17:16, time: 3.106, data_time: 0.173, memory: 14510, top1_acc: 0.1688, top5_acc: 0.3729, loss_cls: 4.1253, loss: 4.1253 2020-04-28 09:17:12,541 - mmaction - INFO - Epoch [16][480/627] lr: 0.58978, eta: 5 days, 8:11:42, time: 3.315, data_time: 0.005, memory: 14510, top1_acc: 0.1625, top5_acc: 0.3812, loss_cls: 3.9415, loss: 3.9415 2020-04-28 09:18:13,360 - mmaction - INFO - Epoch [16][500/627] lr: 0.58978, eta: 5 days, 8:05:13, time: 3.040, data_time: 0.002, memory: 14510, top1_acc: 0.1687, top5_acc: 0.3771, loss_cls: 4.0357, loss: 4.0357 2020-04-28 09:19:18,119 - mmaction - INFO - Epoch [16][520/627] lr: 0.58978, eta: 5 days, 7:59:26, time: 3.239, data_time: 0.003, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4417, loss_cls: 3.8256, loss: 3.8256 2020-04-28 09:20:22,997 - mmaction - INFO - Epoch [16][540/627] lr: 0.58978, eta: 5 days, 7:53:42, time: 3.245, data_time: 0.001, memory: 14510, top1_acc: 0.1938, top5_acc: 0.4125, loss_cls: 3.8961, loss: 3.8961 2020-04-28 09:21:28,319 - mmaction - INFO - Epoch [16][560/627] lr: 0.58978, eta: 5 days, 7:48:02, time: 3.261, data_time: 0.018, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3979, loss_cls: 4.0330, loss: 4.0330 2020-04-28 09:22:34,993 - mmaction - INFO - Epoch [16][580/627] lr: 0.58978, eta: 5 days, 7:42:39, time: 3.338, data_time: 0.005, memory: 14510, top1_acc: 0.1646, top5_acc: 0.4042, loss_cls: 3.9026, loss: 3.9026 2020-04-28 09:23:41,120 - mmaction - INFO - Epoch [16][600/627] lr: 0.58978, eta: 5 days, 7:37:10, time: 3.302, data_time: 0.193, memory: 14510, top1_acc: 0.1604, top5_acc: 0.3938, loss_cls: 4.0782, loss: 4.0782 2020-04-28 09:24:46,068 - mmaction - INFO - Epoch [16][620/627] lr: 0.58978, eta: 5 days, 7:31:31, time: 3.249, data_time: 0.042, memory: 14510, top1_acc: 0.1812, top5_acc: 0.3833, loss_cls: 4.0299, loss: 4.0299 2020-04-28 09:27:33,744 - mmaction - INFO - Epoch [17][20/627] lr: 0.58838, eta: 5 days, 7:30:49, time: 6.411, data_time: 3.284, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4062, loss_cls: 3.9811, loss: 3.9811 2020-04-28 09:28:40,477 - mmaction - INFO - Epoch [17][40/627] lr: 0.58838, eta: 5 days, 7:25:28, time: 3.333, data_time: 0.003, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4063, loss_cls: 4.0201, loss: 4.0201 2020-04-28 09:29:44,932 - mmaction - INFO - Epoch [17][60/627] lr: 0.58838, eta: 5 days, 7:19:46, time: 3.222, data_time: 0.009, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4188, loss_cls: 3.8307, loss: 3.8307 2020-04-28 09:30:50,489 - mmaction - INFO - Epoch [17][80/627] lr: 0.58838, eta: 5 days, 7:14:18, time: 3.283, data_time: 0.007, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4042, loss_cls: 3.8788, loss: 3.8788 2020-04-28 09:31:55,329 - mmaction - INFO - Epoch [17][100/627] lr: 0.58838, eta: 5 days, 7:08:42, time: 3.241, data_time: 0.117, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4021, loss_cls: 4.0288, loss: 4.0288 2020-04-28 09:32:56,469 - mmaction - INFO - Epoch [17][120/627] lr: 0.58838, eta: 5 days, 7:02:30, time: 3.058, data_time: 0.003, memory: 14510, top1_acc: 0.1813, top5_acc: 0.3958, loss_cls: 3.9170, loss: 3.9170 2020-04-28 09:34:01,321 - mmaction - INFO - Epoch [17][140/627] lr: 0.58838, eta: 5 days, 6:56:57, time: 3.244, data_time: 0.434, memory: 14510, top1_acc: 0.1708, top5_acc: 0.4000, loss_cls: 3.9677, loss: 3.9677 2020-04-28 09:35:06,469 - mmaction - INFO - Epoch [17][160/627] lr: 0.58838, eta: 5 days, 6:51:26, time: 3.252, data_time: 1.352, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4063, loss_cls: 4.0028, loss: 4.0028 2020-04-28 09:36:08,722 - mmaction - INFO - Epoch [17][180/627] lr: 0.58838, eta: 5 days, 6:45:29, time: 3.115, data_time: 0.506, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4021, loss_cls: 3.9727, loss: 3.9727 2020-04-28 09:37:10,062 - mmaction - INFO - Epoch [17][200/627] lr: 0.58838, eta: 5 days, 6:39:24, time: 3.070, data_time: 0.653, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4292, loss_cls: 3.8114, loss: 3.8114 2020-04-28 09:38:13,038 - mmaction - INFO - Epoch [17][220/627] lr: 0.58838, eta: 5 days, 6:33:36, time: 3.148, data_time: 0.013, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4583, loss_cls: 3.9095, loss: 3.9095 2020-04-28 09:39:15,798 - mmaction - INFO - Epoch [17][240/627] lr: 0.58838, eta: 5 days, 6:27:48, time: 3.138, data_time: 0.002, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4167, loss_cls: 3.8968, loss: 3.8968 2020-04-28 09:40:19,440 - mmaction - INFO - Epoch [17][260/627] lr: 0.58838, eta: 5 days, 6:22:08, time: 3.179, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4542, loss_cls: 3.7529, loss: 3.7529 2020-04-28 09:41:23,683 - mmaction - INFO - Epoch [17][280/627] lr: 0.58838, eta: 5 days, 6:16:36, time: 3.211, data_time: 0.004, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4479, loss_cls: 3.7364, loss: 3.7364 2020-04-28 09:42:27,316 - mmaction - INFO - Epoch [17][300/627] lr: 0.58838, eta: 5 days, 6:10:59, time: 3.183, data_time: 0.006, memory: 14510, top1_acc: 0.1729, top5_acc: 0.4063, loss_cls: 3.9814, loss: 3.9814 2020-04-28 09:43:31,327 - mmaction - INFO - Epoch [17][320/627] lr: 0.58838, eta: 5 days, 6:05:27, time: 3.200, data_time: 0.003, memory: 14510, top1_acc: 0.1542, top5_acc: 0.4250, loss_cls: 3.9044, loss: 3.9044 2020-04-28 09:44:33,884 - mmaction - INFO - Epoch [17][340/627] lr: 0.58838, eta: 5 days, 5:59:41, time: 3.129, data_time: 0.023, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4271, loss_cls: 3.8260, loss: 3.8260 2020-04-28 09:45:36,431 - mmaction - INFO - Epoch [17][360/627] lr: 0.58838, eta: 5 days, 5:53:57, time: 3.129, data_time: 0.002, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4208, loss_cls: 3.8746, loss: 3.8746 2020-04-28 09:46:42,369 - mmaction - INFO - Epoch [17][380/627] lr: 0.58838, eta: 5 days, 5:48:47, time: 3.297, data_time: 0.076, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4792, loss_cls: 3.5767, loss: 3.5767 2020-04-28 09:47:51,081 - mmaction - INFO - Epoch [17][400/627] lr: 0.58838, eta: 5 days, 5:44:05, time: 3.434, data_time: 0.001, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4563, loss_cls: 3.6919, loss: 3.6919 2020-04-28 09:49:18,545 - mmaction - INFO - Epoch [17][420/627] lr: 0.58838, eta: 5 days, 5:42:27, time: 4.373, data_time: 0.002, memory: 14510, top1_acc: 0.1687, top5_acc: 0.4125, loss_cls: 3.9445, loss: 3.9445 2020-04-28 09:50:36,456 - mmaction - INFO - Epoch [17][440/627] lr: 0.58838, eta: 5 days, 5:39:17, time: 3.897, data_time: 0.034, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4104, loss_cls: 4.0297, loss: 4.0297 2020-04-28 09:51:39,543 - mmaction - INFO - Epoch [17][460/627] lr: 0.58838, eta: 5 days, 5:33:42, time: 3.153, data_time: 0.005, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4354, loss_cls: 3.7815, loss: 3.7815 2020-04-28 09:52:49,202 - mmaction - INFO - Epoch [17][480/627] lr: 0.58838, eta: 5 days, 5:29:12, time: 3.483, data_time: 0.003, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4417, loss_cls: 3.7453, loss: 3.7453 2020-04-28 09:53:54,333 - mmaction - INFO - Epoch [17][500/627] lr: 0.58838, eta: 5 days, 5:23:59, time: 3.258, data_time: 0.072, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4146, loss_cls: 3.8281, loss: 3.8281 2020-04-28 09:54:57,244 - mmaction - INFO - Epoch [17][520/627] lr: 0.58838, eta: 5 days, 5:18:25, time: 3.146, data_time: 0.133, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4021, loss_cls: 3.9838, loss: 3.9838 2020-04-28 09:56:00,421 - mmaction - INFO - Epoch [17][540/627] lr: 0.58838, eta: 5 days, 5:12:54, time: 3.156, data_time: 0.002, memory: 14510, top1_acc: 0.1813, top5_acc: 0.4167, loss_cls: 3.9147, loss: 3.9147 2020-04-28 09:57:04,612 - mmaction - INFO - Epoch [17][560/627] lr: 0.58838, eta: 5 days, 5:07:36, time: 3.213, data_time: 0.005, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4313, loss_cls: 3.8945, loss: 3.8945 2020-04-28 09:58:06,735 - mmaction - INFO - Epoch [17][580/627] lr: 0.58838, eta: 5 days, 5:01:56, time: 3.101, data_time: 0.001, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4750, loss_cls: 3.8112, loss: 3.8112 2020-04-28 09:59:10,008 - mmaction - INFO - Epoch [17][600/627] lr: 0.58838, eta: 5 days, 4:56:31, time: 3.167, data_time: 0.006, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4063, loss_cls: 3.8656, loss: 3.8656 2020-04-28 10:00:13,125 - mmaction - INFO - Epoch [17][620/627] lr: 0.58838, eta: 5 days, 4:51:04, time: 3.158, data_time: 0.004, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4167, loss_cls: 3.8747, loss: 3.8747 2020-04-28 10:03:00,432 - mmaction - INFO - Epoch [18][20/627] lr: 0.58689, eta: 5 days, 4:48:10, time: 5.648, data_time: 2.421, memory: 14510, top1_acc: 0.1792, top5_acc: 0.3917, loss_cls: 3.8421, loss: 3.8421 2020-04-28 10:04:06,175 - mmaction - INFO - Epoch [18][40/627] lr: 0.58689, eta: 5 days, 4:43:11, time: 3.289, data_time: 0.107, memory: 14510, top1_acc: 0.1854, top5_acc: 0.3688, loss_cls: 4.0667, loss: 4.0667 2020-04-28 10:05:08,777 - mmaction - INFO - Epoch [18][60/627] lr: 0.58689, eta: 5 days, 4:37:41, time: 3.128, data_time: 0.090, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3938, loss_cls: 3.9857, loss: 3.9857 2020-04-28 10:06:09,780 - mmaction - INFO - Epoch [18][80/627] lr: 0.58689, eta: 5 days, 4:31:58, time: 3.050, data_time: 0.794, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4083, loss_cls: 3.8428, loss: 3.8428 2020-04-28 10:07:10,842 - mmaction - INFO - Epoch [18][100/627] lr: 0.58689, eta: 5 days, 4:26:17, time: 3.057, data_time: 0.005, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4417, loss_cls: 3.7298, loss: 3.7298 2020-04-28 10:08:11,480 - mmaction - INFO - Epoch [18][120/627] lr: 0.58689, eta: 5 days, 4:20:32, time: 3.030, data_time: 0.001, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4062, loss_cls: 3.8756, loss: 3.8756 2020-04-28 10:09:16,842 - mmaction - INFO - Epoch [18][140/627] lr: 0.58689, eta: 5 days, 4:15:33, time: 3.266, data_time: 0.003, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4021, loss_cls: 3.9456, loss: 3.9456 2020-04-28 10:10:25,055 - mmaction - INFO - Epoch [18][160/627] lr: 0.58689, eta: 5 days, 4:11:02, time: 3.410, data_time: 0.004, memory: 14510, top1_acc: 0.1563, top5_acc: 0.3792, loss_cls: 4.0660, loss: 4.0660 2020-04-28 10:11:27,162 - mmaction - INFO - Epoch [18][180/627] lr: 0.58689, eta: 5 days, 4:05:35, time: 3.109, data_time: 0.203, memory: 14510, top1_acc: 0.1833, top5_acc: 0.3833, loss_cls: 3.9684, loss: 3.9684 2020-04-28 10:12:29,695 - mmaction - INFO - Epoch [18][200/627] lr: 0.58689, eta: 5 days, 4:00:11, time: 3.123, data_time: 0.031, memory: 14510, top1_acc: 0.1792, top5_acc: 0.3729, loss_cls: 4.0349, loss: 4.0349 2020-04-28 10:13:32,446 - mmaction - INFO - Epoch [18][220/627] lr: 0.58689, eta: 5 days, 3:54:52, time: 3.140, data_time: 0.005, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4042, loss_cls: 3.8693, loss: 3.8693 2020-04-28 10:14:31,724 - mmaction - INFO - Epoch [18][240/627] lr: 0.58689, eta: 5 days, 3:49:01, time: 2.964, data_time: 0.085, memory: 14510, top1_acc: 0.1937, top5_acc: 0.3958, loss_cls: 3.9476, loss: 3.9476 2020-04-28 10:15:34,600 - mmaction - INFO - Epoch [18][260/627] lr: 0.58689, eta: 5 days, 3:43:44, time: 3.145, data_time: 0.002, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4771, loss_cls: 3.6960, loss: 3.6960 2020-04-28 10:16:36,283 - mmaction - INFO - Epoch [18][280/627] lr: 0.58689, eta: 5 days, 3:38:17, time: 3.081, data_time: 0.001, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4104, loss_cls: 3.8693, loss: 3.8693 2020-04-28 10:17:34,685 - mmaction - INFO - Epoch [18][300/627] lr: 0.58689, eta: 5 days, 3:32:20, time: 2.920, data_time: 0.004, memory: 14510, top1_acc: 0.1688, top5_acc: 0.4083, loss_cls: 3.9338, loss: 3.9338 2020-04-28 10:18:40,796 - mmaction - INFO - Epoch [18][320/627] lr: 0.58689, eta: 5 days, 3:27:36, time: 3.303, data_time: 0.004, memory: 14510, top1_acc: 0.1646, top5_acc: 0.3813, loss_cls: 4.0047, loss: 4.0047 2020-04-28 10:19:47,144 - mmaction - INFO - Epoch [18][340/627] lr: 0.58689, eta: 5 days, 3:22:55, time: 3.318, data_time: 1.432, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3979, loss_cls: 4.1188, loss: 4.1188 2020-04-28 10:20:47,885 - mmaction - INFO - Epoch [18][360/627] lr: 0.58689, eta: 5 days, 3:17:24, time: 3.038, data_time: 0.336, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4458, loss_cls: 3.8936, loss: 3.8936 2020-04-28 10:21:47,730 - mmaction - INFO - Epoch [18][380/627] lr: 0.58689, eta: 5 days, 3:11:45, time: 2.996, data_time: 0.005, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4188, loss_cls: 3.9027, loss: 3.9027 2020-04-28 10:22:47,396 - mmaction - INFO - Epoch [18][400/627] lr: 0.58689, eta: 5 days, 3:06:05, time: 2.980, data_time: 0.001, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4438, loss_cls: 3.7538, loss: 3.7538 2020-04-28 10:23:59,888 - mmaction - INFO - Epoch [18][420/627] lr: 0.58689, eta: 5 days, 3:02:24, time: 3.626, data_time: 0.004, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4250, loss_cls: 3.8128, loss: 3.8128 2020-04-28 10:25:04,820 - mmaction - INFO - Epoch [18][440/627] lr: 0.58689, eta: 5 days, 2:57:34, time: 3.246, data_time: 0.002, memory: 14510, top1_acc: 0.1729, top5_acc: 0.4042, loss_cls: 3.9481, loss: 3.9481 2020-04-28 10:26:07,646 - mmaction - INFO - Epoch [18][460/627] lr: 0.58689, eta: 5 days, 2:52:26, time: 3.143, data_time: 0.004, memory: 14510, top1_acc: 0.1583, top5_acc: 0.3958, loss_cls: 3.9994, loss: 3.9994 2020-04-28 10:27:11,414 - mmaction - INFO - Epoch [18][480/627] lr: 0.58689, eta: 5 days, 2:47:27, time: 3.186, data_time: 0.009, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4083, loss_cls: 3.8649, loss: 3.8649 2020-04-28 10:28:22,638 - mmaction - INFO - Epoch [18][500/627] lr: 0.58689, eta: 5 days, 2:43:38, time: 3.562, data_time: 0.031, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4271, loss_cls: 3.7927, loss: 3.7927 2020-04-28 10:29:30,177 - mmaction - INFO - Epoch [18][520/627] lr: 0.58689, eta: 5 days, 2:39:15, time: 3.376, data_time: 0.003, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4146, loss_cls: 3.8671, loss: 3.8671 2020-04-28 10:30:38,085 - mmaction - INFO - Epoch [18][540/627] lr: 0.58689, eta: 5 days, 2:34:56, time: 3.399, data_time: 0.025, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4104, loss_cls: 3.9274, loss: 3.9274 2020-04-28 10:31:42,483 - mmaction - INFO - Epoch [18][560/627] lr: 0.58689, eta: 5 days, 2:30:06, time: 3.220, data_time: 0.001, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3896, loss_cls: 4.0359, loss: 4.0359 2020-04-28 10:32:49,477 - mmaction - INFO - Epoch [18][580/627] lr: 0.58689, eta: 5 days, 2:25:40, time: 3.348, data_time: 0.018, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4229, loss_cls: 3.8671, loss: 3.8671 2020-04-28 10:33:53,111 - mmaction - INFO - Epoch [18][600/627] lr: 0.58689, eta: 5 days, 2:20:45, time: 3.180, data_time: 0.003, memory: 14510, top1_acc: 0.1854, top5_acc: 0.3917, loss_cls: 4.0399, loss: 4.0399 2020-04-28 10:34:55,596 - mmaction - INFO - Epoch [18][620/627] lr: 0.58689, eta: 5 days, 2:15:40, time: 3.126, data_time: 0.005, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4396, loss_cls: 3.8109, loss: 3.8109 2020-04-28 10:37:53,219 - mmaction - INFO - Epoch [19][20/627] lr: 0.58532, eta: 5 days, 2:18:17, time: 7.375, data_time: 4.055, memory: 14510, top1_acc: 0.1521, top5_acc: 0.3771, loss_cls: 4.0294, loss: 4.0294 2020-04-28 10:38:55,682 - mmaction - INFO - Epoch [19][40/627] lr: 0.58532, eta: 5 days, 2:13:13, time: 3.122, data_time: 0.004, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4208, loss_cls: 3.8024, loss: 3.8024 2020-04-28 10:39:59,376 - mmaction - INFO - Epoch [19][60/627] lr: 0.58532, eta: 5 days, 2:08:21, time: 3.185, data_time: 0.006, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4271, loss_cls: 3.8733, loss: 3.8733 2020-04-28 10:41:05,133 - mmaction - INFO - Epoch [19][80/627] lr: 0.58532, eta: 5 days, 2:03:48, time: 3.290, data_time: 0.004, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4229, loss_cls: 3.7245, loss: 3.7245 2020-04-28 10:42:08,394 - mmaction - INFO - Epoch [19][100/627] lr: 0.58532, eta: 5 days, 1:58:54, time: 3.165, data_time: 0.003, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4063, loss_cls: 3.8539, loss: 3.8539 2020-04-28 10:43:12,995 - mmaction - INFO - Epoch [19][120/627] lr: 0.58532, eta: 5 days, 1:54:11, time: 3.222, data_time: 0.001, memory: 14510, top1_acc: 0.1792, top5_acc: 0.3896, loss_cls: 3.9679, loss: 3.9679 2020-04-28 10:44:19,105 - mmaction - INFO - Epoch [19][140/627] lr: 0.58532, eta: 5 days, 1:49:44, time: 3.311, data_time: 0.103, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4292, loss_cls: 3.8767, loss: 3.8767 2020-04-28 10:45:21,838 - mmaction - INFO - Epoch [19][160/627] lr: 0.58532, eta: 5 days, 1:44:47, time: 3.137, data_time: 0.007, memory: 14510, top1_acc: 0.1688, top5_acc: 0.4188, loss_cls: 3.8698, loss: 3.8698 2020-04-28 10:46:37,585 - mmaction - INFO - Epoch [19][180/627] lr: 0.58532, eta: 5 days, 1:41:46, time: 3.788, data_time: 0.015, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4375, loss_cls: 3.8456, loss: 3.8456 2020-04-28 10:47:39,014 - mmaction - INFO - Epoch [19][200/627] lr: 0.58532, eta: 5 days, 1:36:40, time: 3.072, data_time: 0.002, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4083, loss_cls: 3.9520, loss: 3.9520 2020-04-28 10:48:40,687 - mmaction - INFO - Epoch [19][220/627] lr: 0.58532, eta: 5 days, 1:31:35, time: 3.081, data_time: 0.269, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4417, loss_cls: 3.9377, loss: 3.9377 2020-04-28 10:49:43,554 - mmaction - INFO - Epoch [19][240/627] lr: 0.58532, eta: 5 days, 1:26:43, time: 3.144, data_time: 1.005, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4313, loss_cls: 3.7770, loss: 3.7770 2020-04-28 10:50:46,276 - mmaction - INFO - Epoch [19][260/627] lr: 0.58532, eta: 5 days, 1:21:50, time: 3.137, data_time: 0.040, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4146, loss_cls: 3.9026, loss: 3.9026 2020-04-28 10:51:48,242 - mmaction - INFO - Epoch [19][280/627] lr: 0.58532, eta: 5 days, 1:16:50, time: 3.096, data_time: 0.004, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4333, loss_cls: 3.7634, loss: 3.7634 2020-04-28 10:52:49,615 - mmaction - INFO - Epoch [19][300/627] lr: 0.58532, eta: 5 days, 1:11:47, time: 3.069, data_time: 0.763, memory: 14510, top1_acc: 0.1500, top5_acc: 0.3875, loss_cls: 4.0262, loss: 4.0262 2020-04-28 10:53:53,096 - mmaction - INFO - Epoch [19][320/627] lr: 0.58532, eta: 5 days, 1:07:03, time: 3.176, data_time: 0.163, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4292, loss_cls: 3.7722, loss: 3.7722 2020-04-28 10:55:03,403 - mmaction - INFO - Epoch [19][340/627] lr: 0.58532, eta: 5 days, 1:03:20, time: 3.516, data_time: 0.004, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4063, loss_cls: 3.9502, loss: 3.9502 2020-04-28 10:56:02,447 - mmaction - INFO - Epoch [19][360/627] lr: 0.58532, eta: 5 days, 0:57:58, time: 2.953, data_time: 0.028, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4458, loss_cls: 3.9328, loss: 3.9328 2020-04-28 10:57:01,436 - mmaction - INFO - Epoch [19][380/627] lr: 0.58532, eta: 5 days, 0:52:38, time: 2.949, data_time: 0.002, memory: 14510, top1_acc: 0.1958, top5_acc: 0.3938, loss_cls: 3.9654, loss: 3.9654 2020-04-28 10:58:20,927 - mmaction - INFO - Epoch [19][400/627] lr: 0.58532, eta: 5 days, 0:50:14, time: 3.970, data_time: 0.003, memory: 14510, top1_acc: 0.1917, top5_acc: 0.3771, loss_cls: 4.0170, loss: 4.0170 2020-04-28 10:59:20,301 - mmaction - INFO - Epoch [19][420/627] lr: 0.58532, eta: 5 days, 0:44:59, time: 2.975, data_time: 0.118, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4333, loss_cls: 3.7700, loss: 3.7700 2020-04-28 11:00:22,039 - mmaction - INFO - Epoch [19][440/627] lr: 0.58532, eta: 5 days, 0:40:05, time: 3.086, data_time: 0.001, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4063, loss_cls: 3.8677, loss: 3.8677 2020-04-28 11:01:26,352 - mmaction - INFO - Epoch [19][460/627] lr: 0.58532, eta: 5 days, 0:35:33, time: 3.216, data_time: 0.013, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4313, loss_cls: 3.8849, loss: 3.8849 2020-04-28 11:02:27,132 - mmaction - INFO - Epoch [19][480/627] lr: 0.58532, eta: 5 days, 0:30:31, time: 3.036, data_time: 0.002, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4271, loss_cls: 3.8217, loss: 3.8217 2020-04-28 11:03:30,239 - mmaction - INFO - Epoch [19][500/627] lr: 0.58532, eta: 5 days, 0:25:48, time: 3.146, data_time: 0.005, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4625, loss_cls: 3.6770, loss: 3.6770 2020-04-28 11:04:36,171 - mmaction - INFO - Epoch [19][520/627] lr: 0.58532, eta: 5 days, 0:21:35, time: 3.307, data_time: 0.421, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4292, loss_cls: 3.7602, loss: 3.7602 2020-04-28 11:05:36,267 - mmaction - INFO - Epoch [19][540/627] lr: 0.58532, eta: 5 days, 0:16:30, time: 3.006, data_time: 0.048, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4062, loss_cls: 3.9308, loss: 3.9308 2020-04-28 11:06:36,273 - mmaction - INFO - Epoch [19][560/627] lr: 0.58532, eta: 5 days, 0:11:25, time: 2.999, data_time: 0.003, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4271, loss_cls: 3.8423, loss: 3.8423 2020-04-28 11:07:50,860 - mmaction - INFO - Epoch [19][580/627] lr: 0.58532, eta: 5 days, 0:08:25, time: 3.729, data_time: 0.005, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4000, loss_cls: 4.0910, loss: 4.0910 2020-04-28 11:08:54,763 - mmaction - INFO - Epoch [19][600/627] lr: 0.58532, eta: 5 days, 0:03:55, time: 3.198, data_time: 0.005, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4125, loss_cls: 3.8771, loss: 3.8771 2020-04-28 11:09:55,023 - mmaction - INFO - Epoch [19][620/627] lr: 0.58532, eta: 4 days, 23:58:54, time: 3.013, data_time: 0.003, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4292, loss_cls: 3.9664, loss: 3.9664 2020-04-28 11:12:19,109 - mmaction - INFO - Epoch [20][20/627] lr: 0.58366, eta: 4 days, 23:56:24, time: 5.570, data_time: 3.241, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4250, loss_cls: 4.0099, loss: 4.0099 2020-04-28 11:13:26,335 - mmaction - INFO - Epoch [20][40/627] lr: 0.58366, eta: 4 days, 23:52:23, time: 3.361, data_time: 0.002, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4208, loss_cls: 3.8786, loss: 3.8786 2020-04-28 11:14:25,485 - mmaction - INFO - Epoch [20][60/627] lr: 0.58366, eta: 4 days, 23:47:15, time: 2.956, data_time: 0.041, memory: 14510, top1_acc: 0.1667, top5_acc: 0.4271, loss_cls: 3.8792, loss: 3.8792 2020-04-28 11:15:27,419 - mmaction - INFO - Epoch [20][80/627] lr: 0.58366, eta: 4 days, 23:42:32, time: 3.096, data_time: 0.003, memory: 14510, top1_acc: 0.1583, top5_acc: 0.4188, loss_cls: 3.8897, loss: 3.8897 2020-04-28 11:16:50,077 - mmaction - INFO - Epoch [20][100/627] lr: 0.58366, eta: 4 days, 23:40:42, time: 4.130, data_time: 0.004, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4292, loss_cls: 3.8451, loss: 3.8451 2020-04-28 11:17:47,890 - mmaction - INFO - Epoch [20][120/627] lr: 0.58366, eta: 4 days, 23:35:26, time: 2.893, data_time: 0.006, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4458, loss_cls: 3.7921, loss: 3.7921 2020-04-28 11:18:47,950 - mmaction - INFO - Epoch [20][140/627] lr: 0.58366, eta: 4 days, 23:30:28, time: 3.002, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4438, loss_cls: 3.8123, loss: 3.8123 2020-04-28 11:19:45,422 - mmaction - INFO - Epoch [20][160/627] lr: 0.58366, eta: 4 days, 23:25:10, time: 2.871, data_time: 0.004, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4563, loss_cls: 3.7390, loss: 3.7390 2020-04-28 11:20:46,607 - mmaction - INFO - Epoch [20][180/627] lr: 0.58366, eta: 4 days, 23:20:24, time: 3.064, data_time: 0.007, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4188, loss_cls: 3.8837, loss: 3.8837 2020-04-28 11:21:45,686 - mmaction - INFO - Epoch [20][200/627] lr: 0.58366, eta: 4 days, 23:15:21, time: 2.954, data_time: 0.003, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4375, loss_cls: 3.6852, loss: 3.6852 2020-04-28 11:22:51,316 - mmaction - INFO - Epoch [20][220/627] lr: 0.58366, eta: 4 days, 23:11:12, time: 3.277, data_time: 0.392, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4375, loss_cls: 3.8703, loss: 3.8703 2020-04-28 11:23:56,753 - mmaction - INFO - Epoch [20][240/627] lr: 0.58366, eta: 4 days, 23:07:04, time: 3.275, data_time: 0.172, memory: 14510, top1_acc: 0.1938, top5_acc: 0.4250, loss_cls: 3.8399, loss: 3.8399 2020-04-28 11:24:58,828 - mmaction - INFO - Epoch [20][260/627] lr: 0.58366, eta: 4 days, 23:02:28, time: 3.107, data_time: 0.004, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4458, loss_cls: 3.8821, loss: 3.8821 2020-04-28 11:26:00,537 - mmaction - INFO - Epoch [20][280/627] lr: 0.58366, eta: 4 days, 22:57:50, time: 3.085, data_time: 0.001, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4292, loss_cls: 3.8635, loss: 3.8635 2020-04-28 11:27:03,059 - mmaction - INFO - Epoch [20][300/627] lr: 0.58366, eta: 4 days, 22:53:18, time: 3.125, data_time: 0.001, memory: 14510, top1_acc: 0.1667, top5_acc: 0.3958, loss_cls: 4.0206, loss: 4.0206 2020-04-28 11:28:01,284 - mmaction - INFO - Epoch [20][320/627] lr: 0.58366, eta: 4 days, 22:48:12, time: 2.911, data_time: 0.056, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4563, loss_cls: 3.7749, loss: 3.7749 2020-04-28 11:29:01,059 - mmaction - INFO - Epoch [20][340/627] lr: 0.58366, eta: 4 days, 22:43:21, time: 2.991, data_time: 0.003, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4021, loss_cls: 3.8755, loss: 3.8755 2020-04-28 11:30:01,932 - mmaction - INFO - Epoch [20][360/627] lr: 0.58366, eta: 4 days, 22:38:38, time: 3.042, data_time: 0.027, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4521, loss_cls: 3.8029, loss: 3.8029 2020-04-28 11:31:06,310 - mmaction - INFO - Epoch [20][380/627] lr: 0.58366, eta: 4 days, 22:34:25, time: 3.219, data_time: 0.003, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4188, loss_cls: 3.8209, loss: 3.8209 2020-04-28 11:32:15,890 - mmaction - INFO - Epoch [20][400/627] lr: 0.58366, eta: 4 days, 22:30:55, time: 3.481, data_time: 0.610, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4396, loss_cls: 3.8597, loss: 3.8597 2020-04-28 11:33:17,042 - mmaction - INFO - Epoch [20][420/627] lr: 0.58366, eta: 4 days, 22:26:17, time: 3.056, data_time: 0.519, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4125, loss_cls: 3.9487, loss: 3.9487 2020-04-28 11:34:19,481 - mmaction - INFO - Epoch [20][440/627] lr: 0.58366, eta: 4 days, 22:21:49, time: 3.118, data_time: 0.002, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4104, loss_cls: 3.9490, loss: 3.9490 2020-04-28 11:35:20,342 - mmaction - INFO - Epoch [20][460/627] lr: 0.58366, eta: 4 days, 22:17:10, time: 3.045, data_time: 0.006, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4229, loss_cls: 3.8069, loss: 3.8069 2020-04-28 11:36:19,171 - mmaction - INFO - Epoch [20][480/627] lr: 0.58366, eta: 4 days, 22:12:16, time: 2.945, data_time: 0.004, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4479, loss_cls: 3.6660, loss: 3.6660 2020-04-28 11:37:21,050 - mmaction - INFO - Epoch [20][500/627] lr: 0.58366, eta: 4 days, 22:07:47, time: 3.093, data_time: 0.001, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4292, loss_cls: 3.8023, loss: 3.8023 2020-04-28 11:38:19,958 - mmaction - INFO - Epoch [20][520/627] lr: 0.58366, eta: 4 days, 22:02:53, time: 2.943, data_time: 0.001, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4042, loss_cls: 3.9158, loss: 3.9158 2020-04-28 11:39:18,188 - mmaction - INFO - Epoch [20][540/627] lr: 0.58366, eta: 4 days, 21:57:56, time: 2.914, data_time: 0.293, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4542, loss_cls: 3.6879, loss: 3.6879 2020-04-28 11:40:18,635 - mmaction - INFO - Epoch [20][560/627] lr: 0.58366, eta: 4 days, 21:53:17, time: 3.020, data_time: 0.001, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4250, loss_cls: 3.8777, loss: 3.8777 2020-04-28 11:41:24,629 - mmaction - INFO - Epoch [20][580/627] lr: 0.58366, eta: 4 days, 21:49:24, time: 3.302, data_time: 0.003, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4271, loss_cls: 3.8641, loss: 3.8641 2020-04-28 11:42:28,811 - mmaction - INFO - Epoch [20][600/627] lr: 0.58366, eta: 4 days, 21:45:16, time: 3.208, data_time: 0.001, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4292, loss_cls: 3.8221, loss: 3.8221 2020-04-28 11:43:24,752 - mmaction - INFO - Epoch [20][620/627] lr: 0.58366, eta: 4 days, 21:40:03, time: 2.797, data_time: 0.130, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4271, loss_cls: 3.8251, loss: 3.8251 2020-04-28 11:46:45,060 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 11:46:45,927 - mmaction - INFO - top1_acc 0.1977 top5_acc 0.4385 2020-04-28 11:46:45,928 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 11:46:45,999 - mmaction - INFO - mean_acc 0.1974 2020-04-28 11:46:46,010 - mmaction - INFO - Epoch [20][627/627] lr: 0.58366, top1_acc: 0.1977, top5_acc: 0.4385, mean_class_accuracy: 0.1974 2020-04-28 11:47:58,191 - mmaction - INFO - Epoch [21][20/627] lr: 0.58191, eta: 4 days, 21:32:30, time: 3.580, data_time: 0.816, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4417, loss_cls: 3.7748, loss: 3.7748 2020-04-28 11:48:53,460 - mmaction - INFO - Epoch [21][40/627] lr: 0.58191, eta: 4 days, 21:27:14, time: 2.764, data_time: 0.003, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.8032, loss: 3.8032 2020-04-28 11:50:01,307 - mmaction - INFO - Epoch [21][60/627] lr: 0.58191, eta: 4 days, 21:23:38, time: 3.393, data_time: 0.016, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4188, loss_cls: 3.8673, loss: 3.8673 2020-04-28 11:50:56,386 - mmaction - INFO - Epoch [21][80/627] lr: 0.58191, eta: 4 days, 21:18:22, time: 2.753, data_time: 0.051, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4229, loss_cls: 3.9098, loss: 3.9098 2020-04-28 11:51:56,067 - mmaction - INFO - Epoch [21][100/627] lr: 0.58191, eta: 4 days, 21:13:43, time: 2.985, data_time: 0.560, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4021, loss_cls: 3.9337, loss: 3.9337 2020-04-28 11:52:53,939 - mmaction - INFO - Epoch [21][120/627] lr: 0.58191, eta: 4 days, 21:08:50, time: 2.892, data_time: 0.266, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4146, loss_cls: 3.9449, loss: 3.9449 2020-04-28 11:53:53,793 - mmaction - INFO - Epoch [21][140/627] lr: 0.58191, eta: 4 days, 21:04:13, time: 2.991, data_time: 0.003, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4354, loss_cls: 3.8086, loss: 3.8086 2020-04-28 11:54:51,263 - mmaction - INFO - Epoch [21][160/627] lr: 0.58191, eta: 4 days, 20:59:19, time: 2.877, data_time: 0.005, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4271, loss_cls: 3.8732, loss: 3.8732 2020-04-28 11:55:47,366 - mmaction - INFO - Epoch [21][180/627] lr: 0.58191, eta: 4 days, 20:54:15, time: 2.805, data_time: 0.002, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4375, loss_cls: 3.7874, loss: 3.7874 2020-04-28 11:56:47,270 - mmaction - INFO - Epoch [21][200/627] lr: 0.58191, eta: 4 days, 20:49:41, time: 2.996, data_time: 0.003, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4563, loss_cls: 3.7578, loss: 3.7578 2020-04-28 11:57:46,601 - mmaction - INFO - Epoch [21][220/627] lr: 0.58191, eta: 4 days, 20:45:03, time: 2.964, data_time: 0.003, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4188, loss_cls: 3.8478, loss: 3.8478 2020-04-28 11:58:55,569 - mmaction - INFO - Epoch [21][240/627] lr: 0.58191, eta: 4 days, 20:41:42, time: 3.450, data_time: 0.005, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4479, loss_cls: 3.7509, loss: 3.7509 2020-04-28 11:59:54,242 - mmaction - INFO - Epoch [21][260/627] lr: 0.58191, eta: 4 days, 20:37:00, time: 2.934, data_time: 0.003, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4083, loss_cls: 3.9004, loss: 3.9004 2020-04-28 12:00:54,041 - mmaction - INFO - Epoch [21][280/627] lr: 0.58191, eta: 4 days, 20:32:28, time: 2.990, data_time: 0.003, memory: 14510, top1_acc: 0.1813, top5_acc: 0.3729, loss_cls: 3.9085, loss: 3.9085 2020-04-28 12:01:58,317 - mmaction - INFO - Epoch [21][300/627] lr: 0.58191, eta: 4 days, 20:28:31, time: 3.213, data_time: 0.003, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4521, loss_cls: 3.7379, loss: 3.7379 2020-04-28 12:03:00,362 - mmaction - INFO - Epoch [21][320/627] lr: 0.58191, eta: 4 days, 20:24:18, time: 3.102, data_time: 0.004, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4292, loss_cls: 3.8460, loss: 3.8460 2020-04-28 12:03:55,707 - mmaction - INFO - Epoch [21][340/627] lr: 0.58191, eta: 4 days, 20:19:13, time: 2.768, data_time: 0.004, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4146, loss_cls: 3.8411, loss: 3.8411 2020-04-28 12:04:54,482 - mmaction - INFO - Epoch [21][360/627] lr: 0.58191, eta: 4 days, 20:14:36, time: 2.940, data_time: 0.003, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4208, loss_cls: 3.8827, loss: 3.8827 2020-04-28 12:05:54,557 - mmaction - INFO - Epoch [21][380/627] lr: 0.58191, eta: 4 days, 20:10:09, time: 3.004, data_time: 0.001, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4521, loss_cls: 3.8275, loss: 3.8275 2020-04-28 12:06:54,776 - mmaction - INFO - Epoch [21][400/627] lr: 0.58191, eta: 4 days, 20:05:43, time: 3.005, data_time: 0.000, memory: 14510, top1_acc: 0.1646, top5_acc: 0.4229, loss_cls: 4.0111, loss: 4.0111 2020-04-28 12:07:58,710 - mmaction - INFO - Epoch [21][420/627] lr: 0.58191, eta: 4 days, 20:01:49, time: 3.202, data_time: 0.008, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4375, loss_cls: 3.7638, loss: 3.7638 2020-04-28 12:08:57,370 - mmaction - INFO - Epoch [21][440/627] lr: 0.58191, eta: 4 days, 19:57:12, time: 2.930, data_time: 0.001, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4958, loss_cls: 3.5708, loss: 3.5708 2020-04-28 12:09:53,666 - mmaction - INFO - Epoch [21][460/627] lr: 0.58191, eta: 4 days, 19:52:19, time: 2.814, data_time: 0.004, memory: 14510, top1_acc: 0.1667, top5_acc: 0.4417, loss_cls: 3.8680, loss: 3.8680 2020-04-28 12:10:52,720 - mmaction - INFO - Epoch [21][480/627] lr: 0.58191, eta: 4 days, 19:47:48, time: 2.954, data_time: 0.005, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4354, loss_cls: 3.8365, loss: 3.8365 2020-04-28 12:11:54,992 - mmaction - INFO - Epoch [21][500/627] lr: 0.58191, eta: 4 days, 19:43:42, time: 3.117, data_time: 0.018, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4250, loss_cls: 3.9450, loss: 3.9450 2020-04-28 12:12:52,554 - mmaction - INFO - Epoch [21][520/627] lr: 0.58191, eta: 4 days, 19:39:00, time: 2.874, data_time: 0.001, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4146, loss_cls: 3.8256, loss: 3.8256 2020-04-28 12:13:51,426 - mmaction - INFO - Epoch [21][540/627] lr: 0.58191, eta: 4 days, 19:34:30, time: 2.945, data_time: 0.004, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4229, loss_cls: 3.8314, loss: 3.8314 2020-04-28 12:14:49,218 - mmaction - INFO - Epoch [21][560/627] lr: 0.58191, eta: 4 days, 19:29:52, time: 2.892, data_time: 0.032, memory: 14510, top1_acc: 0.1813, top5_acc: 0.3792, loss_cls: 4.0025, loss: 4.0025 2020-04-28 12:15:47,066 - mmaction - INFO - Epoch [21][580/627] lr: 0.58191, eta: 4 days, 19:25:14, time: 2.892, data_time: 0.001, memory: 14510, top1_acc: 0.1979, top5_acc: 0.3937, loss_cls: 4.0263, loss: 4.0263 2020-04-28 12:16:53,186 - mmaction - INFO - Epoch [21][600/627] lr: 0.58191, eta: 4 days, 19:21:40, time: 3.303, data_time: 0.002, memory: 14510, top1_acc: 0.1771, top5_acc: 0.3937, loss_cls: 3.8961, loss: 3.8961 2020-04-28 12:17:52,368 - mmaction - INFO - Epoch [21][620/627] lr: 0.58191, eta: 4 days, 19:17:14, time: 2.962, data_time: 0.006, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4062, loss_cls: 3.9868, loss: 3.9868 2020-04-28 12:20:20,614 - mmaction - INFO - Epoch [22][20/627] lr: 0.58007, eta: 4 days, 19:14:25, time: 5.246, data_time: 2.778, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4250, loss_cls: 3.8917, loss: 3.8917 2020-04-28 12:21:18,824 - mmaction - INFO - Epoch [22][40/627] lr: 0.58007, eta: 4 days, 19:09:54, time: 2.912, data_time: 0.010, memory: 14510, top1_acc: 0.1708, top5_acc: 0.3917, loss_cls: 3.8620, loss: 3.8620 2020-04-28 12:22:16,774 - mmaction - INFO - Epoch [22][60/627] lr: 0.58007, eta: 4 days, 19:05:21, time: 2.901, data_time: 0.005, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4292, loss_cls: 3.7694, loss: 3.7694 2020-04-28 12:23:15,473 - mmaction - INFO - Epoch [22][80/627] lr: 0.58007, eta: 4 days, 19:00:53, time: 2.933, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4417, loss_cls: 3.8063, loss: 3.8063 2020-04-28 12:24:13,708 - mmaction - INFO - Epoch [22][100/627] lr: 0.58007, eta: 4 days, 18:56:23, time: 2.913, data_time: 0.003, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4583, loss_cls: 3.7450, loss: 3.7450 2020-04-28 12:25:09,840 - mmaction - INFO - Epoch [22][120/627] lr: 0.58007, eta: 4 days, 18:51:38, time: 2.804, data_time: 0.002, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4354, loss_cls: 3.8723, loss: 3.8723 2020-04-28 12:26:16,953 - mmaction - INFO - Epoch [22][140/627] lr: 0.58007, eta: 4 days, 18:48:15, time: 3.354, data_time: 0.013, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4292, loss_cls: 3.8645, loss: 3.8645 2020-04-28 12:27:17,226 - mmaction - INFO - Epoch [22][160/627] lr: 0.58007, eta: 4 days, 18:44:02, time: 3.014, data_time: 0.006, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4833, loss_cls: 3.6228, loss: 3.6228 2020-04-28 12:28:13,915 - mmaction - INFO - Epoch [22][180/627] lr: 0.58007, eta: 4 days, 18:39:23, time: 2.834, data_time: 0.005, memory: 14510, top1_acc: 0.1854, top5_acc: 0.3958, loss_cls: 3.9997, loss: 3.9997 2020-04-28 12:29:11,891 - mmaction - INFO - Epoch [22][200/627] lr: 0.58007, eta: 4 days, 18:34:55, time: 2.902, data_time: 0.006, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4396, loss_cls: 3.8527, loss: 3.8527 2020-04-28 12:30:46,966 - mmaction - INFO - Epoch [22][220/627] lr: 0.58007, eta: 4 days, 18:34:59, time: 4.732, data_time: 0.015, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4354, loss_cls: 3.7993, loss: 3.7993 2020-04-28 12:31:45,250 - mmaction - INFO - Epoch [22][240/627] lr: 0.58007, eta: 4 days, 18:30:36, time: 2.935, data_time: 0.152, memory: 14510, top1_acc: 0.1604, top5_acc: 0.4167, loss_cls: 3.8954, loss: 3.8954 2020-04-28 12:32:47,636 - mmaction - INFO - Epoch [22][260/627] lr: 0.58007, eta: 4 days, 18:26:41, time: 3.117, data_time: 0.004, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4188, loss_cls: 3.8597, loss: 3.8597 2020-04-28 12:33:46,975 - mmaction - INFO - Epoch [22][280/627] lr: 0.58007, eta: 4 days, 18:22:24, time: 2.968, data_time: 0.005, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4229, loss_cls: 3.9623, loss: 3.9623 2020-04-28 12:34:49,166 - mmaction - INFO - Epoch [22][300/627] lr: 0.58007, eta: 4 days, 18:18:28, time: 3.104, data_time: 0.878, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4292, loss_cls: 3.8395, loss: 3.8395 2020-04-28 12:35:49,690 - mmaction - INFO - Epoch [22][320/627] lr: 0.58007, eta: 4 days, 18:14:22, time: 3.032, data_time: 1.271, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4521, loss_cls: 3.9295, loss: 3.9295 2020-04-28 12:36:47,831 - mmaction - INFO - Epoch [22][340/627] lr: 0.58007, eta: 4 days, 18:09:58, time: 2.905, data_time: 1.404, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4500, loss_cls: 3.7278, loss: 3.7278 2020-04-28 12:37:45,445 - mmaction - INFO - Epoch [22][360/627] lr: 0.58007, eta: 4 days, 18:05:31, time: 2.883, data_time: 0.835, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4125, loss_cls: 3.8600, loss: 3.8600 2020-04-28 12:38:41,369 - mmaction - INFO - Epoch [22][380/627] lr: 0.58007, eta: 4 days, 18:00:52, time: 2.794, data_time: 0.737, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4271, loss_cls: 3.8319, loss: 3.8319 2020-04-28 12:39:38,618 - mmaction - INFO - Epoch [22][400/627] lr: 0.58007, eta: 4 days, 17:56:24, time: 2.867, data_time: 0.431, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4229, loss_cls: 3.7967, loss: 3.7967 2020-04-28 12:40:37,927 - mmaction - INFO - Epoch [22][420/627] lr: 0.58007, eta: 4 days, 17:52:10, time: 2.959, data_time: 0.037, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4250, loss_cls: 3.8528, loss: 3.8528 2020-04-28 12:41:35,162 - mmaction - INFO - Epoch [22][440/627] lr: 0.58007, eta: 4 days, 17:47:43, time: 2.864, data_time: 0.008, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4187, loss_cls: 3.8198, loss: 3.8198 2020-04-28 12:42:33,697 - mmaction - INFO - Epoch [22][460/627] lr: 0.58007, eta: 4 days, 17:43:26, time: 2.928, data_time: 0.005, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4125, loss_cls: 3.9364, loss: 3.9364 2020-04-28 12:43:31,467 - mmaction - INFO - Epoch [22][480/627] lr: 0.58007, eta: 4 days, 17:39:03, time: 2.886, data_time: 0.118, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4458, loss_cls: 3.7078, loss: 3.7078 2020-04-28 12:44:38,591 - mmaction - INFO - Epoch [22][500/627] lr: 0.58007, eta: 4 days, 17:35:50, time: 3.360, data_time: 0.005, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4625, loss_cls: 3.6582, loss: 3.6582 2020-04-28 12:45:34,166 - mmaction - INFO - Epoch [22][520/627] lr: 0.58007, eta: 4 days, 17:31:12, time: 2.780, data_time: 0.100, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4354, loss_cls: 3.8727, loss: 3.8727 2020-04-28 12:46:30,700 - mmaction - INFO - Epoch [22][540/627] lr: 0.58007, eta: 4 days, 17:26:43, time: 2.824, data_time: 0.100, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4479, loss_cls: 3.7227, loss: 3.7227 2020-04-28 12:47:27,081 - mmaction - INFO - Epoch [22][560/627] lr: 0.58007, eta: 4 days, 17:22:13, time: 2.821, data_time: 0.004, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4125, loss_cls: 3.8913, loss: 3.8913 2020-04-28 12:48:24,625 - mmaction - INFO - Epoch [22][580/627] lr: 0.58007, eta: 4 days, 17:17:52, time: 2.877, data_time: 0.001, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4458, loss_cls: 3.8071, loss: 3.8071 2020-04-28 12:49:22,054 - mmaction - INFO - Epoch [22][600/627] lr: 0.58007, eta: 4 days, 17:13:30, time: 2.868, data_time: 0.001, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4250, loss_cls: 3.8101, loss: 3.8101 2020-04-28 12:50:16,022 - mmaction - INFO - Epoch [22][620/627] lr: 0.58007, eta: 4 days, 17:08:44, time: 2.699, data_time: 0.004, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4208, loss_cls: 3.9095, loss: 3.9095 2020-04-28 12:52:39,850 - mmaction - INFO - Epoch [23][20/627] lr: 0.57816, eta: 4 days, 17:06:43, time: 5.477, data_time: 2.502, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4063, loss_cls: 3.9055, loss: 3.9055 2020-04-28 12:53:44,988 - mmaction - INFO - Epoch [23][40/627] lr: 0.57816, eta: 4 days, 17:03:19, time: 3.261, data_time: 0.006, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4292, loss_cls: 3.7266, loss: 3.7266 2020-04-28 12:54:38,170 - mmaction - INFO - Epoch [23][60/627] lr: 0.57816, eta: 4 days, 16:58:29, time: 2.658, data_time: 0.020, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4771, loss_cls: 3.6964, loss: 3.6964 2020-04-28 12:55:35,371 - mmaction - INFO - Epoch [23][80/627] lr: 0.57816, eta: 4 days, 16:54:09, time: 2.860, data_time: 0.712, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4333, loss_cls: 3.8662, loss: 3.8662 2020-04-28 12:56:31,426 - mmaction - INFO - Epoch [23][100/627] lr: 0.57816, eta: 4 days, 16:49:41, time: 2.802, data_time: 0.004, memory: 14510, top1_acc: 0.1521, top5_acc: 0.4208, loss_cls: 3.9542, loss: 3.9542 2020-04-28 12:57:28,076 - mmaction - INFO - Epoch [23][120/627] lr: 0.57816, eta: 4 days, 16:45:18, time: 2.835, data_time: 0.027, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4583, loss_cls: 3.6511, loss: 3.6511 2020-04-28 12:58:20,602 - mmaction - INFO - Epoch [23][140/627] lr: 0.57816, eta: 4 days, 16:40:26, time: 2.623, data_time: 0.002, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4375, loss_cls: 3.7847, loss: 3.7847 2020-04-28 12:59:16,311 - mmaction - INFO - Epoch [23][160/627] lr: 0.57816, eta: 4 days, 16:35:58, time: 2.789, data_time: 0.005, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4229, loss_cls: 3.8509, loss: 3.8509 2020-04-28 13:00:12,009 - mmaction - INFO - Epoch [23][180/627] lr: 0.57816, eta: 4 days, 16:31:30, time: 2.785, data_time: 0.004, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4104, loss_cls: 3.8390, loss: 3.8390 2020-04-28 13:01:06,670 - mmaction - INFO - Epoch [23][200/627] lr: 0.57816, eta: 4 days, 16:26:55, time: 2.729, data_time: 0.002, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4229, loss_cls: 3.7179, loss: 3.7179 2020-04-28 13:02:07,184 - mmaction - INFO - Epoch [23][220/627] lr: 0.57816, eta: 4 days, 16:23:03, time: 3.025, data_time: 0.005, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4333, loss_cls: 3.7622, loss: 3.7622 2020-04-28 13:03:03,814 - mmaction - INFO - Epoch [23][240/627] lr: 0.57816, eta: 4 days, 16:18:43, time: 2.835, data_time: 0.005, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4458, loss_cls: 3.7463, loss: 3.7463 2020-04-28 13:03:59,674 - mmaction - INFO - Epoch [23][260/627] lr: 0.57816, eta: 4 days, 16:14:19, time: 2.792, data_time: 0.002, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4562, loss_cls: 3.7410, loss: 3.7410 2020-04-28 13:04:54,561 - mmaction - INFO - Epoch [23][280/627] lr: 0.57816, eta: 4 days, 16:09:48, time: 2.742, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4271, loss_cls: 3.8650, loss: 3.8650 2020-04-28 13:05:50,630 - mmaction - INFO - Epoch [23][300/627] lr: 0.57816, eta: 4 days, 16:05:26, time: 2.804, data_time: 0.005, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4646, loss_cls: 3.7119, loss: 3.7119 2020-04-28 13:06:45,041 - mmaction - INFO - Epoch [23][320/627] lr: 0.57816, eta: 4 days, 16:00:53, time: 2.719, data_time: 0.005, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4417, loss_cls: 3.7731, loss: 3.7731 2020-04-28 13:07:40,047 - mmaction - INFO - Epoch [23][340/627] lr: 0.57816, eta: 4 days, 15:56:26, time: 2.753, data_time: 0.006, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4125, loss_cls: 3.8711, loss: 3.8711 2020-04-28 13:08:35,893 - mmaction - INFO - Epoch [23][360/627] lr: 0.57816, eta: 4 days, 15:52:04, time: 2.791, data_time: 0.005, memory: 14510, top1_acc: 0.1479, top5_acc: 0.3771, loss_cls: 4.0879, loss: 4.0879 2020-04-28 13:09:29,076 - mmaction - INFO - Epoch [23][380/627] lr: 0.57816, eta: 4 days, 15:47:25, time: 2.661, data_time: 0.004, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4313, loss_cls: 3.8795, loss: 3.8795 2020-04-28 13:10:25,981 - mmaction - INFO - Epoch [23][400/627] lr: 0.57816, eta: 4 days, 15:43:12, time: 2.842, data_time: 0.025, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4271, loss_cls: 3.8670, loss: 3.8670 2020-04-28 13:11:34,690 - mmaction - INFO - Epoch [23][420/627] lr: 0.57816, eta: 4 days, 15:40:21, time: 3.436, data_time: 0.006, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4167, loss_cls: 3.8638, loss: 3.8638 2020-04-28 13:12:35,283 - mmaction - INFO - Epoch [23][440/627] lr: 0.57816, eta: 4 days, 15:36:35, time: 3.029, data_time: 0.005, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4458, loss_cls: 3.7041, loss: 3.7041 2020-04-28 13:13:33,603 - mmaction - INFO - Epoch [23][460/627] lr: 0.57816, eta: 4 days, 15:32:34, time: 2.919, data_time: 0.005, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4188, loss_cls: 3.8019, loss: 3.8019 2020-04-28 13:14:29,524 - mmaction - INFO - Epoch [23][480/627] lr: 0.57816, eta: 4 days, 15:28:16, time: 2.797, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4354, loss_cls: 3.8219, loss: 3.8219 2020-04-28 13:15:22,726 - mmaction - INFO - Epoch [23][500/627] lr: 0.57816, eta: 4 days, 15:23:40, time: 2.657, data_time: 0.289, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4354, loss_cls: 3.8588, loss: 3.8588 2020-04-28 13:16:16,229 - mmaction - INFO - Epoch [23][520/627] lr: 0.57816, eta: 4 days, 15:19:07, time: 2.678, data_time: 0.497, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4292, loss_cls: 3.8625, loss: 3.8625 2020-04-28 13:17:13,615 - mmaction - INFO - Epoch [23][540/627] lr: 0.57816, eta: 4 days, 15:15:01, time: 2.868, data_time: 0.482, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4500, loss_cls: 3.7397, loss: 3.7397 2020-04-28 13:18:09,729 - mmaction - INFO - Epoch [23][560/627] lr: 0.57816, eta: 4 days, 15:10:46, time: 2.802, data_time: 0.002, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4521, loss_cls: 3.7438, loss: 3.7438 2020-04-28 13:19:04,922 - mmaction - INFO - Epoch [23][580/627] lr: 0.57816, eta: 4 days, 15:06:27, time: 2.763, data_time: 0.118, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4479, loss_cls: 3.7506, loss: 3.7506 2020-04-28 13:20:02,180 - mmaction - INFO - Epoch [23][600/627] lr: 0.57816, eta: 4 days, 15:02:21, time: 2.861, data_time: 0.002, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4563, loss_cls: 3.7206, loss: 3.7206 2020-04-28 13:21:01,572 - mmaction - INFO - Epoch [23][620/627] lr: 0.57816, eta: 4 days, 14:58:31, time: 2.972, data_time: 0.007, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4042, loss_cls: 3.8859, loss: 3.8859 2020-04-28 13:23:25,888 - mmaction - INFO - Epoch [24][20/627] lr: 0.57615, eta: 4 days, 14:56:49, time: 5.529, data_time: 2.618, memory: 14510, top1_acc: 0.1729, top5_acc: 0.4167, loss_cls: 3.9898, loss: 3.9898 2020-04-28 13:24:22,519 - mmaction - INFO - Epoch [24][40/627] lr: 0.57615, eta: 4 days, 14:52:40, time: 2.826, data_time: 0.003, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4437, loss_cls: 3.8661, loss: 3.8661 2020-04-28 13:25:18,097 - mmaction - INFO - Epoch [24][60/627] lr: 0.57615, eta: 4 days, 14:48:26, time: 2.785, data_time: 0.008, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4437, loss_cls: 3.7917, loss: 3.7917 2020-04-28 13:26:12,981 - mmaction - INFO - Epoch [24][80/627] lr: 0.57615, eta: 4 days, 14:44:07, time: 2.742, data_time: 0.002, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4104, loss_cls: 3.8892, loss: 3.8892 2020-04-28 13:27:06,800 - mmaction - INFO - Epoch [24][100/627] lr: 0.57615, eta: 4 days, 14:39:41, time: 2.690, data_time: 0.005, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.6516, loss: 3.6516 2020-04-28 13:28:05,742 - mmaction - INFO - Epoch [24][120/627] lr: 0.57615, eta: 4 days, 14:35:51, time: 2.951, data_time: 0.004, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4667, loss_cls: 3.6745, loss: 3.6745 2020-04-28 13:28:58,536 - mmaction - INFO - Epoch [24][140/627] lr: 0.57615, eta: 4 days, 14:31:20, time: 2.639, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4375, loss_cls: 3.7736, loss: 3.7736 2020-04-28 13:30:01,587 - mmaction - INFO - Epoch [24][160/627] lr: 0.57615, eta: 4 days, 14:27:58, time: 3.148, data_time: 0.003, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4292, loss_cls: 3.8869, loss: 3.8869 2020-04-28 13:30:55,349 - mmaction - INFO - Epoch [24][180/627] lr: 0.57615, eta: 4 days, 14:23:35, time: 2.694, data_time: 0.252, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4250, loss_cls: 3.8316, loss: 3.8316 2020-04-28 13:31:50,765 - mmaction - INFO - Epoch [24][200/627] lr: 0.57615, eta: 4 days, 14:19:22, time: 2.766, data_time: 0.100, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4417, loss_cls: 3.7480, loss: 3.7480 2020-04-28 13:32:43,392 - mmaction - INFO - Epoch [24][220/627] lr: 0.57615, eta: 4 days, 14:14:52, time: 2.635, data_time: 0.006, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4333, loss_cls: 3.7709, loss: 3.7709 2020-04-28 13:33:39,214 - mmaction - INFO - Epoch [24][240/627] lr: 0.57615, eta: 4 days, 14:10:44, time: 2.793, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4688, loss_cls: 3.5513, loss: 3.5513 2020-04-28 13:34:32,471 - mmaction - INFO - Epoch [24][260/627] lr: 0.57615, eta: 4 days, 14:06:19, time: 2.663, data_time: 0.072, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4313, loss_cls: 3.8199, loss: 3.8199 2020-04-28 13:35:26,547 - mmaction - INFO - Epoch [24][280/627] lr: 0.57615, eta: 4 days, 14:02:00, time: 2.702, data_time: 0.001, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4396, loss_cls: 3.7590, loss: 3.7590 2020-04-28 13:36:19,640 - mmaction - INFO - Epoch [24][300/627] lr: 0.57615, eta: 4 days, 13:57:36, time: 2.657, data_time: 0.006, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4250, loss_cls: 3.8731, loss: 3.8731 2020-04-28 13:37:20,271 - mmaction - INFO - Epoch [24][320/627] lr: 0.57615, eta: 4 days, 13:54:01, time: 3.026, data_time: 0.001, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4437, loss_cls: 3.8629, loss: 3.8629 2020-04-28 13:38:16,077 - mmaction - INFO - Epoch [24][340/627] lr: 0.57615, eta: 4 days, 13:49:56, time: 2.795, data_time: 0.006, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4750, loss_cls: 3.7325, loss: 3.7325 2020-04-28 13:39:15,958 - mmaction - INFO - Epoch [24][360/627] lr: 0.57615, eta: 4 days, 13:46:17, time: 2.991, data_time: 0.001, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4396, loss_cls: 3.8454, loss: 3.8454 2020-04-28 13:40:11,893 - mmaction - INFO - Epoch [24][380/627] lr: 0.57615, eta: 4 days, 13:42:13, time: 2.798, data_time: 0.005, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4354, loss_cls: 3.8363, loss: 3.8363 2020-04-28 13:41:03,462 - mmaction - INFO - Epoch [24][400/627] lr: 0.57615, eta: 4 days, 13:37:41, time: 2.578, data_time: 0.004, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4125, loss_cls: 3.9011, loss: 3.9011 2020-04-28 13:41:57,625 - mmaction - INFO - Epoch [24][420/627] lr: 0.57615, eta: 4 days, 13:33:27, time: 2.710, data_time: 0.004, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4417, loss_cls: 3.8465, loss: 3.8465 2020-04-28 13:42:54,762 - mmaction - INFO - Epoch [24][440/627] lr: 0.57615, eta: 4 days, 13:29:32, time: 2.854, data_time: 0.001, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4562, loss_cls: 3.7870, loss: 3.7870 2020-04-28 13:43:47,407 - mmaction - INFO - Epoch [24][460/627] lr: 0.57615, eta: 4 days, 13:25:09, time: 2.634, data_time: 0.046, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4604, loss_cls: 3.7390, loss: 3.7390 2020-04-28 13:44:40,483 - mmaction - INFO - Epoch [24][480/627] lr: 0.57615, eta: 4 days, 13:20:49, time: 2.652, data_time: 0.158, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4396, loss_cls: 3.7455, loss: 3.7455 2020-04-28 13:45:33,557 - mmaction - INFO - Epoch [24][500/627] lr: 0.57615, eta: 4 days, 13:16:29, time: 2.652, data_time: 0.026, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4292, loss_cls: 3.8342, loss: 3.8342 2020-04-28 13:46:25,544 - mmaction - INFO - Epoch [24][520/627] lr: 0.57615, eta: 4 days, 13:12:03, time: 2.604, data_time: 0.013, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4292, loss_cls: 3.7912, loss: 3.7912 2020-04-28 13:47:19,062 - mmaction - INFO - Epoch [24][540/627] lr: 0.57615, eta: 4 days, 13:07:48, time: 2.675, data_time: 0.000, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4750, loss_cls: 3.7418, loss: 3.7418 2020-04-28 13:48:18,148 - mmaction - INFO - Epoch [24][560/627] lr: 0.57615, eta: 4 days, 13:04:09, time: 2.951, data_time: 0.002, memory: 14510, top1_acc: 0.1729, top5_acc: 0.4021, loss_cls: 3.8865, loss: 3.8865 2020-04-28 13:49:11,773 - mmaction - INFO - Epoch [24][580/627] lr: 0.57615, eta: 4 days, 12:59:55, time: 2.681, data_time: 0.005, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4292, loss_cls: 3.8246, loss: 3.8246 2020-04-28 13:50:03,734 - mmaction - INFO - Epoch [24][600/627] lr: 0.57615, eta: 4 days, 12:55:31, time: 2.600, data_time: 0.005, memory: 14510, top1_acc: 0.1813, top5_acc: 0.4583, loss_cls: 3.8045, loss: 3.8045 2020-04-28 13:50:54,727 - mmaction - INFO - Epoch [24][620/627] lr: 0.57615, eta: 4 days, 12:51:01, time: 2.552, data_time: 0.008, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4250, loss_cls: 3.8228, loss: 3.8228 2020-04-28 13:53:15,462 - mmaction - INFO - Epoch [25][20/627] lr: 0.57406, eta: 4 days, 12:49:08, time: 5.365, data_time: 2.677, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4104, loss_cls: 3.8968, loss: 3.8968 2020-04-28 13:54:05,808 - mmaction - INFO - Epoch [25][40/627] lr: 0.57406, eta: 4 days, 12:44:38, time: 2.547, data_time: 0.035, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4104, loss_cls: 3.8699, loss: 3.8699 2020-04-28 13:54:59,528 - mmaction - INFO - Epoch [25][60/627] lr: 0.57406, eta: 4 days, 12:40:28, time: 2.685, data_time: 0.065, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4417, loss_cls: 3.7390, loss: 3.7390 2020-04-28 13:55:49,736 - mmaction - INFO - Epoch [25][80/627] lr: 0.57406, eta: 4 days, 12:35:55, time: 2.510, data_time: 0.714, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4438, loss_cls: 3.7287, loss: 3.7287 2020-04-28 13:56:42,052 - mmaction - INFO - Epoch [25][100/627] lr: 0.57406, eta: 4 days, 12:31:37, time: 2.619, data_time: 0.054, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4542, loss_cls: 3.7017, loss: 3.7017 2020-04-28 13:57:40,983 - mmaction - INFO - Epoch [25][120/627] lr: 0.57406, eta: 4 days, 12:28:01, time: 2.944, data_time: 0.002, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4479, loss_cls: 3.7913, loss: 3.7913 2020-04-28 13:58:33,422 - mmaction - INFO - Epoch [25][140/627] lr: 0.57406, eta: 4 days, 12:23:44, time: 2.626, data_time: 1.006, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4583, loss_cls: 3.7054, loss: 3.7054 2020-04-28 13:59:25,712 - mmaction - INFO - Epoch [25][160/627] lr: 0.57406, eta: 4 days, 12:19:27, time: 2.613, data_time: 1.031, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4708, loss_cls: 3.6637, loss: 3.6637 2020-04-28 14:00:17,917 - mmaction - INFO - Epoch [25][180/627] lr: 0.57406, eta: 4 days, 12:15:10, time: 2.609, data_time: 0.908, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4438, loss_cls: 3.8601, loss: 3.8601 2020-04-28 14:01:10,260 - mmaction - INFO - Epoch [25][200/627] lr: 0.57406, eta: 4 days, 12:10:54, time: 2.615, data_time: 1.091, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4604, loss_cls: 3.7195, loss: 3.7195 2020-04-28 14:02:01,559 - mmaction - INFO - Epoch [25][220/627] lr: 0.57406, eta: 4 days, 12:06:32, time: 2.569, data_time: 0.987, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4729, loss_cls: 3.6048, loss: 3.6048 2020-04-28 14:02:54,252 - mmaction - INFO - Epoch [25][240/627] lr: 0.57406, eta: 4 days, 12:02:20, time: 2.635, data_time: 0.772, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4354, loss_cls: 3.7339, loss: 3.7339 2020-04-28 14:03:46,277 - mmaction - INFO - Epoch [25][260/627] lr: 0.57406, eta: 4 days, 11:58:03, time: 2.598, data_time: 0.971, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4167, loss_cls: 3.8720, loss: 3.8720 2020-04-28 14:04:40,848 - mmaction - INFO - Epoch [25][280/627] lr: 0.57406, eta: 4 days, 11:54:04, time: 2.730, data_time: 1.224, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4146, loss_cls: 3.8061, loss: 3.8061 2020-04-28 14:05:31,851 - mmaction - INFO - Epoch [25][300/627] lr: 0.57406, eta: 4 days, 11:49:42, time: 2.549, data_time: 1.044, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4542, loss_cls: 3.6551, loss: 3.6551 2020-04-28 14:06:30,674 - mmaction - INFO - Epoch [25][320/627] lr: 0.57406, eta: 4 days, 11:46:11, time: 2.943, data_time: 0.774, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4313, loss_cls: 3.7824, loss: 3.7824 2020-04-28 14:07:22,815 - mmaction - INFO - Epoch [25][340/627] lr: 0.57406, eta: 4 days, 11:41:57, time: 2.603, data_time: 1.035, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4229, loss_cls: 3.8668, loss: 3.8668 2020-04-28 14:08:14,758 - mmaction - INFO - Epoch [25][360/627] lr: 0.57406, eta: 4 days, 11:37:43, time: 2.601, data_time: 0.966, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4583, loss_cls: 3.7390, loss: 3.7390 2020-04-28 14:09:04,917 - mmaction - INFO - Epoch [25][380/627] lr: 0.57406, eta: 4 days, 11:33:17, time: 2.503, data_time: 0.222, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4417, loss_cls: 3.7718, loss: 3.7718 2020-04-28 14:09:57,809 - mmaction - INFO - Epoch [25][400/627] lr: 0.57406, eta: 4 days, 11:29:11, time: 2.649, data_time: 0.029, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4708, loss_cls: 3.6796, loss: 3.6796 2020-04-28 14:10:49,664 - mmaction - INFO - Epoch [25][420/627] lr: 0.57406, eta: 4 days, 11:24:57, time: 2.591, data_time: 0.002, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4250, loss_cls: 3.9057, loss: 3.9057 2020-04-28 14:11:39,927 - mmaction - INFO - Epoch [25][440/627] lr: 0.57406, eta: 4 days, 11:20:35, time: 2.512, data_time: 0.005, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4479, loss_cls: 3.6693, loss: 3.6693 2020-04-28 14:12:32,153 - mmaction - INFO - Epoch [25][460/627] lr: 0.57406, eta: 4 days, 11:16:25, time: 2.614, data_time: 0.005, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4021, loss_cls: 3.8926, loss: 3.8926 2020-04-28 14:13:24,083 - mmaction - INFO - Epoch [25][480/627] lr: 0.57406, eta: 4 days, 11:12:14, time: 2.597, data_time: 0.003, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4750, loss_cls: 3.6473, loss: 3.6473 2020-04-28 14:14:15,145 - mmaction - INFO - Epoch [25][500/627] lr: 0.57406, eta: 4 days, 11:07:58, time: 2.550, data_time: 0.013, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4167, loss_cls: 3.8162, loss: 3.8162 2020-04-28 14:15:12,706 - mmaction - INFO - Epoch [25][520/627] lr: 0.57406, eta: 4 days, 11:04:23, time: 2.882, data_time: 0.396, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4375, loss_cls: 3.8573, loss: 3.8573 2020-04-28 14:16:04,485 - mmaction - INFO - Epoch [25][540/627] lr: 0.57406, eta: 4 days, 11:00:12, time: 2.586, data_time: 0.005, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4396, loss_cls: 3.7574, loss: 3.7574 2020-04-28 14:16:56,972 - mmaction - INFO - Epoch [25][560/627] lr: 0.57406, eta: 4 days, 10:56:07, time: 2.626, data_time: 0.010, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4354, loss_cls: 3.7213, loss: 3.7213 2020-04-28 14:17:49,945 - mmaction - INFO - Epoch [25][580/627] lr: 0.57406, eta: 4 days, 10:52:04, time: 2.648, data_time: 0.003, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4750, loss_cls: 3.6073, loss: 3.6073 2020-04-28 14:18:43,340 - mmaction - INFO - Epoch [25][600/627] lr: 0.57406, eta: 4 days, 10:48:06, time: 2.672, data_time: 0.109, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4375, loss_cls: 3.8857, loss: 3.8857 2020-04-28 14:19:35,315 - mmaction - INFO - Epoch [25][620/627] lr: 0.57406, eta: 4 days, 10:43:58, time: 2.594, data_time: 0.009, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4771, loss_cls: 3.6539, loss: 3.6539 2020-04-28 14:22:42,585 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 14:22:43,576 - mmaction - INFO - top1_acc 0.2116 top5_acc 0.4531 2020-04-28 14:22:43,576 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 14:22:43,661 - mmaction - INFO - mean_acc 0.2113 2020-04-28 14:22:43,671 - mmaction - INFO - Epoch [25][627/627] lr: 0.57406, top1_acc: 0.2116, top5_acc: 0.4531, mean_class_accuracy: 0.2113 2020-04-28 14:23:45,112 - mmaction - INFO - Epoch [26][20/627] lr: 0.57189, eta: 4 days, 10:37:30, time: 3.068, data_time: 0.313, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4042, loss_cls: 3.8974, loss: 3.8974 2020-04-28 14:24:44,621 - mmaction - INFO - Epoch [26][40/627] lr: 0.57189, eta: 4 days, 10:34:11, time: 2.978, data_time: 0.004, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4750, loss_cls: 3.6329, loss: 3.6329 2020-04-28 14:25:39,146 - mmaction - INFO - Epoch [26][60/627] lr: 0.57189, eta: 4 days, 10:30:21, time: 2.726, data_time: 0.001, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4875, loss_cls: 3.5810, loss: 3.5810 2020-04-28 14:26:29,986 - mmaction - INFO - Epoch [26][80/627] lr: 0.57189, eta: 4 days, 10:26:09, time: 2.542, data_time: 0.001, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4583, loss_cls: 3.6671, loss: 3.6671 2020-04-28 14:27:22,379 - mmaction - INFO - Epoch [26][100/627] lr: 0.57189, eta: 4 days, 10:22:06, time: 2.619, data_time: 0.002, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4187, loss_cls: 3.9446, loss: 3.9446 2020-04-28 14:28:15,219 - mmaction - INFO - Epoch [26][120/627] lr: 0.57189, eta: 4 days, 10:18:07, time: 2.640, data_time: 0.007, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4562, loss_cls: 3.7212, loss: 3.7212 2020-04-28 14:29:08,639 - mmaction - INFO - Epoch [26][140/627] lr: 0.57189, eta: 4 days, 10:14:12, time: 2.671, data_time: 0.006, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4458, loss_cls: 3.7168, loss: 3.7168 2020-04-28 14:30:01,616 - mmaction - INFO - Epoch [26][160/627] lr: 0.57189, eta: 4 days, 10:10:15, time: 2.650, data_time: 0.004, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4688, loss_cls: 3.6493, loss: 3.6493 2020-04-28 14:30:53,961 - mmaction - INFO - Epoch [26][180/627] lr: 0.57189, eta: 4 days, 10:06:15, time: 2.618, data_time: 0.105, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4521, loss_cls: 3.6545, loss: 3.6545 2020-04-28 14:31:47,783 - mmaction - INFO - Epoch [26][200/627] lr: 0.57189, eta: 4 days, 10:02:24, time: 2.691, data_time: 0.003, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4271, loss_cls: 3.8087, loss: 3.8087 2020-04-28 14:32:42,446 - mmaction - INFO - Epoch [26][220/627] lr: 0.57189, eta: 4 days, 9:58:38, time: 2.731, data_time: 0.003, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4750, loss_cls: 3.5991, loss: 3.5991 2020-04-28 14:33:42,661 - mmaction - INFO - Epoch [26][240/627] lr: 0.57189, eta: 4 days, 9:55:27, time: 3.014, data_time: 0.005, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4687, loss_cls: 3.6829, loss: 3.6829 2020-04-28 14:34:38,496 - mmaction - INFO - Epoch [26][260/627] lr: 0.57189, eta: 4 days, 9:51:49, time: 2.788, data_time: 0.011, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4771, loss_cls: 3.7141, loss: 3.7141 2020-04-28 14:35:34,694 - mmaction - INFO - Epoch [26][280/627] lr: 0.57189, eta: 4 days, 9:48:15, time: 2.814, data_time: 0.005, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4396, loss_cls: 3.7632, loss: 3.7632 2020-04-28 14:36:27,996 - mmaction - INFO - Epoch [26][300/627] lr: 0.57189, eta: 4 days, 9:44:22, time: 2.662, data_time: 0.002, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4313, loss_cls: 3.8330, loss: 3.8330 2020-04-28 14:37:23,297 - mmaction - INFO - Epoch [26][320/627] lr: 0.57189, eta: 4 days, 9:40:42, time: 2.764, data_time: 0.004, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4729, loss_cls: 3.6664, loss: 3.6664 2020-04-28 14:38:17,340 - mmaction - INFO - Epoch [26][340/627] lr: 0.57189, eta: 4 days, 9:36:56, time: 2.706, data_time: 0.005, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4583, loss_cls: 3.6600, loss: 3.6600 2020-04-28 14:39:15,952 - mmaction - INFO - Epoch [26][360/627] lr: 0.57189, eta: 4 days, 9:33:37, time: 2.928, data_time: 0.090, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4521, loss_cls: 3.7326, loss: 3.7326 2020-04-28 14:40:14,845 - mmaction - INFO - Epoch [26][380/627] lr: 0.57189, eta: 4 days, 9:30:20, time: 2.945, data_time: 0.105, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4479, loss_cls: 3.7854, loss: 3.7854 2020-04-28 14:41:11,278 - mmaction - INFO - Epoch [26][400/627] lr: 0.57189, eta: 4 days, 9:26:49, time: 2.824, data_time: 0.005, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4437, loss_cls: 3.8249, loss: 3.8249 2020-04-28 14:42:11,443 - mmaction - INFO - Epoch [26][420/627] lr: 0.57189, eta: 4 days, 9:23:41, time: 3.006, data_time: 0.002, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4354, loss_cls: 3.6986, loss: 3.6986 2020-04-28 14:43:07,027 - mmaction - INFO - Epoch [26][440/627] lr: 0.57189, eta: 4 days, 9:20:06, time: 2.781, data_time: 0.004, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4604, loss_cls: 3.7053, loss: 3.7053 2020-04-28 14:44:04,075 - mmaction - INFO - Epoch [26][460/627] lr: 0.57189, eta: 4 days, 9:16:39, time: 2.848, data_time: 0.002, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4354, loss_cls: 3.7416, loss: 3.7416 2020-04-28 14:44:57,530 - mmaction - INFO - Epoch [26][480/627] lr: 0.57189, eta: 4 days, 9:12:52, time: 2.676, data_time: 0.006, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.5898, loss: 3.5898 2020-04-28 14:45:50,814 - mmaction - INFO - Epoch [26][500/627] lr: 0.57189, eta: 4 days, 9:09:04, time: 2.666, data_time: 0.003, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4438, loss_cls: 3.7801, loss: 3.7801 2020-04-28 14:46:46,358 - mmaction - INFO - Epoch [26][520/627] lr: 0.57189, eta: 4 days, 9:05:29, time: 2.773, data_time: 0.457, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4688, loss_cls: 3.6649, loss: 3.6649 2020-04-28 14:47:40,051 - mmaction - INFO - Epoch [26][540/627] lr: 0.57189, eta: 4 days, 9:01:45, time: 2.689, data_time: 0.006, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4000, loss_cls: 3.9139, loss: 3.9139 2020-04-28 14:48:34,073 - mmaction - INFO - Epoch [26][560/627] lr: 0.57189, eta: 4 days, 8:58:02, time: 2.701, data_time: 0.002, memory: 14510, top1_acc: 0.1854, top5_acc: 0.3833, loss_cls: 3.8681, loss: 3.8681 2020-04-28 14:49:28,896 - mmaction - INFO - Epoch [26][580/627] lr: 0.57189, eta: 4 days, 8:54:25, time: 2.741, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4646, loss_cls: 3.6473, loss: 3.6473 2020-04-28 14:50:22,005 - mmaction - INFO - Epoch [26][600/627] lr: 0.57189, eta: 4 days, 8:50:38, time: 2.655, data_time: 0.002, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4583, loss_cls: 3.7142, loss: 3.7142 2020-04-28 14:51:21,786 - mmaction - INFO - Epoch [26][620/627] lr: 0.57189, eta: 4 days, 8:47:31, time: 2.987, data_time: 0.003, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4250, loss_cls: 3.8043, loss: 3.8043 2020-04-28 14:53:37,123 - mmaction - INFO - Epoch [27][20/627] lr: 0.56964, eta: 4 days, 8:44:43, time: 4.747, data_time: 2.119, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4292, loss_cls: 3.7746, loss: 3.7746 2020-04-28 14:54:28,176 - mmaction - INFO - Epoch [27][40/627] lr: 0.56964, eta: 4 days, 8:40:45, time: 2.553, data_time: 0.002, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4625, loss_cls: 3.6468, loss: 3.6468 2020-04-28 14:55:24,783 - mmaction - INFO - Epoch [27][60/627] lr: 0.56964, eta: 4 days, 8:37:20, time: 2.829, data_time: 0.018, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4979, loss_cls: 3.6737, loss: 3.6737 2020-04-28 14:56:15,347 - mmaction - INFO - Epoch [27][80/627] lr: 0.56964, eta: 4 days, 8:33:20, time: 2.528, data_time: 0.003, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4563, loss_cls: 3.6580, loss: 3.6580 2020-04-28 14:57:07,020 - mmaction - INFO - Epoch [27][100/627] lr: 0.56964, eta: 4 days, 8:29:27, time: 2.584, data_time: 0.003, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4313, loss_cls: 3.8082, loss: 3.8082 2020-04-28 14:58:00,610 - mmaction - INFO - Epoch [27][120/627] lr: 0.56964, eta: 4 days, 8:25:45, time: 2.678, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4250, loss_cls: 3.8953, loss: 3.8953 2020-04-28 14:58:51,754 - mmaction - INFO - Epoch [27][140/627] lr: 0.56964, eta: 4 days, 8:21:50, time: 2.559, data_time: 0.004, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4229, loss_cls: 3.7651, loss: 3.7651 2020-04-28 14:59:43,639 - mmaction - INFO - Epoch [27][160/627] lr: 0.56964, eta: 4 days, 8:18:00, time: 2.593, data_time: 0.002, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4646, loss_cls: 3.7721, loss: 3.7721 2020-04-28 15:00:42,841 - mmaction - INFO - Epoch [27][180/627] lr: 0.56964, eta: 4 days, 8:14:53, time: 2.963, data_time: 0.675, memory: 14510, top1_acc: 0.1813, top5_acc: 0.4187, loss_cls: 3.8945, loss: 3.8945 2020-04-28 15:01:35,098 - mmaction - INFO - Epoch [27][200/627] lr: 0.56964, eta: 4 days, 8:11:05, time: 2.610, data_time: 1.108, memory: 14510, top1_acc: 0.1812, top5_acc: 0.4042, loss_cls: 3.8740, loss: 3.8740 2020-04-28 15:02:26,239 - mmaction - INFO - Epoch [27][220/627] lr: 0.56964, eta: 4 days, 8:07:12, time: 2.560, data_time: 0.598, memory: 14510, top1_acc: 0.1729, top5_acc: 0.4292, loss_cls: 3.8310, loss: 3.8310 2020-04-28 15:03:21,323 - mmaction - INFO - Epoch [27][240/627] lr: 0.56964, eta: 4 days, 8:03:41, time: 2.754, data_time: 0.333, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4646, loss_cls: 3.7391, loss: 3.7391 2020-04-28 15:04:12,458 - mmaction - INFO - Epoch [27][260/627] lr: 0.56964, eta: 4 days, 7:59:48, time: 2.555, data_time: 0.263, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4458, loss_cls: 3.7231, loss: 3.7231 2020-04-28 15:05:02,172 - mmaction - INFO - Epoch [27][280/627] lr: 0.56964, eta: 4 days, 7:55:48, time: 2.486, data_time: 0.911, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4375, loss_cls: 3.7935, loss: 3.7935 2020-04-28 15:05:54,977 - mmaction - INFO - Epoch [27][300/627] lr: 0.56964, eta: 4 days, 7:52:06, time: 2.641, data_time: 0.446, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4583, loss_cls: 3.7395, loss: 3.7395 2020-04-28 15:06:46,413 - mmaction - INFO - Epoch [27][320/627] lr: 0.56964, eta: 4 days, 7:48:16, time: 2.572, data_time: 0.498, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4625, loss_cls: 3.7602, loss: 3.7602 2020-04-28 15:07:37,899 - mmaction - INFO - Epoch [27][340/627] lr: 0.56964, eta: 4 days, 7:44:27, time: 2.572, data_time: 0.002, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4625, loss_cls: 3.7325, loss: 3.7325 2020-04-28 15:08:27,643 - mmaction - INFO - Epoch [27][360/627] lr: 0.56964, eta: 4 days, 7:40:28, time: 2.487, data_time: 0.004, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4417, loss_cls: 3.7459, loss: 3.7459 2020-04-28 15:09:26,012 - mmaction - INFO - Epoch [27][380/627] lr: 0.56964, eta: 4 days, 7:37:20, time: 2.922, data_time: 0.359, memory: 14510, top1_acc: 0.1708, top5_acc: 0.4500, loss_cls: 3.8031, loss: 3.8031 2020-04-28 15:10:18,562 - mmaction - INFO - Epoch [27][400/627] lr: 0.56964, eta: 4 days, 7:33:38, time: 2.625, data_time: 0.616, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4438, loss_cls: 3.7294, loss: 3.7294 2020-04-28 15:11:09,143 - mmaction - INFO - Epoch [27][420/627] lr: 0.56964, eta: 4 days, 7:29:46, time: 2.530, data_time: 0.893, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4375, loss_cls: 3.8420, loss: 3.8420 2020-04-28 15:12:01,173 - mmaction - INFO - Epoch [27][440/627] lr: 0.56964, eta: 4 days, 7:26:02, time: 2.601, data_time: 0.128, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4563, loss_cls: 3.7223, loss: 3.7223 2020-04-28 15:12:50,973 - mmaction - INFO - Epoch [27][460/627] lr: 0.56964, eta: 4 days, 7:22:06, time: 2.489, data_time: 0.003, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4188, loss_cls: 3.8790, loss: 3.8790 2020-04-28 15:13:41,955 - mmaction - INFO - Epoch [27][480/627] lr: 0.56964, eta: 4 days, 7:18:17, time: 2.552, data_time: 0.004, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4583, loss_cls: 3.7599, loss: 3.7599 2020-04-28 15:14:37,188 - mmaction - INFO - Epoch [27][500/627] lr: 0.56964, eta: 4 days, 7:14:53, time: 2.761, data_time: 0.001, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4792, loss_cls: 3.5609, loss: 3.5609 2020-04-28 15:15:28,339 - mmaction - INFO - Epoch [27][520/627] lr: 0.56964, eta: 4 days, 7:11:05, time: 2.556, data_time: 0.003, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4563, loss_cls: 3.7231, loss: 3.7231 2020-04-28 15:16:18,129 - mmaction - INFO - Epoch [27][540/627] lr: 0.56964, eta: 4 days, 7:07:11, time: 2.490, data_time: 0.431, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4583, loss_cls: 3.8549, loss: 3.8549 2020-04-28 15:17:08,633 - mmaction - INFO - Epoch [27][560/627] lr: 0.56964, eta: 4 days, 7:03:21, time: 2.523, data_time: 0.976, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4521, loss_cls: 3.7293, loss: 3.7293 2020-04-28 15:18:04,753 - mmaction - INFO - Epoch [27][580/627] lr: 0.56964, eta: 4 days, 7:00:02, time: 2.802, data_time: 0.324, memory: 14510, top1_acc: 0.1813, top5_acc: 0.4375, loss_cls: 3.8007, loss: 3.8007 2020-04-28 15:19:00,163 - mmaction - INFO - Epoch [27][600/627] lr: 0.56964, eta: 4 days, 6:56:42, time: 2.778, data_time: 0.010, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4667, loss_cls: 3.6726, loss: 3.6726 2020-04-28 15:19:50,707 - mmaction - INFO - Epoch [27][620/627] lr: 0.56964, eta: 4 days, 6:52:53, time: 2.527, data_time: 0.001, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4229, loss_cls: 3.9413, loss: 3.9413 2020-04-28 15:22:08,373 - mmaction - INFO - Epoch [28][20/627] lr: 0.56730, eta: 4 days, 6:50:54, time: 5.077, data_time: 3.204, memory: 14510, top1_acc: 0.1833, top5_acc: 0.3958, loss_cls: 3.9133, loss: 3.9133 2020-04-28 15:22:58,342 - mmaction - INFO - Epoch [28][40/627] lr: 0.56730, eta: 4 days, 6:47:03, time: 2.498, data_time: 0.892, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4521, loss_cls: 3.7501, loss: 3.7501 2020-04-28 15:23:51,648 - mmaction - INFO - Epoch [28][60/627] lr: 0.56730, eta: 4 days, 6:43:31, time: 2.664, data_time: 0.788, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4375, loss_cls: 3.7867, loss: 3.7867 2020-04-28 15:24:43,892 - mmaction - INFO - Epoch [28][80/627] lr: 0.56730, eta: 4 days, 6:39:53, time: 2.612, data_time: 0.435, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4750, loss_cls: 3.5825, loss: 3.5825 2020-04-28 15:25:36,943 - mmaction - INFO - Epoch [28][100/627] lr: 0.56730, eta: 4 days, 6:36:21, time: 2.653, data_time: 1.115, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4771, loss_cls: 3.6759, loss: 3.6759 2020-04-28 15:26:28,598 - mmaction - INFO - Epoch [28][120/627] lr: 0.56730, eta: 4 days, 6:32:41, time: 2.584, data_time: 0.393, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4771, loss_cls: 3.6384, loss: 3.6384 2020-04-28 15:27:29,233 - mmaction - INFO - Epoch [28][140/627] lr: 0.56730, eta: 4 days, 6:29:52, time: 3.032, data_time: 0.002, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4667, loss_cls: 3.6849, loss: 3.6849 2020-04-28 15:28:19,459 - mmaction - INFO - Epoch [28][160/627] lr: 0.56730, eta: 4 days, 6:26:04, time: 2.511, data_time: 0.001, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4500, loss_cls: 3.7556, loss: 3.7556 2020-04-28 15:29:12,968 - mmaction - INFO - Epoch [28][180/627] lr: 0.56730, eta: 4 days, 6:22:36, time: 2.675, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4583, loss_cls: 3.7527, loss: 3.7527 2020-04-28 15:30:04,689 - mmaction - INFO - Epoch [28][200/627] lr: 0.56730, eta: 4 days, 6:18:57, time: 2.580, data_time: 0.001, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4146, loss_cls: 3.9409, loss: 3.9409 2020-04-28 15:30:56,392 - mmaction - INFO - Epoch [28][220/627] lr: 0.56730, eta: 4 days, 6:15:19, time: 2.589, data_time: 0.007, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4417, loss_cls: 3.6869, loss: 3.6869 2020-04-28 15:31:48,302 - mmaction - INFO - Epoch [28][240/627] lr: 0.56730, eta: 4 days, 6:11:43, time: 2.597, data_time: 0.004, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4437, loss_cls: 3.7012, loss: 3.7012 2020-04-28 15:32:38,485 - mmaction - INFO - Epoch [28][260/627] lr: 0.56730, eta: 4 days, 6:07:58, time: 2.509, data_time: 0.015, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4521, loss_cls: 3.7692, loss: 3.7692 2020-04-28 15:33:35,003 - mmaction - INFO - Epoch [28][280/627] lr: 0.56730, eta: 4 days, 6:04:48, time: 2.827, data_time: 0.657, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4479, loss_cls: 3.7874, loss: 3.7874 2020-04-28 15:34:27,976 - mmaction - INFO - Epoch [28][300/627] lr: 0.56730, eta: 4 days, 6:01:18, time: 2.648, data_time: 0.002, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4729, loss_cls: 3.6651, loss: 3.6651 2020-04-28 15:35:18,184 - mmaction - INFO - Epoch [28][320/627] lr: 0.56730, eta: 4 days, 5:57:34, time: 2.507, data_time: 0.004, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4896, loss_cls: 3.6394, loss: 3.6394 2020-04-28 15:36:14,261 - mmaction - INFO - Epoch [28][340/627] lr: 0.56730, eta: 4 days, 5:54:23, time: 2.808, data_time: 0.015, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4229, loss_cls: 3.7440, loss: 3.7440 2020-04-28 15:37:06,335 - mmaction - INFO - Epoch [28][360/627] lr: 0.56730, eta: 4 days, 5:50:50, time: 2.604, data_time: 0.002, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4687, loss_cls: 3.7067, loss: 3.7067 2020-04-28 15:37:55,499 - mmaction - INFO - Epoch [28][380/627] lr: 0.56730, eta: 4 days, 5:47:00, time: 2.455, data_time: 0.000, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4083, loss_cls: 3.8679, loss: 3.8679 2020-04-28 15:38:48,369 - mmaction - INFO - Epoch [28][400/627] lr: 0.56730, eta: 4 days, 5:43:33, time: 2.646, data_time: 0.004, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4625, loss_cls: 3.7252, loss: 3.7252 2020-04-28 15:39:41,233 - mmaction - INFO - Epoch [28][420/627] lr: 0.56730, eta: 4 days, 5:40:05, time: 2.642, data_time: 0.002, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4792, loss_cls: 3.6371, loss: 3.6371 2020-04-28 15:40:30,291 - mmaction - INFO - Epoch [28][440/627] lr: 0.56730, eta: 4 days, 5:36:17, time: 2.455, data_time: 0.275, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4333, loss_cls: 3.7865, loss: 3.7865 2020-04-28 15:41:22,561 - mmaction - INFO - Epoch [28][460/627] lr: 0.56730, eta: 4 days, 5:32:46, time: 2.614, data_time: 0.002, memory: 14510, top1_acc: 0.1750, top5_acc: 0.4229, loss_cls: 3.8337, loss: 3.8337 2020-04-28 15:42:14,278 - mmaction - INFO - Epoch [28][480/627] lr: 0.56730, eta: 4 days, 5:29:13, time: 2.583, data_time: 0.001, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4479, loss_cls: 3.7460, loss: 3.7460 2020-04-28 15:43:05,523 - mmaction - INFO - Epoch [28][500/627] lr: 0.56730, eta: 4 days, 5:25:38, time: 2.561, data_time: 0.004, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4521, loss_cls: 3.7635, loss: 3.7635 2020-04-28 15:43:58,206 - mmaction - INFO - Epoch [28][520/627] lr: 0.56730, eta: 4 days, 5:22:11, time: 2.635, data_time: 0.005, memory: 14510, top1_acc: 0.2250, top5_acc: 0.5021, loss_cls: 3.5263, loss: 3.5263 2020-04-28 15:44:50,812 - mmaction - INFO - Epoch [28][540/627] lr: 0.56730, eta: 4 days, 5:18:44, time: 2.632, data_time: 0.005, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4896, loss_cls: 3.6141, loss: 3.6141 2020-04-28 15:45:51,434 - mmaction - INFO - Epoch [28][560/627] lr: 0.56730, eta: 4 days, 5:16:02, time: 3.031, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4729, loss_cls: 3.7515, loss: 3.7515 2020-04-28 15:46:41,987 - mmaction - INFO - Epoch [28][580/627] lr: 0.56730, eta: 4 days, 5:12:24, time: 2.526, data_time: 0.003, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4479, loss_cls: 3.8009, loss: 3.8009 2020-04-28 15:47:33,400 - mmaction - INFO - Epoch [28][600/627] lr: 0.56730, eta: 4 days, 5:08:52, time: 2.572, data_time: 0.004, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4229, loss_cls: 3.7886, loss: 3.7886 2020-04-28 15:48:22,346 - mmaction - INFO - Epoch [28][620/627] lr: 0.56730, eta: 4 days, 5:05:06, time: 2.448, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4646, loss_cls: 3.5865, loss: 3.5865 2020-04-28 15:50:30,957 - mmaction - INFO - Epoch [29][20/627] lr: 0.56488, eta: 4 days, 5:02:16, time: 4.539, data_time: 2.448, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4625, loss_cls: 3.7094, loss: 3.7094 2020-04-28 15:51:21,965 - mmaction - INFO - Epoch [29][40/627] lr: 0.56488, eta: 4 days, 4:58:43, time: 2.554, data_time: 1.013, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4354, loss_cls: 3.8472, loss: 3.8472 2020-04-28 15:52:14,913 - mmaction - INFO - Epoch [29][60/627] lr: 0.56488, eta: 4 days, 4:55:20, time: 2.642, data_time: 0.346, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4854, loss_cls: 3.5765, loss: 3.5765 2020-04-28 15:53:05,633 - mmaction - INFO - Epoch [29][80/627] lr: 0.56488, eta: 4 days, 4:51:46, time: 2.541, data_time: 0.581, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4771, loss_cls: 3.5684, loss: 3.5684 2020-04-28 15:54:02,993 - mmaction - INFO - Epoch [29][100/627] lr: 0.56488, eta: 4 days, 4:48:48, time: 2.869, data_time: 0.003, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4417, loss_cls: 3.7347, loss: 3.7347 2020-04-28 15:54:54,015 - mmaction - INFO - Epoch [29][120/627] lr: 0.56488, eta: 4 days, 4:45:16, time: 2.550, data_time: 0.001, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4792, loss_cls: 3.6313, loss: 3.6313 2020-04-28 15:55:42,949 - mmaction - INFO - Epoch [29][140/627] lr: 0.56488, eta: 4 days, 4:41:33, time: 2.446, data_time: 0.075, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4479, loss_cls: 3.6587, loss: 3.6587 2020-04-28 15:56:33,603 - mmaction - INFO - Epoch [29][160/627] lr: 0.56488, eta: 4 days, 4:38:00, time: 2.531, data_time: 0.002, memory: 14510, top1_acc: 0.1896, top5_acc: 0.4563, loss_cls: 3.7998, loss: 3.7998 2020-04-28 15:57:25,155 - mmaction - INFO - Epoch [29][180/627] lr: 0.56488, eta: 4 days, 4:34:32, time: 2.580, data_time: 0.004, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4521, loss_cls: 3.7660, loss: 3.7660 2020-04-28 15:58:15,154 - mmaction - INFO - Epoch [29][200/627] lr: 0.56488, eta: 4 days, 4:30:56, time: 2.500, data_time: 0.002, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4229, loss_cls: 3.8141, loss: 3.8141 2020-04-28 15:59:05,836 - mmaction - INFO - Epoch [29][220/627] lr: 0.56488, eta: 4 days, 4:27:23, time: 2.533, data_time: 0.040, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4479, loss_cls: 3.6986, loss: 3.6986 2020-04-28 15:59:56,726 - mmaction - INFO - Epoch [29][240/627] lr: 0.56488, eta: 4 days, 4:23:53, time: 2.546, data_time: 0.147, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4500, loss_cls: 3.6897, loss: 3.6897 2020-04-28 16:00:48,821 - mmaction - INFO - Epoch [29][260/627] lr: 0.56488, eta: 4 days, 4:20:29, time: 2.604, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4500, loss_cls: 3.6791, loss: 3.6791 2020-04-28 16:01:38,543 - mmaction - INFO - Epoch [29][280/627] lr: 0.56488, eta: 4 days, 4:16:53, time: 2.486, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4875, loss_cls: 3.5721, loss: 3.5721 2020-04-28 16:02:31,140 - mmaction - INFO - Epoch [29][300/627] lr: 0.56488, eta: 4 days, 4:13:33, time: 2.631, data_time: 0.002, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4417, loss_cls: 3.7747, loss: 3.7747 2020-04-28 16:03:27,777 - mmaction - INFO - Epoch [29][320/627] lr: 0.56488, eta: 4 days, 4:10:34, time: 2.829, data_time: 0.001, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4604, loss_cls: 3.6614, loss: 3.6614 2020-04-28 16:04:18,994 - mmaction - INFO - Epoch [29][340/627] lr: 0.56488, eta: 4 days, 4:07:06, time: 2.558, data_time: 0.014, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4708, loss_cls: 3.7378, loss: 3.7378 2020-04-28 16:05:09,662 - mmaction - INFO - Epoch [29][360/627] lr: 0.56488, eta: 4 days, 4:03:37, time: 2.539, data_time: 0.007, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4583, loss_cls: 3.6227, loss: 3.6227 2020-04-28 16:05:59,065 - mmaction - INFO - Epoch [29][380/627] lr: 0.56488, eta: 4 days, 4:00:01, time: 2.470, data_time: 0.032, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4521, loss_cls: 3.7561, loss: 3.7561 2020-04-28 16:06:57,696 - mmaction - INFO - Epoch [29][400/627] lr: 0.56488, eta: 4 days, 3:57:14, time: 2.930, data_time: 0.104, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4646, loss_cls: 3.6793, loss: 3.6793 2020-04-28 16:07:49,742 - mmaction - INFO - Epoch [29][420/627] lr: 0.56488, eta: 4 days, 3:53:53, time: 2.604, data_time: 0.221, memory: 14510, top1_acc: 0.1875, top5_acc: 0.4562, loss_cls: 3.7549, loss: 3.7549 2020-04-28 16:08:42,696 - mmaction - INFO - Epoch [29][440/627] lr: 0.56488, eta: 4 days, 3:50:37, time: 2.646, data_time: 0.018, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4854, loss_cls: 3.6504, loss: 3.6504 2020-04-28 16:09:33,961 - mmaction - INFO - Epoch [29][460/627] lr: 0.56488, eta: 4 days, 3:47:12, time: 2.563, data_time: 0.244, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4312, loss_cls: 3.8053, loss: 3.8053 2020-04-28 16:10:25,197 - mmaction - INFO - Epoch [29][480/627] lr: 0.56488, eta: 4 days, 3:43:47, time: 2.563, data_time: 0.052, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4521, loss_cls: 3.7257, loss: 3.7257 2020-04-28 16:11:17,203 - mmaction - INFO - Epoch [29][500/627] lr: 0.56488, eta: 4 days, 3:40:27, time: 2.600, data_time: 0.001, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4562, loss_cls: 3.7138, loss: 3.7138 2020-04-28 16:12:16,106 - mmaction - INFO - Epoch [29][520/627] lr: 0.56488, eta: 4 days, 3:37:43, time: 2.943, data_time: 0.136, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4854, loss_cls: 3.5423, loss: 3.5423 2020-04-28 16:13:09,191 - mmaction - INFO - Epoch [29][540/627] lr: 0.56488, eta: 4 days, 3:34:29, time: 2.655, data_time: 0.288, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4271, loss_cls: 3.7871, loss: 3.7871 2020-04-28 16:14:01,656 - mmaction - INFO - Epoch [29][560/627] lr: 0.56488, eta: 4 days, 3:31:12, time: 2.622, data_time: 0.477, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4312, loss_cls: 3.7141, loss: 3.7141 2020-04-28 16:14:54,492 - mmaction - INFO - Epoch [29][580/627] lr: 0.56488, eta: 4 days, 3:27:57, time: 2.642, data_time: 0.249, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4729, loss_cls: 3.6561, loss: 3.6561 2020-04-28 16:15:46,325 - mmaction - INFO - Epoch [29][600/627] lr: 0.56488, eta: 4 days, 3:24:38, time: 2.594, data_time: 0.004, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4437, loss_cls: 3.7146, loss: 3.7146 2020-04-28 16:16:35,772 - mmaction - INFO - Epoch [29][620/627] lr: 0.56488, eta: 4 days, 3:21:06, time: 2.472, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4729, loss_cls: 3.6283, loss: 3.6283 2020-04-28 16:18:57,132 - mmaction - INFO - Epoch [30][20/627] lr: 0.56239, eta: 4 days, 3:19:51, time: 5.358, data_time: 3.327, memory: 14510, top1_acc: 0.1833, top5_acc: 0.4042, loss_cls: 3.9093, loss: 3.9093 2020-04-28 16:19:46,940 - mmaction - INFO - Epoch [30][40/627] lr: 0.56239, eta: 4 days, 3:16:22, time: 2.492, data_time: 0.603, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4354, loss_cls: 3.8350, loss: 3.8350 2020-04-28 16:20:38,328 - mmaction - INFO - Epoch [30][60/627] lr: 0.56239, eta: 4 days, 3:13:01, time: 2.566, data_time: 0.157, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4917, loss_cls: 3.6128, loss: 3.6128 2020-04-28 16:21:37,145 - mmaction - INFO - Epoch [30][80/627] lr: 0.56239, eta: 4 days, 3:10:19, time: 2.943, data_time: 0.005, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4917, loss_cls: 3.7058, loss: 3.7058 2020-04-28 16:22:29,006 - mmaction - INFO - Epoch [30][100/627] lr: 0.56239, eta: 4 days, 3:07:02, time: 2.595, data_time: 0.003, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4438, loss_cls: 3.6620, loss: 3.6620 2020-04-28 16:23:24,060 - mmaction - INFO - Epoch [30][120/627] lr: 0.56239, eta: 4 days, 3:04:01, time: 2.750, data_time: 0.001, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4354, loss_cls: 3.8273, loss: 3.8273 2020-04-28 16:24:21,540 - mmaction - INFO - Epoch [30][140/627] lr: 0.56239, eta: 4 days, 3:01:13, time: 2.874, data_time: 0.004, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4938, loss_cls: 3.5411, loss: 3.5411 2020-04-28 16:25:14,661 - mmaction - INFO - Epoch [30][160/627] lr: 0.56239, eta: 4 days, 2:58:02, time: 2.654, data_time: 0.004, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4667, loss_cls: 3.8300, loss: 3.8300 2020-04-28 16:26:08,317 - mmaction - INFO - Epoch [30][180/627] lr: 0.56239, eta: 4 days, 2:54:55, time: 2.687, data_time: 0.012, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4917, loss_cls: 3.5712, loss: 3.5712 2020-04-28 16:27:00,839 - mmaction - INFO - Epoch [30][200/627] lr: 0.56239, eta: 4 days, 2:51:42, time: 2.620, data_time: 0.298, memory: 14510, top1_acc: 0.2438, top5_acc: 0.5000, loss_cls: 3.5770, loss: 3.5770 2020-04-28 16:27:56,841 - mmaction - INFO - Epoch [30][220/627] lr: 0.56239, eta: 4 days, 2:48:47, time: 2.802, data_time: 0.007, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4479, loss_cls: 3.7589, loss: 3.7589 2020-04-28 16:28:52,208 - mmaction - INFO - Epoch [30][240/627] lr: 0.56239, eta: 4 days, 2:45:50, time: 2.767, data_time: 0.007, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5000, loss_cls: 3.5026, loss: 3.5026 2020-04-28 16:29:46,237 - mmaction - INFO - Epoch [30][260/627] lr: 0.56239, eta: 4 days, 2:42:45, time: 2.700, data_time: 0.007, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4521, loss_cls: 3.6940, loss: 3.6940 2020-04-28 16:30:45,742 - mmaction - INFO - Epoch [30][280/627] lr: 0.56239, eta: 4 days, 2:40:10, time: 2.983, data_time: 0.010, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4771, loss_cls: 3.5649, loss: 3.5649 2020-04-28 16:31:37,504 - mmaction - INFO - Epoch [30][300/627] lr: 0.56239, eta: 4 days, 2:36:55, time: 2.586, data_time: 0.068, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4250, loss_cls: 3.7985, loss: 3.7985 2020-04-28 16:32:31,561 - mmaction - INFO - Epoch [30][320/627] lr: 0.56239, eta: 4 days, 2:33:52, time: 2.704, data_time: 0.004, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4542, loss_cls: 3.6232, loss: 3.6232 2020-04-28 16:33:24,771 - mmaction - INFO - Epoch [30][340/627] lr: 0.56239, eta: 4 days, 2:30:44, time: 2.660, data_time: 0.003, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4438, loss_cls: 3.7341, loss: 3.7341 2020-04-28 16:34:20,977 - mmaction - INFO - Epoch [30][360/627] lr: 0.56239, eta: 4 days, 2:27:52, time: 2.804, data_time: 0.004, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4479, loss_cls: 3.8012, loss: 3.8012 2020-04-28 16:35:17,380 - mmaction - INFO - Epoch [30][380/627] lr: 0.56239, eta: 4 days, 2:25:02, time: 2.826, data_time: 0.009, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4688, loss_cls: 3.6735, loss: 3.6735 2020-04-28 16:36:15,581 - mmaction - INFO - Epoch [30][400/627] lr: 0.56239, eta: 4 days, 2:22:21, time: 2.912, data_time: 0.004, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4500, loss_cls: 3.7835, loss: 3.7835 2020-04-28 16:37:14,073 - mmaction - INFO - Epoch [30][420/627] lr: 0.56239, eta: 4 days, 2:19:41, time: 2.921, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4729, loss_cls: 3.6763, loss: 3.6763 2020-04-28 16:38:13,181 - mmaction - INFO - Epoch [30][440/627] lr: 0.56239, eta: 4 days, 2:17:06, time: 2.960, data_time: 0.006, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4979, loss_cls: 3.5593, loss: 3.5593 2020-04-28 16:39:21,390 - mmaction - INFO - Epoch [30][460/627] lr: 0.56239, eta: 4 days, 2:15:16, time: 3.410, data_time: 0.001, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4188, loss_cls: 3.8553, loss: 3.8553 2020-04-28 16:40:19,429 - mmaction - INFO - Epoch [30][480/627] lr: 0.56239, eta: 4 days, 2:12:34, time: 2.899, data_time: 0.002, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4688, loss_cls: 3.6956, loss: 3.6956 2020-04-28 16:41:15,620 - mmaction - INFO - Epoch [30][500/627] lr: 0.56239, eta: 4 days, 2:09:44, time: 2.813, data_time: 0.005, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4188, loss_cls: 3.8001, loss: 3.8001 2020-04-28 16:42:15,007 - mmaction - INFO - Epoch [30][520/627] lr: 0.56239, eta: 4 days, 2:07:10, time: 2.967, data_time: 0.002, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4333, loss_cls: 3.7153, loss: 3.7153 2020-04-28 16:43:12,208 - mmaction - INFO - Epoch [30][540/627] lr: 0.56239, eta: 4 days, 2:04:25, time: 2.859, data_time: 0.005, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4792, loss_cls: 3.6701, loss: 3.6701 2020-04-28 16:44:11,419 - mmaction - INFO - Epoch [30][560/627] lr: 0.56239, eta: 4 days, 2:01:51, time: 2.962, data_time: 0.008, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4500, loss_cls: 3.7040, loss: 3.7040 2020-04-28 16:45:06,877 - mmaction - INFO - Epoch [30][580/627] lr: 0.56239, eta: 4 days, 1:58:58, time: 2.773, data_time: 0.004, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4708, loss_cls: 3.7201, loss: 3.7201 2020-04-28 16:46:02,785 - mmaction - INFO - Epoch [30][600/627] lr: 0.56239, eta: 4 days, 1:56:08, time: 2.795, data_time: 0.008, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4479, loss_cls: 3.7816, loss: 3.7816 2020-04-28 16:47:03,429 - mmaction - INFO - Epoch [30][620/627] lr: 0.56239, eta: 4 days, 1:53:41, time: 3.033, data_time: 0.004, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4938, loss_cls: 3.5498, loss: 3.5498 2020-04-28 16:50:37,960 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 16:50:38,969 - mmaction - INFO - top1_acc 0.2349 top5_acc 0.4917 2020-04-28 16:50:38,969 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 16:50:39,450 - mmaction - INFO - mean_acc 0.2349 2020-04-28 16:50:39,460 - mmaction - INFO - Epoch [30][627/627] lr: 0.56239, top1_acc: 0.2349, top5_acc: 0.4917, mean_class_accuracy: 0.2349 2020-04-28 16:51:46,199 - mmaction - INFO - Epoch [31][20/627] lr: 0.55981, eta: 4 days, 1:49:08, time: 3.336, data_time: 0.574, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4542, loss_cls: 3.6720, loss: 3.6720 2020-04-28 16:52:40,639 - mmaction - INFO - Epoch [31][40/627] lr: 0.55981, eta: 4 days, 1:46:11, time: 2.722, data_time: 0.001, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4667, loss_cls: 3.6472, loss: 3.6472 2020-04-28 16:53:34,228 - mmaction - INFO - Epoch [31][60/627] lr: 0.55981, eta: 4 days, 1:43:10, time: 2.679, data_time: 0.001, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4187, loss_cls: 3.7733, loss: 3.7733 2020-04-28 16:54:27,251 - mmaction - INFO - Epoch [31][80/627] lr: 0.55981, eta: 4 days, 1:40:07, time: 2.649, data_time: 0.001, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4750, loss_cls: 3.6601, loss: 3.6601 2020-04-28 16:55:21,697 - mmaction - INFO - Epoch [31][100/627] lr: 0.55981, eta: 4 days, 1:37:10, time: 2.720, data_time: 0.002, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4458, loss_cls: 3.7084, loss: 3.7084 2020-04-28 16:56:16,618 - mmaction - INFO - Epoch [31][120/627] lr: 0.55981, eta: 4 days, 1:34:17, time: 2.744, data_time: 0.005, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4750, loss_cls: 3.7041, loss: 3.7041 2020-04-28 16:57:18,760 - mmaction - INFO - Epoch [31][140/627] lr: 0.55981, eta: 4 days, 1:32:00, time: 3.111, data_time: 0.006, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4396, loss_cls: 3.7921, loss: 3.7921 2020-04-28 16:58:14,263 - mmaction - INFO - Epoch [31][160/627] lr: 0.55981, eta: 4 days, 1:29:09, time: 2.773, data_time: 0.002, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4667, loss_cls: 3.7216, loss: 3.7216 2020-04-28 16:59:07,190 - mmaction - INFO - Epoch [31][180/627] lr: 0.55981, eta: 4 days, 1:26:07, time: 2.648, data_time: 0.004, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4563, loss_cls: 3.7765, loss: 3.7765 2020-04-28 17:00:02,433 - mmaction - INFO - Epoch [31][200/627] lr: 0.55981, eta: 4 days, 1:23:16, time: 2.762, data_time: 0.007, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4875, loss_cls: 3.6096, loss: 3.6096 2020-04-28 17:00:58,600 - mmaction - INFO - Epoch [31][220/627] lr: 0.55981, eta: 4 days, 1:20:29, time: 2.806, data_time: 0.002, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4604, loss_cls: 3.7185, loss: 3.7185 2020-04-28 17:01:57,858 - mmaction - INFO - Epoch [31][240/627] lr: 0.55981, eta: 4 days, 1:17:59, time: 2.965, data_time: 0.004, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4667, loss_cls: 3.6712, loss: 3.6712 2020-04-28 17:02:52,631 - mmaction - INFO - Epoch [31][260/627] lr: 0.55981, eta: 4 days, 1:15:06, time: 2.738, data_time: 0.002, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4938, loss_cls: 3.6060, loss: 3.6060 2020-04-28 17:03:48,841 - mmaction - INFO - Epoch [31][280/627] lr: 0.55981, eta: 4 days, 1:12:21, time: 2.811, data_time: 0.003, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4521, loss_cls: 3.7682, loss: 3.7682 2020-04-28 17:04:43,758 - mmaction - INFO - Epoch [31][300/627] lr: 0.55981, eta: 4 days, 1:09:30, time: 2.747, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4708, loss_cls: 3.5853, loss: 3.5853 2020-04-28 17:05:42,363 - mmaction - INFO - Epoch [31][320/627] lr: 0.55981, eta: 4 days, 1:06:57, time: 2.930, data_time: 0.001, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4562, loss_cls: 3.8005, loss: 3.8005 2020-04-28 17:06:43,575 - mmaction - INFO - Epoch [31][340/627] lr: 0.55981, eta: 4 days, 1:04:36, time: 3.057, data_time: 0.001, memory: 14510, top1_acc: 0.2833, top5_acc: 0.4896, loss_cls: 3.5208, loss: 3.5208 2020-04-28 17:07:38,041 - mmaction - INFO - Epoch [31][360/627] lr: 0.55981, eta: 4 days, 1:01:43, time: 2.724, data_time: 0.008, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4333, loss_cls: 3.8237, loss: 3.8237 2020-04-28 17:08:31,502 - mmaction - INFO - Epoch [31][380/627] lr: 0.55981, eta: 4 days, 0:58:46, time: 2.676, data_time: 0.004, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4833, loss_cls: 3.5953, loss: 3.5953 2020-04-28 17:09:24,451 - mmaction - INFO - Epoch [31][400/627] lr: 0.55981, eta: 4 days, 0:55:46, time: 2.643, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4500, loss_cls: 3.6346, loss: 3.6346 2020-04-28 17:10:17,528 - mmaction - INFO - Epoch [31][420/627] lr: 0.55981, eta: 4 days, 0:52:47, time: 2.656, data_time: 0.274, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4563, loss_cls: 3.7800, loss: 3.7800 2020-04-28 17:11:09,050 - mmaction - INFO - Epoch [31][440/627] lr: 0.55981, eta: 4 days, 0:49:41, time: 2.575, data_time: 0.004, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4104, loss_cls: 3.9380, loss: 3.9380 2020-04-28 17:12:01,894 - mmaction - INFO - Epoch [31][460/627] lr: 0.55981, eta: 4 days, 0:46:42, time: 2.646, data_time: 0.005, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4250, loss_cls: 3.7809, loss: 3.7809 2020-04-28 17:12:54,638 - mmaction - INFO - Epoch [31][480/627] lr: 0.55981, eta: 4 days, 0:43:42, time: 2.637, data_time: 0.001, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5354, loss_cls: 3.4115, loss: 3.4115 2020-04-28 17:13:46,514 - mmaction - INFO - Epoch [31][500/627] lr: 0.55981, eta: 4 days, 0:40:38, time: 2.594, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4687, loss_cls: 3.6389, loss: 3.6389 2020-04-28 17:14:38,693 - mmaction - INFO - Epoch [31][520/627] lr: 0.55981, eta: 4 days, 0:37:36, time: 2.603, data_time: 0.005, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4729, loss_cls: 3.6720, loss: 3.6720 2020-04-28 17:15:37,340 - mmaction - INFO - Epoch [31][540/627] lr: 0.55981, eta: 4 days, 0:35:05, time: 2.935, data_time: 0.007, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4500, loss_cls: 3.7770, loss: 3.7770 2020-04-28 17:16:28,593 - mmaction - INFO - Epoch [31][560/627] lr: 0.55981, eta: 4 days, 0:31:59, time: 2.561, data_time: 0.004, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4896, loss_cls: 3.5544, loss: 3.5544 2020-04-28 17:17:19,424 - mmaction - INFO - Epoch [31][580/627] lr: 0.55981, eta: 4 days, 0:28:52, time: 2.546, data_time: 0.006, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4729, loss_cls: 3.5228, loss: 3.5228 2020-04-28 17:18:13,206 - mmaction - INFO - Epoch [31][600/627] lr: 0.55981, eta: 4 days, 0:25:59, time: 2.686, data_time: 0.001, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4687, loss_cls: 3.6547, loss: 3.6547 2020-04-28 17:19:05,862 - mmaction - INFO - Epoch [31][620/627] lr: 0.55981, eta: 4 days, 0:23:00, time: 2.634, data_time: 0.004, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4500, loss_cls: 3.7290, loss: 3.7290 2020-04-28 17:21:27,144 - mmaction - INFO - Epoch [32][20/627] lr: 0.55715, eta: 4 days, 0:22:02, time: 5.447, data_time: 2.855, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4250, loss_cls: 3.8113, loss: 3.8113 2020-04-28 17:22:28,396 - mmaction - INFO - Epoch [32][40/627] lr: 0.55715, eta: 4 days, 0:19:45, time: 3.062, data_time: 0.006, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4937, loss_cls: 3.5746, loss: 3.5746 2020-04-28 17:23:22,976 - mmaction - INFO - Epoch [32][60/627] lr: 0.55715, eta: 4 days, 0:16:56, time: 2.728, data_time: 0.003, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4667, loss_cls: 3.6127, loss: 3.6127 2020-04-28 17:24:22,467 - mmaction - INFO - Epoch [32][80/627] lr: 0.55715, eta: 4 days, 0:14:30, time: 2.967, data_time: 0.414, memory: 14510, top1_acc: 0.2396, top5_acc: 0.5000, loss_cls: 3.5823, loss: 3.5823 2020-04-28 17:25:21,620 - mmaction - INFO - Epoch [32][100/627] lr: 0.55715, eta: 4 days, 0:12:05, time: 2.968, data_time: 1.462, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4833, loss_cls: 3.6405, loss: 3.6405 2020-04-28 17:26:14,894 - mmaction - INFO - Epoch [32][120/627] lr: 0.55715, eta: 4 days, 0:09:11, time: 2.661, data_time: 1.055, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4521, loss_cls: 3.7546, loss: 3.7546 2020-04-28 17:27:06,912 - mmaction - INFO - Epoch [32][140/627] lr: 0.55715, eta: 4 days, 0:06:11, time: 2.602, data_time: 1.072, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4583, loss_cls: 3.7056, loss: 3.7056 2020-04-28 17:28:02,802 - mmaction - INFO - Epoch [32][160/627] lr: 0.55715, eta: 4 days, 0:03:30, time: 2.796, data_time: 0.688, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4688, loss_cls: 3.6701, loss: 3.6701 2020-04-28 17:28:54,632 - mmaction - INFO - Epoch [32][180/627] lr: 0.55715, eta: 4 days, 0:00:30, time: 2.591, data_time: 0.471, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4875, loss_cls: 3.6114, loss: 3.6114 2020-04-28 17:29:47,689 - mmaction - INFO - Epoch [32][200/627] lr: 0.55715, eta: 3 days, 23:57:35, time: 2.654, data_time: 0.238, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5042, loss_cls: 3.5453, loss: 3.5453 2020-04-28 17:30:38,150 - mmaction - INFO - Epoch [32][220/627] lr: 0.55715, eta: 3 days, 23:54:29, time: 2.520, data_time: 0.001, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4563, loss_cls: 3.6753, loss: 3.6753 2020-04-28 17:31:29,132 - mmaction - INFO - Epoch [32][240/627] lr: 0.55715, eta: 3 days, 23:51:26, time: 2.553, data_time: 0.004, memory: 14510, top1_acc: 0.1667, top5_acc: 0.4313, loss_cls: 3.8287, loss: 3.8287 2020-04-28 17:32:23,128 - mmaction - INFO - Epoch [32][260/627] lr: 0.55715, eta: 3 days, 23:48:36, time: 2.697, data_time: 0.001, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4896, loss_cls: 3.5957, loss: 3.5957 2020-04-28 17:33:17,209 - mmaction - INFO - Epoch [32][280/627] lr: 0.55715, eta: 3 days, 23:45:48, time: 2.702, data_time: 0.052, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4667, loss_cls: 3.7375, loss: 3.7375 2020-04-28 17:34:19,884 - mmaction - INFO - Epoch [32][300/627] lr: 0.55715, eta: 3 days, 23:43:41, time: 3.137, data_time: 0.005, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4854, loss_cls: 3.6717, loss: 3.6717 2020-04-28 17:35:12,939 - mmaction - INFO - Epoch [32][320/627] lr: 0.55715, eta: 3 days, 23:40:48, time: 2.651, data_time: 0.002, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4250, loss_cls: 3.7661, loss: 3.7661 2020-04-28 17:36:06,914 - mmaction - INFO - Epoch [32][340/627] lr: 0.55715, eta: 3 days, 23:37:59, time: 2.698, data_time: 0.194, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4563, loss_cls: 3.7295, loss: 3.7295 2020-04-28 17:36:57,762 - mmaction - INFO - Epoch [32][360/627] lr: 0.55715, eta: 3 days, 23:34:57, time: 2.544, data_time: 0.005, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4271, loss_cls: 3.7953, loss: 3.7953 2020-04-28 17:37:49,624 - mmaction - INFO - Epoch [32][380/627] lr: 0.55715, eta: 3 days, 23:31:59, time: 2.596, data_time: 0.003, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4792, loss_cls: 3.5878, loss: 3.5878 2020-04-28 17:38:42,706 - mmaction - INFO - Epoch [32][400/627] lr: 0.55715, eta: 3 days, 23:29:07, time: 2.647, data_time: 0.000, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4646, loss_cls: 3.7503, loss: 3.7503 2020-04-28 17:39:35,271 - mmaction - INFO - Epoch [32][420/627] lr: 0.55715, eta: 3 days, 23:26:14, time: 2.634, data_time: 0.008, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4292, loss_cls: 3.7153, loss: 3.7153 2020-04-28 17:40:27,210 - mmaction - INFO - Epoch [32][440/627] lr: 0.55715, eta: 3 days, 23:23:17, time: 2.596, data_time: 0.001, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4563, loss_cls: 3.7239, loss: 3.7239 2020-04-28 17:41:22,482 - mmaction - INFO - Epoch [32][460/627] lr: 0.55715, eta: 3 days, 23:20:36, time: 2.762, data_time: 0.098, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4583, loss_cls: 3.6634, loss: 3.6634 2020-04-28 17:42:18,183 - mmaction - INFO - Epoch [32][480/627] lr: 0.55715, eta: 3 days, 23:17:57, time: 2.781, data_time: 0.004, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4250, loss_cls: 3.8762, loss: 3.8762 2020-04-28 17:43:20,207 - mmaction - INFO - Epoch [32][500/627] lr: 0.55715, eta: 3 days, 23:15:49, time: 3.106, data_time: 0.008, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4521, loss_cls: 3.6453, loss: 3.6453 2020-04-28 17:44:14,161 - mmaction - INFO - Epoch [32][520/627] lr: 0.55715, eta: 3 days, 23:13:03, time: 2.697, data_time: 0.003, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4625, loss_cls: 3.7739, loss: 3.7739 2020-04-28 17:45:07,028 - mmaction - INFO - Epoch [32][540/627] lr: 0.55715, eta: 3 days, 23:10:12, time: 2.646, data_time: 0.004, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4896, loss_cls: 3.5729, loss: 3.5729 2020-04-28 17:45:57,299 - mmaction - INFO - Epoch [32][560/627] lr: 0.55715, eta: 3 days, 23:07:09, time: 2.510, data_time: 0.250, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4292, loss_cls: 3.8300, loss: 3.8300 2020-04-28 17:46:50,577 - mmaction - INFO - Epoch [32][580/627] lr: 0.55715, eta: 3 days, 23:04:20, time: 2.662, data_time: 1.089, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4417, loss_cls: 3.8281, loss: 3.8281 2020-04-28 17:47:42,616 - mmaction - INFO - Epoch [32][600/627] lr: 0.55715, eta: 3 days, 23:01:25, time: 2.601, data_time: 0.885, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4229, loss_cls: 3.7664, loss: 3.7664 2020-04-28 17:48:41,274 - mmaction - INFO - Epoch [32][620/627] lr: 0.55715, eta: 3 days, 22:59:03, time: 2.940, data_time: 0.992, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4688, loss_cls: 3.6080, loss: 3.6080 2020-04-28 17:51:01,656 - mmaction - INFO - Epoch [33][20/627] lr: 0.55441, eta: 3 days, 22:58:43, time: 5.834, data_time: 3.284, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4417, loss_cls: 3.7262, loss: 3.7262 2020-04-28 17:52:05,385 - mmaction - INFO - Epoch [33][40/627] lr: 0.55441, eta: 3 days, 22:56:43, time: 3.186, data_time: 0.003, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4458, loss_cls: 3.6958, loss: 3.6958 2020-04-28 17:52:58,694 - mmaction - INFO - Epoch [33][60/627] lr: 0.55441, eta: 3 days, 22:53:55, time: 2.666, data_time: 0.004, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4563, loss_cls: 3.5926, loss: 3.5926 2020-04-28 17:53:52,765 - mmaction - INFO - Epoch [33][80/627] lr: 0.55441, eta: 3 days, 22:51:11, time: 2.700, data_time: 0.003, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4208, loss_cls: 3.7662, loss: 3.7662 2020-04-28 17:54:53,431 - mmaction - INFO - Epoch [33][100/627] lr: 0.55441, eta: 3 days, 22:48:58, time: 3.035, data_time: 0.007, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4250, loss_cls: 3.8357, loss: 3.8357 2020-04-28 17:55:49,594 - mmaction - INFO - Epoch [33][120/627] lr: 0.55441, eta: 3 days, 22:46:24, time: 2.808, data_time: 0.016, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4958, loss_cls: 3.6493, loss: 3.6493 2020-04-28 17:56:44,313 - mmaction - INFO - Epoch [33][140/627] lr: 0.55441, eta: 3 days, 22:43:43, time: 2.735, data_time: 0.005, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4896, loss_cls: 3.6533, loss: 3.6533 2020-04-28 17:57:40,987 - mmaction - INFO - Epoch [33][160/627] lr: 0.55441, eta: 3 days, 22:41:13, time: 2.838, data_time: 0.006, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4667, loss_cls: 3.6050, loss: 3.6050 2020-04-28 17:58:34,940 - mmaction - INFO - Epoch [33][180/627] lr: 0.55441, eta: 3 days, 22:38:29, time: 2.692, data_time: 0.001, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4438, loss_cls: 3.7896, loss: 3.7896 2020-04-28 17:59:30,555 - mmaction - INFO - Epoch [33][200/627] lr: 0.55441, eta: 3 days, 22:35:53, time: 2.783, data_time: 0.006, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4583, loss_cls: 3.6938, loss: 3.6938 2020-04-28 18:00:30,675 - mmaction - INFO - Epoch [33][220/627] lr: 0.55441, eta: 3 days, 22:33:37, time: 2.997, data_time: 0.005, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4521, loss_cls: 3.7851, loss: 3.7851 2020-04-28 18:01:35,989 - mmaction - INFO - Epoch [33][240/627] lr: 0.55441, eta: 3 days, 22:31:47, time: 3.277, data_time: 0.024, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4479, loss_cls: 3.7445, loss: 3.7445 2020-04-28 18:02:33,735 - mmaction - INFO - Epoch [33][260/627] lr: 0.55441, eta: 3 days, 22:29:22, time: 2.887, data_time: 0.004, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4771, loss_cls: 3.6407, loss: 3.6407 2020-04-28 18:03:29,628 - mmaction - INFO - Epoch [33][280/627] lr: 0.55441, eta: 3 days, 22:26:48, time: 2.792, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4792, loss_cls: 3.6298, loss: 3.6298 2020-04-28 18:04:25,644 - mmaction - INFO - Epoch [33][300/627] lr: 0.55441, eta: 3 days, 22:24:15, time: 2.801, data_time: 0.005, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4667, loss_cls: 3.6041, loss: 3.6041 2020-04-28 18:05:20,465 - mmaction - INFO - Epoch [33][320/627] lr: 0.55441, eta: 3 days, 22:21:37, time: 2.741, data_time: 0.005, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4604, loss_cls: 3.7017, loss: 3.7017 2020-04-28 18:06:20,231 - mmaction - INFO - Epoch [33][340/627] lr: 0.55441, eta: 3 days, 22:19:22, time: 2.992, data_time: 0.005, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.6450, loss: 3.6450 2020-04-28 18:07:15,214 - mmaction - INFO - Epoch [33][360/627] lr: 0.55441, eta: 3 days, 22:16:44, time: 2.747, data_time: 0.002, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4604, loss_cls: 3.6803, loss: 3.6803 2020-04-28 18:08:09,312 - mmaction - INFO - Epoch [33][380/627] lr: 0.55441, eta: 3 days, 22:14:04, time: 2.707, data_time: 0.004, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4792, loss_cls: 3.6739, loss: 3.6739 2020-04-28 18:09:03,838 - mmaction - INFO - Epoch [33][400/627] lr: 0.55441, eta: 3 days, 22:11:25, time: 2.722, data_time: 0.002, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4813, loss_cls: 3.6698, loss: 3.6698 2020-04-28 18:10:07,155 - mmaction - INFO - Epoch [33][420/627] lr: 0.55441, eta: 3 days, 22:09:26, time: 3.167, data_time: 0.945, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4687, loss_cls: 3.6600, loss: 3.6600 2020-04-28 18:11:01,744 - mmaction - INFO - Epoch [33][440/627] lr: 0.55441, eta: 3 days, 22:06:48, time: 2.730, data_time: 0.276, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4417, loss_cls: 3.7548, loss: 3.7548 2020-04-28 18:11:58,433 - mmaction - INFO - Epoch [33][460/627] lr: 0.55441, eta: 3 days, 22:04:20, time: 2.837, data_time: 0.005, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4958, loss_cls: 3.5688, loss: 3.5688 2020-04-28 18:12:51,528 - mmaction - INFO - Epoch [33][480/627] lr: 0.55441, eta: 3 days, 22:01:35, time: 2.656, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.4958, loss_cls: 3.4461, loss: 3.4461 2020-04-28 18:13:47,338 - mmaction - INFO - Epoch [33][500/627] lr: 0.55441, eta: 3 days, 21:59:03, time: 2.788, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5167, loss_cls: 3.5003, loss: 3.5003 2020-04-28 18:14:43,317 - mmaction - INFO - Epoch [33][520/627] lr: 0.55441, eta: 3 days, 21:56:32, time: 2.798, data_time: 0.004, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4917, loss_cls: 3.5520, loss: 3.5520 2020-04-28 18:15:36,328 - mmaction - INFO - Epoch [33][540/627] lr: 0.55441, eta: 3 days, 21:53:48, time: 2.649, data_time: 0.004, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4417, loss_cls: 3.7947, loss: 3.7947 2020-04-28 18:16:29,010 - mmaction - INFO - Epoch [33][560/627] lr: 0.55441, eta: 3 days, 21:51:03, time: 2.636, data_time: 0.459, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4958, loss_cls: 3.5726, loss: 3.5726 2020-04-28 18:17:22,355 - mmaction - INFO - Epoch [33][580/627] lr: 0.55441, eta: 3 days, 21:48:20, time: 2.666, data_time: 0.003, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4396, loss_cls: 3.7844, loss: 3.7844 2020-04-28 18:18:17,731 - mmaction - INFO - Epoch [33][600/627] lr: 0.55441, eta: 3 days, 21:45:48, time: 2.773, data_time: 0.005, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4604, loss_cls: 3.6877, loss: 3.6877 2020-04-28 18:19:20,871 - mmaction - INFO - Epoch [33][620/627] lr: 0.55441, eta: 3 days, 21:43:49, time: 3.154, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4812, loss_cls: 3.4879, loss: 3.4879 2020-04-28 18:21:55,188 - mmaction - INFO - Epoch [34][20/627] lr: 0.55160, eta: 3 days, 21:43:42, time: 5.975, data_time: 2.937, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4437, loss_cls: 3.8024, loss: 3.8024 2020-04-28 18:22:53,063 - mmaction - INFO - Epoch [34][40/627] lr: 0.55160, eta: 3 days, 21:41:21, time: 2.897, data_time: 0.005, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5063, loss_cls: 3.4542, loss: 3.4542 2020-04-28 18:23:50,543 - mmaction - INFO - Epoch [34][60/627] lr: 0.55160, eta: 3 days, 21:38:58, time: 2.871, data_time: 0.266, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4208, loss_cls: 3.8490, loss: 3.8490 2020-04-28 18:24:48,989 - mmaction - INFO - Epoch [34][80/627] lr: 0.55160, eta: 3 days, 21:36:39, time: 2.923, data_time: 0.528, memory: 14510, top1_acc: 0.2250, top5_acc: 0.5125, loss_cls: 3.6000, loss: 3.6000 2020-04-28 18:25:46,945 - mmaction - INFO - Epoch [34][100/627] lr: 0.55160, eta: 3 days, 21:34:19, time: 2.899, data_time: 0.049, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4958, loss_cls: 3.5791, loss: 3.5791 2020-04-28 18:26:44,664 - mmaction - INFO - Epoch [34][120/627] lr: 0.55160, eta: 3 days, 21:31:57, time: 2.886, data_time: 0.002, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4271, loss_cls: 3.7471, loss: 3.7471 2020-04-28 18:27:54,325 - mmaction - INFO - Epoch [34][140/627] lr: 0.55160, eta: 3 days, 21:30:28, time: 3.482, data_time: 0.002, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4729, loss_cls: 3.7359, loss: 3.7359 2020-04-28 18:28:54,910 - mmaction - INFO - Epoch [34][160/627] lr: 0.55160, eta: 3 days, 21:28:20, time: 3.032, data_time: 0.004, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4833, loss_cls: 3.6212, loss: 3.6212 2020-04-28 18:29:51,499 - mmaction - INFO - Epoch [34][180/627] lr: 0.55160, eta: 3 days, 21:25:53, time: 2.824, data_time: 0.002, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4604, loss_cls: 3.6959, loss: 3.6959 2020-04-28 18:30:46,913 - mmaction - INFO - Epoch [34][200/627] lr: 0.55160, eta: 3 days, 21:23:23, time: 2.774, data_time: 0.006, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4917, loss_cls: 3.5611, loss: 3.5611 2020-04-28 18:31:43,314 - mmaction - INFO - Epoch [34][220/627] lr: 0.55160, eta: 3 days, 21:20:56, time: 2.822, data_time: 0.031, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4563, loss_cls: 3.6739, loss: 3.6739 2020-04-28 18:32:41,944 - mmaction - INFO - Epoch [34][240/627] lr: 0.55160, eta: 3 days, 21:18:39, time: 2.929, data_time: 0.001, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4542, loss_cls: 3.8290, loss: 3.8290 2020-04-28 18:33:39,105 - mmaction - INFO - Epoch [34][260/627] lr: 0.55160, eta: 3 days, 21:16:16, time: 2.856, data_time: 0.092, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4583, loss_cls: 3.6376, loss: 3.6376 2020-04-28 18:34:35,267 - mmaction - INFO - Epoch [34][280/627] lr: 0.55160, eta: 3 days, 21:13:49, time: 2.808, data_time: 0.005, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4750, loss_cls: 3.6579, loss: 3.6579 2020-04-28 18:35:33,227 - mmaction - INFO - Epoch [34][300/627] lr: 0.55160, eta: 3 days, 21:11:30, time: 2.902, data_time: 0.022, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4354, loss_cls: 3.7153, loss: 3.7153 2020-04-28 18:36:29,615 - mmaction - INFO - Epoch [34][320/627] lr: 0.55160, eta: 3 days, 21:09:04, time: 2.814, data_time: 0.925, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4729, loss_cls: 3.6510, loss: 3.6510 2020-04-28 18:37:33,572 - mmaction - INFO - Epoch [34][340/627] lr: 0.55160, eta: 3 days, 21:07:12, time: 3.202, data_time: 0.054, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4083, loss_cls: 3.8640, loss: 3.8640 2020-04-28 18:38:27,856 - mmaction - INFO - Epoch [34][360/627] lr: 0.55160, eta: 3 days, 21:04:37, time: 2.711, data_time: 0.896, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4542, loss_cls: 3.8076, loss: 3.8076 2020-04-28 18:39:27,376 - mmaction - INFO - Epoch [34][380/627] lr: 0.55160, eta: 3 days, 21:02:25, time: 2.981, data_time: 0.600, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4417, loss_cls: 3.8484, loss: 3.8484 2020-04-28 18:40:27,272 - mmaction - INFO - Epoch [34][400/627] lr: 0.55160, eta: 3 days, 21:00:15, time: 2.992, data_time: 0.003, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4833, loss_cls: 3.7386, loss: 3.7386 2020-04-28 18:41:25,943 - mmaction - INFO - Epoch [34][420/627] lr: 0.55160, eta: 3 days, 20:58:00, time: 2.937, data_time: 0.007, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4792, loss_cls: 3.5641, loss: 3.5641 2020-04-28 18:42:24,168 - mmaction - INFO - Epoch [34][440/627] lr: 0.55160, eta: 3 days, 20:55:43, time: 2.909, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4979, loss_cls: 3.6162, loss: 3.6162 2020-04-28 18:43:20,446 - mmaction - INFO - Epoch [34][460/627] lr: 0.55160, eta: 3 days, 20:53:18, time: 2.816, data_time: 0.005, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4875, loss_cls: 3.7193, loss: 3.7193 2020-04-28 18:44:17,752 - mmaction - INFO - Epoch [34][480/627] lr: 0.55160, eta: 3 days, 20:50:58, time: 2.866, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4792, loss_cls: 3.4962, loss: 3.4962 2020-04-28 18:45:13,060 - mmaction - INFO - Epoch [34][500/627] lr: 0.55160, eta: 3 days, 20:48:28, time: 2.760, data_time: 0.002, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4437, loss_cls: 3.8379, loss: 3.8379 2020-04-28 18:46:16,286 - mmaction - INFO - Epoch [34][520/627] lr: 0.55160, eta: 3 days, 20:46:34, time: 3.163, data_time: 0.173, memory: 14510, top1_acc: 0.2438, top5_acc: 0.4708, loss_cls: 3.7043, loss: 3.7043 2020-04-28 18:47:14,800 - mmaction - INFO - Epoch [34][540/627] lr: 0.55160, eta: 3 days, 20:44:19, time: 2.929, data_time: 0.005, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4583, loss_cls: 3.7082, loss: 3.7082 2020-04-28 18:48:12,442 - mmaction - INFO - Epoch [34][560/627] lr: 0.55160, eta: 3 days, 20:42:00, time: 2.880, data_time: 0.002, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4354, loss_cls: 3.8559, loss: 3.8559 2020-04-28 18:49:11,865 - mmaction - INFO - Epoch [34][580/627] lr: 0.55160, eta: 3 days, 20:39:50, time: 2.973, data_time: 0.056, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4625, loss_cls: 3.6893, loss: 3.6893 2020-04-28 18:50:07,593 - mmaction - INFO - Epoch [34][600/627] lr: 0.55160, eta: 3 days, 20:37:23, time: 2.782, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4854, loss_cls: 3.5465, loss: 3.5465 2020-04-28 18:51:04,304 - mmaction - INFO - Epoch [34][620/627] lr: 0.55160, eta: 3 days, 20:35:01, time: 2.840, data_time: 0.008, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4771, loss_cls: 3.6191, loss: 3.6191 2020-04-28 18:53:41,668 - mmaction - INFO - Epoch [35][20/627] lr: 0.54871, eta: 3 days, 20:34:57, time: 6.005, data_time: 3.107, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4854, loss_cls: 3.6580, loss: 3.6580 2020-04-28 18:54:46,737 - mmaction - INFO - Epoch [35][40/627] lr: 0.54871, eta: 3 days, 20:33:11, time: 3.254, data_time: 0.105, memory: 14510, top1_acc: 0.1792, top5_acc: 0.4042, loss_cls: 3.8511, loss: 3.8511 2020-04-28 18:55:42,325 - mmaction - INFO - Epoch [35][60/627] lr: 0.54871, eta: 3 days, 20:30:44, time: 2.778, data_time: 0.002, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4750, loss_cls: 3.5897, loss: 3.5897 2020-04-28 18:56:38,400 - mmaction - INFO - Epoch [35][80/627] lr: 0.54871, eta: 3 days, 20:28:19, time: 2.800, data_time: 0.003, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4833, loss_cls: 3.5952, loss: 3.5952 2020-04-28 18:57:37,080 - mmaction - INFO - Epoch [35][100/627] lr: 0.54871, eta: 3 days, 20:26:07, time: 2.939, data_time: 0.024, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5000, loss_cls: 3.5602, loss: 3.5602 2020-04-28 18:58:31,192 - mmaction - INFO - Epoch [35][120/627] lr: 0.54871, eta: 3 days, 20:23:34, time: 2.705, data_time: 0.001, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4750, loss_cls: 3.7332, loss: 3.7332 2020-04-28 18:59:26,513 - mmaction - INFO - Epoch [35][140/627] lr: 0.54871, eta: 3 days, 20:21:07, time: 2.762, data_time: 0.005, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4854, loss_cls: 3.5925, loss: 3.5925 2020-04-28 19:00:23,616 - mmaction - INFO - Epoch [35][160/627] lr: 0.54871, eta: 3 days, 20:18:47, time: 2.849, data_time: 0.006, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4646, loss_cls: 3.6803, loss: 3.6803 2020-04-28 19:01:18,644 - mmaction - INFO - Epoch [35][180/627] lr: 0.54871, eta: 3 days, 20:16:20, time: 2.763, data_time: 0.026, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4875, loss_cls: 3.7127, loss: 3.7127 2020-04-28 19:02:17,158 - mmaction - INFO - Epoch [35][200/627] lr: 0.54871, eta: 3 days, 20:14:07, time: 2.925, data_time: 0.001, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4625, loss_cls: 3.6813, loss: 3.6813 2020-04-28 19:03:37,731 - mmaction - INFO - Epoch [35][220/627] lr: 0.54871, eta: 3 days, 20:13:25, time: 3.997, data_time: 0.002, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4792, loss_cls: 3.6584, loss: 3.6584 2020-04-28 19:04:47,959 - mmaction - INFO - Epoch [35][240/627] lr: 0.54871, eta: 3 days, 20:12:04, time: 3.542, data_time: 0.034, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4500, loss_cls: 3.6259, loss: 3.6259 2020-04-28 19:05:53,651 - mmaction - INFO - Epoch [35][260/627] lr: 0.54871, eta: 3 days, 20:10:22, time: 3.284, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4896, loss_cls: 3.5669, loss: 3.5669 2020-04-28 19:07:06,096 - mmaction - INFO - Epoch [35][280/627] lr: 0.54871, eta: 3 days, 20:09:08, time: 3.620, data_time: 0.004, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4646, loss_cls: 3.6795, loss: 3.6795 2020-04-28 19:08:24,167 - mmaction - INFO - Epoch [35][300/627] lr: 0.54871, eta: 3 days, 20:08:18, time: 3.906, data_time: 0.006, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4479, loss_cls: 3.7250, loss: 3.7250 2020-04-28 19:09:30,330 - mmaction - INFO - Epoch [35][320/627] lr: 0.54871, eta: 3 days, 20:06:37, time: 3.306, data_time: 0.006, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5167, loss_cls: 3.4950, loss: 3.4950 2020-04-28 19:10:35,306 - mmaction - INFO - Epoch [35][340/627] lr: 0.54871, eta: 3 days, 20:04:52, time: 3.251, data_time: 0.232, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4896, loss_cls: 3.5352, loss: 3.5352 2020-04-28 19:11:40,003 - mmaction - INFO - Epoch [35][360/627] lr: 0.54871, eta: 3 days, 20:03:05, time: 3.224, data_time: 0.005, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4562, loss_cls: 3.6353, loss: 3.6353 2020-04-28 19:12:52,871 - mmaction - INFO - Epoch [35][380/627] lr: 0.54871, eta: 3 days, 20:01:54, time: 3.651, data_time: 0.016, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4792, loss_cls: 3.6784, loss: 3.6784 2020-04-28 19:13:58,578 - mmaction - INFO - Epoch [35][400/627] lr: 0.54871, eta: 3 days, 20:00:12, time: 3.287, data_time: 0.008, memory: 14510, top1_acc: 0.2438, top5_acc: 0.4958, loss_cls: 3.5519, loss: 3.5519 2020-04-28 19:14:59,504 - mmaction - INFO - Epoch [35][420/627] lr: 0.54871, eta: 3 days, 19:58:10, time: 3.049, data_time: 0.004, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4562, loss_cls: 3.7581, loss: 3.7581 2020-04-28 19:16:05,976 - mmaction - INFO - Epoch [35][440/627] lr: 0.54871, eta: 3 days, 19:56:31, time: 3.322, data_time: 0.002, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4562, loss_cls: 3.6949, loss: 3.6949 2020-04-28 19:17:06,433 - mmaction - INFO - Epoch [35][460/627] lr: 0.54871, eta: 3 days, 19:54:28, time: 3.024, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4479, loss_cls: 3.7127, loss: 3.7127 2020-04-28 19:18:11,101 - mmaction - INFO - Epoch [35][480/627] lr: 0.54871, eta: 3 days, 19:52:42, time: 3.232, data_time: 0.003, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5000, loss_cls: 3.5241, loss: 3.5241 2020-04-28 19:19:15,787 - mmaction - INFO - Epoch [35][500/627] lr: 0.54871, eta: 3 days, 19:50:56, time: 3.234, data_time: 0.012, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4458, loss_cls: 3.7145, loss: 3.7145 2020-04-28 19:20:18,494 - mmaction - INFO - Epoch [35][520/627] lr: 0.54871, eta: 3 days, 19:49:02, time: 3.132, data_time: 0.004, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4500, loss_cls: 3.7427, loss: 3.7427 2020-04-28 19:21:20,364 - mmaction - INFO - Epoch [35][540/627] lr: 0.54871, eta: 3 days, 19:47:05, time: 3.099, data_time: 0.018, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4500, loss_cls: 3.7062, loss: 3.7062 2020-04-28 19:22:37,336 - mmaction - INFO - Epoch [35][560/627] lr: 0.54871, eta: 3 days, 19:46:10, time: 3.845, data_time: 0.001, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4583, loss_cls: 3.6312, loss: 3.6312 2020-04-28 19:24:04,564 - mmaction - INFO - Epoch [35][580/627] lr: 0.54871, eta: 3 days, 19:45:58, time: 4.361, data_time: 0.005, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4938, loss_cls: 3.6205, loss: 3.6205 2020-04-28 19:25:16,149 - mmaction - INFO - Epoch [35][600/627] lr: 0.54871, eta: 3 days, 19:44:41, time: 3.583, data_time: 0.006, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4604, loss_cls: 3.7184, loss: 3.7184 2020-04-28 19:26:23,933 - mmaction - INFO - Epoch [35][620/627] lr: 0.54871, eta: 3 days, 19:43:08, time: 3.387, data_time: 0.001, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4979, loss_cls: 3.5131, loss: 3.5131 2020-04-28 19:30:42,095 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 19:30:43,965 - mmaction - INFO - top1_acc 0.2217 top5_acc 0.4616 2020-04-28 19:30:43,966 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 19:30:44,520 - mmaction - INFO - mean_acc 0.2216 2020-04-28 19:30:44,531 - mmaction - INFO - Epoch [35][627/627] lr: 0.54871, top1_acc: 0.2217, top5_acc: 0.4616, mean_class_accuracy: 0.2216 2020-04-28 19:32:18,914 - mmaction - INFO - Epoch [36][20/627] lr: 0.54575, eta: 3 days, 19:41:14, time: 4.710, data_time: 1.293, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4813, loss_cls: 3.7094, loss: 3.7094 2020-04-28 19:33:24,396 - mmaction - INFO - Epoch [36][40/627] lr: 0.54575, eta: 3 days, 19:39:32, time: 3.271, data_time: 0.074, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.6951, loss: 3.6951 2020-04-28 19:34:30,470 - mmaction - INFO - Epoch [36][60/627] lr: 0.54575, eta: 3 days, 19:37:52, time: 3.305, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4896, loss_cls: 3.5715, loss: 3.5715 2020-04-28 19:35:35,360 - mmaction - INFO - Epoch [36][80/627] lr: 0.54575, eta: 3 days, 19:36:08, time: 3.242, data_time: 0.006, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5188, loss_cls: 3.4788, loss: 3.4788 2020-04-28 19:36:41,615 - mmaction - INFO - Epoch [36][100/627] lr: 0.54575, eta: 3 days, 19:34:29, time: 3.317, data_time: 0.005, memory: 14510, top1_acc: 0.2646, top5_acc: 0.4708, loss_cls: 3.6200, loss: 3.6200 2020-04-28 19:37:47,522 - mmaction - INFO - Epoch [36][120/627] lr: 0.54575, eta: 3 days, 19:32:49, time: 3.294, data_time: 0.013, memory: 14510, top1_acc: 0.2187, top5_acc: 0.5042, loss_cls: 3.5281, loss: 3.5281 2020-04-28 19:38:53,649 - mmaction - INFO - Epoch [36][140/627] lr: 0.54575, eta: 3 days, 19:31:10, time: 3.307, data_time: 0.002, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4792, loss_cls: 3.5336, loss: 3.5336 2020-04-28 19:40:12,400 - mmaction - INFO - Epoch [36][160/627] lr: 0.54575, eta: 3 days, 19:30:22, time: 3.933, data_time: 0.002, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4667, loss_cls: 3.6582, loss: 3.6582 2020-04-28 19:41:15,844 - mmaction - INFO - Epoch [36][180/627] lr: 0.54575, eta: 3 days, 19:28:32, time: 3.176, data_time: 0.016, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5021, loss_cls: 3.5515, loss: 3.5515 2020-04-28 19:42:23,087 - mmaction - INFO - Epoch [36][200/627] lr: 0.54575, eta: 3 days, 19:26:58, time: 3.363, data_time: 0.006, memory: 14510, top1_acc: 0.2354, top5_acc: 0.5104, loss_cls: 3.5318, loss: 3.5318 2020-04-28 19:43:28,769 - mmaction - INFO - Epoch [36][220/627] lr: 0.54575, eta: 3 days, 19:25:17, time: 3.282, data_time: 0.003, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4958, loss_cls: 3.6045, loss: 3.6045 2020-04-28 19:44:33,823 - mmaction - INFO - Epoch [36][240/627] lr: 0.54575, eta: 3 days, 19:23:34, time: 3.254, data_time: 0.136, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5062, loss_cls: 3.5516, loss: 3.5516 2020-04-28 19:45:37,023 - mmaction - INFO - Epoch [36][260/627] lr: 0.54575, eta: 3 days, 19:21:43, time: 3.162, data_time: 1.348, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4708, loss_cls: 3.6578, loss: 3.6578 2020-04-28 19:46:39,142 - mmaction - INFO - Epoch [36][280/627] lr: 0.54575, eta: 3 days, 19:19:48, time: 3.104, data_time: 1.508, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4667, loss_cls: 3.6501, loss: 3.6501 2020-04-28 19:47:43,421 - mmaction - INFO - Epoch [36][300/627] lr: 0.54575, eta: 3 days, 19:18:01, time: 3.211, data_time: 0.670, memory: 14510, top1_acc: 0.2646, top5_acc: 0.4896, loss_cls: 3.5531, loss: 3.5531 2020-04-28 19:48:45,646 - mmaction - INFO - Epoch [36][320/627] lr: 0.54575, eta: 3 days, 19:16:07, time: 3.111, data_time: 0.006, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4313, loss_cls: 3.7974, loss: 3.7974 2020-04-28 19:49:58,031 - mmaction - INFO - Epoch [36][340/627] lr: 0.54575, eta: 3 days, 19:14:54, time: 3.622, data_time: 0.006, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4667, loss_cls: 3.6437, loss: 3.6437 2020-04-28 19:51:01,928 - mmaction - INFO - Epoch [36][360/627] lr: 0.54575, eta: 3 days, 19:13:06, time: 3.195, data_time: 0.084, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4583, loss_cls: 3.5950, loss: 3.5950 2020-04-28 19:52:07,285 - mmaction - INFO - Epoch [36][380/627] lr: 0.54575, eta: 3 days, 19:11:24, time: 3.268, data_time: 0.412, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4375, loss_cls: 3.6972, loss: 3.6972 2020-04-28 19:53:15,743 - mmaction - INFO - Epoch [36][400/627] lr: 0.54575, eta: 3 days, 19:09:55, time: 3.423, data_time: 0.324, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4354, loss_cls: 3.7532, loss: 3.7532 2020-04-28 19:54:21,625 - mmaction - INFO - Epoch [36][420/627] lr: 0.54575, eta: 3 days, 19:08:16, time: 3.295, data_time: 0.003, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4792, loss_cls: 3.6056, loss: 3.6056 2020-04-28 19:55:24,214 - mmaction - INFO - Epoch [36][440/627] lr: 0.54575, eta: 3 days, 19:06:23, time: 3.128, data_time: 0.002, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5104, loss_cls: 3.4876, loss: 3.4876 2020-04-28 19:56:25,173 - mmaction - INFO - Epoch [36][460/627] lr: 0.54575, eta: 3 days, 19:04:24, time: 3.048, data_time: 0.003, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4354, loss_cls: 3.8280, loss: 3.8280 2020-04-28 19:57:26,665 - mmaction - INFO - Epoch [36][480/627] lr: 0.54575, eta: 3 days, 19:02:28, time: 3.077, data_time: 0.003, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4458, loss_cls: 3.7626, loss: 3.7626 2020-04-28 19:58:39,885 - mmaction - INFO - Epoch [36][500/627] lr: 0.54575, eta: 3 days, 19:01:18, time: 3.656, data_time: 0.002, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4646, loss_cls: 3.6222, loss: 3.6222 2020-04-28 19:59:42,706 - mmaction - INFO - Epoch [36][520/627] lr: 0.54575, eta: 3 days, 18:59:27, time: 3.146, data_time: 0.006, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4833, loss_cls: 3.6441, loss: 3.6441 2020-04-28 20:00:47,773 - mmaction - INFO - Epoch [36][540/627] lr: 0.54575, eta: 3 days, 18:57:44, time: 3.249, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4563, loss_cls: 3.7364, loss: 3.7364 2020-04-28 20:01:58,524 - mmaction - INFO - Epoch [36][560/627] lr: 0.54575, eta: 3 days, 18:56:25, time: 3.543, data_time: 0.010, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4667, loss_cls: 3.6164, loss: 3.6164 2020-04-28 20:03:01,483 - mmaction - INFO - Epoch [36][580/627] lr: 0.54575, eta: 3 days, 18:54:34, time: 3.147, data_time: 0.001, memory: 14510, top1_acc: 0.1938, top5_acc: 0.4604, loss_cls: 3.6959, loss: 3.6959 2020-04-28 20:04:02,740 - mmaction - INFO - Epoch [36][600/627] lr: 0.54575, eta: 3 days, 18:52:37, time: 3.063, data_time: 0.002, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4396, loss_cls: 3.6844, loss: 3.6844 2020-04-28 20:05:04,273 - mmaction - INFO - Epoch [36][620/627] lr: 0.54575, eta: 3 days, 18:50:41, time: 3.077, data_time: 0.148, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4792, loss_cls: 3.5808, loss: 3.5808 2020-04-28 20:07:54,530 - mmaction - INFO - Epoch [37][20/627] lr: 0.54271, eta: 3 days, 18:51:33, time: 6.762, data_time: 2.974, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4146, loss_cls: 3.7820, loss: 3.7820 2020-04-28 20:08:54,835 - mmaction - INFO - Epoch [37][40/627] lr: 0.54271, eta: 3 days, 18:49:32, time: 3.017, data_time: 0.005, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4688, loss_cls: 3.6391, loss: 3.6391 2020-04-28 20:09:57,177 - mmaction - INFO - Epoch [37][60/627] lr: 0.54271, eta: 3 days, 18:47:39, time: 3.114, data_time: 0.003, memory: 14510, top1_acc: 0.2313, top5_acc: 0.5000, loss_cls: 3.5922, loss: 3.5922 2020-04-28 20:11:00,025 - mmaction - INFO - Epoch [37][80/627] lr: 0.54271, eta: 3 days, 18:45:49, time: 3.147, data_time: 0.006, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4542, loss_cls: 3.6768, loss: 3.6768 2020-04-28 20:12:00,364 - mmaction - INFO - Epoch [37][100/627] lr: 0.54271, eta: 3 days, 18:43:48, time: 3.013, data_time: 0.001, memory: 14510, top1_acc: 0.2063, top5_acc: 0.4771, loss_cls: 3.7202, loss: 3.7202 2020-04-28 20:13:02,856 - mmaction - INFO - Epoch [37][120/627] lr: 0.54271, eta: 3 days, 18:41:56, time: 3.126, data_time: 0.006, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4625, loss_cls: 3.6595, loss: 3.6595 2020-04-28 20:14:07,147 - mmaction - INFO - Epoch [37][140/627] lr: 0.54271, eta: 3 days, 18:40:11, time: 3.215, data_time: 0.004, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4479, loss_cls: 3.7815, loss: 3.7815 2020-04-28 20:15:08,098 - mmaction - INFO - Epoch [37][160/627] lr: 0.54271, eta: 3 days, 18:38:13, time: 3.048, data_time: 0.877, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4542, loss_cls: 3.6645, loss: 3.6645 2020-04-28 20:16:10,913 - mmaction - INFO - Epoch [37][180/627] lr: 0.54271, eta: 3 days, 18:36:22, time: 3.128, data_time: 0.851, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4667, loss_cls: 3.7117, loss: 3.7117 2020-04-28 20:17:20,546 - mmaction - INFO - Epoch [37][200/627] lr: 0.54271, eta: 3 days, 18:35:00, time: 3.496, data_time: 0.037, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4813, loss_cls: 3.6843, loss: 3.6843 2020-04-28 20:18:22,067 - mmaction - INFO - Epoch [37][220/627] lr: 0.54271, eta: 3 days, 18:33:04, time: 3.073, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4833, loss_cls: 3.6851, loss: 3.6851 2020-04-28 20:19:22,270 - mmaction - INFO - Epoch [37][240/627] lr: 0.54271, eta: 3 days, 18:31:04, time: 3.012, data_time: 0.005, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.6340, loss: 3.6340 2020-04-28 20:20:25,196 - mmaction - INFO - Epoch [37][260/627] lr: 0.54271, eta: 3 days, 18:29:14, time: 3.144, data_time: 0.266, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4896, loss_cls: 3.5842, loss: 3.5842 2020-04-28 20:21:29,038 - mmaction - INFO - Epoch [37][280/627] lr: 0.54271, eta: 3 days, 18:27:28, time: 3.193, data_time: 0.341, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4833, loss_cls: 3.5782, loss: 3.5782 2020-04-28 20:22:37,542 - mmaction - INFO - Epoch [37][300/627] lr: 0.54271, eta: 3 days, 18:26:00, time: 3.423, data_time: 0.038, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4813, loss_cls: 3.5025, loss: 3.5025 2020-04-28 20:23:46,042 - mmaction - INFO - Epoch [37][320/627] lr: 0.54271, eta: 3 days, 18:24:33, time: 3.425, data_time: 0.006, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4542, loss_cls: 3.6300, loss: 3.6300 2020-04-28 20:24:51,567 - mmaction - INFO - Epoch [37][340/627] lr: 0.54271, eta: 3 days, 18:22:54, time: 3.280, data_time: 0.006, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4438, loss_cls: 3.7117, loss: 3.7117 2020-04-28 20:26:03,666 - mmaction - INFO - Epoch [37][360/627] lr: 0.54271, eta: 3 days, 18:21:41, time: 3.602, data_time: 0.002, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4729, loss_cls: 3.6314, loss: 3.6314 2020-04-28 20:27:09,765 - mmaction - INFO - Epoch [37][380/627] lr: 0.54271, eta: 3 days, 18:20:04, time: 3.307, data_time: 0.005, memory: 14510, top1_acc: 0.1854, top5_acc: 0.4479, loss_cls: 3.7564, loss: 3.7564 2020-04-28 20:28:11,460 - mmaction - INFO - Epoch [37][400/627] lr: 0.54271, eta: 3 days, 18:18:10, time: 3.086, data_time: 0.020, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4896, loss_cls: 3.7202, loss: 3.7202 2020-04-28 20:29:15,052 - mmaction - INFO - Epoch [37][420/627] lr: 0.54271, eta: 3 days, 18:16:24, time: 3.180, data_time: 0.001, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4958, loss_cls: 3.5257, loss: 3.5257 2020-04-28 20:30:16,974 - mmaction - INFO - Epoch [37][440/627] lr: 0.54271, eta: 3 days, 18:14:30, time: 3.094, data_time: 0.003, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4313, loss_cls: 3.7667, loss: 3.7667 2020-04-28 20:31:20,095 - mmaction - INFO - Epoch [37][460/627] lr: 0.54271, eta: 3 days, 18:12:42, time: 3.154, data_time: 0.003, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4833, loss_cls: 3.6088, loss: 3.6088 2020-04-28 20:32:25,985 - mmaction - INFO - Epoch [37][480/627] lr: 0.54271, eta: 3 days, 18:11:05, time: 3.295, data_time: 0.005, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4958, loss_cls: 3.5007, loss: 3.5007 2020-04-28 20:33:30,033 - mmaction - INFO - Epoch [37][500/627] lr: 0.54271, eta: 3 days, 18:09:21, time: 3.203, data_time: 0.004, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5063, loss_cls: 3.4994, loss: 3.4994 2020-04-28 20:34:48,173 - mmaction - INFO - Epoch [37][520/627] lr: 0.54271, eta: 3 days, 18:08:31, time: 3.907, data_time: 0.003, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4437, loss_cls: 3.8266, loss: 3.8266 2020-04-28 20:35:48,908 - mmaction - INFO - Epoch [37][540/627] lr: 0.54271, eta: 3 days, 18:06:34, time: 3.036, data_time: 0.136, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4583, loss_cls: 3.7896, loss: 3.7896 2020-04-28 20:36:52,302 - mmaction - INFO - Epoch [37][560/627] lr: 0.54271, eta: 3 days, 18:04:47, time: 3.169, data_time: 1.376, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4979, loss_cls: 3.5662, loss: 3.5662 2020-04-28 20:37:55,447 - mmaction - INFO - Epoch [37][580/627] lr: 0.54271, eta: 3 days, 18:02:59, time: 3.157, data_time: 0.146, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4646, loss_cls: 3.6970, loss: 3.6970 2020-04-28 20:38:57,715 - mmaction - INFO - Epoch [37][600/627] lr: 0.54271, eta: 3 days, 18:01:08, time: 3.115, data_time: 0.004, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4771, loss_cls: 3.6288, loss: 3.6288 2020-04-28 20:39:58,793 - mmaction - INFO - Epoch [37][620/627] lr: 0.54271, eta: 3 days, 17:59:13, time: 3.053, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4812, loss_cls: 3.6618, loss: 3.6618 2020-04-28 20:42:53,438 - mmaction - INFO - Epoch [38][20/627] lr: 0.53959, eta: 3 days, 18:00:10, time: 6.877, data_time: 3.787, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4729, loss_cls: 3.6562, loss: 3.6562 2020-04-28 20:44:04,221 - mmaction - INFO - Epoch [38][40/627] lr: 0.53959, eta: 3 days, 17:58:51, time: 3.539, data_time: 0.027, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4729, loss_cls: 3.6876, loss: 3.6876 2020-04-28 20:45:08,248 - mmaction - INFO - Epoch [38][60/627] lr: 0.53959, eta: 3 days, 17:57:07, time: 3.198, data_time: 0.703, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4938, loss_cls: 3.5799, loss: 3.5799 2020-04-28 20:46:10,392 - mmaction - INFO - Epoch [38][80/627] lr: 0.53959, eta: 3 days, 17:55:16, time: 3.109, data_time: 0.006, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5042, loss_cls: 3.5115, loss: 3.5115 2020-04-28 20:47:10,525 - mmaction - INFO - Epoch [38][100/627] lr: 0.53959, eta: 3 days, 17:53:17, time: 3.004, data_time: 0.005, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4875, loss_cls: 3.5999, loss: 3.5999 2020-04-28 20:48:14,569 - mmaction - INFO - Epoch [38][120/627] lr: 0.53959, eta: 3 days, 17:51:33, time: 3.203, data_time: 0.007, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4688, loss_cls: 3.6393, loss: 3.6393 2020-04-28 20:49:14,441 - mmaction - INFO - Epoch [38][140/627] lr: 0.53959, eta: 3 days, 17:49:34, time: 2.998, data_time: 0.005, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5000, loss_cls: 3.4966, loss: 3.4966 2020-04-28 20:50:16,579 - mmaction - INFO - Epoch [38][160/627] lr: 0.53959, eta: 3 days, 17:47:43, time: 3.107, data_time: 0.001, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4625, loss_cls: 3.7762, loss: 3.7762 2020-04-28 20:51:19,858 - mmaction - INFO - Epoch [38][180/627] lr: 0.53959, eta: 3 days, 17:45:56, time: 3.163, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5062, loss_cls: 3.4888, loss: 3.4888 2020-04-28 20:52:28,040 - mmaction - INFO - Epoch [38][200/627] lr: 0.53959, eta: 3 days, 17:44:28, time: 3.406, data_time: 0.002, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4813, loss_cls: 3.6544, loss: 3.6544 2020-04-28 20:53:34,718 - mmaction - INFO - Epoch [38][220/627] lr: 0.53959, eta: 3 days, 17:42:55, time: 3.335, data_time: 0.006, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4542, loss_cls: 3.6754, loss: 3.6754 2020-04-28 20:54:36,703 - mmaction - INFO - Epoch [38][240/627] lr: 0.53959, eta: 3 days, 17:41:03, time: 3.098, data_time: 0.205, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4917, loss_cls: 3.5628, loss: 3.5628 2020-04-28 20:55:41,864 - mmaction - INFO - Epoch [38][260/627] lr: 0.53959, eta: 3 days, 17:39:24, time: 3.261, data_time: 0.006, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4854, loss_cls: 3.5744, loss: 3.5744 2020-04-28 20:56:44,187 - mmaction - INFO - Epoch [38][280/627] lr: 0.53959, eta: 3 days, 17:37:35, time: 3.118, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4583, loss_cls: 3.6706, loss: 3.6706 2020-04-28 20:57:46,806 - mmaction - INFO - Epoch [38][300/627] lr: 0.53959, eta: 3 days, 17:35:46, time: 3.129, data_time: 0.001, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4896, loss_cls: 3.5291, loss: 3.5291 2020-04-28 20:58:47,420 - mmaction - INFO - Epoch [38][320/627] lr: 0.53959, eta: 3 days, 17:33:50, time: 3.030, data_time: 0.003, memory: 14510, top1_acc: 0.1771, top5_acc: 0.4354, loss_cls: 3.7627, loss: 3.7627 2020-04-28 20:59:46,849 - mmaction - INFO - Epoch [38][340/627] lr: 0.53959, eta: 3 days, 17:31:49, time: 2.971, data_time: 0.003, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4708, loss_cls: 3.6000, loss: 3.6000 2020-04-28 21:00:48,748 - mmaction - INFO - Epoch [38][360/627] lr: 0.53959, eta: 3 days, 17:29:58, time: 3.094, data_time: 0.006, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4562, loss_cls: 3.7378, loss: 3.7378 2020-04-28 21:02:02,863 - mmaction - INFO - Epoch [38][380/627] lr: 0.53959, eta: 3 days, 17:28:53, time: 3.708, data_time: 0.015, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4854, loss_cls: 3.5746, loss: 3.5746 2020-04-28 21:03:05,363 - mmaction - INFO - Epoch [38][400/627] lr: 0.53959, eta: 3 days, 17:27:04, time: 3.121, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4563, loss_cls: 3.7185, loss: 3.7185 2020-04-28 21:04:06,470 - mmaction - INFO - Epoch [38][420/627] lr: 0.53959, eta: 3 days, 17:25:11, time: 3.060, data_time: 0.007, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5125, loss_cls: 3.4474, loss: 3.4474 2020-04-28 21:05:09,756 - mmaction - INFO - Epoch [38][440/627] lr: 0.53959, eta: 3 days, 17:23:25, time: 3.160, data_time: 0.001, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4708, loss_cls: 3.7121, loss: 3.7121 2020-04-28 21:06:10,838 - mmaction - INFO - Epoch [38][460/627] lr: 0.53959, eta: 3 days, 17:21:31, time: 3.055, data_time: 0.052, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4396, loss_cls: 3.7551, loss: 3.7551 2020-04-28 21:07:11,515 - mmaction - INFO - Epoch [38][480/627] lr: 0.53959, eta: 3 days, 17:19:36, time: 3.036, data_time: 0.005, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4854, loss_cls: 3.6020, loss: 3.6020 2020-04-28 21:08:25,380 - mmaction - INFO - Epoch [38][500/627] lr: 0.53959, eta: 3 days, 17:18:30, time: 3.692, data_time: 0.004, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4792, loss_cls: 3.5658, loss: 3.5658 2020-04-28 21:09:28,692 - mmaction - INFO - Epoch [38][520/627] lr: 0.53959, eta: 3 days, 17:16:45, time: 3.168, data_time: 0.111, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4396, loss_cls: 3.6529, loss: 3.6529 2020-04-28 21:10:29,241 - mmaction - INFO - Epoch [38][540/627] lr: 0.53959, eta: 3 days, 17:14:50, time: 3.028, data_time: 0.017, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4667, loss_cls: 3.5961, loss: 3.5961 2020-04-28 21:11:37,007 - mmaction - INFO - Epoch [38][560/627] lr: 0.53959, eta: 3 days, 17:13:21, time: 3.385, data_time: 0.001, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4729, loss_cls: 3.6578, loss: 3.6578 2020-04-28 21:12:41,389 - mmaction - INFO - Epoch [38][580/627] lr: 0.53959, eta: 3 days, 17:11:40, time: 3.220, data_time: 0.004, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4938, loss_cls: 3.5501, loss: 3.5501 2020-04-28 21:13:45,494 - mmaction - INFO - Epoch [38][600/627] lr: 0.53959, eta: 3 days, 17:09:59, time: 3.206, data_time: 0.003, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4625, loss_cls: 3.5839, loss: 3.5839 2020-04-28 21:14:45,486 - mmaction - INFO - Epoch [38][620/627] lr: 0.53959, eta: 3 days, 17:08:01, time: 2.997, data_time: 0.003, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4854, loss_cls: 3.4896, loss: 3.4896 2020-04-28 21:17:28,727 - mmaction - INFO - Epoch [39][20/627] lr: 0.53640, eta: 3 days, 17:08:27, time: 6.514, data_time: 4.083, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4437, loss_cls: 3.6634, loss: 3.6634 2020-04-28 21:18:26,335 - mmaction - INFO - Epoch [39][40/627] lr: 0.53640, eta: 3 days, 17:06:21, time: 2.882, data_time: 0.620, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4396, loss_cls: 3.8218, loss: 3.8218 2020-04-28 21:19:28,293 - mmaction - INFO - Epoch [39][60/627] lr: 0.53640, eta: 3 days, 17:04:31, time: 3.096, data_time: 0.024, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4396, loss_cls: 3.7264, loss: 3.7264 2020-04-28 21:20:49,621 - mmaction - INFO - Epoch [39][80/627] lr: 0.53640, eta: 3 days, 17:03:53, time: 4.065, data_time: 0.006, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4875, loss_cls: 3.5564, loss: 3.5564 2020-04-28 21:21:57,034 - mmaction - INFO - Epoch [39][100/627] lr: 0.53640, eta: 3 days, 17:02:24, time: 3.375, data_time: 0.018, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4688, loss_cls: 3.5817, loss: 3.5817 2020-04-28 21:23:01,750 - mmaction - INFO - Epoch [39][120/627] lr: 0.53640, eta: 3 days, 17:00:45, time: 3.236, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4750, loss_cls: 3.6181, loss: 3.6181 2020-04-28 21:24:10,892 - mmaction - INFO - Epoch [39][140/627] lr: 0.53640, eta: 3 days, 16:59:22, time: 3.457, data_time: 0.002, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4833, loss_cls: 3.5961, loss: 3.5961 2020-04-28 21:25:13,134 - mmaction - INFO - Epoch [39][160/627] lr: 0.53640, eta: 3 days, 16:57:32, time: 3.105, data_time: 0.003, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4688, loss_cls: 3.5390, loss: 3.5390 2020-04-28 21:26:15,686 - mmaction - INFO - Epoch [39][180/627] lr: 0.53640, eta: 3 days, 16:55:46, time: 3.135, data_time: 0.010, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5167, loss_cls: 3.5009, loss: 3.5009 2020-04-28 21:27:20,506 - mmaction - INFO - Epoch [39][200/627] lr: 0.53640, eta: 3 days, 16:54:07, time: 3.236, data_time: 0.002, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4875, loss_cls: 3.5589, loss: 3.5589 2020-04-28 21:28:22,977 - mmaction - INFO - Epoch [39][220/627] lr: 0.53640, eta: 3 days, 16:52:19, time: 3.129, data_time: 0.045, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4979, loss_cls: 3.6073, loss: 3.6073 2020-04-28 21:29:36,439 - mmaction - INFO - Epoch [39][240/627] lr: 0.53640, eta: 3 days, 16:51:13, time: 3.674, data_time: 0.069, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5104, loss_cls: 3.4839, loss: 3.4839 2020-04-28 21:30:38,945 - mmaction - INFO - Epoch [39][260/627] lr: 0.53640, eta: 3 days, 16:49:25, time: 3.124, data_time: 0.001, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4750, loss_cls: 3.6511, loss: 3.6511 2020-04-28 21:31:40,549 - mmaction - INFO - Epoch [39][280/627] lr: 0.53640, eta: 3 days, 16:47:35, time: 3.080, data_time: 0.291, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4854, loss_cls: 3.6041, loss: 3.6041 2020-04-28 21:32:44,524 - mmaction - INFO - Epoch [39][300/627] lr: 0.53640, eta: 3 days, 16:45:53, time: 3.198, data_time: 0.682, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4479, loss_cls: 3.8055, loss: 3.8055 2020-04-28 21:33:44,635 - mmaction - INFO - Epoch [39][320/627] lr: 0.53640, eta: 3 days, 16:43:57, time: 3.006, data_time: 0.003, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4458, loss_cls: 3.6486, loss: 3.6486 2020-04-28 21:34:47,350 - mmaction - INFO - Epoch [39][340/627] lr: 0.53640, eta: 3 days, 16:42:11, time: 3.135, data_time: 0.005, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4938, loss_cls: 3.4795, loss: 3.4795 2020-04-28 21:35:48,141 - mmaction - INFO - Epoch [39][360/627] lr: 0.53640, eta: 3 days, 16:40:18, time: 3.042, data_time: 0.004, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4688, loss_cls: 3.5900, loss: 3.5900 2020-04-28 21:36:49,515 - mmaction - INFO - Epoch [39][380/627] lr: 0.53640, eta: 3 days, 16:38:27, time: 3.069, data_time: 0.002, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4938, loss_cls: 3.5757, loss: 3.5757 2020-04-28 21:37:50,511 - mmaction - INFO - Epoch [39][400/627] lr: 0.53640, eta: 3 days, 16:36:35, time: 3.046, data_time: 0.001, memory: 14510, top1_acc: 0.1958, top5_acc: 0.4604, loss_cls: 3.6495, loss: 3.6495 2020-04-28 21:38:53,037 - mmaction - INFO - Epoch [39][420/627] lr: 0.53640, eta: 3 days, 16:34:48, time: 3.127, data_time: 0.016, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4750, loss_cls: 3.5748, loss: 3.5748 2020-04-28 21:39:53,824 - mmaction - INFO - Epoch [39][440/627] lr: 0.53640, eta: 3 days, 16:32:55, time: 3.038, data_time: 0.004, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5271, loss_cls: 3.5640, loss: 3.5640 2020-04-28 21:40:59,662 - mmaction - INFO - Epoch [39][460/627] lr: 0.53640, eta: 3 days, 16:31:21, time: 3.291, data_time: 0.006, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4688, loss_cls: 3.5520, loss: 3.5520 2020-04-28 21:42:04,024 - mmaction - INFO - Epoch [39][480/627] lr: 0.53640, eta: 3 days, 16:29:42, time: 3.220, data_time: 0.013, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4875, loss_cls: 3.4303, loss: 3.4303 2020-04-28 21:43:04,973 - mmaction - INFO - Epoch [39][500/627] lr: 0.53640, eta: 3 days, 16:27:50, time: 3.049, data_time: 0.032, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4688, loss_cls: 3.6775, loss: 3.6775 2020-04-28 21:44:07,110 - mmaction - INFO - Epoch [39][520/627] lr: 0.53640, eta: 3 days, 16:26:02, time: 3.105, data_time: 0.048, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4854, loss_cls: 3.5859, loss: 3.5859 2020-04-28 21:45:10,519 - mmaction - INFO - Epoch [39][540/627] lr: 0.53640, eta: 3 days, 16:24:19, time: 3.167, data_time: 0.191, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4687, loss_cls: 3.6815, loss: 3.6815 2020-04-28 21:46:07,509 - mmaction - INFO - Epoch [39][560/627] lr: 0.53640, eta: 3 days, 16:22:13, time: 2.852, data_time: 0.026, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4896, loss_cls: 3.7311, loss: 3.7311 2020-04-28 21:47:10,317 - mmaction - INFO - Epoch [39][580/627] lr: 0.53640, eta: 3 days, 16:20:28, time: 3.139, data_time: 0.013, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4833, loss_cls: 3.5446, loss: 3.5446 2020-04-28 21:48:15,121 - mmaction - INFO - Epoch [39][600/627] lr: 0.53640, eta: 3 days, 16:18:51, time: 3.244, data_time: 0.006, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4979, loss_cls: 3.5677, loss: 3.5677 2020-04-28 21:49:19,531 - mmaction - INFO - Epoch [39][620/627] lr: 0.53640, eta: 3 days, 16:17:12, time: 3.220, data_time: 0.002, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4750, loss_cls: 3.6585, loss: 3.6585 2020-04-28 21:52:02,206 - mmaction - INFO - Epoch [40][20/627] lr: 0.53314, eta: 3 days, 16:17:19, time: 6.297, data_time: 3.090, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4646, loss_cls: 3.6224, loss: 3.6224 2020-04-28 21:53:01,981 - mmaction - INFO - Epoch [40][40/627] lr: 0.53314, eta: 3 days, 16:15:23, time: 2.987, data_time: 0.015, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5250, loss_cls: 3.5091, loss: 3.5091 2020-04-28 21:54:01,483 - mmaction - INFO - Epoch [40][60/627] lr: 0.53314, eta: 3 days, 16:13:26, time: 2.977, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4875, loss_cls: 3.4504, loss: 3.4504 2020-04-28 21:55:01,268 - mmaction - INFO - Epoch [40][80/627] lr: 0.53314, eta: 3 days, 16:11:31, time: 2.987, data_time: 0.002, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4292, loss_cls: 3.6256, loss: 3.6256 2020-04-28 21:56:02,653 - mmaction - INFO - Epoch [40][100/627] lr: 0.53314, eta: 3 days, 16:09:41, time: 3.070, data_time: 0.003, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5000, loss_cls: 3.5532, loss: 3.5532 2020-04-28 21:57:03,097 - mmaction - INFO - Epoch [40][120/627] lr: 0.53314, eta: 3 days, 16:07:48, time: 3.022, data_time: 0.003, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4396, loss_cls: 3.6841, loss: 3.6841 2020-04-28 21:58:03,064 - mmaction - INFO - Epoch [40][140/627] lr: 0.53314, eta: 3 days, 16:05:54, time: 3.000, data_time: 0.126, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4792, loss_cls: 3.4960, loss: 3.4960 2020-04-28 21:59:14,595 - mmaction - INFO - Epoch [40][160/627] lr: 0.53314, eta: 3 days, 16:04:40, time: 3.575, data_time: 1.656, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4563, loss_cls: 3.6625, loss: 3.6625 2020-04-28 22:00:27,276 - mmaction - INFO - Epoch [40][180/627] lr: 0.53314, eta: 3 days, 16:03:31, time: 3.629, data_time: 0.315, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4688, loss_cls: 3.7151, loss: 3.7151 2020-04-28 22:01:40,814 - mmaction - INFO - Epoch [40][200/627] lr: 0.53314, eta: 3 days, 16:02:26, time: 3.684, data_time: 0.027, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4750, loss_cls: 3.6051, loss: 3.6051 2020-04-28 22:02:52,994 - mmaction - INFO - Epoch [40][220/627] lr: 0.53314, eta: 3 days, 16:01:15, time: 3.604, data_time: 0.001, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4875, loss_cls: 3.6008, loss: 3.6008 2020-04-28 22:03:56,102 - mmaction - INFO - Epoch [40][240/627] lr: 0.53314, eta: 3 days, 15:59:32, time: 3.157, data_time: 0.007, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4896, loss_cls: 3.6419, loss: 3.6419 2020-04-28 22:05:00,212 - mmaction - INFO - Epoch [40][260/627] lr: 0.53314, eta: 3 days, 15:57:52, time: 3.205, data_time: 0.275, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4646, loss_cls: 3.7028, loss: 3.7028 2020-04-28 22:06:04,780 - mmaction - INFO - Epoch [40][280/627] lr: 0.53314, eta: 3 days, 15:56:14, time: 3.228, data_time: 1.723, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4833, loss_cls: 3.5740, loss: 3.5740 2020-04-28 22:07:05,499 - mmaction - INFO - Epoch [40][300/627] lr: 0.53314, eta: 3 days, 15:54:23, time: 3.040, data_time: 1.292, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4500, loss_cls: 3.8109, loss: 3.8109 2020-04-28 22:08:08,028 - mmaction - INFO - Epoch [40][320/627] lr: 0.53314, eta: 3 days, 15:52:38, time: 3.124, data_time: 0.024, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4938, loss_cls: 3.4950, loss: 3.4950 2020-04-28 22:09:12,095 - mmaction - INFO - Epoch [40][340/627] lr: 0.53314, eta: 3 days, 15:50:59, time: 3.205, data_time: 0.004, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5083, loss_cls: 3.5677, loss: 3.5677 2020-04-28 22:10:14,961 - mmaction - INFO - Epoch [40][360/627] lr: 0.53314, eta: 3 days, 15:49:15, time: 3.142, data_time: 0.002, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4688, loss_cls: 3.6263, loss: 3.6263 2020-04-28 22:11:15,851 - mmaction - INFO - Epoch [40][380/627] lr: 0.53314, eta: 3 days, 15:47:25, time: 3.046, data_time: 0.003, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4688, loss_cls: 3.6099, loss: 3.6099 2020-04-28 22:12:15,308 - mmaction - INFO - Epoch [40][400/627] lr: 0.53314, eta: 3 days, 15:45:29, time: 2.972, data_time: 0.028, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5104, loss_cls: 3.4573, loss: 3.4573 2020-04-28 22:13:19,100 - mmaction - INFO - Epoch [40][420/627] lr: 0.53314, eta: 3 days, 15:43:49, time: 3.188, data_time: 0.559, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4812, loss_cls: 3.4581, loss: 3.4581 2020-04-28 22:14:23,056 - mmaction - INFO - Epoch [40][440/627] lr: 0.53314, eta: 3 days, 15:42:09, time: 3.199, data_time: 0.285, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4667, loss_cls: 3.5979, loss: 3.5979 2020-04-28 22:15:27,041 - mmaction - INFO - Epoch [40][460/627] lr: 0.53314, eta: 3 days, 15:40:30, time: 3.201, data_time: 0.071, memory: 14510, top1_acc: 0.2563, top5_acc: 0.4958, loss_cls: 3.5326, loss: 3.5326 2020-04-28 22:16:27,254 - mmaction - INFO - Epoch [40][480/627] lr: 0.53314, eta: 3 days, 15:38:37, time: 3.008, data_time: 0.001, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4583, loss_cls: 3.6810, loss: 3.6810 2020-04-28 22:17:26,761 - mmaction - INFO - Epoch [40][500/627] lr: 0.53314, eta: 3 days, 15:36:43, time: 2.976, data_time: 0.244, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4813, loss_cls: 3.5978, loss: 3.5978 2020-04-28 22:18:29,814 - mmaction - INFO - Epoch [40][520/627] lr: 0.53314, eta: 3 days, 15:35:00, time: 3.154, data_time: 0.003, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4271, loss_cls: 3.6448, loss: 3.6448 2020-04-28 22:19:30,751 - mmaction - INFO - Epoch [40][540/627] lr: 0.53314, eta: 3 days, 15:33:11, time: 3.048, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4667, loss_cls: 3.6649, loss: 3.6649 2020-04-28 22:20:34,407 - mmaction - INFO - Epoch [40][560/627] lr: 0.53314, eta: 3 days, 15:31:30, time: 3.173, data_time: 0.001, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4583, loss_cls: 3.6203, loss: 3.6203 2020-04-28 22:21:35,555 - mmaction - INFO - Epoch [40][580/627] lr: 0.53314, eta: 3 days, 15:29:41, time: 3.066, data_time: 0.018, memory: 14510, top1_acc: 0.2250, top5_acc: 0.5000, loss_cls: 3.6056, loss: 3.6056 2020-04-28 22:22:34,591 - mmaction - INFO - Epoch [40][600/627] lr: 0.53314, eta: 3 days, 15:27:45, time: 2.953, data_time: 0.259, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4417, loss_cls: 3.6982, loss: 3.6982 2020-04-28 22:23:40,107 - mmaction - INFO - Epoch [40][620/627] lr: 0.53314, eta: 3 days, 15:26:12, time: 3.275, data_time: 0.060, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4979, loss_cls: 3.6837, loss: 3.6837 2020-04-28 22:27:31,035 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-28 22:27:31,944 - mmaction - INFO - top1_acc 0.2316 top5_acc 0.4712 2020-04-28 22:27:31,944 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-28 22:27:32,020 - mmaction - INFO - mean_acc 0.2314 2020-04-28 22:27:32,031 - mmaction - INFO - Epoch [40][627/627] lr: 0.53314, top1_acc: 0.2316, top5_acc: 0.4712, mean_class_accuracy: 0.2314 2020-04-28 22:28:46,051 - mmaction - INFO - Epoch [41][20/627] lr: 0.52981, eta: 3 days, 15:23:15, time: 3.697, data_time: 0.571, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5188, loss_cls: 3.5458, loss: 3.5458 2020-04-28 22:29:44,227 - mmaction - INFO - Epoch [41][40/627] lr: 0.52981, eta: 3 days, 15:21:16, time: 2.911, data_time: 0.028, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4875, loss_cls: 3.6974, loss: 3.6974 2020-04-28 22:30:51,047 - mmaction - INFO - Epoch [41][60/627] lr: 0.52981, eta: 3 days, 15:19:47, time: 3.339, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5062, loss_cls: 3.5585, loss: 3.5585 2020-04-28 22:31:53,428 - mmaction - INFO - Epoch [41][80/627] lr: 0.52981, eta: 3 days, 15:18:03, time: 3.119, data_time: 0.003, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4708, loss_cls: 3.6971, loss: 3.6971 2020-04-28 22:32:57,426 - mmaction - INFO - Epoch [41][100/627] lr: 0.52981, eta: 3 days, 15:16:25, time: 3.199, data_time: 0.003, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4938, loss_cls: 3.5533, loss: 3.5533 2020-04-28 22:33:55,916 - mmaction - INFO - Epoch [41][120/627] lr: 0.52981, eta: 3 days, 15:14:27, time: 2.922, data_time: 0.004, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5187, loss_cls: 3.4497, loss: 3.4497 2020-04-28 22:35:00,677 - mmaction - INFO - Epoch [41][140/627] lr: 0.52981, eta: 3 days, 15:12:52, time: 3.241, data_time: 0.007, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4646, loss_cls: 3.6393, loss: 3.6393 2020-04-28 22:36:01,210 - mmaction - INFO - Epoch [41][160/627] lr: 0.52981, eta: 3 days, 15:11:02, time: 3.028, data_time: 0.004, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4854, loss_cls: 3.4976, loss: 3.4976 2020-04-28 22:37:00,970 - mmaction - INFO - Epoch [41][180/627] lr: 0.52981, eta: 3 days, 15:09:09, time: 2.989, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4646, loss_cls: 3.6040, loss: 3.6040 2020-04-28 22:38:01,981 - mmaction - INFO - Epoch [41][200/627] lr: 0.52981, eta: 3 days, 15:07:20, time: 3.050, data_time: 0.004, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4938, loss_cls: 3.5700, loss: 3.5700 2020-04-28 22:39:04,033 - mmaction - INFO - Epoch [41][220/627] lr: 0.52981, eta: 3 days, 15:05:36, time: 3.100, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4833, loss_cls: 3.5585, loss: 3.5585 2020-04-28 22:40:09,486 - mmaction - INFO - Epoch [41][240/627] lr: 0.52981, eta: 3 days, 15:04:02, time: 3.265, data_time: 0.005, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5188, loss_cls: 3.3749, loss: 3.3749 2020-04-28 22:41:12,684 - mmaction - INFO - Epoch [41][260/627] lr: 0.52981, eta: 3 days, 15:02:22, time: 3.171, data_time: 0.017, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5042, loss_cls: 3.4457, loss: 3.4457 2020-04-28 22:42:18,683 - mmaction - INFO - Epoch [41][280/627] lr: 0.52981, eta: 3 days, 15:00:51, time: 3.295, data_time: 0.048, memory: 14510, top1_acc: 0.1938, top5_acc: 0.4396, loss_cls: 3.7335, loss: 3.7335 2020-04-28 22:43:20,518 - mmaction - INFO - Epoch [41][300/627] lr: 0.52981, eta: 3 days, 14:59:06, time: 3.095, data_time: 0.006, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4896, loss_cls: 3.6056, loss: 3.6056 2020-04-28 22:44:25,555 - mmaction - INFO - Epoch [41][320/627] lr: 0.52981, eta: 3 days, 14:57:32, time: 3.253, data_time: 0.519, memory: 14510, top1_acc: 0.2062, top5_acc: 0.4583, loss_cls: 3.6658, loss: 3.6658 2020-04-28 22:45:29,308 - mmaction - INFO - Epoch [41][340/627] lr: 0.52981, eta: 3 days, 14:55:53, time: 3.186, data_time: 0.066, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4521, loss_cls: 3.6422, loss: 3.6422 2020-04-28 22:46:32,682 - mmaction - INFO - Epoch [41][360/627] lr: 0.52981, eta: 3 days, 14:54:13, time: 3.170, data_time: 0.003, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4667, loss_cls: 3.6300, loss: 3.6300 2020-04-28 22:47:34,945 - mmaction - INFO - Epoch [41][380/627] lr: 0.52981, eta: 3 days, 14:52:30, time: 3.112, data_time: 0.004, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4875, loss_cls: 3.5803, loss: 3.5803 2020-04-28 22:48:36,896 - mmaction - INFO - Epoch [41][400/627] lr: 0.52981, eta: 3 days, 14:50:45, time: 3.100, data_time: 0.187, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5042, loss_cls: 3.5199, loss: 3.5199 2020-04-28 22:49:38,683 - mmaction - INFO - Epoch [41][420/627] lr: 0.52981, eta: 3 days, 14:49:00, time: 3.090, data_time: 0.456, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4875, loss_cls: 3.4907, loss: 3.4907 2020-04-28 22:50:43,299 - mmaction - INFO - Epoch [41][440/627] lr: 0.52981, eta: 3 days, 14:47:25, time: 3.225, data_time: 0.562, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4667, loss_cls: 3.5832, loss: 3.5832 2020-04-28 22:51:44,551 - mmaction - INFO - Epoch [41][460/627] lr: 0.52981, eta: 3 days, 14:45:38, time: 3.067, data_time: 1.056, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5083, loss_cls: 3.5599, loss: 3.5599 2020-04-28 22:52:46,452 - mmaction - INFO - Epoch [41][480/627] lr: 0.52981, eta: 3 days, 14:43:54, time: 3.092, data_time: 0.429, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4750, loss_cls: 3.6182, loss: 3.6182 2020-04-28 22:53:44,792 - mmaction - INFO - Epoch [41][500/627] lr: 0.52981, eta: 3 days, 14:41:57, time: 2.920, data_time: 0.004, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4396, loss_cls: 3.7153, loss: 3.7153 2020-04-28 22:54:45,725 - mmaction - INFO - Epoch [41][520/627] lr: 0.52981, eta: 3 days, 14:40:09, time: 3.041, data_time: 0.001, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4563, loss_cls: 3.7203, loss: 3.7203 2020-04-28 22:55:51,078 - mmaction - INFO - Epoch [41][540/627] lr: 0.52981, eta: 3 days, 14:38:37, time: 3.270, data_time: 0.007, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4917, loss_cls: 3.5302, loss: 3.5302 2020-04-28 22:56:50,267 - mmaction - INFO - Epoch [41][560/627] lr: 0.52981, eta: 3 days, 14:36:44, time: 2.962, data_time: 1.020, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4792, loss_cls: 3.5204, loss: 3.5204 2020-04-28 22:57:50,259 - mmaction - INFO - Epoch [41][580/627] lr: 0.52981, eta: 3 days, 14:34:53, time: 2.999, data_time: 0.696, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5000, loss_cls: 3.4778, loss: 3.4778 2020-04-28 22:58:51,876 - mmaction - INFO - Epoch [41][600/627] lr: 0.52981, eta: 3 days, 14:33:08, time: 3.080, data_time: 0.008, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4771, loss_cls: 3.5762, loss: 3.5762 2020-04-28 22:59:52,673 - mmaction - INFO - Epoch [41][620/627] lr: 0.52981, eta: 3 days, 14:31:20, time: 3.042, data_time: 0.004, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4875, loss_cls: 3.6284, loss: 3.6284 2020-04-28 23:02:43,576 - mmaction - INFO - Epoch [42][20/627] lr: 0.52641, eta: 3 days, 14:31:36, time: 6.482, data_time: 3.193, memory: 14510, top1_acc: 0.1937, top5_acc: 0.4708, loss_cls: 3.6712, loss: 3.6712 2020-04-28 23:03:42,857 - mmaction - INFO - Epoch [42][40/627] lr: 0.52641, eta: 3 days, 14:29:44, time: 2.966, data_time: 0.007, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4833, loss_cls: 3.6126, loss: 3.6126 2020-04-28 23:04:42,540 - mmaction - INFO - Epoch [42][60/627] lr: 0.52641, eta: 3 days, 14:27:52, time: 2.988, data_time: 0.005, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5104, loss_cls: 3.5620, loss: 3.5620 2020-04-28 23:05:40,984 - mmaction - INFO - Epoch [42][80/627] lr: 0.52641, eta: 3 days, 14:25:57, time: 2.921, data_time: 0.014, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5104, loss_cls: 3.4384, loss: 3.4384 2020-04-28 23:06:41,010 - mmaction - INFO - Epoch [42][100/627] lr: 0.52641, eta: 3 days, 14:24:07, time: 3.001, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4771, loss_cls: 3.5838, loss: 3.5838 2020-04-28 23:07:41,124 - mmaction - INFO - Epoch [42][120/627] lr: 0.52641, eta: 3 days, 14:22:17, time: 3.008, data_time: 0.398, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4938, loss_cls: 3.5989, loss: 3.5989 2020-04-28 23:08:40,505 - mmaction - INFO - Epoch [42][140/627] lr: 0.52641, eta: 3 days, 14:20:25, time: 2.966, data_time: 0.016, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5146, loss_cls: 3.5202, loss: 3.5202 2020-04-28 23:09:43,480 - mmaction - INFO - Epoch [42][160/627] lr: 0.52641, eta: 3 days, 14:18:45, time: 3.149, data_time: 0.005, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4917, loss_cls: 3.4548, loss: 3.4548 2020-04-28 23:10:44,236 - mmaction - INFO - Epoch [42][180/627] lr: 0.52641, eta: 3 days, 14:16:58, time: 3.040, data_time: 0.003, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4771, loss_cls: 3.5523, loss: 3.5523 2020-04-28 23:11:41,748 - mmaction - INFO - Epoch [42][200/627] lr: 0.52641, eta: 3 days, 14:15:00, time: 2.875, data_time: 0.505, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4750, loss_cls: 3.6294, loss: 3.6294 2020-04-28 23:12:42,649 - mmaction - INFO - Epoch [42][220/627] lr: 0.52641, eta: 3 days, 14:13:13, time: 3.044, data_time: 0.050, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5208, loss_cls: 3.4680, loss: 3.4680 2020-04-28 23:13:41,405 - mmaction - INFO - Epoch [42][240/627] lr: 0.52641, eta: 3 days, 14:11:19, time: 2.938, data_time: 0.169, memory: 14510, top1_acc: 0.2208, top5_acc: 0.4667, loss_cls: 3.5984, loss: 3.5984 2020-04-28 23:14:41,043 - mmaction - INFO - Epoch [42][260/627] lr: 0.52641, eta: 3 days, 14:09:28, time: 2.979, data_time: 0.025, memory: 14510, top1_acc: 0.2708, top5_acc: 0.4917, loss_cls: 3.4325, loss: 3.4325 2020-04-28 23:15:40,119 - mmaction - INFO - Epoch [42][280/627] lr: 0.52641, eta: 3 days, 14:07:36, time: 2.952, data_time: 0.005, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4792, loss_cls: 3.5591, loss: 3.5591 2020-04-28 23:16:41,993 - mmaction - INFO - Epoch [42][300/627] lr: 0.52641, eta: 3 days, 14:05:53, time: 3.096, data_time: 0.006, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4958, loss_cls: 3.5639, loss: 3.5639 2020-04-28 23:17:39,496 - mmaction - INFO - Epoch [42][320/627] lr: 0.52641, eta: 3 days, 14:03:55, time: 2.876, data_time: 0.003, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4729, loss_cls: 3.6737, loss: 3.6737 2020-04-28 23:18:37,233 - mmaction - INFO - Epoch [42][340/627] lr: 0.52641, eta: 3 days, 14:01:58, time: 2.887, data_time: 0.003, memory: 14510, top1_acc: 0.2438, top5_acc: 0.4729, loss_cls: 3.6093, loss: 3.6093 2020-04-28 23:19:37,543 - mmaction - INFO - Epoch [42][360/627] lr: 0.52641, eta: 3 days, 14:00:10, time: 3.017, data_time: 0.009, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4667, loss_cls: 3.6818, loss: 3.6818 2020-04-28 23:20:39,469 - mmaction - INFO - Epoch [42][380/627] lr: 0.52641, eta: 3 days, 13:58:27, time: 3.091, data_time: 0.005, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4646, loss_cls: 3.6127, loss: 3.6127 2020-04-28 23:21:39,388 - mmaction - INFO - Epoch [42][400/627] lr: 0.52641, eta: 3 days, 13:56:38, time: 2.998, data_time: 0.013, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4812, loss_cls: 3.5224, loss: 3.5224 2020-04-28 23:22:43,287 - mmaction - INFO - Epoch [42][420/627] lr: 0.52641, eta: 3 days, 13:55:02, time: 3.194, data_time: 0.005, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4937, loss_cls: 3.6297, loss: 3.6297 2020-04-28 23:23:46,669 - mmaction - INFO - Epoch [42][440/627] lr: 0.52641, eta: 3 days, 13:53:24, time: 3.172, data_time: 0.005, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5000, loss_cls: 3.4921, loss: 3.4921 2020-04-28 23:24:49,188 - mmaction - INFO - Epoch [42][460/627] lr: 0.52641, eta: 3 days, 13:51:44, time: 3.127, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4667, loss_cls: 3.6105, loss: 3.6105 2020-04-28 23:26:01,754 - mmaction - INFO - Epoch [42][480/627] lr: 0.52641, eta: 3 days, 13:50:37, time: 3.628, data_time: 0.001, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4542, loss_cls: 3.5538, loss: 3.5538 2020-04-28 23:27:11,323 - mmaction - INFO - Epoch [42][500/627] lr: 0.52641, eta: 3 days, 13:49:20, time: 3.477, data_time: 0.002, memory: 14510, top1_acc: 0.2042, top5_acc: 0.4583, loss_cls: 3.7525, loss: 3.7525 2020-04-28 23:28:13,091 - mmaction - INFO - Epoch [42][520/627] lr: 0.52641, eta: 3 days, 13:47:37, time: 3.089, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4667, loss_cls: 3.6192, loss: 3.6192 2020-04-28 23:29:16,686 - mmaction - INFO - Epoch [42][540/627] lr: 0.52641, eta: 3 days, 13:46:00, time: 3.180, data_time: 0.008, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4583, loss_cls: 3.6835, loss: 3.6835 2020-04-28 23:30:20,008 - mmaction - INFO - Epoch [42][560/627] lr: 0.52641, eta: 3 days, 13:44:23, time: 3.167, data_time: 0.003, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5125, loss_cls: 3.5069, loss: 3.5069 2020-04-28 23:31:25,936 - mmaction - INFO - Epoch [42][580/627] lr: 0.52641, eta: 3 days, 13:42:53, time: 3.293, data_time: 0.233, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4979, loss_cls: 3.6114, loss: 3.6114 2020-04-28 23:32:27,659 - mmaction - INFO - Epoch [42][600/627] lr: 0.52641, eta: 3 days, 13:41:11, time: 3.089, data_time: 1.292, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4771, loss_cls: 3.6855, loss: 3.6855 2020-04-28 23:33:29,707 - mmaction - INFO - Epoch [42][620/627] lr: 0.52641, eta: 3 days, 13:39:29, time: 3.099, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4917, loss_cls: 3.5753, loss: 3.5753 2020-04-28 23:36:34,677 - mmaction - INFO - Epoch [43][20/627] lr: 0.52294, eta: 3 days, 13:40:41, time: 7.367, data_time: 4.351, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5104, loss_cls: 3.4659, loss: 3.4659 2020-04-28 23:37:39,141 - mmaction - INFO - Epoch [43][40/627] lr: 0.52294, eta: 3 days, 13:39:07, time: 3.219, data_time: 0.002, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4729, loss_cls: 3.5388, loss: 3.5388 2020-04-28 23:38:42,964 - mmaction - INFO - Epoch [43][60/627] lr: 0.52294, eta: 3 days, 13:37:31, time: 3.193, data_time: 0.008, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5167, loss_cls: 3.4315, loss: 3.4315 2020-04-28 23:39:43,026 - mmaction - INFO - Epoch [43][80/627] lr: 0.52294, eta: 3 days, 13:35:43, time: 3.005, data_time: 0.005, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4604, loss_cls: 3.6466, loss: 3.6466 2020-04-28 23:40:54,365 - mmaction - INFO - Epoch [43][100/627] lr: 0.52294, eta: 3 days, 13:34:32, time: 3.564, data_time: 0.483, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4688, loss_cls: 3.6583, loss: 3.6583 2020-04-28 23:41:58,865 - mmaction - INFO - Epoch [43][120/627] lr: 0.52294, eta: 3 days, 13:32:58, time: 3.227, data_time: 0.054, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5104, loss_cls: 3.4581, loss: 3.4581 2020-04-28 23:42:58,689 - mmaction - INFO - Epoch [43][140/627] lr: 0.52294, eta: 3 days, 13:31:10, time: 2.994, data_time: 0.004, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4729, loss_cls: 3.5743, loss: 3.5743 2020-04-28 23:44:03,089 - mmaction - INFO - Epoch [43][160/627] lr: 0.52294, eta: 3 days, 13:29:36, time: 3.221, data_time: 0.284, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4812, loss_cls: 3.4464, loss: 3.4464 2020-04-28 23:45:06,527 - mmaction - INFO - Epoch [43][180/627] lr: 0.52294, eta: 3 days, 13:27:59, time: 3.169, data_time: 0.007, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4813, loss_cls: 3.5223, loss: 3.5223 2020-04-28 23:46:08,611 - mmaction - INFO - Epoch [43][200/627] lr: 0.52294, eta: 3 days, 13:26:18, time: 3.105, data_time: 0.004, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4813, loss_cls: 3.5768, loss: 3.5768 2020-04-28 23:47:12,136 - mmaction - INFO - Epoch [43][220/627] lr: 0.52294, eta: 3 days, 13:24:41, time: 3.175, data_time: 0.003, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5042, loss_cls: 3.4864, loss: 3.4864 2020-04-28 23:48:13,397 - mmaction - INFO - Epoch [43][240/627] lr: 0.52294, eta: 3 days, 13:22:58, time: 3.062, data_time: 0.004, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4875, loss_cls: 3.6270, loss: 3.6270 2020-04-28 23:49:13,527 - mmaction - INFO - Epoch [43][260/627] lr: 0.52294, eta: 3 days, 13:21:11, time: 3.010, data_time: 0.005, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5417, loss_cls: 3.3180, loss: 3.3180 2020-04-28 23:50:14,830 - mmaction - INFO - Epoch [43][280/627] lr: 0.52294, eta: 3 days, 13:19:27, time: 3.061, data_time: 0.001, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4979, loss_cls: 3.4979, loss: 3.4979 2020-04-28 23:51:14,228 - mmaction - INFO - Epoch [43][300/627] lr: 0.52294, eta: 3 days, 13:17:37, time: 2.969, data_time: 0.005, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4979, loss_cls: 3.5356, loss: 3.5356 2020-04-28 23:52:15,589 - mmaction - INFO - Epoch [43][320/627] lr: 0.52294, eta: 3 days, 13:15:55, time: 3.073, data_time: 0.007, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4771, loss_cls: 3.5188, loss: 3.5188 2020-04-28 23:53:14,027 - mmaction - INFO - Epoch [43][340/627] lr: 0.52294, eta: 3 days, 13:14:02, time: 2.922, data_time: 0.002, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4708, loss_cls: 3.6817, loss: 3.6817 2020-04-28 23:54:15,275 - mmaction - INFO - Epoch [43][360/627] lr: 0.52294, eta: 3 days, 13:12:19, time: 3.061, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4500, loss_cls: 3.6278, loss: 3.6278 2020-04-28 23:55:15,219 - mmaction - INFO - Epoch [43][380/627] lr: 0.52294, eta: 3 days, 13:10:31, time: 2.996, data_time: 0.230, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4687, loss_cls: 3.6978, loss: 3.6978 2020-04-28 23:56:15,263 - mmaction - INFO - Epoch [43][400/627] lr: 0.52294, eta: 3 days, 13:08:44, time: 3.002, data_time: 0.217, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4562, loss_cls: 3.7103, loss: 3.7103 2020-04-28 23:57:15,422 - mmaction - INFO - Epoch [43][420/627] lr: 0.52294, eta: 3 days, 13:06:58, time: 3.010, data_time: 0.003, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4938, loss_cls: 3.5354, loss: 3.5354 2020-04-28 23:58:16,970 - mmaction - INFO - Epoch [43][440/627] lr: 0.52294, eta: 3 days, 13:05:15, time: 3.077, data_time: 0.001, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4875, loss_cls: 3.5573, loss: 3.5573 2020-04-28 23:59:17,630 - mmaction - INFO - Epoch [43][460/627] lr: 0.52294, eta: 3 days, 13:03:30, time: 3.028, data_time: 0.002, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5167, loss_cls: 3.4317, loss: 3.4317 2020-04-29 00:00:23,663 - mmaction - INFO - Epoch [43][480/627] lr: 0.52294, eta: 3 days, 13:02:02, time: 3.300, data_time: 0.007, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4500, loss_cls: 3.6729, loss: 3.6729 2020-04-29 00:01:24,048 - mmaction - INFO - Epoch [43][500/627] lr: 0.52294, eta: 3 days, 13:00:17, time: 3.026, data_time: 0.036, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4979, loss_cls: 3.6040, loss: 3.6040 2020-04-29 00:02:25,330 - mmaction - INFO - Epoch [43][520/627] lr: 0.52294, eta: 3 days, 12:58:35, time: 3.064, data_time: 0.001, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4542, loss_cls: 3.6994, loss: 3.6994 2020-04-29 00:03:27,537 - mmaction - INFO - Epoch [43][540/627] lr: 0.52294, eta: 3 days, 12:56:55, time: 3.110, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4958, loss_cls: 3.4775, loss: 3.4775 2020-04-29 00:04:28,592 - mmaction - INFO - Epoch [43][560/627] lr: 0.52294, eta: 3 days, 12:55:11, time: 3.051, data_time: 0.001, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5229, loss_cls: 3.4513, loss: 3.4513 2020-04-29 00:05:29,310 - mmaction - INFO - Epoch [43][580/627] lr: 0.52294, eta: 3 days, 12:53:27, time: 3.036, data_time: 0.003, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4688, loss_cls: 3.6941, loss: 3.6941 2020-04-29 00:06:32,149 - mmaction - INFO - Epoch [43][600/627] lr: 0.52294, eta: 3 days, 12:51:49, time: 3.141, data_time: 0.003, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4875, loss_cls: 3.5155, loss: 3.5155 2020-04-29 00:07:34,970 - mmaction - INFO - Epoch [43][620/627] lr: 0.52294, eta: 3 days, 12:50:12, time: 3.138, data_time: 0.306, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4521, loss_cls: 3.6747, loss: 3.6747 2020-04-29 00:10:12,216 - mmaction - INFO - Epoch [44][20/627] lr: 0.51941, eta: 3 days, 12:50:01, time: 6.139, data_time: 3.073, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4667, loss_cls: 3.6476, loss: 3.6476 2020-04-29 00:11:11,529 - mmaction - INFO - Epoch [44][40/627] lr: 0.51941, eta: 3 days, 12:48:12, time: 2.966, data_time: 0.002, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4687, loss_cls: 3.6136, loss: 3.6136 2020-04-29 00:12:09,496 - mmaction - INFO - Epoch [44][60/627] lr: 0.51941, eta: 3 days, 12:46:19, time: 2.898, data_time: 0.101, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5083, loss_cls: 3.4966, loss: 3.4966 2020-04-29 00:13:10,329 - mmaction - INFO - Epoch [44][80/627] lr: 0.51941, eta: 3 days, 12:44:36, time: 3.041, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5188, loss_cls: 3.5452, loss: 3.5452 2020-04-29 00:14:10,829 - mmaction - INFO - Epoch [44][100/627] lr: 0.51941, eta: 3 days, 12:42:51, time: 3.026, data_time: 0.001, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5021, loss_cls: 3.5098, loss: 3.5098 2020-04-29 00:15:13,793 - mmaction - INFO - Epoch [44][120/627] lr: 0.51941, eta: 3 days, 12:41:14, time: 3.146, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5417, loss_cls: 3.4171, loss: 3.4171 2020-04-29 00:16:13,152 - mmaction - INFO - Epoch [44][140/627] lr: 0.51941, eta: 3 days, 12:39:26, time: 2.970, data_time: 0.004, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4729, loss_cls: 3.6048, loss: 3.6048 2020-04-29 00:17:11,800 - mmaction - INFO - Epoch [44][160/627] lr: 0.51941, eta: 3 days, 12:37:35, time: 2.930, data_time: 0.001, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5167, loss_cls: 3.3756, loss: 3.3756 2020-04-29 00:18:12,832 - mmaction - INFO - Epoch [44][180/627] lr: 0.51941, eta: 3 days, 12:35:53, time: 3.053, data_time: 0.510, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4917, loss_cls: 3.5519, loss: 3.5519 2020-04-29 00:19:11,967 - mmaction - INFO - Epoch [44][200/627] lr: 0.51941, eta: 3 days, 12:34:04, time: 2.955, data_time: 0.035, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5271, loss_cls: 3.5943, loss: 3.5943 2020-04-29 00:20:13,878 - mmaction - INFO - Epoch [44][220/627] lr: 0.51941, eta: 3 days, 12:32:24, time: 3.094, data_time: 0.049, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4417, loss_cls: 3.6413, loss: 3.6413 2020-04-29 00:21:12,703 - mmaction - INFO - Epoch [44][240/627] lr: 0.51941, eta: 3 days, 12:30:35, time: 2.943, data_time: 0.014, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4917, loss_cls: 3.5239, loss: 3.5239 2020-04-29 00:22:16,134 - mmaction - INFO - Epoch [44][260/627] lr: 0.51941, eta: 3 days, 12:29:00, time: 3.171, data_time: 0.024, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5167, loss_cls: 3.4147, loss: 3.4147 2020-04-29 00:23:22,895 - mmaction - INFO - Epoch [44][280/627] lr: 0.51941, eta: 3 days, 12:27:35, time: 3.341, data_time: 0.005, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5229, loss_cls: 3.4295, loss: 3.4295 2020-04-29 00:24:24,195 - mmaction - INFO - Epoch [44][300/627] lr: 0.51941, eta: 3 days, 12:25:54, time: 3.065, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4896, loss_cls: 3.6091, loss: 3.6091 2020-04-29 00:25:22,759 - mmaction - INFO - Epoch [44][320/627] lr: 0.51941, eta: 3 days, 12:24:04, time: 2.928, data_time: 0.001, memory: 14510, top1_acc: 0.2438, top5_acc: 0.4583, loss_cls: 3.6499, loss: 3.6499 2020-04-29 00:26:24,440 - mmaction - INFO - Epoch [44][340/627] lr: 0.51941, eta: 3 days, 12:22:23, time: 3.078, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5312, loss_cls: 3.4171, loss: 3.4171 2020-04-29 00:27:24,896 - mmaction - INFO - Epoch [44][360/627] lr: 0.51941, eta: 3 days, 12:20:39, time: 3.029, data_time: 0.009, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4687, loss_cls: 3.5780, loss: 3.5780 2020-04-29 00:28:22,467 - mmaction - INFO - Epoch [44][380/627] lr: 0.51941, eta: 3 days, 12:18:46, time: 2.877, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4667, loss_cls: 3.6843, loss: 3.6843 2020-04-29 00:29:21,537 - mmaction - INFO - Epoch [44][400/627] lr: 0.51941, eta: 3 days, 12:16:58, time: 2.956, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4938, loss_cls: 3.6160, loss: 3.6160 2020-04-29 00:30:19,228 - mmaction - INFO - Epoch [44][420/627] lr: 0.51941, eta: 3 days, 12:15:06, time: 2.884, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5042, loss_cls: 3.5173, loss: 3.5173 2020-04-29 00:31:17,424 - mmaction - INFO - Epoch [44][440/627] lr: 0.51941, eta: 3 days, 12:13:15, time: 2.905, data_time: 0.001, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4313, loss_cls: 3.7548, loss: 3.7548 2020-04-29 00:32:15,678 - mmaction - INFO - Epoch [44][460/627] lr: 0.51941, eta: 3 days, 12:11:24, time: 2.916, data_time: 0.007, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4438, loss_cls: 3.6250, loss: 3.6250 2020-04-29 00:33:13,186 - mmaction - INFO - Epoch [44][480/627] lr: 0.51941, eta: 3 days, 12:09:32, time: 2.877, data_time: 0.085, memory: 14510, top1_acc: 0.2396, top5_acc: 0.5063, loss_cls: 3.6017, loss: 3.6017 2020-04-29 00:34:11,889 - mmaction - INFO - Epoch [44][500/627] lr: 0.51941, eta: 3 days, 12:07:43, time: 2.935, data_time: 0.002, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4771, loss_cls: 3.6847, loss: 3.6847 2020-04-29 00:35:11,793 - mmaction - INFO - Epoch [44][520/627] lr: 0.51941, eta: 3 days, 12:05:57, time: 2.991, data_time: 0.002, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5208, loss_cls: 3.4415, loss: 3.4415 2020-04-29 00:36:06,849 - mmaction - INFO - Epoch [44][540/627] lr: 0.51941, eta: 3 days, 12:03:57, time: 2.758, data_time: 0.577, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4771, loss_cls: 3.6656, loss: 3.6656 2020-04-29 00:37:06,444 - mmaction - INFO - Epoch [44][560/627] lr: 0.51941, eta: 3 days, 12:02:11, time: 2.980, data_time: 0.161, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5083, loss_cls: 3.5047, loss: 3.5047 2020-04-29 00:38:05,629 - mmaction - INFO - Epoch [44][580/627] lr: 0.51941, eta: 3 days, 12:00:24, time: 2.959, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4833, loss_cls: 3.6118, loss: 3.6118 2020-04-29 00:39:05,059 - mmaction - INFO - Epoch [44][600/627] lr: 0.51941, eta: 3 days, 11:58:38, time: 2.970, data_time: 0.001, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4708, loss_cls: 3.6852, loss: 3.6852 2020-04-29 00:40:01,779 - mmaction - INFO - Epoch [44][620/627] lr: 0.51941, eta: 3 days, 11:56:43, time: 2.836, data_time: 0.003, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4604, loss_cls: 3.6444, loss: 3.6444 2020-04-29 00:42:46,577 - mmaction - INFO - Epoch [45][20/627] lr: 0.51580, eta: 3 days, 11:56:43, time: 6.326, data_time: 4.189, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4729, loss_cls: 3.6193, loss: 3.6193 2020-04-29 00:43:41,927 - mmaction - INFO - Epoch [45][40/627] lr: 0.51580, eta: 3 days, 11:54:44, time: 2.771, data_time: 1.167, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4750, loss_cls: 3.6358, loss: 3.6358 2020-04-29 00:44:41,707 - mmaction - INFO - Epoch [45][60/627] lr: 0.51580, eta: 3 days, 11:52:59, time: 2.990, data_time: 1.077, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4562, loss_cls: 3.7357, loss: 3.7357 2020-04-29 00:45:39,007 - mmaction - INFO - Epoch [45][80/627] lr: 0.51580, eta: 3 days, 11:51:06, time: 2.864, data_time: 0.172, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4938, loss_cls: 3.5439, loss: 3.5439 2020-04-29 00:46:37,429 - mmaction - INFO - Epoch [45][100/627] lr: 0.51580, eta: 3 days, 11:49:17, time: 2.921, data_time: 0.114, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5271, loss_cls: 3.4228, loss: 3.4228 2020-04-29 00:47:33,853 - mmaction - INFO - Epoch [45][120/627] lr: 0.51580, eta: 3 days, 11:47:22, time: 2.817, data_time: 0.041, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4688, loss_cls: 3.6825, loss: 3.6825 2020-04-29 00:48:32,017 - mmaction - INFO - Epoch [45][140/627] lr: 0.51580, eta: 3 days, 11:45:32, time: 2.909, data_time: 0.006, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4979, loss_cls: 3.5317, loss: 3.5317 2020-04-29 00:49:30,150 - mmaction - INFO - Epoch [45][160/627] lr: 0.51580, eta: 3 days, 11:43:42, time: 2.911, data_time: 0.052, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4708, loss_cls: 3.6333, loss: 3.6333 2020-04-29 00:50:29,612 - mmaction - INFO - Epoch [45][180/627] lr: 0.51580, eta: 3 days, 11:41:57, time: 2.972, data_time: 0.015, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5292, loss_cls: 3.5066, loss: 3.5066 2020-04-29 00:51:27,720 - mmaction - INFO - Epoch [45][200/627] lr: 0.51580, eta: 3 days, 11:40:07, time: 2.903, data_time: 0.002, memory: 14510, top1_acc: 0.1917, top5_acc: 0.4521, loss_cls: 3.6902, loss: 3.6902 2020-04-29 00:52:23,013 - mmaction - INFO - Epoch [45][220/627] lr: 0.51580, eta: 3 days, 11:38:09, time: 2.767, data_time: 0.006, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4458, loss_cls: 3.6389, loss: 3.6389 2020-04-29 00:53:20,416 - mmaction - INFO - Epoch [45][240/627] lr: 0.51580, eta: 3 days, 11:36:17, time: 2.869, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4854, loss_cls: 3.6402, loss: 3.6402 2020-04-29 00:54:18,020 - mmaction - INFO - Epoch [45][260/627] lr: 0.51580, eta: 3 days, 11:34:26, time: 2.880, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4667, loss_cls: 3.7139, loss: 3.7139 2020-04-29 00:55:16,121 - mmaction - INFO - Epoch [45][280/627] lr: 0.51580, eta: 3 days, 11:32:36, time: 2.904, data_time: 0.031, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5042, loss_cls: 3.5176, loss: 3.5176 2020-04-29 00:56:13,887 - mmaction - INFO - Epoch [45][300/627] lr: 0.51580, eta: 3 days, 11:30:46, time: 2.889, data_time: 0.244, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5146, loss_cls: 3.3716, loss: 3.3716 2020-04-29 00:57:12,869 - mmaction - INFO - Epoch [45][320/627] lr: 0.51580, eta: 3 days, 11:28:59, time: 2.950, data_time: 0.586, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4750, loss_cls: 3.6660, loss: 3.6660 2020-04-29 00:58:10,172 - mmaction - INFO - Epoch [45][340/627] lr: 0.51580, eta: 3 days, 11:27:07, time: 2.865, data_time: 0.003, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5042, loss_cls: 3.4736, loss: 3.4736 2020-04-29 00:59:04,790 - mmaction - INFO - Epoch [45][360/627] lr: 0.51580, eta: 3 days, 11:25:08, time: 2.732, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4604, loss_cls: 3.6691, loss: 3.6691 2020-04-29 01:00:00,243 - mmaction - INFO - Epoch [45][380/627] lr: 0.51580, eta: 3 days, 11:23:11, time: 2.771, data_time: 0.031, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4771, loss_cls: 3.5637, loss: 3.5637 2020-04-29 01:00:57,377 - mmaction - INFO - Epoch [45][400/627] lr: 0.51580, eta: 3 days, 11:21:18, time: 2.851, data_time: 0.003, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4896, loss_cls: 3.6435, loss: 3.6435 2020-04-29 01:01:52,947 - mmaction - INFO - Epoch [45][420/627] lr: 0.51580, eta: 3 days, 11:19:22, time: 2.785, data_time: 0.014, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4688, loss_cls: 3.6514, loss: 3.6514 2020-04-29 01:02:52,967 - mmaction - INFO - Epoch [45][440/627] lr: 0.51580, eta: 3 days, 11:17:39, time: 3.002, data_time: 0.002, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4938, loss_cls: 3.4632, loss: 3.4632 2020-04-29 01:03:49,077 - mmaction - INFO - Epoch [45][460/627] lr: 0.51580, eta: 3 days, 11:15:44, time: 2.806, data_time: 0.024, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4688, loss_cls: 3.6951, loss: 3.6951 2020-04-29 01:04:50,363 - mmaction - INFO - Epoch [45][480/627] lr: 0.51580, eta: 3 days, 11:14:05, time: 3.062, data_time: 0.963, memory: 14510, top1_acc: 0.2312, top5_acc: 0.5208, loss_cls: 3.4725, loss: 3.4725 2020-04-29 01:05:45,521 - mmaction - INFO - Epoch [45][500/627] lr: 0.51580, eta: 3 days, 11:12:07, time: 2.755, data_time: 0.495, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5125, loss_cls: 3.3600, loss: 3.3600 2020-04-29 01:06:44,527 - mmaction - INFO - Epoch [45][520/627] lr: 0.51580, eta: 3 days, 11:10:22, time: 2.949, data_time: 0.006, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5000, loss_cls: 3.4308, loss: 3.4308 2020-04-29 01:07:42,782 - mmaction - INFO - Epoch [45][540/627] lr: 0.51580, eta: 3 days, 11:08:34, time: 2.918, data_time: 0.007, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4750, loss_cls: 3.6040, loss: 3.6040 2020-04-29 01:08:39,397 - mmaction - INFO - Epoch [45][560/627] lr: 0.51580, eta: 3 days, 11:06:41, time: 2.832, data_time: 0.002, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4792, loss_cls: 3.5024, loss: 3.5024 2020-04-29 01:09:36,872 - mmaction - INFO - Epoch [45][580/627] lr: 0.51580, eta: 3 days, 11:04:51, time: 2.874, data_time: 0.069, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4750, loss_cls: 3.5845, loss: 3.5845 2020-04-29 01:10:32,866 - mmaction - INFO - Epoch [45][600/627] lr: 0.51580, eta: 3 days, 11:02:56, time: 2.796, data_time: 0.030, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4750, loss_cls: 3.6147, loss: 3.6147 2020-04-29 01:11:28,528 - mmaction - INFO - Epoch [45][620/627] lr: 0.51580, eta: 3 days, 11:01:01, time: 2.785, data_time: 0.005, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4833, loss_cls: 3.5695, loss: 3.5695 2020-04-29 01:14:53,056 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 01:14:53,989 - mmaction - INFO - top1_acc 0.2393 top5_acc 0.4891 2020-04-29 01:14:53,990 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 01:14:54,116 - mmaction - INFO - mean_acc 0.2394 2020-04-29 01:14:54,127 - mmaction - INFO - Epoch [45][627/627] lr: 0.51580, top1_acc: 0.2393, top5_acc: 0.4891, mean_class_accuracy: 0.2394 2020-04-29 01:15:57,846 - mmaction - INFO - Epoch [46][20/627] lr: 0.51213, eta: 3 days, 10:57:50, time: 3.183, data_time: 0.578, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4854, loss_cls: 3.5412, loss: 3.5412 2020-04-29 01:16:59,308 - mmaction - INFO - Epoch [46][40/627] lr: 0.51213, eta: 3 days, 10:56:13, time: 3.074, data_time: 0.003, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5000, loss_cls: 3.4633, loss: 3.4633 2020-04-29 01:17:56,969 - mmaction - INFO - Epoch [46][60/627] lr: 0.51213, eta: 3 days, 10:54:23, time: 2.883, data_time: 0.002, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4667, loss_cls: 3.5282, loss: 3.5282 2020-04-29 01:18:58,989 - mmaction - INFO - Epoch [46][80/627] lr: 0.51213, eta: 3 days, 10:52:47, time: 3.096, data_time: 0.029, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4750, loss_cls: 3.5971, loss: 3.5971 2020-04-29 01:19:56,770 - mmaction - INFO - Epoch [46][100/627] lr: 0.51213, eta: 3 days, 10:50:59, time: 2.895, data_time: 0.007, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4813, loss_cls: 3.4419, loss: 3.4419 2020-04-29 01:20:55,424 - mmaction - INFO - Epoch [46][120/627] lr: 0.51213, eta: 3 days, 10:49:12, time: 2.927, data_time: 0.159, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.4408, loss: 3.4408 2020-04-29 01:21:53,514 - mmaction - INFO - Epoch [46][140/627] lr: 0.51213, eta: 3 days, 10:47:25, time: 2.911, data_time: 0.276, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5063, loss_cls: 3.5087, loss: 3.5087 2020-04-29 01:22:48,903 - mmaction - INFO - Epoch [46][160/627] lr: 0.51213, eta: 3 days, 10:45:29, time: 2.769, data_time: 0.001, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5042, loss_cls: 3.5034, loss: 3.5034 2020-04-29 01:23:51,099 - mmaction - INFO - Epoch [46][180/627] lr: 0.51213, eta: 3 days, 10:43:54, time: 3.106, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4917, loss_cls: 3.5554, loss: 3.5554 2020-04-29 01:24:49,261 - mmaction - INFO - Epoch [46][200/627] lr: 0.51213, eta: 3 days, 10:42:06, time: 2.911, data_time: 0.005, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4479, loss_cls: 3.6170, loss: 3.6170 2020-04-29 01:25:47,433 - mmaction - INFO - Epoch [46][220/627] lr: 0.51213, eta: 3 days, 10:40:19, time: 2.905, data_time: 0.145, memory: 14510, top1_acc: 0.2354, top5_acc: 0.5000, loss_cls: 3.5080, loss: 3.5080 2020-04-29 01:26:46,947 - mmaction - INFO - Epoch [46][240/627] lr: 0.51213, eta: 3 days, 10:38:36, time: 2.977, data_time: 0.204, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4792, loss_cls: 3.5751, loss: 3.5751 2020-04-29 01:27:44,240 - mmaction - INFO - Epoch [46][260/627] lr: 0.51213, eta: 3 days, 10:36:47, time: 2.868, data_time: 0.033, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5021, loss_cls: 3.4511, loss: 3.4511 2020-04-29 01:28:39,600 - mmaction - INFO - Epoch [46][280/627] lr: 0.51213, eta: 3 days, 10:34:51, time: 2.768, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4896, loss_cls: 3.5289, loss: 3.5289 2020-04-29 01:29:36,872 - mmaction - INFO - Epoch [46][300/627] lr: 0.51213, eta: 3 days, 10:33:02, time: 2.863, data_time: 0.001, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5042, loss_cls: 3.5370, loss: 3.5370 2020-04-29 01:30:33,320 - mmaction - INFO - Epoch [46][320/627] lr: 0.51213, eta: 3 days, 10:31:10, time: 2.823, data_time: 0.057, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4708, loss_cls: 3.6372, loss: 3.6372 2020-04-29 01:31:32,164 - mmaction - INFO - Epoch [46][340/627] lr: 0.51213, eta: 3 days, 10:29:25, time: 2.942, data_time: 0.002, memory: 14510, top1_acc: 0.2000, top5_acc: 0.4854, loss_cls: 3.6421, loss: 3.6421 2020-04-29 01:32:31,433 - mmaction - INFO - Epoch [46][360/627] lr: 0.51213, eta: 3 days, 10:27:41, time: 2.960, data_time: 0.002, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4688, loss_cls: 3.5828, loss: 3.5828 2020-04-29 01:33:29,676 - mmaction - INFO - Epoch [46][380/627] lr: 0.51213, eta: 3 days, 10:25:55, time: 2.916, data_time: 0.005, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4708, loss_cls: 3.6539, loss: 3.6539 2020-04-29 01:34:25,661 - mmaction - INFO - Epoch [46][400/627] lr: 0.51213, eta: 3 days, 10:24:02, time: 2.799, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5104, loss_cls: 3.4475, loss: 3.4475 2020-04-29 01:35:23,863 - mmaction - INFO - Epoch [46][420/627] lr: 0.51213, eta: 3 days, 10:22:16, time: 2.906, data_time: 0.001, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4958, loss_cls: 3.5400, loss: 3.5400 2020-04-29 01:36:21,681 - mmaction - INFO - Epoch [46][440/627] lr: 0.51213, eta: 3 days, 10:20:28, time: 2.893, data_time: 0.005, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4729, loss_cls: 3.6373, loss: 3.6373 2020-04-29 01:37:19,971 - mmaction - INFO - Epoch [46][460/627] lr: 0.51213, eta: 3 days, 10:18:42, time: 2.912, data_time: 0.206, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4688, loss_cls: 3.6196, loss: 3.6196 2020-04-29 01:38:17,443 - mmaction - INFO - Epoch [46][480/627] lr: 0.51213, eta: 3 days, 10:16:54, time: 2.870, data_time: 0.053, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4896, loss_cls: 3.5647, loss: 3.5647 2020-04-29 01:39:14,743 - mmaction - INFO - Epoch [46][500/627] lr: 0.51213, eta: 3 days, 10:15:06, time: 2.873, data_time: 0.009, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4813, loss_cls: 3.6431, loss: 3.6431 2020-04-29 01:40:13,893 - mmaction - INFO - Epoch [46][520/627] lr: 0.51213, eta: 3 days, 10:13:22, time: 2.953, data_time: 0.002, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4625, loss_cls: 3.6920, loss: 3.6920 2020-04-29 01:41:09,983 - mmaction - INFO - Epoch [46][540/627] lr: 0.51213, eta: 3 days, 10:11:30, time: 2.808, data_time: 0.009, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4771, loss_cls: 3.6503, loss: 3.6503 2020-04-29 01:42:08,703 - mmaction - INFO - Epoch [46][560/627] lr: 0.51213, eta: 3 days, 10:09:46, time: 2.936, data_time: 0.017, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5042, loss_cls: 3.4123, loss: 3.4123 2020-04-29 01:43:04,594 - mmaction - INFO - Epoch [46][580/627] lr: 0.51213, eta: 3 days, 10:07:53, time: 2.795, data_time: 0.002, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4625, loss_cls: 3.6221, loss: 3.6221 2020-04-29 01:44:02,165 - mmaction - INFO - Epoch [46][600/627] lr: 0.51213, eta: 3 days, 10:06:05, time: 2.878, data_time: 0.002, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4771, loss_cls: 3.6069, loss: 3.6069 2020-04-29 01:44:58,830 - mmaction - INFO - Epoch [46][620/627] lr: 0.51213, eta: 3 days, 10:04:15, time: 2.834, data_time: 0.004, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5021, loss_cls: 3.4863, loss: 3.4863 2020-04-29 01:47:34,638 - mmaction - INFO - Epoch [47][20/627] lr: 0.50840, eta: 3 days, 10:04:04, time: 6.181, data_time: 3.537, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4854, loss_cls: 3.6640, loss: 3.6640 2020-04-29 01:48:30,483 - mmaction - INFO - Epoch [47][40/627] lr: 0.50840, eta: 3 days, 10:02:11, time: 2.792, data_time: 0.004, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4854, loss_cls: 3.6055, loss: 3.6055 2020-04-29 01:49:27,503 - mmaction - INFO - Epoch [47][60/627] lr: 0.50840, eta: 3 days, 10:00:22, time: 2.849, data_time: 0.003, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4750, loss_cls: 3.6899, loss: 3.6899 2020-04-29 01:50:21,779 - mmaction - INFO - Epoch [47][80/627] lr: 0.50840, eta: 3 days, 9:58:25, time: 2.710, data_time: 0.005, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4771, loss_cls: 3.5720, loss: 3.5720 2020-04-29 01:51:15,302 - mmaction - INFO - Epoch [47][100/627] lr: 0.50840, eta: 3 days, 9:56:26, time: 2.679, data_time: 0.008, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4917, loss_cls: 3.5312, loss: 3.5312 2020-04-29 01:52:12,854 - mmaction - INFO - Epoch [47][120/627] lr: 0.50840, eta: 3 days, 9:54:39, time: 2.879, data_time: 0.005, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4687, loss_cls: 3.6719, loss: 3.6719 2020-04-29 01:53:07,433 - mmaction - INFO - Epoch [47][140/627] lr: 0.50840, eta: 3 days, 9:52:43, time: 2.729, data_time: 0.004, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5042, loss_cls: 3.4918, loss: 3.4918 2020-04-29 01:54:03,054 - mmaction - INFO - Epoch [47][160/627] lr: 0.50840, eta: 3 days, 9:50:51, time: 2.781, data_time: 0.004, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4667, loss_cls: 3.6153, loss: 3.6153 2020-04-29 01:54:57,621 - mmaction - INFO - Epoch [47][180/627] lr: 0.50840, eta: 3 days, 9:48:55, time: 2.730, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4792, loss_cls: 3.7531, loss: 3.7531 2020-04-29 01:55:56,282 - mmaction - INFO - Epoch [47][200/627] lr: 0.50840, eta: 3 days, 9:47:11, time: 2.932, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5208, loss_cls: 3.3582, loss: 3.3582 2020-04-29 01:56:52,390 - mmaction - INFO - Epoch [47][220/627] lr: 0.50840, eta: 3 days, 9:45:20, time: 2.803, data_time: 0.003, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4875, loss_cls: 3.6080, loss: 3.6080 2020-04-29 01:57:47,153 - mmaction - INFO - Epoch [47][240/627] lr: 0.50840, eta: 3 days, 9:43:26, time: 2.743, data_time: 0.006, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5188, loss_cls: 3.4697, loss: 3.4697 2020-04-29 01:58:43,823 - mmaction - INFO - Epoch [47][260/627] lr: 0.50840, eta: 3 days, 9:41:36, time: 2.828, data_time: 0.002, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5208, loss_cls: 3.4824, loss: 3.4824 2020-04-29 01:59:40,488 - mmaction - INFO - Epoch [47][280/627] lr: 0.50840, eta: 3 days, 9:39:47, time: 2.835, data_time: 0.007, memory: 14510, top1_acc: 0.2854, top5_acc: 0.4896, loss_cls: 3.4183, loss: 3.4183 2020-04-29 02:00:36,013 - mmaction - INFO - Epoch [47][300/627] lr: 0.50840, eta: 3 days, 9:37:54, time: 2.775, data_time: 0.275, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5104, loss_cls: 3.5277, loss: 3.5277 2020-04-29 02:01:33,249 - mmaction - INFO - Epoch [47][320/627] lr: 0.50840, eta: 3 days, 9:36:07, time: 2.865, data_time: 0.923, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4646, loss_cls: 3.5934, loss: 3.5934 2020-04-29 02:02:31,695 - mmaction - INFO - Epoch [47][340/627] lr: 0.50840, eta: 3 days, 9:34:23, time: 2.924, data_time: 0.130, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4979, loss_cls: 3.5084, loss: 3.5084 2020-04-29 02:03:28,446 - mmaction - INFO - Epoch [47][360/627] lr: 0.50840, eta: 3 days, 9:32:35, time: 2.836, data_time: 0.109, memory: 14510, top1_acc: 0.2250, top5_acc: 0.5000, loss_cls: 3.5265, loss: 3.5265 2020-04-29 02:04:24,229 - mmaction - INFO - Epoch [47][380/627] lr: 0.50840, eta: 3 days, 9:30:43, time: 2.787, data_time: 0.003, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4750, loss_cls: 3.5788, loss: 3.5788 2020-04-29 02:05:18,831 - mmaction - INFO - Epoch [47][400/627] lr: 0.50840, eta: 3 days, 9:28:48, time: 2.731, data_time: 0.004, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4833, loss_cls: 3.5778, loss: 3.5778 2020-04-29 02:06:17,392 - mmaction - INFO - Epoch [47][420/627] lr: 0.50840, eta: 3 days, 9:27:05, time: 2.927, data_time: 0.003, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4958, loss_cls: 3.4355, loss: 3.4355 2020-04-29 02:07:13,817 - mmaction - INFO - Epoch [47][440/627] lr: 0.50840, eta: 3 days, 9:25:16, time: 2.823, data_time: 0.004, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.6767, loss: 3.6767 2020-04-29 02:08:08,113 - mmaction - INFO - Epoch [47][460/627] lr: 0.50840, eta: 3 days, 9:23:20, time: 2.709, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4750, loss_cls: 3.6009, loss: 3.6009 2020-04-29 02:09:03,590 - mmaction - INFO - Epoch [47][480/627] lr: 0.50840, eta: 3 days, 9:21:29, time: 2.779, data_time: 0.009, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5312, loss_cls: 3.4424, loss: 3.4424 2020-04-29 02:09:59,181 - mmaction - INFO - Epoch [47][500/627] lr: 0.50840, eta: 3 days, 9:19:37, time: 2.775, data_time: 0.004, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4708, loss_cls: 3.6499, loss: 3.6499 2020-04-29 02:10:52,436 - mmaction - INFO - Epoch [47][520/627] lr: 0.50840, eta: 3 days, 9:17:39, time: 2.665, data_time: 0.008, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4979, loss_cls: 3.5542, loss: 3.5542 2020-04-29 02:11:47,720 - mmaction - INFO - Epoch [47][540/627] lr: 0.50840, eta: 3 days, 9:15:47, time: 2.765, data_time: 0.007, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4792, loss_cls: 3.5879, loss: 3.5879 2020-04-29 02:12:43,972 - mmaction - INFO - Epoch [47][560/627] lr: 0.50840, eta: 3 days, 9:13:58, time: 2.816, data_time: 0.005, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4687, loss_cls: 3.6840, loss: 3.6840 2020-04-29 02:13:42,607 - mmaction - INFO - Epoch [47][580/627] lr: 0.50840, eta: 3 days, 9:12:15, time: 2.931, data_time: 0.002, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5125, loss_cls: 3.4720, loss: 3.4720 2020-04-29 02:14:37,354 - mmaction - INFO - Epoch [47][600/627] lr: 0.50840, eta: 3 days, 9:10:21, time: 2.734, data_time: 0.209, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4958, loss_cls: 3.5944, loss: 3.5944 2020-04-29 02:15:33,246 - mmaction - INFO - Epoch [47][620/627] lr: 0.50840, eta: 3 days, 9:08:31, time: 2.795, data_time: 0.042, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5000, loss_cls: 3.4410, loss: 3.4410 2020-04-29 02:18:03,879 - mmaction - INFO - Epoch [48][20/627] lr: 0.50460, eta: 3 days, 9:08:12, time: 6.062, data_time: 3.239, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4792, loss_cls: 3.5603, loss: 3.5603 2020-04-29 02:18:59,481 - mmaction - INFO - Epoch [48][40/627] lr: 0.50460, eta: 3 days, 9:06:21, time: 2.780, data_time: 0.023, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4875, loss_cls: 3.7077, loss: 3.7077 2020-04-29 02:19:53,941 - mmaction - INFO - Epoch [48][60/627] lr: 0.50460, eta: 3 days, 9:04:27, time: 2.725, data_time: 0.004, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5292, loss_cls: 3.4106, loss: 3.4106 2020-04-29 02:20:48,349 - mmaction - INFO - Epoch [48][80/627] lr: 0.50460, eta: 3 days, 9:02:33, time: 2.717, data_time: 0.098, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5146, loss_cls: 3.4412, loss: 3.4412 2020-04-29 02:21:42,953 - mmaction - INFO - Epoch [48][100/627] lr: 0.50460, eta: 3 days, 9:00:40, time: 2.733, data_time: 0.205, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5104, loss_cls: 3.4933, loss: 3.4933 2020-04-29 02:22:37,894 - mmaction - INFO - Epoch [48][120/627] lr: 0.50460, eta: 3 days, 8:58:47, time: 2.743, data_time: 0.001, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5083, loss_cls: 3.5346, loss: 3.5346 2020-04-29 02:23:34,247 - mmaction - INFO - Epoch [48][140/627] lr: 0.50460, eta: 3 days, 8:56:58, time: 2.820, data_time: 0.006, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5000, loss_cls: 3.4402, loss: 3.4402 2020-04-29 02:24:32,239 - mmaction - INFO - Epoch [48][160/627] lr: 0.50460, eta: 3 days, 8:55:15, time: 2.900, data_time: 0.045, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4646, loss_cls: 3.6413, loss: 3.6413 2020-04-29 02:25:29,409 - mmaction - INFO - Epoch [48][180/627] lr: 0.50460, eta: 3 days, 8:53:29, time: 2.860, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4750, loss_cls: 3.6731, loss: 3.6731 2020-04-29 02:26:31,247 - mmaction - INFO - Epoch [48][200/627] lr: 0.50460, eta: 3 days, 8:51:56, time: 3.091, data_time: 0.001, memory: 14510, top1_acc: 0.2292, top5_acc: 0.5000, loss_cls: 3.5483, loss: 3.5483 2020-04-29 02:27:28,525 - mmaction - INFO - Epoch [48][220/627] lr: 0.50460, eta: 3 days, 8:50:10, time: 2.864, data_time: 0.008, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5125, loss_cls: 3.4348, loss: 3.4348 2020-04-29 02:28:28,176 - mmaction - INFO - Epoch [48][240/627] lr: 0.50460, eta: 3 days, 8:48:31, time: 2.984, data_time: 0.003, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5146, loss_cls: 3.4666, loss: 3.4666 2020-04-29 02:29:22,356 - mmaction - INFO - Epoch [48][260/627] lr: 0.50460, eta: 3 days, 8:46:37, time: 2.708, data_time: 0.002, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4646, loss_cls: 3.6558, loss: 3.6558 2020-04-29 02:30:20,005 - mmaction - INFO - Epoch [48][280/627] lr: 0.50460, eta: 3 days, 8:44:53, time: 2.883, data_time: 0.002, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4854, loss_cls: 3.5404, loss: 3.5404 2020-04-29 02:31:18,931 - mmaction - INFO - Epoch [48][300/627] lr: 0.50460, eta: 3 days, 8:43:12, time: 2.946, data_time: 0.006, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4813, loss_cls: 3.6461, loss: 3.6461 2020-04-29 02:32:16,498 - mmaction - INFO - Epoch [48][320/627] lr: 0.50460, eta: 3 days, 8:41:28, time: 2.879, data_time: 0.001, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4875, loss_cls: 3.5236, loss: 3.5236 2020-04-29 02:33:12,970 - mmaction - INFO - Epoch [48][340/627] lr: 0.50460, eta: 3 days, 8:39:40, time: 2.819, data_time: 0.066, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5042, loss_cls: 3.5067, loss: 3.5067 2020-04-29 02:34:08,058 - mmaction - INFO - Epoch [48][360/627] lr: 0.50460, eta: 3 days, 8:37:49, time: 2.755, data_time: 0.816, memory: 14510, top1_acc: 0.2438, top5_acc: 0.5042, loss_cls: 3.5483, loss: 3.5483 2020-04-29 02:35:06,784 - mmaction - INFO - Epoch [48][380/627] lr: 0.50460, eta: 3 days, 8:36:08, time: 2.939, data_time: 0.656, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4813, loss_cls: 3.5030, loss: 3.5030 2020-04-29 02:36:06,535 - mmaction - INFO - Epoch [48][400/627] lr: 0.50460, eta: 3 days, 8:34:30, time: 2.983, data_time: 0.001, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4562, loss_cls: 3.6338, loss: 3.6338 2020-04-29 02:37:05,801 - mmaction - INFO - Epoch [48][420/627] lr: 0.50460, eta: 3 days, 8:32:50, time: 2.968, data_time: 0.006, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4729, loss_cls: 3.5661, loss: 3.5661 2020-04-29 02:38:00,388 - mmaction - INFO - Epoch [48][440/627] lr: 0.50460, eta: 3 days, 8:30:58, time: 2.728, data_time: 0.002, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4729, loss_cls: 3.4826, loss: 3.4826 2020-04-29 02:38:54,019 - mmaction - INFO - Epoch [48][460/627] lr: 0.50460, eta: 3 days, 8:29:03, time: 2.682, data_time: 0.016, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4875, loss_cls: 3.5383, loss: 3.5383 2020-04-29 02:39:48,220 - mmaction - INFO - Epoch [48][480/627] lr: 0.50460, eta: 3 days, 8:27:10, time: 2.706, data_time: 0.003, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5292, loss_cls: 3.4982, loss: 3.4982 2020-04-29 02:40:45,836 - mmaction - INFO - Epoch [48][500/627] lr: 0.50460, eta: 3 days, 8:25:26, time: 2.882, data_time: 0.006, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4979, loss_cls: 3.4947, loss: 3.4947 2020-04-29 02:41:43,520 - mmaction - INFO - Epoch [48][520/627] lr: 0.50460, eta: 3 days, 8:23:43, time: 2.888, data_time: 0.015, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5146, loss_cls: 3.3801, loss: 3.3801 2020-04-29 02:42:36,974 - mmaction - INFO - Epoch [48][540/627] lr: 0.50460, eta: 3 days, 8:21:48, time: 2.673, data_time: 0.197, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5083, loss_cls: 3.4651, loss: 3.4651 2020-04-29 02:43:34,209 - mmaction - INFO - Epoch [48][560/627] lr: 0.50460, eta: 3 days, 8:20:03, time: 2.860, data_time: 0.073, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4979, loss_cls: 3.4239, loss: 3.4239 2020-04-29 02:44:30,812 - mmaction - INFO - Epoch [48][580/627] lr: 0.50460, eta: 3 days, 8:18:17, time: 2.832, data_time: 0.004, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5083, loss_cls: 3.4533, loss: 3.4533 2020-04-29 02:45:24,858 - mmaction - INFO - Epoch [48][600/627] lr: 0.50460, eta: 3 days, 8:16:23, time: 2.699, data_time: 0.001, memory: 14510, top1_acc: 0.2646, top5_acc: 0.4542, loss_cls: 3.6355, loss: 3.6355 2020-04-29 02:46:20,962 - mmaction - INFO - Epoch [48][620/627] lr: 0.50460, eta: 3 days, 8:14:36, time: 2.804, data_time: 0.005, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4667, loss_cls: 3.6231, loss: 3.6231 2020-04-29 02:49:03,059 - mmaction - INFO - Epoch [49][20/627] lr: 0.50074, eta: 3 days, 8:14:19, time: 6.132, data_time: 4.608, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5083, loss_cls: 3.4209, loss: 3.4209 2020-04-29 02:49:57,287 - mmaction - INFO - Epoch [49][40/627] lr: 0.50074, eta: 3 days, 8:12:27, time: 2.710, data_time: 1.201, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5208, loss_cls: 3.4667, loss: 3.4667 2020-04-29 02:50:52,623 - mmaction - INFO - Epoch [49][60/627] lr: 0.50074, eta: 3 days, 8:10:37, time: 2.767, data_time: 1.154, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4833, loss_cls: 3.6003, loss: 3.6003 2020-04-29 02:51:47,638 - mmaction - INFO - Epoch [49][80/627] lr: 0.50074, eta: 3 days, 8:08:47, time: 2.749, data_time: 0.177, memory: 14510, top1_acc: 0.2396, top5_acc: 0.5250, loss_cls: 3.4515, loss: 3.4515 2020-04-29 02:52:42,581 - mmaction - INFO - Epoch [49][100/627] lr: 0.50074, eta: 3 days, 8:06:57, time: 2.751, data_time: 0.005, memory: 14510, top1_acc: 0.2438, top5_acc: 0.4896, loss_cls: 3.5973, loss: 3.5973 2020-04-29 02:53:38,098 - mmaction - INFO - Epoch [49][120/627] lr: 0.50074, eta: 3 days, 8:05:08, time: 2.772, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5000, loss_cls: 3.3843, loss: 3.3843 2020-04-29 02:54:32,144 - mmaction - INFO - Epoch [49][140/627] lr: 0.50074, eta: 3 days, 8:03:15, time: 2.707, data_time: 0.011, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5104, loss_cls: 3.5556, loss: 3.5556 2020-04-29 02:55:27,299 - mmaction - INFO - Epoch [49][160/627] lr: 0.50074, eta: 3 days, 8:01:25, time: 2.758, data_time: 0.001, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4729, loss_cls: 3.5704, loss: 3.5704 2020-04-29 02:56:22,089 - mmaction - INFO - Epoch [49][180/627] lr: 0.50074, eta: 3 days, 7:59:35, time: 2.738, data_time: 0.001, memory: 14510, top1_acc: 0.2021, top5_acc: 0.4729, loss_cls: 3.6593, loss: 3.6593 2020-04-29 02:57:14,843 - mmaction - INFO - Epoch [49][200/627] lr: 0.50074, eta: 3 days, 7:57:39, time: 2.638, data_time: 0.170, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5229, loss_cls: 3.3610, loss: 3.3610 2020-04-29 02:58:09,376 - mmaction - INFO - Epoch [49][220/627] lr: 0.50074, eta: 3 days, 7:55:48, time: 2.728, data_time: 0.065, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5208, loss_cls: 3.3947, loss: 3.3947 2020-04-29 02:59:04,715 - mmaction - INFO - Epoch [49][240/627] lr: 0.50074, eta: 3 days, 7:53:59, time: 2.766, data_time: 0.001, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4938, loss_cls: 3.5356, loss: 3.5356 2020-04-29 02:59:59,118 - mmaction - INFO - Epoch [49][260/627] lr: 0.50074, eta: 3 days, 7:52:07, time: 2.718, data_time: 0.001, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4604, loss_cls: 3.7028, loss: 3.7028 2020-04-29 03:00:55,930 - mmaction - INFO - Epoch [49][280/627] lr: 0.50074, eta: 3 days, 7:50:23, time: 2.836, data_time: 0.003, memory: 14510, top1_acc: 0.2646, top5_acc: 0.4813, loss_cls: 3.6351, loss: 3.6351 2020-04-29 03:01:54,729 - mmaction - INFO - Epoch [49][300/627] lr: 0.50074, eta: 3 days, 7:48:43, time: 2.940, data_time: 0.014, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5250, loss_cls: 3.4503, loss: 3.4503 2020-04-29 03:02:49,570 - mmaction - INFO - Epoch [49][320/627] lr: 0.50074, eta: 3 days, 7:46:54, time: 2.748, data_time: 0.007, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5125, loss_cls: 3.5394, loss: 3.5394 2020-04-29 03:03:43,840 - mmaction - INFO - Epoch [49][340/627] lr: 0.50074, eta: 3 days, 7:45:02, time: 2.712, data_time: 0.001, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4750, loss_cls: 3.5711, loss: 3.5711 2020-04-29 03:04:39,068 - mmaction - INFO - Epoch [49][360/627] lr: 0.50074, eta: 3 days, 7:43:14, time: 2.763, data_time: 0.003, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4750, loss_cls: 3.5103, loss: 3.5103 2020-04-29 03:05:31,905 - mmaction - INFO - Epoch [49][380/627] lr: 0.50074, eta: 3 days, 7:41:18, time: 2.638, data_time: 0.001, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4958, loss_cls: 3.5574, loss: 3.5574 2020-04-29 03:06:26,671 - mmaction - INFO - Epoch [49][400/627] lr: 0.50074, eta: 3 days, 7:39:28, time: 2.738, data_time: 0.005, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4917, loss_cls: 3.6124, loss: 3.6124 2020-04-29 03:07:21,613 - mmaction - INFO - Epoch [49][420/627] lr: 0.50074, eta: 3 days, 7:37:39, time: 2.751, data_time: 0.006, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5104, loss_cls: 3.3986, loss: 3.3986 2020-04-29 03:08:14,561 - mmaction - INFO - Epoch [49][440/627] lr: 0.50074, eta: 3 days, 7:35:45, time: 2.644, data_time: 0.167, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5146, loss_cls: 3.4558, loss: 3.4558 2020-04-29 03:09:09,566 - mmaction - INFO - Epoch [49][460/627] lr: 0.50074, eta: 3 days, 7:33:56, time: 2.753, data_time: 0.162, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4896, loss_cls: 3.6163, loss: 3.6163 2020-04-29 03:10:02,980 - mmaction - INFO - Epoch [49][480/627] lr: 0.50074, eta: 3 days, 7:32:03, time: 2.671, data_time: 0.037, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5021, loss_cls: 3.5116, loss: 3.5116 2020-04-29 03:10:58,445 - mmaction - INFO - Epoch [49][500/627] lr: 0.50074, eta: 3 days, 7:30:15, time: 2.772, data_time: 0.002, memory: 14510, top1_acc: 0.2292, top5_acc: 0.5000, loss_cls: 3.5928, loss: 3.5928 2020-04-29 03:11:56,922 - mmaction - INFO - Epoch [49][520/627] lr: 0.50074, eta: 3 days, 7:28:36, time: 2.924, data_time: 0.003, memory: 14510, top1_acc: 0.2083, top5_acc: 0.4771, loss_cls: 3.6565, loss: 3.6565 2020-04-29 03:12:49,358 - mmaction - INFO - Epoch [49][540/627] lr: 0.50074, eta: 3 days, 7:26:40, time: 2.621, data_time: 0.016, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4812, loss_cls: 3.6623, loss: 3.6623 2020-04-29 03:13:46,115 - mmaction - INFO - Epoch [49][560/627] lr: 0.50074, eta: 3 days, 7:24:56, time: 2.839, data_time: 0.003, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4979, loss_cls: 3.4645, loss: 3.4645 2020-04-29 03:14:37,372 - mmaction - INFO - Epoch [49][580/627] lr: 0.50074, eta: 3 days, 7:22:57, time: 2.562, data_time: 0.002, memory: 14510, top1_acc: 0.2313, top5_acc: 0.5021, loss_cls: 3.5911, loss: 3.5911 2020-04-29 03:15:33,563 - mmaction - INFO - Epoch [49][600/627] lr: 0.50074, eta: 3 days, 7:21:12, time: 2.806, data_time: 0.050, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4813, loss_cls: 3.5823, loss: 3.5823 2020-04-29 03:16:29,600 - mmaction - INFO - Epoch [49][620/627] lr: 0.50074, eta: 3 days, 7:19:27, time: 2.807, data_time: 0.007, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4667, loss_cls: 3.5816, loss: 3.5816 2020-04-29 03:18:58,654 - mmaction - INFO - Epoch [50][20/627] lr: 0.49682, eta: 3 days, 7:18:45, time: 5.672, data_time: 3.263, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4729, loss_cls: 3.5617, loss: 3.5617 2020-04-29 03:19:53,081 - mmaction - INFO - Epoch [50][40/627] lr: 0.49682, eta: 3 days, 7:16:55, time: 2.721, data_time: 0.039, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5125, loss_cls: 3.3040, loss: 3.3040 2020-04-29 03:20:51,786 - mmaction - INFO - Epoch [50][60/627] lr: 0.49682, eta: 3 days, 7:15:17, time: 2.932, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4833, loss_cls: 3.4880, loss: 3.4880 2020-04-29 03:21:44,624 - mmaction - INFO - Epoch [50][80/627] lr: 0.49682, eta: 3 days, 7:13:23, time: 2.643, data_time: 0.004, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5063, loss_cls: 3.4489, loss: 3.4489 2020-04-29 03:22:39,750 - mmaction - INFO - Epoch [50][100/627] lr: 0.49682, eta: 3 days, 7:11:35, time: 2.757, data_time: 0.003, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5083, loss_cls: 3.5363, loss: 3.5363 2020-04-29 03:23:37,983 - mmaction - INFO - Epoch [50][120/627] lr: 0.49682, eta: 3 days, 7:09:55, time: 2.912, data_time: 0.003, memory: 14510, top1_acc: 0.2292, top5_acc: 0.5042, loss_cls: 3.4760, loss: 3.4760 2020-04-29 03:24:33,784 - mmaction - INFO - Epoch [50][140/627] lr: 0.49682, eta: 3 days, 7:08:10, time: 2.789, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5083, loss_cls: 3.4995, loss: 3.4995 2020-04-29 03:25:29,988 - mmaction - INFO - Epoch [50][160/627] lr: 0.49682, eta: 3 days, 7:06:25, time: 2.811, data_time: 0.003, memory: 14510, top1_acc: 0.2187, top5_acc: 0.4563, loss_cls: 3.6181, loss: 3.6181 2020-04-29 03:26:27,771 - mmaction - INFO - Epoch [50][180/627] lr: 0.49682, eta: 3 days, 7:04:44, time: 2.890, data_time: 0.026, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4833, loss_cls: 3.5761, loss: 3.5761 2020-04-29 03:27:22,761 - mmaction - INFO - Epoch [50][200/627] lr: 0.49682, eta: 3 days, 7:02:56, time: 2.749, data_time: 0.002, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5146, loss_cls: 3.4246, loss: 3.4246 2020-04-29 03:28:16,807 - mmaction - INFO - Epoch [50][220/627] lr: 0.49682, eta: 3 days, 7:01:06, time: 2.700, data_time: 0.207, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4542, loss_cls: 3.7113, loss: 3.7113 2020-04-29 03:29:12,821 - mmaction - INFO - Epoch [50][240/627] lr: 0.49682, eta: 3 days, 6:59:21, time: 2.803, data_time: 0.005, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5042, loss_cls: 3.5692, loss: 3.5692 2020-04-29 03:30:12,194 - mmaction - INFO - Epoch [50][260/627] lr: 0.49682, eta: 3 days, 6:57:45, time: 2.969, data_time: 0.003, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4958, loss_cls: 3.4894, loss: 3.4894 2020-04-29 03:31:07,538 - mmaction - INFO - Epoch [50][280/627] lr: 0.49682, eta: 3 days, 6:55:59, time: 2.769, data_time: 0.003, memory: 14510, top1_acc: 0.2271, top5_acc: 0.5021, loss_cls: 3.5778, loss: 3.5778 2020-04-29 03:32:03,660 - mmaction - INFO - Epoch [50][300/627] lr: 0.49682, eta: 3 days, 6:54:14, time: 2.803, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5167, loss_cls: 3.4321, loss: 3.4321 2020-04-29 03:33:00,725 - mmaction - INFO - Epoch [50][320/627] lr: 0.49682, eta: 3 days, 6:52:32, time: 2.853, data_time: 0.004, memory: 14510, top1_acc: 0.2438, top5_acc: 0.5146, loss_cls: 3.3516, loss: 3.3516 2020-04-29 03:33:55,715 - mmaction - INFO - Epoch [50][340/627] lr: 0.49682, eta: 3 days, 6:50:44, time: 2.749, data_time: 0.442, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4479, loss_cls: 3.6847, loss: 3.6847 2020-04-29 03:34:51,024 - mmaction - INFO - Epoch [50][360/627] lr: 0.49682, eta: 3 days, 6:48:58, time: 2.762, data_time: 1.031, memory: 14510, top1_acc: 0.2063, top5_acc: 0.5063, loss_cls: 3.4613, loss: 3.4613 2020-04-29 03:35:46,166 - mmaction - INFO - Epoch [50][380/627] lr: 0.49682, eta: 3 days, 6:47:11, time: 2.764, data_time: 0.576, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5021, loss_cls: 3.4953, loss: 3.4953 2020-04-29 03:36:40,431 - mmaction - INFO - Epoch [50][400/627] lr: 0.49682, eta: 3 days, 6:45:22, time: 2.710, data_time: 0.017, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4625, loss_cls: 3.6534, loss: 3.6534 2020-04-29 03:37:37,430 - mmaction - INFO - Epoch [50][420/627] lr: 0.49682, eta: 3 days, 6:43:40, time: 2.851, data_time: 0.005, memory: 14510, top1_acc: 0.2354, top5_acc: 0.5042, loss_cls: 3.4601, loss: 3.4601 2020-04-29 03:38:35,113 - mmaction - INFO - Epoch [50][440/627] lr: 0.49682, eta: 3 days, 6:42:00, time: 2.884, data_time: 0.019, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4875, loss_cls: 3.6028, loss: 3.6028 2020-04-29 03:39:31,481 - mmaction - INFO - Epoch [50][460/627] lr: 0.49682, eta: 3 days, 6:40:17, time: 2.820, data_time: 0.005, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4771, loss_cls: 3.4949, loss: 3.4949 2020-04-29 03:40:29,114 - mmaction - INFO - Epoch [50][480/627] lr: 0.49682, eta: 3 days, 6:38:37, time: 2.881, data_time: 0.019, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4958, loss_cls: 3.4817, loss: 3.4817 2020-04-29 03:41:30,290 - mmaction - INFO - Epoch [50][500/627] lr: 0.49682, eta: 3 days, 6:37:06, time: 3.055, data_time: 0.008, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4979, loss_cls: 3.5467, loss: 3.5467 2020-04-29 03:42:26,526 - mmaction - INFO - Epoch [50][520/627] lr: 0.49682, eta: 3 days, 6:35:23, time: 2.816, data_time: 0.007, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4792, loss_cls: 3.6467, loss: 3.6467 2020-04-29 03:43:22,616 - mmaction - INFO - Epoch [50][540/627] lr: 0.49682, eta: 3 days, 6:33:39, time: 2.803, data_time: 0.003, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4917, loss_cls: 3.4945, loss: 3.4945 2020-04-29 03:44:20,837 - mmaction - INFO - Epoch [50][560/627] lr: 0.49682, eta: 3 days, 6:32:01, time: 2.915, data_time: 0.064, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4771, loss_cls: 3.6997, loss: 3.6997 2020-04-29 03:45:17,849 - mmaction - INFO - Epoch [50][580/627] lr: 0.49682, eta: 3 days, 6:30:19, time: 2.850, data_time: 0.781, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5167, loss_cls: 3.4755, loss: 3.4755 2020-04-29 03:46:14,461 - mmaction - INFO - Epoch [50][600/627] lr: 0.49682, eta: 3 days, 6:28:37, time: 2.829, data_time: 1.129, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5125, loss_cls: 3.4274, loss: 3.4274 2020-04-29 03:47:10,739 - mmaction - INFO - Epoch [50][620/627] lr: 0.49682, eta: 3 days, 6:26:54, time: 2.814, data_time: 0.873, memory: 14510, top1_acc: 0.2563, top5_acc: 0.5083, loss_cls: 3.3806, loss: 3.3806 2020-04-29 03:50:27,858 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 03:50:28,728 - mmaction - INFO - top1_acc 0.2464 top5_acc 0.4999 2020-04-29 03:50:28,728 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 03:50:28,808 - mmaction - INFO - mean_acc 0.2461 2020-04-29 03:50:28,818 - mmaction - INFO - Epoch [50][627/627] lr: 0.49682, top1_acc: 0.2464, top5_acc: 0.4999, mean_class_accuracy: 0.2461 2020-04-29 03:51:34,798 - mmaction - INFO - Epoch [51][20/627] lr: 0.49284, eta: 3 days, 6:24:08, time: 3.281, data_time: 0.411, memory: 14510, top1_acc: 0.2917, top5_acc: 0.4958, loss_cls: 3.3957, loss: 3.3957 2020-04-29 03:52:29,521 - mmaction - INFO - Epoch [51][40/627] lr: 0.49284, eta: 3 days, 6:22:20, time: 2.736, data_time: 0.005, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4667, loss_cls: 3.4970, loss: 3.4970 2020-04-29 03:53:25,877 - mmaction - INFO - Epoch [51][60/627] lr: 0.49284, eta: 3 days, 6:20:38, time: 2.818, data_time: 0.005, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4708, loss_cls: 3.6324, loss: 3.6324 2020-04-29 03:54:21,400 - mmaction - INFO - Epoch [51][80/627] lr: 0.49284, eta: 3 days, 6:18:53, time: 2.779, data_time: 0.004, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5208, loss_cls: 3.4551, loss: 3.4551 2020-04-29 03:55:16,236 - mmaction - INFO - Epoch [51][100/627] lr: 0.49284, eta: 3 days, 6:17:07, time: 2.741, data_time: 0.001, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4708, loss_cls: 3.6440, loss: 3.6440 2020-04-29 03:56:10,113 - mmaction - INFO - Epoch [51][120/627] lr: 0.49284, eta: 3 days, 6:15:18, time: 2.694, data_time: 0.002, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5250, loss_cls: 3.4372, loss: 3.4372 2020-04-29 03:57:07,227 - mmaction - INFO - Epoch [51][140/627] lr: 0.49284, eta: 3 days, 6:13:37, time: 2.853, data_time: 0.064, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5167, loss_cls: 3.3884, loss: 3.3884 2020-04-29 03:58:01,405 - mmaction - INFO - Epoch [51][160/627] lr: 0.49284, eta: 3 days, 6:11:49, time: 2.711, data_time: 0.989, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5146, loss_cls: 3.5021, loss: 3.5021 2020-04-29 03:58:56,480 - mmaction - INFO - Epoch [51][180/627] lr: 0.49284, eta: 3 days, 6:10:03, time: 2.753, data_time: 0.775, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5292, loss_cls: 3.4266, loss: 3.4266 2020-04-29 03:59:52,964 - mmaction - INFO - Epoch [51][200/627] lr: 0.49284, eta: 3 days, 6:08:21, time: 2.826, data_time: 0.007, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4667, loss_cls: 3.6297, loss: 3.6297 2020-04-29 04:00:47,450 - mmaction - INFO - Epoch [51][220/627] lr: 0.49284, eta: 3 days, 6:06:34, time: 2.714, data_time: 0.002, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5229, loss_cls: 3.4456, loss: 3.4456 2020-04-29 04:01:43,437 - mmaction - INFO - Epoch [51][240/627] lr: 0.49284, eta: 3 days, 6:04:51, time: 2.804, data_time: 0.016, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5000, loss_cls: 3.4787, loss: 3.4787 2020-04-29 04:02:39,092 - mmaction - INFO - Epoch [51][260/627] lr: 0.49284, eta: 3 days, 6:03:07, time: 2.786, data_time: 0.026, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5167, loss_cls: 3.4681, loss: 3.4681 2020-04-29 04:03:32,693 - mmaction - INFO - Epoch [51][280/627] lr: 0.49284, eta: 3 days, 6:01:18, time: 2.682, data_time: 0.242, memory: 14510, top1_acc: 0.2792, top5_acc: 0.4771, loss_cls: 3.5893, loss: 3.5893 2020-04-29 04:04:26,721 - mmaction - INFO - Epoch [51][300/627] lr: 0.49284, eta: 3 days, 5:59:30, time: 2.701, data_time: 0.925, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4813, loss_cls: 3.6066, loss: 3.6066 2020-04-29 04:05:23,889 - mmaction - INFO - Epoch [51][320/627] lr: 0.49284, eta: 3 days, 5:57:50, time: 2.859, data_time: 0.581, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4792, loss_cls: 3.6204, loss: 3.6204 2020-04-29 04:06:16,147 - mmaction - INFO - Epoch [51][340/627] lr: 0.49284, eta: 3 days, 5:55:58, time: 2.610, data_time: 0.650, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4667, loss_cls: 3.5487, loss: 3.5487 2020-04-29 04:07:11,084 - mmaction - INFO - Epoch [51][360/627] lr: 0.49284, eta: 3 days, 5:54:12, time: 2.749, data_time: 0.284, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4771, loss_cls: 3.6753, loss: 3.6753 2020-04-29 04:08:01,960 - mmaction - INFO - Epoch [51][380/627] lr: 0.49284, eta: 3 days, 5:52:17, time: 2.544, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4729, loss_cls: 3.5349, loss: 3.5349 2020-04-29 04:08:53,314 - mmaction - INFO - Epoch [51][400/627] lr: 0.49284, eta: 3 days, 5:50:22, time: 2.566, data_time: 0.174, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4917, loss_cls: 3.5198, loss: 3.5198 2020-04-29 04:09:47,218 - mmaction - INFO - Epoch [51][420/627] lr: 0.49284, eta: 3 days, 5:48:34, time: 2.692, data_time: 0.130, memory: 14510, top1_acc: 0.2188, top5_acc: 0.4771, loss_cls: 3.6139, loss: 3.6139 2020-04-29 04:10:38,760 - mmaction - INFO - Epoch [51][440/627] lr: 0.49284, eta: 3 days, 5:46:40, time: 2.577, data_time: 0.006, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5146, loss_cls: 3.4194, loss: 3.4194 2020-04-29 04:11:31,268 - mmaction - INFO - Epoch [51][460/627] lr: 0.49284, eta: 3 days, 5:44:49, time: 2.628, data_time: 0.006, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4979, loss_cls: 3.5844, loss: 3.5844 2020-04-29 04:12:24,412 - mmaction - INFO - Epoch [51][480/627] lr: 0.49284, eta: 3 days, 5:43:00, time: 2.658, data_time: 0.408, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4333, loss_cls: 3.7488, loss: 3.7488 2020-04-29 04:13:18,499 - mmaction - INFO - Epoch [51][500/627] lr: 0.49284, eta: 3 days, 5:41:13, time: 2.706, data_time: 0.305, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5375, loss_cls: 3.4043, loss: 3.4043 2020-04-29 04:14:10,472 - mmaction - INFO - Epoch [51][520/627] lr: 0.49284, eta: 3 days, 5:39:20, time: 2.598, data_time: 0.002, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5396, loss_cls: 3.3554, loss: 3.3554 2020-04-29 04:15:02,381 - mmaction - INFO - Epoch [51][540/627] lr: 0.49284, eta: 3 days, 5:37:28, time: 2.596, data_time: 0.028, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4896, loss_cls: 3.6130, loss: 3.6130 2020-04-29 04:15:55,191 - mmaction - INFO - Epoch [51][560/627] lr: 0.49284, eta: 3 days, 5:35:37, time: 2.638, data_time: 0.011, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5521, loss_cls: 3.2958, loss: 3.2958 2020-04-29 04:16:49,680 - mmaction - INFO - Epoch [51][580/627] lr: 0.49284, eta: 3 days, 5:33:52, time: 2.727, data_time: 0.017, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5354, loss_cls: 3.4436, loss: 3.4436 2020-04-29 04:17:41,607 - mmaction - INFO - Epoch [51][600/627] lr: 0.49284, eta: 3 days, 5:31:59, time: 2.596, data_time: 0.002, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5188, loss_cls: 3.4491, loss: 3.4491 2020-04-29 04:18:34,782 - mmaction - INFO - Epoch [51][620/627] lr: 0.49284, eta: 3 days, 5:30:10, time: 2.660, data_time: 0.047, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5000, loss_cls: 3.4402, loss: 3.4402 2020-04-29 04:21:03,727 - mmaction - INFO - Epoch [52][20/627] lr: 0.48880, eta: 3 days, 5:29:38, time: 5.857, data_time: 3.266, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4875, loss_cls: 3.4749, loss: 3.4749 2020-04-29 04:21:57,839 - mmaction - INFO - Epoch [52][40/627] lr: 0.48880, eta: 3 days, 5:27:51, time: 2.706, data_time: 0.065, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5187, loss_cls: 3.5038, loss: 3.5038 2020-04-29 04:22:50,343 - mmaction - INFO - Epoch [52][60/627] lr: 0.48880, eta: 3 days, 5:26:01, time: 2.625, data_time: 0.002, memory: 14510, top1_acc: 0.2563, top5_acc: 0.5021, loss_cls: 3.4767, loss: 3.4767 2020-04-29 04:23:50,936 - mmaction - INFO - Epoch [52][80/627] lr: 0.48880, eta: 3 days, 5:24:30, time: 3.027, data_time: 0.473, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4938, loss_cls: 3.4918, loss: 3.4918 2020-04-29 04:24:46,261 - mmaction - INFO - Epoch [52][100/627] lr: 0.48880, eta: 3 days, 5:22:47, time: 2.770, data_time: 0.103, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5167, loss_cls: 3.4978, loss: 3.4978 2020-04-29 04:25:40,890 - mmaction - INFO - Epoch [52][120/627] lr: 0.48880, eta: 3 days, 5:21:02, time: 2.729, data_time: 0.001, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4792, loss_cls: 3.5915, loss: 3.5915 2020-04-29 04:26:41,007 - mmaction - INFO - Epoch [52][140/627] lr: 0.48880, eta: 3 days, 5:19:31, time: 3.007, data_time: 0.017, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4896, loss_cls: 3.4967, loss: 3.4967 2020-04-29 04:27:36,606 - mmaction - INFO - Epoch [52][160/627] lr: 0.48880, eta: 3 days, 5:17:48, time: 2.781, data_time: 0.164, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5146, loss_cls: 3.4765, loss: 3.4765 2020-04-29 04:28:30,446 - mmaction - INFO - Epoch [52][180/627] lr: 0.48880, eta: 3 days, 5:16:02, time: 2.692, data_time: 0.501, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4958, loss_cls: 3.4083, loss: 3.4083 2020-04-29 04:29:25,251 - mmaction - INFO - Epoch [52][200/627] lr: 0.48880, eta: 3 days, 5:14:17, time: 2.739, data_time: 1.152, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4688, loss_cls: 3.6291, loss: 3.6291 2020-04-29 04:30:18,743 - mmaction - INFO - Epoch [52][220/627] lr: 0.48880, eta: 3 days, 5:12:30, time: 2.677, data_time: 0.977, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4625, loss_cls: 3.5347, loss: 3.5347 2020-04-29 04:31:14,879 - mmaction - INFO - Epoch [52][240/627] lr: 0.48880, eta: 3 days, 5:10:49, time: 2.806, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4833, loss_cls: 3.5749, loss: 3.5749 2020-04-29 04:32:07,491 - mmaction - INFO - Epoch [52][260/627] lr: 0.48880, eta: 3 days, 5:08:59, time: 2.632, data_time: 0.004, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4979, loss_cls: 3.5145, loss: 3.5145 2020-04-29 04:33:01,187 - mmaction - INFO - Epoch [52][280/627] lr: 0.48880, eta: 3 days, 5:07:12, time: 2.684, data_time: 0.025, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5083, loss_cls: 3.5051, loss: 3.5051 2020-04-29 04:33:54,040 - mmaction - INFO - Epoch [52][300/627] lr: 0.48880, eta: 3 days, 5:05:23, time: 2.639, data_time: 0.008, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5042, loss_cls: 3.4698, loss: 3.4698 2020-04-29 04:34:47,457 - mmaction - INFO - Epoch [52][320/627] lr: 0.48880, eta: 3 days, 5:03:36, time: 2.675, data_time: 0.006, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4854, loss_cls: 3.6167, loss: 3.6167 2020-04-29 04:35:41,143 - mmaction - INFO - Epoch [52][340/627] lr: 0.48880, eta: 3 days, 5:01:49, time: 2.683, data_time: 0.073, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5167, loss_cls: 3.4148, loss: 3.4148 2020-04-29 04:36:35,616 - mmaction - INFO - Epoch [52][360/627] lr: 0.48880, eta: 3 days, 5:00:04, time: 2.725, data_time: 0.003, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4167, loss_cls: 3.7986, loss: 3.7986 2020-04-29 04:37:29,855 - mmaction - INFO - Epoch [52][380/627] lr: 0.48880, eta: 3 days, 4:58:19, time: 2.710, data_time: 0.011, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5063, loss_cls: 3.4635, loss: 3.4635 2020-04-29 04:38:23,869 - mmaction - INFO - Epoch [52][400/627] lr: 0.48880, eta: 3 days, 4:56:33, time: 2.701, data_time: 0.003, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4667, loss_cls: 3.5160, loss: 3.5160 2020-04-29 04:39:17,577 - mmaction - INFO - Epoch [52][420/627] lr: 0.48880, eta: 3 days, 4:54:47, time: 2.685, data_time: 0.003, memory: 14510, top1_acc: 0.1979, top5_acc: 0.4292, loss_cls: 3.7088, loss: 3.7088 2020-04-29 04:40:15,266 - mmaction - INFO - Epoch [52][440/627] lr: 0.48880, eta: 3 days, 4:53:10, time: 2.883, data_time: 0.005, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5187, loss_cls: 3.4297, loss: 3.4297 2020-04-29 04:41:11,167 - mmaction - INFO - Epoch [52][460/627] lr: 0.48880, eta: 3 days, 4:51:30, time: 2.794, data_time: 0.016, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5396, loss_cls: 3.3386, loss: 3.3386 2020-04-29 04:42:05,086 - mmaction - INFO - Epoch [52][480/627] lr: 0.48880, eta: 3 days, 4:49:44, time: 2.702, data_time: 0.007, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4958, loss_cls: 3.4878, loss: 3.4878 2020-04-29 04:42:58,227 - mmaction - INFO - Epoch [52][500/627] lr: 0.48880, eta: 3 days, 4:47:56, time: 2.654, data_time: 0.024, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4604, loss_cls: 3.5752, loss: 3.5752 2020-04-29 04:43:52,493 - mmaction - INFO - Epoch [52][520/627] lr: 0.48880, eta: 3 days, 4:46:12, time: 2.713, data_time: 0.006, memory: 14510, top1_acc: 0.2292, top5_acc: 0.5042, loss_cls: 3.5936, loss: 3.5936 2020-04-29 04:44:44,796 - mmaction - INFO - Epoch [52][540/627] lr: 0.48880, eta: 3 days, 4:44:22, time: 2.618, data_time: 0.242, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5312, loss_cls: 3.4188, loss: 3.4188 2020-04-29 04:45:36,507 - mmaction - INFO - Epoch [52][560/627] lr: 0.48880, eta: 3 days, 4:42:31, time: 2.580, data_time: 0.050, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5208, loss_cls: 3.4838, loss: 3.4838 2020-04-29 04:46:28,686 - mmaction - INFO - Epoch [52][580/627] lr: 0.48880, eta: 3 days, 4:40:42, time: 2.614, data_time: 0.048, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4625, loss_cls: 3.7092, loss: 3.7092 2020-04-29 04:47:21,998 - mmaction - INFO - Epoch [52][600/627] lr: 0.48880, eta: 3 days, 4:38:55, time: 2.666, data_time: 0.373, memory: 14510, top1_acc: 0.2313, top5_acc: 0.4979, loss_cls: 3.5384, loss: 3.5384 2020-04-29 04:48:13,782 - mmaction - INFO - Epoch [52][620/627] lr: 0.48880, eta: 3 days, 4:37:04, time: 2.584, data_time: 0.135, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4750, loss_cls: 3.6197, loss: 3.6197 2020-04-29 04:50:37,712 - mmaction - INFO - Epoch [53][20/627] lr: 0.48470, eta: 3 days, 4:36:32, time: 5.879, data_time: 3.073, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4958, loss_cls: 3.5211, loss: 3.5211 2020-04-29 04:51:30,029 - mmaction - INFO - Epoch [53][40/627] lr: 0.48470, eta: 3 days, 4:34:43, time: 2.614, data_time: 0.003, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5333, loss_cls: 3.3745, loss: 3.3745 2020-04-29 04:52:20,753 - mmaction - INFO - Epoch [53][60/627] lr: 0.48470, eta: 3 days, 4:32:50, time: 2.538, data_time: 0.003, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5438, loss_cls: 3.3051, loss: 3.3051 2020-04-29 04:53:12,158 - mmaction - INFO - Epoch [53][80/627] lr: 0.48470, eta: 3 days, 4:30:59, time: 2.567, data_time: 0.001, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5021, loss_cls: 3.5427, loss: 3.5427 2020-04-29 04:54:04,981 - mmaction - INFO - Epoch [53][100/627] lr: 0.48470, eta: 3 days, 4:29:11, time: 2.643, data_time: 0.005, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5229, loss_cls: 3.4862, loss: 3.4862 2020-04-29 04:54:55,327 - mmaction - INFO - Epoch [53][120/627] lr: 0.48470, eta: 3 days, 4:27:18, time: 2.518, data_time: 0.112, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5083, loss_cls: 3.4852, loss: 3.4852 2020-04-29 04:55:47,019 - mmaction - INFO - Epoch [53][140/627] lr: 0.48470, eta: 3 days, 4:25:28, time: 2.584, data_time: 0.040, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4833, loss_cls: 3.4914, loss: 3.4914 2020-04-29 04:56:39,311 - mmaction - INFO - Epoch [53][160/627] lr: 0.48470, eta: 3 days, 4:23:39, time: 2.612, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4708, loss_cls: 3.6026, loss: 3.6026 2020-04-29 04:57:30,315 - mmaction - INFO - Epoch [53][180/627] lr: 0.48470, eta: 3 days, 4:21:47, time: 2.553, data_time: 0.035, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5250, loss_cls: 3.3794, loss: 3.3794 2020-04-29 04:58:22,617 - mmaction - INFO - Epoch [53][200/627] lr: 0.48470, eta: 3 days, 4:19:58, time: 2.611, data_time: 0.001, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4938, loss_cls: 3.6091, loss: 3.6091 2020-04-29 04:59:16,820 - mmaction - INFO - Epoch [53][220/627] lr: 0.48470, eta: 3 days, 4:18:14, time: 2.712, data_time: 0.005, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4833, loss_cls: 3.6083, loss: 3.6083 2020-04-29 05:00:09,186 - mmaction - INFO - Epoch [53][240/627] lr: 0.48470, eta: 3 days, 4:16:26, time: 2.608, data_time: 0.003, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5125, loss_cls: 3.4770, loss: 3.4770 2020-04-29 05:01:01,610 - mmaction - INFO - Epoch [53][260/627] lr: 0.48470, eta: 3 days, 4:14:38, time: 2.631, data_time: 0.016, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5083, loss_cls: 3.5477, loss: 3.5477 2020-04-29 05:01:53,821 - mmaction - INFO - Epoch [53][280/627] lr: 0.48470, eta: 3 days, 4:12:50, time: 2.612, data_time: 0.003, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4958, loss_cls: 3.3794, loss: 3.3794 2020-04-29 05:02:45,991 - mmaction - INFO - Epoch [53][300/627] lr: 0.48470, eta: 3 days, 4:11:01, time: 2.604, data_time: 0.002, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5125, loss_cls: 3.3764, loss: 3.3764 2020-04-29 05:03:40,933 - mmaction - INFO - Epoch [53][320/627] lr: 0.48470, eta: 3 days, 4:09:19, time: 2.751, data_time: 0.007, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4979, loss_cls: 3.4969, loss: 3.4969 2020-04-29 05:04:31,494 - mmaction - INFO - Epoch [53][340/627] lr: 0.48470, eta: 3 days, 4:07:27, time: 2.529, data_time: 0.021, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5125, loss_cls: 3.5200, loss: 3.5200 2020-04-29 05:05:21,619 - mmaction - INFO - Epoch [53][360/627] lr: 0.48470, eta: 3 days, 4:05:33, time: 2.504, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5292, loss_cls: 3.4006, loss: 3.4006 2020-04-29 05:06:13,766 - mmaction - INFO - Epoch [53][380/627] lr: 0.48470, eta: 3 days, 4:03:45, time: 2.610, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4792, loss_cls: 3.5373, loss: 3.5373 2020-04-29 05:07:05,254 - mmaction - INFO - Epoch [53][400/627] lr: 0.48470, eta: 3 days, 4:01:55, time: 2.571, data_time: 0.001, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4458, loss_cls: 3.6909, loss: 3.6909 2020-04-29 05:07:56,997 - mmaction - INFO - Epoch [53][420/627] lr: 0.48470, eta: 3 days, 4:00:06, time: 2.585, data_time: 0.004, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5021, loss_cls: 3.4951, loss: 3.4951 2020-04-29 05:08:51,758 - mmaction - INFO - Epoch [53][440/627] lr: 0.48470, eta: 3 days, 3:58:24, time: 2.743, data_time: 0.006, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4479, loss_cls: 3.6263, loss: 3.6263 2020-04-29 05:09:42,068 - mmaction - INFO - Epoch [53][460/627] lr: 0.48470, eta: 3 days, 3:56:32, time: 2.514, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5083, loss_cls: 3.4087, loss: 3.4087 2020-04-29 05:10:33,741 - mmaction - INFO - Epoch [53][480/627] lr: 0.48470, eta: 3 days, 3:54:43, time: 2.583, data_time: 0.003, memory: 14510, top1_acc: 0.2396, top5_acc: 0.5104, loss_cls: 3.5103, loss: 3.5103 2020-04-29 05:11:25,651 - mmaction - INFO - Epoch [53][500/627] lr: 0.48470, eta: 3 days, 3:52:54, time: 2.597, data_time: 0.004, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4708, loss_cls: 3.5717, loss: 3.5717 2020-04-29 05:12:17,504 - mmaction - INFO - Epoch [53][520/627] lr: 0.48470, eta: 3 days, 3:51:06, time: 2.594, data_time: 0.003, memory: 14510, top1_acc: 0.2292, top5_acc: 0.5000, loss_cls: 3.4619, loss: 3.4619 2020-04-29 05:13:11,766 - mmaction - INFO - Epoch [53][540/627] lr: 0.48470, eta: 3 days, 3:49:23, time: 2.711, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5167, loss_cls: 3.3803, loss: 3.3803 2020-04-29 05:14:02,026 - mmaction - INFO - Epoch [53][560/627] lr: 0.48470, eta: 3 days, 3:47:31, time: 2.515, data_time: 0.004, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4792, loss_cls: 3.6293, loss: 3.6293 2020-04-29 05:14:54,980 - mmaction - INFO - Epoch [53][580/627] lr: 0.48470, eta: 3 days, 3:45:45, time: 2.646, data_time: 0.002, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4896, loss_cls: 3.5352, loss: 3.5352 2020-04-29 05:15:48,306 - mmaction - INFO - Epoch [53][600/627] lr: 0.48470, eta: 3 days, 3:44:00, time: 2.669, data_time: 0.003, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5063, loss_cls: 3.3698, loss: 3.3698 2020-04-29 05:16:39,944 - mmaction - INFO - Epoch [53][620/627] lr: 0.48470, eta: 3 days, 3:42:11, time: 2.576, data_time: 0.002, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5000, loss_cls: 3.5063, loss: 3.5063 2020-04-29 05:19:04,208 - mmaction - INFO - Epoch [54][20/627] lr: 0.48054, eta: 3 days, 3:41:31, time: 5.713, data_time: 3.194, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4521, loss_cls: 3.7089, loss: 3.7089 2020-04-29 05:19:59,395 - mmaction - INFO - Epoch [54][40/627] lr: 0.48054, eta: 3 days, 3:39:51, time: 2.762, data_time: 0.016, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5292, loss_cls: 3.3945, loss: 3.3945 2020-04-29 05:20:50,200 - mmaction - INFO - Epoch [54][60/627] lr: 0.48054, eta: 3 days, 3:38:00, time: 2.540, data_time: 0.002, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4833, loss_cls: 3.5672, loss: 3.5672 2020-04-29 05:21:41,189 - mmaction - INFO - Epoch [54][80/627] lr: 0.48054, eta: 3 days, 3:36:10, time: 2.546, data_time: 0.007, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4937, loss_cls: 3.5307, loss: 3.5307 2020-04-29 05:22:35,946 - mmaction - INFO - Epoch [54][100/627] lr: 0.48054, eta: 3 days, 3:34:29, time: 2.738, data_time: 0.005, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4729, loss_cls: 3.6275, loss: 3.6275 2020-04-29 05:23:29,905 - mmaction - INFO - Epoch [54][120/627] lr: 0.48054, eta: 3 days, 3:32:46, time: 2.699, data_time: 0.006, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4771, loss_cls: 3.5711, loss: 3.5711 2020-04-29 05:24:23,240 - mmaction - INFO - Epoch [54][140/627] lr: 0.48054, eta: 3 days, 3:31:02, time: 2.668, data_time: 0.004, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4708, loss_cls: 3.5604, loss: 3.5604 2020-04-29 05:25:15,863 - mmaction - INFO - Epoch [54][160/627] lr: 0.48054, eta: 3 days, 3:29:16, time: 2.631, data_time: 0.605, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5062, loss_cls: 3.4149, loss: 3.4149 2020-04-29 05:26:09,361 - mmaction - INFO - Epoch [54][180/627] lr: 0.48054, eta: 3 days, 3:27:32, time: 2.675, data_time: 1.162, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4792, loss_cls: 3.4892, loss: 3.4892 2020-04-29 05:27:02,152 - mmaction - INFO - Epoch [54][200/627] lr: 0.48054, eta: 3 days, 3:25:47, time: 2.638, data_time: 1.119, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5208, loss_cls: 3.4486, loss: 3.4486 2020-04-29 05:27:53,273 - mmaction - INFO - Epoch [54][220/627] lr: 0.48054, eta: 3 days, 3:23:57, time: 2.557, data_time: 0.967, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5125, loss_cls: 3.4135, loss: 3.4135 2020-04-29 05:28:45,922 - mmaction - INFO - Epoch [54][240/627] lr: 0.48054, eta: 3 days, 3:22:12, time: 2.631, data_time: 0.718, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4688, loss_cls: 3.4750, loss: 3.4750 2020-04-29 05:29:37,818 - mmaction - INFO - Epoch [54][260/627] lr: 0.48054, eta: 3 days, 3:20:24, time: 2.597, data_time: 0.501, memory: 14510, top1_acc: 0.2354, top5_acc: 0.5042, loss_cls: 3.4561, loss: 3.4561 2020-04-29 05:30:30,009 - mmaction - INFO - Epoch [54][280/627] lr: 0.48054, eta: 3 days, 3:18:38, time: 2.610, data_time: 0.026, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5104, loss_cls: 3.4866, loss: 3.4866 2020-04-29 05:31:21,664 - mmaction - INFO - Epoch [54][300/627] lr: 0.48054, eta: 3 days, 3:16:50, time: 2.583, data_time: 0.001, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4979, loss_cls: 3.5289, loss: 3.5289 2020-04-29 05:32:11,223 - mmaction - INFO - Epoch [54][320/627] lr: 0.48054, eta: 3 days, 3:14:57, time: 2.477, data_time: 0.002, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4771, loss_cls: 3.5341, loss: 3.5341 2020-04-29 05:33:01,904 - mmaction - INFO - Epoch [54][340/627] lr: 0.48054, eta: 3 days, 3:13:07, time: 2.533, data_time: 0.001, memory: 14510, top1_acc: 0.2312, top5_acc: 0.5188, loss_cls: 3.4604, loss: 3.4604 2020-04-29 05:33:54,795 - mmaction - INFO - Epoch [54][360/627] lr: 0.48054, eta: 3 days, 3:11:22, time: 2.643, data_time: 0.002, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4979, loss_cls: 3.6230, loss: 3.6230 2020-04-29 05:34:47,446 - mmaction - INFO - Epoch [54][380/627] lr: 0.48054, eta: 3 days, 3:09:37, time: 2.633, data_time: 0.004, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5000, loss_cls: 3.4816, loss: 3.4816 2020-04-29 05:35:38,749 - mmaction - INFO - Epoch [54][400/627] lr: 0.48054, eta: 3 days, 3:07:49, time: 2.562, data_time: 0.008, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4812, loss_cls: 3.4722, loss: 3.4722 2020-04-29 05:36:30,076 - mmaction - INFO - Epoch [54][420/627] lr: 0.48054, eta: 3 days, 3:06:01, time: 2.569, data_time: 0.007, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4833, loss_cls: 3.4949, loss: 3.4949 2020-04-29 05:37:23,602 - mmaction - INFO - Epoch [54][440/627] lr: 0.48054, eta: 3 days, 3:04:18, time: 2.679, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4667, loss_cls: 3.5808, loss: 3.5808 2020-04-29 05:38:16,179 - mmaction - INFO - Epoch [54][460/627] lr: 0.48054, eta: 3 days, 3:02:33, time: 2.624, data_time: 0.001, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5188, loss_cls: 3.5120, loss: 3.5120 2020-04-29 05:39:07,763 - mmaction - INFO - Epoch [54][480/627] lr: 0.48054, eta: 3 days, 3:00:45, time: 2.582, data_time: 0.006, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5104, loss_cls: 3.3799, loss: 3.3799 2020-04-29 05:39:59,332 - mmaction - INFO - Epoch [54][500/627] lr: 0.48054, eta: 3 days, 2:58:58, time: 2.580, data_time: 0.049, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5229, loss_cls: 3.3414, loss: 3.3414 2020-04-29 05:40:52,022 - mmaction - INFO - Epoch [54][520/627] lr: 0.48054, eta: 3 days, 2:57:13, time: 2.629, data_time: 0.002, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5042, loss_cls: 3.4990, loss: 3.4990 2020-04-29 05:41:46,329 - mmaction - INFO - Epoch [54][540/627] lr: 0.48054, eta: 3 days, 2:55:33, time: 2.719, data_time: 0.017, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5521, loss_cls: 3.3232, loss: 3.3232 2020-04-29 05:42:38,156 - mmaction - INFO - Epoch [54][560/627] lr: 0.48054, eta: 3 days, 2:53:46, time: 2.595, data_time: 0.013, memory: 14510, top1_acc: 0.2125, top5_acc: 0.4771, loss_cls: 3.6570, loss: 3.6570 2020-04-29 05:43:30,385 - mmaction - INFO - Epoch [54][580/627] lr: 0.48054, eta: 3 days, 2:52:01, time: 2.610, data_time: 0.001, memory: 14510, top1_acc: 0.2708, top5_acc: 0.4917, loss_cls: 3.4477, loss: 3.4477 2020-04-29 05:44:20,058 - mmaction - INFO - Epoch [54][600/627] lr: 0.48054, eta: 3 days, 2:50:09, time: 2.484, data_time: 0.004, memory: 14510, top1_acc: 0.2688, top5_acc: 0.4833, loss_cls: 3.5043, loss: 3.5043 2020-04-29 05:45:10,926 - mmaction - INFO - Epoch [54][620/627] lr: 0.48054, eta: 3 days, 2:48:21, time: 2.543, data_time: 0.095, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5063, loss_cls: 3.4473, loss: 3.4473 2020-04-29 05:47:26,849 - mmaction - INFO - Epoch [55][20/627] lr: 0.47634, eta: 3 days, 2:47:20, time: 5.269, data_time: 2.698, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4729, loss_cls: 3.5428, loss: 3.5428 2020-04-29 05:48:19,861 - mmaction - INFO - Epoch [55][40/627] lr: 0.47634, eta: 3 days, 2:45:36, time: 2.648, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4792, loss_cls: 3.6236, loss: 3.6236 2020-04-29 05:49:10,657 - mmaction - INFO - Epoch [55][60/627] lr: 0.47634, eta: 3 days, 2:43:47, time: 2.541, data_time: 0.721, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5271, loss_cls: 3.4789, loss: 3.4789 2020-04-29 05:50:01,090 - mmaction - INFO - Epoch [55][80/627] lr: 0.47634, eta: 3 days, 2:41:58, time: 2.524, data_time: 0.893, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5167, loss_cls: 3.3701, loss: 3.3701 2020-04-29 05:50:55,683 - mmaction - INFO - Epoch [55][100/627] lr: 0.47634, eta: 3 days, 2:40:19, time: 2.730, data_time: 0.076, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5229, loss_cls: 3.3757, loss: 3.3757 2020-04-29 05:51:49,153 - mmaction - INFO - Epoch [55][120/627] lr: 0.47634, eta: 3 days, 2:38:36, time: 2.669, data_time: 1.177, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.4457, loss: 3.4457 2020-04-29 05:52:39,102 - mmaction - INFO - Epoch [55][140/627] lr: 0.47634, eta: 3 days, 2:36:46, time: 2.502, data_time: 0.992, memory: 14510, top1_acc: 0.2875, top5_acc: 0.4938, loss_cls: 3.4619, loss: 3.4619 2020-04-29 05:53:32,455 - mmaction - INFO - Epoch [55][160/627] lr: 0.47634, eta: 3 days, 2:35:04, time: 2.667, data_time: 0.503, memory: 14510, top1_acc: 0.2750, top5_acc: 0.4958, loss_cls: 3.4210, loss: 3.4210 2020-04-29 05:54:23,430 - mmaction - INFO - Epoch [55][180/627] lr: 0.47634, eta: 3 days, 2:33:16, time: 2.549, data_time: 0.002, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4854, loss_cls: 3.5338, loss: 3.5338 2020-04-29 05:55:15,155 - mmaction - INFO - Epoch [55][200/627] lr: 0.47634, eta: 3 days, 2:31:30, time: 2.585, data_time: 0.001, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4563, loss_cls: 3.5587, loss: 3.5587 2020-04-29 05:56:04,973 - mmaction - INFO - Epoch [55][220/627] lr: 0.47634, eta: 3 days, 2:29:40, time: 2.492, data_time: 0.002, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4625, loss_cls: 3.6541, loss: 3.6541 2020-04-29 05:56:56,659 - mmaction - INFO - Epoch [55][240/627] lr: 0.47634, eta: 3 days, 2:27:54, time: 2.584, data_time: 0.001, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4875, loss_cls: 3.5338, loss: 3.5338 2020-04-29 05:57:48,649 - mmaction - INFO - Epoch [55][260/627] lr: 0.47634, eta: 3 days, 2:26:08, time: 2.600, data_time: 0.001, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5292, loss_cls: 3.4247, loss: 3.4247 2020-04-29 05:58:39,287 - mmaction - INFO - Epoch [55][280/627] lr: 0.47634, eta: 3 days, 2:24:20, time: 2.532, data_time: 0.001, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5167, loss_cls: 3.4552, loss: 3.4552 2020-04-29 05:59:31,944 - mmaction - INFO - Epoch [55][300/627] lr: 0.47634, eta: 3 days, 2:22:37, time: 2.632, data_time: 0.001, memory: 14510, top1_acc: 0.2563, top5_acc: 0.5229, loss_cls: 3.3881, loss: 3.3881 2020-04-29 06:00:21,859 - mmaction - INFO - Epoch [55][320/627] lr: 0.47634, eta: 3 days, 2:20:47, time: 2.493, data_time: 0.002, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5312, loss_cls: 3.3653, loss: 3.3653 2020-04-29 06:01:14,006 - mmaction - INFO - Epoch [55][340/627] lr: 0.47634, eta: 3 days, 2:19:02, time: 2.605, data_time: 0.006, memory: 14510, top1_acc: 0.2146, top5_acc: 0.5000, loss_cls: 3.5324, loss: 3.5324 2020-04-29 06:02:04,381 - mmaction - INFO - Epoch [55][360/627] lr: 0.47634, eta: 3 days, 2:17:14, time: 2.520, data_time: 0.009, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4896, loss_cls: 3.5747, loss: 3.5747 2020-04-29 06:02:55,415 - mmaction - INFO - Epoch [55][380/627] lr: 0.47634, eta: 3 days, 2:15:26, time: 2.550, data_time: 0.006, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5271, loss_cls: 3.4412, loss: 3.4412 2020-04-29 06:03:46,176 - mmaction - INFO - Epoch [55][400/627] lr: 0.47634, eta: 3 days, 2:13:39, time: 2.541, data_time: 0.007, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5083, loss_cls: 3.4432, loss: 3.4432 2020-04-29 06:04:37,180 - mmaction - INFO - Epoch [55][420/627] lr: 0.47634, eta: 3 days, 2:11:52, time: 2.552, data_time: 0.005, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5250, loss_cls: 3.4990, loss: 3.4990 2020-04-29 06:05:28,006 - mmaction - INFO - Epoch [55][440/627] lr: 0.47634, eta: 3 days, 2:10:05, time: 2.543, data_time: 0.003, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4938, loss_cls: 3.5000, loss: 3.5000 2020-04-29 06:06:19,770 - mmaction - INFO - Epoch [55][460/627] lr: 0.47634, eta: 3 days, 2:08:20, time: 2.587, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5271, loss_cls: 3.4644, loss: 3.4644 2020-04-29 06:07:11,439 - mmaction - INFO - Epoch [55][480/627] lr: 0.47634, eta: 3 days, 2:06:34, time: 2.580, data_time: 0.003, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4750, loss_cls: 3.5206, loss: 3.5206 2020-04-29 06:08:02,517 - mmaction - INFO - Epoch [55][500/627] lr: 0.47634, eta: 3 days, 2:04:48, time: 2.555, data_time: 0.819, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.3976, loss: 3.3976 2020-04-29 06:08:53,164 - mmaction - INFO - Epoch [55][520/627] lr: 0.47634, eta: 3 days, 2:03:01, time: 2.534, data_time: 0.292, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4708, loss_cls: 3.6674, loss: 3.6674 2020-04-29 06:09:44,520 - mmaction - INFO - Epoch [55][540/627] lr: 0.47634, eta: 3 days, 2:01:15, time: 2.569, data_time: 0.132, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5187, loss_cls: 3.3582, loss: 3.3582 2020-04-29 06:10:35,077 - mmaction - INFO - Epoch [55][560/627] lr: 0.47634, eta: 3 days, 1:59:27, time: 2.527, data_time: 0.108, memory: 14510, top1_acc: 0.2104, top5_acc: 0.4438, loss_cls: 3.7650, loss: 3.7650 2020-04-29 06:11:25,582 - mmaction - INFO - Epoch [55][580/627] lr: 0.47634, eta: 3 days, 1:57:40, time: 2.524, data_time: 0.002, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4958, loss_cls: 3.4986, loss: 3.4986 2020-04-29 06:12:15,971 - mmaction - INFO - Epoch [55][600/627] lr: 0.47634, eta: 3 days, 1:55:52, time: 2.519, data_time: 0.003, memory: 14510, top1_acc: 0.2750, top5_acc: 0.4854, loss_cls: 3.5667, loss: 3.5667 2020-04-29 06:13:05,724 - mmaction - INFO - Epoch [55][620/627] lr: 0.47634, eta: 3 days, 1:54:03, time: 2.486, data_time: 0.021, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4833, loss_cls: 3.5546, loss: 3.5546 2020-04-29 06:16:06,934 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 06:16:07,840 - mmaction - INFO - top1_acc 0.2648 top5_acc 0.5152 2020-04-29 06:16:07,840 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 06:16:07,916 - mmaction - INFO - mean_acc 0.2647 2020-04-29 06:16:07,926 - mmaction - INFO - Epoch [55][627/627] lr: 0.47634, top1_acc: 0.2648, top5_acc: 0.5152, mean_class_accuracy: 0.2647 2020-04-29 06:17:07,954 - mmaction - INFO - Epoch [56][20/627] lr: 0.47207, eta: 3 days, 1:51:19, time: 3.000, data_time: 0.637, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5083, loss_cls: 3.4750, loss: 3.4750 2020-04-29 06:17:57,919 - mmaction - INFO - Epoch [56][40/627] lr: 0.47207, eta: 3 days, 1:49:31, time: 2.496, data_time: 0.001, memory: 14510, top1_acc: 0.2646, top5_acc: 0.4771, loss_cls: 3.5244, loss: 3.5244 2020-04-29 06:18:47,321 - mmaction - INFO - Epoch [56][60/627] lr: 0.47207, eta: 3 days, 1:47:41, time: 2.472, data_time: 0.008, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4792, loss_cls: 3.5156, loss: 3.5156 2020-04-29 06:19:36,049 - mmaction - INFO - Epoch [56][80/627] lr: 0.47207, eta: 3 days, 1:45:50, time: 2.434, data_time: 0.001, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5375, loss_cls: 3.3719, loss: 3.3719 2020-04-29 06:20:31,200 - mmaction - INFO - Epoch [56][100/627] lr: 0.47207, eta: 3 days, 1:44:13, time: 2.755, data_time: 0.004, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4854, loss_cls: 3.5027, loss: 3.5027 2020-04-29 06:21:23,938 - mmaction - INFO - Epoch [56][120/627] lr: 0.47207, eta: 3 days, 1:42:31, time: 2.641, data_time: 0.009, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4604, loss_cls: 3.6136, loss: 3.6136 2020-04-29 06:22:14,416 - mmaction - INFO - Epoch [56][140/627] lr: 0.47207, eta: 3 days, 1:40:44, time: 2.522, data_time: 0.003, memory: 14510, top1_acc: 0.2708, top5_acc: 0.4896, loss_cls: 3.4776, loss: 3.4776 2020-04-29 06:23:05,032 - mmaction - INFO - Epoch [56][160/627] lr: 0.47207, eta: 3 days, 1:38:58, time: 2.531, data_time: 0.005, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5333, loss_cls: 3.4162, loss: 3.4162 2020-04-29 06:23:58,813 - mmaction - INFO - Epoch [56][180/627] lr: 0.47207, eta: 3 days, 1:37:18, time: 2.690, data_time: 0.017, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5188, loss_cls: 3.4761, loss: 3.4761 2020-04-29 06:24:49,120 - mmaction - INFO - Epoch [56][200/627] lr: 0.47207, eta: 3 days, 1:35:31, time: 2.516, data_time: 0.032, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5208, loss_cls: 3.5370, loss: 3.5370 2020-04-29 06:25:40,234 - mmaction - INFO - Epoch [56][220/627] lr: 0.47207, eta: 3 days, 1:33:46, time: 2.557, data_time: 0.014, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5083, loss_cls: 3.4284, loss: 3.4284 2020-04-29 06:26:32,500 - mmaction - INFO - Epoch [56][240/627] lr: 0.47207, eta: 3 days, 1:32:03, time: 2.611, data_time: 0.002, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5042, loss_cls: 3.4988, loss: 3.4988 2020-04-29 06:27:23,486 - mmaction - INFO - Epoch [56][260/627] lr: 0.47207, eta: 3 days, 1:30:18, time: 2.551, data_time: 0.004, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5083, loss_cls: 3.5640, loss: 3.5640 2020-04-29 06:28:13,958 - mmaction - INFO - Epoch [56][280/627] lr: 0.47207, eta: 3 days, 1:28:31, time: 2.525, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.4875, loss_cls: 3.4880, loss: 3.4880 2020-04-29 06:29:04,736 - mmaction - INFO - Epoch [56][300/627] lr: 0.47207, eta: 3 days, 1:26:45, time: 2.538, data_time: 0.015, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5292, loss_cls: 3.3792, loss: 3.3792 2020-04-29 06:29:56,274 - mmaction - INFO - Epoch [56][320/627] lr: 0.47207, eta: 3 days, 1:25:01, time: 2.577, data_time: 0.002, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5021, loss_cls: 3.5850, loss: 3.5850 2020-04-29 06:30:51,990 - mmaction - INFO - Epoch [56][340/627] lr: 0.47207, eta: 3 days, 1:23:27, time: 2.784, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5021, loss_cls: 3.4447, loss: 3.4447 2020-04-29 06:31:42,333 - mmaction - INFO - Epoch [56][360/627] lr: 0.47207, eta: 3 days, 1:21:40, time: 2.516, data_time: 0.004, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5063, loss_cls: 3.5019, loss: 3.5019 2020-04-29 06:32:32,562 - mmaction - INFO - Epoch [56][380/627] lr: 0.47207, eta: 3 days, 1:19:53, time: 2.513, data_time: 0.005, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4896, loss_cls: 3.5383, loss: 3.5383 2020-04-29 06:33:22,994 - mmaction - INFO - Epoch [56][400/627] lr: 0.47207, eta: 3 days, 1:18:07, time: 2.525, data_time: 0.004, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5021, loss_cls: 3.4423, loss: 3.4423 2020-04-29 06:34:17,019 - mmaction - INFO - Epoch [56][420/627] lr: 0.47207, eta: 3 days, 1:16:29, time: 2.700, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5083, loss_cls: 3.4964, loss: 3.4964 2020-04-29 06:35:08,707 - mmaction - INFO - Epoch [56][440/627] lr: 0.47207, eta: 3 days, 1:14:46, time: 2.585, data_time: 0.010, memory: 14510, top1_acc: 0.2479, top5_acc: 0.4875, loss_cls: 3.5801, loss: 3.5801 2020-04-29 06:36:01,420 - mmaction - INFO - Epoch [56][460/627] lr: 0.47207, eta: 3 days, 1:13:05, time: 2.636, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5188, loss_cls: 3.5316, loss: 3.5316 2020-04-29 06:36:54,745 - mmaction - INFO - Epoch [56][480/627] lr: 0.47207, eta: 3 days, 1:11:25, time: 2.664, data_time: 0.001, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5062, loss_cls: 3.3942, loss: 3.3942 2020-04-29 06:37:45,979 - mmaction - INFO - Epoch [56][500/627] lr: 0.47207, eta: 3 days, 1:09:41, time: 2.561, data_time: 0.003, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4854, loss_cls: 3.5221, loss: 3.5221 2020-04-29 06:38:37,573 - mmaction - INFO - Epoch [56][520/627] lr: 0.47207, eta: 3 days, 1:07:57, time: 2.582, data_time: 0.040, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4979, loss_cls: 3.4954, loss: 3.4954 2020-04-29 06:39:28,764 - mmaction - INFO - Epoch [56][540/627] lr: 0.47207, eta: 3 days, 1:06:13, time: 2.558, data_time: 0.225, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5021, loss_cls: 3.4055, loss: 3.4055 2020-04-29 06:40:20,981 - mmaction - INFO - Epoch [56][560/627] lr: 0.47207, eta: 3 days, 1:04:31, time: 2.612, data_time: 0.458, memory: 14510, top1_acc: 0.2667, top5_acc: 0.4750, loss_cls: 3.5599, loss: 3.5599 2020-04-29 06:41:13,248 - mmaction - INFO - Epoch [56][580/627] lr: 0.47207, eta: 3 days, 1:02:49, time: 2.609, data_time: 0.066, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5417, loss_cls: 3.3150, loss: 3.3150 2020-04-29 06:42:05,839 - mmaction - INFO - Epoch [56][600/627] lr: 0.47207, eta: 3 days, 1:01:09, time: 2.635, data_time: 0.007, memory: 14510, top1_acc: 0.2396, top5_acc: 0.5063, loss_cls: 3.5226, loss: 3.5226 2020-04-29 06:42:57,842 - mmaction - INFO - Epoch [56][620/627] lr: 0.47207, eta: 3 days, 0:59:27, time: 2.599, data_time: 0.001, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5021, loss_cls: 3.4151, loss: 3.4151 2020-04-29 06:45:15,312 - mmaction - INFO - Epoch [57][20/627] lr: 0.46776, eta: 3 days, 0:58:39, time: 5.537, data_time: 2.932, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4813, loss_cls: 3.5418, loss: 3.5418 2020-04-29 06:46:05,455 - mmaction - INFO - Epoch [57][40/627] lr: 0.46776, eta: 3 days, 0:56:52, time: 2.507, data_time: 0.003, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5063, loss_cls: 3.4431, loss: 3.4431 2020-04-29 06:46:57,978 - mmaction - INFO - Epoch [57][60/627] lr: 0.46776, eta: 3 days, 0:55:11, time: 2.626, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4729, loss_cls: 3.5116, loss: 3.5116 2020-04-29 06:47:50,418 - mmaction - INFO - Epoch [57][80/627] lr: 0.46776, eta: 3 days, 0:53:30, time: 2.621, data_time: 0.047, memory: 14510, top1_acc: 0.2792, top5_acc: 0.4896, loss_cls: 3.4793, loss: 3.4793 2020-04-29 06:48:41,543 - mmaction - INFO - Epoch [57][100/627] lr: 0.46776, eta: 3 days, 0:51:47, time: 2.556, data_time: 0.004, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4833, loss_cls: 3.4947, loss: 3.4947 2020-04-29 06:49:29,644 - mmaction - INFO - Epoch [57][120/627] lr: 0.46776, eta: 3 days, 0:49:56, time: 2.408, data_time: 0.009, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5000, loss_cls: 3.4274, loss: 3.4274 2020-04-29 06:50:21,038 - mmaction - INFO - Epoch [57][140/627] lr: 0.46776, eta: 3 days, 0:48:13, time: 2.568, data_time: 0.002, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5333, loss_cls: 3.3114, loss: 3.3114 2020-04-29 06:51:11,405 - mmaction - INFO - Epoch [57][160/627] lr: 0.46776, eta: 3 days, 0:46:28, time: 2.519, data_time: 0.004, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5125, loss_cls: 3.4205, loss: 3.4205 2020-04-29 06:52:04,083 - mmaction - INFO - Epoch [57][180/627] lr: 0.46776, eta: 3 days, 0:44:47, time: 2.633, data_time: 0.007, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5042, loss_cls: 3.5294, loss: 3.5294 2020-04-29 06:52:53,172 - mmaction - INFO - Epoch [57][200/627] lr: 0.46776, eta: 3 days, 0:42:59, time: 2.452, data_time: 0.003, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4917, loss_cls: 3.5751, loss: 3.5751 2020-04-29 06:53:42,081 - mmaction - INFO - Epoch [57][220/627] lr: 0.46776, eta: 3 days, 0:41:11, time: 2.447, data_time: 0.153, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5104, loss_cls: 3.5319, loss: 3.5319 2020-04-29 06:54:34,601 - mmaction - INFO - Epoch [57][240/627] lr: 0.46776, eta: 3 days, 0:39:31, time: 2.628, data_time: 0.016, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5229, loss_cls: 3.3575, loss: 3.3575 2020-04-29 06:55:23,275 - mmaction - INFO - Epoch [57][260/627] lr: 0.46776, eta: 3 days, 0:37:42, time: 2.434, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5000, loss_cls: 3.5268, loss: 3.5268 2020-04-29 06:56:13,025 - mmaction - INFO - Epoch [57][280/627] lr: 0.46776, eta: 3 days, 0:35:56, time: 2.487, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4833, loss_cls: 3.4916, loss: 3.4916 2020-04-29 06:57:02,779 - mmaction - INFO - Epoch [57][300/627] lr: 0.46776, eta: 3 days, 0:34:10, time: 2.488, data_time: 0.072, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5437, loss_cls: 3.3642, loss: 3.3642 2020-04-29 06:57:52,938 - mmaction - INFO - Epoch [57][320/627] lr: 0.46776, eta: 3 days, 0:32:24, time: 2.509, data_time: 0.003, memory: 14510, top1_acc: 0.2792, top5_acc: 0.4979, loss_cls: 3.3249, loss: 3.3249 2020-04-29 06:58:41,892 - mmaction - INFO - Epoch [57][340/627] lr: 0.46776, eta: 3 days, 0:30:36, time: 2.445, data_time: 0.061, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5250, loss_cls: 3.3253, loss: 3.3253 2020-04-29 06:59:33,427 - mmaction - INFO - Epoch [57][360/627] lr: 0.46776, eta: 3 days, 0:28:54, time: 2.576, data_time: 0.045, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5146, loss_cls: 3.4479, loss: 3.4479 2020-04-29 07:00:24,249 - mmaction - INFO - Epoch [57][380/627] lr: 0.46776, eta: 3 days, 0:27:10, time: 2.538, data_time: 0.006, memory: 14510, top1_acc: 0.2771, top5_acc: 0.4979, loss_cls: 3.4177, loss: 3.4177 2020-04-29 07:01:14,654 - mmaction - INFO - Epoch [57][400/627] lr: 0.46776, eta: 3 days, 0:25:26, time: 2.525, data_time: 0.041, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5208, loss_cls: 3.4622, loss: 3.4622 2020-04-29 07:02:09,477 - mmaction - INFO - Epoch [57][420/627] lr: 0.46776, eta: 3 days, 0:23:51, time: 2.738, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5354, loss_cls: 3.4088, loss: 3.4088 2020-04-29 07:02:59,354 - mmaction - INFO - Epoch [57][440/627] lr: 0.46776, eta: 3 days, 0:22:06, time: 2.498, data_time: 0.006, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4771, loss_cls: 3.5310, loss: 3.5310 2020-04-29 07:03:48,850 - mmaction - INFO - Epoch [57][460/627] lr: 0.46776, eta: 3 days, 0:20:19, time: 2.473, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5271, loss_cls: 3.2884, loss: 3.2884 2020-04-29 07:04:39,220 - mmaction - INFO - Epoch [57][480/627] lr: 0.46776, eta: 3 days, 0:18:35, time: 2.518, data_time: 0.063, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5125, loss_cls: 3.4746, loss: 3.4746 2020-04-29 07:05:28,672 - mmaction - INFO - Epoch [57][500/627] lr: 0.46776, eta: 3 days, 0:16:49, time: 2.470, data_time: 0.249, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5188, loss_cls: 3.3410, loss: 3.3410 2020-04-29 07:06:19,097 - mmaction - INFO - Epoch [57][520/627] lr: 0.46776, eta: 3 days, 0:15:05, time: 2.522, data_time: 0.999, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5500, loss_cls: 3.2322, loss: 3.2322 2020-04-29 07:07:09,894 - mmaction - INFO - Epoch [57][540/627] lr: 0.46776, eta: 3 days, 0:13:22, time: 2.543, data_time: 0.374, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5271, loss_cls: 3.3605, loss: 3.3605 2020-04-29 07:08:00,680 - mmaction - INFO - Epoch [57][560/627] lr: 0.46776, eta: 3 days, 0:11:38, time: 2.539, data_time: 0.208, memory: 14510, top1_acc: 0.2146, top5_acc: 0.4771, loss_cls: 3.5687, loss: 3.5687 2020-04-29 07:08:49,558 - mmaction - INFO - Epoch [57][580/627] lr: 0.46776, eta: 3 days, 0:09:51, time: 2.446, data_time: 0.243, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4979, loss_cls: 3.4749, loss: 3.4749 2020-04-29 07:09:38,529 - mmaction - INFO - Epoch [57][600/627] lr: 0.46776, eta: 3 days, 0:08:04, time: 2.446, data_time: 0.044, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4729, loss_cls: 3.7640, loss: 3.7640 2020-04-29 07:10:28,021 - mmaction - INFO - Epoch [57][620/627] lr: 0.46776, eta: 3 days, 0:06:18, time: 2.477, data_time: 0.185, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5333, loss_cls: 3.3504, loss: 3.3504 2020-04-29 07:12:37,558 - mmaction - INFO - Epoch [58][20/627] lr: 0.46339, eta: 3 days, 0:05:20, time: 5.301, data_time: 2.728, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5146, loss_cls: 3.5399, loss: 3.5399 2020-04-29 07:13:28,607 - mmaction - INFO - Epoch [58][40/627] lr: 0.46339, eta: 3 days, 0:03:38, time: 2.553, data_time: 0.002, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5062, loss_cls: 3.4288, loss: 3.4288 2020-04-29 07:14:18,980 - mmaction - INFO - Epoch [58][60/627] lr: 0.46339, eta: 3 days, 0:01:54, time: 2.518, data_time: 0.001, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5188, loss_cls: 3.3520, loss: 3.3520 2020-04-29 07:15:07,966 - mmaction - INFO - Epoch [58][80/627] lr: 0.46339, eta: 3 days, 0:00:07, time: 2.446, data_time: 0.026, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.5551, loss: 3.5551 2020-04-29 07:15:59,030 - mmaction - INFO - Epoch [58][100/627] lr: 0.46339, eta: 2 days, 23:58:25, time: 2.558, data_time: 0.006, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4688, loss_cls: 3.6669, loss: 3.6669 2020-04-29 07:16:51,348 - mmaction - INFO - Epoch [58][120/627] lr: 0.46339, eta: 2 days, 23:56:46, time: 2.616, data_time: 0.001, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4792, loss_cls: 3.5945, loss: 3.5945 2020-04-29 07:17:41,148 - mmaction - INFO - Epoch [58][140/627] lr: 0.46339, eta: 2 days, 23:55:01, time: 2.489, data_time: 0.000, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5563, loss_cls: 3.2261, loss: 3.2261 2020-04-29 07:18:29,140 - mmaction - INFO - Epoch [58][160/627] lr: 0.46339, eta: 2 days, 23:53:12, time: 2.397, data_time: 0.007, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5063, loss_cls: 3.3668, loss: 3.3668 2020-04-29 07:19:18,640 - mmaction - INFO - Epoch [58][180/627] lr: 0.46339, eta: 2 days, 23:51:27, time: 2.475, data_time: 0.004, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4792, loss_cls: 3.5025, loss: 3.5025 2020-04-29 07:20:08,130 - mmaction - INFO - Epoch [58][200/627] lr: 0.46339, eta: 2 days, 23:49:42, time: 2.473, data_time: 0.004, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5229, loss_cls: 3.4242, loss: 3.4242 2020-04-29 07:21:00,715 - mmaction - INFO - Epoch [58][220/627] lr: 0.46339, eta: 2 days, 23:48:03, time: 2.632, data_time: 0.012, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5229, loss_cls: 3.3210, loss: 3.3210 2020-04-29 07:21:52,450 - mmaction - INFO - Epoch [58][240/627] lr: 0.46339, eta: 2 days, 23:46:23, time: 2.582, data_time: 0.036, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5083, loss_cls: 3.3986, loss: 3.3986 2020-04-29 07:22:39,997 - mmaction - INFO - Epoch [58][260/627] lr: 0.46339, eta: 2 days, 23:44:34, time: 2.379, data_time: 0.125, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5188, loss_cls: 3.3021, loss: 3.3021 2020-04-29 07:23:33,140 - mmaction - INFO - Epoch [58][280/627] lr: 0.46339, eta: 2 days, 23:42:56, time: 2.657, data_time: 0.006, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5083, loss_cls: 3.4319, loss: 3.4319 2020-04-29 07:24:24,005 - mmaction - INFO - Epoch [58][300/627] lr: 0.46339, eta: 2 days, 23:41:14, time: 2.546, data_time: 0.006, memory: 14510, top1_acc: 0.3188, top5_acc: 0.5375, loss_cls: 3.3117, loss: 3.3117 2020-04-29 07:25:16,321 - mmaction - INFO - Epoch [58][320/627] lr: 0.46339, eta: 2 days, 23:39:35, time: 2.614, data_time: 0.004, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5000, loss_cls: 3.3945, loss: 3.3945 2020-04-29 07:26:10,027 - mmaction - INFO - Epoch [58][340/627] lr: 0.46339, eta: 2 days, 23:38:00, time: 2.687, data_time: 0.006, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5063, loss_cls: 3.4375, loss: 3.4375 2020-04-29 07:26:59,739 - mmaction - INFO - Epoch [58][360/627] lr: 0.46339, eta: 2 days, 23:36:15, time: 2.486, data_time: 0.004, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5375, loss_cls: 3.3777, loss: 3.3777 2020-04-29 07:27:51,397 - mmaction - INFO - Epoch [58][380/627] lr: 0.46339, eta: 2 days, 23:34:35, time: 2.580, data_time: 0.002, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4646, loss_cls: 3.5534, loss: 3.5534 2020-04-29 07:28:42,016 - mmaction - INFO - Epoch [58][400/627] lr: 0.46339, eta: 2 days, 23:32:53, time: 2.535, data_time: 0.005, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4813, loss_cls: 3.5942, loss: 3.5942 2020-04-29 07:29:33,449 - mmaction - INFO - Epoch [58][420/627] lr: 0.46339, eta: 2 days, 23:31:13, time: 2.570, data_time: 0.001, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5125, loss_cls: 3.4758, loss: 3.4758 2020-04-29 07:30:26,395 - mmaction - INFO - Epoch [58][440/627] lr: 0.46339, eta: 2 days, 23:29:35, time: 2.646, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4854, loss_cls: 3.5764, loss: 3.5764 2020-04-29 07:31:17,769 - mmaction - INFO - Epoch [58][460/627] lr: 0.46339, eta: 2 days, 23:27:55, time: 2.569, data_time: 0.535, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5312, loss_cls: 3.3651, loss: 3.3651 2020-04-29 07:32:10,597 - mmaction - INFO - Epoch [58][480/627] lr: 0.46339, eta: 2 days, 23:26:17, time: 2.639, data_time: 0.325, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5437, loss_cls: 3.3673, loss: 3.3673 2020-04-29 07:33:01,129 - mmaction - INFO - Epoch [58][500/627] lr: 0.46339, eta: 2 days, 23:24:35, time: 2.526, data_time: 0.008, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5500, loss_cls: 3.2396, loss: 3.2396 2020-04-29 07:33:52,000 - mmaction - INFO - Epoch [58][520/627] lr: 0.46339, eta: 2 days, 23:22:54, time: 2.548, data_time: 0.006, memory: 14510, top1_acc: 0.2812, top5_acc: 0.4813, loss_cls: 3.4698, loss: 3.4698 2020-04-29 07:34:44,796 - mmaction - INFO - Epoch [58][540/627] lr: 0.46339, eta: 2 days, 23:21:17, time: 2.636, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5417, loss_cls: 3.4073, loss: 3.4073 2020-04-29 07:35:34,524 - mmaction - INFO - Epoch [58][560/627] lr: 0.46339, eta: 2 days, 23:19:33, time: 2.488, data_time: 0.004, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5521, loss_cls: 3.2903, loss: 3.2903 2020-04-29 07:36:26,131 - mmaction - INFO - Epoch [58][580/627] lr: 0.46339, eta: 2 days, 23:17:53, time: 2.582, data_time: 0.003, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5417, loss_cls: 3.3737, loss: 3.3737 2020-04-29 07:37:15,646 - mmaction - INFO - Epoch [58][600/627] lr: 0.46339, eta: 2 days, 23:16:09, time: 2.472, data_time: 0.002, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5063, loss_cls: 3.5042, loss: 3.5042 2020-04-29 07:38:05,204 - mmaction - INFO - Epoch [58][620/627] lr: 0.46339, eta: 2 days, 23:14:25, time: 2.480, data_time: 0.051, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5437, loss_cls: 3.2926, loss: 3.2926 2020-04-29 07:40:26,801 - mmaction - INFO - Epoch [59][20/627] lr: 0.45898, eta: 2 days, 23:13:32, time: 5.400, data_time: 2.778, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4875, loss_cls: 3.6667, loss: 3.6667 2020-04-29 07:41:18,318 - mmaction - INFO - Epoch [59][40/627] lr: 0.45898, eta: 2 days, 23:11:52, time: 2.576, data_time: 0.007, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5417, loss_cls: 3.2800, loss: 3.2800 2020-04-29 07:42:08,527 - mmaction - INFO - Epoch [59][60/627] lr: 0.45898, eta: 2 days, 23:10:10, time: 2.511, data_time: 0.003, memory: 14510, top1_acc: 0.2271, top5_acc: 0.5250, loss_cls: 3.4558, loss: 3.4558 2020-04-29 07:42:58,825 - mmaction - INFO - Epoch [59][80/627] lr: 0.45898, eta: 2 days, 23:08:27, time: 2.514, data_time: 0.003, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5354, loss_cls: 3.4098, loss: 3.4098 2020-04-29 07:43:52,223 - mmaction - INFO - Epoch [59][100/627] lr: 0.45898, eta: 2 days, 23:06:52, time: 2.671, data_time: 0.004, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5063, loss_cls: 3.4472, loss: 3.4472 2020-04-29 07:44:41,938 - mmaction - INFO - Epoch [59][120/627] lr: 0.45898, eta: 2 days, 23:05:09, time: 2.487, data_time: 0.003, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5042, loss_cls: 3.4521, loss: 3.4521 2020-04-29 07:45:31,390 - mmaction - INFO - Epoch [59][140/627] lr: 0.45898, eta: 2 days, 23:03:25, time: 2.473, data_time: 0.137, memory: 14510, top1_acc: 0.2875, top5_acc: 0.4979, loss_cls: 3.4548, loss: 3.4548 2020-04-29 07:46:22,148 - mmaction - INFO - Epoch [59][160/627] lr: 0.45898, eta: 2 days, 23:01:44, time: 2.534, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5146, loss_cls: 3.4325, loss: 3.4325 2020-04-29 07:47:12,500 - mmaction - INFO - Epoch [59][180/627] lr: 0.45898, eta: 2 days, 23:00:02, time: 2.519, data_time: 0.005, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5104, loss_cls: 3.4887, loss: 3.4887 2020-04-29 07:48:02,039 - mmaction - INFO - Epoch [59][200/627] lr: 0.45898, eta: 2 days, 22:58:19, time: 2.477, data_time: 0.005, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5083, loss_cls: 3.4119, loss: 3.4119 2020-04-29 07:48:54,886 - mmaction - INFO - Epoch [59][220/627] lr: 0.45898, eta: 2 days, 22:56:42, time: 2.639, data_time: 0.004, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4750, loss_cls: 3.6121, loss: 3.6121 2020-04-29 07:49:46,072 - mmaction - INFO - Epoch [59][240/627] lr: 0.45898, eta: 2 days, 22:55:02, time: 2.566, data_time: 0.008, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5208, loss_cls: 3.4470, loss: 3.4470 2020-04-29 07:50:36,507 - mmaction - INFO - Epoch [59][260/627] lr: 0.45898, eta: 2 days, 22:53:21, time: 2.519, data_time: 0.020, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5021, loss_cls: 3.4679, loss: 3.4679 2020-04-29 07:51:26,714 - mmaction - INFO - Epoch [59][280/627] lr: 0.45898, eta: 2 days, 22:51:39, time: 2.513, data_time: 0.212, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5042, loss_cls: 3.4311, loss: 3.4311 2020-04-29 07:52:19,974 - mmaction - INFO - Epoch [59][300/627] lr: 0.45898, eta: 2 days, 22:50:04, time: 2.661, data_time: 0.135, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5313, loss_cls: 3.3627, loss: 3.3627 2020-04-29 07:53:10,811 - mmaction - INFO - Epoch [59][320/627] lr: 0.45898, eta: 2 days, 22:48:23, time: 2.539, data_time: 0.052, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5146, loss_cls: 3.4865, loss: 3.4865 2020-04-29 07:54:03,070 - mmaction - INFO - Epoch [59][340/627] lr: 0.45898, eta: 2 days, 22:46:46, time: 2.615, data_time: 0.023, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5125, loss_cls: 3.4848, loss: 3.4848 2020-04-29 07:54:53,360 - mmaction - INFO - Epoch [59][360/627] lr: 0.45898, eta: 2 days, 22:45:05, time: 2.513, data_time: 0.003, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5479, loss_cls: 3.2914, loss: 3.2914 2020-04-29 07:55:43,459 - mmaction - INFO - Epoch [59][380/627] lr: 0.45898, eta: 2 days, 22:43:23, time: 2.507, data_time: 0.004, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5167, loss_cls: 3.2592, loss: 3.2592 2020-04-29 07:56:34,277 - mmaction - INFO - Epoch [59][400/627] lr: 0.45898, eta: 2 days, 22:41:43, time: 2.537, data_time: 0.002, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5125, loss_cls: 3.4273, loss: 3.4273 2020-04-29 07:57:25,758 - mmaction - INFO - Epoch [59][420/627] lr: 0.45898, eta: 2 days, 22:40:04, time: 2.574, data_time: 0.005, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5021, loss_cls: 3.5121, loss: 3.5121 2020-04-29 07:58:17,159 - mmaction - INFO - Epoch [59][440/627] lr: 0.45898, eta: 2 days, 22:38:25, time: 2.573, data_time: 0.005, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5292, loss_cls: 3.4063, loss: 3.4063 2020-04-29 07:59:06,656 - mmaction - INFO - Epoch [59][460/627] lr: 0.45898, eta: 2 days, 22:36:42, time: 2.474, data_time: 0.002, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4917, loss_cls: 3.5582, loss: 3.5582 2020-04-29 07:59:56,207 - mmaction - INFO - Epoch [59][480/627] lr: 0.45898, eta: 2 days, 22:35:00, time: 2.474, data_time: 0.003, memory: 14510, top1_acc: 0.2437, top5_acc: 0.5042, loss_cls: 3.4159, loss: 3.4159 2020-04-29 08:00:47,782 - mmaction - INFO - Epoch [59][500/627] lr: 0.45898, eta: 2 days, 22:33:21, time: 2.578, data_time: 0.020, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 3.2393, loss: 3.2393 2020-04-29 08:01:40,477 - mmaction - INFO - Epoch [59][520/627] lr: 0.45898, eta: 2 days, 22:31:46, time: 2.640, data_time: 0.047, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5313, loss_cls: 3.3000, loss: 3.3000 2020-04-29 08:02:30,068 - mmaction - INFO - Epoch [59][540/627] lr: 0.45898, eta: 2 days, 22:30:03, time: 2.478, data_time: 0.109, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5021, loss_cls: 3.4382, loss: 3.4382 2020-04-29 08:03:22,398 - mmaction - INFO - Epoch [59][560/627] lr: 0.45898, eta: 2 days, 22:28:26, time: 2.616, data_time: 0.301, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5146, loss_cls: 3.4546, loss: 3.4546 2020-04-29 08:04:12,572 - mmaction - INFO - Epoch [59][580/627] lr: 0.45898, eta: 2 days, 22:26:45, time: 2.507, data_time: 0.003, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5333, loss_cls: 3.3436, loss: 3.3436 2020-04-29 08:05:02,629 - mmaction - INFO - Epoch [59][600/627] lr: 0.45898, eta: 2 days, 22:25:04, time: 2.507, data_time: 0.005, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5229, loss_cls: 3.3712, loss: 3.3712 2020-04-29 08:05:54,315 - mmaction - INFO - Epoch [59][620/627] lr: 0.45898, eta: 2 days, 22:23:26, time: 2.584, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4646, loss_cls: 3.5571, loss: 3.5571 2020-04-29 08:08:12,924 - mmaction - INFO - Epoch [60][20/627] lr: 0.45451, eta: 2 days, 22:22:30, time: 5.335, data_time: 2.981, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4813, loss_cls: 3.5275, loss: 3.5275 2020-04-29 08:09:05,107 - mmaction - INFO - Epoch [60][40/627] lr: 0.45451, eta: 2 days, 22:20:53, time: 2.604, data_time: 0.952, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4813, loss_cls: 3.5503, loss: 3.5503 2020-04-29 08:09:53,983 - mmaction - INFO - Epoch [60][60/627] lr: 0.45451, eta: 2 days, 22:19:10, time: 2.448, data_time: 0.923, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5146, loss_cls: 3.4984, loss: 3.4984 2020-04-29 08:10:47,288 - mmaction - INFO - Epoch [60][80/627] lr: 0.45451, eta: 2 days, 22:17:36, time: 2.667, data_time: 0.377, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4854, loss_cls: 3.4477, loss: 3.4477 2020-04-29 08:11:40,273 - mmaction - INFO - Epoch [60][100/627] lr: 0.45451, eta: 2 days, 22:16:00, time: 2.645, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4938, loss_cls: 3.5536, loss: 3.5536 2020-04-29 08:12:30,017 - mmaction - INFO - Epoch [60][120/627] lr: 0.45451, eta: 2 days, 22:14:19, time: 2.489, data_time: 0.005, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4896, loss_cls: 3.5376, loss: 3.5376 2020-04-29 08:13:19,623 - mmaction - INFO - Epoch [60][140/627] lr: 0.45451, eta: 2 days, 22:12:37, time: 2.479, data_time: 0.092, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5188, loss_cls: 3.3320, loss: 3.3320 2020-04-29 08:14:11,145 - mmaction - INFO - Epoch [60][160/627] lr: 0.45451, eta: 2 days, 22:11:00, time: 2.578, data_time: 0.035, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5187, loss_cls: 3.4192, loss: 3.4192 2020-04-29 08:15:01,195 - mmaction - INFO - Epoch [60][180/627] lr: 0.45451, eta: 2 days, 22:09:19, time: 2.501, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4812, loss_cls: 3.5377, loss: 3.5377 2020-04-29 08:15:49,936 - mmaction - INFO - Epoch [60][200/627] lr: 0.45451, eta: 2 days, 22:07:35, time: 2.440, data_time: 0.030, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5542, loss_cls: 3.2768, loss: 3.2768 2020-04-29 08:16:40,512 - mmaction - INFO - Epoch [60][220/627] lr: 0.45451, eta: 2 days, 22:05:56, time: 2.529, data_time: 0.024, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5125, loss_cls: 3.3755, loss: 3.3755 2020-04-29 08:17:31,556 - mmaction - INFO - Epoch [60][240/627] lr: 0.45451, eta: 2 days, 22:04:17, time: 2.552, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5146, loss_cls: 3.4647, loss: 3.4647 2020-04-29 08:18:19,727 - mmaction - INFO - Epoch [60][260/627] lr: 0.45451, eta: 2 days, 22:02:33, time: 2.407, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5021, loss_cls: 3.3970, loss: 3.3970 2020-04-29 08:19:07,398 - mmaction - INFO - Epoch [60][280/627] lr: 0.45451, eta: 2 days, 22:00:48, time: 2.384, data_time: 0.002, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4938, loss_cls: 3.4051, loss: 3.4051 2020-04-29 08:19:56,767 - mmaction - INFO - Epoch [60][300/627] lr: 0.45451, eta: 2 days, 21:59:06, time: 2.467, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5542, loss_cls: 3.2401, loss: 3.2401 2020-04-29 08:20:46,363 - mmaction - INFO - Epoch [60][320/627] lr: 0.45451, eta: 2 days, 21:57:24, time: 2.478, data_time: 0.003, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4875, loss_cls: 3.4929, loss: 3.4929 2020-04-29 08:21:36,554 - mmaction - INFO - Epoch [60][340/627] lr: 0.45451, eta: 2 days, 21:55:45, time: 2.513, data_time: 0.014, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5375, loss_cls: 3.3369, loss: 3.3369 2020-04-29 08:22:23,556 - mmaction - INFO - Epoch [60][360/627] lr: 0.45451, eta: 2 days, 21:53:58, time: 2.347, data_time: 0.002, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5021, loss_cls: 3.5179, loss: 3.5179 2020-04-29 08:23:16,066 - mmaction - INFO - Epoch [60][380/627] lr: 0.45451, eta: 2 days, 21:52:23, time: 2.630, data_time: 0.005, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5125, loss_cls: 3.5081, loss: 3.5081 2020-04-29 08:24:08,449 - mmaction - INFO - Epoch [60][400/627] lr: 0.45451, eta: 2 days, 21:50:47, time: 2.617, data_time: 0.001, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4708, loss_cls: 3.5271, loss: 3.5271 2020-04-29 08:25:00,192 - mmaction - INFO - Epoch [60][420/627] lr: 0.45451, eta: 2 days, 21:49:11, time: 2.589, data_time: 0.005, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5229, loss_cls: 3.3722, loss: 3.3722 2020-04-29 08:25:55,558 - mmaction - INFO - Epoch [60][440/627] lr: 0.45451, eta: 2 days, 21:47:42, time: 2.768, data_time: 0.002, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4958, loss_cls: 3.4658, loss: 3.4658 2020-04-29 08:26:46,465 - mmaction - INFO - Epoch [60][460/627] lr: 0.45451, eta: 2 days, 21:46:03, time: 2.543, data_time: 0.385, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5250, loss_cls: 3.3192, loss: 3.3192 2020-04-29 08:27:39,060 - mmaction - INFO - Epoch [60][480/627] lr: 0.45451, eta: 2 days, 21:44:28, time: 2.629, data_time: 0.514, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5229, loss_cls: 3.3651, loss: 3.3651 2020-04-29 08:28:30,060 - mmaction - INFO - Epoch [60][500/627] lr: 0.45451, eta: 2 days, 21:42:50, time: 2.554, data_time: 0.953, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5063, loss_cls: 3.3903, loss: 3.3903 2020-04-29 08:29:20,072 - mmaction - INFO - Epoch [60][520/627] lr: 0.45451, eta: 2 days, 21:41:11, time: 2.500, data_time: 0.967, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5333, loss_cls: 3.3930, loss: 3.3930 2020-04-29 08:30:10,144 - mmaction - INFO - Epoch [60][540/627] lr: 0.45451, eta: 2 days, 21:39:31, time: 2.502, data_time: 0.678, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5104, loss_cls: 3.5086, loss: 3.5086 2020-04-29 08:31:01,269 - mmaction - INFO - Epoch [60][560/627] lr: 0.45451, eta: 2 days, 21:37:53, time: 2.555, data_time: 0.132, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5021, loss_cls: 3.4217, loss: 3.4217 2020-04-29 08:31:54,919 - mmaction - INFO - Epoch [60][580/627] lr: 0.45451, eta: 2 days, 21:36:21, time: 2.684, data_time: 0.012, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5438, loss_cls: 3.2854, loss: 3.2854 2020-04-29 08:32:44,304 - mmaction - INFO - Epoch [60][600/627] lr: 0.45451, eta: 2 days, 21:34:40, time: 2.471, data_time: 0.015, memory: 14510, top1_acc: 0.2312, top5_acc: 0.4667, loss_cls: 3.5980, loss: 3.5980 2020-04-29 08:33:33,090 - mmaction - INFO - Epoch [60][620/627] lr: 0.45451, eta: 2 days, 21:32:58, time: 2.435, data_time: 0.002, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5271, loss_cls: 3.4313, loss: 3.4313 2020-04-29 08:36:50,304 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 08:36:51,409 - mmaction - INFO - top1_acc 0.2404 top5_acc 0.4906 2020-04-29 08:36:51,409 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 08:36:51,527 - mmaction - INFO - mean_acc 0.2402 2020-04-29 08:36:51,538 - mmaction - INFO - Epoch [60][627/627] lr: 0.45451, top1_acc: 0.2404, top5_acc: 0.4906, mean_class_accuracy: 0.2402 2020-04-29 08:37:50,236 - mmaction - INFO - Epoch [61][20/627] lr: 0.45000, eta: 2 days, 21:30:25, time: 2.933, data_time: 0.533, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4979, loss_cls: 3.5861, loss: 3.5861 2020-04-29 08:38:41,196 - mmaction - INFO - Epoch [61][40/627] lr: 0.45000, eta: 2 days, 21:28:48, time: 2.545, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.4688, loss_cls: 3.5706, loss: 3.5706 2020-04-29 08:39:33,610 - mmaction - INFO - Epoch [61][60/627] lr: 0.45000, eta: 2 days, 21:27:13, time: 2.623, data_time: 0.005, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5167, loss_cls: 3.4427, loss: 3.4427 2020-04-29 08:40:25,240 - mmaction - INFO - Epoch [61][80/627] lr: 0.45000, eta: 2 days, 21:25:37, time: 2.583, data_time: 0.002, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5229, loss_cls: 3.4347, loss: 3.4347 2020-04-29 08:41:19,208 - mmaction - INFO - Epoch [61][100/627] lr: 0.45000, eta: 2 days, 21:24:05, time: 2.695, data_time: 0.004, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5208, loss_cls: 3.3933, loss: 3.3933 2020-04-29 08:42:11,094 - mmaction - INFO - Epoch [61][120/627] lr: 0.45000, eta: 2 days, 21:22:30, time: 2.596, data_time: 0.004, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5167, loss_cls: 3.4150, loss: 3.4150 2020-04-29 08:43:01,420 - mmaction - INFO - Epoch [61][140/627] lr: 0.45000, eta: 2 days, 21:20:51, time: 2.513, data_time: 0.002, memory: 14510, top1_acc: 0.2812, top5_acc: 0.4792, loss_cls: 3.4389, loss: 3.4389 2020-04-29 08:43:52,346 - mmaction - INFO - Epoch [61][160/627] lr: 0.45000, eta: 2 days, 21:19:14, time: 2.551, data_time: 0.005, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5292, loss_cls: 3.3661, loss: 3.3661 2020-04-29 08:44:42,162 - mmaction - INFO - Epoch [61][180/627] lr: 0.45000, eta: 2 days, 21:17:34, time: 2.487, data_time: 0.001, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5646, loss_cls: 3.2907, loss: 3.2907 2020-04-29 08:45:34,564 - mmaction - INFO - Epoch [61][200/627] lr: 0.45000, eta: 2 days, 21:16:00, time: 2.622, data_time: 0.007, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5229, loss_cls: 3.3361, loss: 3.3361 2020-04-29 08:46:24,679 - mmaction - INFO - Epoch [61][220/627] lr: 0.45000, eta: 2 days, 21:14:21, time: 2.506, data_time: 0.003, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5104, loss_cls: 3.5001, loss: 3.5001 2020-04-29 08:47:16,283 - mmaction - INFO - Epoch [61][240/627] lr: 0.45000, eta: 2 days, 21:12:45, time: 2.582, data_time: 0.003, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5479, loss_cls: 3.1841, loss: 3.1841 2020-04-29 08:48:06,256 - mmaction - INFO - Epoch [61][260/627] lr: 0.45000, eta: 2 days, 21:11:06, time: 2.497, data_time: 0.001, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5188, loss_cls: 3.3187, loss: 3.3187 2020-04-29 08:48:57,930 - mmaction - INFO - Epoch [61][280/627] lr: 0.45000, eta: 2 days, 21:09:30, time: 2.584, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4917, loss_cls: 3.4775, loss: 3.4775 2020-04-29 08:49:46,702 - mmaction - INFO - Epoch [61][300/627] lr: 0.45000, eta: 2 days, 21:07:49, time: 2.439, data_time: 0.023, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5458, loss_cls: 3.4216, loss: 3.4216 2020-04-29 08:50:35,218 - mmaction - INFO - Epoch [61][320/627] lr: 0.45000, eta: 2 days, 21:06:07, time: 2.426, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5333, loss_cls: 3.4414, loss: 3.4414 2020-04-29 08:51:25,176 - mmaction - INFO - Epoch [61][340/627] lr: 0.45000, eta: 2 days, 21:04:28, time: 2.498, data_time: 0.093, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5292, loss_cls: 3.3924, loss: 3.3924 2020-04-29 08:52:14,494 - mmaction - INFO - Epoch [61][360/627] lr: 0.45000, eta: 2 days, 21:02:48, time: 2.464, data_time: 0.051, memory: 14510, top1_acc: 0.2854, top5_acc: 0.4958, loss_cls: 3.4474, loss: 3.4474 2020-04-29 08:53:04,149 - mmaction - INFO - Epoch [61][380/627] lr: 0.45000, eta: 2 days, 21:01:09, time: 2.479, data_time: 0.004, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5229, loss_cls: 3.4555, loss: 3.4555 2020-04-29 08:53:54,771 - mmaction - INFO - Epoch [61][400/627] lr: 0.45000, eta: 2 days, 20:59:32, time: 2.538, data_time: 0.009, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5354, loss_cls: 3.4786, loss: 3.4786 2020-04-29 08:54:43,903 - mmaction - INFO - Epoch [61][420/627] lr: 0.45000, eta: 2 days, 20:57:51, time: 2.457, data_time: 0.123, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4896, loss_cls: 3.4749, loss: 3.4749 2020-04-29 08:55:35,105 - mmaction - INFO - Epoch [61][440/627] lr: 0.45000, eta: 2 days, 20:56:15, time: 2.560, data_time: 0.039, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5479, loss_cls: 3.2452, loss: 3.2452 2020-04-29 08:56:25,310 - mmaction - INFO - Epoch [61][460/627] lr: 0.45000, eta: 2 days, 20:54:37, time: 2.508, data_time: 0.002, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5146, loss_cls: 3.3399, loss: 3.3399 2020-04-29 08:57:14,272 - mmaction - INFO - Epoch [61][480/627] lr: 0.45000, eta: 2 days, 20:52:57, time: 2.451, data_time: 0.013, memory: 14510, top1_acc: 0.2167, top5_acc: 0.4875, loss_cls: 3.5171, loss: 3.5171 2020-04-29 08:58:04,929 - mmaction - INFO - Epoch [61][500/627] lr: 0.45000, eta: 2 days, 20:51:19, time: 2.532, data_time: 0.001, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5188, loss_cls: 3.4043, loss: 3.4043 2020-04-29 08:58:54,847 - mmaction - INFO - Epoch [61][520/627] lr: 0.45000, eta: 2 days, 20:49:41, time: 2.491, data_time: 0.001, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4875, loss_cls: 3.4934, loss: 3.4934 2020-04-29 08:59:43,726 - mmaction - INFO - Epoch [61][540/627] lr: 0.45000, eta: 2 days, 20:48:00, time: 2.447, data_time: 0.006, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4979, loss_cls: 3.4197, loss: 3.4197 2020-04-29 09:00:35,092 - mmaction - INFO - Epoch [61][560/627] lr: 0.45000, eta: 2 days, 20:46:25, time: 2.567, data_time: 0.003, memory: 14510, top1_acc: 0.2292, top5_acc: 0.4854, loss_cls: 3.6427, loss: 3.6427 2020-04-29 09:01:25,122 - mmaction - INFO - Epoch [61][580/627] lr: 0.45000, eta: 2 days, 20:44:47, time: 2.498, data_time: 0.012, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4688, loss_cls: 3.5762, loss: 3.5762 2020-04-29 09:02:15,374 - mmaction - INFO - Epoch [61][600/627] lr: 0.45000, eta: 2 days, 20:43:09, time: 2.520, data_time: 0.008, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5229, loss_cls: 3.4056, loss: 3.4056 2020-04-29 09:03:04,239 - mmaction - INFO - Epoch [61][620/627] lr: 0.45000, eta: 2 days, 20:41:29, time: 2.443, data_time: 0.001, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4417, loss_cls: 3.5726, loss: 3.5726 2020-04-29 09:05:14,739 - mmaction - INFO - Epoch [62][20/627] lr: 0.44544, eta: 2 days, 20:40:33, time: 5.334, data_time: 2.991, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5021, loss_cls: 3.4921, loss: 3.4921 2020-04-29 09:06:02,519 - mmaction - INFO - Epoch [62][40/627] lr: 0.44544, eta: 2 days, 20:38:51, time: 2.388, data_time: 0.002, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5083, loss_cls: 3.4248, loss: 3.4248 2020-04-29 09:06:51,091 - mmaction - INFO - Epoch [62][60/627] lr: 0.44544, eta: 2 days, 20:37:10, time: 2.422, data_time: 0.038, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5396, loss_cls: 3.3053, loss: 3.3053 2020-04-29 09:07:42,237 - mmaction - INFO - Epoch [62][80/627] lr: 0.44544, eta: 2 days, 20:35:34, time: 2.563, data_time: 0.307, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4917, loss_cls: 3.4473, loss: 3.4473 2020-04-29 09:08:31,761 - mmaction - INFO - Epoch [62][100/627] lr: 0.44544, eta: 2 days, 20:33:55, time: 2.477, data_time: 0.002, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5750, loss_cls: 3.2763, loss: 3.2763 2020-04-29 09:09:23,324 - mmaction - INFO - Epoch [62][120/627] lr: 0.44544, eta: 2 days, 20:32:21, time: 2.576, data_time: 0.002, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5271, loss_cls: 3.4412, loss: 3.4412 2020-04-29 09:10:14,561 - mmaction - INFO - Epoch [62][140/627] lr: 0.44544, eta: 2 days, 20:30:45, time: 2.559, data_time: 0.002, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5354, loss_cls: 3.3668, loss: 3.3668 2020-04-29 09:11:03,909 - mmaction - INFO - Epoch [62][160/627] lr: 0.44544, eta: 2 days, 20:29:06, time: 2.471, data_time: 0.005, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5188, loss_cls: 3.4344, loss: 3.4344 2020-04-29 09:11:52,296 - mmaction - INFO - Epoch [62][180/627] lr: 0.44544, eta: 2 days, 20:27:25, time: 2.418, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.4896, loss_cls: 3.5235, loss: 3.5235 2020-04-29 09:12:43,422 - mmaction - INFO - Epoch [62][200/627] lr: 0.44544, eta: 2 days, 20:25:50, time: 2.554, data_time: 0.003, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5479, loss_cls: 3.1559, loss: 3.1559 2020-04-29 09:13:31,481 - mmaction - INFO - Epoch [62][220/627] lr: 0.44544, eta: 2 days, 20:24:09, time: 2.405, data_time: 0.005, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5458, loss_cls: 3.2417, loss: 3.2417 2020-04-29 09:14:19,632 - mmaction - INFO - Epoch [62][240/627] lr: 0.44544, eta: 2 days, 20:22:28, time: 2.410, data_time: 0.003, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5292, loss_cls: 3.3107, loss: 3.3107 2020-04-29 09:15:10,604 - mmaction - INFO - Epoch [62][260/627] lr: 0.44544, eta: 2 days, 20:20:52, time: 2.547, data_time: 0.001, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5354, loss_cls: 3.3611, loss: 3.3611 2020-04-29 09:15:59,402 - mmaction - INFO - Epoch [62][280/627] lr: 0.44544, eta: 2 days, 20:19:12, time: 2.441, data_time: 0.003, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5104, loss_cls: 3.4276, loss: 3.4276 2020-04-29 09:16:46,952 - mmaction - INFO - Epoch [62][300/627] lr: 0.44544, eta: 2 days, 20:17:30, time: 2.378, data_time: 0.001, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5354, loss_cls: 3.3262, loss: 3.3262 2020-04-29 09:17:35,409 - mmaction - INFO - Epoch [62][320/627] lr: 0.44544, eta: 2 days, 20:15:50, time: 2.417, data_time: 0.115, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5354, loss_cls: 3.3137, loss: 3.3137 2020-04-29 09:18:24,001 - mmaction - INFO - Epoch [62][340/627] lr: 0.44544, eta: 2 days, 20:14:10, time: 2.435, data_time: 0.142, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5125, loss_cls: 3.3535, loss: 3.3535 2020-04-29 09:19:12,672 - mmaction - INFO - Epoch [62][360/627] lr: 0.44544, eta: 2 days, 20:12:30, time: 2.434, data_time: 0.193, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4583, loss_cls: 3.4428, loss: 3.4428 2020-04-29 09:20:01,711 - mmaction - INFO - Epoch [62][380/627] lr: 0.44544, eta: 2 days, 20:10:51, time: 2.451, data_time: 0.001, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4854, loss_cls: 3.6146, loss: 3.6146 2020-04-29 09:20:51,915 - mmaction - INFO - Epoch [62][400/627] lr: 0.44544, eta: 2 days, 20:09:14, time: 2.508, data_time: 0.002, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5229, loss_cls: 3.3397, loss: 3.3397 2020-04-29 09:21:44,802 - mmaction - INFO - Epoch [62][420/627] lr: 0.44544, eta: 2 days, 20:07:43, time: 2.647, data_time: 0.009, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5542, loss_cls: 3.2762, loss: 3.2762 2020-04-29 09:22:32,969 - mmaction - INFO - Epoch [62][440/627] lr: 0.44544, eta: 2 days, 20:06:02, time: 2.404, data_time: 0.001, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4875, loss_cls: 3.5419, loss: 3.5419 2020-04-29 09:23:31,963 - mmaction - INFO - Epoch [62][460/627] lr: 0.44544, eta: 2 days, 20:04:43, time: 2.953, data_time: 0.005, memory: 14510, top1_acc: 0.3208, top5_acc: 0.6000, loss_cls: 3.0862, loss: 3.0862 2020-04-29 09:24:27,043 - mmaction - INFO - Epoch [62][480/627] lr: 0.44544, eta: 2 days, 20:03:16, time: 2.753, data_time: 0.001, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4833, loss_cls: 3.5625, loss: 3.5625 2020-04-29 09:25:17,938 - mmaction - INFO - Epoch [62][500/627] lr: 0.44544, eta: 2 days, 20:01:40, time: 2.542, data_time: 0.002, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5229, loss_cls: 3.4485, loss: 3.4485 2020-04-29 09:26:10,505 - mmaction - INFO - Epoch [62][520/627] lr: 0.44544, eta: 2 days, 20:00:08, time: 2.628, data_time: 0.005, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5104, loss_cls: 3.4739, loss: 3.4739 2020-04-29 09:27:00,718 - mmaction - INFO - Epoch [62][540/627] lr: 0.44544, eta: 2 days, 19:58:32, time: 2.515, data_time: 0.012, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.3860, loss: 3.3860 2020-04-29 09:27:50,538 - mmaction - INFO - Epoch [62][560/627] lr: 0.44544, eta: 2 days, 19:56:55, time: 2.488, data_time: 0.001, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5542, loss_cls: 3.3068, loss: 3.3068 2020-04-29 09:28:42,586 - mmaction - INFO - Epoch [62][580/627] lr: 0.44544, eta: 2 days, 19:55:22, time: 2.606, data_time: 0.005, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5083, loss_cls: 3.3743, loss: 3.3743 2020-04-29 09:29:32,472 - mmaction - INFO - Epoch [62][600/627] lr: 0.44544, eta: 2 days, 19:53:45, time: 2.492, data_time: 0.214, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4958, loss_cls: 3.4685, loss: 3.4685 2020-04-29 09:30:21,834 - mmaction - INFO - Epoch [62][620/627] lr: 0.44544, eta: 2 days, 19:52:07, time: 2.463, data_time: 0.003, memory: 14510, top1_acc: 0.2271, top5_acc: 0.4521, loss_cls: 3.6516, loss: 3.6516 2020-04-29 09:32:49,376 - mmaction - INFO - Epoch [63][20/627] lr: 0.44084, eta: 2 days, 19:51:28, time: 5.767, data_time: 3.318, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5188, loss_cls: 3.3972, loss: 3.3972 2020-04-29 09:33:40,282 - mmaction - INFO - Epoch [63][40/627] lr: 0.44084, eta: 2 days, 19:49:53, time: 2.544, data_time: 0.003, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5104, loss_cls: 3.3986, loss: 3.3986 2020-04-29 09:34:32,794 - mmaction - INFO - Epoch [63][60/627] lr: 0.44084, eta: 2 days, 19:48:21, time: 2.624, data_time: 0.004, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5250, loss_cls: 3.4260, loss: 3.4260 2020-04-29 09:35:22,801 - mmaction - INFO - Epoch [63][80/627] lr: 0.44084, eta: 2 days, 19:46:45, time: 2.505, data_time: 0.006, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5646, loss_cls: 3.1345, loss: 3.1345 2020-04-29 09:36:16,058 - mmaction - INFO - Epoch [63][100/627] lr: 0.44084, eta: 2 days, 19:45:14, time: 2.659, data_time: 0.001, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5458, loss_cls: 3.3419, loss: 3.3419 2020-04-29 09:37:05,848 - mmaction - INFO - Epoch [63][120/627] lr: 0.44084, eta: 2 days, 19:43:38, time: 2.494, data_time: 0.005, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5125, loss_cls: 3.4657, loss: 3.4657 2020-04-29 09:37:57,252 - mmaction - INFO - Epoch [63][140/627] lr: 0.44084, eta: 2 days, 19:42:04, time: 2.569, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5021, loss_cls: 3.4369, loss: 3.4369 2020-04-29 09:38:48,506 - mmaction - INFO - Epoch [63][160/627] lr: 0.44084, eta: 2 days, 19:40:30, time: 2.563, data_time: 0.002, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5375, loss_cls: 3.2241, loss: 3.2241 2020-04-29 09:39:38,679 - mmaction - INFO - Epoch [63][180/627] lr: 0.44084, eta: 2 days, 19:38:54, time: 2.510, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5146, loss_cls: 3.3792, loss: 3.3792 2020-04-29 09:40:35,917 - mmaction - INFO - Epoch [63][200/627] lr: 0.44084, eta: 2 days, 19:37:31, time: 2.851, data_time: 0.016, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5521, loss_cls: 3.2483, loss: 3.2483 2020-04-29 09:41:33,180 - mmaction - INFO - Epoch [63][220/627] lr: 0.44084, eta: 2 days, 19:36:09, time: 2.874, data_time: 0.019, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5208, loss_cls: 3.4693, loss: 3.4693 2020-04-29 09:42:27,394 - mmaction - INFO - Epoch [63][240/627] lr: 0.44084, eta: 2 days, 19:34:41, time: 2.709, data_time: 0.001, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5146, loss_cls: 3.4159, loss: 3.4159 2020-04-29 09:43:27,346 - mmaction - INFO - Epoch [63][260/627] lr: 0.44084, eta: 2 days, 19:33:24, time: 2.994, data_time: 0.004, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5208, loss_cls: 3.3998, loss: 3.3998 2020-04-29 09:44:36,711 - mmaction - INFO - Epoch [63][280/627] lr: 0.44084, eta: 2 days, 19:32:24, time: 3.472, data_time: 0.007, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4813, loss_cls: 3.5437, loss: 3.5437 2020-04-29 09:45:29,917 - mmaction - INFO - Epoch [63][300/627] lr: 0.44084, eta: 2 days, 19:30:54, time: 2.662, data_time: 0.009, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5208, loss_cls: 3.4132, loss: 3.4132 2020-04-29 09:46:38,730 - mmaction - INFO - Epoch [63][320/627] lr: 0.44084, eta: 2 days, 19:29:53, time: 3.437, data_time: 0.000, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5146, loss_cls: 3.4082, loss: 3.4082 2020-04-29 09:47:52,099 - mmaction - INFO - Epoch [63][340/627] lr: 0.44084, eta: 2 days, 19:29:01, time: 3.662, data_time: 0.004, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5167, loss_cls: 3.4166, loss: 3.4166 2020-04-29 09:48:55,081 - mmaction - INFO - Epoch [63][360/627] lr: 0.44084, eta: 2 days, 19:27:50, time: 3.155, data_time: 0.012, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5312, loss_cls: 3.3762, loss: 3.3762 2020-04-29 09:49:53,108 - mmaction - INFO - Epoch [63][380/627] lr: 0.44084, eta: 2 days, 19:26:29, time: 2.905, data_time: 0.023, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5062, loss_cls: 3.3901, loss: 3.3901 2020-04-29 09:50:55,343 - mmaction - INFO - Epoch [63][400/627] lr: 0.44084, eta: 2 days, 19:25:16, time: 3.108, data_time: 0.086, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5208, loss_cls: 3.4594, loss: 3.4594 2020-04-29 09:51:55,902 - mmaction - INFO - Epoch [63][420/627] lr: 0.44084, eta: 2 days, 19:24:00, time: 3.030, data_time: 0.598, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5312, loss_cls: 3.3806, loss: 3.3806 2020-04-29 09:52:51,726 - mmaction - INFO - Epoch [63][440/627] lr: 0.44084, eta: 2 days, 19:22:35, time: 2.787, data_time: 0.280, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5104, loss_cls: 3.5231, loss: 3.5231 2020-04-29 09:53:48,734 - mmaction - INFO - Epoch [63][460/627] lr: 0.44084, eta: 2 days, 19:21:12, time: 2.853, data_time: 0.126, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.3199, loss: 3.3199 2020-04-29 09:54:44,909 - mmaction - INFO - Epoch [63][480/627] lr: 0.44084, eta: 2 days, 19:19:48, time: 2.812, data_time: 0.120, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5375, loss_cls: 3.3971, loss: 3.3971 2020-04-29 09:55:43,657 - mmaction - INFO - Epoch [63][500/627] lr: 0.44084, eta: 2 days, 19:18:29, time: 2.932, data_time: 0.001, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5604, loss_cls: 3.1774, loss: 3.1774 2020-04-29 09:56:39,964 - mmaction - INFO - Epoch [63][520/627] lr: 0.44084, eta: 2 days, 19:17:05, time: 2.819, data_time: 0.013, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5000, loss_cls: 3.5216, loss: 3.5216 2020-04-29 09:57:47,500 - mmaction - INFO - Epoch [63][540/627] lr: 0.44084, eta: 2 days, 19:16:02, time: 3.377, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5646, loss_cls: 3.3154, loss: 3.3154 2020-04-29 09:58:44,787 - mmaction - INFO - Epoch [63][560/627] lr: 0.44084, eta: 2 days, 19:14:40, time: 2.866, data_time: 0.003, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5083, loss_cls: 3.4606, loss: 3.4606 2020-04-29 09:59:42,887 - mmaction - INFO - Epoch [63][580/627] lr: 0.44084, eta: 2 days, 19:13:19, time: 2.901, data_time: 0.148, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5042, loss_cls: 3.4754, loss: 3.4754 2020-04-29 10:00:46,293 - mmaction - INFO - Epoch [63][600/627] lr: 0.44084, eta: 2 days, 19:12:08, time: 3.166, data_time: 0.005, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5312, loss_cls: 3.2900, loss: 3.2900 2020-04-29 10:01:45,383 - mmaction - INFO - Epoch [63][620/627] lr: 0.44084, eta: 2 days, 19:10:50, time: 2.961, data_time: 0.281, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5125, loss_cls: 3.4828, loss: 3.4828 2020-04-29 10:04:55,476 - mmaction - INFO - Epoch [64][20/627] lr: 0.43620, eta: 2 days, 19:11:12, time: 7.455, data_time: 4.693, memory: 14510, top1_acc: 0.2896, top5_acc: 0.4875, loss_cls: 3.4502, loss: 3.4502 2020-04-29 10:05:58,359 - mmaction - INFO - Epoch [64][40/627] lr: 0.43620, eta: 2 days, 19:10:01, time: 3.144, data_time: 0.002, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5542, loss_cls: 3.2438, loss: 3.2438 2020-04-29 10:07:05,362 - mmaction - INFO - Epoch [64][60/627] lr: 0.43620, eta: 2 days, 19:08:57, time: 3.346, data_time: 0.001, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 3.3438, loss: 3.3438 2020-04-29 10:08:04,512 - mmaction - INFO - Epoch [64][80/627] lr: 0.43620, eta: 2 days, 19:07:38, time: 2.959, data_time: 0.006, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4604, loss_cls: 3.5430, loss: 3.5430 2020-04-29 10:09:01,647 - mmaction - INFO - Epoch [64][100/627] lr: 0.43620, eta: 2 days, 19:06:16, time: 2.857, data_time: 0.003, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5021, loss_cls: 3.4580, loss: 3.4580 2020-04-29 10:09:59,556 - mmaction - INFO - Epoch [64][120/627] lr: 0.43620, eta: 2 days, 19:04:55, time: 2.896, data_time: 0.004, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5292, loss_cls: 3.3762, loss: 3.3762 2020-04-29 10:10:58,258 - mmaction - INFO - Epoch [64][140/627] lr: 0.43620, eta: 2 days, 19:03:36, time: 2.936, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5146, loss_cls: 3.3854, loss: 3.3854 2020-04-29 10:11:53,154 - mmaction - INFO - Epoch [64][160/627] lr: 0.43620, eta: 2 days, 19:02:09, time: 2.743, data_time: 0.003, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5104, loss_cls: 3.3932, loss: 3.3932 2020-04-29 10:12:50,280 - mmaction - INFO - Epoch [64][180/627] lr: 0.43620, eta: 2 days, 19:00:47, time: 2.858, data_time: 0.061, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5146, loss_cls: 3.3881, loss: 3.3881 2020-04-29 10:13:47,968 - mmaction - INFO - Epoch [64][200/627] lr: 0.43620, eta: 2 days, 18:59:26, time: 2.881, data_time: 0.545, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5083, loss_cls: 3.4173, loss: 3.4173 2020-04-29 10:14:42,877 - mmaction - INFO - Epoch [64][220/627] lr: 0.43620, eta: 2 days, 18:58:00, time: 2.748, data_time: 0.277, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5229, loss_cls: 3.4714, loss: 3.4714 2020-04-29 10:15:44,851 - mmaction - INFO - Epoch [64][240/627] lr: 0.43620, eta: 2 days, 18:56:47, time: 3.097, data_time: 0.021, memory: 14510, top1_acc: 0.2333, top5_acc: 0.5313, loss_cls: 3.4682, loss: 3.4682 2020-04-29 10:16:43,548 - mmaction - INFO - Epoch [64][260/627] lr: 0.43620, eta: 2 days, 18:55:27, time: 2.932, data_time: 0.005, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5000, loss_cls: 3.4651, loss: 3.4651 2020-04-29 10:17:38,793 - mmaction - INFO - Epoch [64][280/627] lr: 0.43620, eta: 2 days, 18:54:02, time: 2.767, data_time: 0.006, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5313, loss_cls: 3.3419, loss: 3.3419 2020-04-29 10:18:37,028 - mmaction - INFO - Epoch [64][300/627] lr: 0.43620, eta: 2 days, 18:52:42, time: 2.913, data_time: 0.002, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5167, loss_cls: 3.4184, loss: 3.4184 2020-04-29 10:19:35,592 - mmaction - INFO - Epoch [64][320/627] lr: 0.43620, eta: 2 days, 18:51:22, time: 2.924, data_time: 0.001, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5354, loss_cls: 3.3557, loss: 3.3557 2020-04-29 10:20:37,324 - mmaction - INFO - Epoch [64][340/627] lr: 0.43620, eta: 2 days, 18:50:09, time: 3.083, data_time: 0.226, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5167, loss_cls: 3.4694, loss: 3.4694 2020-04-29 10:21:33,012 - mmaction - INFO - Epoch [64][360/627] lr: 0.43620, eta: 2 days, 18:48:44, time: 2.792, data_time: 0.106, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4958, loss_cls: 3.5109, loss: 3.5109 2020-04-29 10:22:29,533 - mmaction - INFO - Epoch [64][380/627] lr: 0.43620, eta: 2 days, 18:47:21, time: 2.824, data_time: 0.001, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5833, loss_cls: 3.2001, loss: 3.2001 2020-04-29 10:23:28,810 - mmaction - INFO - Epoch [64][400/627] lr: 0.43620, eta: 2 days, 18:46:03, time: 2.965, data_time: 0.003, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4979, loss_cls: 3.5608, loss: 3.5608 2020-04-29 10:24:26,462 - mmaction - INFO - Epoch [64][420/627] lr: 0.43620, eta: 2 days, 18:44:42, time: 2.882, data_time: 0.041, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5563, loss_cls: 3.3075, loss: 3.3075 2020-04-29 10:25:35,474 - mmaction - INFO - Epoch [64][440/627] lr: 0.43620, eta: 2 days, 18:43:42, time: 3.452, data_time: 0.002, memory: 14510, top1_acc: 0.2333, top5_acc: 0.4729, loss_cls: 3.4962, loss: 3.4962 2020-04-29 10:26:35,164 - mmaction - INFO - Epoch [64][460/627] lr: 0.43620, eta: 2 days, 18:42:25, time: 2.983, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5479, loss_cls: 3.2736, loss: 3.2736 2020-04-29 10:27:31,648 - mmaction - INFO - Epoch [64][480/627] lr: 0.43620, eta: 2 days, 18:41:02, time: 2.824, data_time: 0.003, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5250, loss_cls: 3.3807, loss: 3.3807 2020-04-29 10:28:28,099 - mmaction - INFO - Epoch [64][500/627] lr: 0.43620, eta: 2 days, 18:39:39, time: 2.822, data_time: 0.003, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5354, loss_cls: 3.3980, loss: 3.3980 2020-04-29 10:29:23,072 - mmaction - INFO - Epoch [64][520/627] lr: 0.43620, eta: 2 days, 18:38:13, time: 2.748, data_time: 0.003, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5000, loss_cls: 3.4567, loss: 3.4567 2020-04-29 10:30:18,568 - mmaction - INFO - Epoch [64][540/627] lr: 0.43620, eta: 2 days, 18:36:48, time: 2.774, data_time: 0.006, memory: 14510, top1_acc: 0.2792, top5_acc: 0.4729, loss_cls: 3.5532, loss: 3.5532 2020-04-29 10:31:15,301 - mmaction - INFO - Epoch [64][560/627] lr: 0.43620, eta: 2 days, 18:35:26, time: 2.840, data_time: 0.005, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5271, loss_cls: 3.3198, loss: 3.3198 2020-04-29 10:32:14,031 - mmaction - INFO - Epoch [64][580/627] lr: 0.43620, eta: 2 days, 18:34:07, time: 2.933, data_time: 0.002, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5104, loss_cls: 3.4884, loss: 3.4884 2020-04-29 10:33:12,307 - mmaction - INFO - Epoch [64][600/627] lr: 0.43620, eta: 2 days, 18:32:48, time: 2.916, data_time: 0.005, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5208, loss_cls: 3.4195, loss: 3.4195 2020-04-29 10:34:20,826 - mmaction - INFO - Epoch [64][620/627] lr: 0.43620, eta: 2 days, 18:31:47, time: 3.427, data_time: 0.188, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5188, loss_cls: 3.4257, loss: 3.4257 2020-04-29 10:36:49,101 - mmaction - INFO - Epoch [65][20/627] lr: 0.43151, eta: 2 days, 18:31:09, time: 5.855, data_time: 3.886, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5125, loss_cls: 3.5041, loss: 3.5041 2020-04-29 10:37:46,277 - mmaction - INFO - Epoch [65][40/627] lr: 0.43151, eta: 2 days, 18:29:47, time: 2.858, data_time: 1.342, memory: 14510, top1_acc: 0.2854, top5_acc: 0.4833, loss_cls: 3.4807, loss: 3.4807 2020-04-29 10:38:40,525 - mmaction - INFO - Epoch [65][60/627] lr: 0.43151, eta: 2 days, 18:28:20, time: 2.710, data_time: 0.333, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5396, loss_cls: 3.4039, loss: 3.4039 2020-04-29 10:39:36,958 - mmaction - INFO - Epoch [65][80/627] lr: 0.43151, eta: 2 days, 18:26:57, time: 2.820, data_time: 0.005, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 3.1761, loss: 3.1761 2020-04-29 10:40:35,586 - mmaction - INFO - Epoch [65][100/627] lr: 0.43151, eta: 2 days, 18:25:38, time: 2.927, data_time: 0.005, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5396, loss_cls: 3.2694, loss: 3.2694 2020-04-29 10:41:33,378 - mmaction - INFO - Epoch [65][120/627] lr: 0.43151, eta: 2 days, 18:24:18, time: 2.894, data_time: 0.017, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5188, loss_cls: 3.4369, loss: 3.4369 2020-04-29 10:42:30,559 - mmaction - INFO - Epoch [65][140/627] lr: 0.43151, eta: 2 days, 18:22:57, time: 2.860, data_time: 0.077, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5229, loss_cls: 3.4610, loss: 3.4610 2020-04-29 10:43:33,890 - mmaction - INFO - Epoch [65][160/627] lr: 0.43151, eta: 2 days, 18:21:46, time: 3.169, data_time: 0.765, memory: 14510, top1_acc: 0.2792, top5_acc: 0.4917, loss_cls: 3.4585, loss: 3.4585 2020-04-29 10:44:35,164 - mmaction - INFO - Epoch [65][180/627] lr: 0.43151, eta: 2 days, 18:20:32, time: 3.062, data_time: 0.002, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5271, loss_cls: 3.2565, loss: 3.2565 2020-04-29 10:45:28,431 - mmaction - INFO - Epoch [65][200/627] lr: 0.43151, eta: 2 days, 18:19:04, time: 2.665, data_time: 0.080, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5104, loss_cls: 3.3853, loss: 3.3853 2020-04-29 10:46:24,683 - mmaction - INFO - Epoch [65][220/627] lr: 0.43151, eta: 2 days, 18:17:41, time: 2.807, data_time: 0.001, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5146, loss_cls: 3.3633, loss: 3.3633 2020-04-29 10:47:20,989 - mmaction - INFO - Epoch [65][240/627] lr: 0.43151, eta: 2 days, 18:16:17, time: 2.812, data_time: 0.240, memory: 14510, top1_acc: 0.2563, top5_acc: 0.5188, loss_cls: 3.3619, loss: 3.3619 2020-04-29 10:48:19,590 - mmaction - INFO - Epoch [65][260/627] lr: 0.43151, eta: 2 days, 18:14:59, time: 2.934, data_time: 0.038, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5146, loss_cls: 3.3953, loss: 3.3953 2020-04-29 10:49:17,590 - mmaction - INFO - Epoch [65][280/627] lr: 0.43151, eta: 2 days, 18:13:39, time: 2.900, data_time: 0.006, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5313, loss_cls: 3.2973, loss: 3.2973 2020-04-29 10:50:16,634 - mmaction - INFO - Epoch [65][300/627] lr: 0.43151, eta: 2 days, 18:12:21, time: 2.955, data_time: 0.005, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5333, loss_cls: 3.3916, loss: 3.3916 2020-04-29 10:51:09,690 - mmaction - INFO - Epoch [65][320/627] lr: 0.43151, eta: 2 days, 18:10:53, time: 2.654, data_time: 0.009, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5000, loss_cls: 3.4490, loss: 3.4490 2020-04-29 10:52:06,121 - mmaction - INFO - Epoch [65][340/627] lr: 0.43151, eta: 2 days, 18:09:30, time: 2.821, data_time: 0.001, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4833, loss_cls: 3.5035, loss: 3.5035 2020-04-29 10:53:07,784 - mmaction - INFO - Epoch [65][360/627] lr: 0.43151, eta: 2 days, 18:08:17, time: 3.081, data_time: 0.384, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5104, loss_cls: 3.4412, loss: 3.4412 2020-04-29 10:54:05,300 - mmaction - INFO - Epoch [65][380/627] lr: 0.43151, eta: 2 days, 18:06:56, time: 2.879, data_time: 0.102, memory: 14510, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.6390, loss: 3.6390 2020-04-29 10:55:03,746 - mmaction - INFO - Epoch [65][400/627] lr: 0.43151, eta: 2 days, 18:05:37, time: 2.918, data_time: 0.001, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5271, loss_cls: 3.3995, loss: 3.3995 2020-04-29 10:55:57,763 - mmaction - INFO - Epoch [65][420/627] lr: 0.43151, eta: 2 days, 18:04:10, time: 2.700, data_time: 0.041, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5354, loss_cls: 3.3051, loss: 3.3051 2020-04-29 10:56:53,432 - mmaction - INFO - Epoch [65][440/627] lr: 0.43151, eta: 2 days, 18:02:47, time: 2.786, data_time: 0.103, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5646, loss_cls: 3.2111, loss: 3.2111 2020-04-29 10:57:49,639 - mmaction - INFO - Epoch [65][460/627] lr: 0.43151, eta: 2 days, 18:01:24, time: 2.813, data_time: 0.004, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5271, loss_cls: 3.3418, loss: 3.3418 2020-04-29 10:58:44,222 - mmaction - INFO - Epoch [65][480/627] lr: 0.43151, eta: 2 days, 17:59:58, time: 2.727, data_time: 0.001, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5521, loss_cls: 3.3017, loss: 3.3017 2020-04-29 10:59:39,951 - mmaction - INFO - Epoch [65][500/627] lr: 0.43151, eta: 2 days, 17:58:34, time: 2.786, data_time: 0.004, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5437, loss_cls: 3.2551, loss: 3.2551 2020-04-29 11:00:37,946 - mmaction - INFO - Epoch [65][520/627] lr: 0.43151, eta: 2 days, 17:57:15, time: 2.901, data_time: 0.030, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5271, loss_cls: 3.3835, loss: 3.3835 2020-04-29 11:01:41,823 - mmaction - INFO - Epoch [65][540/627] lr: 0.43151, eta: 2 days, 17:56:06, time: 3.191, data_time: 0.210, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4979, loss_cls: 3.3494, loss: 3.3494 2020-04-29 11:02:53,525 - mmaction - INFO - Epoch [65][560/627] lr: 0.43151, eta: 2 days, 17:55:11, time: 3.587, data_time: 0.892, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5146, loss_cls: 3.4637, loss: 3.4637 2020-04-29 11:03:59,715 - mmaction - INFO - Epoch [65][580/627] lr: 0.43151, eta: 2 days, 17:54:06, time: 3.308, data_time: 0.895, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5583, loss_cls: 3.2324, loss: 3.2324 2020-04-29 11:05:03,371 - mmaction - INFO - Epoch [65][600/627] lr: 0.43151, eta: 2 days, 17:52:56, time: 3.186, data_time: 0.356, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5354, loss_cls: 3.3084, loss: 3.3084 2020-04-29 11:06:01,089 - mmaction - INFO - Epoch [65][620/627] lr: 0.43151, eta: 2 days, 17:51:36, time: 2.884, data_time: 0.001, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5333, loss_cls: 3.2748, loss: 3.2748 2020-04-29 11:09:49,667 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 11:09:50,531 - mmaction - INFO - top1_acc 0.2608 top5_acc 0.5188 2020-04-29 11:09:50,531 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 11:09:50,618 - mmaction - INFO - mean_acc 0.2605 2020-04-29 11:09:50,628 - mmaction - INFO - Epoch [65][627/627] lr: 0.43151, top1_acc: 0.2608, top5_acc: 0.5188, mean_class_accuracy: 0.2605 2020-04-29 11:10:56,735 - mmaction - INFO - Epoch [66][20/627] lr: 0.42679, eta: 2 days, 17:49:27, time: 3.304, data_time: 0.461, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5271, loss_cls: 3.3488, loss: 3.3488 2020-04-29 11:12:04,649 - mmaction - INFO - Epoch [66][40/627] lr: 0.42679, eta: 2 days, 17:48:25, time: 3.394, data_time: 0.001, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4854, loss_cls: 3.6245, loss: 3.6245 2020-04-29 11:12:58,480 - mmaction - INFO - Epoch [66][60/627] lr: 0.42679, eta: 2 days, 17:46:58, time: 2.690, data_time: 0.004, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5354, loss_cls: 3.2703, loss: 3.2703 2020-04-29 11:13:55,357 - mmaction - INFO - Epoch [66][80/627] lr: 0.42679, eta: 2 days, 17:45:37, time: 2.843, data_time: 0.005, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5167, loss_cls: 3.3960, loss: 3.3960 2020-04-29 11:14:49,390 - mmaction - INFO - Epoch [66][100/627] lr: 0.42679, eta: 2 days, 17:44:11, time: 2.702, data_time: 0.005, memory: 14510, top1_acc: 0.2458, top5_acc: 0.5083, loss_cls: 3.3541, loss: 3.3541 2020-04-29 11:15:43,135 - mmaction - INFO - Epoch [66][120/627] lr: 0.42679, eta: 2 days, 17:42:44, time: 2.687, data_time: 0.005, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5438, loss_cls: 3.2471, loss: 3.2471 2020-04-29 11:16:39,826 - mmaction - INFO - Epoch [66][140/627] lr: 0.42679, eta: 2 days, 17:41:22, time: 2.836, data_time: 0.276, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5208, loss_cls: 3.3053, loss: 3.3053 2020-04-29 11:17:33,882 - mmaction - INFO - Epoch [66][160/627] lr: 0.42679, eta: 2 days, 17:39:56, time: 2.701, data_time: 0.412, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5000, loss_cls: 3.3791, loss: 3.3791 2020-04-29 11:18:32,026 - mmaction - INFO - Epoch [66][180/627] lr: 0.42679, eta: 2 days, 17:38:37, time: 2.910, data_time: 0.649, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5479, loss_cls: 3.3357, loss: 3.3357 2020-04-29 11:19:27,231 - mmaction - INFO - Epoch [66][200/627] lr: 0.42679, eta: 2 days, 17:37:13, time: 2.758, data_time: 0.003, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5458, loss_cls: 3.2941, loss: 3.2941 2020-04-29 11:20:33,302 - mmaction - INFO - Epoch [66][220/627] lr: 0.42679, eta: 2 days, 17:36:07, time: 3.280, data_time: 0.006, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5229, loss_cls: 3.2887, loss: 3.2887 2020-04-29 11:21:37,468 - mmaction - INFO - Epoch [66][240/627] lr: 0.42679, eta: 2 days, 17:34:59, time: 3.234, data_time: 0.043, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5167, loss_cls: 3.3540, loss: 3.3540 2020-04-29 11:22:36,142 - mmaction - INFO - Epoch [66][260/627] lr: 0.42679, eta: 2 days, 17:33:41, time: 2.932, data_time: 0.003, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4750, loss_cls: 3.5898, loss: 3.5898 2020-04-29 11:23:41,563 - mmaction - INFO - Epoch [66][280/627] lr: 0.42679, eta: 2 days, 17:32:35, time: 3.271, data_time: 0.085, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4833, loss_cls: 3.5385, loss: 3.5385 2020-04-29 11:24:42,827 - mmaction - INFO - Epoch [66][300/627] lr: 0.42679, eta: 2 days, 17:31:22, time: 3.066, data_time: 0.222, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5417, loss_cls: 3.2864, loss: 3.2864 2020-04-29 11:25:42,821 - mmaction - INFO - Epoch [66][320/627] lr: 0.42679, eta: 2 days, 17:30:06, time: 2.998, data_time: 0.025, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.2499, loss: 3.2499 2020-04-29 11:26:41,449 - mmaction - INFO - Epoch [66][340/627] lr: 0.42679, eta: 2 days, 17:28:48, time: 2.932, data_time: 0.003, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5250, loss_cls: 3.4208, loss: 3.4208 2020-04-29 11:27:38,781 - mmaction - INFO - Epoch [66][360/627] lr: 0.42679, eta: 2 days, 17:27:28, time: 2.868, data_time: 0.002, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5208, loss_cls: 3.3537, loss: 3.3537 2020-04-29 11:28:33,441 - mmaction - INFO - Epoch [66][380/627] lr: 0.42679, eta: 2 days, 17:26:03, time: 2.732, data_time: 0.001, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5271, loss_cls: 3.2357, loss: 3.2357 2020-04-29 11:29:34,018 - mmaction - INFO - Epoch [66][400/627] lr: 0.42679, eta: 2 days, 17:24:48, time: 3.028, data_time: 0.006, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5625, loss_cls: 3.2467, loss: 3.2467 2020-04-29 11:30:40,744 - mmaction - INFO - Epoch [66][420/627] lr: 0.42679, eta: 2 days, 17:23:44, time: 3.337, data_time: 0.012, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5146, loss_cls: 3.3920, loss: 3.3920 2020-04-29 11:31:37,525 - mmaction - INFO - Epoch [66][440/627] lr: 0.42679, eta: 2 days, 17:22:23, time: 2.840, data_time: 0.266, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5271, loss_cls: 3.3210, loss: 3.3210 2020-04-29 11:32:36,180 - mmaction - INFO - Epoch [66][460/627] lr: 0.42679, eta: 2 days, 17:21:05, time: 2.932, data_time: 0.000, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5229, loss_cls: 3.2945, loss: 3.2945 2020-04-29 11:33:34,937 - mmaction - INFO - Epoch [66][480/627] lr: 0.42679, eta: 2 days, 17:19:48, time: 2.938, data_time: 0.004, memory: 14510, top1_acc: 0.2312, top5_acc: 0.5167, loss_cls: 3.5007, loss: 3.5007 2020-04-29 11:34:34,103 - mmaction - INFO - Epoch [66][500/627] lr: 0.42679, eta: 2 days, 17:18:31, time: 2.958, data_time: 0.001, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5125, loss_cls: 3.4412, loss: 3.4412 2020-04-29 11:35:29,560 - mmaction - INFO - Epoch [66][520/627] lr: 0.42679, eta: 2 days, 17:17:07, time: 2.773, data_time: 0.001, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4875, loss_cls: 3.4704, loss: 3.4704 2020-04-29 11:36:25,871 - mmaction - INFO - Epoch [66][540/627] lr: 0.42679, eta: 2 days, 17:15:45, time: 2.815, data_time: 0.250, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5458, loss_cls: 3.3168, loss: 3.3168 2020-04-29 11:37:23,804 - mmaction - INFO - Epoch [66][560/627] lr: 0.42679, eta: 2 days, 17:14:26, time: 2.895, data_time: 0.900, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5188, loss_cls: 3.3880, loss: 3.3880 2020-04-29 11:38:23,160 - mmaction - INFO - Epoch [66][580/627] lr: 0.42679, eta: 2 days, 17:13:10, time: 2.970, data_time: 0.004, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5104, loss_cls: 3.4442, loss: 3.4442 2020-04-29 11:39:31,995 - mmaction - INFO - Epoch [66][600/627] lr: 0.42679, eta: 2 days, 17:12:09, time: 3.428, data_time: 0.001, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5000, loss_cls: 3.4307, loss: 3.4307 2020-04-29 11:40:36,362 - mmaction - INFO - Epoch [66][620/627] lr: 0.42679, eta: 2 days, 17:11:02, time: 3.224, data_time: 0.015, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5396, loss_cls: 3.4313, loss: 3.4313 2020-04-29 11:43:57,382 - mmaction - INFO - Epoch [67][20/627] lr: 0.42202, eta: 2 days, 17:11:58, time: 8.644, data_time: 5.568, memory: 14510, top1_acc: 0.2458, top5_acc: 0.4812, loss_cls: 3.5635, loss: 3.5635 2020-04-29 11:44:57,236 - mmaction - INFO - Epoch [67][40/627] lr: 0.42202, eta: 2 days, 17:10:42, time: 2.987, data_time: 0.001, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5188, loss_cls: 3.3216, loss: 3.3216 2020-04-29 11:45:55,509 - mmaction - INFO - Epoch [67][60/627] lr: 0.42202, eta: 2 days, 17:09:24, time: 2.916, data_time: 0.007, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5250, loss_cls: 3.3906, loss: 3.3906 2020-04-29 11:46:52,710 - mmaction - INFO - Epoch [67][80/627] lr: 0.42202, eta: 2 days, 17:08:04, time: 2.861, data_time: 0.004, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5354, loss_cls: 3.4103, loss: 3.4103 2020-04-29 11:47:52,042 - mmaction - INFO - Epoch [67][100/627] lr: 0.42202, eta: 2 days, 17:06:47, time: 2.965, data_time: 0.004, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5021, loss_cls: 3.4537, loss: 3.4537 2020-04-29 11:48:55,922 - mmaction - INFO - Epoch [67][120/627] lr: 0.42202, eta: 2 days, 17:05:38, time: 3.197, data_time: 0.320, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5479, loss_cls: 3.2577, loss: 3.2577 2020-04-29 11:49:55,196 - mmaction - INFO - Epoch [67][140/627] lr: 0.42202, eta: 2 days, 17:04:22, time: 2.964, data_time: 0.568, memory: 14510, top1_acc: 0.2396, top5_acc: 0.4833, loss_cls: 3.4728, loss: 3.4728 2020-04-29 11:50:53,216 - mmaction - INFO - Epoch [67][160/627] lr: 0.42202, eta: 2 days, 17:03:03, time: 2.896, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5354, loss_cls: 3.2976, loss: 3.2976 2020-04-29 11:51:56,371 - mmaction - INFO - Epoch [67][180/627] lr: 0.42202, eta: 2 days, 17:01:53, time: 3.161, data_time: 0.006, memory: 14510, top1_acc: 0.2500, top5_acc: 0.4833, loss_cls: 3.6407, loss: 3.6407 2020-04-29 11:52:57,362 - mmaction - INFO - Epoch [67][200/627] lr: 0.42202, eta: 2 days, 17:00:39, time: 3.047, data_time: 0.003, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5104, loss_cls: 3.3956, loss: 3.3956 2020-04-29 11:53:56,026 - mmaction - INFO - Epoch [67][220/627] lr: 0.42202, eta: 2 days, 16:59:21, time: 2.936, data_time: 0.225, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5271, loss_cls: 3.3641, loss: 3.3641 2020-04-29 11:54:54,491 - mmaction - INFO - Epoch [67][240/627] lr: 0.42202, eta: 2 days, 16:58:03, time: 2.925, data_time: 0.033, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4896, loss_cls: 3.4965, loss: 3.4965 2020-04-29 11:55:52,835 - mmaction - INFO - Epoch [67][260/627] lr: 0.42202, eta: 2 days, 16:56:45, time: 2.917, data_time: 0.001, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5333, loss_cls: 3.3614, loss: 3.3614 2020-04-29 11:56:54,476 - mmaction - INFO - Epoch [67][280/627] lr: 0.42202, eta: 2 days, 16:55:33, time: 3.083, data_time: 0.012, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5229, loss_cls: 3.3078, loss: 3.3078 2020-04-29 11:58:01,287 - mmaction - INFO - Epoch [67][300/627] lr: 0.42202, eta: 2 days, 16:54:29, time: 3.337, data_time: 0.086, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5396, loss_cls: 3.3394, loss: 3.3394 2020-04-29 11:59:08,487 - mmaction - INFO - Epoch [67][320/627] lr: 0.42202, eta: 2 days, 16:53:26, time: 3.363, data_time: 0.195, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5500, loss_cls: 3.2627, loss: 3.2627 2020-04-29 12:00:13,987 - mmaction - INFO - Epoch [67][340/627] lr: 0.42202, eta: 2 days, 16:52:20, time: 3.266, data_time: 0.120, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5125, loss_cls: 3.4234, loss: 3.4234 2020-04-29 12:01:18,060 - mmaction - INFO - Epoch [67][360/627] lr: 0.42202, eta: 2 days, 16:51:12, time: 3.210, data_time: 0.180, memory: 14510, top1_acc: 0.2396, top5_acc: 0.5188, loss_cls: 3.4265, loss: 3.4265 2020-04-29 12:02:23,586 - mmaction - INFO - Epoch [67][380/627] lr: 0.42202, eta: 2 days, 16:50:06, time: 3.279, data_time: 0.004, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5188, loss_cls: 3.3559, loss: 3.3559 2020-04-29 12:03:31,723 - mmaction - INFO - Epoch [67][400/627] lr: 0.42202, eta: 2 days, 16:49:04, time: 3.403, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5292, loss_cls: 3.3096, loss: 3.3096 2020-04-29 12:04:34,940 - mmaction - INFO - Epoch [67][420/627] lr: 0.42202, eta: 2 days, 16:47:55, time: 3.163, data_time: 0.006, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5000, loss_cls: 3.5270, loss: 3.5270 2020-04-29 12:05:40,948 - mmaction - INFO - Epoch [67][440/627] lr: 0.42202, eta: 2 days, 16:46:50, time: 3.303, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5333, loss_cls: 3.3049, loss: 3.3049 2020-04-29 12:06:57,840 - mmaction - INFO - Epoch [67][460/627] lr: 0.42202, eta: 2 days, 16:46:03, time: 3.844, data_time: 0.001, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5438, loss_cls: 3.3019, loss: 3.3019 2020-04-29 12:08:18,313 - mmaction - INFO - Epoch [67][480/627] lr: 0.42202, eta: 2 days, 16:45:22, time: 4.023, data_time: 0.003, memory: 14510, top1_acc: 0.2708, top5_acc: 0.4854, loss_cls: 3.5476, loss: 3.5476 2020-04-29 12:09:26,879 - mmaction - INFO - Epoch [67][500/627] lr: 0.42202, eta: 2 days, 16:44:22, time: 3.426, data_time: 0.001, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5313, loss_cls: 3.2857, loss: 3.2857 2020-04-29 12:10:31,878 - mmaction - INFO - Epoch [67][520/627] lr: 0.42202, eta: 2 days, 16:43:15, time: 3.251, data_time: 0.008, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5208, loss_cls: 3.4022, loss: 3.4022 2020-04-29 12:11:37,024 - mmaction - INFO - Epoch [67][540/627] lr: 0.42202, eta: 2 days, 16:42:08, time: 3.254, data_time: 0.307, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5000, loss_cls: 3.5070, loss: 3.5070 2020-04-29 12:12:41,577 - mmaction - INFO - Epoch [67][560/627] lr: 0.42202, eta: 2 days, 16:41:01, time: 3.230, data_time: 0.625, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5375, loss_cls: 3.3526, loss: 3.3526 2020-04-29 12:13:44,706 - mmaction - INFO - Epoch [67][580/627] lr: 0.42202, eta: 2 days, 16:39:51, time: 3.157, data_time: 0.012, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5354, loss_cls: 3.3445, loss: 3.3445 2020-04-29 12:14:47,694 - mmaction - INFO - Epoch [67][600/627] lr: 0.42202, eta: 2 days, 16:38:40, time: 3.146, data_time: 0.002, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5104, loss_cls: 3.3719, loss: 3.3719 2020-04-29 12:15:50,963 - mmaction - INFO - Epoch [67][620/627] lr: 0.42202, eta: 2 days, 16:37:31, time: 3.166, data_time: 0.011, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5396, loss_cls: 3.2842, loss: 3.2842 2020-04-29 12:19:13,395 - mmaction - INFO - Epoch [68][20/627] lr: 0.41722, eta: 2 days, 16:38:09, time: 8.183, data_time: 5.030, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5479, loss_cls: 3.2886, loss: 3.2886 2020-04-29 12:20:14,562 - mmaction - INFO - Epoch [68][40/627] lr: 0.41722, eta: 2 days, 16:36:55, time: 3.059, data_time: 0.137, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5333, loss_cls: 3.3275, loss: 3.3275 2020-04-29 12:21:13,675 - mmaction - INFO - Epoch [68][60/627] lr: 0.41722, eta: 2 days, 16:35:39, time: 2.958, data_time: 0.018, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5604, loss_cls: 3.2858, loss: 3.2858 2020-04-29 12:22:16,238 - mmaction - INFO - Epoch [68][80/627] lr: 0.41722, eta: 2 days, 16:34:28, time: 3.129, data_time: 0.002, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5188, loss_cls: 3.3256, loss: 3.3256 2020-04-29 12:23:23,050 - mmaction - INFO - Epoch [68][100/627] lr: 0.41722, eta: 2 days, 16:33:23, time: 3.332, data_time: 0.002, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5063, loss_cls: 3.3985, loss: 3.3985 2020-04-29 12:24:36,018 - mmaction - INFO - Epoch [68][120/627] lr: 0.41722, eta: 2 days, 16:32:30, time: 3.658, data_time: 0.033, memory: 14510, top1_acc: 0.2833, top5_acc: 0.4854, loss_cls: 3.3959, loss: 3.3959 2020-04-29 12:25:46,455 - mmaction - INFO - Epoch [68][140/627] lr: 0.41722, eta: 2 days, 16:31:32, time: 3.493, data_time: 0.052, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5104, loss_cls: 3.3613, loss: 3.3613 2020-04-29 12:27:00,546 - mmaction - INFO - Epoch [68][160/627] lr: 0.41722, eta: 2 days, 16:30:41, time: 3.733, data_time: 0.047, memory: 14510, top1_acc: 0.2229, top5_acc: 0.4979, loss_cls: 3.5046, loss: 3.5046 2020-04-29 12:28:15,144 - mmaction - INFO - Epoch [68][180/627] lr: 0.41722, eta: 2 days, 16:29:50, time: 3.729, data_time: 0.503, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5021, loss_cls: 3.5101, loss: 3.5101 2020-04-29 12:29:25,038 - mmaction - INFO - Epoch [68][200/627] lr: 0.41722, eta: 2 days, 16:28:51, time: 3.496, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5229, loss_cls: 3.3589, loss: 3.3589 2020-04-29 12:30:28,139 - mmaction - INFO - Epoch [68][220/627] lr: 0.41722, eta: 2 days, 16:27:41, time: 3.154, data_time: 0.002, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5250, loss_cls: 3.4442, loss: 3.4442 2020-04-29 12:31:31,563 - mmaction - INFO - Epoch [68][240/627] lr: 0.41722, eta: 2 days, 16:26:32, time: 3.172, data_time: 0.003, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5375, loss_cls: 3.3240, loss: 3.3240 2020-04-29 12:32:34,331 - mmaction - INFO - Epoch [68][260/627] lr: 0.41722, eta: 2 days, 16:25:21, time: 3.137, data_time: 0.003, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5313, loss_cls: 3.3740, loss: 3.3740 2020-04-29 12:33:38,526 - mmaction - INFO - Epoch [68][280/627] lr: 0.41722, eta: 2 days, 16:24:13, time: 3.210, data_time: 0.003, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5208, loss_cls: 3.4043, loss: 3.4043 2020-04-29 12:34:40,014 - mmaction - INFO - Epoch [68][300/627] lr: 0.41722, eta: 2 days, 16:23:00, time: 3.076, data_time: 0.003, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5333, loss_cls: 3.3751, loss: 3.3751 2020-04-29 12:35:50,033 - mmaction - INFO - Epoch [68][320/627] lr: 0.41722, eta: 2 days, 16:22:02, time: 3.498, data_time: 0.045, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5396, loss_cls: 3.2576, loss: 3.2576 2020-04-29 12:36:52,976 - mmaction - INFO - Epoch [68][340/627] lr: 0.41722, eta: 2 days, 16:20:51, time: 3.150, data_time: 0.004, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5375, loss_cls: 3.3490, loss: 3.3490 2020-04-29 12:37:53,778 - mmaction - INFO - Epoch [68][360/627] lr: 0.41722, eta: 2 days, 16:19:37, time: 3.035, data_time: 0.024, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5208, loss_cls: 3.3926, loss: 3.3926 2020-04-29 12:38:56,507 - mmaction - INFO - Epoch [68][380/627] lr: 0.41722, eta: 2 days, 16:18:27, time: 3.137, data_time: 0.084, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5292, loss_cls: 3.3330, loss: 3.3330 2020-04-29 12:39:57,138 - mmaction - INFO - Epoch [68][400/627] lr: 0.41722, eta: 2 days, 16:17:13, time: 3.032, data_time: 0.005, memory: 14510, top1_acc: 0.2792, top5_acc: 0.4979, loss_cls: 3.3831, loss: 3.3831 2020-04-29 12:41:00,980 - mmaction - INFO - Epoch [68][420/627] lr: 0.41722, eta: 2 days, 16:16:04, time: 3.189, data_time: 0.201, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5250, loss_cls: 3.2565, loss: 3.2565 2020-04-29 12:42:07,638 - mmaction - INFO - Epoch [68][440/627] lr: 0.41722, eta: 2 days, 16:15:00, time: 3.340, data_time: 0.016, memory: 14510, top1_acc: 0.2750, top5_acc: 0.4875, loss_cls: 3.5121, loss: 3.5121 2020-04-29 12:43:09,282 - mmaction - INFO - Epoch [68][460/627] lr: 0.41722, eta: 2 days, 16:13:47, time: 3.080, data_time: 0.001, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5437, loss_cls: 3.3158, loss: 3.3158 2020-04-29 12:44:10,598 - mmaction - INFO - Epoch [68][480/627] lr: 0.41722, eta: 2 days, 16:12:34, time: 3.061, data_time: 0.004, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4708, loss_cls: 3.5852, loss: 3.5852 2020-04-29 12:45:23,218 - mmaction - INFO - Epoch [68][500/627] lr: 0.41722, eta: 2 days, 16:11:40, time: 3.638, data_time: 0.191, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5042, loss_cls: 3.4753, loss: 3.4753 2020-04-29 12:46:26,779 - mmaction - INFO - Epoch [68][520/627] lr: 0.41722, eta: 2 days, 16:10:31, time: 3.176, data_time: 0.001, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5271, loss_cls: 3.4709, loss: 3.4709 2020-04-29 12:47:34,091 - mmaction - INFO - Epoch [68][540/627] lr: 0.41722, eta: 2 days, 16:09:28, time: 3.368, data_time: 0.027, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5688, loss_cls: 3.3319, loss: 3.3319 2020-04-29 12:48:37,937 - mmaction - INFO - Epoch [68][560/627] lr: 0.41722, eta: 2 days, 16:08:19, time: 3.188, data_time: 0.704, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5271, loss_cls: 3.2751, loss: 3.2751 2020-04-29 12:49:40,040 - mmaction - INFO - Epoch [68][580/627] lr: 0.41722, eta: 2 days, 16:07:07, time: 3.106, data_time: 0.984, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5146, loss_cls: 3.3223, loss: 3.3223 2020-04-29 12:50:39,891 - mmaction - INFO - Epoch [68][600/627] lr: 0.41722, eta: 2 days, 16:05:52, time: 2.996, data_time: 0.300, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5563, loss_cls: 3.2492, loss: 3.2492 2020-04-29 12:51:38,232 - mmaction - INFO - Epoch [68][620/627] lr: 0.41722, eta: 2 days, 16:04:34, time: 2.916, data_time: 0.002, memory: 14510, top1_acc: 0.2583, top5_acc: 0.4979, loss_cls: 3.4403, loss: 3.4403 2020-04-29 12:54:46,465 - mmaction - INFO - Epoch [69][20/627] lr: 0.41238, eta: 2 days, 16:05:00, time: 7.922, data_time: 5.017, memory: 14510, top1_acc: 0.2250, top5_acc: 0.4917, loss_cls: 3.6133, loss: 3.6133 2020-04-29 12:55:45,172 - mmaction - INFO - Epoch [69][40/627] lr: 0.41238, eta: 2 days, 16:03:43, time: 2.930, data_time: 0.001, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5542, loss_cls: 3.2077, loss: 3.2077 2020-04-29 12:56:41,372 - mmaction - INFO - Epoch [69][60/627] lr: 0.41238, eta: 2 days, 16:02:22, time: 2.815, data_time: 0.243, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5229, loss_cls: 3.3013, loss: 3.3013 2020-04-29 12:57:48,005 - mmaction - INFO - Epoch [69][80/627] lr: 0.41238, eta: 2 days, 16:01:18, time: 3.331, data_time: 0.044, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5333, loss_cls: 3.3950, loss: 3.3950 2020-04-29 12:58:52,036 - mmaction - INFO - Epoch [69][100/627] lr: 0.41238, eta: 2 days, 16:00:09, time: 3.202, data_time: 0.002, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5271, loss_cls: 3.2470, loss: 3.2470 2020-04-29 12:59:59,499 - mmaction - INFO - Epoch [69][120/627] lr: 0.41238, eta: 2 days, 15:59:06, time: 3.372, data_time: 0.002, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5104, loss_cls: 3.4970, loss: 3.4970 2020-04-29 13:00:59,248 - mmaction - INFO - Epoch [69][140/627] lr: 0.41238, eta: 2 days, 15:57:51, time: 2.987, data_time: 0.063, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5354, loss_cls: 3.2949, loss: 3.2949 2020-04-29 13:01:59,070 - mmaction - INFO - Epoch [69][160/627] lr: 0.41238, eta: 2 days, 15:56:35, time: 2.991, data_time: 0.603, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5042, loss_cls: 3.4635, loss: 3.4635 2020-04-29 13:03:11,806 - mmaction - INFO - Epoch [69][180/627] lr: 0.41238, eta: 2 days, 15:55:41, time: 3.636, data_time: 0.567, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5083, loss_cls: 3.3815, loss: 3.3815 2020-04-29 13:04:11,747 - mmaction - INFO - Epoch [69][200/627] lr: 0.41238, eta: 2 days, 15:54:26, time: 2.999, data_time: 0.011, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5167, loss_cls: 3.4087, loss: 3.4087 2020-04-29 13:05:12,175 - mmaction - INFO - Epoch [69][220/627] lr: 0.41238, eta: 2 days, 15:53:12, time: 3.024, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5083, loss_cls: 3.3605, loss: 3.3605 2020-04-29 13:06:08,806 - mmaction - INFO - Epoch [69][240/627] lr: 0.41238, eta: 2 days, 15:51:51, time: 2.830, data_time: 0.001, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5125, loss_cls: 3.3899, loss: 3.3899 2020-04-29 13:07:10,166 - mmaction - INFO - Epoch [69][260/627] lr: 0.41238, eta: 2 days, 15:50:38, time: 3.068, data_time: 0.003, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5354, loss_cls: 3.2885, loss: 3.2885 2020-04-29 13:08:06,320 - mmaction - INFO - Epoch [69][280/627] lr: 0.41238, eta: 2 days, 15:49:17, time: 2.808, data_time: 0.002, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5062, loss_cls: 3.3557, loss: 3.3557 2020-04-29 13:09:06,435 - mmaction - INFO - Epoch [69][300/627] lr: 0.41238, eta: 2 days, 15:48:02, time: 3.005, data_time: 0.005, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5333, loss_cls: 3.3435, loss: 3.3435 2020-04-29 13:10:05,069 - mmaction - INFO - Epoch [69][320/627] lr: 0.41238, eta: 2 days, 15:46:45, time: 2.931, data_time: 0.002, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5542, loss_cls: 3.3241, loss: 3.3241 2020-04-29 13:10:59,928 - mmaction - INFO - Epoch [69][340/627] lr: 0.41238, eta: 2 days, 15:45:22, time: 2.742, data_time: 0.004, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5542, loss_cls: 3.2525, loss: 3.2525 2020-04-29 13:11:57,266 - mmaction - INFO - Epoch [69][360/627] lr: 0.41238, eta: 2 days, 15:44:02, time: 2.864, data_time: 0.029, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4958, loss_cls: 3.6144, loss: 3.6144 2020-04-29 13:12:59,568 - mmaction - INFO - Epoch [69][380/627] lr: 0.41238, eta: 2 days, 15:42:51, time: 3.117, data_time: 0.017, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5292, loss_cls: 3.3621, loss: 3.3621 2020-04-29 13:13:55,226 - mmaction - INFO - Epoch [69][400/627] lr: 0.41238, eta: 2 days, 15:41:29, time: 2.785, data_time: 0.005, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4813, loss_cls: 3.4281, loss: 3.4281 2020-04-29 13:14:50,391 - mmaction - INFO - Epoch [69][420/627] lr: 0.41238, eta: 2 days, 15:40:07, time: 2.755, data_time: 0.003, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5083, loss_cls: 3.3344, loss: 3.3344 2020-04-29 13:15:46,261 - mmaction - INFO - Epoch [69][440/627] lr: 0.41238, eta: 2 days, 15:38:45, time: 2.796, data_time: 0.023, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5229, loss_cls: 3.4060, loss: 3.4060 2020-04-29 13:16:44,476 - mmaction - INFO - Epoch [69][460/627] lr: 0.41238, eta: 2 days, 15:37:27, time: 2.911, data_time: 0.002, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5396, loss_cls: 3.3316, loss: 3.3316 2020-04-29 13:17:42,250 - mmaction - INFO - Epoch [69][480/627] lr: 0.41238, eta: 2 days, 15:36:09, time: 2.887, data_time: 0.029, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5271, loss_cls: 3.3887, loss: 3.3887 2020-04-29 13:18:37,536 - mmaction - INFO - Epoch [69][500/627] lr: 0.41238, eta: 2 days, 15:34:47, time: 2.767, data_time: 0.004, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4854, loss_cls: 3.6006, loss: 3.6006 2020-04-29 13:19:32,511 - mmaction - INFO - Epoch [69][520/627] lr: 0.41238, eta: 2 days, 15:33:24, time: 2.747, data_time: 0.143, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5438, loss_cls: 3.3189, loss: 3.3189 2020-04-29 13:20:29,447 - mmaction - INFO - Epoch [69][540/627] lr: 0.41238, eta: 2 days, 15:32:04, time: 2.845, data_time: 0.045, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5229, loss_cls: 3.4991, loss: 3.4991 2020-04-29 13:21:42,383 - mmaction - INFO - Epoch [69][560/627] lr: 0.41238, eta: 2 days, 15:31:10, time: 3.648, data_time: 0.047, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5188, loss_cls: 3.4623, loss: 3.4623 2020-04-29 13:22:38,826 - mmaction - INFO - Epoch [69][580/627] lr: 0.41238, eta: 2 days, 15:29:50, time: 2.824, data_time: 0.006, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5187, loss_cls: 3.4342, loss: 3.4342 2020-04-29 13:23:45,631 - mmaction - INFO - Epoch [69][600/627] lr: 0.41238, eta: 2 days, 15:28:46, time: 3.341, data_time: 0.771, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5042, loss_cls: 3.3724, loss: 3.3724 2020-04-29 13:24:45,391 - mmaction - INFO - Epoch [69][620/627] lr: 0.41238, eta: 2 days, 15:27:31, time: 2.989, data_time: 1.496, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5458, loss_cls: 3.3449, loss: 3.3449 2020-04-29 13:27:29,218 - mmaction - INFO - Epoch [70][20/627] lr: 0.40751, eta: 2 days, 15:27:13, time: 6.639, data_time: 3.650, memory: 14510, top1_acc: 0.2771, top5_acc: 0.4938, loss_cls: 3.4065, loss: 3.4065 2020-04-29 13:28:29,682 - mmaction - INFO - Epoch [70][40/627] lr: 0.40751, eta: 2 days, 15:25:59, time: 3.020, data_time: 0.244, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5292, loss_cls: 3.3397, loss: 3.3397 2020-04-29 13:29:29,032 - mmaction - INFO - Epoch [70][60/627] lr: 0.40751, eta: 2 days, 15:24:43, time: 2.971, data_time: 0.087, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.2981, loss: 3.2981 2020-04-29 13:30:35,063 - mmaction - INFO - Epoch [70][80/627] lr: 0.40751, eta: 2 days, 15:23:38, time: 3.302, data_time: 0.022, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5083, loss_cls: 3.4271, loss: 3.4271 2020-04-29 13:31:34,102 - mmaction - INFO - Epoch [70][100/627] lr: 0.40751, eta: 2 days, 15:22:22, time: 2.947, data_time: 0.000, memory: 14510, top1_acc: 0.2708, top5_acc: 0.4938, loss_cls: 3.3521, loss: 3.3521 2020-04-29 13:32:36,963 - mmaction - INFO - Epoch [70][120/627] lr: 0.40751, eta: 2 days, 15:21:12, time: 3.144, data_time: 0.005, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5688, loss_cls: 3.2275, loss: 3.2275 2020-04-29 13:33:35,712 - mmaction - INFO - Epoch [70][140/627] lr: 0.40751, eta: 2 days, 15:19:55, time: 2.937, data_time: 0.305, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5750, loss_cls: 3.1531, loss: 3.1531 2020-04-29 13:34:35,417 - mmaction - INFO - Epoch [70][160/627] lr: 0.40751, eta: 2 days, 15:18:40, time: 2.986, data_time: 0.583, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5583, loss_cls: 3.3409, loss: 3.3409 2020-04-29 13:35:36,844 - mmaction - INFO - Epoch [70][180/627] lr: 0.40751, eta: 2 days, 15:17:27, time: 3.071, data_time: 0.011, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5479, loss_cls: 3.3430, loss: 3.3430 2020-04-29 13:36:35,146 - mmaction - INFO - Epoch [70][200/627] lr: 0.40751, eta: 2 days, 15:16:10, time: 2.915, data_time: 0.004, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5458, loss_cls: 3.3783, loss: 3.3783 2020-04-29 13:37:34,979 - mmaction - INFO - Epoch [70][220/627] lr: 0.40751, eta: 2 days, 15:14:55, time: 2.994, data_time: 0.096, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5667, loss_cls: 3.2440, loss: 3.2440 2020-04-29 13:38:42,864 - mmaction - INFO - Epoch [70][240/627] lr: 0.40751, eta: 2 days, 15:13:53, time: 3.391, data_time: 1.876, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5250, loss_cls: 3.3883, loss: 3.3883 2020-04-29 13:39:40,738 - mmaction - INFO - Epoch [70][260/627] lr: 0.40751, eta: 2 days, 15:12:35, time: 2.897, data_time: 0.395, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5188, loss_cls: 3.3792, loss: 3.3792 2020-04-29 13:41:01,431 - mmaction - INFO - Epoch [70][280/627] lr: 0.40751, eta: 2 days, 15:11:53, time: 4.018, data_time: 0.036, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5021, loss_cls: 3.3762, loss: 3.3762 2020-04-29 13:42:10,286 - mmaction - INFO - Epoch [70][300/627] lr: 0.40751, eta: 2 days, 15:10:53, time: 3.455, data_time: 0.027, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5271, loss_cls: 3.3572, loss: 3.3572 2020-04-29 13:43:13,277 - mmaction - INFO - Epoch [70][320/627] lr: 0.40751, eta: 2 days, 15:09:43, time: 3.153, data_time: 0.005, memory: 14510, top1_acc: 0.2354, top5_acc: 0.4896, loss_cls: 3.6077, loss: 3.6077 2020-04-29 13:44:10,808 - mmaction - INFO - Epoch [70][340/627] lr: 0.40751, eta: 2 days, 15:08:25, time: 2.875, data_time: 0.002, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5125, loss_cls: 3.4361, loss: 3.4361 2020-04-29 13:45:09,724 - mmaction - INFO - Epoch [70][360/627] lr: 0.40751, eta: 2 days, 15:07:08, time: 2.946, data_time: 0.004, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5500, loss_cls: 3.4321, loss: 3.4321 2020-04-29 13:46:08,238 - mmaction - INFO - Epoch [70][380/627] lr: 0.40751, eta: 2 days, 15:05:51, time: 2.924, data_time: 0.004, memory: 14510, top1_acc: 0.2688, top5_acc: 0.4958, loss_cls: 3.4600, loss: 3.4600 2020-04-29 13:47:04,463 - mmaction - INFO - Epoch [70][400/627] lr: 0.40751, eta: 2 days, 15:04:31, time: 2.812, data_time: 0.005, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5437, loss_cls: 3.2461, loss: 3.2461 2020-04-29 13:48:00,212 - mmaction - INFO - Epoch [70][420/627] lr: 0.40751, eta: 2 days, 15:03:10, time: 2.792, data_time: 0.045, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5083, loss_cls: 3.5110, loss: 3.5110 2020-04-29 13:48:57,678 - mmaction - INFO - Epoch [70][440/627] lr: 0.40751, eta: 2 days, 15:01:51, time: 2.871, data_time: 0.012, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5000, loss_cls: 3.4016, loss: 3.4016 2020-04-29 13:50:03,524 - mmaction - INFO - Epoch [70][460/627] lr: 0.40751, eta: 2 days, 15:00:46, time: 3.293, data_time: 0.004, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5563, loss_cls: 3.3155, loss: 3.3155 2020-04-29 13:50:59,399 - mmaction - INFO - Epoch [70][480/627] lr: 0.40751, eta: 2 days, 14:59:25, time: 2.790, data_time: 0.003, memory: 14510, top1_acc: 0.2375, top5_acc: 0.5104, loss_cls: 3.5024, loss: 3.5024 2020-04-29 13:51:55,166 - mmaction - INFO - Epoch [70][500/627] lr: 0.40751, eta: 2 days, 14:58:03, time: 2.792, data_time: 0.009, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5438, loss_cls: 3.3536, loss: 3.3536 2020-04-29 13:52:51,073 - mmaction - INFO - Epoch [70][520/627] lr: 0.40751, eta: 2 days, 14:56:43, time: 2.797, data_time: 0.003, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5000, loss_cls: 3.4231, loss: 3.4231 2020-04-29 13:53:49,820 - mmaction - INFO - Epoch [70][540/627] lr: 0.40751, eta: 2 days, 14:55:26, time: 2.937, data_time: 0.006, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5333, loss_cls: 3.3845, loss: 3.3845 2020-04-29 13:54:47,504 - mmaction - INFO - Epoch [70][560/627] lr: 0.40751, eta: 2 days, 14:54:08, time: 2.885, data_time: 0.011, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5437, loss_cls: 3.2408, loss: 3.2408 2020-04-29 13:55:43,466 - mmaction - INFO - Epoch [70][580/627] lr: 0.40751, eta: 2 days, 14:52:47, time: 2.795, data_time: 1.053, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5312, loss_cls: 3.3296, loss: 3.3296 2020-04-29 13:56:41,073 - mmaction - INFO - Epoch [70][600/627] lr: 0.40751, eta: 2 days, 14:51:29, time: 2.882, data_time: 1.201, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5437, loss_cls: 3.2909, loss: 3.2909 2020-04-29 13:57:38,651 - mmaction - INFO - Epoch [70][620/627] lr: 0.40751, eta: 2 days, 14:50:11, time: 2.879, data_time: 0.063, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5250, loss_cls: 3.4402, loss: 3.4402 2020-04-29 14:01:49,668 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 14:01:50,631 - mmaction - INFO - top1_acc 0.2730 top5_acc 0.5266 2020-04-29 14:01:50,632 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 14:01:50,760 - mmaction - INFO - mean_acc 0.2728 2020-04-29 14:01:50,770 - mmaction - INFO - Epoch [70][627/627] lr: 0.40751, top1_acc: 0.2730, top5_acc: 0.5266, mean_class_accuracy: 0.2728 2020-04-29 14:03:20,121 - mmaction - INFO - Epoch [71][20/627] lr: 0.40261, eta: 2 days, 14:48:43, time: 4.463, data_time: 1.305, memory: 14510, top1_acc: 0.2625, top5_acc: 0.4979, loss_cls: 3.4380, loss: 3.4380 2020-04-29 14:04:17,657 - mmaction - INFO - Epoch [71][40/627] lr: 0.40261, eta: 2 days, 14:47:25, time: 2.876, data_time: 0.002, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5354, loss_cls: 3.3319, loss: 3.3319 2020-04-29 14:05:13,050 - mmaction - INFO - Epoch [71][60/627] lr: 0.40261, eta: 2 days, 14:46:04, time: 2.769, data_time: 0.003, memory: 14510, top1_acc: 0.2542, top5_acc: 0.4979, loss_cls: 3.3765, loss: 3.3765 2020-04-29 14:06:08,621 - mmaction - INFO - Epoch [71][80/627] lr: 0.40261, eta: 2 days, 14:44:42, time: 2.779, data_time: 0.018, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5396, loss_cls: 3.4005, loss: 3.4005 2020-04-29 14:07:03,986 - mmaction - INFO - Epoch [71][100/627] lr: 0.40261, eta: 2 days, 14:43:21, time: 2.767, data_time: 0.002, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5271, loss_cls: 3.3109, loss: 3.3109 2020-04-29 14:08:08,546 - mmaction - INFO - Epoch [71][120/627] lr: 0.40261, eta: 2 days, 14:42:14, time: 3.229, data_time: 0.004, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5438, loss_cls: 3.3622, loss: 3.3622 2020-04-29 14:09:04,072 - mmaction - INFO - Epoch [71][140/627] lr: 0.40261, eta: 2 days, 14:40:52, time: 2.777, data_time: 0.003, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5250, loss_cls: 3.3890, loss: 3.3890 2020-04-29 14:09:57,958 - mmaction - INFO - Epoch [71][160/627] lr: 0.40261, eta: 2 days, 14:39:29, time: 2.695, data_time: 0.379, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5417, loss_cls: 3.2987, loss: 3.2987 2020-04-29 14:10:53,568 - mmaction - INFO - Epoch [71][180/627] lr: 0.40261, eta: 2 days, 14:38:07, time: 2.775, data_time: 0.503, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5271, loss_cls: 3.2393, loss: 3.2393 2020-04-29 14:11:54,496 - mmaction - INFO - Epoch [71][200/627] lr: 0.40261, eta: 2 days, 14:36:55, time: 3.050, data_time: 0.031, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5125, loss_cls: 3.3588, loss: 3.3588 2020-04-29 14:12:51,584 - mmaction - INFO - Epoch [71][220/627] lr: 0.40261, eta: 2 days, 14:35:36, time: 2.852, data_time: 0.003, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5312, loss_cls: 3.1926, loss: 3.1926 2020-04-29 14:13:48,380 - mmaction - INFO - Epoch [71][240/627] lr: 0.40261, eta: 2 days, 14:34:17, time: 2.842, data_time: 0.005, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5521, loss_cls: 3.2445, loss: 3.2445 2020-04-29 14:14:40,374 - mmaction - INFO - Epoch [71][260/627] lr: 0.40261, eta: 2 days, 14:32:50, time: 2.598, data_time: 0.317, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5521, loss_cls: 3.2791, loss: 3.2791 2020-04-29 14:15:35,158 - mmaction - INFO - Epoch [71][280/627] lr: 0.40261, eta: 2 days, 14:31:28, time: 2.741, data_time: 0.242, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5312, loss_cls: 3.3164, loss: 3.3164 2020-04-29 14:16:28,012 - mmaction - INFO - Epoch [71][300/627] lr: 0.40261, eta: 2 days, 14:30:03, time: 2.641, data_time: 0.002, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5458, loss_cls: 3.2707, loss: 3.2707 2020-04-29 14:17:28,296 - mmaction - INFO - Epoch [71][320/627] lr: 0.40261, eta: 2 days, 14:28:49, time: 3.017, data_time: 0.004, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5417, loss_cls: 3.3162, loss: 3.3162 2020-04-29 14:18:21,420 - mmaction - INFO - Epoch [71][340/627] lr: 0.40261, eta: 2 days, 14:27:24, time: 2.654, data_time: 0.001, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5479, loss_cls: 3.3137, loss: 3.3137 2020-04-29 14:19:14,957 - mmaction - INFO - Epoch [71][360/627] lr: 0.40261, eta: 2 days, 14:26:00, time: 2.676, data_time: 0.003, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5687, loss_cls: 3.1369, loss: 3.1369 2020-04-29 14:20:07,847 - mmaction - INFO - Epoch [71][380/627] lr: 0.40261, eta: 2 days, 14:24:35, time: 2.647, data_time: 0.005, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5521, loss_cls: 3.2057, loss: 3.2057 2020-04-29 14:21:03,747 - mmaction - INFO - Epoch [71][400/627] lr: 0.40261, eta: 2 days, 14:23:15, time: 2.794, data_time: 0.005, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5354, loss_cls: 3.2710, loss: 3.2710 2020-04-29 14:21:59,750 - mmaction - INFO - Epoch [71][420/627] lr: 0.40261, eta: 2 days, 14:21:54, time: 2.801, data_time: 0.063, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5083, loss_cls: 3.3779, loss: 3.3779 2020-04-29 14:22:54,799 - mmaction - INFO - Epoch [71][440/627] lr: 0.40261, eta: 2 days, 14:20:33, time: 2.754, data_time: 0.003, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5771, loss_cls: 3.1246, loss: 3.1246 2020-04-29 14:23:53,082 - mmaction - INFO - Epoch [71][460/627] lr: 0.40261, eta: 2 days, 14:19:16, time: 2.912, data_time: 0.001, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5375, loss_cls: 3.3634, loss: 3.3634 2020-04-29 14:24:48,486 - mmaction - INFO - Epoch [71][480/627] lr: 0.40261, eta: 2 days, 14:17:55, time: 2.772, data_time: 0.300, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5354, loss_cls: 3.2602, loss: 3.2602 2020-04-29 14:25:47,375 - mmaction - INFO - Epoch [71][500/627] lr: 0.40261, eta: 2 days, 14:16:39, time: 2.945, data_time: 0.268, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5271, loss_cls: 3.3920, loss: 3.3920 2020-04-29 14:26:49,915 - mmaction - INFO - Epoch [71][520/627] lr: 0.40261, eta: 2 days, 14:15:29, time: 3.126, data_time: 0.132, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5625, loss_cls: 3.3285, loss: 3.3285 2020-04-29 14:27:48,262 - mmaction - INFO - Epoch [71][540/627] lr: 0.40261, eta: 2 days, 14:14:13, time: 2.917, data_time: 0.002, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5750, loss_cls: 3.2707, loss: 3.2707 2020-04-29 14:28:46,864 - mmaction - INFO - Epoch [71][560/627] lr: 0.40261, eta: 2 days, 14:12:57, time: 2.931, data_time: 0.002, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5521, loss_cls: 3.2675, loss: 3.2675 2020-04-29 14:29:44,079 - mmaction - INFO - Epoch [71][580/627] lr: 0.40261, eta: 2 days, 14:11:38, time: 2.860, data_time: 0.003, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5563, loss_cls: 3.2558, loss: 3.2558 2020-04-29 14:30:45,073 - mmaction - INFO - Epoch [71][600/627] lr: 0.40261, eta: 2 days, 14:10:26, time: 3.048, data_time: 0.137, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5458, loss_cls: 3.3929, loss: 3.3929 2020-04-29 14:31:39,916 - mmaction - INFO - Epoch [71][620/627] lr: 0.40261, eta: 2 days, 14:09:04, time: 2.743, data_time: 0.006, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5417, loss_cls: 3.2320, loss: 3.2320 2020-04-29 14:34:29,660 - mmaction - INFO - Epoch [72][20/627] lr: 0.39767, eta: 2 days, 14:08:43, time: 6.594, data_time: 4.012, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5458, loss_cls: 3.3577, loss: 3.3577 2020-04-29 14:35:24,555 - mmaction - INFO - Epoch [72][40/627] lr: 0.39767, eta: 2 days, 14:07:21, time: 2.744, data_time: 0.038, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5396, loss_cls: 3.2793, loss: 3.2793 2020-04-29 14:36:29,846 - mmaction - INFO - Epoch [72][60/627] lr: 0.39767, eta: 2 days, 14:06:15, time: 3.265, data_time: 0.783, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4958, loss_cls: 3.4210, loss: 3.4210 2020-04-29 14:37:27,657 - mmaction - INFO - Epoch [72][80/627] lr: 0.39767, eta: 2 days, 14:04:58, time: 2.889, data_time: 0.474, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5500, loss_cls: 3.2478, loss: 3.2478 2020-04-29 14:38:24,077 - mmaction - INFO - Epoch [72][100/627] lr: 0.39767, eta: 2 days, 14:03:38, time: 2.822, data_time: 0.004, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5271, loss_cls: 3.3849, loss: 3.3849 2020-04-29 14:39:24,786 - mmaction - INFO - Epoch [72][120/627] lr: 0.39767, eta: 2 days, 14:02:26, time: 3.037, data_time: 0.059, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5542, loss_cls: 3.3267, loss: 3.3267 2020-04-29 14:40:27,416 - mmaction - INFO - Epoch [72][140/627] lr: 0.39767, eta: 2 days, 14:01:16, time: 3.120, data_time: 0.022, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5438, loss_cls: 3.2872, loss: 3.2872 2020-04-29 14:41:28,113 - mmaction - INFO - Epoch [72][160/627] lr: 0.39767, eta: 2 days, 14:00:03, time: 3.044, data_time: 0.026, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5271, loss_cls: 3.3908, loss: 3.3908 2020-04-29 14:42:26,046 - mmaction - INFO - Epoch [72][180/627] lr: 0.39767, eta: 2 days, 13:58:46, time: 2.897, data_time: 0.003, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5396, loss_cls: 3.2823, loss: 3.2823 2020-04-29 14:43:28,540 - mmaction - INFO - Epoch [72][200/627] lr: 0.39767, eta: 2 days, 13:57:36, time: 3.120, data_time: 0.022, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5292, loss_cls: 3.2394, loss: 3.2394 2020-04-29 14:44:26,217 - mmaction - INFO - Epoch [72][220/627] lr: 0.39767, eta: 2 days, 13:56:19, time: 2.891, data_time: 0.008, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5833, loss_cls: 3.2156, loss: 3.2156 2020-04-29 14:45:32,973 - mmaction - INFO - Epoch [72][240/627] lr: 0.39767, eta: 2 days, 13:55:15, time: 3.333, data_time: 0.001, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5479, loss_cls: 3.2747, loss: 3.2747 2020-04-29 14:46:31,896 - mmaction - INFO - Epoch [72][260/627] lr: 0.39767, eta: 2 days, 13:54:00, time: 2.950, data_time: 0.006, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5125, loss_cls: 3.3755, loss: 3.3755 2020-04-29 14:47:29,498 - mmaction - INFO - Epoch [72][280/627] lr: 0.39767, eta: 2 days, 13:52:43, time: 2.881, data_time: 0.042, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5146, loss_cls: 3.3282, loss: 3.3282 2020-04-29 14:48:27,045 - mmaction - INFO - Epoch [72][300/627] lr: 0.39767, eta: 2 days, 13:51:25, time: 2.877, data_time: 0.001, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5125, loss_cls: 3.4075, loss: 3.4075 2020-04-29 14:49:24,746 - mmaction - INFO - Epoch [72][320/627] lr: 0.39767, eta: 2 days, 13:50:08, time: 2.882, data_time: 0.001, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5000, loss_cls: 3.4509, loss: 3.4509 2020-04-29 14:50:22,864 - mmaction - INFO - Epoch [72][340/627] lr: 0.39767, eta: 2 days, 13:48:51, time: 2.905, data_time: 0.219, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5188, loss_cls: 3.3544, loss: 3.3544 2020-04-29 14:51:20,039 - mmaction - INFO - Epoch [72][360/627] lr: 0.39767, eta: 2 days, 13:47:33, time: 2.863, data_time: 0.416, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5313, loss_cls: 3.2960, loss: 3.2960 2020-04-29 14:52:22,408 - mmaction - INFO - Epoch [72][380/627] lr: 0.39767, eta: 2 days, 13:46:23, time: 3.118, data_time: 0.015, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5396, loss_cls: 3.2998, loss: 3.2998 2020-04-29 14:53:21,228 - mmaction - INFO - Epoch [72][400/627] lr: 0.39767, eta: 2 days, 13:45:08, time: 2.940, data_time: 0.186, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4896, loss_cls: 3.4987, loss: 3.4987 2020-04-29 14:54:29,406 - mmaction - INFO - Epoch [72][420/627] lr: 0.39767, eta: 2 days, 13:44:06, time: 3.411, data_time: 0.833, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5583, loss_cls: 3.2325, loss: 3.2325 2020-04-29 14:55:31,155 - mmaction - INFO - Epoch [72][440/627] lr: 0.39767, eta: 2 days, 13:42:55, time: 3.084, data_time: 0.242, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5313, loss_cls: 3.4174, loss: 3.4174 2020-04-29 14:56:28,597 - mmaction - INFO - Epoch [72][460/627] lr: 0.39767, eta: 2 days, 13:41:38, time: 2.873, data_time: 1.052, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5250, loss_cls: 3.4452, loss: 3.4452 2020-04-29 14:57:26,923 - mmaction - INFO - Epoch [72][480/627] lr: 0.39767, eta: 2 days, 13:40:22, time: 2.918, data_time: 0.593, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5563, loss_cls: 3.2679, loss: 3.2679 2020-04-29 14:58:24,117 - mmaction - INFO - Epoch [72][500/627] lr: 0.39767, eta: 2 days, 13:39:04, time: 2.861, data_time: 0.075, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5583, loss_cls: 3.2572, loss: 3.2572 2020-04-29 14:59:20,925 - mmaction - INFO - Epoch [72][520/627] lr: 0.39767, eta: 2 days, 13:37:46, time: 2.841, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5792, loss_cls: 3.1480, loss: 3.1480 2020-04-29 15:00:22,567 - mmaction - INFO - Epoch [72][540/627] lr: 0.39767, eta: 2 days, 13:36:34, time: 3.064, data_time: 0.001, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5458, loss_cls: 3.2078, loss: 3.2078 2020-04-29 15:01:26,261 - mmaction - INFO - Epoch [72][560/627] lr: 0.39767, eta: 2 days, 13:35:26, time: 3.202, data_time: 0.032, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5229, loss_cls: 3.3844, loss: 3.3844 2020-04-29 15:02:27,406 - mmaction - INFO - Epoch [72][580/627] lr: 0.39767, eta: 2 days, 13:34:15, time: 3.057, data_time: 0.007, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5583, loss_cls: 3.3484, loss: 3.3484 2020-04-29 15:03:35,214 - mmaction - INFO - Epoch [72][600/627] lr: 0.39767, eta: 2 days, 13:33:13, time: 3.387, data_time: 0.001, memory: 14510, top1_acc: 0.2417, top5_acc: 0.5042, loss_cls: 3.4698, loss: 3.4698 2020-04-29 15:04:32,840 - mmaction - INFO - Epoch [72][620/627] lr: 0.39767, eta: 2 days, 13:31:55, time: 2.882, data_time: 0.005, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5188, loss_cls: 3.3632, loss: 3.3632 2020-04-29 15:07:28,842 - mmaction - INFO - Epoch [73][20/627] lr: 0.39271, eta: 2 days, 13:31:53, time: 7.285, data_time: 4.356, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4750, loss_cls: 3.4907, loss: 3.4907 2020-04-29 15:08:22,776 - mmaction - INFO - Epoch [73][40/627] lr: 0.39271, eta: 2 days, 13:30:31, time: 2.699, data_time: 0.009, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5396, loss_cls: 3.3578, loss: 3.3578 2020-04-29 15:09:20,209 - mmaction - INFO - Epoch [73][60/627] lr: 0.39271, eta: 2 days, 13:29:13, time: 2.875, data_time: 0.023, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5333, loss_cls: 3.3617, loss: 3.3617 2020-04-29 15:10:14,552 - mmaction - INFO - Epoch [73][80/627] lr: 0.39271, eta: 2 days, 13:27:51, time: 2.717, data_time: 0.003, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5833, loss_cls: 3.1227, loss: 3.1227 2020-04-29 15:11:10,940 - mmaction - INFO - Epoch [73][100/627] lr: 0.39271, eta: 2 days, 13:26:32, time: 2.819, data_time: 0.004, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5813, loss_cls: 3.1417, loss: 3.1417 2020-04-29 15:12:09,387 - mmaction - INFO - Epoch [73][120/627] lr: 0.39271, eta: 2 days, 13:25:16, time: 2.921, data_time: 0.063, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5542, loss_cls: 3.2272, loss: 3.2272 2020-04-29 15:13:10,939 - mmaction - INFO - Epoch [73][140/627] lr: 0.39271, eta: 2 days, 13:24:05, time: 3.078, data_time: 0.008, memory: 14510, top1_acc: 0.2688, top5_acc: 0.5083, loss_cls: 3.4391, loss: 3.4391 2020-04-29 15:14:08,537 - mmaction - INFO - Epoch [73][160/627] lr: 0.39271, eta: 2 days, 13:22:48, time: 2.884, data_time: 0.112, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5333, loss_cls: 3.3267, loss: 3.3267 2020-04-29 15:15:02,130 - mmaction - INFO - Epoch [73][180/627] lr: 0.39271, eta: 2 days, 13:21:25, time: 2.678, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5312, loss_cls: 3.3116, loss: 3.3116 2020-04-29 15:16:00,843 - mmaction - INFO - Epoch [73][200/627] lr: 0.39271, eta: 2 days, 13:20:10, time: 2.935, data_time: 0.028, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5750, loss_cls: 3.2307, loss: 3.2307 2020-04-29 15:16:56,391 - mmaction - INFO - Epoch [73][220/627] lr: 0.39271, eta: 2 days, 13:18:50, time: 2.777, data_time: 0.003, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.2202, loss: 3.2202 2020-04-29 15:17:52,712 - mmaction - INFO - Epoch [73][240/627] lr: 0.39271, eta: 2 days, 13:17:31, time: 2.817, data_time: 0.004, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5208, loss_cls: 3.3316, loss: 3.3316 2020-04-29 15:18:47,042 - mmaction - INFO - Epoch [73][260/627] lr: 0.39271, eta: 2 days, 13:16:09, time: 2.716, data_time: 0.011, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5250, loss_cls: 3.3015, loss: 3.3015 2020-04-29 15:19:42,654 - mmaction - INFO - Epoch [73][280/627] lr: 0.39271, eta: 2 days, 13:14:49, time: 2.779, data_time: 0.003, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5583, loss_cls: 3.2899, loss: 3.2899 2020-04-29 15:20:39,156 - mmaction - INFO - Epoch [73][300/627] lr: 0.39271, eta: 2 days, 13:13:30, time: 2.824, data_time: 0.017, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5479, loss_cls: 3.2275, loss: 3.2275 2020-04-29 15:21:43,445 - mmaction - INFO - Epoch [73][320/627] lr: 0.39271, eta: 2 days, 13:12:23, time: 3.218, data_time: 0.016, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5667, loss_cls: 3.1387, loss: 3.1387 2020-04-29 15:22:39,802 - mmaction - INFO - Epoch [73][340/627] lr: 0.39271, eta: 2 days, 13:11:04, time: 2.811, data_time: 0.001, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5604, loss_cls: 3.2113, loss: 3.2113 2020-04-29 15:23:42,934 - mmaction - INFO - Epoch [73][360/627] lr: 0.39271, eta: 2 days, 13:09:56, time: 3.162, data_time: 0.009, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5542, loss_cls: 3.2462, loss: 3.2462 2020-04-29 15:24:44,284 - mmaction - INFO - Epoch [73][380/627] lr: 0.39271, eta: 2 days, 13:08:45, time: 3.067, data_time: 0.081, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5625, loss_cls: 3.1138, loss: 3.1138 2020-04-29 15:25:42,672 - mmaction - INFO - Epoch [73][400/627] lr: 0.39271, eta: 2 days, 13:07:29, time: 2.920, data_time: 0.003, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5063, loss_cls: 3.2856, loss: 3.2856 2020-04-29 15:26:39,751 - mmaction - INFO - Epoch [73][420/627] lr: 0.39271, eta: 2 days, 13:06:11, time: 2.854, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5625, loss_cls: 3.2394, loss: 3.2394 2020-04-29 15:27:36,481 - mmaction - INFO - Epoch [73][440/627] lr: 0.39271, eta: 2 days, 13:04:53, time: 2.838, data_time: 0.002, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5333, loss_cls: 3.3357, loss: 3.3357 2020-04-29 15:28:33,294 - mmaction - INFO - Epoch [73][460/627] lr: 0.39271, eta: 2 days, 13:03:35, time: 2.840, data_time: 0.002, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5417, loss_cls: 3.2399, loss: 3.2399 2020-04-29 15:29:30,032 - mmaction - INFO - Epoch [73][480/627] lr: 0.39271, eta: 2 days, 13:02:17, time: 2.833, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5500, loss_cls: 3.3563, loss: 3.3563 2020-04-29 15:30:34,967 - mmaction - INFO - Epoch [73][500/627] lr: 0.39271, eta: 2 days, 13:01:11, time: 3.249, data_time: 0.005, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5625, loss_cls: 3.1035, loss: 3.1035 2020-04-29 15:31:35,278 - mmaction - INFO - Epoch [73][520/627] lr: 0.39271, eta: 2 days, 12:59:58, time: 3.017, data_time: 0.014, memory: 14510, top1_acc: 0.2563, top5_acc: 0.5333, loss_cls: 3.4280, loss: 3.4280 2020-04-29 15:32:30,393 - mmaction - INFO - Epoch [73][540/627] lr: 0.39271, eta: 2 days, 12:58:38, time: 2.755, data_time: 0.001, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5271, loss_cls: 3.3698, loss: 3.3698 2020-04-29 15:33:27,208 - mmaction - INFO - Epoch [73][560/627] lr: 0.39271, eta: 2 days, 12:57:20, time: 2.838, data_time: 0.008, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5104, loss_cls: 3.4365, loss: 3.4365 2020-04-29 15:34:26,674 - mmaction - INFO - Epoch [73][580/627] lr: 0.39271, eta: 2 days, 12:56:06, time: 2.977, data_time: 0.005, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5417, loss_cls: 3.1785, loss: 3.1785 2020-04-29 15:35:22,418 - mmaction - INFO - Epoch [73][600/627] lr: 0.39271, eta: 2 days, 12:54:46, time: 2.781, data_time: 0.004, memory: 14510, top1_acc: 0.2958, top5_acc: 0.4979, loss_cls: 3.4689, loss: 3.4689 2020-04-29 15:36:20,207 - mmaction - INFO - Epoch [73][620/627] lr: 0.39271, eta: 2 days, 12:53:30, time: 2.894, data_time: 0.007, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5458, loss_cls: 3.3509, loss: 3.3509 2020-04-29 15:39:11,811 - mmaction - INFO - Epoch [74][20/627] lr: 0.38771, eta: 2 days, 12:52:56, time: 6.255, data_time: 4.329, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5542, loss_cls: 3.3298, loss: 3.3298 2020-04-29 15:40:16,414 - mmaction - INFO - Epoch [74][40/627] lr: 0.38771, eta: 2 days, 12:51:49, time: 3.228, data_time: 0.533, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5104, loss_cls: 3.4034, loss: 3.4034 2020-04-29 15:41:15,437 - mmaction - INFO - Epoch [74][60/627] lr: 0.38771, eta: 2 days, 12:50:35, time: 2.949, data_time: 0.037, memory: 14510, top1_acc: 0.2958, top5_acc: 0.4917, loss_cls: 3.3731, loss: 3.3731 2020-04-29 15:42:14,052 - mmaction - INFO - Epoch [74][80/627] lr: 0.38771, eta: 2 days, 12:49:19, time: 2.933, data_time: 0.007, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5646, loss_cls: 3.1044, loss: 3.1044 2020-04-29 15:43:13,279 - mmaction - INFO - Epoch [74][100/627] lr: 0.38771, eta: 2 days, 12:48:05, time: 2.962, data_time: 0.005, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5125, loss_cls: 3.4823, loss: 3.4823 2020-04-29 15:44:11,003 - mmaction - INFO - Epoch [74][120/627] lr: 0.38771, eta: 2 days, 12:46:49, time: 2.886, data_time: 0.039, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5167, loss_cls: 3.3933, loss: 3.3933 2020-04-29 15:45:10,034 - mmaction - INFO - Epoch [74][140/627] lr: 0.38771, eta: 2 days, 12:45:34, time: 2.951, data_time: 0.062, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5396, loss_cls: 3.2708, loss: 3.2708 2020-04-29 15:46:08,612 - mmaction - INFO - Epoch [74][160/627] lr: 0.38771, eta: 2 days, 12:44:19, time: 2.928, data_time: 0.005, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5625, loss_cls: 3.1943, loss: 3.1943 2020-04-29 15:47:03,843 - mmaction - INFO - Epoch [74][180/627] lr: 0.38771, eta: 2 days, 12:42:59, time: 2.762, data_time: 0.005, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5333, loss_cls: 3.3638, loss: 3.3638 2020-04-29 15:48:00,204 - mmaction - INFO - Epoch [74][200/627] lr: 0.38771, eta: 2 days, 12:41:40, time: 2.818, data_time: 0.004, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5521, loss_cls: 3.2844, loss: 3.2844 2020-04-29 15:49:02,470 - mmaction - INFO - Epoch [74][220/627] lr: 0.38771, eta: 2 days, 12:40:31, time: 3.112, data_time: 0.005, memory: 14510, top1_acc: 0.2417, top5_acc: 0.4958, loss_cls: 3.3988, loss: 3.3988 2020-04-29 15:49:59,742 - mmaction - INFO - Epoch [74][240/627] lr: 0.38771, eta: 2 days, 12:39:14, time: 2.867, data_time: 0.006, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5687, loss_cls: 3.3384, loss: 3.3384 2020-04-29 15:50:53,128 - mmaction - INFO - Epoch [74][260/627] lr: 0.38771, eta: 2 days, 12:37:51, time: 2.668, data_time: 0.003, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5500, loss_cls: 3.1462, loss: 3.1462 2020-04-29 15:51:52,105 - mmaction - INFO - Epoch [74][280/627] lr: 0.38771, eta: 2 days, 12:36:37, time: 2.950, data_time: 0.004, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5021, loss_cls: 3.4236, loss: 3.4236 2020-04-29 15:52:50,456 - mmaction - INFO - Epoch [74][300/627] lr: 0.38771, eta: 2 days, 12:35:21, time: 2.918, data_time: 0.002, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5000, loss_cls: 3.3797, loss: 3.3797 2020-04-29 15:53:44,194 - mmaction - INFO - Epoch [74][320/627] lr: 0.38771, eta: 2 days, 12:33:59, time: 2.687, data_time: 0.001, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5063, loss_cls: 3.4893, loss: 3.4893 2020-04-29 15:54:38,963 - mmaction - INFO - Epoch [74][340/627] lr: 0.38771, eta: 2 days, 12:32:38, time: 2.737, data_time: 0.002, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5167, loss_cls: 3.3118, loss: 3.3118 2020-04-29 15:55:34,693 - mmaction - INFO - Epoch [74][360/627] lr: 0.38771, eta: 2 days, 12:31:19, time: 2.784, data_time: 0.003, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5271, loss_cls: 3.4564, loss: 3.4564 2020-04-29 15:56:30,742 - mmaction - INFO - Epoch [74][380/627] lr: 0.38771, eta: 2 days, 12:30:01, time: 2.807, data_time: 0.006, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5271, loss_cls: 3.3275, loss: 3.3275 2020-04-29 15:57:33,230 - mmaction - INFO - Epoch [74][400/627] lr: 0.38771, eta: 2 days, 12:28:51, time: 3.120, data_time: 1.338, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5479, loss_cls: 3.2790, loss: 3.2790 2020-04-29 15:58:35,095 - mmaction - INFO - Epoch [74][420/627] lr: 0.38771, eta: 2 days, 12:27:41, time: 3.096, data_time: 0.904, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5167, loss_cls: 3.3393, loss: 3.3393 2020-04-29 15:59:31,394 - mmaction - INFO - Epoch [74][440/627] lr: 0.38771, eta: 2 days, 12:26:23, time: 2.811, data_time: 0.013, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5604, loss_cls: 3.0969, loss: 3.0969 2020-04-29 16:00:33,514 - mmaction - INFO - Epoch [74][460/627] lr: 0.38771, eta: 2 days, 12:25:13, time: 3.109, data_time: 0.007, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5312, loss_cls: 3.2875, loss: 3.2875 2020-04-29 16:01:37,840 - mmaction - INFO - Epoch [74][480/627] lr: 0.38771, eta: 2 days, 12:24:06, time: 3.215, data_time: 0.009, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5604, loss_cls: 3.1853, loss: 3.1853 2020-04-29 16:02:36,396 - mmaction - INFO - Epoch [74][500/627] lr: 0.38771, eta: 2 days, 12:22:51, time: 2.930, data_time: 0.005, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5500, loss_cls: 3.1637, loss: 3.1637 2020-04-29 16:03:33,129 - mmaction - INFO - Epoch [74][520/627] lr: 0.38771, eta: 2 days, 12:21:33, time: 2.832, data_time: 0.108, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5708, loss_cls: 3.2362, loss: 3.2362 2020-04-29 16:04:29,868 - mmaction - INFO - Epoch [74][540/627] lr: 0.38771, eta: 2 days, 12:20:16, time: 2.840, data_time: 0.184, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5104, loss_cls: 3.4529, loss: 3.4529 2020-04-29 16:05:26,964 - mmaction - INFO - Epoch [74][560/627] lr: 0.38771, eta: 2 days, 12:18:59, time: 2.856, data_time: 0.303, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5396, loss_cls: 3.3077, loss: 3.3077 2020-04-29 16:06:20,884 - mmaction - INFO - Epoch [74][580/627] lr: 0.38771, eta: 2 days, 12:17:37, time: 2.695, data_time: 0.005, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5063, loss_cls: 3.4449, loss: 3.4449 2020-04-29 16:07:21,880 - mmaction - INFO - Epoch [74][600/627] lr: 0.38771, eta: 2 days, 12:16:26, time: 3.051, data_time: 0.386, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5000, loss_cls: 3.4030, loss: 3.4030 2020-04-29 16:08:17,452 - mmaction - INFO - Epoch [74][620/627] lr: 0.38771, eta: 2 days, 12:15:07, time: 2.774, data_time: 0.390, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5104, loss_cls: 3.4506, loss: 3.4506 2020-04-29 16:11:00,463 - mmaction - INFO - Epoch [75][20/627] lr: 0.38269, eta: 2 days, 12:14:46, time: 6.746, data_time: 4.071, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5292, loss_cls: 3.3522, loss: 3.3522 2020-04-29 16:11:56,797 - mmaction - INFO - Epoch [75][40/627] lr: 0.38269, eta: 2 days, 12:13:28, time: 2.819, data_time: 0.947, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5500, loss_cls: 3.2579, loss: 3.2579 2020-04-29 16:12:52,083 - mmaction - INFO - Epoch [75][60/627] lr: 0.38269, eta: 2 days, 12:12:08, time: 2.766, data_time: 0.255, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5188, loss_cls: 3.3971, loss: 3.3971 2020-04-29 16:13:46,891 - mmaction - INFO - Epoch [75][80/627] lr: 0.38269, eta: 2 days, 12:10:48, time: 2.738, data_time: 0.066, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5792, loss_cls: 3.1603, loss: 3.1603 2020-04-29 16:14:43,235 - mmaction - INFO - Epoch [75][100/627] lr: 0.38269, eta: 2 days, 12:09:30, time: 2.817, data_time: 0.008, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5146, loss_cls: 3.3571, loss: 3.3571 2020-04-29 16:15:38,985 - mmaction - INFO - Epoch [75][120/627] lr: 0.38269, eta: 2 days, 12:08:11, time: 2.791, data_time: 0.005, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5604, loss_cls: 3.2093, loss: 3.2093 2020-04-29 16:16:40,505 - mmaction - INFO - Epoch [75][140/627] lr: 0.38269, eta: 2 days, 12:07:00, time: 3.076, data_time: 0.688, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4979, loss_cls: 3.3904, loss: 3.3904 2020-04-29 16:17:35,654 - mmaction - INFO - Epoch [75][160/627] lr: 0.38269, eta: 2 days, 12:05:41, time: 2.753, data_time: 0.068, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5438, loss_cls: 3.2336, loss: 3.2336 2020-04-29 16:18:31,731 - mmaction - INFO - Epoch [75][180/627] lr: 0.38269, eta: 2 days, 12:04:22, time: 2.806, data_time: 0.017, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5438, loss_cls: 3.3367, loss: 3.3367 2020-04-29 16:19:27,545 - mmaction - INFO - Epoch [75][200/627] lr: 0.38269, eta: 2 days, 12:03:04, time: 2.793, data_time: 0.003, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5250, loss_cls: 3.2957, loss: 3.2957 2020-04-29 16:20:30,770 - mmaction - INFO - Epoch [75][220/627] lr: 0.38269, eta: 2 days, 12:01:55, time: 3.148, data_time: 0.043, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.3844, loss: 3.3844 2020-04-29 16:21:26,520 - mmaction - INFO - Epoch [75][240/627] lr: 0.38269, eta: 2 days, 12:00:37, time: 2.799, data_time: 0.069, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5583, loss_cls: 3.2535, loss: 3.2535 2020-04-29 16:22:23,173 - mmaction - INFO - Epoch [75][260/627] lr: 0.38269, eta: 2 days, 11:59:19, time: 2.834, data_time: 0.003, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5646, loss_cls: 3.2321, loss: 3.2321 2020-04-29 16:23:47,894 - mmaction - INFO - Epoch [75][280/627] lr: 0.38269, eta: 2 days, 11:58:42, time: 4.233, data_time: 0.001, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5292, loss_cls: 3.3175, loss: 3.3175 2020-04-29 16:24:43,731 - mmaction - INFO - Epoch [75][300/627] lr: 0.38269, eta: 2 days, 11:57:23, time: 2.792, data_time: 0.033, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5792, loss_cls: 3.1650, loss: 3.1650 2020-04-29 16:25:49,434 - mmaction - INFO - Epoch [75][320/627] lr: 0.38269, eta: 2 days, 11:56:18, time: 3.284, data_time: 0.106, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5312, loss_cls: 3.2277, loss: 3.2277 2020-04-29 16:26:47,992 - mmaction - INFO - Epoch [75][340/627] lr: 0.38269, eta: 2 days, 11:55:04, time: 2.932, data_time: 0.043, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5333, loss_cls: 3.2520, loss: 3.2520 2020-04-29 16:27:47,017 - mmaction - INFO - Epoch [75][360/627] lr: 0.38269, eta: 2 days, 11:53:50, time: 2.949, data_time: 0.001, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5500, loss_cls: 3.2678, loss: 3.2678 2020-04-29 16:28:59,073 - mmaction - INFO - Epoch [75][380/627] lr: 0.38269, eta: 2 days, 11:52:54, time: 3.604, data_time: 0.010, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5333, loss_cls: 3.4349, loss: 3.4349 2020-04-29 16:29:52,087 - mmaction - INFO - Epoch [75][400/627] lr: 0.38269, eta: 2 days, 11:51:32, time: 2.648, data_time: 0.004, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5583, loss_cls: 3.2352, loss: 3.2352 2020-04-29 16:30:47,813 - mmaction - INFO - Epoch [75][420/627] lr: 0.38269, eta: 2 days, 11:50:13, time: 2.783, data_time: 0.021, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5125, loss_cls: 3.4239, loss: 3.4239 2020-04-29 16:31:41,043 - mmaction - INFO - Epoch [75][440/627] lr: 0.38269, eta: 2 days, 11:48:51, time: 2.667, data_time: 0.007, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5396, loss_cls: 3.3039, loss: 3.3039 2020-04-29 16:32:38,037 - mmaction - INFO - Epoch [75][460/627] lr: 0.38269, eta: 2 days, 11:47:34, time: 2.849, data_time: 0.001, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5104, loss_cls: 3.3364, loss: 3.3364 2020-04-29 16:33:57,920 - mmaction - INFO - Epoch [75][480/627] lr: 0.38269, eta: 2 days, 11:46:49, time: 3.992, data_time: 1.259, memory: 14510, top1_acc: 0.2437, top5_acc: 0.4708, loss_cls: 3.5436, loss: 3.5436 2020-04-29 16:35:05,623 - mmaction - INFO - Epoch [75][500/627] lr: 0.38269, eta: 2 days, 11:45:48, time: 3.387, data_time: 0.751, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5875, loss_cls: 3.0601, loss: 3.0601 2020-04-29 16:36:01,390 - mmaction - INFO - Epoch [75][520/627] lr: 0.38269, eta: 2 days, 11:44:29, time: 2.783, data_time: 0.002, memory: 14510, top1_acc: 0.2687, top5_acc: 0.4854, loss_cls: 3.4740, loss: 3.4740 2020-04-29 16:36:57,409 - mmaction - INFO - Epoch [75][540/627] lr: 0.38269, eta: 2 days, 11:43:11, time: 2.803, data_time: 0.012, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5125, loss_cls: 3.4298, loss: 3.4298 2020-04-29 16:37:51,230 - mmaction - INFO - Epoch [75][560/627] lr: 0.38269, eta: 2 days, 11:41:50, time: 2.692, data_time: 0.004, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5271, loss_cls: 3.2649, loss: 3.2649 2020-04-29 16:38:45,130 - mmaction - INFO - Epoch [75][580/627] lr: 0.38269, eta: 2 days, 11:40:29, time: 2.692, data_time: 0.003, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5312, loss_cls: 3.3132, loss: 3.3132 2020-04-29 16:39:41,984 - mmaction - INFO - Epoch [75][600/627] lr: 0.38269, eta: 2 days, 11:39:12, time: 2.847, data_time: 0.006, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5729, loss_cls: 3.1919, loss: 3.1919 2020-04-29 16:40:41,548 - mmaction - INFO - Epoch [75][620/627] lr: 0.38269, eta: 2 days, 11:37:59, time: 2.975, data_time: 0.299, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5271, loss_cls: 3.4324, loss: 3.4324 2020-04-29 16:44:39,002 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 16:44:39,859 - mmaction - INFO - top1_acc 0.2944 top5_acc 0.5613 2020-04-29 16:44:39,859 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 16:44:39,944 - mmaction - INFO - mean_acc 0.2941 2020-04-29 16:44:39,954 - mmaction - INFO - Epoch [75][627/627] lr: 0.38269, top1_acc: 0.2944, top5_acc: 0.5613, mean_class_accuracy: 0.2941 2020-04-29 16:46:03,509 - mmaction - INFO - Epoch [76][20/627] lr: 0.37765, eta: 2 days, 11:36:24, time: 4.174, data_time: 1.461, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5271, loss_cls: 3.4743, loss: 3.4743 2020-04-29 16:46:59,326 - mmaction - INFO - Epoch [76][40/627] lr: 0.37765, eta: 2 days, 11:35:06, time: 2.795, data_time: 0.004, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5021, loss_cls: 3.3373, loss: 3.3373 2020-04-29 16:47:56,774 - mmaction - INFO - Epoch [76][60/627] lr: 0.37765, eta: 2 days, 11:33:50, time: 2.873, data_time: 0.001, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5583, loss_cls: 3.2493, loss: 3.2493 2020-04-29 16:48:51,473 - mmaction - INFO - Epoch [76][80/627] lr: 0.37765, eta: 2 days, 11:32:30, time: 2.732, data_time: 0.001, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5229, loss_cls: 3.3456, loss: 3.3456 2020-04-29 16:49:46,128 - mmaction - INFO - Epoch [76][100/627] lr: 0.37765, eta: 2 days, 11:31:10, time: 2.734, data_time: 0.005, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5500, loss_cls: 3.1888, loss: 3.1888 2020-04-29 16:50:38,572 - mmaction - INFO - Epoch [76][120/627] lr: 0.37765, eta: 2 days, 11:29:47, time: 2.623, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5250, loss_cls: 3.3013, loss: 3.3013 2020-04-29 16:51:32,881 - mmaction - INFO - Epoch [76][140/627] lr: 0.37765, eta: 2 days, 11:28:27, time: 2.713, data_time: 0.015, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5292, loss_cls: 3.3004, loss: 3.3004 2020-04-29 16:52:32,528 - mmaction - INFO - Epoch [76][160/627] lr: 0.37765, eta: 2 days, 11:27:14, time: 2.985, data_time: 0.441, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5021, loss_cls: 3.4086, loss: 3.4086 2020-04-29 16:53:26,605 - mmaction - INFO - Epoch [76][180/627] lr: 0.37765, eta: 2 days, 11:25:53, time: 2.703, data_time: 0.136, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5625, loss_cls: 3.2271, loss: 3.2271 2020-04-29 16:54:19,569 - mmaction - INFO - Epoch [76][200/627] lr: 0.37765, eta: 2 days, 11:24:31, time: 2.649, data_time: 0.002, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5146, loss_cls: 3.3742, loss: 3.3742 2020-04-29 16:55:14,419 - mmaction - INFO - Epoch [76][220/627] lr: 0.37765, eta: 2 days, 11:23:11, time: 2.738, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5229, loss_cls: 3.2850, loss: 3.2850 2020-04-29 16:56:07,336 - mmaction - INFO - Epoch [76][240/627] lr: 0.37765, eta: 2 days, 11:21:49, time: 2.651, data_time: 0.541, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5396, loss_cls: 3.3136, loss: 3.3136 2020-04-29 16:57:01,354 - mmaction - INFO - Epoch [76][260/627] lr: 0.37765, eta: 2 days, 11:20:29, time: 2.698, data_time: 0.080, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5417, loss_cls: 3.3396, loss: 3.3396 2020-04-29 16:57:54,633 - mmaction - INFO - Epoch [76][280/627] lr: 0.37765, eta: 2 days, 11:19:07, time: 2.666, data_time: 0.004, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5229, loss_cls: 3.3597, loss: 3.3597 2020-04-29 16:58:47,780 - mmaction - INFO - Epoch [76][300/627] lr: 0.37765, eta: 2 days, 11:17:45, time: 2.658, data_time: 0.456, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5167, loss_cls: 3.3690, loss: 3.3690 2020-04-29 16:59:38,946 - mmaction - INFO - Epoch [76][320/627] lr: 0.37765, eta: 2 days, 11:16:21, time: 2.557, data_time: 0.389, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5229, loss_cls: 3.2917, loss: 3.2917 2020-04-29 17:00:41,176 - mmaction - INFO - Epoch [76][340/627] lr: 0.37765, eta: 2 days, 11:15:12, time: 3.109, data_time: 0.327, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5562, loss_cls: 3.2015, loss: 3.2015 2020-04-29 17:01:50,208 - mmaction - INFO - Epoch [76][360/627] lr: 0.37765, eta: 2 days, 11:14:12, time: 3.450, data_time: 0.019, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5250, loss_cls: 3.3137, loss: 3.3137 2020-04-29 17:02:52,867 - mmaction - INFO - Epoch [76][380/627] lr: 0.37765, eta: 2 days, 11:13:03, time: 3.138, data_time: 0.007, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5521, loss_cls: 3.2206, loss: 3.2206 2020-04-29 17:03:56,165 - mmaction - INFO - Epoch [76][400/627] lr: 0.37765, eta: 2 days, 11:11:56, time: 3.162, data_time: 0.002, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5271, loss_cls: 3.3717, loss: 3.3717 2020-04-29 17:04:51,318 - mmaction - INFO - Epoch [76][420/627] lr: 0.37765, eta: 2 days, 11:10:37, time: 2.757, data_time: 0.005, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5417, loss_cls: 3.3127, loss: 3.3127 2020-04-29 17:05:47,875 - mmaction - INFO - Epoch [76][440/627] lr: 0.37765, eta: 2 days, 11:09:20, time: 2.830, data_time: 0.005, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5708, loss_cls: 3.1125, loss: 3.1125 2020-04-29 17:06:43,249 - mmaction - INFO - Epoch [76][460/627] lr: 0.37765, eta: 2 days, 11:08:01, time: 2.771, data_time: 0.003, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5188, loss_cls: 3.4202, loss: 3.4202 2020-04-29 17:07:39,169 - mmaction - INFO - Epoch [76][480/627] lr: 0.37765, eta: 2 days, 11:06:43, time: 2.794, data_time: 0.001, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5542, loss_cls: 3.2148, loss: 3.2148 2020-04-29 17:08:34,060 - mmaction - INFO - Epoch [76][500/627] lr: 0.37765, eta: 2 days, 11:05:24, time: 2.747, data_time: 0.004, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5292, loss_cls: 3.3141, loss: 3.3141 2020-04-29 17:09:27,473 - mmaction - INFO - Epoch [76][520/627] lr: 0.37765, eta: 2 days, 11:04:03, time: 2.670, data_time: 0.035, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5479, loss_cls: 3.2637, loss: 3.2637 2020-04-29 17:10:23,629 - mmaction - INFO - Epoch [76][540/627] lr: 0.37765, eta: 2 days, 11:02:46, time: 2.800, data_time: 0.002, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5375, loss_cls: 3.3295, loss: 3.3295 2020-04-29 17:11:24,837 - mmaction - INFO - Epoch [76][560/627] lr: 0.37765, eta: 2 days, 11:01:35, time: 3.063, data_time: 0.020, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5750, loss_cls: 3.1788, loss: 3.1788 2020-04-29 17:12:19,520 - mmaction - INFO - Epoch [76][580/627] lr: 0.37765, eta: 2 days, 11:00:16, time: 2.739, data_time: 0.677, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5479, loss_cls: 3.3775, loss: 3.3775 2020-04-29 17:13:12,915 - mmaction - INFO - Epoch [76][600/627] lr: 0.37765, eta: 2 days, 10:58:55, time: 2.669, data_time: 0.341, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5729, loss_cls: 3.1369, loss: 3.1369 2020-04-29 17:14:06,403 - mmaction - INFO - Epoch [76][620/627] lr: 0.37765, eta: 2 days, 10:57:34, time: 2.675, data_time: 0.089, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5479, loss_cls: 3.3420, loss: 3.3420 2020-04-29 17:16:29,991 - mmaction - INFO - Epoch [77][20/627] lr: 0.37258, eta: 2 days, 10:56:45, time: 5.819, data_time: 3.197, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5792, loss_cls: 3.1977, loss: 3.1977 2020-04-29 17:17:28,295 - mmaction - INFO - Epoch [77][40/627] lr: 0.37258, eta: 2 days, 10:55:30, time: 2.917, data_time: 0.008, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5792, loss_cls: 3.0943, loss: 3.0943 2020-04-29 17:18:20,341 - mmaction - INFO - Epoch [77][60/627] lr: 0.37258, eta: 2 days, 10:54:08, time: 2.606, data_time: 0.005, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5583, loss_cls: 3.2292, loss: 3.2292 2020-04-29 17:19:13,343 - mmaction - INFO - Epoch [77][80/627] lr: 0.37258, eta: 2 days, 10:52:46, time: 2.650, data_time: 0.001, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5646, loss_cls: 3.1467, loss: 3.1467 2020-04-29 17:20:16,367 - mmaction - INFO - Epoch [77][100/627] lr: 0.37258, eta: 2 days, 10:51:38, time: 3.148, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5396, loss_cls: 3.2791, loss: 3.2791 2020-04-29 17:21:13,117 - mmaction - INFO - Epoch [77][120/627] lr: 0.37258, eta: 2 days, 10:50:22, time: 2.840, data_time: 0.009, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5667, loss_cls: 3.1742, loss: 3.1742 2020-04-29 17:22:06,890 - mmaction - INFO - Epoch [77][140/627] lr: 0.37258, eta: 2 days, 10:49:01, time: 2.690, data_time: 0.012, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5125, loss_cls: 3.2717, loss: 3.2717 2020-04-29 17:23:01,845 - mmaction - INFO - Epoch [77][160/627] lr: 0.37258, eta: 2 days, 10:47:42, time: 2.748, data_time: 0.001, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5417, loss_cls: 3.2978, loss: 3.2978 2020-04-29 17:23:59,195 - mmaction - INFO - Epoch [77][180/627] lr: 0.37258, eta: 2 days, 10:46:27, time: 2.864, data_time: 0.038, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5313, loss_cls: 3.2893, loss: 3.2893 2020-04-29 17:24:57,333 - mmaction - INFO - Epoch [77][200/627] lr: 0.37258, eta: 2 days, 10:45:12, time: 2.909, data_time: 0.030, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5354, loss_cls: 3.2795, loss: 3.2795 2020-04-29 17:25:51,274 - mmaction - INFO - Epoch [77][220/627] lr: 0.37258, eta: 2 days, 10:43:52, time: 2.698, data_time: 0.003, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5229, loss_cls: 3.3354, loss: 3.3354 2020-04-29 17:26:48,678 - mmaction - INFO - Epoch [77][240/627] lr: 0.37258, eta: 2 days, 10:42:37, time: 2.869, data_time: 0.044, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5458, loss_cls: 3.3080, loss: 3.3080 2020-04-29 17:27:49,298 - mmaction - INFO - Epoch [77][260/627] lr: 0.37258, eta: 2 days, 10:41:25, time: 3.031, data_time: 0.015, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5354, loss_cls: 3.2784, loss: 3.2784 2020-04-29 17:28:43,440 - mmaction - INFO - Epoch [77][280/627] lr: 0.37258, eta: 2 days, 10:40:06, time: 2.708, data_time: 0.274, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5563, loss_cls: 3.2885, loss: 3.2885 2020-04-29 17:29:39,411 - mmaction - INFO - Epoch [77][300/627] lr: 0.37258, eta: 2 days, 10:38:48, time: 2.795, data_time: 0.147, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5375, loss_cls: 3.3158, loss: 3.3158 2020-04-29 17:30:39,037 - mmaction - INFO - Epoch [77][320/627] lr: 0.37258, eta: 2 days, 10:37:36, time: 2.983, data_time: 0.076, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5312, loss_cls: 3.4204, loss: 3.4204 2020-04-29 17:31:35,215 - mmaction - INFO - Epoch [77][340/627] lr: 0.37258, eta: 2 days, 10:36:19, time: 2.811, data_time: 0.003, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5500, loss_cls: 3.2183, loss: 3.2183 2020-04-29 17:32:29,287 - mmaction - INFO - Epoch [77][360/627] lr: 0.37258, eta: 2 days, 10:34:59, time: 2.702, data_time: 0.014, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5687, loss_cls: 3.1899, loss: 3.1899 2020-04-29 17:33:22,316 - mmaction - INFO - Epoch [77][380/627] lr: 0.37258, eta: 2 days, 10:33:38, time: 2.649, data_time: 0.002, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5417, loss_cls: 3.2751, loss: 3.2751 2020-04-29 17:34:16,376 - mmaction - INFO - Epoch [77][400/627] lr: 0.37258, eta: 2 days, 10:32:18, time: 2.704, data_time: 0.006, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5042, loss_cls: 3.3817, loss: 3.3817 2020-04-29 17:35:09,881 - mmaction - INFO - Epoch [77][420/627] lr: 0.37258, eta: 2 days, 10:30:57, time: 2.671, data_time: 0.004, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5521, loss_cls: 3.1931, loss: 3.1931 2020-04-29 17:36:02,185 - mmaction - INFO - Epoch [77][440/627] lr: 0.37258, eta: 2 days, 10:29:35, time: 2.621, data_time: 0.134, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5500, loss_cls: 3.2383, loss: 3.2383 2020-04-29 17:36:55,902 - mmaction - INFO - Epoch [77][460/627] lr: 0.37258, eta: 2 days, 10:28:15, time: 2.685, data_time: 0.752, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5729, loss_cls: 3.1156, loss: 3.1156 2020-04-29 17:37:48,352 - mmaction - INFO - Epoch [77][480/627] lr: 0.37258, eta: 2 days, 10:26:53, time: 2.623, data_time: 0.036, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.3504, loss: 3.3504 2020-04-29 17:38:40,767 - mmaction - INFO - Epoch [77][500/627] lr: 0.37258, eta: 2 days, 10:25:31, time: 2.620, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5479, loss_cls: 3.2993, loss: 3.2993 2020-04-29 17:39:39,749 - mmaction - INFO - Epoch [77][520/627] lr: 0.37258, eta: 2 days, 10:24:18, time: 2.949, data_time: 0.022, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5271, loss_cls: 3.3697, loss: 3.3697 2020-04-29 17:40:35,043 - mmaction - INFO - Epoch [77][540/627] lr: 0.37258, eta: 2 days, 10:23:00, time: 2.763, data_time: 0.105, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5396, loss_cls: 3.2134, loss: 3.2134 2020-04-29 17:41:31,939 - mmaction - INFO - Epoch [77][560/627] lr: 0.37258, eta: 2 days, 10:21:44, time: 2.847, data_time: 0.015, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5250, loss_cls: 3.3907, loss: 3.3907 2020-04-29 17:42:25,064 - mmaction - INFO - Epoch [77][580/627] lr: 0.37258, eta: 2 days, 10:20:23, time: 2.657, data_time: 0.003, memory: 14510, top1_acc: 0.2312, top5_acc: 0.5083, loss_cls: 3.5487, loss: 3.5487 2020-04-29 17:43:18,507 - mmaction - INFO - Epoch [77][600/627] lr: 0.37258, eta: 2 days, 10:19:03, time: 2.672, data_time: 0.224, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5563, loss_cls: 3.2852, loss: 3.2852 2020-04-29 17:44:12,045 - mmaction - INFO - Epoch [77][620/627] lr: 0.37258, eta: 2 days, 10:17:42, time: 2.679, data_time: 0.434, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5667, loss_cls: 3.1642, loss: 3.1642 2020-04-29 17:46:32,650 - mmaction - INFO - Epoch [78][20/627] lr: 0.36749, eta: 2 days, 10:16:54, time: 5.858, data_time: 3.073, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5354, loss_cls: 3.3446, loss: 3.3446 2020-04-29 17:47:23,821 - mmaction - INFO - Epoch [78][40/627] lr: 0.36749, eta: 2 days, 10:15:30, time: 2.558, data_time: 0.005, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5333, loss_cls: 3.3272, loss: 3.3272 2020-04-29 17:48:27,400 - mmaction - INFO - Epoch [78][60/627] lr: 0.36749, eta: 2 days, 10:14:24, time: 3.180, data_time: 0.053, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5729, loss_cls: 3.2741, loss: 3.2741 2020-04-29 17:49:19,609 - mmaction - INFO - Epoch [78][80/627] lr: 0.36749, eta: 2 days, 10:13:02, time: 2.611, data_time: 0.004, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.2203, loss: 3.2203 2020-04-29 17:50:12,591 - mmaction - INFO - Epoch [78][100/627] lr: 0.36749, eta: 2 days, 10:11:40, time: 2.647, data_time: 0.002, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5521, loss_cls: 3.2892, loss: 3.2892 2020-04-29 17:51:03,967 - mmaction - INFO - Epoch [78][120/627] lr: 0.36749, eta: 2 days, 10:10:17, time: 2.570, data_time: 0.005, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5479, loss_cls: 3.2509, loss: 3.2509 2020-04-29 17:51:56,522 - mmaction - INFO - Epoch [78][140/627] lr: 0.36749, eta: 2 days, 10:08:56, time: 2.627, data_time: 0.054, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5625, loss_cls: 3.1171, loss: 3.1171 2020-04-29 17:52:48,935 - mmaction - INFO - Epoch [78][160/627] lr: 0.36749, eta: 2 days, 10:07:34, time: 2.617, data_time: 0.004, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5521, loss_cls: 3.2498, loss: 3.2498 2020-04-29 17:53:40,586 - mmaction - INFO - Epoch [78][180/627] lr: 0.36749, eta: 2 days, 10:06:12, time: 2.587, data_time: 0.007, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5563, loss_cls: 3.3046, loss: 3.3046 2020-04-29 17:54:32,199 - mmaction - INFO - Epoch [78][200/627] lr: 0.36749, eta: 2 days, 10:04:49, time: 2.582, data_time: 0.203, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5229, loss_cls: 3.3745, loss: 3.3745 2020-04-29 17:55:25,716 - mmaction - INFO - Epoch [78][220/627] lr: 0.36749, eta: 2 days, 10:03:29, time: 2.674, data_time: 1.013, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5646, loss_cls: 3.1957, loss: 3.1957 2020-04-29 17:56:17,829 - mmaction - INFO - Epoch [78][240/627] lr: 0.36749, eta: 2 days, 10:02:07, time: 2.607, data_time: 0.201, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5583, loss_cls: 3.1812, loss: 3.1812 2020-04-29 17:57:09,859 - mmaction - INFO - Epoch [78][260/627] lr: 0.36749, eta: 2 days, 10:00:45, time: 2.602, data_time: 0.072, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5312, loss_cls: 3.3583, loss: 3.3583 2020-04-29 17:58:10,317 - mmaction - INFO - Epoch [78][280/627] lr: 0.36749, eta: 2 days, 9:59:34, time: 3.020, data_time: 0.869, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5000, loss_cls: 3.3614, loss: 3.3614 2020-04-29 17:59:00,416 - mmaction - INFO - Epoch [78][300/627] lr: 0.36749, eta: 2 days, 9:58:09, time: 2.507, data_time: 0.337, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5250, loss_cls: 3.3535, loss: 3.3535 2020-04-29 17:59:52,982 - mmaction - INFO - Epoch [78][320/627] lr: 0.36749, eta: 2 days, 9:56:48, time: 2.628, data_time: 0.002, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5729, loss_cls: 3.2317, loss: 3.2317 2020-04-29 18:00:48,120 - mmaction - INFO - Epoch [78][340/627] lr: 0.36749, eta: 2 days, 9:55:30, time: 2.751, data_time: 0.001, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5500, loss_cls: 3.1849, loss: 3.1849 2020-04-29 18:01:42,035 - mmaction - INFO - Epoch [78][360/627] lr: 0.36749, eta: 2 days, 9:54:11, time: 2.700, data_time: 0.009, memory: 14510, top1_acc: 0.2583, top5_acc: 0.5313, loss_cls: 3.4144, loss: 3.4144 2020-04-29 18:02:33,808 - mmaction - INFO - Epoch [78][380/627] lr: 0.36749, eta: 2 days, 9:52:48, time: 2.587, data_time: 0.002, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5375, loss_cls: 3.3461, loss: 3.3461 2020-04-29 18:03:28,100 - mmaction - INFO - Epoch [78][400/627] lr: 0.36749, eta: 2 days, 9:51:30, time: 2.717, data_time: 0.005, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5750, loss_cls: 3.2269, loss: 3.2269 2020-04-29 18:04:25,751 - mmaction - INFO - Epoch [78][420/627] lr: 0.36749, eta: 2 days, 9:50:15, time: 2.882, data_time: 0.012, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5167, loss_cls: 3.3951, loss: 3.3951 2020-04-29 18:05:18,109 - mmaction - INFO - Epoch [78][440/627] lr: 0.36749, eta: 2 days, 9:48:54, time: 2.618, data_time: 0.002, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5167, loss_cls: 3.3421, loss: 3.3421 2020-04-29 18:06:10,388 - mmaction - INFO - Epoch [78][460/627] lr: 0.36749, eta: 2 days, 9:47:32, time: 2.614, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.3709, loss: 3.3709 2020-04-29 18:07:12,869 - mmaction - INFO - Epoch [78][480/627] lr: 0.36749, eta: 2 days, 9:46:24, time: 3.124, data_time: 0.091, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5667, loss_cls: 3.1163, loss: 3.1163 2020-04-29 18:08:03,998 - mmaction - INFO - Epoch [78][500/627] lr: 0.36749, eta: 2 days, 9:45:01, time: 2.553, data_time: 0.002, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5354, loss_cls: 3.3326, loss: 3.3326 2020-04-29 18:08:54,390 - mmaction - INFO - Epoch [78][520/627] lr: 0.36749, eta: 2 days, 9:43:37, time: 2.522, data_time: 0.005, memory: 14510, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.4099, loss: 3.4099 2020-04-29 18:09:45,896 - mmaction - INFO - Epoch [78][540/627] lr: 0.36749, eta: 2 days, 9:42:15, time: 2.576, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5542, loss_cls: 3.2283, loss: 3.2283 2020-04-29 18:10:36,708 - mmaction - INFO - Epoch [78][560/627] lr: 0.36749, eta: 2 days, 9:40:51, time: 2.540, data_time: 0.002, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5250, loss_cls: 3.3374, loss: 3.3374 2020-04-29 18:11:28,717 - mmaction - INFO - Epoch [78][580/627] lr: 0.36749, eta: 2 days, 9:39:30, time: 2.601, data_time: 0.002, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5667, loss_cls: 3.2977, loss: 3.2977 2020-04-29 18:12:20,787 - mmaction - INFO - Epoch [78][600/627] lr: 0.36749, eta: 2 days, 9:38:08, time: 2.604, data_time: 0.002, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5354, loss_cls: 3.3545, loss: 3.3545 2020-04-29 18:13:12,311 - mmaction - INFO - Epoch [78][620/627] lr: 0.36749, eta: 2 days, 9:36:46, time: 2.572, data_time: 0.001, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5417, loss_cls: 3.2899, loss: 3.2899 2020-04-29 18:15:40,373 - mmaction - INFO - Epoch [79][20/627] lr: 0.36237, eta: 2 days, 9:36:06, time: 6.200, data_time: 3.586, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5417, loss_cls: 3.2998, loss: 3.2998 2020-04-29 18:16:41,562 - mmaction - INFO - Epoch [79][40/627] lr: 0.36237, eta: 2 days, 9:34:56, time: 3.067, data_time: 0.065, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5771, loss_cls: 3.2533, loss: 3.2533 2020-04-29 18:17:33,951 - mmaction - INFO - Epoch [79][60/627] lr: 0.36237, eta: 2 days, 9:33:35, time: 2.620, data_time: 0.004, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5854, loss_cls: 3.1482, loss: 3.1482 2020-04-29 18:18:28,086 - mmaction - INFO - Epoch [79][80/627] lr: 0.36237, eta: 2 days, 9:32:16, time: 2.707, data_time: 0.004, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5083, loss_cls: 3.4602, loss: 3.4602 2020-04-29 18:19:19,463 - mmaction - INFO - Epoch [79][100/627] lr: 0.36237, eta: 2 days, 9:30:54, time: 2.568, data_time: 0.003, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5542, loss_cls: 3.2341, loss: 3.2341 2020-04-29 18:20:11,126 - mmaction - INFO - Epoch [79][120/627] lr: 0.36237, eta: 2 days, 9:29:32, time: 2.579, data_time: 0.003, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5792, loss_cls: 3.1742, loss: 3.1742 2020-04-29 18:21:04,107 - mmaction - INFO - Epoch [79][140/627] lr: 0.36237, eta: 2 days, 9:28:12, time: 2.654, data_time: 0.016, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5708, loss_cls: 3.1906, loss: 3.1906 2020-04-29 18:21:59,173 - mmaction - INFO - Epoch [79][160/627] lr: 0.36237, eta: 2 days, 9:26:54, time: 2.755, data_time: 0.003, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5000, loss_cls: 3.4007, loss: 3.4007 2020-04-29 18:22:53,289 - mmaction - INFO - Epoch [79][180/627] lr: 0.36237, eta: 2 days, 9:25:35, time: 2.705, data_time: 0.001, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5375, loss_cls: 3.2664, loss: 3.2664 2020-04-29 18:23:52,365 - mmaction - INFO - Epoch [79][200/627] lr: 0.36237, eta: 2 days, 9:24:23, time: 2.955, data_time: 1.385, memory: 14510, top1_acc: 0.2604, top5_acc: 0.4771, loss_cls: 3.5401, loss: 3.5401 2020-04-29 18:24:47,383 - mmaction - INFO - Epoch [79][220/627] lr: 0.36237, eta: 2 days, 9:23:05, time: 2.750, data_time: 1.225, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5417, loss_cls: 3.2162, loss: 3.2162 2020-04-29 18:25:49,869 - mmaction - INFO - Epoch [79][240/627] lr: 0.36237, eta: 2 days, 9:21:58, time: 3.122, data_time: 1.460, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5208, loss_cls: 3.3452, loss: 3.3452 2020-04-29 18:26:41,877 - mmaction - INFO - Epoch [79][260/627] lr: 0.36237, eta: 2 days, 9:20:36, time: 2.598, data_time: 1.023, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5417, loss_cls: 3.3008, loss: 3.3008 2020-04-29 18:27:33,481 - mmaction - INFO - Epoch [79][280/627] lr: 0.36237, eta: 2 days, 9:19:14, time: 2.583, data_time: 1.035, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5667, loss_cls: 3.2715, loss: 3.2715 2020-04-29 18:28:28,608 - mmaction - INFO - Epoch [79][300/627] lr: 0.36237, eta: 2 days, 9:17:57, time: 2.757, data_time: 0.012, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5562, loss_cls: 3.1776, loss: 3.1776 2020-04-29 18:29:22,255 - mmaction - INFO - Epoch [79][320/627] lr: 0.36237, eta: 2 days, 9:16:38, time: 2.684, data_time: 0.003, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5479, loss_cls: 3.2613, loss: 3.2613 2020-04-29 18:30:14,313 - mmaction - INFO - Epoch [79][340/627] lr: 0.36237, eta: 2 days, 9:15:16, time: 2.598, data_time: 0.301, memory: 14510, top1_acc: 0.2833, top5_acc: 0.4979, loss_cls: 3.4332, loss: 3.4332 2020-04-29 18:31:05,052 - mmaction - INFO - Epoch [79][360/627] lr: 0.36237, eta: 2 days, 9:13:53, time: 2.540, data_time: 0.048, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5729, loss_cls: 3.1159, loss: 3.1159 2020-04-29 18:31:58,903 - mmaction - INFO - Epoch [79][380/627] lr: 0.36237, eta: 2 days, 9:12:35, time: 2.694, data_time: 0.004, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5583, loss_cls: 3.2014, loss: 3.2014 2020-04-29 18:32:50,280 - mmaction - INFO - Epoch [79][400/627] lr: 0.36237, eta: 2 days, 9:11:12, time: 2.569, data_time: 0.001, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5437, loss_cls: 3.2583, loss: 3.2583 2020-04-29 18:33:44,980 - mmaction - INFO - Epoch [79][420/627] lr: 0.36237, eta: 2 days, 9:09:53, time: 2.683, data_time: 0.002, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5188, loss_cls: 3.3654, loss: 3.3654 2020-04-29 18:34:44,302 - mmaction - INFO - Epoch [79][440/627] lr: 0.36237, eta: 2 days, 9:08:43, time: 3.018, data_time: 0.056, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5396, loss_cls: 3.2779, loss: 3.2779 2020-04-29 18:35:37,496 - mmaction - INFO - Epoch [79][460/627] lr: 0.36237, eta: 2 days, 9:07:23, time: 2.658, data_time: 0.002, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5604, loss_cls: 3.3233, loss: 3.3233 2020-04-29 18:36:30,383 - mmaction - INFO - Epoch [79][480/627] lr: 0.36237, eta: 2 days, 9:06:03, time: 2.646, data_time: 0.004, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5458, loss_cls: 3.2693, loss: 3.2693 2020-04-29 18:37:22,419 - mmaction - INFO - Epoch [79][500/627] lr: 0.36237, eta: 2 days, 9:04:42, time: 2.600, data_time: 0.477, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.2269, loss: 3.2269 2020-04-29 18:38:13,713 - mmaction - INFO - Epoch [79][520/627] lr: 0.36237, eta: 2 days, 9:03:20, time: 2.565, data_time: 0.902, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5438, loss_cls: 3.2722, loss: 3.2722 2020-04-29 18:39:05,465 - mmaction - INFO - Epoch [79][540/627] lr: 0.36237, eta: 2 days, 9:01:58, time: 2.585, data_time: 0.737, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5563, loss_cls: 3.2611, loss: 3.2611 2020-04-29 18:39:58,219 - mmaction - INFO - Epoch [79][560/627] lr: 0.36237, eta: 2 days, 9:00:38, time: 2.641, data_time: 1.121, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5458, loss_cls: 3.3362, loss: 3.3362 2020-04-29 18:41:06,825 - mmaction - INFO - Epoch [79][580/627] lr: 0.36237, eta: 2 days, 8:59:38, time: 3.413, data_time: 0.247, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5208, loss_cls: 3.4331, loss: 3.4331 2020-04-29 18:41:59,991 - mmaction - INFO - Epoch [79][600/627] lr: 0.36237, eta: 2 days, 8:58:19, time: 2.673, data_time: 0.027, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5333, loss_cls: 3.1549, loss: 3.1549 2020-04-29 18:42:53,528 - mmaction - INFO - Epoch [79][620/627] lr: 0.36237, eta: 2 days, 8:57:00, time: 2.680, data_time: 0.004, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5771, loss_cls: 3.1321, loss: 3.1321 2020-04-29 18:45:36,982 - mmaction - INFO - Epoch [80][20/627] lr: 0.35724, eta: 2 days, 8:56:13, time: 5.950, data_time: 3.316, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5333, loss_cls: 3.3057, loss: 3.3057 2020-04-29 18:46:27,985 - mmaction - INFO - Epoch [80][40/627] lr: 0.35724, eta: 2 days, 8:54:51, time: 2.550, data_time: 0.005, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5313, loss_cls: 3.3444, loss: 3.3444 2020-04-29 18:47:20,502 - mmaction - INFO - Epoch [80][60/627] lr: 0.35724, eta: 2 days, 8:53:30, time: 2.626, data_time: 0.311, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5604, loss_cls: 3.1389, loss: 3.1389 2020-04-29 18:48:11,848 - mmaction - INFO - Epoch [80][80/627] lr: 0.35724, eta: 2 days, 8:52:08, time: 2.567, data_time: 0.323, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5604, loss_cls: 3.1409, loss: 3.1409 2020-04-29 18:49:03,879 - mmaction - INFO - Epoch [80][100/627] lr: 0.35724, eta: 2 days, 8:50:47, time: 2.602, data_time: 0.370, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5854, loss_cls: 3.1595, loss: 3.1595 2020-04-29 18:49:52,464 - mmaction - INFO - Epoch [80][120/627] lr: 0.35724, eta: 2 days, 8:49:22, time: 2.430, data_time: 0.013, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5562, loss_cls: 3.2103, loss: 3.2103 2020-04-29 18:50:44,293 - mmaction - INFO - Epoch [80][140/627] lr: 0.35724, eta: 2 days, 8:48:01, time: 2.592, data_time: 0.498, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5833, loss_cls: 3.1391, loss: 3.1391 2020-04-29 18:51:34,797 - mmaction - INFO - Epoch [80][160/627] lr: 0.35724, eta: 2 days, 8:46:38, time: 2.521, data_time: 0.409, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5458, loss_cls: 3.1754, loss: 3.1754 2020-04-29 18:52:32,495 - mmaction - INFO - Epoch [80][180/627] lr: 0.35724, eta: 2 days, 8:45:25, time: 2.886, data_time: 0.007, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5729, loss_cls: 3.1067, loss: 3.1067 2020-04-29 18:53:25,552 - mmaction - INFO - Epoch [80][200/627] lr: 0.35724, eta: 2 days, 8:44:05, time: 2.653, data_time: 0.163, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5313, loss_cls: 3.2516, loss: 3.2516 2020-04-29 18:54:15,715 - mmaction - INFO - Epoch [80][220/627] lr: 0.35724, eta: 2 days, 8:42:42, time: 2.507, data_time: 0.356, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5583, loss_cls: 3.2723, loss: 3.2723 2020-04-29 18:55:10,802 - mmaction - INFO - Epoch [80][240/627] lr: 0.35724, eta: 2 days, 8:41:25, time: 2.755, data_time: 0.025, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5396, loss_cls: 3.2911, loss: 3.2911 2020-04-29 18:56:02,705 - mmaction - INFO - Epoch [80][260/627] lr: 0.35724, eta: 2 days, 8:40:04, time: 2.598, data_time: 0.042, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5292, loss_cls: 3.2743, loss: 3.2743 2020-04-29 18:56:53,837 - mmaction - INFO - Epoch [80][280/627] lr: 0.35724, eta: 2 days, 8:38:42, time: 2.555, data_time: 0.080, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5438, loss_cls: 3.1677, loss: 3.1677 2020-04-29 18:57:50,034 - mmaction - INFO - Epoch [80][300/627] lr: 0.35724, eta: 2 days, 8:37:27, time: 2.811, data_time: 0.133, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5292, loss_cls: 3.2139, loss: 3.2139 2020-04-29 18:58:38,603 - mmaction - INFO - Epoch [80][320/627] lr: 0.35724, eta: 2 days, 8:36:02, time: 2.428, data_time: 0.003, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5813, loss_cls: 3.0942, loss: 3.0942 2020-04-29 18:59:30,046 - mmaction - INFO - Epoch [80][340/627] lr: 0.35724, eta: 2 days, 8:34:40, time: 2.573, data_time: 0.273, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5625, loss_cls: 3.2198, loss: 3.2198 2020-04-29 19:00:25,501 - mmaction - INFO - Epoch [80][360/627] lr: 0.35724, eta: 2 days, 8:33:24, time: 2.763, data_time: 0.168, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5500, loss_cls: 3.2967, loss: 3.2967 2020-04-29 19:01:24,176 - mmaction - INFO - Epoch [80][380/627] lr: 0.35724, eta: 2 days, 8:32:12, time: 2.945, data_time: 0.026, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5271, loss_cls: 3.3495, loss: 3.3495 2020-04-29 19:02:20,140 - mmaction - INFO - Epoch [80][400/627] lr: 0.35724, eta: 2 days, 8:30:56, time: 2.793, data_time: 0.001, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5646, loss_cls: 3.1710, loss: 3.1710 2020-04-29 19:03:12,883 - mmaction - INFO - Epoch [80][420/627] lr: 0.35724, eta: 2 days, 8:29:37, time: 2.642, data_time: 0.006, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5604, loss_cls: 3.1602, loss: 3.1602 2020-04-29 19:04:04,116 - mmaction - INFO - Epoch [80][440/627] lr: 0.35724, eta: 2 days, 8:28:15, time: 2.560, data_time: 0.014, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5479, loss_cls: 3.2445, loss: 3.2445 2020-04-29 19:04:59,576 - mmaction - INFO - Epoch [80][460/627] lr: 0.35724, eta: 2 days, 8:26:59, time: 2.772, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5667, loss_cls: 3.1940, loss: 3.1940 2020-04-29 19:05:52,433 - mmaction - INFO - Epoch [80][480/627] lr: 0.35724, eta: 2 days, 8:25:39, time: 2.645, data_time: 0.004, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5500, loss_cls: 3.2355, loss: 3.2355 2020-04-29 19:06:40,824 - mmaction - INFO - Epoch [80][500/627] lr: 0.35724, eta: 2 days, 8:24:14, time: 2.416, data_time: 0.164, memory: 14510, top1_acc: 0.2667, top5_acc: 0.5479, loss_cls: 3.2831, loss: 3.2831 2020-04-29 19:07:32,292 - mmaction - INFO - Epoch [80][520/627] lr: 0.35724, eta: 2 days, 8:22:53, time: 2.573, data_time: 0.030, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5521, loss_cls: 3.1997, loss: 3.1997 2020-04-29 19:08:20,619 - mmaction - INFO - Epoch [80][540/627] lr: 0.35724, eta: 2 days, 8:21:28, time: 2.417, data_time: 0.006, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5542, loss_cls: 3.1825, loss: 3.1825 2020-04-29 19:09:10,771 - mmaction - INFO - Epoch [80][560/627] lr: 0.35724, eta: 2 days, 8:20:05, time: 2.509, data_time: 0.005, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5563, loss_cls: 3.2096, loss: 3.2096 2020-04-29 19:10:01,563 - mmaction - INFO - Epoch [80][580/627] lr: 0.35724, eta: 2 days, 8:18:43, time: 2.542, data_time: 0.004, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5292, loss_cls: 3.4789, loss: 3.4789 2020-04-29 19:10:58,468 - mmaction - INFO - Epoch [80][600/627] lr: 0.35724, eta: 2 days, 8:17:29, time: 2.845, data_time: 0.001, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5167, loss_cls: 3.3336, loss: 3.3336 2020-04-29 19:11:52,237 - mmaction - INFO - Epoch [80][620/627] lr: 0.35724, eta: 2 days, 8:16:11, time: 2.683, data_time: 0.002, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5521, loss_cls: 3.2535, loss: 3.2535 2020-04-29 19:15:19,922 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 19:15:20,783 - mmaction - INFO - top1_acc 0.2662 top5_acc 0.5241 2020-04-29 19:15:20,783 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 19:15:20,909 - mmaction - INFO - mean_acc 0.2661 2020-04-29 19:15:20,919 - mmaction - INFO - Epoch [80][627/627] lr: 0.35724, top1_acc: 0.2662, top5_acc: 0.5241, mean_class_accuracy: 0.2661 2020-04-29 19:16:23,589 - mmaction - INFO - Epoch [81][20/627] lr: 0.35209, eta: 2 days, 8:14:13, time: 3.133, data_time: 0.495, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5208, loss_cls: 3.4180, loss: 3.4180 2020-04-29 19:17:13,812 - mmaction - INFO - Epoch [81][40/627] lr: 0.35209, eta: 2 days, 8:12:50, time: 2.509, data_time: 0.129, memory: 14510, top1_acc: 0.2958, top5_acc: 0.4875, loss_cls: 3.5082, loss: 3.5082 2020-04-29 19:18:02,396 - mmaction - INFO - Epoch [81][60/627] lr: 0.35209, eta: 2 days, 8:11:26, time: 2.430, data_time: 0.500, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5437, loss_cls: 3.3203, loss: 3.3203 2020-04-29 19:18:52,904 - mmaction - INFO - Epoch [81][80/627] lr: 0.35209, eta: 2 days, 8:10:04, time: 2.525, data_time: 0.901, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5625, loss_cls: 3.1364, loss: 3.1364 2020-04-29 19:19:46,908 - mmaction - INFO - Epoch [81][100/627] lr: 0.35209, eta: 2 days, 8:08:46, time: 2.701, data_time: 0.341, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5958, loss_cls: 3.0947, loss: 3.0947 2020-04-29 19:20:35,996 - mmaction - INFO - Epoch [81][120/627] lr: 0.35209, eta: 2 days, 8:07:22, time: 2.451, data_time: 0.009, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5292, loss_cls: 3.3768, loss: 3.3768 2020-04-29 19:21:22,283 - mmaction - INFO - Epoch [81][140/627] lr: 0.35209, eta: 2 days, 8:05:55, time: 2.318, data_time: 0.013, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5583, loss_cls: 3.2779, loss: 3.2779 2020-04-29 19:22:13,575 - mmaction - INFO - Epoch [81][160/627] lr: 0.35209, eta: 2 days, 8:04:34, time: 2.564, data_time: 0.001, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5917, loss_cls: 3.0119, loss: 3.0119 2020-04-29 19:23:03,611 - mmaction - INFO - Epoch [81][180/627] lr: 0.35209, eta: 2 days, 8:03:11, time: 2.497, data_time: 0.018, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5750, loss_cls: 3.1282, loss: 3.1282 2020-04-29 19:23:55,236 - mmaction - INFO - Epoch [81][200/627] lr: 0.35209, eta: 2 days, 8:01:50, time: 2.584, data_time: 0.007, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5667, loss_cls: 3.0973, loss: 3.0973 2020-04-29 19:24:46,689 - mmaction - INFO - Epoch [81][220/627] lr: 0.35209, eta: 2 days, 8:00:30, time: 2.574, data_time: 0.003, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5521, loss_cls: 3.2840, loss: 3.2840 2020-04-29 19:25:33,317 - mmaction - INFO - Epoch [81][240/627] lr: 0.35209, eta: 2 days, 7:59:03, time: 2.332, data_time: 0.009, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5729, loss_cls: 3.1414, loss: 3.1414 2020-04-29 19:26:23,176 - mmaction - INFO - Epoch [81][260/627] lr: 0.35209, eta: 2 days, 7:57:40, time: 2.493, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5583, loss_cls: 3.1586, loss: 3.1586 2020-04-29 19:27:10,065 - mmaction - INFO - Epoch [81][280/627] lr: 0.35209, eta: 2 days, 7:56:14, time: 2.340, data_time: 0.022, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5104, loss_cls: 3.3142, loss: 3.3142 2020-04-29 19:27:58,375 - mmaction - INFO - Epoch [81][300/627] lr: 0.35209, eta: 2 days, 7:54:49, time: 2.420, data_time: 0.006, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5750, loss_cls: 3.1462, loss: 3.1462 2020-04-29 19:28:57,376 - mmaction - INFO - Epoch [81][320/627] lr: 0.35209, eta: 2 days, 7:53:38, time: 2.949, data_time: 0.006, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5833, loss_cls: 3.1146, loss: 3.1146 2020-04-29 19:29:44,525 - mmaction - INFO - Epoch [81][340/627] lr: 0.35209, eta: 2 days, 7:52:12, time: 2.359, data_time: 0.003, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5458, loss_cls: 3.2339, loss: 3.2339 2020-04-29 19:30:32,850 - mmaction - INFO - Epoch [81][360/627] lr: 0.35209, eta: 2 days, 7:50:47, time: 2.417, data_time: 0.001, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5771, loss_cls: 3.0643, loss: 3.0643 2020-04-29 19:31:19,751 - mmaction - INFO - Epoch [81][380/627] lr: 0.35209, eta: 2 days, 7:49:21, time: 2.343, data_time: 0.062, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5521, loss_cls: 3.2540, loss: 3.2540 2020-04-29 19:32:08,712 - mmaction - INFO - Epoch [81][400/627] lr: 0.35209, eta: 2 days, 7:47:58, time: 2.447, data_time: 0.103, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5292, loss_cls: 3.2175, loss: 3.2175 2020-04-29 19:32:59,943 - mmaction - INFO - Epoch [81][420/627] lr: 0.35209, eta: 2 days, 7:46:37, time: 2.563, data_time: 0.235, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5312, loss_cls: 3.2643, loss: 3.2643 2020-04-29 19:33:48,786 - mmaction - INFO - Epoch [81][440/627] lr: 0.35209, eta: 2 days, 7:45:13, time: 2.438, data_time: 0.003, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5563, loss_cls: 3.1251, loss: 3.1251 2020-04-29 19:34:36,382 - mmaction - INFO - Epoch [81][460/627] lr: 0.35209, eta: 2 days, 7:43:48, time: 2.386, data_time: 0.008, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5479, loss_cls: 3.2048, loss: 3.2048 2020-04-29 19:35:25,603 - mmaction - INFO - Epoch [81][480/627] lr: 0.35209, eta: 2 days, 7:42:25, time: 2.461, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5646, loss_cls: 3.2377, loss: 3.2377 2020-04-29 19:36:14,205 - mmaction - INFO - Epoch [81][500/627] lr: 0.35209, eta: 2 days, 7:41:01, time: 2.429, data_time: 0.003, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5417, loss_cls: 3.2718, loss: 3.2718 2020-04-29 19:37:01,147 - mmaction - INFO - Epoch [81][520/627] lr: 0.35209, eta: 2 days, 7:39:35, time: 2.348, data_time: 0.002, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5458, loss_cls: 3.2587, loss: 3.2587 2020-04-29 19:37:55,131 - mmaction - INFO - Epoch [81][540/627] lr: 0.35209, eta: 2 days, 7:38:17, time: 2.699, data_time: 0.002, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5729, loss_cls: 3.1097, loss: 3.1097 2020-04-29 19:38:43,194 - mmaction - INFO - Epoch [81][560/627] lr: 0.35209, eta: 2 days, 7:36:53, time: 2.399, data_time: 0.002, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5688, loss_cls: 3.2182, loss: 3.2182 2020-04-29 19:39:32,081 - mmaction - INFO - Epoch [81][580/627] lr: 0.35209, eta: 2 days, 7:35:29, time: 2.446, data_time: 0.006, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5542, loss_cls: 3.2953, loss: 3.2953 2020-04-29 19:40:22,638 - mmaction - INFO - Epoch [81][600/627] lr: 0.35209, eta: 2 days, 7:34:08, time: 2.529, data_time: 0.004, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5479, loss_cls: 3.2458, loss: 3.2458 2020-04-29 19:41:12,380 - mmaction - INFO - Epoch [81][620/627] lr: 0.35209, eta: 2 days, 7:32:46, time: 2.490, data_time: 0.006, memory: 14510, top1_acc: 0.2562, top5_acc: 0.4875, loss_cls: 3.4431, loss: 3.4431 2020-04-29 19:43:33,587 - mmaction - INFO - Epoch [82][20/627] lr: 0.34693, eta: 2 days, 7:31:41, time: 5.279, data_time: 3.146, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5292, loss_cls: 3.2661, loss: 3.2661 2020-04-29 19:44:23,389 - mmaction - INFO - Epoch [82][40/627] lr: 0.34693, eta: 2 days, 7:30:19, time: 2.491, data_time: 0.003, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.1880, loss: 3.1880 2020-04-29 19:45:12,713 - mmaction - INFO - Epoch [82][60/627] lr: 0.34693, eta: 2 days, 7:28:56, time: 2.464, data_time: 0.003, memory: 14510, top1_acc: 0.2646, top5_acc: 0.5583, loss_cls: 3.2690, loss: 3.2690 2020-04-29 19:45:58,722 - mmaction - INFO - Epoch [82][80/627] lr: 0.34693, eta: 2 days, 7:27:29, time: 2.299, data_time: 0.004, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5438, loss_cls: 3.1817, loss: 3.1817 2020-04-29 19:46:46,421 - mmaction - INFO - Epoch [82][100/627] lr: 0.34693, eta: 2 days, 7:26:05, time: 2.389, data_time: 0.005, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5750, loss_cls: 3.1746, loss: 3.1746 2020-04-29 19:47:39,175 - mmaction - INFO - Epoch [82][120/627] lr: 0.34693, eta: 2 days, 7:24:46, time: 2.637, data_time: 0.475, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5750, loss_cls: 3.1924, loss: 3.1924 2020-04-29 19:48:27,407 - mmaction - INFO - Epoch [82][140/627] lr: 0.34693, eta: 2 days, 7:23:22, time: 2.410, data_time: 0.421, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5708, loss_cls: 3.1880, loss: 3.1880 2020-04-29 19:49:13,951 - mmaction - INFO - Epoch [82][160/627] lr: 0.34693, eta: 2 days, 7:21:56, time: 2.328, data_time: 0.002, memory: 14510, top1_acc: 0.2687, top5_acc: 0.5333, loss_cls: 3.2834, loss: 3.2834 2020-04-29 19:50:02,833 - mmaction - INFO - Epoch [82][180/627] lr: 0.34693, eta: 2 days, 7:20:33, time: 2.438, data_time: 0.001, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5229, loss_cls: 3.4059, loss: 3.4059 2020-04-29 19:50:51,640 - mmaction - INFO - Epoch [82][200/627] lr: 0.34693, eta: 2 days, 7:19:09, time: 2.444, data_time: 0.008, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5667, loss_cls: 3.2462, loss: 3.2462 2020-04-29 19:51:39,204 - mmaction - INFO - Epoch [82][220/627] lr: 0.34693, eta: 2 days, 7:17:45, time: 2.376, data_time: 0.003, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5042, loss_cls: 3.3261, loss: 3.3261 2020-04-29 19:52:27,088 - mmaction - INFO - Epoch [82][240/627] lr: 0.34693, eta: 2 days, 7:16:20, time: 2.397, data_time: 0.006, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5208, loss_cls: 3.2995, loss: 3.2995 2020-04-29 19:53:16,476 - mmaction - INFO - Epoch [82][260/627] lr: 0.34693, eta: 2 days, 7:14:58, time: 2.465, data_time: 0.063, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5833, loss_cls: 3.1044, loss: 3.1044 2020-04-29 19:54:02,828 - mmaction - INFO - Epoch [82][280/627] lr: 0.34693, eta: 2 days, 7:13:32, time: 2.321, data_time: 0.008, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5458, loss_cls: 3.2679, loss: 3.2679 2020-04-29 19:54:54,070 - mmaction - INFO - Epoch [82][300/627] lr: 0.34693, eta: 2 days, 7:12:12, time: 2.563, data_time: 0.012, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5646, loss_cls: 3.2210, loss: 3.2210 2020-04-29 19:55:40,464 - mmaction - INFO - Epoch [82][320/627] lr: 0.34693, eta: 2 days, 7:10:46, time: 2.321, data_time: 0.003, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5479, loss_cls: 3.2026, loss: 3.2026 2020-04-29 19:56:36,418 - mmaction - INFO - Epoch [82][340/627] lr: 0.34693, eta: 2 days, 7:09:31, time: 2.798, data_time: 0.001, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5521, loss_cls: 3.2392, loss: 3.2392 2020-04-29 19:57:27,101 - mmaction - INFO - Epoch [82][360/627] lr: 0.34693, eta: 2 days, 7:08:10, time: 2.534, data_time: 0.001, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5667, loss_cls: 3.1770, loss: 3.1770 2020-04-29 19:58:15,635 - mmaction - INFO - Epoch [82][380/627] lr: 0.34693, eta: 2 days, 7:06:47, time: 2.427, data_time: 0.002, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5687, loss_cls: 3.2061, loss: 3.2061 2020-04-29 19:59:03,944 - mmaction - INFO - Epoch [82][400/627] lr: 0.34693, eta: 2 days, 7:05:23, time: 2.415, data_time: 0.002, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5854, loss_cls: 3.0557, loss: 3.0557 2020-04-29 19:59:52,663 - mmaction - INFO - Epoch [82][420/627] lr: 0.34693, eta: 2 days, 7:04:00, time: 2.435, data_time: 0.002, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5292, loss_cls: 3.4321, loss: 3.4321 2020-04-29 20:00:41,289 - mmaction - INFO - Epoch [82][440/627] lr: 0.34693, eta: 2 days, 7:02:37, time: 2.428, data_time: 0.002, memory: 14510, top1_acc: 0.2854, top5_acc: 0.4937, loss_cls: 3.3207, loss: 3.3207 2020-04-29 20:01:29,527 - mmaction - INFO - Epoch [82][460/627] lr: 0.34693, eta: 2 days, 7:01:13, time: 2.410, data_time: 0.015, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5625, loss_cls: 3.1556, loss: 3.1556 2020-04-29 20:02:18,009 - mmaction - INFO - Epoch [82][480/627] lr: 0.34693, eta: 2 days, 6:59:50, time: 2.427, data_time: 0.007, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5292, loss_cls: 3.2092, loss: 3.2092 2020-04-29 20:03:06,620 - mmaction - INFO - Epoch [82][500/627] lr: 0.34693, eta: 2 days, 6:58:27, time: 2.431, data_time: 0.004, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5354, loss_cls: 3.2950, loss: 3.2950 2020-04-29 20:03:55,443 - mmaction - INFO - Epoch [82][520/627] lr: 0.34693, eta: 2 days, 6:57:04, time: 2.443, data_time: 0.039, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5250, loss_cls: 3.3733, loss: 3.3733 2020-04-29 20:04:44,566 - mmaction - INFO - Epoch [82][540/627] lr: 0.34693, eta: 2 days, 6:55:42, time: 2.457, data_time: 0.659, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5583, loss_cls: 3.2422, loss: 3.2422 2020-04-29 20:05:40,609 - mmaction - INFO - Epoch [82][560/627] lr: 0.34693, eta: 2 days, 6:54:28, time: 2.801, data_time: 1.181, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5125, loss_cls: 3.3632, loss: 3.3632 2020-04-29 20:06:33,564 - mmaction - INFO - Epoch [82][580/627] lr: 0.34693, eta: 2 days, 6:53:10, time: 2.647, data_time: 1.073, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5292, loss_cls: 3.2960, loss: 3.2960 2020-04-29 20:07:22,662 - mmaction - INFO - Epoch [82][600/627] lr: 0.34693, eta: 2 days, 6:51:47, time: 2.457, data_time: 0.075, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5625, loss_cls: 3.2443, loss: 3.2443 2020-04-29 20:08:14,103 - mmaction - INFO - Epoch [82][620/627] lr: 0.34693, eta: 2 days, 6:50:28, time: 2.568, data_time: 0.103, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5438, loss_cls: 3.1998, loss: 3.1998 2020-04-29 20:10:37,498 - mmaction - INFO - Epoch [83][20/627] lr: 0.34175, eta: 2 days, 6:49:34, time: 5.719, data_time: 3.260, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5312, loss_cls: 3.3995, loss: 3.3995 2020-04-29 20:11:25,732 - mmaction - INFO - Epoch [83][40/627] lr: 0.34175, eta: 2 days, 6:48:11, time: 2.411, data_time: 0.003, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5604, loss_cls: 3.2198, loss: 3.2198 2020-04-29 20:12:14,973 - mmaction - INFO - Epoch [83][60/627] lr: 0.34175, eta: 2 days, 6:46:48, time: 2.461, data_time: 0.002, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5875, loss_cls: 3.1720, loss: 3.1720 2020-04-29 20:13:03,023 - mmaction - INFO - Epoch [83][80/627] lr: 0.34175, eta: 2 days, 6:45:25, time: 2.403, data_time: 0.004, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5479, loss_cls: 3.2597, loss: 3.2597 2020-04-29 20:13:54,967 - mmaction - INFO - Epoch [83][100/627] lr: 0.34175, eta: 2 days, 6:44:06, time: 2.593, data_time: 0.519, memory: 14510, top1_acc: 0.3083, top5_acc: 0.6000, loss_cls: 3.1751, loss: 3.1751 2020-04-29 20:14:49,090 - mmaction - INFO - Epoch [83][120/627] lr: 0.34175, eta: 2 days, 6:42:50, time: 2.710, data_time: 1.199, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5729, loss_cls: 3.2253, loss: 3.2253 2020-04-29 20:15:37,747 - mmaction - INFO - Epoch [83][140/627] lr: 0.34175, eta: 2 days, 6:41:27, time: 2.433, data_time: 0.312, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5729, loss_cls: 3.1511, loss: 3.1511 2020-04-29 20:16:29,179 - mmaction - INFO - Epoch [83][160/627] lr: 0.34175, eta: 2 days, 6:40:07, time: 2.571, data_time: 0.038, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5062, loss_cls: 3.3477, loss: 3.3477 2020-04-29 20:17:15,831 - mmaction - INFO - Epoch [83][180/627] lr: 0.34175, eta: 2 days, 6:38:42, time: 2.330, data_time: 0.023, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5708, loss_cls: 3.2182, loss: 3.2182 2020-04-29 20:18:07,545 - mmaction - INFO - Epoch [83][200/627] lr: 0.34175, eta: 2 days, 6:37:23, time: 2.584, data_time: 0.168, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5708, loss_cls: 3.1223, loss: 3.1223 2020-04-29 20:18:56,626 - mmaction - INFO - Epoch [83][220/627] lr: 0.34175, eta: 2 days, 6:36:01, time: 2.457, data_time: 0.008, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5729, loss_cls: 3.1085, loss: 3.1085 2020-04-29 20:19:45,740 - mmaction - INFO - Epoch [83][240/627] lr: 0.34175, eta: 2 days, 6:34:39, time: 2.459, data_time: 0.004, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5875, loss_cls: 3.1618, loss: 3.1618 2020-04-29 20:20:38,265 - mmaction - INFO - Epoch [83][260/627] lr: 0.34175, eta: 2 days, 6:33:21, time: 2.620, data_time: 0.001, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5312, loss_cls: 3.2649, loss: 3.2649 2020-04-29 20:21:28,897 - mmaction - INFO - Epoch [83][280/627] lr: 0.34175, eta: 2 days, 6:32:01, time: 2.537, data_time: 0.018, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5479, loss_cls: 3.3020, loss: 3.3020 2020-04-29 20:22:19,784 - mmaction - INFO - Epoch [83][300/627] lr: 0.34175, eta: 2 days, 6:30:41, time: 2.541, data_time: 0.038, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5521, loss_cls: 3.2128, loss: 3.2128 2020-04-29 20:23:19,702 - mmaction - INFO - Epoch [83][320/627] lr: 0.34175, eta: 2 days, 6:29:31, time: 2.992, data_time: 0.014, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5625, loss_cls: 3.0554, loss: 3.0554 2020-04-29 20:24:14,847 - mmaction - INFO - Epoch [83][340/627] lr: 0.34175, eta: 2 days, 6:28:17, time: 2.765, data_time: 0.008, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5333, loss_cls: 3.3026, loss: 3.3026 2020-04-29 20:25:06,140 - mmaction - INFO - Epoch [83][360/627] lr: 0.34175, eta: 2 days, 6:26:57, time: 2.565, data_time: 0.122, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5979, loss_cls: 3.0840, loss: 3.0840 2020-04-29 20:25:56,663 - mmaction - INFO - Epoch [83][380/627] lr: 0.34175, eta: 2 days, 6:25:37, time: 2.526, data_time: 0.495, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5792, loss_cls: 3.2015, loss: 3.2015 2020-04-29 20:26:49,110 - mmaction - INFO - Epoch [83][400/627] lr: 0.34175, eta: 2 days, 6:24:19, time: 2.615, data_time: 1.011, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5521, loss_cls: 3.2241, loss: 3.2241 2020-04-29 20:27:40,617 - mmaction - INFO - Epoch [83][420/627] lr: 0.34175, eta: 2 days, 6:23:00, time: 2.583, data_time: 1.002, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5229, loss_cls: 3.2152, loss: 3.2152 2020-04-29 20:28:32,166 - mmaction - INFO - Epoch [83][440/627] lr: 0.34175, eta: 2 days, 6:21:41, time: 2.575, data_time: 1.077, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5500, loss_cls: 3.2247, loss: 3.2247 2020-04-29 20:29:22,705 - mmaction - INFO - Epoch [83][460/627] lr: 0.34175, eta: 2 days, 6:20:21, time: 2.529, data_time: 1.019, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5208, loss_cls: 3.2651, loss: 3.2651 2020-04-29 20:30:12,103 - mmaction - INFO - Epoch [83][480/627] lr: 0.34175, eta: 2 days, 6:18:59, time: 2.466, data_time: 0.957, memory: 14510, top1_acc: 0.2521, top5_acc: 0.5188, loss_cls: 3.4262, loss: 3.4262 2020-04-29 20:31:04,262 - mmaction - INFO - Epoch [83][500/627] lr: 0.34175, eta: 2 days, 6:17:41, time: 2.609, data_time: 0.729, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5750, loss_cls: 3.0245, loss: 3.0245 2020-04-29 20:31:57,806 - mmaction - INFO - Epoch [83][520/627] lr: 0.34175, eta: 2 days, 6:16:25, time: 2.678, data_time: 0.167, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5563, loss_cls: 3.2459, loss: 3.2459 2020-04-29 20:32:54,452 - mmaction - INFO - Epoch [83][540/627] lr: 0.34175, eta: 2 days, 6:15:12, time: 2.830, data_time: 0.004, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5604, loss_cls: 3.2009, loss: 3.2009 2020-04-29 20:33:47,427 - mmaction - INFO - Epoch [83][560/627] lr: 0.34175, eta: 2 days, 6:13:54, time: 2.650, data_time: 0.006, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5417, loss_cls: 3.2549, loss: 3.2549 2020-04-29 20:34:38,630 - mmaction - INFO - Epoch [83][580/627] lr: 0.34175, eta: 2 days, 6:12:35, time: 2.560, data_time: 0.005, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5937, loss_cls: 3.0368, loss: 3.0368 2020-04-29 20:35:32,019 - mmaction - INFO - Epoch [83][600/627] lr: 0.34175, eta: 2 days, 6:11:18, time: 2.672, data_time: 0.026, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5146, loss_cls: 3.3560, loss: 3.3560 2020-04-29 20:36:25,197 - mmaction - INFO - Epoch [83][620/627] lr: 0.34175, eta: 2 days, 6:10:02, time: 2.657, data_time: 0.001, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5354, loss_cls: 3.2952, loss: 3.2952 2020-04-29 20:38:43,703 - mmaction - INFO - Epoch [84][20/627] lr: 0.33656, eta: 2 days, 6:09:11, time: 5.863, data_time: 3.450, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5604, loss_cls: 3.3049, loss: 3.3049 2020-04-29 20:39:33,993 - mmaction - INFO - Epoch [84][40/627] lr: 0.33656, eta: 2 days, 6:07:50, time: 2.512, data_time: 0.001, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5750, loss_cls: 3.1898, loss: 3.1898 2020-04-29 20:40:24,647 - mmaction - INFO - Epoch [84][60/627] lr: 0.33656, eta: 2 days, 6:06:31, time: 2.532, data_time: 0.003, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5396, loss_cls: 3.1973, loss: 3.1973 2020-04-29 20:41:19,770 - mmaction - INFO - Epoch [84][80/627] lr: 0.33656, eta: 2 days, 6:05:16, time: 2.753, data_time: 0.057, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5375, loss_cls: 3.2874, loss: 3.2874 2020-04-29 20:42:10,536 - mmaction - INFO - Epoch [84][100/627] lr: 0.33656, eta: 2 days, 6:03:56, time: 2.542, data_time: 0.017, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5750, loss_cls: 3.2815, loss: 3.2815 2020-04-29 20:42:59,826 - mmaction - INFO - Epoch [84][120/627] lr: 0.33656, eta: 2 days, 6:02:35, time: 2.462, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5250, loss_cls: 3.4263, loss: 3.4263 2020-04-29 20:43:49,677 - mmaction - INFO - Epoch [84][140/627] lr: 0.33656, eta: 2 days, 6:01:14, time: 2.493, data_time: 0.005, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5479, loss_cls: 3.2554, loss: 3.2554 2020-04-29 20:44:40,378 - mmaction - INFO - Epoch [84][160/627] lr: 0.33656, eta: 2 days, 5:59:55, time: 2.536, data_time: 0.004, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5062, loss_cls: 3.3741, loss: 3.3741 2020-04-29 20:45:30,709 - mmaction - INFO - Epoch [84][180/627] lr: 0.33656, eta: 2 days, 5:58:35, time: 2.517, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.6167, loss_cls: 3.0138, loss: 3.0138 2020-04-29 20:46:22,517 - mmaction - INFO - Epoch [84][200/627] lr: 0.33656, eta: 2 days, 5:57:16, time: 2.589, data_time: 0.002, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5563, loss_cls: 3.2478, loss: 3.2478 2020-04-29 20:47:13,914 - mmaction - INFO - Epoch [84][220/627] lr: 0.33656, eta: 2 days, 5:55:57, time: 2.572, data_time: 0.004, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5667, loss_cls: 3.2718, loss: 3.2718 2020-04-29 20:48:00,700 - mmaction - INFO - Epoch [84][240/627] lr: 0.33656, eta: 2 days, 5:54:33, time: 2.337, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5458, loss_cls: 3.2585, loss: 3.2585 2020-04-29 20:48:50,674 - mmaction - INFO - Epoch [84][260/627] lr: 0.33656, eta: 2 days, 5:53:13, time: 2.495, data_time: 0.004, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5375, loss_cls: 3.2121, loss: 3.2121 2020-04-29 20:49:40,669 - mmaction - INFO - Epoch [84][280/627] lr: 0.33656, eta: 2 days, 5:51:53, time: 2.505, data_time: 0.008, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5417, loss_cls: 3.2693, loss: 3.2693 2020-04-29 20:50:34,132 - mmaction - INFO - Epoch [84][300/627] lr: 0.33656, eta: 2 days, 5:50:36, time: 2.672, data_time: 0.002, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6042, loss_cls: 2.9762, loss: 2.9762 2020-04-29 20:51:24,233 - mmaction - INFO - Epoch [84][320/627] lr: 0.33656, eta: 2 days, 5:49:16, time: 2.504, data_time: 0.004, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5438, loss_cls: 3.1837, loss: 3.1837 2020-04-29 20:52:12,893 - mmaction - INFO - Epoch [84][340/627] lr: 0.33656, eta: 2 days, 5:47:54, time: 2.433, data_time: 0.005, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5792, loss_cls: 3.1060, loss: 3.1060 2020-04-29 20:53:01,021 - mmaction - INFO - Epoch [84][360/627] lr: 0.33656, eta: 2 days, 5:46:32, time: 2.409, data_time: 0.004, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5563, loss_cls: 3.1965, loss: 3.1965 2020-04-29 20:53:52,099 - mmaction - INFO - Epoch [84][380/627] lr: 0.33656, eta: 2 days, 5:45:13, time: 2.554, data_time: 0.002, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5125, loss_cls: 3.3924, loss: 3.3924 2020-04-29 20:54:39,767 - mmaction - INFO - Epoch [84][400/627] lr: 0.33656, eta: 2 days, 5:43:50, time: 2.384, data_time: 0.004, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5667, loss_cls: 3.0977, loss: 3.0977 2020-04-29 20:55:28,882 - mmaction - INFO - Epoch [84][420/627] lr: 0.33656, eta: 2 days, 5:42:29, time: 2.453, data_time: 0.076, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5250, loss_cls: 3.3038, loss: 3.3038 2020-04-29 20:56:17,993 - mmaction - INFO - Epoch [84][440/627] lr: 0.33656, eta: 2 days, 5:41:07, time: 2.453, data_time: 0.005, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5292, loss_cls: 3.2844, loss: 3.2844 2020-04-29 20:57:08,160 - mmaction - INFO - Epoch [84][460/627] lr: 0.33656, eta: 2 days, 5:39:48, time: 2.514, data_time: 0.007, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5729, loss_cls: 3.1161, loss: 3.1161 2020-04-29 20:57:59,437 - mmaction - INFO - Epoch [84][480/627] lr: 0.33656, eta: 2 days, 5:38:29, time: 2.563, data_time: 0.001, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5438, loss_cls: 3.1891, loss: 3.1891 2020-04-29 20:58:48,377 - mmaction - INFO - Epoch [84][500/627] lr: 0.33656, eta: 2 days, 5:37:08, time: 2.445, data_time: 0.002, memory: 14510, top1_acc: 0.3208, top5_acc: 0.6083, loss_cls: 3.0742, loss: 3.0742 2020-04-29 20:59:42,168 - mmaction - INFO - Epoch [84][520/627] lr: 0.33656, eta: 2 days, 5:35:52, time: 2.691, data_time: 0.008, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5312, loss_cls: 3.2180, loss: 3.2180 2020-04-29 21:00:32,350 - mmaction - INFO - Epoch [84][540/627] lr: 0.33656, eta: 2 days, 5:34:32, time: 2.510, data_time: 0.131, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5771, loss_cls: 3.1079, loss: 3.1079 2020-04-29 21:01:24,045 - mmaction - INFO - Epoch [84][560/627] lr: 0.33656, eta: 2 days, 5:33:14, time: 2.587, data_time: 0.004, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5563, loss_cls: 3.1618, loss: 3.1618 2020-04-29 21:02:12,601 - mmaction - INFO - Epoch [84][580/627] lr: 0.33656, eta: 2 days, 5:31:52, time: 2.424, data_time: 0.001, memory: 14510, top1_acc: 0.2625, top5_acc: 0.5646, loss_cls: 3.3433, loss: 3.3433 2020-04-29 21:02:59,360 - mmaction - INFO - Epoch [84][600/627] lr: 0.33656, eta: 2 days, 5:30:29, time: 2.333, data_time: 0.006, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5792, loss_cls: 3.0282, loss: 3.0282 2020-04-29 21:03:46,461 - mmaction - INFO - Epoch [84][620/627] lr: 0.33656, eta: 2 days, 5:29:05, time: 2.360, data_time: 0.009, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5542, loss_cls: 3.1774, loss: 3.1774 2020-04-29 21:05:50,718 - mmaction - INFO - Epoch [85][20/627] lr: 0.33136, eta: 2 days, 5:27:47, time: 4.659, data_time: 2.439, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5354, loss_cls: 3.2829, loss: 3.2829 2020-04-29 21:06:39,750 - mmaction - INFO - Epoch [85][40/627] lr: 0.33136, eta: 2 days, 5:26:26, time: 2.451, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.6125, loss_cls: 3.1543, loss: 3.1543 2020-04-29 21:07:27,616 - mmaction - INFO - Epoch [85][60/627] lr: 0.33136, eta: 2 days, 5:25:03, time: 2.393, data_time: 0.004, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5438, loss_cls: 3.2735, loss: 3.2735 2020-04-29 21:08:22,132 - mmaction - INFO - Epoch [85][80/627] lr: 0.33136, eta: 2 days, 5:23:49, time: 2.728, data_time: 0.003, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5646, loss_cls: 3.1700, loss: 3.1700 2020-04-29 21:09:10,769 - mmaction - INFO - Epoch [85][100/627] lr: 0.33136, eta: 2 days, 5:22:27, time: 2.432, data_time: 0.001, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5625, loss_cls: 3.1879, loss: 3.1879 2020-04-29 21:09:58,104 - mmaction - INFO - Epoch [85][120/627] lr: 0.33136, eta: 2 days, 5:21:05, time: 2.366, data_time: 0.001, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5354, loss_cls: 3.2913, loss: 3.2913 2020-04-29 21:10:47,306 - mmaction - INFO - Epoch [85][140/627] lr: 0.33136, eta: 2 days, 5:19:44, time: 2.455, data_time: 0.004, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5500, loss_cls: 3.2638, loss: 3.2638 2020-04-29 21:11:34,111 - mmaction - INFO - Epoch [85][160/627] lr: 0.33136, eta: 2 days, 5:18:20, time: 2.342, data_time: 0.006, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5167, loss_cls: 3.3783, loss: 3.3783 2020-04-29 21:12:24,698 - mmaction - INFO - Epoch [85][180/627] lr: 0.33136, eta: 2 days, 5:17:01, time: 2.532, data_time: 0.004, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5771, loss_cls: 3.1051, loss: 3.1051 2020-04-29 21:13:11,558 - mmaction - INFO - Epoch [85][200/627] lr: 0.33136, eta: 2 days, 5:15:38, time: 2.339, data_time: 0.001, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5458, loss_cls: 3.2176, loss: 3.2176 2020-04-29 21:14:06,344 - mmaction - INFO - Epoch [85][220/627] lr: 0.33136, eta: 2 days, 5:14:24, time: 2.739, data_time: 0.005, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5875, loss_cls: 3.0959, loss: 3.0959 2020-04-29 21:14:56,839 - mmaction - INFO - Epoch [85][240/627] lr: 0.33136, eta: 2 days, 5:13:05, time: 2.528, data_time: 0.005, memory: 14510, top1_acc: 0.2562, top5_acc: 0.5021, loss_cls: 3.3743, loss: 3.3743 2020-04-29 21:15:45,194 - mmaction - INFO - Epoch [85][260/627] lr: 0.33136, eta: 2 days, 5:11:43, time: 2.418, data_time: 0.002, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5396, loss_cls: 3.3026, loss: 3.3026 2020-04-29 21:16:36,370 - mmaction - INFO - Epoch [85][280/627] lr: 0.33136, eta: 2 days, 5:10:25, time: 2.557, data_time: 0.002, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5438, loss_cls: 3.2522, loss: 3.2522 2020-04-29 21:17:24,778 - mmaction - INFO - Epoch [85][300/627] lr: 0.33136, eta: 2 days, 5:09:03, time: 2.417, data_time: 0.003, memory: 14510, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.2025, loss: 3.2025 2020-04-29 21:18:20,196 - mmaction - INFO - Epoch [85][320/627] lr: 0.33136, eta: 2 days, 5:07:50, time: 2.771, data_time: 0.006, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5812, loss_cls: 3.0719, loss: 3.0719 2020-04-29 21:19:10,051 - mmaction - INFO - Epoch [85][340/627] lr: 0.33136, eta: 2 days, 5:06:30, time: 2.495, data_time: 0.007, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5500, loss_cls: 3.2708, loss: 3.2708 2020-04-29 21:19:57,805 - mmaction - INFO - Epoch [85][360/627] lr: 0.33136, eta: 2 days, 5:05:08, time: 2.390, data_time: 0.024, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5208, loss_cls: 3.3726, loss: 3.3726 2020-04-29 21:20:49,198 - mmaction - INFO - Epoch [85][380/627] lr: 0.33136, eta: 2 days, 5:03:50, time: 2.562, data_time: 0.007, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5375, loss_cls: 3.3522, loss: 3.3522 2020-04-29 21:21:41,437 - mmaction - INFO - Epoch [85][400/627] lr: 0.33136, eta: 2 days, 5:02:33, time: 2.616, data_time: 0.014, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5479, loss_cls: 3.2553, loss: 3.2553 2020-04-29 21:22:33,234 - mmaction - INFO - Epoch [85][420/627] lr: 0.33136, eta: 2 days, 5:01:16, time: 2.590, data_time: 0.005, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5250, loss_cls: 3.3102, loss: 3.3102 2020-04-29 21:23:22,234 - mmaction - INFO - Epoch [85][440/627] lr: 0.33136, eta: 2 days, 4:59:55, time: 2.452, data_time: 0.005, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5938, loss_cls: 3.0653, loss: 3.0653 2020-04-29 21:24:14,436 - mmaction - INFO - Epoch [85][460/627] lr: 0.33136, eta: 2 days, 4:58:38, time: 2.611, data_time: 0.003, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5542, loss_cls: 3.2067, loss: 3.2067 2020-04-29 21:25:04,018 - mmaction - INFO - Epoch [85][480/627] lr: 0.33136, eta: 2 days, 4:57:18, time: 2.477, data_time: 0.002, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5354, loss_cls: 3.2173, loss: 3.2173 2020-04-29 21:25:53,814 - mmaction - INFO - Epoch [85][500/627] lr: 0.33136, eta: 2 days, 4:55:58, time: 2.490, data_time: 0.045, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5563, loss_cls: 3.3075, loss: 3.3075 2020-04-29 21:26:42,982 - mmaction - INFO - Epoch [85][520/627] lr: 0.33136, eta: 2 days, 4:54:38, time: 2.460, data_time: 0.004, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5479, loss_cls: 3.2144, loss: 3.2144 2020-04-29 21:27:41,644 - mmaction - INFO - Epoch [85][540/627] lr: 0.33136, eta: 2 days, 4:53:29, time: 2.933, data_time: 0.003, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5667, loss_cls: 3.1973, loss: 3.1973 2020-04-29 21:28:30,434 - mmaction - INFO - Epoch [85][560/627] lr: 0.33136, eta: 2 days, 4:52:08, time: 2.437, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5854, loss_cls: 3.0537, loss: 3.0537 2020-04-29 21:29:21,518 - mmaction - INFO - Epoch [85][580/627] lr: 0.33136, eta: 2 days, 4:50:50, time: 2.557, data_time: 0.004, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5521, loss_cls: 3.2703, loss: 3.2703 2020-04-29 21:30:11,842 - mmaction - INFO - Epoch [85][600/627] lr: 0.33136, eta: 2 days, 4:49:31, time: 2.516, data_time: 0.018, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5500, loss_cls: 3.2231, loss: 3.2231 2020-04-29 21:31:00,311 - mmaction - INFO - Epoch [85][620/627] lr: 0.33136, eta: 2 days, 4:48:10, time: 2.421, data_time: 0.002, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5729, loss_cls: 3.1357, loss: 3.1357 2020-04-29 21:34:02,768 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 21:34:03,792 - mmaction - INFO - top1_acc 0.3279 top5_acc 0.5902 2020-04-29 21:34:03,792 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 21:34:03,869 - mmaction - INFO - mean_acc 0.3277 2020-04-29 21:34:03,880 - mmaction - INFO - Epoch [85][627/627] lr: 0.33136, top1_acc: 0.3279, top5_acc: 0.5902, mean_class_accuracy: 0.3277 2020-04-29 21:34:59,858 - mmaction - INFO - Epoch [86][20/627] lr: 0.32615, eta: 2 days, 4:46:10, time: 2.795, data_time: 0.314, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5729, loss_cls: 3.1491, loss: 3.1491 2020-04-29 21:35:46,923 - mmaction - INFO - Epoch [86][40/627] lr: 0.32615, eta: 2 days, 4:44:47, time: 2.353, data_time: 0.004, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5667, loss_cls: 3.1756, loss: 3.1756 2020-04-29 21:36:44,156 - mmaction - INFO - Epoch [86][60/627] lr: 0.32615, eta: 2 days, 4:43:36, time: 2.860, data_time: 0.005, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5750, loss_cls: 3.1184, loss: 3.1184 2020-04-29 21:37:30,688 - mmaction - INFO - Epoch [86][80/627] lr: 0.32615, eta: 2 days, 4:42:13, time: 2.328, data_time: 0.020, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5625, loss_cls: 3.1362, loss: 3.1362 2020-04-29 21:38:18,425 - mmaction - INFO - Epoch [86][100/627] lr: 0.32615, eta: 2 days, 4:40:52, time: 2.390, data_time: 0.005, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5458, loss_cls: 3.3361, loss: 3.3361 2020-04-29 21:39:05,638 - mmaction - INFO - Epoch [86][120/627] lr: 0.32615, eta: 2 days, 4:39:29, time: 2.360, data_time: 0.003, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5708, loss_cls: 3.1040, loss: 3.1040 2020-04-29 21:39:53,428 - mmaction - INFO - Epoch [86][140/627] lr: 0.32615, eta: 2 days, 4:38:08, time: 2.388, data_time: 0.003, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5625, loss_cls: 3.1775, loss: 3.1775 2020-04-29 21:40:42,647 - mmaction - INFO - Epoch [86][160/627] lr: 0.32615, eta: 2 days, 4:36:48, time: 2.463, data_time: 0.004, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5167, loss_cls: 3.4153, loss: 3.4153 2020-04-29 21:41:31,186 - mmaction - INFO - Epoch [86][180/627] lr: 0.32615, eta: 2 days, 4:35:27, time: 2.427, data_time: 0.006, memory: 14510, top1_acc: 0.2708, top5_acc: 0.5146, loss_cls: 3.3205, loss: 3.3205 2020-04-29 21:42:21,404 - mmaction - INFO - Epoch [86][200/627] lr: 0.32615, eta: 2 days, 4:34:08, time: 2.512, data_time: 0.003, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5708, loss_cls: 3.1226, loss: 3.1226 2020-04-29 21:43:07,932 - mmaction - INFO - Epoch [86][220/627] lr: 0.32615, eta: 2 days, 4:32:45, time: 2.326, data_time: 0.001, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5813, loss_cls: 3.0548, loss: 3.0548 2020-04-29 21:43:58,947 - mmaction - INFO - Epoch [86][240/627] lr: 0.32615, eta: 2 days, 4:31:28, time: 2.551, data_time: 0.002, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5500, loss_cls: 3.1548, loss: 3.1548 2020-04-29 21:44:46,320 - mmaction - INFO - Epoch [86][260/627] lr: 0.32615, eta: 2 days, 4:30:06, time: 2.362, data_time: 0.011, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5542, loss_cls: 3.1224, loss: 3.1224 2020-04-29 21:45:42,284 - mmaction - INFO - Epoch [86][280/627] lr: 0.32615, eta: 2 days, 4:28:53, time: 2.805, data_time: 0.008, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5167, loss_cls: 3.4066, loss: 3.4066 2020-04-29 21:46:32,130 - mmaction - INFO - Epoch [86][300/627] lr: 0.32615, eta: 2 days, 4:27:34, time: 2.492, data_time: 0.001, memory: 14510, top1_acc: 0.2479, top5_acc: 0.5146, loss_cls: 3.3345, loss: 3.3345 2020-04-29 21:47:22,481 - mmaction - INFO - Epoch [86][320/627] lr: 0.32615, eta: 2 days, 4:26:16, time: 2.517, data_time: 0.002, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5938, loss_cls: 3.0581, loss: 3.0581 2020-04-29 21:48:09,708 - mmaction - INFO - Epoch [86][340/627] lr: 0.32615, eta: 2 days, 4:24:54, time: 2.361, data_time: 0.036, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5292, loss_cls: 3.3130, loss: 3.3130 2020-04-29 21:48:56,384 - mmaction - INFO - Epoch [86][360/627] lr: 0.32615, eta: 2 days, 4:23:31, time: 2.335, data_time: 0.002, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5354, loss_cls: 3.3114, loss: 3.3114 2020-04-29 21:49:43,370 - mmaction - INFO - Epoch [86][380/627] lr: 0.32615, eta: 2 days, 4:22:09, time: 2.349, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5333, loss_cls: 3.2142, loss: 3.2142 2020-04-29 21:50:30,071 - mmaction - INFO - Epoch [86][400/627] lr: 0.32615, eta: 2 days, 4:20:47, time: 2.334, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5792, loss_cls: 3.2113, loss: 3.2113 2020-04-29 21:51:17,475 - mmaction - INFO - Epoch [86][420/627] lr: 0.32615, eta: 2 days, 4:19:25, time: 2.367, data_time: 0.004, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5188, loss_cls: 3.3326, loss: 3.3326 2020-04-29 21:52:05,473 - mmaction - INFO - Epoch [86][440/627] lr: 0.32615, eta: 2 days, 4:18:04, time: 2.403, data_time: 0.028, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5333, loss_cls: 3.2148, loss: 3.2148 2020-04-29 21:52:52,290 - mmaction - INFO - Epoch [86][460/627] lr: 0.32615, eta: 2 days, 4:16:42, time: 2.340, data_time: 0.002, memory: 14510, top1_acc: 0.3208, top5_acc: 0.6021, loss_cls: 3.0663, loss: 3.0663 2020-04-29 21:53:40,635 - mmaction - INFO - Epoch [86][480/627] lr: 0.32615, eta: 2 days, 4:15:21, time: 2.418, data_time: 0.003, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5313, loss_cls: 3.3530, loss: 3.3530 2020-04-29 21:54:35,775 - mmaction - INFO - Epoch [86][500/627] lr: 0.32615, eta: 2 days, 4:14:08, time: 2.755, data_time: 0.002, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5292, loss_cls: 3.2948, loss: 3.2948 2020-04-29 21:55:23,798 - mmaction - INFO - Epoch [86][520/627] lr: 0.32615, eta: 2 days, 4:12:47, time: 2.404, data_time: 0.004, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5604, loss_cls: 3.0795, loss: 3.0795 2020-04-29 21:56:11,710 - mmaction - INFO - Epoch [86][540/627] lr: 0.32615, eta: 2 days, 4:11:26, time: 2.396, data_time: 0.002, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5792, loss_cls: 3.0873, loss: 3.0873 2020-04-29 21:57:02,112 - mmaction - INFO - Epoch [86][560/627] lr: 0.32615, eta: 2 days, 4:10:08, time: 2.516, data_time: 0.001, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6042, loss_cls: 2.9769, loss: 2.9769 2020-04-29 21:57:51,673 - mmaction - INFO - Epoch [86][580/627] lr: 0.32615, eta: 2 days, 4:08:49, time: 2.478, data_time: 0.209, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5604, loss_cls: 3.1925, loss: 3.1925 2020-04-29 21:58:40,346 - mmaction - INFO - Epoch [86][600/627] lr: 0.32615, eta: 2 days, 4:07:29, time: 2.436, data_time: 0.586, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5438, loss_cls: 3.2593, loss: 3.2593 2020-04-29 21:59:29,680 - mmaction - INFO - Epoch [86][620/627] lr: 0.32615, eta: 2 days, 4:06:10, time: 2.467, data_time: 0.174, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5333, loss_cls: 3.2490, loss: 3.2490 2020-04-29 22:02:07,634 - mmaction - INFO - Epoch [87][20/627] lr: 0.32093, eta: 2 days, 4:05:25, time: 6.192, data_time: 3.632, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5521, loss_cls: 3.1416, loss: 3.1416 2020-04-29 22:02:56,295 - mmaction - INFO - Epoch [87][40/627] lr: 0.32093, eta: 2 days, 4:04:05, time: 2.432, data_time: 0.004, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5563, loss_cls: 3.2160, loss: 3.2160 2020-04-29 22:03:52,524 - mmaction - INFO - Epoch [87][60/627] lr: 0.32093, eta: 2 days, 4:02:53, time: 2.813, data_time: 0.078, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5729, loss_cls: 3.1385, loss: 3.1385 2020-04-29 22:04:41,117 - mmaction - INFO - Epoch [87][80/627] lr: 0.32093, eta: 2 days, 4:01:33, time: 2.425, data_time: 0.589, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5437, loss_cls: 3.1916, loss: 3.1916 2020-04-29 22:05:30,092 - mmaction - INFO - Epoch [87][100/627] lr: 0.32093, eta: 2 days, 4:00:14, time: 2.452, data_time: 0.555, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5625, loss_cls: 3.0944, loss: 3.0944 2020-04-29 22:06:20,385 - mmaction - INFO - Epoch [87][120/627] lr: 0.32093, eta: 2 days, 3:58:56, time: 2.515, data_time: 0.264, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5375, loss_cls: 3.2598, loss: 3.2598 2020-04-29 22:07:09,295 - mmaction - INFO - Epoch [87][140/627] lr: 0.32093, eta: 2 days, 3:57:36, time: 2.445, data_time: 0.004, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5979, loss_cls: 3.0666, loss: 3.0666 2020-04-29 22:07:57,002 - mmaction - INFO - Epoch [87][160/627] lr: 0.32093, eta: 2 days, 3:56:15, time: 2.386, data_time: 0.008, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5208, loss_cls: 3.2647, loss: 3.2647 2020-04-29 22:08:43,988 - mmaction - INFO - Epoch [87][180/627] lr: 0.32093, eta: 2 days, 3:54:53, time: 2.350, data_time: 0.003, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5500, loss_cls: 3.1964, loss: 3.1964 2020-04-29 22:09:31,221 - mmaction - INFO - Epoch [87][200/627] lr: 0.32093, eta: 2 days, 3:53:32, time: 2.362, data_time: 0.793, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6250, loss_cls: 2.8353, loss: 2.8353 2020-04-29 22:10:20,024 - mmaction - INFO - Epoch [87][220/627] lr: 0.32093, eta: 2 days, 3:52:12, time: 2.436, data_time: 0.254, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5729, loss_cls: 3.1329, loss: 3.1329 2020-04-29 22:11:07,514 - mmaction - INFO - Epoch [87][240/627] lr: 0.32093, eta: 2 days, 3:50:51, time: 2.379, data_time: 0.006, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5500, loss_cls: 3.1799, loss: 3.1799 2020-04-29 22:11:56,131 - mmaction - INFO - Epoch [87][260/627] lr: 0.32093, eta: 2 days, 3:49:31, time: 2.430, data_time: 0.002, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5521, loss_cls: 3.2456, loss: 3.2456 2020-04-29 22:12:49,647 - mmaction - INFO - Epoch [87][280/627] lr: 0.32093, eta: 2 days, 3:48:17, time: 2.676, data_time: 0.006, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5667, loss_cls: 3.1714, loss: 3.1714 2020-04-29 22:13:37,651 - mmaction - INFO - Epoch [87][300/627] lr: 0.32093, eta: 2 days, 3:46:56, time: 2.397, data_time: 0.002, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5458, loss_cls: 3.3513, loss: 3.3513 2020-04-29 22:14:26,248 - mmaction - INFO - Epoch [87][320/627] lr: 0.32093, eta: 2 days, 3:45:37, time: 2.429, data_time: 0.005, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5521, loss_cls: 3.3381, loss: 3.3381 2020-04-29 22:15:17,335 - mmaction - INFO - Epoch [87][340/627] lr: 0.32093, eta: 2 days, 3:44:20, time: 2.558, data_time: 0.007, memory: 14510, top1_acc: 0.2542, top5_acc: 0.5146, loss_cls: 3.2365, loss: 3.2365 2020-04-29 22:16:11,499 - mmaction - INFO - Epoch [87][360/627] lr: 0.32093, eta: 2 days, 3:43:06, time: 2.707, data_time: 0.004, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5583, loss_cls: 3.1280, loss: 3.1280 2020-04-29 22:17:05,950 - mmaction - INFO - Epoch [87][380/627] lr: 0.32093, eta: 2 days, 3:41:53, time: 2.726, data_time: 0.004, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5521, loss_cls: 3.2704, loss: 3.2704 2020-04-29 22:17:56,380 - mmaction - INFO - Epoch [87][400/627] lr: 0.32093, eta: 2 days, 3:40:35, time: 2.518, data_time: 0.001, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5479, loss_cls: 3.3115, loss: 3.3115 2020-04-29 22:18:46,790 - mmaction - INFO - Epoch [87][420/627] lr: 0.32093, eta: 2 days, 3:39:17, time: 2.511, data_time: 0.004, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5437, loss_cls: 3.3396, loss: 3.3396 2020-04-29 22:19:38,148 - mmaction - INFO - Epoch [87][440/627] lr: 0.32093, eta: 2 days, 3:38:00, time: 2.580, data_time: 0.014, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5250, loss_cls: 3.3233, loss: 3.3233 2020-04-29 22:20:31,093 - mmaction - INFO - Epoch [87][460/627] lr: 0.32093, eta: 2 days, 3:36:45, time: 2.642, data_time: 0.374, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.1722, loss: 3.1722 2020-04-29 22:21:21,124 - mmaction - INFO - Epoch [87][480/627] lr: 0.32093, eta: 2 days, 3:35:27, time: 2.506, data_time: 0.992, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5042, loss_cls: 3.4027, loss: 3.4027 2020-04-29 22:22:16,839 - mmaction - INFO - Epoch [87][500/627] lr: 0.32093, eta: 2 days, 3:34:15, time: 2.782, data_time: 0.786, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5875, loss_cls: 3.1099, loss: 3.1099 2020-04-29 22:23:09,391 - mmaction - INFO - Epoch [87][520/627] lr: 0.32093, eta: 2 days, 3:33:00, time: 2.630, data_time: 0.861, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5500, loss_cls: 3.1840, loss: 3.1840 2020-04-29 22:24:00,064 - mmaction - INFO - Epoch [87][540/627] lr: 0.32093, eta: 2 days, 3:31:43, time: 2.530, data_time: 0.770, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5188, loss_cls: 3.3599, loss: 3.3599 2020-04-29 22:24:54,068 - mmaction - INFO - Epoch [87][560/627] lr: 0.32093, eta: 2 days, 3:30:29, time: 2.701, data_time: 0.051, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5479, loss_cls: 3.2314, loss: 3.2314 2020-04-29 22:25:43,766 - mmaction - INFO - Epoch [87][580/627] lr: 0.32093, eta: 2 days, 3:29:11, time: 2.484, data_time: 0.290, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5292, loss_cls: 3.3459, loss: 3.3459 2020-04-29 22:26:35,477 - mmaction - INFO - Epoch [87][600/627] lr: 0.32093, eta: 2 days, 3:27:55, time: 2.587, data_time: 0.483, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.2677, loss: 3.2677 2020-04-29 22:27:25,944 - mmaction - INFO - Epoch [87][620/627] lr: 0.32093, eta: 2 days, 3:26:37, time: 2.525, data_time: 0.026, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5396, loss_cls: 3.1935, loss: 3.1935 2020-04-29 22:29:55,073 - mmaction - INFO - Epoch [88][20/627] lr: 0.31570, eta: 2 days, 3:25:46, time: 5.900, data_time: 3.925, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5167, loss_cls: 3.2560, loss: 3.2560 2020-04-29 22:30:46,403 - mmaction - INFO - Epoch [88][40/627] lr: 0.31570, eta: 2 days, 3:24:29, time: 2.561, data_time: 0.005, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5646, loss_cls: 3.1240, loss: 3.1240 2020-04-29 22:31:45,317 - mmaction - INFO - Epoch [88][60/627] lr: 0.31570, eta: 2 days, 3:23:21, time: 2.952, data_time: 0.012, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5771, loss_cls: 3.0559, loss: 3.0559 2020-04-29 22:32:34,278 - mmaction - INFO - Epoch [88][80/627] lr: 0.31570, eta: 2 days, 3:22:02, time: 2.449, data_time: 0.043, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5729, loss_cls: 3.1360, loss: 3.1360 2020-04-29 22:33:23,724 - mmaction - INFO - Epoch [88][100/627] lr: 0.31570, eta: 2 days, 3:20:43, time: 2.473, data_time: 0.184, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5542, loss_cls: 3.2083, loss: 3.2083 2020-04-29 22:34:16,484 - mmaction - INFO - Epoch [88][120/627] lr: 0.31570, eta: 2 days, 3:19:28, time: 2.639, data_time: 0.017, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5833, loss_cls: 3.0560, loss: 3.0560 2020-04-29 22:35:06,873 - mmaction - INFO - Epoch [88][140/627] lr: 0.31570, eta: 2 days, 3:18:11, time: 2.517, data_time: 0.001, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5896, loss_cls: 3.1329, loss: 3.1329 2020-04-29 22:35:56,950 - mmaction - INFO - Epoch [88][160/627] lr: 0.31570, eta: 2 days, 3:16:53, time: 2.506, data_time: 0.003, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5458, loss_cls: 3.3213, loss: 3.3213 2020-04-29 22:36:47,838 - mmaction - INFO - Epoch [88][180/627] lr: 0.31570, eta: 2 days, 3:15:36, time: 2.539, data_time: 0.001, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5792, loss_cls: 3.0652, loss: 3.0652 2020-04-29 22:37:40,172 - mmaction - INFO - Epoch [88][200/627] lr: 0.31570, eta: 2 days, 3:14:21, time: 2.622, data_time: 0.007, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5646, loss_cls: 3.2180, loss: 3.2180 2020-04-29 22:38:32,651 - mmaction - INFO - Epoch [88][220/627] lr: 0.31570, eta: 2 days, 3:13:06, time: 2.618, data_time: 0.030, memory: 14510, top1_acc: 0.3333, top5_acc: 0.6021, loss_cls: 2.9690, loss: 2.9690 2020-04-29 22:39:23,218 - mmaction - INFO - Epoch [88][240/627] lr: 0.31570, eta: 2 days, 3:11:49, time: 2.534, data_time: 0.508, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5563, loss_cls: 3.1073, loss: 3.1073 2020-04-29 22:40:28,238 - mmaction - INFO - Epoch [88][260/627] lr: 0.31570, eta: 2 days, 3:10:47, time: 3.244, data_time: 1.618, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.0961, loss: 3.0961 2020-04-29 22:41:19,947 - mmaction - INFO - Epoch [88][280/627] lr: 0.31570, eta: 2 days, 3:09:31, time: 2.592, data_time: 1.072, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5500, loss_cls: 3.2348, loss: 3.2348 2020-04-29 22:42:12,254 - mmaction - INFO - Epoch [88][300/627] lr: 0.31570, eta: 2 days, 3:08:16, time: 2.615, data_time: 0.649, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5979, loss_cls: 3.0184, loss: 3.0184 2020-04-29 22:43:01,479 - mmaction - INFO - Epoch [88][320/627] lr: 0.31570, eta: 2 days, 3:06:57, time: 2.459, data_time: 0.001, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5896, loss_cls: 3.0483, loss: 3.0483 2020-04-29 22:43:53,295 - mmaction - INFO - Epoch [88][340/627] lr: 0.31570, eta: 2 days, 3:05:41, time: 2.592, data_time: 0.003, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5312, loss_cls: 3.2954, loss: 3.2954 2020-04-29 22:44:43,897 - mmaction - INFO - Epoch [88][360/627] lr: 0.31570, eta: 2 days, 3:04:24, time: 2.530, data_time: 0.003, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5500, loss_cls: 3.2131, loss: 3.2131 2020-04-29 22:45:34,922 - mmaction - INFO - Epoch [88][380/627] lr: 0.31570, eta: 2 days, 3:03:08, time: 2.553, data_time: 0.002, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5604, loss_cls: 3.1913, loss: 3.1913 2020-04-29 22:46:24,149 - mmaction - INFO - Epoch [88][400/627] lr: 0.31570, eta: 2 days, 3:01:49, time: 2.459, data_time: 0.004, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5667, loss_cls: 3.1754, loss: 3.1754 2020-04-29 22:47:14,446 - mmaction - INFO - Epoch [88][420/627] lr: 0.31570, eta: 2 days, 3:00:32, time: 2.517, data_time: 0.193, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5646, loss_cls: 3.1444, loss: 3.1444 2020-04-29 22:48:06,125 - mmaction - INFO - Epoch [88][440/627] lr: 0.31570, eta: 2 days, 2:59:16, time: 2.584, data_time: 0.001, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5771, loss_cls: 3.1879, loss: 3.1879 2020-04-29 22:48:56,742 - mmaction - INFO - Epoch [88][460/627] lr: 0.31570, eta: 2 days, 2:57:59, time: 2.530, data_time: 0.200, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5688, loss_cls: 3.1713, loss: 3.1713 2020-04-29 22:49:54,309 - mmaction - INFO - Epoch [88][480/627] lr: 0.31570, eta: 2 days, 2:56:50, time: 2.877, data_time: 0.248, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5521, loss_cls: 3.1824, loss: 3.1824 2020-04-29 22:50:42,652 - mmaction - INFO - Epoch [88][500/627] lr: 0.31570, eta: 2 days, 2:55:30, time: 2.418, data_time: 0.008, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5729, loss_cls: 3.1960, loss: 3.1960 2020-04-29 22:51:33,052 - mmaction - INFO - Epoch [88][520/627] lr: 0.31570, eta: 2 days, 2:54:13, time: 2.521, data_time: 0.185, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5750, loss_cls: 3.1326, loss: 3.1326 2020-04-29 22:52:23,904 - mmaction - INFO - Epoch [88][540/627] lr: 0.31570, eta: 2 days, 2:52:57, time: 2.542, data_time: 0.288, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5937, loss_cls: 3.0894, loss: 3.0894 2020-04-29 22:53:14,610 - mmaction - INFO - Epoch [88][560/627] lr: 0.31570, eta: 2 days, 2:51:40, time: 2.536, data_time: 0.357, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5792, loss_cls: 3.1423, loss: 3.1423 2020-04-29 22:54:06,015 - mmaction - INFO - Epoch [88][580/627] lr: 0.31570, eta: 2 days, 2:50:24, time: 2.566, data_time: 0.002, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5438, loss_cls: 3.3341, loss: 3.3341 2020-04-29 22:54:55,973 - mmaction - INFO - Epoch [88][600/627] lr: 0.31570, eta: 2 days, 2:49:06, time: 2.500, data_time: 0.006, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5375, loss_cls: 3.2529, loss: 3.2529 2020-04-29 22:55:47,822 - mmaction - INFO - Epoch [88][620/627] lr: 0.31570, eta: 2 days, 2:47:51, time: 2.593, data_time: 0.003, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5396, loss_cls: 3.1990, loss: 3.1990 2020-04-29 22:58:08,720 - mmaction - INFO - Epoch [89][20/627] lr: 0.31047, eta: 2 days, 2:46:49, time: 5.426, data_time: 2.957, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5083, loss_cls: 3.4136, loss: 3.4136 2020-04-29 22:59:05,449 - mmaction - INFO - Epoch [89][40/627] lr: 0.31047, eta: 2 days, 2:45:39, time: 2.830, data_time: 0.097, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5688, loss_cls: 3.0835, loss: 3.0835 2020-04-29 22:59:55,390 - mmaction - INFO - Epoch [89][60/627] lr: 0.31047, eta: 2 days, 2:44:22, time: 2.505, data_time: 0.044, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5708, loss_cls: 3.0392, loss: 3.0392 2020-04-29 23:00:47,915 - mmaction - INFO - Epoch [89][80/627] lr: 0.31047, eta: 2 days, 2:43:07, time: 2.627, data_time: 0.035, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6146, loss_cls: 2.8863, loss: 2.8863 2020-04-29 23:01:39,573 - mmaction - INFO - Epoch [89][100/627] lr: 0.31047, eta: 2 days, 2:41:51, time: 2.578, data_time: 0.032, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5646, loss_cls: 3.1285, loss: 3.1285 2020-04-29 23:02:30,239 - mmaction - INFO - Epoch [89][120/627] lr: 0.31047, eta: 2 days, 2:40:35, time: 2.537, data_time: 0.414, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5792, loss_cls: 3.0845, loss: 3.0845 2020-04-29 23:03:22,962 - mmaction - INFO - Epoch [89][140/627] lr: 0.31047, eta: 2 days, 2:39:20, time: 2.634, data_time: 0.793, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5542, loss_cls: 3.1530, loss: 3.1530 2020-04-29 23:04:11,843 - mmaction - INFO - Epoch [89][160/627] lr: 0.31047, eta: 2 days, 2:38:02, time: 2.449, data_time: 0.006, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5625, loss_cls: 3.1451, loss: 3.1451 2020-04-29 23:05:03,779 - mmaction - INFO - Epoch [89][180/627] lr: 0.31047, eta: 2 days, 2:36:46, time: 2.595, data_time: 0.024, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5438, loss_cls: 3.2728, loss: 3.2728 2020-04-29 23:05:52,171 - mmaction - INFO - Epoch [89][200/627] lr: 0.31047, eta: 2 days, 2:35:27, time: 2.418, data_time: 0.003, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5187, loss_cls: 3.3691, loss: 3.3691 2020-04-29 23:06:42,977 - mmaction - INFO - Epoch [89][220/627] lr: 0.31047, eta: 2 days, 2:34:11, time: 2.542, data_time: 0.006, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5875, loss_cls: 3.1113, loss: 3.1113 2020-04-29 23:07:34,000 - mmaction - INFO - Epoch [89][240/627] lr: 0.31047, eta: 2 days, 2:32:55, time: 2.549, data_time: 0.353, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5979, loss_cls: 2.9890, loss: 2.9890 2020-04-29 23:08:29,298 - mmaction - INFO - Epoch [89][260/627] lr: 0.31047, eta: 2 days, 2:31:43, time: 2.769, data_time: 0.642, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5479, loss_cls: 3.2508, loss: 3.2508 2020-04-29 23:09:20,805 - mmaction - INFO - Epoch [89][280/627] lr: 0.31047, eta: 2 days, 2:30:28, time: 2.573, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5125, loss_cls: 3.3637, loss: 3.3637 2020-04-29 23:10:10,474 - mmaction - INFO - Epoch [89][300/627] lr: 0.31047, eta: 2 days, 2:29:10, time: 2.484, data_time: 0.004, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5542, loss_cls: 3.1386, loss: 3.1386 2020-04-29 23:11:00,951 - mmaction - INFO - Epoch [89][320/627] lr: 0.31047, eta: 2 days, 2:27:53, time: 2.525, data_time: 0.003, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5667, loss_cls: 3.1621, loss: 3.1621 2020-04-29 23:11:50,260 - mmaction - INFO - Epoch [89][340/627] lr: 0.31047, eta: 2 days, 2:26:36, time: 2.462, data_time: 0.002, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5646, loss_cls: 3.1457, loss: 3.1457 2020-04-29 23:12:40,528 - mmaction - INFO - Epoch [89][360/627] lr: 0.31047, eta: 2 days, 2:25:19, time: 2.517, data_time: 0.004, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5833, loss_cls: 3.0534, loss: 3.0534 2020-04-29 23:13:27,883 - mmaction - INFO - Epoch [89][380/627] lr: 0.31047, eta: 2 days, 2:23:59, time: 2.367, data_time: 0.001, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5875, loss_cls: 3.0852, loss: 3.0852 2020-04-29 23:14:16,746 - mmaction - INFO - Epoch [89][400/627] lr: 0.31047, eta: 2 days, 2:22:41, time: 2.438, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5812, loss_cls: 3.0152, loss: 3.0152 2020-04-29 23:15:05,118 - mmaction - INFO - Epoch [89][420/627] lr: 0.31047, eta: 2 days, 2:21:22, time: 2.424, data_time: 0.006, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5417, loss_cls: 3.1448, loss: 3.1448 2020-04-29 23:15:54,806 - mmaction - INFO - Epoch [89][440/627] lr: 0.31047, eta: 2 days, 2:20:05, time: 2.483, data_time: 0.001, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5625, loss_cls: 3.1798, loss: 3.1798 2020-04-29 23:16:52,090 - mmaction - INFO - Epoch [89][460/627] lr: 0.31047, eta: 2 days, 2:18:55, time: 2.864, data_time: 0.003, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5604, loss_cls: 3.1851, loss: 3.1851 2020-04-29 23:17:40,037 - mmaction - INFO - Epoch [89][480/627] lr: 0.31047, eta: 2 days, 2:17:36, time: 2.397, data_time: 0.017, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5583, loss_cls: 3.1991, loss: 3.1991 2020-04-29 23:18:31,546 - mmaction - INFO - Epoch [89][500/627] lr: 0.31047, eta: 2 days, 2:16:21, time: 2.575, data_time: 0.023, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5458, loss_cls: 3.2406, loss: 3.2406 2020-04-29 23:19:20,692 - mmaction - INFO - Epoch [89][520/627] lr: 0.31047, eta: 2 days, 2:15:03, time: 2.457, data_time: 0.004, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5625, loss_cls: 3.0823, loss: 3.0823 2020-04-29 23:20:10,693 - mmaction - INFO - Epoch [89][540/627] lr: 0.31047, eta: 2 days, 2:13:46, time: 2.499, data_time: 0.004, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5417, loss_cls: 3.2767, loss: 3.2767 2020-04-29 23:21:00,310 - mmaction - INFO - Epoch [89][560/627] lr: 0.31047, eta: 2 days, 2:12:29, time: 2.483, data_time: 0.006, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5500, loss_cls: 3.1725, loss: 3.1725 2020-04-29 23:21:49,603 - mmaction - INFO - Epoch [89][580/627] lr: 0.31047, eta: 2 days, 2:11:11, time: 2.466, data_time: 0.008, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5896, loss_cls: 3.0835, loss: 3.0835 2020-04-29 23:22:39,301 - mmaction - INFO - Epoch [89][600/627] lr: 0.31047, eta: 2 days, 2:09:54, time: 2.485, data_time: 0.001, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5625, loss_cls: 3.2431, loss: 3.2431 2020-04-29 23:23:31,389 - mmaction - INFO - Epoch [89][620/627] lr: 0.31047, eta: 2 days, 2:08:39, time: 2.600, data_time: 0.001, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5708, loss_cls: 3.1396, loss: 3.1396 2020-04-29 23:26:09,753 - mmaction - INFO - Epoch [90][20/627] lr: 0.30524, eta: 2 days, 2:07:47, time: 5.927, data_time: 3.603, memory: 14510, top1_acc: 0.3313, top5_acc: 0.5646, loss_cls: 3.1137, loss: 3.1137 2020-04-29 23:27:00,599 - mmaction - INFO - Epoch [90][40/627] lr: 0.30524, eta: 2 days, 2:06:32, time: 2.544, data_time: 0.045, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5729, loss_cls: 3.1002, loss: 3.1002 2020-04-29 23:27:50,094 - mmaction - INFO - Epoch [90][60/627] lr: 0.30524, eta: 2 days, 2:05:14, time: 2.472, data_time: 0.272, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5646, loss_cls: 3.1002, loss: 3.1002 2020-04-29 23:28:40,914 - mmaction - INFO - Epoch [90][80/627] lr: 0.30524, eta: 2 days, 2:03:58, time: 2.544, data_time: 0.796, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5708, loss_cls: 3.1909, loss: 3.1909 2020-04-29 23:29:28,818 - mmaction - INFO - Epoch [90][100/627] lr: 0.30524, eta: 2 days, 2:02:39, time: 2.396, data_time: 0.427, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5271, loss_cls: 3.3528, loss: 3.3528 2020-04-29 23:30:18,224 - mmaction - INFO - Epoch [90][120/627] lr: 0.30524, eta: 2 days, 2:01:22, time: 2.469, data_time: 0.036, memory: 14510, top1_acc: 0.3125, top5_acc: 0.6083, loss_cls: 3.1056, loss: 3.1056 2020-04-29 23:31:08,672 - mmaction - INFO - Epoch [90][140/627] lr: 0.30524, eta: 2 days, 2:00:06, time: 2.524, data_time: 0.014, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5396, loss_cls: 3.1919, loss: 3.1919 2020-04-29 23:32:00,662 - mmaction - INFO - Epoch [90][160/627] lr: 0.30524, eta: 2 days, 1:58:51, time: 2.599, data_time: 0.084, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5812, loss_cls: 3.0369, loss: 3.0369 2020-04-29 23:32:50,919 - mmaction - INFO - Epoch [90][180/627] lr: 0.30524, eta: 2 days, 1:57:34, time: 2.509, data_time: 0.003, memory: 14510, top1_acc: 0.3312, top5_acc: 0.6042, loss_cls: 2.9848, loss: 2.9848 2020-04-29 23:33:39,678 - mmaction - INFO - Epoch [90][200/627] lr: 0.30524, eta: 2 days, 1:56:17, time: 2.441, data_time: 0.006, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5688, loss_cls: 3.0754, loss: 3.0754 2020-04-29 23:34:29,432 - mmaction - INFO - Epoch [90][220/627] lr: 0.30524, eta: 2 days, 1:55:00, time: 2.487, data_time: 0.084, memory: 14510, top1_acc: 0.3667, top5_acc: 0.5687, loss_cls: 3.0394, loss: 3.0394 2020-04-29 23:35:27,340 - mmaction - INFO - Epoch [90][240/627] lr: 0.30524, eta: 2 days, 1:53:51, time: 2.897, data_time: 0.004, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5875, loss_cls: 3.0578, loss: 3.0578 2020-04-29 23:36:16,384 - mmaction - INFO - Epoch [90][260/627] lr: 0.30524, eta: 2 days, 1:52:33, time: 2.452, data_time: 0.110, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5521, loss_cls: 3.2444, loss: 3.2444 2020-04-29 23:37:07,762 - mmaction - INFO - Epoch [90][280/627] lr: 0.30524, eta: 2 days, 1:51:18, time: 2.569, data_time: 0.042, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5708, loss_cls: 3.0714, loss: 3.0714 2020-04-29 23:37:58,514 - mmaction - INFO - Epoch [90][300/627] lr: 0.30524, eta: 2 days, 1:50:02, time: 2.537, data_time: 0.150, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5563, loss_cls: 3.1543, loss: 3.1543 2020-04-29 23:38:50,785 - mmaction - INFO - Epoch [90][320/627] lr: 0.30524, eta: 2 days, 1:48:48, time: 2.615, data_time: 0.336, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5438, loss_cls: 3.2234, loss: 3.2234 2020-04-29 23:39:39,249 - mmaction - INFO - Epoch [90][340/627] lr: 0.30524, eta: 2 days, 1:47:30, time: 2.424, data_time: 0.003, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5583, loss_cls: 3.1442, loss: 3.1442 2020-04-29 23:40:30,822 - mmaction - INFO - Epoch [90][360/627] lr: 0.30524, eta: 2 days, 1:46:15, time: 2.578, data_time: 0.016, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5521, loss_cls: 3.1453, loss: 3.1453 2020-04-29 23:41:19,632 - mmaction - INFO - Epoch [90][380/627] lr: 0.30524, eta: 2 days, 1:44:57, time: 2.436, data_time: 0.446, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6042, loss_cls: 3.0554, loss: 3.0554 2020-04-29 23:42:10,665 - mmaction - INFO - Epoch [90][400/627] lr: 0.30524, eta: 2 days, 1:43:42, time: 2.555, data_time: 0.546, memory: 14510, top1_acc: 0.2812, top5_acc: 0.5604, loss_cls: 3.2022, loss: 3.2022 2020-04-29 23:43:02,364 - mmaction - INFO - Epoch [90][420/627] lr: 0.30524, eta: 2 days, 1:42:27, time: 2.583, data_time: 0.072, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5438, loss_cls: 3.2477, loss: 3.2477 2020-04-29 23:43:52,549 - mmaction - INFO - Epoch [90][440/627] lr: 0.30524, eta: 2 days, 1:41:11, time: 2.508, data_time: 0.007, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5812, loss_cls: 3.2386, loss: 3.2386 2020-04-29 23:44:48,531 - mmaction - INFO - Epoch [90][460/627] lr: 0.30524, eta: 2 days, 1:40:00, time: 2.804, data_time: 0.504, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5417, loss_cls: 3.2489, loss: 3.2489 2020-04-29 23:45:37,579 - mmaction - INFO - Epoch [90][480/627] lr: 0.30524, eta: 2 days, 1:38:43, time: 2.453, data_time: 0.201, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5875, loss_cls: 3.1068, loss: 3.1068 2020-04-29 23:46:28,154 - mmaction - INFO - Epoch [90][500/627] lr: 0.30524, eta: 2 days, 1:37:27, time: 2.529, data_time: 1.010, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5604, loss_cls: 3.1556, loss: 3.1556 2020-04-29 23:47:16,278 - mmaction - INFO - Epoch [90][520/627] lr: 0.30524, eta: 2 days, 1:36:09, time: 2.406, data_time: 0.860, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6083, loss_cls: 3.0046, loss: 3.0046 2020-04-29 23:48:08,797 - mmaction - INFO - Epoch [90][540/627] lr: 0.30524, eta: 2 days, 1:34:55, time: 2.626, data_time: 0.179, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5438, loss_cls: 3.2656, loss: 3.2656 2020-04-29 23:48:57,060 - mmaction - INFO - Epoch [90][560/627] lr: 0.30524, eta: 2 days, 1:33:37, time: 2.410, data_time: 0.001, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5354, loss_cls: 3.2396, loss: 3.2396 2020-04-29 23:49:46,438 - mmaction - INFO - Epoch [90][580/627] lr: 0.30524, eta: 2 days, 1:32:20, time: 2.472, data_time: 0.070, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5396, loss_cls: 3.3607, loss: 3.3607 2020-04-29 23:50:36,220 - mmaction - INFO - Epoch [90][600/627] lr: 0.30524, eta: 2 days, 1:31:03, time: 2.487, data_time: 0.276, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5688, loss_cls: 3.1132, loss: 3.1132 2020-04-29 23:51:26,432 - mmaction - INFO - Epoch [90][620/627] lr: 0.30524, eta: 2 days, 1:29:47, time: 2.510, data_time: 0.368, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5417, loss_cls: 3.2652, loss: 3.2652 2020-04-29 23:54:57,720 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-29 23:54:58,705 - mmaction - INFO - top1_acc 0.3107 top5_acc 0.5729 2020-04-29 23:54:58,706 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-29 23:54:58,783 - mmaction - INFO - mean_acc 0.3107 2020-04-29 23:54:58,793 - mmaction - INFO - Epoch [90][627/627] lr: 0.30524, top1_acc: 0.3107, top5_acc: 0.5729, mean_class_accuracy: 0.3107 2020-04-29 23:55:57,856 - mmaction - INFO - Epoch [91][20/627] lr: 0.30000, eta: 2 days, 1:27:56, time: 2.949, data_time: 0.463, memory: 14510, top1_acc: 0.2604, top5_acc: 0.5417, loss_cls: 3.2004, loss: 3.2004 2020-04-29 23:56:47,010 - mmaction - INFO - Epoch [91][40/627] lr: 0.30000, eta: 2 days, 1:26:39, time: 2.457, data_time: 0.082, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5479, loss_cls: 3.2582, loss: 3.2582 2020-04-29 23:57:34,694 - mmaction - INFO - Epoch [91][60/627] lr: 0.30000, eta: 2 days, 1:25:20, time: 2.388, data_time: 0.005, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5667, loss_cls: 3.1231, loss: 3.1231 2020-04-29 23:58:25,074 - mmaction - INFO - Epoch [91][80/627] lr: 0.30000, eta: 2 days, 1:24:04, time: 2.520, data_time: 0.016, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5688, loss_cls: 3.0797, loss: 3.0797 2020-04-29 23:59:13,853 - mmaction - INFO - Epoch [91][100/627] lr: 0.30000, eta: 2 days, 1:22:47, time: 2.437, data_time: 0.001, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5563, loss_cls: 3.1619, loss: 3.1619 2020-04-30 00:00:02,878 - mmaction - INFO - Epoch [91][120/627] lr: 0.30000, eta: 2 days, 1:21:30, time: 2.449, data_time: 0.003, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5646, loss_cls: 3.1222, loss: 3.1222 2020-04-30 00:00:52,817 - mmaction - INFO - Epoch [91][140/627] lr: 0.30000, eta: 2 days, 1:20:13, time: 2.493, data_time: 0.019, memory: 14510, top1_acc: 0.2854, top5_acc: 0.5292, loss_cls: 3.2585, loss: 3.2585 2020-04-30 00:01:42,058 - mmaction - INFO - Epoch [91][160/627] lr: 0.30000, eta: 2 days, 1:18:57, time: 2.468, data_time: 0.009, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5917, loss_cls: 3.1417, loss: 3.1417 2020-04-30 00:02:39,453 - mmaction - INFO - Epoch [91][180/627] lr: 0.30000, eta: 2 days, 1:17:48, time: 2.867, data_time: 0.003, memory: 14510, top1_acc: 0.3187, top5_acc: 0.6083, loss_cls: 3.0534, loss: 3.0534 2020-04-30 00:03:27,930 - mmaction - INFO - Epoch [91][200/627] lr: 0.30000, eta: 2 days, 1:16:30, time: 2.423, data_time: 0.006, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5646, loss_cls: 3.0841, loss: 3.0841 2020-04-30 00:04:16,702 - mmaction - INFO - Epoch [91][220/627] lr: 0.30000, eta: 2 days, 1:15:13, time: 2.442, data_time: 0.007, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5562, loss_cls: 3.1346, loss: 3.1346 2020-04-30 00:05:05,180 - mmaction - INFO - Epoch [91][240/627] lr: 0.30000, eta: 2 days, 1:13:55, time: 2.423, data_time: 0.003, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5437, loss_cls: 3.2454, loss: 3.2454 2020-04-30 00:05:55,257 - mmaction - INFO - Epoch [91][260/627] lr: 0.30000, eta: 2 days, 1:12:39, time: 2.506, data_time: 0.005, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5708, loss_cls: 3.2224, loss: 3.2224 2020-04-30 00:06:44,614 - mmaction - INFO - Epoch [91][280/627] lr: 0.30000, eta: 2 days, 1:11:23, time: 2.467, data_time: 0.001, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5687, loss_cls: 3.1062, loss: 3.1062 2020-04-30 00:07:33,834 - mmaction - INFO - Epoch [91][300/627] lr: 0.30000, eta: 2 days, 1:10:06, time: 2.461, data_time: 0.002, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5771, loss_cls: 3.0407, loss: 3.0407 2020-04-30 00:08:21,581 - mmaction - INFO - Epoch [91][320/627] lr: 0.30000, eta: 2 days, 1:08:48, time: 2.388, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5521, loss_cls: 3.1900, loss: 3.1900 2020-04-30 00:09:12,875 - mmaction - INFO - Epoch [91][340/627] lr: 0.30000, eta: 2 days, 1:07:33, time: 2.562, data_time: 0.001, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5729, loss_cls: 3.1423, loss: 3.1423 2020-04-30 00:10:06,930 - mmaction - INFO - Epoch [91][360/627] lr: 0.30000, eta: 2 days, 1:06:21, time: 2.705, data_time: 0.006, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5604, loss_cls: 3.2079, loss: 3.2079 2020-04-30 00:10:57,091 - mmaction - INFO - Epoch [91][380/627] lr: 0.30000, eta: 2 days, 1:05:05, time: 2.508, data_time: 0.588, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5937, loss_cls: 3.0863, loss: 3.0863 2020-04-30 00:11:54,798 - mmaction - INFO - Epoch [91][400/627] lr: 0.30000, eta: 2 days, 1:03:57, time: 2.886, data_time: 0.272, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5562, loss_cls: 3.1884, loss: 3.1884 2020-04-30 00:12:44,938 - mmaction - INFO - Epoch [91][420/627] lr: 0.30000, eta: 2 days, 1:02:41, time: 2.506, data_time: 0.004, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5604, loss_cls: 3.2365, loss: 3.2365 2020-04-30 00:13:35,825 - mmaction - INFO - Epoch [91][440/627] lr: 0.30000, eta: 2 days, 1:01:26, time: 2.541, data_time: 0.009, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5625, loss_cls: 3.1233, loss: 3.1233 2020-04-30 00:14:27,307 - mmaction - INFO - Epoch [91][460/627] lr: 0.30000, eta: 2 days, 1:00:12, time: 2.579, data_time: 0.005, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5875, loss_cls: 3.1269, loss: 3.1269 2020-04-30 00:15:17,273 - mmaction - INFO - Epoch [91][480/627] lr: 0.30000, eta: 2 days, 0:58:56, time: 2.497, data_time: 0.001, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5542, loss_cls: 3.2209, loss: 3.2209 2020-04-30 00:16:07,190 - mmaction - INFO - Epoch [91][500/627] lr: 0.30000, eta: 2 days, 0:57:40, time: 2.492, data_time: 0.002, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5833, loss_cls: 3.1450, loss: 3.1450 2020-04-30 00:16:56,061 - mmaction - INFO - Epoch [91][520/627] lr: 0.30000, eta: 2 days, 0:56:23, time: 2.449, data_time: 0.006, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5479, loss_cls: 3.1884, loss: 3.1884 2020-04-30 00:17:46,731 - mmaction - INFO - Epoch [91][540/627] lr: 0.30000, eta: 2 days, 0:55:08, time: 2.534, data_time: 0.001, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5187, loss_cls: 3.2583, loss: 3.2583 2020-04-30 00:18:37,335 - mmaction - INFO - Epoch [91][560/627] lr: 0.30000, eta: 2 days, 0:53:53, time: 2.529, data_time: 0.001, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5771, loss_cls: 3.0769, loss: 3.0769 2020-04-30 00:19:27,726 - mmaction - INFO - Epoch [91][580/627] lr: 0.30000, eta: 2 days, 0:52:37, time: 2.520, data_time: 0.002, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5333, loss_cls: 3.2906, loss: 3.2906 2020-04-30 00:20:18,967 - mmaction - INFO - Epoch [91][600/627] lr: 0.30000, eta: 2 days, 0:51:23, time: 2.558, data_time: 0.001, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5521, loss_cls: 3.1967, loss: 3.1967 2020-04-30 00:21:15,260 - mmaction - INFO - Epoch [91][620/627] lr: 0.30000, eta: 2 days, 0:50:13, time: 2.819, data_time: 0.014, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5792, loss_cls: 3.1333, loss: 3.1333 2020-04-30 00:23:22,251 - mmaction - INFO - Epoch [92][20/627] lr: 0.29476, eta: 2 days, 0:48:55, time: 4.623, data_time: 2.494, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5583, loss_cls: 3.2260, loss: 3.2260 2020-04-30 00:24:13,906 - mmaction - INFO - Epoch [92][40/627] lr: 0.29476, eta: 2 days, 0:47:41, time: 2.581, data_time: 0.183, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5562, loss_cls: 3.2178, loss: 3.2178 2020-04-30 00:25:05,190 - mmaction - INFO - Epoch [92][60/627] lr: 0.29476, eta: 2 days, 0:46:27, time: 2.565, data_time: 0.400, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6188, loss_cls: 2.9998, loss: 2.9998 2020-04-30 00:25:55,237 - mmaction - INFO - Epoch [92][80/627] lr: 0.29476, eta: 2 days, 0:45:11, time: 2.503, data_time: 0.004, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5854, loss_cls: 3.0539, loss: 3.0539 2020-04-30 00:26:47,275 - mmaction - INFO - Epoch [92][100/627] lr: 0.29476, eta: 2 days, 0:43:58, time: 2.601, data_time: 0.002, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5396, loss_cls: 3.2927, loss: 3.2927 2020-04-30 00:27:39,822 - mmaction - INFO - Epoch [92][120/627] lr: 0.29476, eta: 2 days, 0:42:44, time: 2.627, data_time: 0.004, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5729, loss_cls: 3.1009, loss: 3.1009 2020-04-30 00:28:30,180 - mmaction - INFO - Epoch [92][140/627] lr: 0.29476, eta: 2 days, 0:41:29, time: 2.519, data_time: 0.384, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5958, loss_cls: 2.9731, loss: 2.9731 2020-04-30 00:29:21,247 - mmaction - INFO - Epoch [92][160/627] lr: 0.29476, eta: 2 days, 0:40:14, time: 2.552, data_time: 0.004, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5979, loss_cls: 3.0228, loss: 3.0228 2020-04-30 00:30:17,658 - mmaction - INFO - Epoch [92][180/627] lr: 0.29476, eta: 2 days, 0:39:05, time: 2.825, data_time: 0.077, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5583, loss_cls: 3.2004, loss: 3.2004 2020-04-30 00:31:09,603 - mmaction - INFO - Epoch [92][200/627] lr: 0.29476, eta: 2 days, 0:37:51, time: 2.593, data_time: 0.001, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5667, loss_cls: 3.1599, loss: 3.1599 2020-04-30 00:31:58,839 - mmaction - INFO - Epoch [92][220/627] lr: 0.29476, eta: 2 days, 0:36:35, time: 2.464, data_time: 0.470, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5937, loss_cls: 3.1130, loss: 3.1130 2020-04-30 00:32:50,091 - mmaction - INFO - Epoch [92][240/627] lr: 0.29476, eta: 2 days, 0:35:21, time: 2.562, data_time: 0.080, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5687, loss_cls: 3.0622, loss: 3.0622 2020-04-30 00:33:42,314 - mmaction - INFO - Epoch [92][260/627] lr: 0.29476, eta: 2 days, 0:34:07, time: 2.608, data_time: 0.003, memory: 14510, top1_acc: 0.3250, top5_acc: 0.6021, loss_cls: 3.0303, loss: 3.0303 2020-04-30 00:34:32,995 - mmaction - INFO - Epoch [92][280/627] lr: 0.29476, eta: 2 days, 0:32:53, time: 2.536, data_time: 0.215, memory: 14510, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.3746, loss: 3.3746 2020-04-30 00:35:22,004 - mmaction - INFO - Epoch [92][300/627] lr: 0.29476, eta: 2 days, 0:31:36, time: 2.454, data_time: 0.414, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5750, loss_cls: 3.0593, loss: 3.0593 2020-04-30 00:36:12,202 - mmaction - INFO - Epoch [92][320/627] lr: 0.29476, eta: 2 days, 0:30:21, time: 2.510, data_time: 0.111, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5625, loss_cls: 3.1620, loss: 3.1620 2020-04-30 00:37:05,378 - mmaction - INFO - Epoch [92][340/627] lr: 0.29476, eta: 2 days, 0:29:08, time: 2.656, data_time: 0.002, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5521, loss_cls: 3.1699, loss: 3.1699 2020-04-30 00:37:55,942 - mmaction - INFO - Epoch [92][360/627] lr: 0.29476, eta: 2 days, 0:27:53, time: 2.520, data_time: 0.004, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5542, loss_cls: 3.2022, loss: 3.2022 2020-04-30 00:38:53,953 - mmaction - INFO - Epoch [92][380/627] lr: 0.29476, eta: 2 days, 0:26:46, time: 2.912, data_time: 0.012, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5354, loss_cls: 3.2225, loss: 3.2225 2020-04-30 00:39:43,742 - mmaction - INFO - Epoch [92][400/627] lr: 0.29476, eta: 2 days, 0:25:30, time: 2.485, data_time: 0.001, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5729, loss_cls: 3.2020, loss: 3.2020 2020-04-30 00:40:37,341 - mmaction - INFO - Epoch [92][420/627] lr: 0.29476, eta: 2 days, 0:24:18, time: 2.678, data_time: 0.006, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5396, loss_cls: 3.1816, loss: 3.1816 2020-04-30 00:41:32,544 - mmaction - INFO - Epoch [92][440/627] lr: 0.29476, eta: 2 days, 0:23:08, time: 2.764, data_time: 0.027, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5437, loss_cls: 3.2569, loss: 3.2569 2020-04-30 00:42:25,630 - mmaction - INFO - Epoch [92][460/627] lr: 0.29476, eta: 2 days, 0:21:56, time: 2.655, data_time: 0.004, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5396, loss_cls: 3.2426, loss: 3.2426 2020-04-30 00:43:18,062 - mmaction - INFO - Epoch [92][480/627] lr: 0.29476, eta: 2 days, 0:20:43, time: 2.621, data_time: 0.003, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5625, loss_cls: 3.1439, loss: 3.1439 2020-04-30 00:44:07,821 - mmaction - INFO - Epoch [92][500/627] lr: 0.29476, eta: 2 days, 0:19:27, time: 2.489, data_time: 0.004, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5667, loss_cls: 3.0946, loss: 3.0946 2020-04-30 00:44:57,516 - mmaction - INFO - Epoch [92][520/627] lr: 0.29476, eta: 2 days, 0:18:11, time: 2.482, data_time: 0.003, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5688, loss_cls: 3.1907, loss: 3.1907 2020-04-30 00:45:48,813 - mmaction - INFO - Epoch [92][540/627] lr: 0.29476, eta: 2 days, 0:16:57, time: 2.569, data_time: 0.006, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5292, loss_cls: 3.2742, loss: 3.2742 2020-04-30 00:46:38,080 - mmaction - INFO - Epoch [92][560/627] lr: 0.29476, eta: 2 days, 0:15:41, time: 2.460, data_time: 0.002, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5500, loss_cls: 3.2138, loss: 3.2138 2020-04-30 00:47:28,880 - mmaction - INFO - Epoch [92][580/627] lr: 0.29476, eta: 2 days, 0:14:27, time: 2.530, data_time: 0.005, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5417, loss_cls: 3.2647, loss: 3.2647 2020-04-30 00:48:26,972 - mmaction - INFO - Epoch [92][600/627] lr: 0.29476, eta: 2 days, 0:13:19, time: 2.917, data_time: 0.028, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5688, loss_cls: 3.0944, loss: 3.0944 2020-04-30 00:49:18,609 - mmaction - INFO - Epoch [92][620/627] lr: 0.29476, eta: 2 days, 0:12:06, time: 2.582, data_time: 0.003, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5229, loss_cls: 3.2518, loss: 3.2518 2020-04-30 00:51:43,689 - mmaction - INFO - Epoch [93][20/627] lr: 0.28953, eta: 2 days, 0:11:05, time: 5.525, data_time: 2.868, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5354, loss_cls: 3.2372, loss: 3.2372 2020-04-30 00:52:33,514 - mmaction - INFO - Epoch [93][40/627] lr: 0.28953, eta: 2 days, 0:09:50, time: 2.489, data_time: 0.001, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5438, loss_cls: 3.2046, loss: 3.2046 2020-04-30 00:53:21,261 - mmaction - INFO - Epoch [93][60/627] lr: 0.28953, eta: 2 days, 0:08:33, time: 2.389, data_time: 0.004, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 3.1043, loss: 3.1043 2020-04-30 00:54:10,544 - mmaction - INFO - Epoch [93][80/627] lr: 0.28953, eta: 2 days, 0:07:17, time: 2.463, data_time: 0.076, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5708, loss_cls: 3.1753, loss: 3.1753 2020-04-30 00:55:02,126 - mmaction - INFO - Epoch [93][100/627] lr: 0.28953, eta: 2 days, 0:06:03, time: 2.578, data_time: 0.910, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5875, loss_cls: 2.9858, loss: 2.9858 2020-04-30 00:55:54,803 - mmaction - INFO - Epoch [93][120/627] lr: 0.28953, eta: 2 days, 0:04:50, time: 2.633, data_time: 0.190, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5833, loss_cls: 3.1084, loss: 3.1084 2020-04-30 00:56:53,940 - mmaction - INFO - Epoch [93][140/627] lr: 0.28953, eta: 2 days, 0:03:44, time: 2.960, data_time: 0.005, memory: 14510, top1_acc: 0.3646, top5_acc: 0.5729, loss_cls: 3.0732, loss: 3.0732 2020-04-30 00:57:50,541 - mmaction - INFO - Epoch [93][160/627] lr: 0.28953, eta: 2 days, 0:02:35, time: 2.829, data_time: 0.002, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5729, loss_cls: 2.9617, loss: 2.9617 2020-04-30 00:58:43,675 - mmaction - INFO - Epoch [93][180/627] lr: 0.28953, eta: 2 days, 0:01:23, time: 2.657, data_time: 0.003, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5813, loss_cls: 3.1486, loss: 3.1486 2020-04-30 00:59:35,034 - mmaction - INFO - Epoch [93][200/627] lr: 0.28953, eta: 2 days, 0:00:09, time: 2.569, data_time: 0.002, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5771, loss_cls: 3.0560, loss: 3.0560 2020-04-30 01:00:30,460 - mmaction - INFO - Epoch [93][220/627] lr: 0.28953, eta: 1 day, 23:58:59, time: 2.761, data_time: 0.001, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5979, loss_cls: 3.1117, loss: 3.1117 2020-04-30 01:01:24,303 - mmaction - INFO - Epoch [93][240/627] lr: 0.28953, eta: 1 day, 23:57:48, time: 2.703, data_time: 0.019, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5937, loss_cls: 3.0738, loss: 3.0738 2020-04-30 01:02:27,997 - mmaction - INFO - Epoch [93][260/627] lr: 0.28953, eta: 1 day, 23:56:46, time: 3.184, data_time: 0.001, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5812, loss_cls: 3.1070, loss: 3.1070 2020-04-30 01:03:20,228 - mmaction - INFO - Epoch [93][280/627] lr: 0.28953, eta: 1 day, 23:55:33, time: 2.612, data_time: 0.002, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.3421, loss: 3.3421 2020-04-30 01:04:12,067 - mmaction - INFO - Epoch [93][300/627] lr: 0.28953, eta: 1 day, 23:54:19, time: 2.587, data_time: 0.248, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5854, loss_cls: 3.1424, loss: 3.1424 2020-04-30 01:05:04,523 - mmaction - INFO - Epoch [93][320/627] lr: 0.28953, eta: 1 day, 23:53:07, time: 2.623, data_time: 0.078, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5917, loss_cls: 3.0459, loss: 3.0459 2020-04-30 01:05:56,893 - mmaction - INFO - Epoch [93][340/627] lr: 0.28953, eta: 1 day, 23:51:54, time: 2.622, data_time: 0.012, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6188, loss_cls: 3.0472, loss: 3.0472 2020-04-30 01:06:47,938 - mmaction - INFO - Epoch [93][360/627] lr: 0.28953, eta: 1 day, 23:50:40, time: 2.546, data_time: 0.002, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5417, loss_cls: 3.3088, loss: 3.3088 2020-04-30 01:07:47,595 - mmaction - INFO - Epoch [93][380/627] lr: 0.28953, eta: 1 day, 23:49:34, time: 2.985, data_time: 0.009, memory: 14510, top1_acc: 0.2896, top5_acc: 0.5542, loss_cls: 3.2004, loss: 3.2004 2020-04-30 01:08:37,640 - mmaction - INFO - Epoch [93][400/627] lr: 0.28953, eta: 1 day, 23:48:19, time: 2.502, data_time: 0.006, memory: 14510, top1_acc: 0.3979, top5_acc: 0.6313, loss_cls: 2.8235, loss: 2.8235 2020-04-30 01:09:28,921 - mmaction - INFO - Epoch [93][420/627] lr: 0.28953, eta: 1 day, 23:47:06, time: 2.565, data_time: 0.006, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5625, loss_cls: 3.2510, loss: 3.2510 2020-04-30 01:10:22,013 - mmaction - INFO - Epoch [93][440/627] lr: 0.28953, eta: 1 day, 23:45:54, time: 2.656, data_time: 0.006, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5875, loss_cls: 3.1318, loss: 3.1318 2020-04-30 01:11:11,778 - mmaction - INFO - Epoch [93][460/627] lr: 0.28953, eta: 1 day, 23:44:38, time: 2.491, data_time: 0.005, memory: 14510, top1_acc: 0.2917, top5_acc: 0.5437, loss_cls: 3.2596, loss: 3.2596 2020-04-30 01:12:01,940 - mmaction - INFO - Epoch [93][480/627] lr: 0.28953, eta: 1 day, 23:43:24, time: 2.506, data_time: 0.001, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5729, loss_cls: 3.1697, loss: 3.1697 2020-04-30 01:12:52,715 - mmaction - INFO - Epoch [93][500/627] lr: 0.28953, eta: 1 day, 23:42:09, time: 2.535, data_time: 0.107, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5708, loss_cls: 3.1797, loss: 3.1797 2020-04-30 01:13:43,348 - mmaction - INFO - Epoch [93][520/627] lr: 0.28953, eta: 1 day, 23:40:55, time: 2.535, data_time: 0.007, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5542, loss_cls: 3.0903, loss: 3.0903 2020-04-30 01:14:32,960 - mmaction - INFO - Epoch [93][540/627] lr: 0.28953, eta: 1 day, 23:39:40, time: 2.481, data_time: 0.113, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5854, loss_cls: 3.0649, loss: 3.0649 2020-04-30 01:15:24,441 - mmaction - INFO - Epoch [93][560/627] lr: 0.28953, eta: 1 day, 23:38:27, time: 2.574, data_time: 0.004, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5625, loss_cls: 3.2316, loss: 3.2316 2020-04-30 01:16:29,092 - mmaction - INFO - Epoch [93][580/627] lr: 0.28953, eta: 1 day, 23:37:26, time: 3.233, data_time: 0.287, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5563, loss_cls: 3.1005, loss: 3.1005 2020-04-30 01:17:19,935 - mmaction - INFO - Epoch [93][600/627] lr: 0.28953, eta: 1 day, 23:36:12, time: 2.539, data_time: 0.004, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5958, loss_cls: 3.0408, loss: 3.0408 2020-04-30 01:18:11,144 - mmaction - INFO - Epoch [93][620/627] lr: 0.28953, eta: 1 day, 23:34:58, time: 2.566, data_time: 0.007, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5917, loss_cls: 2.9990, loss: 2.9990 2020-04-30 01:21:00,196 - mmaction - INFO - Epoch [94][20/627] lr: 0.28430, eta: 1 day, 23:34:15, time: 6.492, data_time: 3.823, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5458, loss_cls: 3.2801, loss: 3.2801 2020-04-30 01:21:51,834 - mmaction - INFO - Epoch [94][40/627] lr: 0.28430, eta: 1 day, 23:33:02, time: 2.584, data_time: 0.126, memory: 14510, top1_acc: 0.3604, top5_acc: 0.5896, loss_cls: 3.0086, loss: 3.0086 2020-04-30 01:22:43,955 - mmaction - INFO - Epoch [94][60/627] lr: 0.28430, eta: 1 day, 23:31:49, time: 2.608, data_time: 0.283, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5667, loss_cls: 3.0645, loss: 3.0645 2020-04-30 01:23:43,176 - mmaction - INFO - Epoch [94][80/627] lr: 0.28430, eta: 1 day, 23:30:43, time: 2.960, data_time: 0.003, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5500, loss_cls: 3.1226, loss: 3.1226 2020-04-30 01:24:41,232 - mmaction - INFO - Epoch [94][100/627] lr: 0.28430, eta: 1 day, 23:29:36, time: 2.904, data_time: 0.002, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6042, loss_cls: 2.8725, loss: 2.8725 2020-04-30 01:25:40,457 - mmaction - INFO - Epoch [94][120/627] lr: 0.28430, eta: 1 day, 23:28:30, time: 2.962, data_time: 0.011, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5771, loss_cls: 3.0269, loss: 3.0269 2020-04-30 01:26:32,421 - mmaction - INFO - Epoch [94][140/627] lr: 0.28430, eta: 1 day, 23:27:17, time: 2.596, data_time: 0.004, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5896, loss_cls: 3.0788, loss: 3.0788 2020-04-30 01:27:23,550 - mmaction - INFO - Epoch [94][160/627] lr: 0.28430, eta: 1 day, 23:26:03, time: 2.558, data_time: 0.193, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5521, loss_cls: 3.1718, loss: 3.1718 2020-04-30 01:28:15,884 - mmaction - INFO - Epoch [94][180/627] lr: 0.28430, eta: 1 day, 23:24:51, time: 2.615, data_time: 0.002, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5917, loss_cls: 3.0190, loss: 3.0190 2020-04-30 01:29:09,073 - mmaction - INFO - Epoch [94][200/627] lr: 0.28430, eta: 1 day, 23:23:39, time: 2.660, data_time: 0.003, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5667, loss_cls: 3.0531, loss: 3.0531 2020-04-30 01:29:58,774 - mmaction - INFO - Epoch [94][220/627] lr: 0.28430, eta: 1 day, 23:22:24, time: 2.482, data_time: 0.004, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5896, loss_cls: 3.0582, loss: 3.0582 2020-04-30 01:30:50,205 - mmaction - INFO - Epoch [94][240/627] lr: 0.28430, eta: 1 day, 23:21:11, time: 2.575, data_time: 0.006, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6250, loss_cls: 2.8358, loss: 2.8358 2020-04-30 01:31:40,369 - mmaction - INFO - Epoch [94][260/627] lr: 0.28430, eta: 1 day, 23:19:56, time: 2.506, data_time: 0.002, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5833, loss_cls: 3.1351, loss: 3.1351 2020-04-30 01:32:31,692 - mmaction - INFO - Epoch [94][280/627] lr: 0.28430, eta: 1 day, 23:18:43, time: 2.566, data_time: 0.004, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5875, loss_cls: 2.9810, loss: 2.9810 2020-04-30 01:33:24,303 - mmaction - INFO - Epoch [94][300/627] lr: 0.28430, eta: 1 day, 23:17:31, time: 2.633, data_time: 0.005, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5687, loss_cls: 3.1352, loss: 3.1352 2020-04-30 01:34:14,811 - mmaction - INFO - Epoch [94][320/627] lr: 0.28430, eta: 1 day, 23:16:17, time: 2.526, data_time: 0.003, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5521, loss_cls: 3.1675, loss: 3.1675 2020-04-30 01:35:12,747 - mmaction - INFO - Epoch [94][340/627] lr: 0.28430, eta: 1 day, 23:15:09, time: 2.897, data_time: 0.129, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5438, loss_cls: 3.1591, loss: 3.1591 2020-04-30 01:36:04,378 - mmaction - INFO - Epoch [94][360/627] lr: 0.28430, eta: 1 day, 23:13:56, time: 2.575, data_time: 0.002, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6042, loss_cls: 2.9838, loss: 2.9838 2020-04-30 01:36:54,926 - mmaction - INFO - Epoch [94][380/627] lr: 0.28430, eta: 1 day, 23:12:42, time: 2.532, data_time: 0.009, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5437, loss_cls: 3.2166, loss: 3.2166 2020-04-30 01:37:43,883 - mmaction - INFO - Epoch [94][400/627] lr: 0.28430, eta: 1 day, 23:11:27, time: 2.445, data_time: 0.004, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5604, loss_cls: 3.2271, loss: 3.2271 2020-04-30 01:38:38,674 - mmaction - INFO - Epoch [94][420/627] lr: 0.28430, eta: 1 day, 23:10:17, time: 2.741, data_time: 0.192, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5667, loss_cls: 3.1795, loss: 3.1795 2020-04-30 01:39:29,734 - mmaction - INFO - Epoch [94][440/627] lr: 0.28430, eta: 1 day, 23:09:03, time: 2.556, data_time: 0.187, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6021, loss_cls: 3.0735, loss: 3.0735 2020-04-30 01:40:20,634 - mmaction - INFO - Epoch [94][460/627] lr: 0.28430, eta: 1 day, 23:07:50, time: 2.542, data_time: 0.056, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5500, loss_cls: 3.3037, loss: 3.3037 2020-04-30 01:41:12,750 - mmaction - INFO - Epoch [94][480/627] lr: 0.28430, eta: 1 day, 23:06:37, time: 2.608, data_time: 0.288, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5729, loss_cls: 3.0468, loss: 3.0468 2020-04-30 01:42:04,991 - mmaction - INFO - Epoch [94][500/627] lr: 0.28430, eta: 1 day, 23:05:25, time: 2.613, data_time: 0.006, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5563, loss_cls: 3.1399, loss: 3.1399 2020-04-30 01:42:56,204 - mmaction - INFO - Epoch [94][520/627] lr: 0.28430, eta: 1 day, 23:04:11, time: 2.555, data_time: 0.001, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6333, loss_cls: 2.8397, loss: 2.8397 2020-04-30 01:43:58,274 - mmaction - INFO - Epoch [94][540/627] lr: 0.28430, eta: 1 day, 23:03:08, time: 3.108, data_time: 0.006, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5625, loss_cls: 3.1387, loss: 3.1387 2020-04-30 01:45:00,230 - mmaction - INFO - Epoch [94][560/627] lr: 0.28430, eta: 1 day, 23:02:05, time: 3.095, data_time: 0.001, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5792, loss_cls: 3.0581, loss: 3.0581 2020-04-30 01:46:02,986 - mmaction - INFO - Epoch [94][580/627] lr: 0.28430, eta: 1 day, 23:01:02, time: 3.139, data_time: 0.196, memory: 14510, top1_acc: 0.3708, top5_acc: 0.5937, loss_cls: 2.9002, loss: 2.9002 2020-04-30 01:47:00,822 - mmaction - INFO - Epoch [94][600/627] lr: 0.28430, eta: 1 day, 22:59:55, time: 2.888, data_time: 0.002, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5313, loss_cls: 3.2541, loss: 3.2541 2020-04-30 01:47:56,196 - mmaction - INFO - Epoch [94][620/627] lr: 0.28430, eta: 1 day, 22:58:45, time: 2.767, data_time: 0.079, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5729, loss_cls: 3.0869, loss: 3.0869 2020-04-30 01:50:56,720 - mmaction - INFO - Epoch [95][20/627] lr: 0.27907, eta: 1 day, 22:58:12, time: 7.065, data_time: 5.008, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5542, loss_cls: 3.1430, loss: 3.1430 2020-04-30 01:51:50,510 - mmaction - INFO - Epoch [95][40/627] lr: 0.27907, eta: 1 day, 22:57:02, time: 2.695, data_time: 0.905, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5979, loss_cls: 3.0697, loss: 3.0697 2020-04-30 01:52:54,828 - mmaction - INFO - Epoch [95][60/627] lr: 0.27907, eta: 1 day, 22:56:00, time: 3.206, data_time: 0.033, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5604, loss_cls: 3.1371, loss: 3.1371 2020-04-30 01:53:52,296 - mmaction - INFO - Epoch [95][80/627] lr: 0.27907, eta: 1 day, 22:54:53, time: 2.879, data_time: 0.012, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5792, loss_cls: 2.9667, loss: 2.9667 2020-04-30 01:54:51,019 - mmaction - INFO - Epoch [95][100/627] lr: 0.27907, eta: 1 day, 22:53:46, time: 2.936, data_time: 0.005, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5771, loss_cls: 3.2018, loss: 3.2018 2020-04-30 01:55:44,497 - mmaction - INFO - Epoch [95][120/627] lr: 0.27907, eta: 1 day, 22:52:35, time: 2.676, data_time: 0.005, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5563, loss_cls: 3.2659, loss: 3.2659 2020-04-30 01:56:39,785 - mmaction - INFO - Epoch [95][140/627] lr: 0.27907, eta: 1 day, 22:51:26, time: 2.762, data_time: 0.099, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5813, loss_cls: 3.0804, loss: 3.0804 2020-04-30 01:57:33,674 - mmaction - INFO - Epoch [95][160/627] lr: 0.27907, eta: 1 day, 22:50:15, time: 2.698, data_time: 0.807, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6000, loss_cls: 2.9968, loss: 2.9968 2020-04-30 01:58:27,120 - mmaction - INFO - Epoch [95][180/627] lr: 0.27907, eta: 1 day, 22:49:04, time: 2.673, data_time: 1.153, memory: 14510, top1_acc: 0.2750, top5_acc: 0.5312, loss_cls: 3.2893, loss: 3.2893 2020-04-30 01:59:19,710 - mmaction - INFO - Epoch [95][200/627] lr: 0.27907, eta: 1 day, 22:47:52, time: 2.624, data_time: 1.123, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5521, loss_cls: 3.1667, loss: 3.1667 2020-04-30 02:00:15,842 - mmaction - INFO - Epoch [95][220/627] lr: 0.27907, eta: 1 day, 22:46:43, time: 2.806, data_time: 1.284, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5625, loss_cls: 3.1391, loss: 3.1391 2020-04-30 02:01:11,116 - mmaction - INFO - Epoch [95][240/627] lr: 0.27907, eta: 1 day, 22:45:34, time: 2.770, data_time: 0.576, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6021, loss_cls: 2.9106, loss: 2.9106 2020-04-30 02:02:13,301 - mmaction - INFO - Epoch [95][260/627] lr: 0.27907, eta: 1 day, 22:44:30, time: 3.103, data_time: 0.250, memory: 14510, top1_acc: 0.2792, top5_acc: 0.5729, loss_cls: 3.1617, loss: 3.1617 2020-04-30 02:03:20,211 - mmaction - INFO - Epoch [95][280/627] lr: 0.27907, eta: 1 day, 22:43:32, time: 3.352, data_time: 0.041, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5917, loss_cls: 2.9724, loss: 2.9724 2020-04-30 02:04:17,593 - mmaction - INFO - Epoch [95][300/627] lr: 0.27907, eta: 1 day, 22:42:24, time: 2.869, data_time: 0.003, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5604, loss_cls: 3.1386, loss: 3.1386 2020-04-30 02:05:12,811 - mmaction - INFO - Epoch [95][320/627] lr: 0.27907, eta: 1 day, 22:41:14, time: 2.759, data_time: 0.110, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5521, loss_cls: 3.2228, loss: 3.2228 2020-04-30 02:06:07,254 - mmaction - INFO - Epoch [95][340/627] lr: 0.27907, eta: 1 day, 22:40:04, time: 2.722, data_time: 0.003, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5896, loss_cls: 3.0580, loss: 3.0580 2020-04-30 02:07:03,972 - mmaction - INFO - Epoch [95][360/627] lr: 0.27907, eta: 1 day, 22:38:56, time: 2.835, data_time: 0.012, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5792, loss_cls: 3.1663, loss: 3.1663 2020-04-30 02:07:57,299 - mmaction - INFO - Epoch [95][380/627] lr: 0.27907, eta: 1 day, 22:37:45, time: 2.669, data_time: 0.005, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6083, loss_cls: 3.0432, loss: 3.0432 2020-04-30 02:08:51,969 - mmaction - INFO - Epoch [95][400/627] lr: 0.27907, eta: 1 day, 22:36:35, time: 2.732, data_time: 0.002, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6417, loss_cls: 2.8679, loss: 2.8679 2020-04-30 02:09:48,653 - mmaction - INFO - Epoch [95][420/627] lr: 0.27907, eta: 1 day, 22:35:27, time: 2.834, data_time: 0.003, memory: 14510, top1_acc: 0.3313, top5_acc: 0.5854, loss_cls: 3.1298, loss: 3.1298 2020-04-30 02:10:45,609 - mmaction - INFO - Epoch [95][440/627] lr: 0.27907, eta: 1 day, 22:34:19, time: 2.849, data_time: 0.003, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5938, loss_cls: 3.0227, loss: 3.0227 2020-04-30 02:11:50,998 - mmaction - INFO - Epoch [95][460/627] lr: 0.27907, eta: 1 day, 22:33:19, time: 3.271, data_time: 0.237, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5792, loss_cls: 3.0453, loss: 3.0453 2020-04-30 02:12:49,085 - mmaction - INFO - Epoch [95][480/627] lr: 0.27907, eta: 1 day, 22:32:12, time: 2.903, data_time: 0.828, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5188, loss_cls: 3.1773, loss: 3.1773 2020-04-30 02:13:44,323 - mmaction - INFO - Epoch [95][500/627] lr: 0.27907, eta: 1 day, 22:31:03, time: 2.763, data_time: 0.836, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5083, loss_cls: 3.3482, loss: 3.3482 2020-04-30 02:14:41,887 - mmaction - INFO - Epoch [95][520/627] lr: 0.27907, eta: 1 day, 22:29:55, time: 2.875, data_time: 0.169, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5750, loss_cls: 3.1721, loss: 3.1721 2020-04-30 02:15:35,494 - mmaction - INFO - Epoch [95][540/627] lr: 0.27907, eta: 1 day, 22:28:44, time: 2.680, data_time: 0.298, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5563, loss_cls: 3.1364, loss: 3.1364 2020-04-30 02:16:33,141 - mmaction - INFO - Epoch [95][560/627] lr: 0.27907, eta: 1 day, 22:27:37, time: 2.884, data_time: 0.067, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6104, loss_cls: 2.9373, loss: 2.9373 2020-04-30 02:17:28,175 - mmaction - INFO - Epoch [95][580/627] lr: 0.27907, eta: 1 day, 22:26:28, time: 2.751, data_time: 0.021, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6062, loss_cls: 2.9954, loss: 2.9954 2020-04-30 02:18:22,703 - mmaction - INFO - Epoch [95][600/627] lr: 0.27907, eta: 1 day, 22:25:18, time: 2.728, data_time: 0.004, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5563, loss_cls: 3.1268, loss: 3.1268 2020-04-30 02:19:18,616 - mmaction - INFO - Epoch [95][620/627] lr: 0.27907, eta: 1 day, 22:24:09, time: 2.796, data_time: 0.018, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5917, loss_cls: 2.9921, loss: 2.9921 2020-04-30 02:24:08,820 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-30 02:24:09,925 - mmaction - INFO - top1_acc 0.3412 top5_acc 0.6103 2020-04-30 02:24:09,925 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-30 02:24:10,173 - mmaction - INFO - mean_acc 0.3412 2020-04-30 02:24:10,184 - mmaction - INFO - Epoch [95][627/627] lr: 0.27907, top1_acc: 0.3412, top5_acc: 0.6103, mean_class_accuracy: 0.3412 2020-04-30 02:25:38,857 - mmaction - INFO - Epoch [96][20/627] lr: 0.27385, eta: 1 day, 22:22:48, time: 4.428, data_time: 1.470, memory: 14510, top1_acc: 0.2771, top5_acc: 0.5396, loss_cls: 3.2598, loss: 3.2598 2020-04-30 02:26:37,443 - mmaction - INFO - Epoch [96][40/627] lr: 0.27385, eta: 1 day, 22:21:42, time: 2.933, data_time: 0.005, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5833, loss_cls: 3.1081, loss: 3.1081 2020-04-30 02:27:34,260 - mmaction - INFO - Epoch [96][60/627] lr: 0.27385, eta: 1 day, 22:20:34, time: 2.837, data_time: 0.068, memory: 14510, top1_acc: 0.3292, top5_acc: 0.6083, loss_cls: 3.0448, loss: 3.0448 2020-04-30 02:28:32,214 - mmaction - INFO - Epoch [96][80/627] lr: 0.27385, eta: 1 day, 22:19:27, time: 2.899, data_time: 0.015, memory: 14510, top1_acc: 0.3562, top5_acc: 0.5958, loss_cls: 2.9525, loss: 2.9525 2020-04-30 02:29:29,016 - mmaction - INFO - Epoch [96][100/627] lr: 0.27385, eta: 1 day, 22:18:19, time: 2.840, data_time: 0.017, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5792, loss_cls: 2.9884, loss: 2.9884 2020-04-30 02:30:34,086 - mmaction - INFO - Epoch [96][120/627] lr: 0.27385, eta: 1 day, 22:17:18, time: 3.255, data_time: 0.033, memory: 14510, top1_acc: 0.2813, top5_acc: 0.5500, loss_cls: 3.1699, loss: 3.1699 2020-04-30 02:31:31,154 - mmaction - INFO - Epoch [96][140/627] lr: 0.27385, eta: 1 day, 22:16:11, time: 2.852, data_time: 0.036, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5896, loss_cls: 3.0818, loss: 3.0818 2020-04-30 02:32:26,604 - mmaction - INFO - Epoch [96][160/627] lr: 0.27385, eta: 1 day, 22:15:01, time: 2.775, data_time: 0.003, memory: 14510, top1_acc: 0.3562, top5_acc: 0.6208, loss_cls: 2.9190, loss: 2.9190 2020-04-30 02:33:22,419 - mmaction - INFO - Epoch [96][180/627] lr: 0.27385, eta: 1 day, 22:13:53, time: 2.787, data_time: 0.285, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5708, loss_cls: 3.0948, loss: 3.0948 2020-04-30 02:34:19,909 - mmaction - INFO - Epoch [96][200/627] lr: 0.27385, eta: 1 day, 22:12:45, time: 2.870, data_time: 0.089, memory: 14510, top1_acc: 0.3312, top5_acc: 0.6125, loss_cls: 2.9899, loss: 2.9899 2020-04-30 02:35:14,217 - mmaction - INFO - Epoch [96][220/627] lr: 0.27385, eta: 1 day, 22:11:35, time: 2.718, data_time: 0.008, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6021, loss_cls: 2.9327, loss: 2.9327 2020-04-30 02:36:09,606 - mmaction - INFO - Epoch [96][240/627] lr: 0.27385, eta: 1 day, 22:10:26, time: 2.774, data_time: 0.006, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5812, loss_cls: 3.0623, loss: 3.0623 2020-04-30 02:37:05,651 - mmaction - INFO - Epoch [96][260/627] lr: 0.27385, eta: 1 day, 22:09:18, time: 2.801, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.6083, loss_cls: 2.9353, loss: 2.9353 2020-04-30 02:38:02,153 - mmaction - INFO - Epoch [96][280/627] lr: 0.27385, eta: 1 day, 22:08:09, time: 2.821, data_time: 0.002, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6187, loss_cls: 3.0844, loss: 3.0844 2020-04-30 02:38:54,890 - mmaction - INFO - Epoch [96][300/627] lr: 0.27385, eta: 1 day, 22:06:58, time: 2.640, data_time: 0.006, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5875, loss_cls: 3.0304, loss: 3.0304 2020-04-30 02:39:57,203 - mmaction - INFO - Epoch [96][320/627] lr: 0.27385, eta: 1 day, 22:05:55, time: 3.118, data_time: 0.046, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5542, loss_cls: 3.1668, loss: 3.1668 2020-04-30 02:40:55,144 - mmaction - INFO - Epoch [96][340/627] lr: 0.27385, eta: 1 day, 22:04:48, time: 2.891, data_time: 0.018, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5938, loss_cls: 2.9477, loss: 2.9477 2020-04-30 02:41:52,390 - mmaction - INFO - Epoch [96][360/627] lr: 0.27385, eta: 1 day, 22:03:41, time: 2.866, data_time: 0.016, memory: 14510, top1_acc: 0.3188, top5_acc: 0.5708, loss_cls: 3.1721, loss: 3.1721 2020-04-30 02:42:50,003 - mmaction - INFO - Epoch [96][380/627] lr: 0.27385, eta: 1 day, 22:02:34, time: 2.882, data_time: 0.003, memory: 14510, top1_acc: 0.2937, top5_acc: 0.5625, loss_cls: 3.2133, loss: 3.2133 2020-04-30 02:43:47,849 - mmaction - INFO - Epoch [96][400/627] lr: 0.27385, eta: 1 day, 22:01:27, time: 2.892, data_time: 0.002, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5917, loss_cls: 3.0084, loss: 3.0084 2020-04-30 02:44:43,863 - mmaction - INFO - Epoch [96][420/627] lr: 0.27385, eta: 1 day, 22:00:18, time: 2.802, data_time: 0.003, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5917, loss_cls: 3.0430, loss: 3.0430 2020-04-30 02:45:40,072 - mmaction - INFO - Epoch [96][440/627] lr: 0.27385, eta: 1 day, 21:59:10, time: 2.811, data_time: 0.002, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5958, loss_cls: 3.1247, loss: 3.1247 2020-04-30 02:46:33,919 - mmaction - INFO - Epoch [96][460/627] lr: 0.27385, eta: 1 day, 21:58:00, time: 2.691, data_time: 0.001, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5813, loss_cls: 3.1571, loss: 3.1571 2020-04-30 02:47:29,402 - mmaction - INFO - Epoch [96][480/627] lr: 0.27385, eta: 1 day, 21:56:51, time: 2.775, data_time: 0.004, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5750, loss_cls: 3.0676, loss: 3.0676 2020-04-30 02:48:22,690 - mmaction - INFO - Epoch [96][500/627] lr: 0.27385, eta: 1 day, 21:55:40, time: 2.665, data_time: 0.224, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5896, loss_cls: 3.1289, loss: 3.1289 2020-04-30 02:49:27,849 - mmaction - INFO - Epoch [96][520/627] lr: 0.27385, eta: 1 day, 21:54:40, time: 3.258, data_time: 1.729, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5958, loss_cls: 3.0703, loss: 3.0703 2020-04-30 02:50:24,083 - mmaction - INFO - Epoch [96][540/627] lr: 0.27385, eta: 1 day, 21:53:31, time: 2.807, data_time: 0.156, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5687, loss_cls: 3.1124, loss: 3.1124 2020-04-30 02:51:18,183 - mmaction - INFO - Epoch [96][560/627] lr: 0.27385, eta: 1 day, 21:52:21, time: 2.708, data_time: 0.499, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5708, loss_cls: 3.1133, loss: 3.1133 2020-04-30 02:52:14,159 - mmaction - INFO - Epoch [96][580/627] lr: 0.27385, eta: 1 day, 21:51:13, time: 2.795, data_time: 1.107, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6250, loss_cls: 2.8683, loss: 2.8683 2020-04-30 02:53:10,257 - mmaction - INFO - Epoch [96][600/627] lr: 0.27385, eta: 1 day, 21:50:04, time: 2.808, data_time: 0.955, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5937, loss_cls: 3.0284, loss: 3.0284 2020-04-30 02:54:04,975 - mmaction - INFO - Epoch [96][620/627] lr: 0.27385, eta: 1 day, 21:48:55, time: 2.738, data_time: 0.803, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5979, loss_cls: 3.0658, loss: 3.0658 2020-04-30 02:56:47,792 - mmaction - INFO - Epoch [97][20/627] lr: 0.26864, eta: 1 day, 21:48:10, time: 6.492, data_time: 3.512, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5542, loss_cls: 3.1326, loss: 3.1326 2020-04-30 02:57:42,374 - mmaction - INFO - Epoch [97][40/627] lr: 0.26864, eta: 1 day, 21:47:00, time: 2.727, data_time: 0.002, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5750, loss_cls: 3.1234, loss: 3.1234 2020-04-30 02:58:42,575 - mmaction - INFO - Epoch [97][60/627] lr: 0.26864, eta: 1 day, 21:45:55, time: 3.008, data_time: 0.005, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5958, loss_cls: 3.0497, loss: 3.0497 2020-04-30 02:59:36,219 - mmaction - INFO - Epoch [97][80/627] lr: 0.26864, eta: 1 day, 21:44:45, time: 2.688, data_time: 0.007, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5979, loss_cls: 3.0122, loss: 3.0122 2020-04-30 03:00:33,987 - mmaction - INFO - Epoch [97][100/627] lr: 0.26864, eta: 1 day, 21:43:38, time: 2.885, data_time: 0.001, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 3.0407, loss: 3.0407 2020-04-30 03:01:28,984 - mmaction - INFO - Epoch [97][120/627] lr: 0.26864, eta: 1 day, 21:42:29, time: 2.751, data_time: 0.013, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5646, loss_cls: 3.1183, loss: 3.1183 2020-04-30 03:02:23,064 - mmaction - INFO - Epoch [97][140/627] lr: 0.26864, eta: 1 day, 21:41:19, time: 2.706, data_time: 0.004, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5979, loss_cls: 2.9578, loss: 2.9578 2020-04-30 03:03:20,880 - mmaction - INFO - Epoch [97][160/627] lr: 0.26864, eta: 1 day, 21:40:12, time: 2.885, data_time: 0.001, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6354, loss_cls: 2.8633, loss: 2.8633 2020-04-30 03:04:19,909 - mmaction - INFO - Epoch [97][180/627] lr: 0.26864, eta: 1 day, 21:39:06, time: 2.953, data_time: 0.010, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5750, loss_cls: 3.0681, loss: 3.0681 2020-04-30 03:05:17,258 - mmaction - INFO - Epoch [97][200/627] lr: 0.26864, eta: 1 day, 21:37:59, time: 2.872, data_time: 0.010, memory: 14510, top1_acc: 0.2979, top5_acc: 0.5729, loss_cls: 3.2473, loss: 3.2473 2020-04-30 03:06:10,333 - mmaction - INFO - Epoch [97][220/627] lr: 0.26864, eta: 1 day, 21:36:48, time: 2.647, data_time: 0.663, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5750, loss_cls: 3.0350, loss: 3.0350 2020-04-30 03:07:11,828 - mmaction - INFO - Epoch [97][240/627] lr: 0.26864, eta: 1 day, 21:35:44, time: 3.070, data_time: 0.137, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5729, loss_cls: 3.1205, loss: 3.1205 2020-04-30 03:08:10,138 - mmaction - INFO - Epoch [97][260/627] lr: 0.26864, eta: 1 day, 21:34:38, time: 2.924, data_time: 0.019, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5750, loss_cls: 3.1753, loss: 3.1753 2020-04-30 03:09:06,464 - mmaction - INFO - Epoch [97][280/627] lr: 0.26864, eta: 1 day, 21:33:30, time: 2.816, data_time: 0.003, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5667, loss_cls: 3.1079, loss: 3.1079 2020-04-30 03:10:00,106 - mmaction - INFO - Epoch [97][300/627] lr: 0.26864, eta: 1 day, 21:32:20, time: 2.681, data_time: 0.003, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5896, loss_cls: 3.0820, loss: 3.0820 2020-04-30 03:10:56,904 - mmaction - INFO - Epoch [97][320/627] lr: 0.26864, eta: 1 day, 21:31:12, time: 2.840, data_time: 0.004, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5854, loss_cls: 3.0865, loss: 3.0865 2020-04-30 03:11:49,690 - mmaction - INFO - Epoch [97][340/627] lr: 0.26864, eta: 1 day, 21:30:01, time: 2.641, data_time: 0.005, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5813, loss_cls: 2.9934, loss: 2.9934 2020-04-30 03:12:45,274 - mmaction - INFO - Epoch [97][360/627] lr: 0.26864, eta: 1 day, 21:28:52, time: 2.779, data_time: 0.002, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5958, loss_cls: 2.9684, loss: 2.9684 2020-04-30 03:13:43,009 - mmaction - INFO - Epoch [97][380/627] lr: 0.26864, eta: 1 day, 21:27:45, time: 2.888, data_time: 0.003, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5646, loss_cls: 3.1060, loss: 3.1060 2020-04-30 03:14:35,312 - mmaction - INFO - Epoch [97][400/627] lr: 0.26864, eta: 1 day, 21:26:34, time: 2.614, data_time: 0.003, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5646, loss_cls: 3.1098, loss: 3.1098 2020-04-30 03:15:27,866 - mmaction - INFO - Epoch [97][420/627] lr: 0.26864, eta: 1 day, 21:25:23, time: 2.627, data_time: 0.339, memory: 14510, top1_acc: 0.3729, top5_acc: 0.5875, loss_cls: 2.9675, loss: 2.9675 2020-04-30 03:16:30,012 - mmaction - INFO - Epoch [97][440/627] lr: 0.26864, eta: 1 day, 21:24:20, time: 3.101, data_time: 0.002, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5687, loss_cls: 3.2005, loss: 3.2005 2020-04-30 03:17:29,069 - mmaction - INFO - Epoch [97][460/627] lr: 0.26864, eta: 1 day, 21:23:14, time: 2.957, data_time: 0.031, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5146, loss_cls: 3.3708, loss: 3.3708 2020-04-30 03:18:25,860 - mmaction - INFO - Epoch [97][480/627] lr: 0.26864, eta: 1 day, 21:22:07, time: 2.843, data_time: 0.005, memory: 14510, top1_acc: 0.3333, top5_acc: 0.6000, loss_cls: 3.0937, loss: 3.0937 2020-04-30 03:19:20,390 - mmaction - INFO - Epoch [97][500/627] lr: 0.26864, eta: 1 day, 21:20:57, time: 2.725, data_time: 0.043, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5521, loss_cls: 3.2094, loss: 3.2094 2020-04-30 03:20:14,268 - mmaction - INFO - Epoch [97][520/627] lr: 0.26864, eta: 1 day, 21:19:47, time: 2.694, data_time: 0.014, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5625, loss_cls: 3.2404, loss: 3.2404 2020-04-30 03:21:15,677 - mmaction - INFO - Epoch [97][540/627] lr: 0.26864, eta: 1 day, 21:18:43, time: 3.072, data_time: 0.014, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5417, loss_cls: 3.1406, loss: 3.1406 2020-04-30 03:22:15,492 - mmaction - INFO - Epoch [97][560/627] lr: 0.26864, eta: 1 day, 21:17:38, time: 2.991, data_time: 0.002, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6062, loss_cls: 2.9199, loss: 2.9199 2020-04-30 03:23:17,294 - mmaction - INFO - Epoch [97][580/627] lr: 0.26864, eta: 1 day, 21:16:35, time: 3.085, data_time: 0.001, memory: 14510, top1_acc: 0.3042, top5_acc: 0.6354, loss_cls: 3.0027, loss: 3.0027 2020-04-30 03:24:16,655 - mmaction - INFO - Epoch [97][600/627] lr: 0.26864, eta: 1 day, 21:15:30, time: 2.971, data_time: 0.092, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6062, loss_cls: 2.9091, loss: 2.9091 2020-04-30 03:25:17,597 - mmaction - INFO - Epoch [97][620/627] lr: 0.26864, eta: 1 day, 21:14:26, time: 3.047, data_time: 0.046, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5938, loss_cls: 3.0785, loss: 3.0785 2020-04-30 03:28:04,149 - mmaction - INFO - Epoch [98][20/627] lr: 0.26344, eta: 1 day, 21:13:30, time: 5.903, data_time: 3.461, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6104, loss_cls: 3.0149, loss: 3.0149 2020-04-30 03:28:58,350 - mmaction - INFO - Epoch [98][40/627] lr: 0.26344, eta: 1 day, 21:12:21, time: 2.736, data_time: 0.078, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5979, loss_cls: 3.0312, loss: 3.0312 2020-04-30 03:29:56,596 - mmaction - INFO - Epoch [98][60/627] lr: 0.26344, eta: 1 day, 21:11:14, time: 2.908, data_time: 1.365, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6354, loss_cls: 2.8242, loss: 2.8242 2020-04-30 03:30:52,988 - mmaction - INFO - Epoch [98][80/627] lr: 0.26344, eta: 1 day, 21:10:06, time: 2.825, data_time: 0.211, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6000, loss_cls: 2.9148, loss: 2.9148 2020-04-30 03:31:45,535 - mmaction - INFO - Epoch [98][100/627] lr: 0.26344, eta: 1 day, 21:08:55, time: 2.627, data_time: 0.004, memory: 14510, top1_acc: 0.3188, top5_acc: 0.5625, loss_cls: 3.1365, loss: 3.1365 2020-04-30 03:32:39,369 - mmaction - INFO - Epoch [98][120/627] lr: 0.26344, eta: 1 day, 21:07:45, time: 2.691, data_time: 0.267, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5687, loss_cls: 2.9598, loss: 2.9598 2020-04-30 03:33:31,748 - mmaction - INFO - Epoch [98][140/627] lr: 0.26344, eta: 1 day, 21:06:34, time: 2.618, data_time: 0.003, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5271, loss_cls: 3.2011, loss: 3.2011 2020-04-30 03:34:24,590 - mmaction - INFO - Epoch [98][160/627] lr: 0.26344, eta: 1 day, 21:05:23, time: 2.642, data_time: 0.004, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5771, loss_cls: 3.0472, loss: 3.0472 2020-04-30 03:35:24,840 - mmaction - INFO - Epoch [98][180/627] lr: 0.26344, eta: 1 day, 21:04:19, time: 3.011, data_time: 0.008, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5375, loss_cls: 3.1821, loss: 3.1821 2020-04-30 03:36:17,172 - mmaction - INFO - Epoch [98][200/627] lr: 0.26344, eta: 1 day, 21:03:07, time: 2.617, data_time: 0.114, memory: 14510, top1_acc: 0.3188, top5_acc: 0.5687, loss_cls: 3.0612, loss: 3.0612 2020-04-30 03:37:11,562 - mmaction - INFO - Epoch [98][220/627] lr: 0.26344, eta: 1 day, 21:01:58, time: 2.722, data_time: 0.010, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5688, loss_cls: 3.0434, loss: 3.0434 2020-04-30 03:38:03,416 - mmaction - INFO - Epoch [98][240/627] lr: 0.26344, eta: 1 day, 21:00:46, time: 2.594, data_time: 0.971, memory: 14510, top1_acc: 0.3312, top5_acc: 0.6000, loss_cls: 2.9646, loss: 2.9646 2020-04-30 03:38:57,611 - mmaction - INFO - Epoch [98][260/627] lr: 0.26344, eta: 1 day, 20:59:36, time: 2.708, data_time: 0.062, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6083, loss_cls: 2.9533, loss: 2.9533 2020-04-30 03:39:49,162 - mmaction - INFO - Epoch [98][280/627] lr: 0.26344, eta: 1 day, 20:58:25, time: 2.575, data_time: 0.003, memory: 14510, top1_acc: 0.3438, top5_acc: 0.6104, loss_cls: 2.9320, loss: 2.9320 2020-04-30 03:40:44,062 - mmaction - INFO - Epoch [98][300/627] lr: 0.26344, eta: 1 day, 20:57:16, time: 2.747, data_time: 0.005, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6042, loss_cls: 2.9884, loss: 2.9884 2020-04-30 03:41:39,035 - mmaction - INFO - Epoch [98][320/627] lr: 0.26344, eta: 1 day, 20:56:07, time: 2.750, data_time: 0.010, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6167, loss_cls: 2.9237, loss: 2.9237 2020-04-30 03:42:31,808 - mmaction - INFO - Epoch [98][340/627] lr: 0.26344, eta: 1 day, 20:54:56, time: 2.639, data_time: 0.002, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6104, loss_cls: 2.9486, loss: 2.9486 2020-04-30 03:43:25,002 - mmaction - INFO - Epoch [98][360/627] lr: 0.26344, eta: 1 day, 20:53:45, time: 2.659, data_time: 0.002, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5667, loss_cls: 3.1303, loss: 3.1303 2020-04-30 03:44:30,629 - mmaction - INFO - Epoch [98][380/627] lr: 0.26344, eta: 1 day, 20:52:45, time: 3.284, data_time: 0.053, memory: 14510, top1_acc: 0.3750, top5_acc: 0.5813, loss_cls: 2.9631, loss: 2.9631 2020-04-30 03:45:26,549 - mmaction - INFO - Epoch [98][400/627] lr: 0.26344, eta: 1 day, 20:51:37, time: 2.795, data_time: 0.294, memory: 14510, top1_acc: 0.3604, top5_acc: 0.5750, loss_cls: 2.9512, loss: 2.9512 2020-04-30 03:46:21,158 - mmaction - INFO - Epoch [98][420/627] lr: 0.26344, eta: 1 day, 20:50:28, time: 2.727, data_time: 0.534, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5667, loss_cls: 3.0949, loss: 3.0949 2020-04-30 03:47:14,595 - mmaction - INFO - Epoch [98][440/627] lr: 0.26344, eta: 1 day, 20:49:18, time: 2.675, data_time: 0.005, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5542, loss_cls: 3.2132, loss: 3.2132 2020-04-30 03:48:09,415 - mmaction - INFO - Epoch [98][460/627] lr: 0.26344, eta: 1 day, 20:48:09, time: 2.740, data_time: 0.002, memory: 14510, top1_acc: 0.3313, top5_acc: 0.6188, loss_cls: 2.9387, loss: 2.9387 2020-04-30 03:49:05,330 - mmaction - INFO - Epoch [98][480/627] lr: 0.26344, eta: 1 day, 20:47:01, time: 2.794, data_time: 0.003, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5771, loss_cls: 3.0454, loss: 3.0454 2020-04-30 03:49:59,841 - mmaction - INFO - Epoch [98][500/627] lr: 0.26344, eta: 1 day, 20:45:51, time: 2.728, data_time: 0.005, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5771, loss_cls: 3.0545, loss: 3.0545 2020-04-30 03:50:53,608 - mmaction - INFO - Epoch [98][520/627] lr: 0.26344, eta: 1 day, 20:44:41, time: 2.687, data_time: 0.002, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5896, loss_cls: 3.0593, loss: 3.0593 2020-04-30 03:51:47,819 - mmaction - INFO - Epoch [98][540/627] lr: 0.26344, eta: 1 day, 20:43:32, time: 2.711, data_time: 0.045, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5875, loss_cls: 2.9856, loss: 2.9856 2020-04-30 03:52:42,184 - mmaction - INFO - Epoch [98][560/627] lr: 0.26344, eta: 1 day, 20:42:23, time: 2.719, data_time: 0.003, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5750, loss_cls: 3.1112, loss: 3.1112 2020-04-30 03:53:46,354 - mmaction - INFO - Epoch [98][580/627] lr: 0.26344, eta: 1 day, 20:41:21, time: 3.207, data_time: 0.001, memory: 14510, top1_acc: 0.3604, top5_acc: 0.5854, loss_cls: 2.9666, loss: 2.9666 2020-04-30 03:54:40,818 - mmaction - INFO - Epoch [98][600/627] lr: 0.26344, eta: 1 day, 20:40:12, time: 2.723, data_time: 0.003, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5979, loss_cls: 3.0299, loss: 3.0299 2020-04-30 03:55:32,965 - mmaction - INFO - Epoch [98][620/627] lr: 0.26344, eta: 1 day, 20:39:01, time: 2.609, data_time: 0.003, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5521, loss_cls: 3.0816, loss: 3.0816 2020-04-30 03:58:06,026 - mmaction - INFO - Epoch [99][20/627] lr: 0.25825, eta: 1 day, 20:38:00, time: 5.640, data_time: 3.020, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5646, loss_cls: 3.1330, loss: 3.1330 2020-04-30 03:59:02,025 - mmaction - INFO - Epoch [99][40/627] lr: 0.25825, eta: 1 day, 20:36:52, time: 2.802, data_time: 0.009, memory: 14510, top1_acc: 0.3250, top5_acc: 0.6000, loss_cls: 3.1076, loss: 3.1076 2020-04-30 03:59:54,573 - mmaction - INFO - Epoch [99][60/627] lr: 0.25825, eta: 1 day, 20:35:41, time: 2.622, data_time: 0.002, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6104, loss_cls: 2.9439, loss: 2.9439 2020-04-30 04:00:47,289 - mmaction - INFO - Epoch [99][80/627] lr: 0.25825, eta: 1 day, 20:34:31, time: 2.637, data_time: 0.016, memory: 14510, top1_acc: 0.3063, top5_acc: 0.5875, loss_cls: 3.0818, loss: 3.0818 2020-04-30 04:01:41,514 - mmaction - INFO - Epoch [99][100/627] lr: 0.25825, eta: 1 day, 20:33:21, time: 2.711, data_time: 0.016, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5875, loss_cls: 3.0508, loss: 3.0508 2020-04-30 04:02:43,825 - mmaction - INFO - Epoch [99][120/627] lr: 0.25825, eta: 1 day, 20:32:19, time: 3.120, data_time: 0.006, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5521, loss_cls: 3.2332, loss: 3.2332 2020-04-30 04:03:42,896 - mmaction - INFO - Epoch [99][140/627] lr: 0.25825, eta: 1 day, 20:31:13, time: 2.947, data_time: 0.001, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5833, loss_cls: 3.0519, loss: 3.0519 2020-04-30 04:04:41,550 - mmaction - INFO - Epoch [99][160/627] lr: 0.25825, eta: 1 day, 20:30:07, time: 2.937, data_time: 0.008, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 3.2389, loss: 3.2389 2020-04-30 04:05:37,655 - mmaction - INFO - Epoch [99][180/627] lr: 0.25825, eta: 1 day, 20:29:00, time: 2.807, data_time: 0.761, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5625, loss_cls: 3.1780, loss: 3.1780 2020-04-30 04:06:31,514 - mmaction - INFO - Epoch [99][200/627] lr: 0.25825, eta: 1 day, 20:27:50, time: 2.692, data_time: 1.001, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6167, loss_cls: 2.8952, loss: 2.8952 2020-04-30 04:07:25,983 - mmaction - INFO - Epoch [99][220/627] lr: 0.25825, eta: 1 day, 20:26:41, time: 2.725, data_time: 0.531, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 3.0710, loss: 3.0710 2020-04-30 04:08:20,581 - mmaction - INFO - Epoch [99][240/627] lr: 0.25825, eta: 1 day, 20:25:32, time: 2.727, data_time: 0.008, memory: 14510, top1_acc: 0.2958, top5_acc: 0.6042, loss_cls: 3.0561, loss: 3.0561 2020-04-30 04:09:14,830 - mmaction - INFO - Epoch [99][260/627] lr: 0.25825, eta: 1 day, 20:24:22, time: 2.713, data_time: 0.031, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5729, loss_cls: 3.1235, loss: 3.1235 2020-04-30 04:10:06,966 - mmaction - INFO - Epoch [99][280/627] lr: 0.25825, eta: 1 day, 20:23:11, time: 2.609, data_time: 0.137, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5854, loss_cls: 3.0239, loss: 3.0239 2020-04-30 04:11:01,360 - mmaction - INFO - Epoch [99][300/627] lr: 0.25825, eta: 1 day, 20:22:02, time: 2.720, data_time: 0.021, memory: 14510, top1_acc: 0.3688, top5_acc: 0.5896, loss_cls: 2.9136, loss: 2.9136 2020-04-30 04:12:02,741 - mmaction - INFO - Epoch [99][320/627] lr: 0.25825, eta: 1 day, 20:20:59, time: 3.070, data_time: 0.017, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5958, loss_cls: 3.0809, loss: 3.0809 2020-04-30 04:12:55,494 - mmaction - INFO - Epoch [99][340/627] lr: 0.25825, eta: 1 day, 20:19:48, time: 2.638, data_time: 0.001, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5938, loss_cls: 3.0109, loss: 3.0109 2020-04-30 04:13:50,159 - mmaction - INFO - Epoch [99][360/627] lr: 0.25825, eta: 1 day, 20:18:39, time: 2.731, data_time: 0.049, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5812, loss_cls: 2.9964, loss: 2.9964 2020-04-30 04:14:46,106 - mmaction - INFO - Epoch [99][380/627] lr: 0.25825, eta: 1 day, 20:17:31, time: 2.800, data_time: 0.003, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5896, loss_cls: 3.0456, loss: 3.0456 2020-04-30 04:15:40,601 - mmaction - INFO - Epoch [99][400/627] lr: 0.25825, eta: 1 day, 20:16:22, time: 2.721, data_time: 0.011, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6208, loss_cls: 2.9186, loss: 2.9186 2020-04-30 04:16:36,111 - mmaction - INFO - Epoch [99][420/627] lr: 0.25825, eta: 1 day, 20:15:14, time: 2.779, data_time: 0.238, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5646, loss_cls: 3.2279, loss: 3.2279 2020-04-30 04:17:30,688 - mmaction - INFO - Epoch [99][440/627] lr: 0.25825, eta: 1 day, 20:14:05, time: 2.727, data_time: 0.003, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5917, loss_cls: 2.9901, loss: 2.9901 2020-04-30 04:18:24,273 - mmaction - INFO - Epoch [99][460/627] lr: 0.25825, eta: 1 day, 20:12:55, time: 2.680, data_time: 0.004, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5625, loss_cls: 3.1501, loss: 3.1501 2020-04-30 04:19:17,558 - mmaction - INFO - Epoch [99][480/627] lr: 0.25825, eta: 1 day, 20:11:45, time: 2.664, data_time: 0.003, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6187, loss_cls: 2.9916, loss: 2.9916 2020-04-30 04:20:15,758 - mmaction - INFO - Epoch [99][500/627] lr: 0.25825, eta: 1 day, 20:10:39, time: 2.910, data_time: 0.004, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6042, loss_cls: 3.0349, loss: 3.0349 2020-04-30 04:21:17,140 - mmaction - INFO - Epoch [99][520/627] lr: 0.25825, eta: 1 day, 20:09:36, time: 3.072, data_time: 0.275, memory: 14510, top1_acc: 0.2875, top5_acc: 0.5542, loss_cls: 3.1720, loss: 3.1720 2020-04-30 04:22:13,352 - mmaction - INFO - Epoch [99][540/627] lr: 0.25825, eta: 1 day, 20:08:28, time: 2.810, data_time: 0.020, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5854, loss_cls: 3.0528, loss: 3.0528 2020-04-30 04:23:11,776 - mmaction - INFO - Epoch [99][560/627] lr: 0.25825, eta: 1 day, 20:07:22, time: 2.922, data_time: 0.002, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5667, loss_cls: 3.1462, loss: 3.1462 2020-04-30 04:24:11,925 - mmaction - INFO - Epoch [99][580/627] lr: 0.25825, eta: 1 day, 20:06:18, time: 3.004, data_time: 0.028, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5875, loss_cls: 2.9919, loss: 2.9919 2020-04-30 04:25:06,631 - mmaction - INFO - Epoch [99][600/627] lr: 0.25825, eta: 1 day, 20:05:09, time: 2.736, data_time: 0.012, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6021, loss_cls: 2.9449, loss: 2.9449 2020-04-30 04:26:03,709 - mmaction - INFO - Epoch [99][620/627] lr: 0.25825, eta: 1 day, 20:04:02, time: 2.855, data_time: 0.595, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5708, loss_cls: 3.0347, loss: 3.0347 2020-04-30 04:28:47,973 - mmaction - INFO - Epoch [100][20/627] lr: 0.25307, eta: 1 day, 20:03:12, time: 6.300, data_time: 3.453, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5917, loss_cls: 2.9767, loss: 2.9767 2020-04-30 04:29:42,067 - mmaction - INFO - Epoch [100][40/627] lr: 0.25307, eta: 1 day, 20:02:03, time: 2.707, data_time: 0.006, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5833, loss_cls: 3.0301, loss: 3.0301 2020-04-30 04:30:46,540 - mmaction - INFO - Epoch [100][60/627] lr: 0.25307, eta: 1 day, 20:01:02, time: 3.226, data_time: 0.477, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5563, loss_cls: 3.1306, loss: 3.1306 2020-04-30 04:31:41,747 - mmaction - INFO - Epoch [100][80/627] lr: 0.25307, eta: 1 day, 19:59:53, time: 2.758, data_time: 0.002, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5604, loss_cls: 3.1011, loss: 3.1011 2020-04-30 04:32:34,194 - mmaction - INFO - Epoch [100][100/627] lr: 0.25307, eta: 1 day, 19:58:43, time: 2.624, data_time: 0.341, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6021, loss_cls: 2.9946, loss: 2.9946 2020-04-30 04:33:28,556 - mmaction - INFO - Epoch [100][120/627] lr: 0.25307, eta: 1 day, 19:57:34, time: 2.717, data_time: 0.805, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6104, loss_cls: 2.8179, loss: 2.8179 2020-04-30 04:34:22,910 - mmaction - INFO - Epoch [100][140/627] lr: 0.25307, eta: 1 day, 19:56:25, time: 2.716, data_time: 0.163, memory: 14510, top1_acc: 0.3833, top5_acc: 0.5958, loss_cls: 2.9479, loss: 2.9479 2020-04-30 04:35:18,777 - mmaction - INFO - Epoch [100][160/627] lr: 0.25307, eta: 1 day, 19:55:17, time: 2.795, data_time: 0.005, memory: 14510, top1_acc: 0.3625, top5_acc: 0.5958, loss_cls: 2.9555, loss: 2.9555 2020-04-30 04:36:11,949 - mmaction - INFO - Epoch [100][180/627] lr: 0.25307, eta: 1 day, 19:54:07, time: 2.655, data_time: 0.026, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5833, loss_cls: 3.0705, loss: 3.0705 2020-04-30 04:37:06,837 - mmaction - INFO - Epoch [100][200/627] lr: 0.25307, eta: 1 day, 19:52:58, time: 2.748, data_time: 0.650, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5792, loss_cls: 3.1237, loss: 3.1237 2020-04-30 04:38:02,317 - mmaction - INFO - Epoch [100][220/627] lr: 0.25307, eta: 1 day, 19:51:50, time: 2.771, data_time: 0.426, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 3.0586, loss: 3.0586 2020-04-30 04:38:56,234 - mmaction - INFO - Epoch [100][240/627] lr: 0.25307, eta: 1 day, 19:50:41, time: 2.696, data_time: 0.771, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5563, loss_cls: 3.2354, loss: 3.2354 2020-04-30 04:39:58,059 - mmaction - INFO - Epoch [100][260/627] lr: 0.25307, eta: 1 day, 19:49:38, time: 3.091, data_time: 1.538, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6167, loss_cls: 2.9861, loss: 2.9861 2020-04-30 04:40:56,961 - mmaction - INFO - Epoch [100][280/627] lr: 0.25307, eta: 1 day, 19:48:32, time: 2.944, data_time: 0.473, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5604, loss_cls: 3.1220, loss: 3.1220 2020-04-30 04:41:51,511 - mmaction - INFO - Epoch [100][300/627] lr: 0.25307, eta: 1 day, 19:47:24, time: 2.733, data_time: 0.162, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5896, loss_cls: 3.1028, loss: 3.1028 2020-04-30 04:42:43,459 - mmaction - INFO - Epoch [100][320/627] lr: 0.25307, eta: 1 day, 19:46:13, time: 2.597, data_time: 0.002, memory: 14510, top1_acc: 0.3604, top5_acc: 0.5854, loss_cls: 2.9462, loss: 2.9462 2020-04-30 04:43:38,696 - mmaction - INFO - Epoch [100][340/627] lr: 0.25307, eta: 1 day, 19:45:04, time: 2.763, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5583, loss_cls: 3.1393, loss: 3.1393 2020-04-30 04:44:32,523 - mmaction - INFO - Epoch [100][360/627] lr: 0.25307, eta: 1 day, 19:43:55, time: 2.690, data_time: 0.000, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5771, loss_cls: 3.1562, loss: 3.1562 2020-04-30 04:45:27,391 - mmaction - INFO - Epoch [100][380/627] lr: 0.25307, eta: 1 day, 19:42:46, time: 2.742, data_time: 0.010, memory: 14510, top1_acc: 0.3021, top5_acc: 0.5937, loss_cls: 3.0359, loss: 3.0359 2020-04-30 04:46:21,063 - mmaction - INFO - Epoch [100][400/627] lr: 0.25307, eta: 1 day, 19:41:37, time: 2.685, data_time: 0.004, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5771, loss_cls: 3.0230, loss: 3.0230 2020-04-30 04:47:15,817 - mmaction - INFO - Epoch [100][420/627] lr: 0.25307, eta: 1 day, 19:40:28, time: 2.738, data_time: 0.386, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5542, loss_cls: 3.1176, loss: 3.1176 2020-04-30 04:48:09,184 - mmaction - INFO - Epoch [100][440/627] lr: 0.25307, eta: 1 day, 19:39:18, time: 2.667, data_time: 1.032, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5812, loss_cls: 3.0450, loss: 3.0450 2020-04-30 04:49:11,024 - mmaction - INFO - Epoch [100][460/627] lr: 0.25307, eta: 1 day, 19:38:16, time: 3.089, data_time: 1.377, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5812, loss_cls: 3.0127, loss: 3.0127 2020-04-30 04:50:06,299 - mmaction - INFO - Epoch [100][480/627] lr: 0.25307, eta: 1 day, 19:37:07, time: 2.767, data_time: 0.353, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5604, loss_cls: 3.0967, loss: 3.0967 2020-04-30 04:50:59,081 - mmaction - INFO - Epoch [100][500/627] lr: 0.25307, eta: 1 day, 19:35:57, time: 2.638, data_time: 0.002, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5333, loss_cls: 3.1561, loss: 3.1561 2020-04-30 04:51:52,957 - mmaction - INFO - Epoch [100][520/627] lr: 0.25307, eta: 1 day, 19:34:48, time: 2.695, data_time: 0.004, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6104, loss_cls: 3.0141, loss: 3.0141 2020-04-30 04:52:58,454 - mmaction - INFO - Epoch [100][540/627] lr: 0.25307, eta: 1 day, 19:33:48, time: 3.276, data_time: 0.004, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5500, loss_cls: 3.1702, loss: 3.1702 2020-04-30 04:53:52,645 - mmaction - INFO - Epoch [100][560/627] lr: 0.25307, eta: 1 day, 19:32:39, time: 2.706, data_time: 0.001, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5479, loss_cls: 3.3107, loss: 3.3107 2020-04-30 04:54:46,414 - mmaction - INFO - Epoch [100][580/627] lr: 0.25307, eta: 1 day, 19:31:30, time: 2.689, data_time: 0.004, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5938, loss_cls: 2.8960, loss: 2.8960 2020-04-30 04:55:39,296 - mmaction - INFO - Epoch [100][600/627] lr: 0.25307, eta: 1 day, 19:30:20, time: 2.645, data_time: 0.005, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6000, loss_cls: 2.9828, loss: 2.9828 2020-04-30 04:56:33,524 - mmaction - INFO - Epoch [100][620/627] lr: 0.25307, eta: 1 day, 19:29:11, time: 2.712, data_time: 0.004, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5667, loss_cls: 3.1598, loss: 3.1598 2020-04-30 05:00:25,156 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-30 05:00:26,115 - mmaction - INFO - top1_acc 0.3508 top5_acc 0.6107 2020-04-30 05:00:26,115 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-30 05:00:26,234 - mmaction - INFO - mean_acc 0.3510 2020-04-30 05:00:26,244 - mmaction - INFO - Epoch [100][627/627] lr: 0.25307, top1_acc: 0.3508, top5_acc: 0.6107, mean_class_accuracy: 0.3510 2020-04-30 05:01:41,760 - mmaction - INFO - Epoch [101][20/627] lr: 0.24791, eta: 1 day, 19:27:39, time: 3.759, data_time: 1.002, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5792, loss_cls: 3.1434, loss: 3.1434 2020-04-30 05:02:34,593 - mmaction - INFO - Epoch [101][40/627] lr: 0.24791, eta: 1 day, 19:26:29, time: 2.655, data_time: 0.017, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6062, loss_cls: 2.8779, loss: 2.8779 2020-04-30 05:03:27,198 - mmaction - INFO - Epoch [101][60/627] lr: 0.24791, eta: 1 day, 19:25:19, time: 2.629, data_time: 0.043, memory: 14510, top1_acc: 0.3438, top5_acc: 0.6229, loss_cls: 2.9129, loss: 2.9129 2020-04-30 05:04:19,659 - mmaction - INFO - Epoch [101][80/627] lr: 0.24791, eta: 1 day, 19:24:09, time: 2.621, data_time: 0.003, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5750, loss_cls: 3.1352, loss: 3.1352 2020-04-30 05:05:15,867 - mmaction - INFO - Epoch [101][100/627] lr: 0.24791, eta: 1 day, 19:23:01, time: 2.813, data_time: 0.037, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6125, loss_cls: 2.9244, loss: 2.9244 2020-04-30 05:06:10,894 - mmaction - INFO - Epoch [101][120/627] lr: 0.24791, eta: 1 day, 19:21:53, time: 2.751, data_time: 0.003, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6271, loss_cls: 2.8232, loss: 2.8232 2020-04-30 05:07:05,539 - mmaction - INFO - Epoch [101][140/627] lr: 0.24791, eta: 1 day, 19:20:44, time: 2.729, data_time: 0.003, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5938, loss_cls: 3.0225, loss: 3.0225 2020-04-30 05:08:04,992 - mmaction - INFO - Epoch [101][160/627] lr: 0.24791, eta: 1 day, 19:19:40, time: 2.972, data_time: 0.097, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6042, loss_cls: 2.9286, loss: 2.9286 2020-04-30 05:08:57,949 - mmaction - INFO - Epoch [101][180/627] lr: 0.24791, eta: 1 day, 19:18:30, time: 2.652, data_time: 0.697, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6042, loss_cls: 2.9830, loss: 2.9830 2020-04-30 05:09:49,983 - mmaction - INFO - Epoch [101][200/627] lr: 0.24791, eta: 1 day, 19:17:19, time: 2.597, data_time: 0.858, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5604, loss_cls: 3.0642, loss: 3.0642 2020-04-30 05:10:46,226 - mmaction - INFO - Epoch [101][220/627] lr: 0.24791, eta: 1 day, 19:16:12, time: 2.815, data_time: 0.007, memory: 14510, top1_acc: 0.3188, top5_acc: 0.5854, loss_cls: 2.9874, loss: 2.9874 2020-04-30 05:11:42,242 - mmaction - INFO - Epoch [101][240/627] lr: 0.24791, eta: 1 day, 19:15:05, time: 2.802, data_time: 0.004, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5958, loss_cls: 3.1624, loss: 3.1624 2020-04-30 05:12:33,696 - mmaction - INFO - Epoch [101][260/627] lr: 0.24791, eta: 1 day, 19:13:54, time: 2.574, data_time: 0.002, memory: 14510, top1_acc: 0.3313, top5_acc: 0.5792, loss_cls: 3.0979, loss: 3.0979 2020-04-30 05:13:27,066 - mmaction - INFO - Epoch [101][280/627] lr: 0.24791, eta: 1 day, 19:12:44, time: 2.667, data_time: 0.004, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5979, loss_cls: 2.9218, loss: 2.9218 2020-04-30 05:14:19,077 - mmaction - INFO - Epoch [101][300/627] lr: 0.24791, eta: 1 day, 19:11:33, time: 2.599, data_time: 0.004, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5833, loss_cls: 3.0524, loss: 3.0524 2020-04-30 05:15:12,424 - mmaction - INFO - Epoch [101][320/627] lr: 0.24791, eta: 1 day, 19:10:24, time: 2.666, data_time: 0.005, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.8642, loss: 2.8642 2020-04-30 05:16:06,319 - mmaction - INFO - Epoch [101][340/627] lr: 0.24791, eta: 1 day, 19:09:15, time: 2.699, data_time: 0.006, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5729, loss_cls: 3.0851, loss: 3.0851 2020-04-30 05:17:05,987 - mmaction - INFO - Epoch [101][360/627] lr: 0.24791, eta: 1 day, 19:08:10, time: 2.983, data_time: 0.182, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5563, loss_cls: 3.0918, loss: 3.0918 2020-04-30 05:18:00,058 - mmaction - INFO - Epoch [101][380/627] lr: 0.24791, eta: 1 day, 19:07:01, time: 2.703, data_time: 0.002, memory: 14510, top1_acc: 0.3688, top5_acc: 0.5938, loss_cls: 2.9526, loss: 2.9526 2020-04-30 05:18:50,689 - mmaction - INFO - Epoch [101][400/627] lr: 0.24791, eta: 1 day, 19:05:50, time: 2.532, data_time: 0.003, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5667, loss_cls: 3.1356, loss: 3.1356 2020-04-30 05:19:41,949 - mmaction - INFO - Epoch [101][420/627] lr: 0.24791, eta: 1 day, 19:04:39, time: 2.564, data_time: 0.002, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5563, loss_cls: 3.0047, loss: 3.0047 2020-04-30 05:20:38,069 - mmaction - INFO - Epoch [101][440/627] lr: 0.24791, eta: 1 day, 19:03:31, time: 2.785, data_time: 0.573, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6042, loss_cls: 2.9555, loss: 2.9555 2020-04-30 05:21:32,912 - mmaction - INFO - Epoch [101][460/627] lr: 0.24791, eta: 1 day, 19:02:23, time: 2.761, data_time: 0.197, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6104, loss_cls: 2.9889, loss: 2.9889 2020-04-30 05:22:25,526 - mmaction - INFO - Epoch [101][480/627] lr: 0.24791, eta: 1 day, 19:01:13, time: 2.630, data_time: 0.004, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5667, loss_cls: 3.0071, loss: 3.0071 2020-04-30 05:23:21,685 - mmaction - INFO - Epoch [101][500/627] lr: 0.24791, eta: 1 day, 19:00:06, time: 2.808, data_time: 0.005, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5479, loss_cls: 3.1083, loss: 3.1083 2020-04-30 05:24:17,528 - mmaction - INFO - Epoch [101][520/627] lr: 0.24791, eta: 1 day, 18:58:58, time: 2.791, data_time: 0.012, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5833, loss_cls: 3.0688, loss: 3.0688 2020-04-30 05:25:10,045 - mmaction - INFO - Epoch [101][540/627] lr: 0.24791, eta: 1 day, 18:57:48, time: 2.628, data_time: 0.033, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 2.9104, loss: 2.9104 2020-04-30 05:26:08,665 - mmaction - INFO - Epoch [101][560/627] lr: 0.24791, eta: 1 day, 18:56:43, time: 2.920, data_time: 0.032, memory: 14510, top1_acc: 0.3000, top5_acc: 0.5542, loss_cls: 3.2328, loss: 3.2328 2020-04-30 05:27:04,733 - mmaction - INFO - Epoch [101][580/627] lr: 0.24791, eta: 1 day, 18:55:36, time: 2.815, data_time: 0.031, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5875, loss_cls: 3.0503, loss: 3.0503 2020-04-30 05:27:57,645 - mmaction - INFO - Epoch [101][600/627] lr: 0.24791, eta: 1 day, 18:54:26, time: 2.643, data_time: 0.003, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5958, loss_cls: 3.0232, loss: 3.0232 2020-04-30 05:28:48,060 - mmaction - INFO - Epoch [101][620/627] lr: 0.24791, eta: 1 day, 18:53:15, time: 2.523, data_time: 0.006, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5812, loss_cls: 3.0178, loss: 3.0178 2020-04-30 05:31:10,558 - mmaction - INFO - Epoch [102][20/627] lr: 0.24276, eta: 1 day, 18:52:15, time: 5.753, data_time: 3.158, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5771, loss_cls: 3.0908, loss: 3.0908 2020-04-30 05:32:02,740 - mmaction - INFO - Epoch [102][40/627] lr: 0.24276, eta: 1 day, 18:51:04, time: 2.613, data_time: 0.005, memory: 14510, top1_acc: 0.3229, top5_acc: 0.6000, loss_cls: 3.0452, loss: 3.0452 2020-04-30 05:32:54,399 - mmaction - INFO - Epoch [102][60/627] lr: 0.24276, eta: 1 day, 18:49:54, time: 2.577, data_time: 0.001, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6000, loss_cls: 2.9366, loss: 2.9366 2020-04-30 05:33:45,768 - mmaction - INFO - Epoch [102][80/627] lr: 0.24276, eta: 1 day, 18:48:43, time: 2.573, data_time: 0.008, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5917, loss_cls: 3.0587, loss: 3.0587 2020-04-30 05:34:39,679 - mmaction - INFO - Epoch [102][100/627] lr: 0.24276, eta: 1 day, 18:47:34, time: 2.698, data_time: 0.003, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6021, loss_cls: 2.9187, loss: 2.9187 2020-04-30 05:35:36,253 - mmaction - INFO - Epoch [102][120/627] lr: 0.24276, eta: 1 day, 18:46:27, time: 2.826, data_time: 0.001, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5792, loss_cls: 3.0076, loss: 3.0076 2020-04-30 05:36:29,756 - mmaction - INFO - Epoch [102][140/627] lr: 0.24276, eta: 1 day, 18:45:18, time: 2.676, data_time: 0.073, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6000, loss_cls: 2.9385, loss: 2.9385 2020-04-30 05:37:21,656 - mmaction - INFO - Epoch [102][160/627] lr: 0.24276, eta: 1 day, 18:44:07, time: 2.597, data_time: 0.003, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5625, loss_cls: 3.1378, loss: 3.1378 2020-04-30 05:38:12,577 - mmaction - INFO - Epoch [102][180/627] lr: 0.24276, eta: 1 day, 18:42:56, time: 2.544, data_time: 0.001, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5396, loss_cls: 3.2111, loss: 3.2111 2020-04-30 05:39:05,027 - mmaction - INFO - Epoch [102][200/627] lr: 0.24276, eta: 1 day, 18:41:46, time: 2.623, data_time: 0.009, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5875, loss_cls: 2.9666, loss: 2.9666 2020-04-30 05:39:55,562 - mmaction - INFO - Epoch [102][220/627] lr: 0.24276, eta: 1 day, 18:40:35, time: 2.527, data_time: 0.004, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5979, loss_cls: 2.9898, loss: 2.9898 2020-04-30 05:40:48,879 - mmaction - INFO - Epoch [102][240/627] lr: 0.24276, eta: 1 day, 18:39:25, time: 2.657, data_time: 0.122, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5979, loss_cls: 3.0066, loss: 3.0066 2020-04-30 05:41:39,146 - mmaction - INFO - Epoch [102][260/627] lr: 0.24276, eta: 1 day, 18:38:14, time: 2.522, data_time: 0.354, memory: 14510, top1_acc: 0.3438, top5_acc: 0.6104, loss_cls: 2.9709, loss: 2.9709 2020-04-30 05:42:33,544 - mmaction - INFO - Epoch [102][280/627] lr: 0.24276, eta: 1 day, 18:37:05, time: 2.715, data_time: 0.351, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5979, loss_cls: 3.0099, loss: 3.0099 2020-04-30 05:43:26,369 - mmaction - INFO - Epoch [102][300/627] lr: 0.24276, eta: 1 day, 18:35:56, time: 2.643, data_time: 0.007, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5979, loss_cls: 2.9972, loss: 2.9972 2020-04-30 05:44:20,495 - mmaction - INFO - Epoch [102][320/627] lr: 0.24276, eta: 1 day, 18:34:47, time: 2.708, data_time: 0.006, memory: 14510, top1_acc: 0.3271, top5_acc: 0.6292, loss_cls: 2.9584, loss: 2.9584 2020-04-30 05:45:19,094 - mmaction - INFO - Epoch [102][340/627] lr: 0.24276, eta: 1 day, 18:33:42, time: 2.930, data_time: 0.024, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5729, loss_cls: 2.9936, loss: 2.9936 2020-04-30 05:46:13,907 - mmaction - INFO - Epoch [102][360/627] lr: 0.24276, eta: 1 day, 18:32:34, time: 2.742, data_time: 0.004, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5583, loss_cls: 3.1051, loss: 3.1051 2020-04-30 05:47:07,775 - mmaction - INFO - Epoch [102][380/627] lr: 0.24276, eta: 1 day, 18:31:25, time: 2.693, data_time: 0.089, memory: 14510, top1_acc: 0.3292, top5_acc: 0.6063, loss_cls: 3.0349, loss: 3.0349 2020-04-30 05:48:00,656 - mmaction - INFO - Epoch [102][400/627] lr: 0.24276, eta: 1 day, 18:30:16, time: 2.645, data_time: 0.025, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5979, loss_cls: 2.9679, loss: 2.9679 2020-04-30 05:48:53,027 - mmaction - INFO - Epoch [102][420/627] lr: 0.24276, eta: 1 day, 18:29:06, time: 2.619, data_time: 0.003, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5688, loss_cls: 3.0521, loss: 3.0521 2020-04-30 05:49:43,655 - mmaction - INFO - Epoch [102][440/627] lr: 0.24276, eta: 1 day, 18:27:54, time: 2.531, data_time: 0.002, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6188, loss_cls: 2.9650, loss: 2.9650 2020-04-30 05:50:35,947 - mmaction - INFO - Epoch [102][460/627] lr: 0.24276, eta: 1 day, 18:26:44, time: 2.612, data_time: 0.002, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5375, loss_cls: 3.2112, loss: 3.2112 2020-04-30 05:51:27,593 - mmaction - INFO - Epoch [102][480/627] lr: 0.24276, eta: 1 day, 18:25:34, time: 2.584, data_time: 0.005, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5646, loss_cls: 3.1071, loss: 3.1071 2020-04-30 05:52:19,311 - mmaction - INFO - Epoch [102][500/627] lr: 0.24276, eta: 1 day, 18:24:24, time: 2.588, data_time: 0.066, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5833, loss_cls: 3.0031, loss: 3.0031 2020-04-30 05:53:11,951 - mmaction - INFO - Epoch [102][520/627] lr: 0.24276, eta: 1 day, 18:23:14, time: 2.632, data_time: 0.247, memory: 14510, top1_acc: 0.3313, top5_acc: 0.5938, loss_cls: 2.9524, loss: 2.9524 2020-04-30 05:54:13,163 - mmaction - INFO - Epoch [102][540/627] lr: 0.24276, eta: 1 day, 18:22:11, time: 3.061, data_time: 0.985, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6062, loss_cls: 2.9310, loss: 2.9310 2020-04-30 05:55:05,919 - mmaction - INFO - Epoch [102][560/627] lr: 0.24276, eta: 1 day, 18:21:01, time: 2.638, data_time: 0.577, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5708, loss_cls: 3.1159, loss: 3.1159 2020-04-30 05:55:58,613 - mmaction - INFO - Epoch [102][580/627] lr: 0.24276, eta: 1 day, 18:19:52, time: 2.630, data_time: 0.592, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6146, loss_cls: 2.8157, loss: 2.8157 2020-04-30 05:56:51,277 - mmaction - INFO - Epoch [102][600/627] lr: 0.24276, eta: 1 day, 18:18:42, time: 2.637, data_time: 1.120, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6292, loss_cls: 2.8752, loss: 2.8752 2020-04-30 05:57:44,264 - mmaction - INFO - Epoch [102][620/627] lr: 0.24276, eta: 1 day, 18:17:33, time: 2.650, data_time: 0.983, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 2.9323, loss: 2.9323 2020-04-30 06:00:15,347 - mmaction - INFO - Epoch [103][20/627] lr: 0.23763, eta: 1 day, 18:16:33, time: 5.804, data_time: 3.598, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5938, loss_cls: 3.0837, loss: 3.0837 2020-04-30 06:01:04,907 - mmaction - INFO - Epoch [103][40/627] lr: 0.23763, eta: 1 day, 18:15:21, time: 2.481, data_time: 0.077, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6083, loss_cls: 2.9087, loss: 2.9087 2020-04-30 06:01:56,675 - mmaction - INFO - Epoch [103][60/627] lr: 0.23763, eta: 1 day, 18:14:11, time: 2.587, data_time: 0.383, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5854, loss_cls: 3.0130, loss: 3.0130 2020-04-30 06:02:47,763 - mmaction - INFO - Epoch [103][80/627] lr: 0.23763, eta: 1 day, 18:13:00, time: 2.557, data_time: 0.004, memory: 14510, top1_acc: 0.3625, top5_acc: 0.5917, loss_cls: 2.8999, loss: 2.8999 2020-04-30 06:03:46,656 - mmaction - INFO - Epoch [103][100/627] lr: 0.23763, eta: 1 day, 18:11:55, time: 2.940, data_time: 0.001, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6062, loss_cls: 2.9733, loss: 2.9733 2020-04-30 06:04:38,433 - mmaction - INFO - Epoch [103][120/627] lr: 0.23763, eta: 1 day, 18:10:45, time: 2.592, data_time: 0.005, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5854, loss_cls: 3.1180, loss: 3.1180 2020-04-30 06:05:28,793 - mmaction - INFO - Epoch [103][140/627] lr: 0.23763, eta: 1 day, 18:09:34, time: 2.516, data_time: 0.002, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6000, loss_cls: 2.9722, loss: 2.9722 2020-04-30 06:06:21,215 - mmaction - INFO - Epoch [103][160/627] lr: 0.23763, eta: 1 day, 18:08:24, time: 2.624, data_time: 0.040, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6042, loss_cls: 2.9202, loss: 2.9202 2020-04-30 06:07:13,484 - mmaction - INFO - Epoch [103][180/627] lr: 0.23763, eta: 1 day, 18:07:14, time: 2.612, data_time: 0.001, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6312, loss_cls: 2.9711, loss: 2.9711 2020-04-30 06:08:06,063 - mmaction - INFO - Epoch [103][200/627] lr: 0.23763, eta: 1 day, 18:06:05, time: 2.629, data_time: 0.003, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6188, loss_cls: 2.9899, loss: 2.9899 2020-04-30 06:08:58,971 - mmaction - INFO - Epoch [103][220/627] lr: 0.23763, eta: 1 day, 18:04:56, time: 2.643, data_time: 0.003, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6271, loss_cls: 2.8388, loss: 2.8388 2020-04-30 06:09:48,178 - mmaction - INFO - Epoch [103][240/627] lr: 0.23763, eta: 1 day, 18:03:43, time: 2.461, data_time: 0.005, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5854, loss_cls: 3.1062, loss: 3.1062 2020-04-30 06:10:37,719 - mmaction - INFO - Epoch [103][260/627] lr: 0.23763, eta: 1 day, 18:02:32, time: 2.481, data_time: 0.004, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6062, loss_cls: 2.9423, loss: 2.9423 2020-04-30 06:11:28,263 - mmaction - INFO - Epoch [103][280/627] lr: 0.23763, eta: 1 day, 18:01:21, time: 2.525, data_time: 0.016, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5708, loss_cls: 3.1528, loss: 3.1528 2020-04-30 06:12:20,062 - mmaction - INFO - Epoch [103][300/627] lr: 0.23763, eta: 1 day, 18:00:10, time: 2.571, data_time: 0.003, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5646, loss_cls: 3.0909, loss: 3.0909 2020-04-30 06:13:18,211 - mmaction - INFO - Epoch [103][320/627] lr: 0.23763, eta: 1 day, 17:59:05, time: 2.924, data_time: 0.025, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5813, loss_cls: 2.9669, loss: 2.9669 2020-04-30 06:14:09,302 - mmaction - INFO - Epoch [103][340/627] lr: 0.23763, eta: 1 day, 17:57:54, time: 2.555, data_time: 0.005, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5729, loss_cls: 3.0224, loss: 3.0224 2020-04-30 06:14:58,685 - mmaction - INFO - Epoch [103][360/627] lr: 0.23763, eta: 1 day, 17:56:43, time: 2.472, data_time: 0.028, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6167, loss_cls: 2.9489, loss: 2.9489 2020-04-30 06:15:48,893 - mmaction - INFO - Epoch [103][380/627] lr: 0.23763, eta: 1 day, 17:55:31, time: 2.509, data_time: 0.002, memory: 14510, top1_acc: 0.3125, top5_acc: 0.6083, loss_cls: 3.1071, loss: 3.1071 2020-04-30 06:16:40,264 - mmaction - INFO - Epoch [103][400/627] lr: 0.23763, eta: 1 day, 17:54:21, time: 2.571, data_time: 0.004, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5813, loss_cls: 3.0306, loss: 3.0306 2020-04-30 06:17:31,569 - mmaction - INFO - Epoch [103][420/627] lr: 0.23763, eta: 1 day, 17:53:11, time: 2.565, data_time: 0.001, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5625, loss_cls: 3.0539, loss: 3.0539 2020-04-30 06:18:22,276 - mmaction - INFO - Epoch [103][440/627] lr: 0.23763, eta: 1 day, 17:52:00, time: 2.533, data_time: 0.001, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 2.9995, loss: 2.9995 2020-04-30 06:19:13,386 - mmaction - INFO - Epoch [103][460/627] lr: 0.23763, eta: 1 day, 17:50:49, time: 2.557, data_time: 0.017, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5937, loss_cls: 2.9402, loss: 2.9402 2020-04-30 06:20:07,817 - mmaction - INFO - Epoch [103][480/627] lr: 0.23763, eta: 1 day, 17:49:41, time: 2.717, data_time: 0.017, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5979, loss_cls: 3.0553, loss: 3.0553 2020-04-30 06:20:59,246 - mmaction - INFO - Epoch [103][500/627] lr: 0.23763, eta: 1 day, 17:48:31, time: 2.575, data_time: 0.015, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5750, loss_cls: 3.1008, loss: 3.1008 2020-04-30 06:22:00,589 - mmaction - INFO - Epoch [103][520/627] lr: 0.23763, eta: 1 day, 17:47:28, time: 3.068, data_time: 0.002, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6021, loss_cls: 2.9244, loss: 2.9244 2020-04-30 06:22:53,039 - mmaction - INFO - Epoch [103][540/627] lr: 0.23763, eta: 1 day, 17:46:19, time: 2.621, data_time: 0.001, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5521, loss_cls: 3.1463, loss: 3.1463 2020-04-30 06:23:49,335 - mmaction - INFO - Epoch [103][560/627] lr: 0.23763, eta: 1 day, 17:45:12, time: 2.816, data_time: 0.003, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6021, loss_cls: 2.8298, loss: 2.8298 2020-04-30 06:24:41,280 - mmaction - INFO - Epoch [103][580/627] lr: 0.23763, eta: 1 day, 17:44:02, time: 2.598, data_time: 0.057, memory: 14510, top1_acc: 0.3312, top5_acc: 0.6167, loss_cls: 2.8850, loss: 2.8850 2020-04-30 06:25:36,309 - mmaction - INFO - Epoch [103][600/627] lr: 0.23763, eta: 1 day, 17:42:55, time: 2.745, data_time: 0.057, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5521, loss_cls: 3.1637, loss: 3.1637 2020-04-30 06:26:28,095 - mmaction - INFO - Epoch [103][620/627] lr: 0.23763, eta: 1 day, 17:41:45, time: 2.592, data_time: 0.011, memory: 14510, top1_acc: 0.2833, top5_acc: 0.5125, loss_cls: 3.2568, loss: 3.2568 2020-04-30 06:28:47,807 - mmaction - INFO - Epoch [104][20/627] lr: 0.23251, eta: 1 day, 17:40:46, time: 5.879, data_time: 3.424, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5396, loss_cls: 3.1887, loss: 3.1887 2020-04-30 06:29:37,926 - mmaction - INFO - Epoch [104][40/627] lr: 0.23251, eta: 1 day, 17:39:35, time: 2.508, data_time: 0.008, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5625, loss_cls: 3.2378, loss: 3.2378 2020-04-30 06:30:27,451 - mmaction - INFO - Epoch [104][60/627] lr: 0.23251, eta: 1 day, 17:38:23, time: 2.478, data_time: 0.003, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6208, loss_cls: 2.8396, loss: 2.8396 2020-04-30 06:31:30,182 - mmaction - INFO - Epoch [104][80/627] lr: 0.23251, eta: 1 day, 17:37:21, time: 3.134, data_time: 0.015, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5833, loss_cls: 2.9343, loss: 2.9343 2020-04-30 06:32:20,583 - mmaction - INFO - Epoch [104][100/627] lr: 0.23251, eta: 1 day, 17:36:10, time: 2.522, data_time: 0.004, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6083, loss_cls: 2.8587, loss: 2.8587 2020-04-30 06:33:12,298 - mmaction - INFO - Epoch [104][120/627] lr: 0.23251, eta: 1 day, 17:35:00, time: 2.585, data_time: 0.003, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6292, loss_cls: 2.8012, loss: 2.8012 2020-04-30 06:34:05,519 - mmaction - INFO - Epoch [104][140/627] lr: 0.23251, eta: 1 day, 17:33:52, time: 2.662, data_time: 0.003, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6042, loss_cls: 3.0110, loss: 3.0110 2020-04-30 06:34:55,222 - mmaction - INFO - Epoch [104][160/627] lr: 0.23251, eta: 1 day, 17:32:40, time: 2.481, data_time: 0.002, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6083, loss_cls: 2.9171, loss: 2.9171 2020-04-30 06:35:46,508 - mmaction - INFO - Epoch [104][180/627] lr: 0.23251, eta: 1 day, 17:31:30, time: 2.568, data_time: 0.006, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5688, loss_cls: 3.0421, loss: 3.0421 2020-04-30 06:36:36,601 - mmaction - INFO - Epoch [104][200/627] lr: 0.23251, eta: 1 day, 17:30:19, time: 2.501, data_time: 0.067, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5875, loss_cls: 3.0770, loss: 3.0770 2020-04-30 06:37:32,773 - mmaction - INFO - Epoch [104][220/627] lr: 0.23251, eta: 1 day, 17:29:12, time: 2.813, data_time: 0.481, memory: 14510, top1_acc: 0.3438, top5_acc: 0.6042, loss_cls: 2.9953, loss: 2.9953 2020-04-30 06:38:23,621 - mmaction - INFO - Epoch [104][240/627] lr: 0.23251, eta: 1 day, 17:28:02, time: 2.540, data_time: 0.001, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5750, loss_cls: 3.1043, loss: 3.1043 2020-04-30 06:39:12,467 - mmaction - INFO - Epoch [104][260/627] lr: 0.23251, eta: 1 day, 17:26:50, time: 2.445, data_time: 0.026, memory: 14510, top1_acc: 0.3562, top5_acc: 0.5833, loss_cls: 3.0208, loss: 3.0208 2020-04-30 06:40:02,572 - mmaction - INFO - Epoch [104][280/627] lr: 0.23251, eta: 1 day, 17:25:39, time: 2.503, data_time: 0.002, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5521, loss_cls: 3.0861, loss: 3.0861 2020-04-30 06:41:03,709 - mmaction - INFO - Epoch [104][300/627] lr: 0.23251, eta: 1 day, 17:24:36, time: 3.057, data_time: 0.093, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5917, loss_cls: 3.0315, loss: 3.0315 2020-04-30 06:41:54,408 - mmaction - INFO - Epoch [104][320/627] lr: 0.23251, eta: 1 day, 17:23:25, time: 2.532, data_time: 0.069, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6146, loss_cls: 2.9204, loss: 2.9204 2020-04-30 06:42:47,266 - mmaction - INFO - Epoch [104][340/627] lr: 0.23251, eta: 1 day, 17:22:16, time: 2.644, data_time: 0.613, memory: 14510, top1_acc: 0.4021, top5_acc: 0.6375, loss_cls: 2.7849, loss: 2.7849 2020-04-30 06:43:41,321 - mmaction - INFO - Epoch [104][360/627] lr: 0.23251, eta: 1 day, 17:21:08, time: 2.706, data_time: 0.060, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6208, loss_cls: 2.8776, loss: 2.8776 2020-04-30 06:44:31,425 - mmaction - INFO - Epoch [104][380/627] lr: 0.23251, eta: 1 day, 17:19:57, time: 2.502, data_time: 0.166, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5708, loss_cls: 3.1054, loss: 3.1054 2020-04-30 06:45:23,075 - mmaction - INFO - Epoch [104][400/627] lr: 0.23251, eta: 1 day, 17:18:47, time: 2.583, data_time: 0.629, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6104, loss_cls: 2.8663, loss: 2.8663 2020-04-30 06:46:12,709 - mmaction - INFO - Epoch [104][420/627] lr: 0.23251, eta: 1 day, 17:17:36, time: 2.485, data_time: 0.892, memory: 14510, top1_acc: 0.3208, top5_acc: 0.6021, loss_cls: 2.9299, loss: 2.9299 2020-04-30 06:47:01,595 - mmaction - INFO - Epoch [104][440/627] lr: 0.23251, eta: 1 day, 17:16:24, time: 2.441, data_time: 0.394, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5937, loss_cls: 3.0014, loss: 3.0014 2020-04-30 06:47:58,257 - mmaction - INFO - Epoch [104][460/627] lr: 0.23251, eta: 1 day, 17:15:18, time: 2.834, data_time: 0.205, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6188, loss_cls: 2.9336, loss: 2.9336 2020-04-30 06:48:48,833 - mmaction - INFO - Epoch [104][480/627] lr: 0.23251, eta: 1 day, 17:14:07, time: 2.531, data_time: 0.412, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6042, loss_cls: 3.0571, loss: 3.0571 2020-04-30 06:49:46,395 - mmaction - INFO - Epoch [104][500/627] lr: 0.23251, eta: 1 day, 17:13:02, time: 2.878, data_time: 0.399, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5646, loss_cls: 3.0440, loss: 3.0440 2020-04-30 06:50:36,526 - mmaction - INFO - Epoch [104][520/627] lr: 0.23251, eta: 1 day, 17:11:51, time: 2.504, data_time: 0.002, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6104, loss_cls: 2.9604, loss: 2.9604 2020-04-30 06:51:28,107 - mmaction - INFO - Epoch [104][540/627] lr: 0.23251, eta: 1 day, 17:10:41, time: 2.580, data_time: 0.004, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5708, loss_cls: 3.1551, loss: 3.1551 2020-04-30 06:52:18,424 - mmaction - INFO - Epoch [104][560/627] lr: 0.23251, eta: 1 day, 17:09:30, time: 2.516, data_time: 0.004, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5979, loss_cls: 3.0284, loss: 3.0284 2020-04-30 06:53:09,152 - mmaction - INFO - Epoch [104][580/627] lr: 0.23251, eta: 1 day, 17:08:20, time: 2.536, data_time: 0.004, memory: 14510, top1_acc: 0.3042, top5_acc: 0.5750, loss_cls: 3.1663, loss: 3.1663 2020-04-30 06:53:58,565 - mmaction - INFO - Epoch [104][600/627] lr: 0.23251, eta: 1 day, 17:07:08, time: 2.469, data_time: 0.004, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6167, loss_cls: 2.8812, loss: 2.8812 2020-04-30 06:54:50,420 - mmaction - INFO - Epoch [104][620/627] lr: 0.23251, eta: 1 day, 17:05:59, time: 2.596, data_time: 0.006, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5896, loss_cls: 2.8799, loss: 2.8799 2020-04-30 06:57:16,849 - mmaction - INFO - Epoch [105][20/627] lr: 0.22742, eta: 1 day, 17:04:53, time: 5.414, data_time: 3.740, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5833, loss_cls: 3.1327, loss: 3.1327 2020-04-30 06:58:06,019 - mmaction - INFO - Epoch [105][40/627] lr: 0.22742, eta: 1 day, 17:03:41, time: 2.454, data_time: 0.232, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6313, loss_cls: 2.8615, loss: 2.8615 2020-04-30 06:59:02,534 - mmaction - INFO - Epoch [105][60/627] lr: 0.22742, eta: 1 day, 17:02:35, time: 2.828, data_time: 0.005, memory: 14510, top1_acc: 0.3708, top5_acc: 0.5958, loss_cls: 2.8604, loss: 2.8604 2020-04-30 06:59:53,154 - mmaction - INFO - Epoch [105][80/627] lr: 0.22742, eta: 1 day, 17:01:25, time: 2.526, data_time: 0.003, memory: 14510, top1_acc: 0.3896, top5_acc: 0.6167, loss_cls: 2.8124, loss: 2.8124 2020-04-30 07:00:44,832 - mmaction - INFO - Epoch [105][100/627] lr: 0.22742, eta: 1 day, 17:00:15, time: 2.584, data_time: 0.055, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6063, loss_cls: 2.9247, loss: 2.9247 2020-04-30 07:01:33,059 - mmaction - INFO - Epoch [105][120/627] lr: 0.22742, eta: 1 day, 16:59:03, time: 2.417, data_time: 0.150, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 3.0249, loss: 3.0249 2020-04-30 07:02:23,870 - mmaction - INFO - Epoch [105][140/627] lr: 0.22742, eta: 1 day, 16:57:53, time: 2.540, data_time: 0.013, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5750, loss_cls: 3.1508, loss: 3.1508 2020-04-30 07:03:14,465 - mmaction - INFO - Epoch [105][160/627] lr: 0.22742, eta: 1 day, 16:56:42, time: 2.528, data_time: 0.002, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5813, loss_cls: 3.0666, loss: 3.0666 2020-04-30 07:04:06,553 - mmaction - INFO - Epoch [105][180/627] lr: 0.22742, eta: 1 day, 16:55:33, time: 2.605, data_time: 0.003, memory: 14510, top1_acc: 0.3312, top5_acc: 0.6021, loss_cls: 2.9802, loss: 2.9802 2020-04-30 07:04:55,815 - mmaction - INFO - Epoch [105][200/627] lr: 0.22742, eta: 1 day, 16:54:22, time: 2.465, data_time: 0.002, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5854, loss_cls: 3.0377, loss: 3.0377 2020-04-30 07:05:46,511 - mmaction - INFO - Epoch [105][220/627] lr: 0.22742, eta: 1 day, 16:53:11, time: 2.533, data_time: 0.001, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 2.8559, loss: 2.8559 2020-04-30 07:06:38,269 - mmaction - INFO - Epoch [105][240/627] lr: 0.22742, eta: 1 day, 16:52:02, time: 2.586, data_time: 0.004, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5854, loss_cls: 3.0637, loss: 3.0637 2020-04-30 07:07:30,068 - mmaction - INFO - Epoch [105][260/627] lr: 0.22742, eta: 1 day, 16:50:52, time: 2.586, data_time: 0.005, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5917, loss_cls: 3.0331, loss: 3.0331 2020-04-30 07:08:31,426 - mmaction - INFO - Epoch [105][280/627] lr: 0.22742, eta: 1 day, 16:49:50, time: 3.075, data_time: 0.009, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6083, loss_cls: 2.9872, loss: 2.9872 2020-04-30 07:09:20,312 - mmaction - INFO - Epoch [105][300/627] lr: 0.22742, eta: 1 day, 16:48:38, time: 2.443, data_time: 0.001, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6354, loss_cls: 2.9014, loss: 2.9014 2020-04-30 07:10:10,509 - mmaction - INFO - Epoch [105][320/627] lr: 0.22742, eta: 1 day, 16:47:27, time: 2.510, data_time: 0.002, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5958, loss_cls: 2.9565, loss: 2.9565 2020-04-30 07:11:00,546 - mmaction - INFO - Epoch [105][340/627] lr: 0.22742, eta: 1 day, 16:46:17, time: 2.503, data_time: 0.002, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5938, loss_cls: 3.0019, loss: 3.0019 2020-04-30 07:11:50,694 - mmaction - INFO - Epoch [105][360/627] lr: 0.22742, eta: 1 day, 16:45:06, time: 2.506, data_time: 0.045, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5854, loss_cls: 3.0648, loss: 3.0648 2020-04-30 07:12:43,936 - mmaction - INFO - Epoch [105][380/627] lr: 0.22742, eta: 1 day, 16:43:58, time: 2.659, data_time: 0.264, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6292, loss_cls: 2.9136, loss: 2.9136 2020-04-30 07:13:35,038 - mmaction - INFO - Epoch [105][400/627] lr: 0.22742, eta: 1 day, 16:42:48, time: 2.558, data_time: 0.350, memory: 14510, top1_acc: 0.3562, top5_acc: 0.6187, loss_cls: 2.9207, loss: 2.9207 2020-04-30 07:14:25,505 - mmaction - INFO - Epoch [105][420/627] lr: 0.22742, eta: 1 day, 16:41:37, time: 2.521, data_time: 0.002, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5813, loss_cls: 3.0590, loss: 3.0590 2020-04-30 07:15:15,836 - mmaction - INFO - Epoch [105][440/627] lr: 0.22742, eta: 1 day, 16:40:27, time: 2.517, data_time: 0.006, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6354, loss_cls: 2.8079, loss: 2.8079 2020-04-30 07:16:05,308 - mmaction - INFO - Epoch [105][460/627] lr: 0.22742, eta: 1 day, 16:39:16, time: 2.474, data_time: 0.006, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5875, loss_cls: 2.9988, loss: 2.9988 2020-04-30 07:16:57,124 - mmaction - INFO - Epoch [105][480/627] lr: 0.22742, eta: 1 day, 16:38:07, time: 2.594, data_time: 0.005, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5979, loss_cls: 2.9275, loss: 2.9275 2020-04-30 07:17:53,611 - mmaction - INFO - Epoch [105][500/627] lr: 0.22742, eta: 1 day, 16:37:01, time: 2.824, data_time: 0.018, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5771, loss_cls: 3.0556, loss: 3.0556 2020-04-30 07:18:46,008 - mmaction - INFO - Epoch [105][520/627] lr: 0.22742, eta: 1 day, 16:35:52, time: 2.620, data_time: 0.001, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5917, loss_cls: 3.0078, loss: 3.0078 2020-04-30 07:19:35,684 - mmaction - INFO - Epoch [105][540/627] lr: 0.22742, eta: 1 day, 16:34:41, time: 2.484, data_time: 0.002, memory: 14510, top1_acc: 0.3313, top5_acc: 0.6104, loss_cls: 2.9139, loss: 2.9139 2020-04-30 07:20:25,803 - mmaction - INFO - Epoch [105][560/627] lr: 0.22742, eta: 1 day, 16:33:30, time: 2.494, data_time: 0.001, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5750, loss_cls: 3.0581, loss: 3.0581 2020-04-30 07:21:19,013 - mmaction - INFO - Epoch [105][580/627] lr: 0.22742, eta: 1 day, 16:32:22, time: 2.670, data_time: 0.017, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6208, loss_cls: 2.9268, loss: 2.9268 2020-04-30 07:22:10,735 - mmaction - INFO - Epoch [105][600/627] lr: 0.22742, eta: 1 day, 16:31:13, time: 2.582, data_time: 0.003, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6167, loss_cls: 2.9594, loss: 2.9594 2020-04-30 07:23:02,953 - mmaction - INFO - Epoch [105][620/627] lr: 0.22742, eta: 1 day, 16:30:04, time: 2.616, data_time: 0.007, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5979, loss_cls: 2.9454, loss: 2.9454 2020-04-30 07:26:55,897 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-30 07:26:56,756 - mmaction - INFO - top1_acc 0.3531 top5_acc 0.6252 2020-04-30 07:26:56,756 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-30 07:26:56,849 - mmaction - INFO - mean_acc 0.3532 2020-04-30 07:26:56,859 - mmaction - INFO - Epoch [105][627/627] lr: 0.22742, top1_acc: 0.3531, top5_acc: 0.6252, mean_class_accuracy: 0.3532 2020-04-30 07:28:10,216 - mmaction - INFO - Epoch [106][20/627] lr: 0.22235, eta: 1 day, 16:28:32, time: 3.667, data_time: 1.046, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6188, loss_cls: 2.9522, loss: 2.9522 2020-04-30 07:29:00,764 - mmaction - INFO - Epoch [106][40/627] lr: 0.22235, eta: 1 day, 16:27:22, time: 2.527, data_time: 0.651, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6000, loss_cls: 2.9038, loss: 2.9038 2020-04-30 07:29:51,622 - mmaction - INFO - Epoch [106][60/627] lr: 0.22235, eta: 1 day, 16:26:12, time: 2.542, data_time: 0.421, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5833, loss_cls: 3.0460, loss: 3.0460 2020-04-30 07:30:43,144 - mmaction - INFO - Epoch [106][80/627] lr: 0.22235, eta: 1 day, 16:25:03, time: 2.574, data_time: 0.049, memory: 14510, top1_acc: 0.3896, top5_acc: 0.6312, loss_cls: 2.7801, loss: 2.7801 2020-04-30 07:31:32,787 - mmaction - INFO - Epoch [106][100/627] lr: 0.22235, eta: 1 day, 16:23:52, time: 2.483, data_time: 0.006, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6000, loss_cls: 2.9054, loss: 2.9054 2020-04-30 07:32:24,825 - mmaction - INFO - Epoch [106][120/627] lr: 0.22235, eta: 1 day, 16:22:43, time: 2.602, data_time: 0.003, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5729, loss_cls: 3.1181, loss: 3.1181 2020-04-30 07:33:18,500 - mmaction - INFO - Epoch [106][140/627] lr: 0.22235, eta: 1 day, 16:21:35, time: 2.686, data_time: 0.003, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6167, loss_cls: 2.9838, loss: 2.9838 2020-04-30 07:34:08,990 - mmaction - INFO - Epoch [106][160/627] lr: 0.22235, eta: 1 day, 16:20:25, time: 2.522, data_time: 0.001, memory: 14510, top1_acc: 0.2938, top5_acc: 0.5813, loss_cls: 3.0139, loss: 3.0139 2020-04-30 07:34:58,514 - mmaction - INFO - Epoch [106][180/627] lr: 0.22235, eta: 1 day, 16:19:14, time: 2.475, data_time: 0.003, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5896, loss_cls: 2.9849, loss: 2.9849 2020-04-30 07:35:55,442 - mmaction - INFO - Epoch [106][200/627] lr: 0.22235, eta: 1 day, 16:18:09, time: 2.850, data_time: 0.368, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5979, loss_cls: 2.9385, loss: 2.9385 2020-04-30 07:36:47,650 - mmaction - INFO - Epoch [106][220/627] lr: 0.22235, eta: 1 day, 16:17:00, time: 2.610, data_time: 0.075, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6375, loss_cls: 2.7481, loss: 2.7481 2020-04-30 07:37:35,738 - mmaction - INFO - Epoch [106][240/627] lr: 0.22235, eta: 1 day, 16:15:48, time: 2.403, data_time: 0.002, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5896, loss_cls: 3.0828, loss: 3.0828 2020-04-30 07:38:25,695 - mmaction - INFO - Epoch [106][260/627] lr: 0.22235, eta: 1 day, 16:14:38, time: 2.499, data_time: 0.018, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5979, loss_cls: 2.9318, loss: 2.9318 2020-04-30 07:39:18,806 - mmaction - INFO - Epoch [106][280/627] lr: 0.22235, eta: 1 day, 16:13:29, time: 2.654, data_time: 0.003, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6021, loss_cls: 3.0051, loss: 3.0051 2020-04-30 07:40:09,145 - mmaction - INFO - Epoch [106][300/627] lr: 0.22235, eta: 1 day, 16:12:19, time: 2.520, data_time: 0.004, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5542, loss_cls: 3.1612, loss: 3.1612 2020-04-30 07:41:00,475 - mmaction - INFO - Epoch [106][320/627] lr: 0.22235, eta: 1 day, 16:11:10, time: 2.562, data_time: 0.002, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5854, loss_cls: 3.0394, loss: 3.0394 2020-04-30 07:41:51,185 - mmaction - INFO - Epoch [106][340/627] lr: 0.22235, eta: 1 day, 16:10:00, time: 2.535, data_time: 0.206, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5854, loss_cls: 2.9806, loss: 2.9806 2020-04-30 07:42:42,263 - mmaction - INFO - Epoch [106][360/627] lr: 0.22235, eta: 1 day, 16:08:50, time: 2.559, data_time: 0.325, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5938, loss_cls: 3.0868, loss: 3.0868 2020-04-30 07:43:33,333 - mmaction - INFO - Epoch [106][380/627] lr: 0.22235, eta: 1 day, 16:07:41, time: 2.553, data_time: 0.002, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6125, loss_cls: 3.0271, loss: 3.0271 2020-04-30 07:44:24,366 - mmaction - INFO - Epoch [106][400/627] lr: 0.22235, eta: 1 day, 16:06:31, time: 2.553, data_time: 0.054, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5875, loss_cls: 2.9691, loss: 2.9691 2020-04-30 07:45:23,583 - mmaction - INFO - Epoch [106][420/627] lr: 0.22235, eta: 1 day, 16:05:27, time: 2.958, data_time: 0.000, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6021, loss_cls: 2.9704, loss: 2.9704 2020-04-30 07:46:12,973 - mmaction - INFO - Epoch [106][440/627] lr: 0.22235, eta: 1 day, 16:04:16, time: 2.469, data_time: 0.005, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6042, loss_cls: 2.9503, loss: 2.9503 2020-04-30 07:47:02,245 - mmaction - INFO - Epoch [106][460/627] lr: 0.22235, eta: 1 day, 16:03:06, time: 2.467, data_time: 0.005, memory: 14510, top1_acc: 0.3625, top5_acc: 0.5646, loss_cls: 3.0465, loss: 3.0465 2020-04-30 07:47:52,740 - mmaction - INFO - Epoch [106][480/627] lr: 0.22235, eta: 1 day, 16:01:56, time: 2.523, data_time: 0.001, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6042, loss_cls: 2.8337, loss: 2.8337 2020-04-30 07:48:41,982 - mmaction - INFO - Epoch [106][500/627] lr: 0.22235, eta: 1 day, 16:00:45, time: 2.458, data_time: 0.003, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6042, loss_cls: 3.0408, loss: 3.0408 2020-04-30 07:49:34,963 - mmaction - INFO - Epoch [106][520/627] lr: 0.22235, eta: 1 day, 15:59:37, time: 2.653, data_time: 0.007, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5938, loss_cls: 2.9420, loss: 2.9420 2020-04-30 07:50:23,864 - mmaction - INFO - Epoch [106][540/627] lr: 0.22235, eta: 1 day, 15:58:26, time: 2.447, data_time: 0.118, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5938, loss_cls: 3.1681, loss: 3.1681 2020-04-30 07:51:16,284 - mmaction - INFO - Epoch [106][560/627] lr: 0.22235, eta: 1 day, 15:57:17, time: 2.620, data_time: 0.005, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6063, loss_cls: 2.8276, loss: 2.8276 2020-04-30 07:52:07,426 - mmaction - INFO - Epoch [106][580/627] lr: 0.22235, eta: 1 day, 15:56:08, time: 2.553, data_time: 0.002, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6313, loss_cls: 2.8864, loss: 2.8864 2020-04-30 07:52:57,471 - mmaction - INFO - Epoch [106][600/627] lr: 0.22235, eta: 1 day, 15:54:57, time: 2.505, data_time: 0.006, memory: 14510, top1_acc: 0.3417, top5_acc: 0.5875, loss_cls: 3.0713, loss: 3.0713 2020-04-30 07:53:54,807 - mmaction - INFO - Epoch [106][620/627] lr: 0.22235, eta: 1 day, 15:53:52, time: 2.867, data_time: 0.004, memory: 14510, top1_acc: 0.3229, top5_acc: 0.5729, loss_cls: 3.0707, loss: 3.0707 2020-04-30 07:56:14,382 - mmaction - INFO - Epoch [107][20/627] lr: 0.21731, eta: 1 day, 15:52:47, time: 5.466, data_time: 2.900, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5875, loss_cls: 3.0059, loss: 3.0059 2020-04-30 07:57:04,501 - mmaction - INFO - Epoch [107][40/627] lr: 0.21731, eta: 1 day, 15:51:37, time: 2.508, data_time: 0.007, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5958, loss_cls: 3.0040, loss: 3.0040 2020-04-30 07:57:56,036 - mmaction - INFO - Epoch [107][60/627] lr: 0.21731, eta: 1 day, 15:50:27, time: 2.573, data_time: 0.001, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6188, loss_cls: 2.9910, loss: 2.9910 2020-04-30 07:58:45,568 - mmaction - INFO - Epoch [107][80/627] lr: 0.21731, eta: 1 day, 15:49:17, time: 2.477, data_time: 0.004, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6083, loss_cls: 2.9192, loss: 2.9192 2020-04-30 07:59:36,470 - mmaction - INFO - Epoch [107][100/627] lr: 0.21731, eta: 1 day, 15:48:07, time: 2.544, data_time: 0.004, memory: 14510, top1_acc: 0.3604, top5_acc: 0.5854, loss_cls: 2.9323, loss: 2.9323 2020-04-30 08:00:26,191 - mmaction - INFO - Epoch [107][120/627] lr: 0.21731, eta: 1 day, 15:46:57, time: 2.488, data_time: 0.005, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6146, loss_cls: 2.9709, loss: 2.9709 2020-04-30 08:01:16,258 - mmaction - INFO - Epoch [107][140/627] lr: 0.21731, eta: 1 day, 15:45:47, time: 2.505, data_time: 0.010, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5833, loss_cls: 2.9970, loss: 2.9970 2020-04-30 08:02:07,848 - mmaction - INFO - Epoch [107][160/627] lr: 0.21731, eta: 1 day, 15:44:38, time: 2.579, data_time: 0.002, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5917, loss_cls: 2.9942, loss: 2.9942 2020-04-30 08:03:02,243 - mmaction - INFO - Epoch [107][180/627] lr: 0.21731, eta: 1 day, 15:43:31, time: 2.707, data_time: 0.381, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6042, loss_cls: 2.9237, loss: 2.9237 2020-04-30 08:03:57,677 - mmaction - INFO - Epoch [107][200/627] lr: 0.21731, eta: 1 day, 15:42:24, time: 2.782, data_time: 0.735, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6458, loss_cls: 2.6972, loss: 2.6972 2020-04-30 08:04:47,383 - mmaction - INFO - Epoch [107][220/627] lr: 0.21731, eta: 1 day, 15:41:14, time: 2.488, data_time: 0.005, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6104, loss_cls: 2.9170, loss: 2.9170 2020-04-30 08:05:38,092 - mmaction - INFO - Epoch [107][240/627] lr: 0.21731, eta: 1 day, 15:40:04, time: 2.536, data_time: 0.003, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6125, loss_cls: 2.9620, loss: 2.9620 2020-04-30 08:06:29,075 - mmaction - INFO - Epoch [107][260/627] lr: 0.21731, eta: 1 day, 15:38:55, time: 2.548, data_time: 0.004, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6167, loss_cls: 2.9174, loss: 2.9174 2020-04-30 08:07:20,877 - mmaction - INFO - Epoch [107][280/627] lr: 0.21731, eta: 1 day, 15:37:46, time: 2.592, data_time: 0.003, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6021, loss_cls: 2.9387, loss: 2.9387 2020-04-30 08:08:11,756 - mmaction - INFO - Epoch [107][300/627] lr: 0.21731, eta: 1 day, 15:36:37, time: 2.540, data_time: 0.020, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6250, loss_cls: 2.8859, loss: 2.8859 2020-04-30 08:09:02,556 - mmaction - INFO - Epoch [107][320/627] lr: 0.21731, eta: 1 day, 15:35:27, time: 2.542, data_time: 0.005, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6292, loss_cls: 2.8058, loss: 2.8058 2020-04-30 08:09:54,302 - mmaction - INFO - Epoch [107][340/627] lr: 0.21731, eta: 1 day, 15:34:18, time: 2.586, data_time: 0.022, memory: 14510, top1_acc: 0.3792, top5_acc: 0.5958, loss_cls: 2.9636, loss: 2.9636 2020-04-30 08:10:45,136 - mmaction - INFO - Epoch [107][360/627] lr: 0.21731, eta: 1 day, 15:33:09, time: 2.541, data_time: 0.004, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5937, loss_cls: 2.9897, loss: 2.9897 2020-04-30 08:11:34,541 - mmaction - INFO - Epoch [107][380/627] lr: 0.21731, eta: 1 day, 15:31:58, time: 2.471, data_time: 0.368, memory: 14510, top1_acc: 0.3271, top5_acc: 0.6063, loss_cls: 2.9994, loss: 2.9994 2020-04-30 08:12:24,076 - mmaction - INFO - Epoch [107][400/627] lr: 0.21731, eta: 1 day, 15:30:48, time: 2.469, data_time: 0.007, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6271, loss_cls: 2.8770, loss: 2.8770 2020-04-30 08:13:22,324 - mmaction - INFO - Epoch [107][420/627] lr: 0.21731, eta: 1 day, 15:29:44, time: 2.923, data_time: 0.014, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6333, loss_cls: 2.9089, loss: 2.9089 2020-04-30 08:14:14,847 - mmaction - INFO - Epoch [107][440/627] lr: 0.21731, eta: 1 day, 15:28:36, time: 2.620, data_time: 0.002, memory: 14510, top1_acc: 0.3083, top5_acc: 0.5937, loss_cls: 3.0360, loss: 3.0360 2020-04-30 08:15:05,210 - mmaction - INFO - Epoch [107][460/627] lr: 0.21731, eta: 1 day, 15:27:26, time: 2.523, data_time: 0.007, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6104, loss_cls: 2.9790, loss: 2.9790 2020-04-30 08:15:57,853 - mmaction - INFO - Epoch [107][480/627] lr: 0.21731, eta: 1 day, 15:26:18, time: 2.634, data_time: 0.354, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.8315, loss: 2.8315 2020-04-30 08:16:49,797 - mmaction - INFO - Epoch [107][500/627] lr: 0.21731, eta: 1 day, 15:25:09, time: 2.594, data_time: 0.023, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.9350, loss: 2.9350 2020-04-30 08:17:40,254 - mmaction - INFO - Epoch [107][520/627] lr: 0.21731, eta: 1 day, 15:23:59, time: 2.526, data_time: 0.005, memory: 14510, top1_acc: 0.3167, top5_acc: 0.6021, loss_cls: 3.0363, loss: 3.0363 2020-04-30 08:18:29,235 - mmaction - INFO - Epoch [107][540/627] lr: 0.21731, eta: 1 day, 15:22:49, time: 2.447, data_time: 0.001, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5875, loss_cls: 3.0109, loss: 3.0109 2020-04-30 08:19:20,315 - mmaction - INFO - Epoch [107][560/627] lr: 0.21731, eta: 1 day, 15:21:40, time: 2.550, data_time: 0.009, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6167, loss_cls: 2.8668, loss: 2.8668 2020-04-30 08:20:12,165 - mmaction - INFO - Epoch [107][580/627] lr: 0.21731, eta: 1 day, 15:20:31, time: 2.595, data_time: 0.006, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.8647, loss: 2.8647 2020-04-30 08:21:04,355 - mmaction - INFO - Epoch [107][600/627] lr: 0.21731, eta: 1 day, 15:19:23, time: 2.606, data_time: 0.011, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6229, loss_cls: 2.9570, loss: 2.9570 2020-04-30 08:22:04,087 - mmaction - INFO - Epoch [107][620/627] lr: 0.21731, eta: 1 day, 15:18:19, time: 2.990, data_time: 0.008, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5896, loss_cls: 2.9661, loss: 2.9661 2020-04-30 08:25:13,748 - mmaction - INFO - Epoch [108][20/627] lr: 0.21229, eta: 1 day, 15:17:42, time: 7.534, data_time: 5.049, memory: 14510, top1_acc: 0.3729, top5_acc: 0.5875, loss_cls: 2.9760, loss: 2.9760 2020-04-30 08:26:05,429 - mmaction - INFO - Epoch [108][40/627] lr: 0.21229, eta: 1 day, 15:16:33, time: 2.571, data_time: 0.352, memory: 14510, top1_acc: 0.3292, top5_acc: 0.6188, loss_cls: 3.0048, loss: 3.0048 2020-04-30 08:26:57,328 - mmaction - INFO - Epoch [108][60/627] lr: 0.21229, eta: 1 day, 15:15:24, time: 2.608, data_time: 0.726, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6292, loss_cls: 2.8562, loss: 2.8562 2020-04-30 08:27:47,180 - mmaction - INFO - Epoch [108][80/627] lr: 0.21229, eta: 1 day, 15:14:14, time: 2.490, data_time: 0.842, memory: 14510, top1_acc: 0.3938, top5_acc: 0.6167, loss_cls: 2.7866, loss: 2.7866 2020-04-30 08:28:39,067 - mmaction - INFO - Epoch [108][100/627] lr: 0.21229, eta: 1 day, 15:13:06, time: 2.597, data_time: 0.467, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6021, loss_cls: 2.9334, loss: 2.9334 2020-04-30 08:29:30,709 - mmaction - INFO - Epoch [108][120/627] lr: 0.21229, eta: 1 day, 15:11:57, time: 2.583, data_time: 0.005, memory: 14510, top1_acc: 0.3812, top5_acc: 0.6104, loss_cls: 2.9036, loss: 2.9036 2020-04-30 08:30:21,428 - mmaction - INFO - Epoch [108][140/627] lr: 0.21229, eta: 1 day, 15:10:48, time: 2.533, data_time: 0.002, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6167, loss_cls: 2.8676, loss: 2.8676 2020-04-30 08:31:19,748 - mmaction - INFO - Epoch [108][160/627] lr: 0.21229, eta: 1 day, 15:09:43, time: 2.919, data_time: 0.005, memory: 14510, top1_acc: 0.3708, top5_acc: 0.5979, loss_cls: 2.9472, loss: 2.9472 2020-04-30 08:32:10,727 - mmaction - INFO - Epoch [108][180/627] lr: 0.21229, eta: 1 day, 15:08:34, time: 2.544, data_time: 0.002, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 2.9811, loss: 2.9811 2020-04-30 08:33:02,855 - mmaction - INFO - Epoch [108][200/627] lr: 0.21229, eta: 1 day, 15:07:26, time: 2.612, data_time: 0.010, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6250, loss_cls: 2.8519, loss: 2.8519 2020-04-30 08:33:53,243 - mmaction - INFO - Epoch [108][220/627] lr: 0.21229, eta: 1 day, 15:06:16, time: 2.517, data_time: 0.002, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6000, loss_cls: 2.9981, loss: 2.9981 2020-04-30 08:34:44,357 - mmaction - INFO - Epoch [108][240/627] lr: 0.21229, eta: 1 day, 15:05:07, time: 2.559, data_time: 0.013, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6146, loss_cls: 2.9373, loss: 2.9373 2020-04-30 08:35:35,868 - mmaction - INFO - Epoch [108][260/627] lr: 0.21229, eta: 1 day, 15:03:59, time: 2.572, data_time: 0.001, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 3.0170, loss: 3.0170 2020-04-30 08:36:27,364 - mmaction - INFO - Epoch [108][280/627] lr: 0.21229, eta: 1 day, 15:02:50, time: 2.576, data_time: 0.042, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6208, loss_cls: 2.9752, loss: 2.9752 2020-04-30 08:37:17,968 - mmaction - INFO - Epoch [108][300/627] lr: 0.21229, eta: 1 day, 15:01:40, time: 2.531, data_time: 0.022, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6208, loss_cls: 2.9153, loss: 2.9153 2020-04-30 08:38:06,891 - mmaction - INFO - Epoch [108][320/627] lr: 0.21229, eta: 1 day, 15:00:30, time: 2.446, data_time: 0.020, memory: 14510, top1_acc: 0.3292, top5_acc: 0.6000, loss_cls: 3.0399, loss: 3.0399 2020-04-30 08:38:57,033 - mmaction - INFO - Epoch [108][340/627] lr: 0.21229, eta: 1 day, 14:59:20, time: 2.507, data_time: 0.073, memory: 14510, top1_acc: 0.3208, top5_acc: 0.5875, loss_cls: 3.0461, loss: 3.0461 2020-04-30 08:39:47,005 - mmaction - INFO - Epoch [108][360/627] lr: 0.21229, eta: 1 day, 14:58:10, time: 2.493, data_time: 0.002, memory: 14510, top1_acc: 0.3667, top5_acc: 0.5833, loss_cls: 2.9354, loss: 2.9354 2020-04-30 08:40:54,171 - mmaction - INFO - Epoch [108][380/627] lr: 0.21229, eta: 1 day, 14:57:12, time: 3.333, data_time: 0.594, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5875, loss_cls: 3.0256, loss: 3.0256 2020-04-30 08:41:46,893 - mmaction - INFO - Epoch [108][400/627] lr: 0.21229, eta: 1 day, 14:56:05, time: 2.668, data_time: 0.047, memory: 14510, top1_acc: 0.3187, top5_acc: 0.5708, loss_cls: 3.0838, loss: 3.0838 2020-04-30 08:42:37,160 - mmaction - INFO - Epoch [108][420/627] lr: 0.21229, eta: 1 day, 14:54:55, time: 2.512, data_time: 0.021, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5896, loss_cls: 2.8968, loss: 2.8968 2020-04-30 08:43:37,920 - mmaction - INFO - Epoch [108][440/627] lr: 0.21229, eta: 1 day, 14:53:52, time: 3.037, data_time: 0.732, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5750, loss_cls: 3.0098, loss: 3.0098 2020-04-30 08:44:30,339 - mmaction - INFO - Epoch [108][460/627] lr: 0.21229, eta: 1 day, 14:52:44, time: 2.625, data_time: 0.530, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6062, loss_cls: 3.0238, loss: 3.0238 2020-04-30 08:45:21,304 - mmaction - INFO - Epoch [108][480/627] lr: 0.21229, eta: 1 day, 14:51:35, time: 2.548, data_time: 0.803, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6021, loss_cls: 2.8720, loss: 2.8720 2020-04-30 08:46:12,207 - mmaction - INFO - Epoch [108][500/627] lr: 0.21229, eta: 1 day, 14:50:26, time: 2.545, data_time: 0.002, memory: 14510, top1_acc: 0.3813, top5_acc: 0.6562, loss_cls: 2.7423, loss: 2.7423 2020-04-30 08:47:04,532 - mmaction - INFO - Epoch [108][520/627] lr: 0.21229, eta: 1 day, 14:49:18, time: 2.612, data_time: 0.633, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5979, loss_cls: 2.9182, loss: 2.9182 2020-04-30 08:47:55,172 - mmaction - INFO - Epoch [108][540/627] lr: 0.21229, eta: 1 day, 14:48:09, time: 2.531, data_time: 0.040, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6062, loss_cls: 2.8792, loss: 2.8792 2020-04-30 08:48:45,645 - mmaction - INFO - Epoch [108][560/627] lr: 0.21229, eta: 1 day, 14:47:00, time: 2.529, data_time: 0.022, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6208, loss_cls: 2.8844, loss: 2.8844 2020-04-30 08:49:36,059 - mmaction - INFO - Epoch [108][580/627] lr: 0.21229, eta: 1 day, 14:45:50, time: 2.519, data_time: 0.002, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6167, loss_cls: 2.9662, loss: 2.9662 2020-04-30 08:50:34,519 - mmaction - INFO - Epoch [108][600/627] lr: 0.21229, eta: 1 day, 14:44:46, time: 2.921, data_time: 0.338, memory: 14510, top1_acc: 0.3812, top5_acc: 0.6250, loss_cls: 2.8025, loss: 2.8025 2020-04-30 08:51:23,762 - mmaction - INFO - Epoch [108][620/627] lr: 0.21229, eta: 1 day, 14:43:36, time: 2.461, data_time: 0.005, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 3.0718, loss: 3.0718 2020-04-30 08:53:59,731 - mmaction - INFO - Epoch [109][20/627] lr: 0.20729, eta: 1 day, 14:42:43, time: 6.422, data_time: 3.877, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5917, loss_cls: 2.9063, loss: 2.9063 2020-04-30 08:54:49,465 - mmaction - INFO - Epoch [109][40/627] lr: 0.20729, eta: 1 day, 14:41:33, time: 2.482, data_time: 0.035, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6354, loss_cls: 2.8121, loss: 2.8121 2020-04-30 08:55:39,307 - mmaction - INFO - Epoch [109][60/627] lr: 0.20729, eta: 1 day, 14:40:23, time: 2.497, data_time: 0.416, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5583, loss_cls: 3.0706, loss: 3.0706 2020-04-30 08:56:30,154 - mmaction - INFO - Epoch [109][80/627] lr: 0.20729, eta: 1 day, 14:39:14, time: 2.537, data_time: 0.001, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6021, loss_cls: 2.8428, loss: 2.8428 2020-04-30 08:57:20,883 - mmaction - INFO - Epoch [109][100/627] lr: 0.20729, eta: 1 day, 14:38:05, time: 2.542, data_time: 0.006, memory: 14510, top1_acc: 0.3562, top5_acc: 0.5750, loss_cls: 3.0481, loss: 3.0481 2020-04-30 08:58:09,020 - mmaction - INFO - Epoch [109][120/627] lr: 0.20729, eta: 1 day, 14:36:55, time: 2.405, data_time: 0.002, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5896, loss_cls: 2.9941, loss: 2.9941 2020-04-30 08:59:01,772 - mmaction - INFO - Epoch [109][140/627] lr: 0.20729, eta: 1 day, 14:35:46, time: 2.609, data_time: 0.003, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6312, loss_cls: 2.8348, loss: 2.8348 2020-04-30 08:59:56,178 - mmaction - INFO - Epoch [109][160/627] lr: 0.20729, eta: 1 day, 14:34:40, time: 2.747, data_time: 0.036, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6271, loss_cls: 2.8776, loss: 2.8776 2020-04-30 09:00:51,654 - mmaction - INFO - Epoch [109][180/627] lr: 0.20729, eta: 1 day, 14:33:34, time: 2.772, data_time: 0.128, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6000, loss_cls: 2.9452, loss: 2.9452 2020-04-30 09:01:41,566 - mmaction - INFO - Epoch [109][200/627] lr: 0.20729, eta: 1 day, 14:32:25, time: 2.501, data_time: 0.027, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6042, loss_cls: 3.0480, loss: 3.0480 2020-04-30 09:02:31,730 - mmaction - INFO - Epoch [109][220/627] lr: 0.20729, eta: 1 day, 14:31:15, time: 2.501, data_time: 0.001, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6312, loss_cls: 2.8503, loss: 2.8503 2020-04-30 09:03:21,040 - mmaction - INFO - Epoch [109][240/627] lr: 0.20729, eta: 1 day, 14:30:05, time: 2.472, data_time: 0.007, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5792, loss_cls: 3.0462, loss: 3.0462 2020-04-30 09:04:11,284 - mmaction - INFO - Epoch [109][260/627] lr: 0.20729, eta: 1 day, 14:28:56, time: 2.509, data_time: 0.002, memory: 14510, top1_acc: 0.3688, top5_acc: 0.5958, loss_cls: 2.9547, loss: 2.9547 2020-04-30 09:05:01,539 - mmaction - INFO - Epoch [109][280/627] lr: 0.20729, eta: 1 day, 14:27:47, time: 2.512, data_time: 0.004, memory: 14510, top1_acc: 0.3333, top5_acc: 0.6104, loss_cls: 2.9102, loss: 2.9102 2020-04-30 09:05:50,399 - mmaction - INFO - Epoch [109][300/627] lr: 0.20729, eta: 1 day, 14:26:37, time: 2.443, data_time: 0.006, memory: 14510, top1_acc: 0.3062, top5_acc: 0.5854, loss_cls: 3.1374, loss: 3.1374 2020-04-30 09:06:39,809 - mmaction - INFO - Epoch [109][320/627] lr: 0.20729, eta: 1 day, 14:25:27, time: 2.472, data_time: 0.005, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6312, loss_cls: 2.8828, loss: 2.8828 2020-04-30 09:07:29,565 - mmaction - INFO - Epoch [109][340/627] lr: 0.20729, eta: 1 day, 14:24:17, time: 2.488, data_time: 0.004, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6146, loss_cls: 2.8333, loss: 2.8333 2020-04-30 09:08:24,549 - mmaction - INFO - Epoch [109][360/627] lr: 0.20729, eta: 1 day, 14:23:11, time: 2.743, data_time: 0.005, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5958, loss_cls: 2.9446, loss: 2.9446 2020-04-30 09:09:18,044 - mmaction - INFO - Epoch [109][380/627] lr: 0.20729, eta: 1 day, 14:22:04, time: 2.678, data_time: 0.013, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5938, loss_cls: 3.0365, loss: 3.0365 2020-04-30 09:10:06,284 - mmaction - INFO - Epoch [109][400/627] lr: 0.20729, eta: 1 day, 14:20:53, time: 2.417, data_time: 0.107, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5833, loss_cls: 2.9354, loss: 2.9354 2020-04-30 09:10:57,364 - mmaction - INFO - Epoch [109][420/627] lr: 0.20729, eta: 1 day, 14:19:45, time: 2.554, data_time: 0.165, memory: 14510, top1_acc: 0.3313, top5_acc: 0.6021, loss_cls: 3.0204, loss: 3.0204 2020-04-30 09:11:48,666 - mmaction - INFO - Epoch [109][440/627] lr: 0.20729, eta: 1 day, 14:18:36, time: 2.559, data_time: 0.001, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5938, loss_cls: 3.0056, loss: 3.0056 2020-04-30 09:12:36,701 - mmaction - INFO - Epoch [109][460/627] lr: 0.20729, eta: 1 day, 14:17:25, time: 2.401, data_time: 0.009, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6083, loss_cls: 2.9307, loss: 2.9307 2020-04-30 09:13:26,675 - mmaction - INFO - Epoch [109][480/627] lr: 0.20729, eta: 1 day, 14:16:16, time: 2.501, data_time: 0.008, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6188, loss_cls: 2.8686, loss: 2.8686 2020-04-30 09:14:18,818 - mmaction - INFO - Epoch [109][500/627] lr: 0.20729, eta: 1 day, 14:15:08, time: 2.608, data_time: 0.005, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6146, loss_cls: 2.9399, loss: 2.9399 2020-04-30 09:15:08,674 - mmaction - INFO - Epoch [109][520/627] lr: 0.20729, eta: 1 day, 14:13:59, time: 2.494, data_time: 0.004, memory: 14510, top1_acc: 0.3562, top5_acc: 0.5812, loss_cls: 2.9419, loss: 2.9419 2020-04-30 09:16:00,139 - mmaction - INFO - Epoch [109][540/627] lr: 0.20729, eta: 1 day, 14:12:50, time: 2.574, data_time: 0.556, memory: 14510, top1_acc: 0.3125, top5_acc: 0.5750, loss_cls: 3.0796, loss: 3.0796 2020-04-30 09:16:50,712 - mmaction - INFO - Epoch [109][560/627] lr: 0.20729, eta: 1 day, 14:11:41, time: 2.529, data_time: 0.029, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6250, loss_cls: 2.9212, loss: 2.9212 2020-04-30 09:17:49,899 - mmaction - INFO - Epoch [109][580/627] lr: 0.20729, eta: 1 day, 14:10:38, time: 2.957, data_time: 0.003, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6229, loss_cls: 2.8198, loss: 2.8198 2020-04-30 09:18:40,474 - mmaction - INFO - Epoch [109][600/627] lr: 0.20729, eta: 1 day, 14:09:29, time: 2.527, data_time: 0.004, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6146, loss_cls: 2.8924, loss: 2.8924 2020-04-30 09:19:30,304 - mmaction - INFO - Epoch [109][620/627] lr: 0.20729, eta: 1 day, 14:08:20, time: 2.493, data_time: 0.005, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5604, loss_cls: 3.0767, loss: 3.0767 2020-04-30 09:22:44,195 - mmaction - INFO - Epoch [110][20/627] lr: 0.20233, eta: 1 day, 14:07:43, time: 7.750, data_time: 5.137, memory: 14510, top1_acc: 0.3562, top5_acc: 0.6104, loss_cls: 2.9440, loss: 2.9440 2020-04-30 09:23:43,477 - mmaction - INFO - Epoch [110][40/627] lr: 0.20233, eta: 1 day, 14:06:40, time: 2.962, data_time: 0.230, memory: 14510, top1_acc: 0.4062, top5_acc: 0.6146, loss_cls: 2.8801, loss: 2.8801 2020-04-30 09:24:37,705 - mmaction - INFO - Epoch [110][60/627] lr: 0.20233, eta: 1 day, 14:05:33, time: 2.718, data_time: 0.939, memory: 14510, top1_acc: 0.3979, top5_acc: 0.6312, loss_cls: 2.7364, loss: 2.7364 2020-04-30 09:25:28,837 - mmaction - INFO - Epoch [110][80/627] lr: 0.20233, eta: 1 day, 14:04:25, time: 2.553, data_time: 0.239, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6146, loss_cls: 2.9323, loss: 2.9323 2020-04-30 09:26:23,779 - mmaction - INFO - Epoch [110][100/627] lr: 0.20233, eta: 1 day, 14:03:19, time: 2.749, data_time: 0.220, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6375, loss_cls: 2.8293, loss: 2.8293 2020-04-30 09:27:23,322 - mmaction - INFO - Epoch [110][120/627] lr: 0.20233, eta: 1 day, 14:02:16, time: 2.973, data_time: 0.665, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5938, loss_cls: 2.9873, loss: 2.9873 2020-04-30 09:28:15,731 - mmaction - INFO - Epoch [110][140/627] lr: 0.20233, eta: 1 day, 14:01:08, time: 2.625, data_time: 0.588, memory: 14510, top1_acc: 0.3354, top5_acc: 0.6208, loss_cls: 3.0158, loss: 3.0158 2020-04-30 09:29:06,338 - mmaction - INFO - Epoch [110][160/627] lr: 0.20233, eta: 1 day, 13:59:59, time: 2.529, data_time: 1.022, memory: 14510, top1_acc: 0.4063, top5_acc: 0.6375, loss_cls: 2.7766, loss: 2.7766 2020-04-30 09:30:04,614 - mmaction - INFO - Epoch [110][180/627] lr: 0.20233, eta: 1 day, 13:58:55, time: 2.913, data_time: 1.041, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6042, loss_cls: 2.8093, loss: 2.8093 2020-04-30 09:30:57,505 - mmaction - INFO - Epoch [110][200/627] lr: 0.20233, eta: 1 day, 13:57:48, time: 2.648, data_time: 1.150, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5813, loss_cls: 2.9639, loss: 2.9639 2020-04-30 09:31:52,438 - mmaction - INFO - Epoch [110][220/627] lr: 0.20233, eta: 1 day, 13:56:42, time: 2.745, data_time: 1.237, memory: 14510, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 3.0574, loss: 3.0574 2020-04-30 09:32:45,440 - mmaction - INFO - Epoch [110][240/627] lr: 0.20233, eta: 1 day, 13:55:35, time: 2.652, data_time: 1.044, memory: 14510, top1_acc: 0.3729, top5_acc: 0.5896, loss_cls: 3.0111, loss: 3.0111 2020-04-30 09:33:37,187 - mmaction - INFO - Epoch [110][260/627] lr: 0.20233, eta: 1 day, 13:54:26, time: 2.586, data_time: 0.883, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6063, loss_cls: 2.9447, loss: 2.9447 2020-04-30 09:34:28,301 - mmaction - INFO - Epoch [110][280/627] lr: 0.20233, eta: 1 day, 13:53:18, time: 2.552, data_time: 1.002, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5958, loss_cls: 3.0651, loss: 3.0651 2020-04-30 09:35:21,468 - mmaction - INFO - Epoch [110][300/627] lr: 0.20233, eta: 1 day, 13:52:11, time: 2.661, data_time: 0.351, memory: 14510, top1_acc: 0.3437, top5_acc: 0.5979, loss_cls: 3.1154, loss: 3.1154 2020-04-30 09:36:21,749 - mmaction - INFO - Epoch [110][320/627] lr: 0.20233, eta: 1 day, 13:51:08, time: 3.016, data_time: 0.024, memory: 14510, top1_acc: 0.3563, top5_acc: 0.5813, loss_cls: 2.9229, loss: 2.9229 2020-04-30 09:37:14,180 - mmaction - INFO - Epoch [110][340/627] lr: 0.20233, eta: 1 day, 13:50:01, time: 2.619, data_time: 0.001, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6313, loss_cls: 2.8609, loss: 2.8609 2020-04-30 09:38:04,817 - mmaction - INFO - Epoch [110][360/627] lr: 0.20233, eta: 1 day, 13:48:52, time: 2.535, data_time: 0.006, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6292, loss_cls: 2.8493, loss: 2.8493 2020-04-30 09:38:56,689 - mmaction - INFO - Epoch [110][380/627] lr: 0.20233, eta: 1 day, 13:47:44, time: 2.593, data_time: 0.003, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6187, loss_cls: 2.8449, loss: 2.8449 2020-04-30 09:39:46,072 - mmaction - INFO - Epoch [110][400/627] lr: 0.20233, eta: 1 day, 13:46:34, time: 2.466, data_time: 0.072, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6500, loss_cls: 2.8199, loss: 2.8199 2020-04-30 09:40:42,197 - mmaction - INFO - Epoch [110][420/627] lr: 0.20233, eta: 1 day, 13:45:29, time: 2.807, data_time: 0.005, memory: 14510, top1_acc: 0.3438, top5_acc: 0.5792, loss_cls: 3.0226, loss: 3.0226 2020-04-30 09:41:35,218 - mmaction - INFO - Epoch [110][440/627] lr: 0.20233, eta: 1 day, 13:44:22, time: 2.653, data_time: 0.016, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5958, loss_cls: 2.9435, loss: 2.9435 2020-04-30 09:42:26,129 - mmaction - INFO - Epoch [110][460/627] lr: 0.20233, eta: 1 day, 13:43:14, time: 2.542, data_time: 0.022, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6312, loss_cls: 2.7742, loss: 2.7742 2020-04-30 09:43:18,264 - mmaction - INFO - Epoch [110][480/627] lr: 0.20233, eta: 1 day, 13:42:06, time: 2.608, data_time: 0.005, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5792, loss_cls: 3.0155, loss: 3.0155 2020-04-30 09:44:09,844 - mmaction - INFO - Epoch [110][500/627] lr: 0.20233, eta: 1 day, 13:40:58, time: 2.577, data_time: 0.003, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6333, loss_cls: 2.7560, loss: 2.7560 2020-04-30 09:45:04,358 - mmaction - INFO - Epoch [110][520/627] lr: 0.20233, eta: 1 day, 13:39:51, time: 2.722, data_time: 0.093, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5708, loss_cls: 3.0809, loss: 3.0809 2020-04-30 09:45:57,747 - mmaction - INFO - Epoch [110][540/627] lr: 0.20233, eta: 1 day, 13:38:45, time: 2.676, data_time: 0.478, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 3.0720, loss: 3.0720 2020-04-30 09:46:50,795 - mmaction - INFO - Epoch [110][560/627] lr: 0.20233, eta: 1 day, 13:37:38, time: 2.651, data_time: 0.894, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6063, loss_cls: 2.8259, loss: 2.8259 2020-04-30 09:47:41,691 - mmaction - INFO - Epoch [110][580/627] lr: 0.20233, eta: 1 day, 13:36:29, time: 2.544, data_time: 0.789, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6042, loss_cls: 2.9172, loss: 2.9172 2020-04-30 09:48:33,633 - mmaction - INFO - Epoch [110][600/627] lr: 0.20233, eta: 1 day, 13:35:21, time: 2.600, data_time: 1.086, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6271, loss_cls: 2.9051, loss: 2.9051 2020-04-30 09:49:23,513 - mmaction - INFO - Epoch [110][620/627] lr: 0.20233, eta: 1 day, 13:34:12, time: 2.492, data_time: 0.955, memory: 14510, top1_acc: 0.4083, top5_acc: 0.6583, loss_cls: 2.7586, loss: 2.7586 2020-04-30 09:52:56,077 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-30 09:52:56,937 - mmaction - INFO - top1_acc 0.3949 top5_acc 0.6566 2020-04-30 09:52:56,938 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-30 09:52:57,007 - mmaction - INFO - mean_acc 0.3947 2020-04-30 09:52:57,017 - mmaction - INFO - Epoch [110][627/627] lr: 0.20233, top1_acc: 0.3949, top5_acc: 0.6566, mean_class_accuracy: 0.3947 2020-04-30 09:54:03,160 - mmaction - INFO - Epoch [111][20/627] lr: 0.19739, eta: 1 day, 13:32:38, time: 3.302, data_time: 0.793, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6250, loss_cls: 2.8656, loss: 2.8656 2020-04-30 09:55:02,087 - mmaction - INFO - Epoch [111][40/627] lr: 0.19739, eta: 1 day, 13:31:35, time: 2.948, data_time: 0.005, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5646, loss_cls: 3.1480, loss: 3.1480 2020-04-30 09:55:49,884 - mmaction - INFO - Epoch [111][60/627] lr: 0.19739, eta: 1 day, 13:30:24, time: 2.393, data_time: 0.213, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6083, loss_cls: 2.8955, loss: 2.8955 2020-04-30 09:56:40,030 - mmaction - INFO - Epoch [111][80/627] lr: 0.19739, eta: 1 day, 13:29:16, time: 2.507, data_time: 0.107, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6250, loss_cls: 2.8608, loss: 2.8608 2020-04-30 09:57:28,822 - mmaction - INFO - Epoch [111][100/627] lr: 0.19739, eta: 1 day, 13:28:06, time: 2.436, data_time: 0.001, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6354, loss_cls: 2.8016, loss: 2.8016 2020-04-30 09:58:18,116 - mmaction - INFO - Epoch [111][120/627] lr: 0.19739, eta: 1 day, 13:26:56, time: 2.464, data_time: 0.005, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6125, loss_cls: 2.8294, loss: 2.8294 2020-04-30 09:59:06,606 - mmaction - INFO - Epoch [111][140/627] lr: 0.19739, eta: 1 day, 13:25:46, time: 2.426, data_time: 0.006, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6292, loss_cls: 2.7691, loss: 2.7691 2020-04-30 09:59:58,076 - mmaction - INFO - Epoch [111][160/627] lr: 0.19739, eta: 1 day, 13:24:38, time: 2.574, data_time: 0.004, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6021, loss_cls: 3.0266, loss: 3.0266 2020-04-30 10:00:50,282 - mmaction - INFO - Epoch [111][180/627] lr: 0.19739, eta: 1 day, 13:23:31, time: 2.610, data_time: 0.013, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6063, loss_cls: 2.9000, loss: 2.9000 2020-04-30 10:01:39,756 - mmaction - INFO - Epoch [111][200/627] lr: 0.19739, eta: 1 day, 13:22:22, time: 2.476, data_time: 0.011, memory: 14510, top1_acc: 0.3937, top5_acc: 0.6479, loss_cls: 2.6392, loss: 2.6392 2020-04-30 10:02:30,090 - mmaction - INFO - Epoch [111][220/627] lr: 0.19739, eta: 1 day, 13:21:13, time: 2.512, data_time: 0.001, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5896, loss_cls: 2.9862, loss: 2.9862 2020-04-30 10:03:19,652 - mmaction - INFO - Epoch [111][240/627] lr: 0.19739, eta: 1 day, 13:20:04, time: 2.478, data_time: 0.006, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6312, loss_cls: 2.7909, loss: 2.7909 2020-04-30 10:04:19,942 - mmaction - INFO - Epoch [111][260/627] lr: 0.19739, eta: 1 day, 13:19:01, time: 3.019, data_time: 0.223, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6042, loss_cls: 2.8764, loss: 2.8764 2020-04-30 10:05:09,306 - mmaction - INFO - Epoch [111][280/627] lr: 0.19739, eta: 1 day, 13:17:52, time: 2.467, data_time: 0.194, memory: 14510, top1_acc: 0.3646, top5_acc: 0.5938, loss_cls: 2.8517, loss: 2.8517 2020-04-30 10:06:00,748 - mmaction - INFO - Epoch [111][300/627] lr: 0.19739, eta: 1 day, 13:16:44, time: 2.570, data_time: 0.001, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6375, loss_cls: 2.8423, loss: 2.8423 2020-04-30 10:06:53,030 - mmaction - INFO - Epoch [111][320/627] lr: 0.19739, eta: 1 day, 13:15:37, time: 2.615, data_time: 0.004, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6542, loss_cls: 2.7681, loss: 2.7681 2020-04-30 10:07:48,074 - mmaction - INFO - Epoch [111][340/627] lr: 0.19739, eta: 1 day, 13:14:31, time: 2.748, data_time: 0.003, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5687, loss_cls: 3.1158, loss: 3.1158 2020-04-30 10:08:37,944 - mmaction - INFO - Epoch [111][360/627] lr: 0.19739, eta: 1 day, 13:13:22, time: 2.494, data_time: 0.007, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6458, loss_cls: 2.7955, loss: 2.7955 2020-04-30 10:09:30,302 - mmaction - INFO - Epoch [111][380/627] lr: 0.19739, eta: 1 day, 13:12:15, time: 2.622, data_time: 0.007, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6042, loss_cls: 2.9980, loss: 2.9980 2020-04-30 10:10:21,173 - mmaction - INFO - Epoch [111][400/627] lr: 0.19739, eta: 1 day, 13:11:06, time: 2.540, data_time: 0.002, memory: 14510, top1_acc: 0.3187, top5_acc: 0.6021, loss_cls: 3.0537, loss: 3.0537 2020-04-30 10:11:10,637 - mmaction - INFO - Epoch [111][420/627] lr: 0.19739, eta: 1 day, 13:09:57, time: 2.476, data_time: 0.477, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6021, loss_cls: 2.9656, loss: 2.9656 2020-04-30 10:12:03,070 - mmaction - INFO - Epoch [111][440/627] lr: 0.19739, eta: 1 day, 13:08:50, time: 2.621, data_time: 0.140, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6250, loss_cls: 2.8017, loss: 2.8017 2020-04-30 10:13:11,164 - mmaction - INFO - Epoch [111][460/627] lr: 0.19739, eta: 1 day, 13:07:53, time: 3.407, data_time: 0.004, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6000, loss_cls: 2.9669, loss: 2.9669 2020-04-30 10:14:06,597 - mmaction - INFO - Epoch [111][480/627] lr: 0.19739, eta: 1 day, 13:06:47, time: 2.768, data_time: 0.141, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6167, loss_cls: 2.9497, loss: 2.9497 2020-04-30 10:14:58,445 - mmaction - INFO - Epoch [111][500/627] lr: 0.19739, eta: 1 day, 13:05:40, time: 2.595, data_time: 0.005, memory: 14510, top1_acc: 0.3792, top5_acc: 0.5833, loss_cls: 3.0058, loss: 3.0058 2020-04-30 10:15:50,286 - mmaction - INFO - Epoch [111][520/627] lr: 0.19739, eta: 1 day, 13:04:32, time: 2.592, data_time: 0.003, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.8244, loss: 2.8244 2020-04-30 10:16:42,326 - mmaction - INFO - Epoch [111][540/627] lr: 0.19739, eta: 1 day, 13:03:25, time: 2.602, data_time: 0.003, memory: 14510, top1_acc: 0.3500, top5_acc: 0.5958, loss_cls: 2.9769, loss: 2.9769 2020-04-30 10:17:33,101 - mmaction - INFO - Epoch [111][560/627] lr: 0.19739, eta: 1 day, 13:02:16, time: 2.540, data_time: 0.003, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6312, loss_cls: 2.8227, loss: 2.8227 2020-04-30 10:18:23,481 - mmaction - INFO - Epoch [111][580/627] lr: 0.19739, eta: 1 day, 13:01:08, time: 2.517, data_time: 0.029, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5833, loss_cls: 3.0948, loss: 3.0948 2020-04-30 10:19:11,869 - mmaction - INFO - Epoch [111][600/627] lr: 0.19739, eta: 1 day, 12:59:58, time: 2.422, data_time: 0.125, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6396, loss_cls: 2.8536, loss: 2.8536 2020-04-30 10:20:02,161 - mmaction - INFO - Epoch [111][620/627] lr: 0.19739, eta: 1 day, 12:58:50, time: 2.513, data_time: 0.022, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6167, loss_cls: 2.8274, loss: 2.8274 2020-04-30 10:23:13,858 - mmaction - INFO - Epoch [112][20/627] lr: 0.19249, eta: 1 day, 12:58:09, time: 7.557, data_time: 4.994, memory: 14510, top1_acc: 0.3250, top5_acc: 0.5854, loss_cls: 3.0253, loss: 3.0253 2020-04-30 10:24:08,076 - mmaction - INFO - Epoch [112][40/627] lr: 0.19249, eta: 1 day, 12:57:03, time: 2.709, data_time: 0.004, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6229, loss_cls: 2.8514, loss: 2.8514 2020-04-30 10:24:59,498 - mmaction - INFO - Epoch [112][60/627] lr: 0.19249, eta: 1 day, 12:55:55, time: 2.573, data_time: 0.024, memory: 14510, top1_acc: 0.3646, top5_acc: 0.5979, loss_cls: 2.9285, loss: 2.9285 2020-04-30 10:25:50,485 - mmaction - INFO - Epoch [112][80/627] lr: 0.19249, eta: 1 day, 12:54:47, time: 2.552, data_time: 0.260, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6354, loss_cls: 2.8288, loss: 2.8288 2020-04-30 10:26:41,718 - mmaction - INFO - Epoch [112][100/627] lr: 0.19249, eta: 1 day, 12:53:39, time: 2.562, data_time: 0.001, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6250, loss_cls: 2.7669, loss: 2.7669 2020-04-30 10:27:32,179 - mmaction - INFO - Epoch [112][120/627] lr: 0.19249, eta: 1 day, 12:52:30, time: 2.520, data_time: 0.001, memory: 14510, top1_acc: 0.3104, top5_acc: 0.5875, loss_cls: 3.0582, loss: 3.0582 2020-04-30 10:28:22,254 - mmaction - INFO - Epoch [112][140/627] lr: 0.19249, eta: 1 day, 12:51:22, time: 2.505, data_time: 0.003, memory: 14510, top1_acc: 0.3313, top5_acc: 0.5708, loss_cls: 3.0169, loss: 3.0169 2020-04-30 10:29:12,131 - mmaction - INFO - Epoch [112][160/627] lr: 0.19249, eta: 1 day, 12:50:13, time: 2.493, data_time: 0.002, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6125, loss_cls: 2.8899, loss: 2.8899 2020-04-30 10:30:02,374 - mmaction - INFO - Epoch [112][180/627] lr: 0.19249, eta: 1 day, 12:49:05, time: 2.515, data_time: 0.003, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6521, loss_cls: 2.8127, loss: 2.8127 2020-04-30 10:30:53,446 - mmaction - INFO - Epoch [112][200/627] lr: 0.19249, eta: 1 day, 12:47:57, time: 2.553, data_time: 0.032, memory: 14510, top1_acc: 0.3771, top5_acc: 0.5958, loss_cls: 2.9299, loss: 2.9299 2020-04-30 10:31:52,725 - mmaction - INFO - Epoch [112][220/627] lr: 0.19249, eta: 1 day, 12:46:54, time: 2.964, data_time: 0.001, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.8829, loss: 2.8829 2020-04-30 10:32:44,190 - mmaction - INFO - Epoch [112][240/627] lr: 0.19249, eta: 1 day, 12:45:46, time: 2.569, data_time: 0.002, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6104, loss_cls: 2.8413, loss: 2.8413 2020-04-30 10:33:33,285 - mmaction - INFO - Epoch [112][260/627] lr: 0.19249, eta: 1 day, 12:44:37, time: 2.456, data_time: 0.006, memory: 14510, top1_acc: 0.3375, top5_acc: 0.6021, loss_cls: 2.9131, loss: 2.9131 2020-04-30 10:34:48,302 - mmaction - INFO - Epoch [112][280/627] lr: 0.19249, eta: 1 day, 12:43:43, time: 3.748, data_time: 0.004, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6250, loss_cls: 2.8083, loss: 2.8083 2020-04-30 10:35:38,051 - mmaction - INFO - Epoch [112][300/627] lr: 0.19249, eta: 1 day, 12:42:35, time: 2.490, data_time: 0.007, memory: 14510, top1_acc: 0.3312, top5_acc: 0.6042, loss_cls: 3.0385, loss: 3.0385 2020-04-30 10:36:29,585 - mmaction - INFO - Epoch [112][320/627] lr: 0.19249, eta: 1 day, 12:41:27, time: 2.575, data_time: 0.023, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6167, loss_cls: 2.9100, loss: 2.9100 2020-04-30 10:37:20,111 - mmaction - INFO - Epoch [112][340/627] lr: 0.19249, eta: 1 day, 12:40:19, time: 2.529, data_time: 0.006, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.8836, loss: 2.8836 2020-04-30 10:38:43,319 - mmaction - INFO - Epoch [112][360/627] lr: 0.19249, eta: 1 day, 12:39:31, time: 4.162, data_time: 2.185, memory: 14510, top1_acc: 0.3667, top5_acc: 0.5979, loss_cls: 2.9336, loss: 2.9336 2020-04-30 10:39:33,895 - mmaction - INFO - Epoch [112][380/627] lr: 0.19249, eta: 1 day, 12:38:22, time: 2.525, data_time: 1.038, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6146, loss_cls: 2.8827, loss: 2.8827 2020-04-30 10:40:28,406 - mmaction - INFO - Epoch [112][400/627] lr: 0.19249, eta: 1 day, 12:37:16, time: 2.688, data_time: 0.685, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6521, loss_cls: 2.7195, loss: 2.7195 2020-04-30 10:41:24,352 - mmaction - INFO - Epoch [112][420/627] lr: 0.19249, eta: 1 day, 12:36:12, time: 2.838, data_time: 0.082, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6292, loss_cls: 2.9509, loss: 2.9509 2020-04-30 10:42:15,905 - mmaction - INFO - Epoch [112][440/627] lr: 0.19249, eta: 1 day, 12:35:04, time: 2.578, data_time: 0.007, memory: 14510, top1_acc: 0.3708, top5_acc: 0.5958, loss_cls: 2.9330, loss: 2.9330 2020-04-30 10:43:06,633 - mmaction - INFO - Epoch [112][460/627] lr: 0.19249, eta: 1 day, 12:33:56, time: 2.537, data_time: 0.002, memory: 14510, top1_acc: 0.3313, top5_acc: 0.5792, loss_cls: 2.9367, loss: 2.9367 2020-04-30 10:43:58,092 - mmaction - INFO - Epoch [112][480/627] lr: 0.19249, eta: 1 day, 12:32:48, time: 2.574, data_time: 0.002, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6417, loss_cls: 2.7596, loss: 2.7596 2020-04-30 10:44:49,762 - mmaction - INFO - Epoch [112][500/627] lr: 0.19249, eta: 1 day, 12:31:41, time: 2.581, data_time: 0.001, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6229, loss_cls: 2.8630, loss: 2.8630 2020-04-30 10:45:44,015 - mmaction - INFO - Epoch [112][520/627] lr: 0.19249, eta: 1 day, 12:30:35, time: 2.713, data_time: 0.009, memory: 14510, top1_acc: 0.3542, top5_acc: 0.5667, loss_cls: 3.1453, loss: 3.1453 2020-04-30 10:46:32,526 - mmaction - INFO - Epoch [112][540/627] lr: 0.19249, eta: 1 day, 12:29:25, time: 2.424, data_time: 0.003, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6146, loss_cls: 2.8316, loss: 2.8316 2020-04-30 10:47:25,704 - mmaction - INFO - Epoch [112][560/627] lr: 0.19249, eta: 1 day, 12:28:19, time: 2.660, data_time: 0.004, memory: 14510, top1_acc: 0.3812, top5_acc: 0.6271, loss_cls: 2.9086, loss: 2.9086 2020-04-30 10:48:14,946 - mmaction - INFO - Epoch [112][580/627] lr: 0.19249, eta: 1 day, 12:27:10, time: 2.460, data_time: 0.003, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6167, loss_cls: 2.8483, loss: 2.8483 2020-04-30 10:49:04,964 - mmaction - INFO - Epoch [112][600/627] lr: 0.19249, eta: 1 day, 12:26:01, time: 2.504, data_time: 0.005, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6354, loss_cls: 2.7864, loss: 2.7864 2020-04-30 10:50:02,340 - mmaction - INFO - Epoch [112][620/627] lr: 0.19249, eta: 1 day, 12:24:57, time: 2.867, data_time: 0.009, memory: 14510, top1_acc: 0.3146, top5_acc: 0.5792, loss_cls: 3.0096, loss: 3.0096 2020-04-30 10:52:32,231 - mmaction - INFO - Epoch [113][20/627] lr: 0.18762, eta: 1 day, 12:23:53, time: 5.642, data_time: 3.567, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6479, loss_cls: 2.8030, loss: 2.8030 2020-04-30 10:53:22,937 - mmaction - INFO - Epoch [113][40/627] lr: 0.18762, eta: 1 day, 12:22:45, time: 2.537, data_time: 0.665, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6375, loss_cls: 2.7438, loss: 2.7438 2020-04-30 10:54:14,651 - mmaction - INFO - Epoch [113][60/627] lr: 0.18762, eta: 1 day, 12:21:37, time: 2.587, data_time: 0.844, memory: 14510, top1_acc: 0.3250, top5_acc: 0.6083, loss_cls: 3.0246, loss: 3.0246 2020-04-30 10:55:03,139 - mmaction - INFO - Epoch [113][80/627] lr: 0.18762, eta: 1 day, 12:20:28, time: 2.423, data_time: 0.831, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5917, loss_cls: 3.0392, loss: 3.0392 2020-04-30 10:55:52,408 - mmaction - INFO - Epoch [113][100/627] lr: 0.18762, eta: 1 day, 12:19:19, time: 2.462, data_time: 0.019, memory: 14510, top1_acc: 0.3396, top5_acc: 0.5813, loss_cls: 3.0007, loss: 3.0007 2020-04-30 10:56:46,615 - mmaction - INFO - Epoch [113][120/627] lr: 0.18762, eta: 1 day, 12:18:13, time: 2.710, data_time: 0.012, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6417, loss_cls: 2.7470, loss: 2.7470 2020-04-30 10:57:36,785 - mmaction - INFO - Epoch [113][140/627] lr: 0.18762, eta: 1 day, 12:17:05, time: 2.508, data_time: 0.023, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6354, loss_cls: 2.8358, loss: 2.8358 2020-04-30 10:58:27,442 - mmaction - INFO - Epoch [113][160/627] lr: 0.18762, eta: 1 day, 12:15:57, time: 2.531, data_time: 0.005, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6125, loss_cls: 2.8380, loss: 2.8380 2020-04-30 10:59:25,405 - mmaction - INFO - Epoch [113][180/627] lr: 0.18762, eta: 1 day, 12:14:53, time: 2.904, data_time: 0.008, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6167, loss_cls: 2.8448, loss: 2.8448 2020-04-30 11:00:19,462 - mmaction - INFO - Epoch [113][200/627] lr: 0.18762, eta: 1 day, 12:13:47, time: 2.697, data_time: 0.029, memory: 14510, top1_acc: 0.4063, top5_acc: 0.6417, loss_cls: 2.7014, loss: 2.7014 2020-04-30 11:01:09,420 - mmaction - INFO - Epoch [113][220/627] lr: 0.18762, eta: 1 day, 12:12:39, time: 2.504, data_time: 0.036, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6146, loss_cls: 2.9204, loss: 2.9204 2020-04-30 11:01:59,641 - mmaction - INFO - Epoch [113][240/627] lr: 0.18762, eta: 1 day, 12:11:31, time: 2.512, data_time: 0.083, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6083, loss_cls: 2.8193, loss: 2.8193 2020-04-30 11:02:50,739 - mmaction - INFO - Epoch [113][260/627] lr: 0.18762, eta: 1 day, 12:10:23, time: 2.555, data_time: 0.070, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6146, loss_cls: 2.8652, loss: 2.8652 2020-04-30 11:03:41,290 - mmaction - INFO - Epoch [113][280/627] lr: 0.18762, eta: 1 day, 12:09:15, time: 2.527, data_time: 0.001, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6021, loss_cls: 2.8694, loss: 2.8694 2020-04-30 11:04:31,963 - mmaction - INFO - Epoch [113][300/627] lr: 0.18762, eta: 1 day, 12:08:07, time: 2.529, data_time: 0.002, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6167, loss_cls: 2.8478, loss: 2.8478 2020-04-30 11:05:21,202 - mmaction - INFO - Epoch [113][320/627] lr: 0.18762, eta: 1 day, 12:06:58, time: 2.462, data_time: 0.006, memory: 14510, top1_acc: 0.4208, top5_acc: 0.6479, loss_cls: 2.6968, loss: 2.6968 2020-04-30 11:06:10,809 - mmaction - INFO - Epoch [113][340/627] lr: 0.18762, eta: 1 day, 12:05:50, time: 2.485, data_time: 0.006, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6521, loss_cls: 2.7242, loss: 2.7242 2020-04-30 11:07:02,119 - mmaction - INFO - Epoch [113][360/627] lr: 0.18762, eta: 1 day, 12:04:42, time: 2.565, data_time: 0.001, memory: 14510, top1_acc: 0.3708, top5_acc: 0.5958, loss_cls: 2.9432, loss: 2.9432 2020-04-30 11:07:50,348 - mmaction - INFO - Epoch [113][380/627] lr: 0.18762, eta: 1 day, 12:03:33, time: 2.406, data_time: 0.002, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6125, loss_cls: 2.9138, loss: 2.9138 2020-04-30 11:08:48,332 - mmaction - INFO - Epoch [113][400/627] lr: 0.18762, eta: 1 day, 12:02:29, time: 2.905, data_time: 0.008, memory: 14510, top1_acc: 0.3438, top5_acc: 0.6188, loss_cls: 2.9984, loss: 2.9984 2020-04-30 11:09:37,374 - mmaction - INFO - Epoch [113][420/627] lr: 0.18762, eta: 1 day, 12:01:20, time: 2.449, data_time: 0.743, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6208, loss_cls: 2.9091, loss: 2.9091 2020-04-30 11:10:27,641 - mmaction - INFO - Epoch [113][440/627] lr: 0.18762, eta: 1 day, 12:00:12, time: 2.511, data_time: 0.072, memory: 14510, top1_acc: 0.3812, top5_acc: 0.6354, loss_cls: 2.7883, loss: 2.7883 2020-04-30 11:11:18,395 - mmaction - INFO - Epoch [113][460/627] lr: 0.18762, eta: 1 day, 11:59:04, time: 2.542, data_time: 0.007, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6562, loss_cls: 2.8359, loss: 2.8359 2020-04-30 11:12:08,464 - mmaction - INFO - Epoch [113][480/627] lr: 0.18762, eta: 1 day, 11:57:56, time: 2.505, data_time: 0.043, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5813, loss_cls: 2.9801, loss: 2.9801 2020-04-30 11:12:59,703 - mmaction - INFO - Epoch [113][500/627] lr: 0.18762, eta: 1 day, 11:56:49, time: 2.562, data_time: 0.045, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6292, loss_cls: 2.7848, loss: 2.7848 2020-04-30 11:13:48,735 - mmaction - INFO - Epoch [113][520/627] lr: 0.18762, eta: 1 day, 11:55:40, time: 2.452, data_time: 0.566, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6417, loss_cls: 2.7978, loss: 2.7978 2020-04-30 11:14:40,213 - mmaction - INFO - Epoch [113][540/627] lr: 0.18762, eta: 1 day, 11:54:33, time: 2.571, data_time: 0.001, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5917, loss_cls: 3.0228, loss: 3.0228 2020-04-30 11:15:30,621 - mmaction - INFO - Epoch [113][560/627] lr: 0.18762, eta: 1 day, 11:53:25, time: 2.518, data_time: 0.029, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6250, loss_cls: 2.7983, loss: 2.7983 2020-04-30 11:16:21,029 - mmaction - INFO - Epoch [113][580/627] lr: 0.18762, eta: 1 day, 11:52:17, time: 2.524, data_time: 0.011, memory: 14510, top1_acc: 0.3979, top5_acc: 0.6438, loss_cls: 2.7049, loss: 2.7049 2020-04-30 11:17:12,176 - mmaction - INFO - Epoch [113][600/627] lr: 0.18762, eta: 1 day, 11:51:09, time: 2.556, data_time: 0.003, memory: 14510, top1_acc: 0.3750, top5_acc: 0.5979, loss_cls: 2.8785, loss: 2.8785 2020-04-30 11:18:12,921 - mmaction - INFO - Epoch [113][620/627] lr: 0.18762, eta: 1 day, 11:50:07, time: 3.038, data_time: 0.004, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6083, loss_cls: 2.9728, loss: 2.9728 2020-04-30 11:20:35,317 - mmaction - INFO - Epoch [114][20/627] lr: 0.18278, eta: 1 day, 11:49:03, time: 5.732, data_time: 3.275, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6188, loss_cls: 2.8128, loss: 2.8128 2020-04-30 11:21:27,130 - mmaction - INFO - Epoch [114][40/627] lr: 0.18278, eta: 1 day, 11:47:56, time: 2.594, data_time: 0.012, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5515, loss: 2.5515 2020-04-30 11:22:16,360 - mmaction - INFO - Epoch [114][60/627] lr: 0.18278, eta: 1 day, 11:46:48, time: 2.463, data_time: 0.002, memory: 14510, top1_acc: 0.3937, top5_acc: 0.6250, loss_cls: 2.7745, loss: 2.7745 2020-04-30 11:23:07,068 - mmaction - INFO - Epoch [114][80/627] lr: 0.18278, eta: 1 day, 11:45:40, time: 2.535, data_time: 0.001, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6292, loss_cls: 2.8066, loss: 2.8066 2020-04-30 11:24:03,172 - mmaction - INFO - Epoch [114][100/627] lr: 0.18278, eta: 1 day, 11:44:35, time: 2.804, data_time: 0.001, memory: 14510, top1_acc: 0.4062, top5_acc: 0.6354, loss_cls: 2.7333, loss: 2.7333 2020-04-30 11:24:54,239 - mmaction - INFO - Epoch [114][120/627] lr: 0.18278, eta: 1 day, 11:43:28, time: 2.549, data_time: 0.001, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6292, loss_cls: 2.8250, loss: 2.8250 2020-04-30 11:25:42,966 - mmaction - INFO - Epoch [114][140/627] lr: 0.18278, eta: 1 day, 11:42:19, time: 2.440, data_time: 0.006, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6125, loss_cls: 2.8681, loss: 2.8681 2020-04-30 11:26:36,436 - mmaction - INFO - Epoch [114][160/627] lr: 0.18278, eta: 1 day, 11:41:13, time: 2.658, data_time: 0.003, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6417, loss_cls: 2.7322, loss: 2.7322 2020-04-30 11:27:36,440 - mmaction - INFO - Epoch [114][180/627] lr: 0.18278, eta: 1 day, 11:40:11, time: 3.013, data_time: 0.020, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5917, loss_cls: 3.0497, loss: 3.0497 2020-04-30 11:28:27,303 - mmaction - INFO - Epoch [114][200/627] lr: 0.18278, eta: 1 day, 11:39:03, time: 2.547, data_time: 0.005, memory: 14510, top1_acc: 0.3896, top5_acc: 0.6271, loss_cls: 2.8214, loss: 2.8214 2020-04-30 11:29:17,022 - mmaction - INFO - Epoch [114][220/627] lr: 0.18278, eta: 1 day, 11:37:55, time: 2.484, data_time: 0.002, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6354, loss_cls: 2.8691, loss: 2.8691 2020-04-30 11:30:09,432 - mmaction - INFO - Epoch [114][240/627] lr: 0.18278, eta: 1 day, 11:36:48, time: 2.623, data_time: 0.005, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6354, loss_cls: 2.7358, loss: 2.7358 2020-04-30 11:31:02,513 - mmaction - INFO - Epoch [114][260/627] lr: 0.18278, eta: 1 day, 11:35:42, time: 2.653, data_time: 0.039, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.7250, loss: 2.7250 2020-04-30 11:31:53,440 - mmaction - INFO - Epoch [114][280/627] lr: 0.18278, eta: 1 day, 11:34:34, time: 2.545, data_time: 0.002, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.8778, loss: 2.8778 2020-04-30 11:32:44,944 - mmaction - INFO - Epoch [114][300/627] lr: 0.18278, eta: 1 day, 11:33:27, time: 2.575, data_time: 0.004, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6271, loss_cls: 2.7510, loss: 2.7510 2020-04-30 11:33:36,021 - mmaction - INFO - Epoch [114][320/627] lr: 0.18278, eta: 1 day, 11:32:20, time: 2.557, data_time: 0.004, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6292, loss_cls: 2.8209, loss: 2.8209 2020-04-30 11:34:28,333 - mmaction - INFO - Epoch [114][340/627] lr: 0.18278, eta: 1 day, 11:31:13, time: 2.614, data_time: 0.001, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6333, loss_cls: 2.8607, loss: 2.8607 2020-04-30 11:35:18,303 - mmaction - INFO - Epoch [114][360/627] lr: 0.18278, eta: 1 day, 11:30:05, time: 2.496, data_time: 0.003, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6500, loss_cls: 2.8338, loss: 2.8338 2020-04-30 11:36:17,234 - mmaction - INFO - Epoch [114][380/627] lr: 0.18278, eta: 1 day, 11:29:02, time: 2.950, data_time: 0.006, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6333, loss_cls: 2.8505, loss: 2.8505 2020-04-30 11:37:07,715 - mmaction - INFO - Epoch [114][400/627] lr: 0.18278, eta: 1 day, 11:27:54, time: 2.525, data_time: 0.002, memory: 14510, top1_acc: 0.3813, top5_acc: 0.5896, loss_cls: 2.9718, loss: 2.9718 2020-04-30 11:37:58,883 - mmaction - INFO - Epoch [114][420/627] lr: 0.18278, eta: 1 day, 11:26:47, time: 2.555, data_time: 0.000, memory: 14510, top1_acc: 0.3812, top5_acc: 0.6479, loss_cls: 2.7640, loss: 2.7640 2020-04-30 11:38:49,299 - mmaction - INFO - Epoch [114][440/627] lr: 0.18278, eta: 1 day, 11:25:39, time: 2.524, data_time: 0.004, memory: 14510, top1_acc: 0.3333, top5_acc: 0.5917, loss_cls: 2.9842, loss: 2.9842 2020-04-30 11:39:42,003 - mmaction - INFO - Epoch [114][460/627] lr: 0.18278, eta: 1 day, 11:24:33, time: 2.630, data_time: 0.001, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6396, loss_cls: 2.7813, loss: 2.7813 2020-04-30 11:40:35,430 - mmaction - INFO - Epoch [114][480/627] lr: 0.18278, eta: 1 day, 11:23:27, time: 2.672, data_time: 0.112, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6167, loss_cls: 2.8781, loss: 2.8781 2020-04-30 11:41:27,553 - mmaction - INFO - Epoch [114][500/627] lr: 0.18278, eta: 1 day, 11:22:20, time: 2.603, data_time: 0.110, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6333, loss_cls: 2.7667, loss: 2.7667 2020-04-30 11:42:19,868 - mmaction - INFO - Epoch [114][520/627] lr: 0.18278, eta: 1 day, 11:21:14, time: 2.622, data_time: 0.008, memory: 14510, top1_acc: 0.3312, top5_acc: 0.5458, loss_cls: 3.1634, loss: 3.1634 2020-04-30 11:43:11,149 - mmaction - INFO - Epoch [114][540/627] lr: 0.18278, eta: 1 day, 11:20:06, time: 2.564, data_time: 0.002, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5938, loss_cls: 3.0507, loss: 3.0507 2020-04-30 11:44:04,742 - mmaction - INFO - Epoch [114][560/627] lr: 0.18278, eta: 1 day, 11:19:01, time: 2.676, data_time: 0.002, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6104, loss_cls: 2.8864, loss: 2.8864 2020-04-30 11:44:58,281 - mmaction - INFO - Epoch [114][580/627] lr: 0.18278, eta: 1 day, 11:17:55, time: 2.679, data_time: 0.006, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6229, loss_cls: 2.8422, loss: 2.8422 2020-04-30 11:45:59,486 - mmaction - INFO - Epoch [114][600/627] lr: 0.18278, eta: 1 day, 11:16:53, time: 3.060, data_time: 0.004, memory: 14510, top1_acc: 0.3708, top5_acc: 0.6146, loss_cls: 2.8959, loss: 2.8959 2020-04-30 11:46:56,453 - mmaction - INFO - Epoch [114][620/627] lr: 0.18278, eta: 1 day, 11:15:49, time: 2.846, data_time: 0.004, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6479, loss_cls: 2.8129, loss: 2.8129 2020-04-30 11:49:43,791 - mmaction - INFO - Epoch [115][20/627] lr: 0.17798, eta: 1 day, 11:14:53, time: 6.454, data_time: 3.762, memory: 14510, top1_acc: 0.3521, top5_acc: 0.5896, loss_cls: 3.0242, loss: 3.0242 2020-04-30 11:50:35,242 - mmaction - INFO - Epoch [115][40/627] lr: 0.17798, eta: 1 day, 11:13:46, time: 2.569, data_time: 0.003, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6292, loss_cls: 2.7625, loss: 2.7625 2020-04-30 11:51:27,769 - mmaction - INFO - Epoch [115][60/627] lr: 0.17798, eta: 1 day, 11:12:40, time: 2.629, data_time: 0.005, memory: 14510, top1_acc: 0.3562, top5_acc: 0.6125, loss_cls: 2.8476, loss: 2.8476 2020-04-30 11:52:19,657 - mmaction - INFO - Epoch [115][80/627] lr: 0.17798, eta: 1 day, 11:11:33, time: 2.596, data_time: 0.002, memory: 14510, top1_acc: 0.3271, top5_acc: 0.6125, loss_cls: 2.9674, loss: 2.9674 2020-04-30 11:53:14,122 - mmaction - INFO - Epoch [115][100/627] lr: 0.17798, eta: 1 day, 11:10:28, time: 2.720, data_time: 0.002, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6083, loss_cls: 2.9208, loss: 2.9208 2020-04-30 11:54:06,658 - mmaction - INFO - Epoch [115][120/627] lr: 0.17798, eta: 1 day, 11:09:21, time: 2.629, data_time: 0.004, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6292, loss_cls: 2.8504, loss: 2.8504 2020-04-30 11:55:05,402 - mmaction - INFO - Epoch [115][140/627] lr: 0.17798, eta: 1 day, 11:08:18, time: 2.932, data_time: 0.562, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6167, loss_cls: 2.8522, loss: 2.8522 2020-04-30 11:55:58,792 - mmaction - INFO - Epoch [115][160/627] lr: 0.17798, eta: 1 day, 11:07:12, time: 2.674, data_time: 0.035, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6063, loss_cls: 2.8988, loss: 2.8988 2020-04-30 11:56:50,707 - mmaction - INFO - Epoch [115][180/627] lr: 0.17798, eta: 1 day, 11:06:06, time: 2.591, data_time: 0.384, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6000, loss_cls: 2.9327, loss: 2.9327 2020-04-30 11:57:44,239 - mmaction - INFO - Epoch [115][200/627] lr: 0.17798, eta: 1 day, 11:05:00, time: 2.677, data_time: 0.828, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6271, loss_cls: 2.8932, loss: 2.8932 2020-04-30 11:58:39,885 - mmaction - INFO - Epoch [115][220/627] lr: 0.17798, eta: 1 day, 11:03:55, time: 2.783, data_time: 0.023, memory: 14510, top1_acc: 0.3646, top5_acc: 0.6438, loss_cls: 2.7955, loss: 2.7955 2020-04-30 11:59:33,727 - mmaction - INFO - Epoch [115][240/627] lr: 0.17798, eta: 1 day, 11:02:50, time: 2.694, data_time: 0.180, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.8421, loss: 2.8421 2020-04-30 12:00:25,513 - mmaction - INFO - Epoch [115][260/627] lr: 0.17798, eta: 1 day, 11:01:43, time: 2.585, data_time: 0.094, memory: 14510, top1_acc: 0.3812, top5_acc: 0.6104, loss_cls: 2.8806, loss: 2.8806 2020-04-30 12:01:19,810 - mmaction - INFO - Epoch [115][280/627] lr: 0.17798, eta: 1 day, 11:00:37, time: 2.717, data_time: 0.035, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6292, loss_cls: 2.7731, loss: 2.7731 2020-04-30 12:02:11,397 - mmaction - INFO - Epoch [115][300/627] lr: 0.17798, eta: 1 day, 10:59:30, time: 2.581, data_time: 0.399, memory: 14510, top1_acc: 0.3458, top5_acc: 0.5917, loss_cls: 3.0243, loss: 3.0243 2020-04-30 12:03:05,091 - mmaction - INFO - Epoch [115][320/627] lr: 0.17798, eta: 1 day, 10:58:25, time: 2.681, data_time: 0.579, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6000, loss_cls: 2.9466, loss: 2.9466 2020-04-30 12:04:06,370 - mmaction - INFO - Epoch [115][340/627] lr: 0.17798, eta: 1 day, 10:57:23, time: 3.066, data_time: 0.007, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6229, loss_cls: 2.8794, loss: 2.8794 2020-04-30 12:04:59,226 - mmaction - INFO - Epoch [115][360/627] lr: 0.17798, eta: 1 day, 10:56:17, time: 2.640, data_time: 0.004, memory: 14510, top1_acc: 0.3208, top5_acc: 0.6104, loss_cls: 2.9981, loss: 2.9981 2020-04-30 12:05:53,231 - mmaction - INFO - Epoch [115][380/627] lr: 0.17798, eta: 1 day, 10:55:12, time: 2.705, data_time: 0.007, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6313, loss_cls: 2.7700, loss: 2.7700 2020-04-30 12:06:44,974 - mmaction - INFO - Epoch [115][400/627] lr: 0.17798, eta: 1 day, 10:54:05, time: 2.587, data_time: 0.002, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.8040, loss: 2.8040 2020-04-30 12:07:39,805 - mmaction - INFO - Epoch [115][420/627] lr: 0.17798, eta: 1 day, 10:53:00, time: 2.740, data_time: 0.043, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6042, loss_cls: 2.8361, loss: 2.8361 2020-04-30 12:08:34,479 - mmaction - INFO - Epoch [115][440/627] lr: 0.17798, eta: 1 day, 10:51:55, time: 2.735, data_time: 0.004, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6292, loss_cls: 2.7144, loss: 2.7144 2020-04-30 12:09:25,108 - mmaction - INFO - Epoch [115][460/627] lr: 0.17798, eta: 1 day, 10:50:48, time: 2.533, data_time: 0.027, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6438, loss_cls: 2.8219, loss: 2.8219 2020-04-30 12:10:17,841 - mmaction - INFO - Epoch [115][480/627] lr: 0.17798, eta: 1 day, 10:49:41, time: 2.635, data_time: 0.505, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6062, loss_cls: 2.9653, loss: 2.9653 2020-04-30 12:11:11,640 - mmaction - INFO - Epoch [115][500/627] lr: 0.17798, eta: 1 day, 10:48:36, time: 2.686, data_time: 0.097, memory: 14510, top1_acc: 0.3813, top5_acc: 0.6229, loss_cls: 2.8176, loss: 2.8176 2020-04-30 12:12:11,016 - mmaction - INFO - Epoch [115][520/627] lr: 0.17798, eta: 1 day, 10:47:33, time: 2.973, data_time: 0.520, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6021, loss_cls: 2.9150, loss: 2.9150 2020-04-30 12:13:13,149 - mmaction - INFO - Epoch [115][540/627] lr: 0.17798, eta: 1 day, 10:46:32, time: 3.102, data_time: 0.003, memory: 14510, top1_acc: 0.4042, top5_acc: 0.6167, loss_cls: 2.8093, loss: 2.8093 2020-04-30 12:14:07,100 - mmaction - INFO - Epoch [115][560/627] lr: 0.17798, eta: 1 day, 10:45:27, time: 2.703, data_time: 0.008, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6229, loss_cls: 2.8242, loss: 2.8242 2020-04-30 12:15:00,339 - mmaction - INFO - Epoch [115][580/627] lr: 0.17798, eta: 1 day, 10:44:21, time: 2.662, data_time: 0.003, memory: 14510, top1_acc: 0.3813, top5_acc: 0.6292, loss_cls: 2.7799, loss: 2.7799 2020-04-30 12:15:54,217 - mmaction - INFO - Epoch [115][600/627] lr: 0.17798, eta: 1 day, 10:43:16, time: 2.696, data_time: 0.003, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6104, loss_cls: 2.8817, loss: 2.8817 2020-04-30 12:16:49,038 - mmaction - INFO - Epoch [115][620/627] lr: 0.17798, eta: 1 day, 10:42:11, time: 2.740, data_time: 0.001, memory: 14510, top1_acc: 0.3562, top5_acc: 0.6125, loss_cls: 2.9240, loss: 2.9240 2020-04-30 12:20:28,917 - mmaction - INFO - Evaluating top_k_accuracy... 2020-04-30 12:20:29,875 - mmaction - INFO - top1_acc 0.3984 top5_acc 0.6682 2020-04-30 12:20:29,875 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-04-30 12:20:30,008 - mmaction - INFO - mean_acc 0.3983 2020-04-30 12:20:30,019 - mmaction - INFO - Epoch [115][627/627] lr: 0.17798, top1_acc: 0.3984, top5_acc: 0.6682, mean_class_accuracy: 0.3983 2020-04-30 12:21:42,673 - mmaction - INFO - Epoch [116][20/627] lr: 0.17321, eta: 1 day, 10:40:42, time: 3.627, data_time: 1.018, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6500, loss_cls: 2.8127, loss: 2.8127 2020-04-30 12:22:45,444 - mmaction - INFO - Epoch [116][40/627] lr: 0.17321, eta: 1 day, 10:39:42, time: 3.134, data_time: 0.003, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6208, loss_cls: 2.8133, loss: 2.8133 2020-04-30 12:23:39,073 - mmaction - INFO - Epoch [116][60/627] lr: 0.17321, eta: 1 day, 10:38:36, time: 2.688, data_time: 0.009, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6042, loss_cls: 3.0077, loss: 3.0077 2020-04-30 12:24:37,852 - mmaction - INFO - Epoch [116][80/627] lr: 0.17321, eta: 1 day, 10:37:33, time: 2.936, data_time: 0.001, memory: 14510, top1_acc: 0.4333, top5_acc: 0.6500, loss_cls: 2.6289, loss: 2.6289 2020-04-30 12:25:30,006 - mmaction - INFO - Epoch [116][100/627] lr: 0.17321, eta: 1 day, 10:36:27, time: 2.609, data_time: 0.004, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6062, loss_cls: 2.9172, loss: 2.9172 2020-04-30 12:26:23,702 - mmaction - INFO - Epoch [116][120/627] lr: 0.17321, eta: 1 day, 10:35:21, time: 2.683, data_time: 0.003, memory: 14510, top1_acc: 0.3937, top5_acc: 0.6146, loss_cls: 2.8136, loss: 2.8136 2020-04-30 12:27:17,387 - mmaction - INFO - Epoch [116][140/627] lr: 0.17321, eta: 1 day, 10:34:16, time: 2.687, data_time: 0.729, memory: 14510, top1_acc: 0.3563, top5_acc: 0.6104, loss_cls: 2.9588, loss: 2.9588 2020-04-30 12:28:10,824 - mmaction - INFO - Epoch [116][160/627] lr: 0.17321, eta: 1 day, 10:33:10, time: 2.671, data_time: 0.317, memory: 14510, top1_acc: 0.4063, top5_acc: 0.6625, loss_cls: 2.6945, loss: 2.6945 2020-04-30 12:29:02,720 - mmaction - INFO - Epoch [116][180/627] lr: 0.17321, eta: 1 day, 10:32:04, time: 2.594, data_time: 0.003, memory: 14510, top1_acc: 0.3542, top5_acc: 0.6083, loss_cls: 2.8935, loss: 2.8935 2020-04-30 12:29:52,880 - mmaction - INFO - Epoch [116][200/627] lr: 0.17321, eta: 1 day, 10:30:56, time: 2.508, data_time: 0.004, memory: 14510, top1_acc: 0.3979, top5_acc: 0.6125, loss_cls: 2.8371, loss: 2.8371 2020-04-30 12:30:47,723 - mmaction - INFO - Epoch [116][220/627] lr: 0.17321, eta: 1 day, 10:29:51, time: 2.744, data_time: 0.004, memory: 14510, top1_acc: 0.3354, top5_acc: 0.5771, loss_cls: 3.0820, loss: 3.0820 2020-04-30 12:31:48,355 - mmaction - INFO - Epoch [116][240/627] lr: 0.17321, eta: 1 day, 10:28:50, time: 3.032, data_time: 0.003, memory: 14510, top1_acc: 0.3292, top5_acc: 0.5937, loss_cls: 2.9766, loss: 2.9766 2020-04-30 12:32:41,461 - mmaction - INFO - Epoch [116][260/627] lr: 0.17321, eta: 1 day, 10:27:44, time: 2.651, data_time: 0.002, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6583, loss_cls: 2.7861, loss: 2.7861 2020-04-30 12:33:40,276 - mmaction - INFO - Epoch [116][280/627] lr: 0.17321, eta: 1 day, 10:26:41, time: 2.943, data_time: 0.007, memory: 14510, top1_acc: 0.3896, top5_acc: 0.6292, loss_cls: 2.6902, loss: 2.6902 2020-04-30 12:34:32,834 - mmaction - INFO - Epoch [116][300/627] lr: 0.17321, eta: 1 day, 10:25:35, time: 2.630, data_time: 0.004, memory: 14510, top1_acc: 0.3938, top5_acc: 0.6292, loss_cls: 2.7617, loss: 2.7617 2020-04-30 12:35:25,863 - mmaction - INFO - Epoch [116][320/627] lr: 0.17321, eta: 1 day, 10:24:29, time: 2.652, data_time: 0.049, memory: 14510, top1_acc: 0.3167, top5_acc: 0.5938, loss_cls: 3.0415, loss: 3.0415 2020-04-30 12:36:19,177 - mmaction - INFO - Epoch [116][340/627] lr: 0.17321, eta: 1 day, 10:23:23, time: 2.658, data_time: 0.001, memory: 14510, top1_acc: 0.4000, top5_acc: 0.6354, loss_cls: 2.7995, loss: 2.7995 2020-04-30 12:37:13,510 - mmaction - INFO - Epoch [116][360/627] lr: 0.17321, eta: 1 day, 10:22:18, time: 2.722, data_time: 0.008, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6042, loss_cls: 2.9454, loss: 2.9454 2020-04-30 12:38:03,984 - mmaction - INFO - Epoch [116][380/627] lr: 0.17321, eta: 1 day, 10:21:11, time: 2.523, data_time: 0.003, memory: 14510, top1_acc: 0.4063, top5_acc: 0.6687, loss_cls: 2.6589, loss: 2.6589 2020-04-30 12:38:56,436 - mmaction - INFO - Epoch [116][400/627] lr: 0.17321, eta: 1 day, 10:20:05, time: 2.622, data_time: 0.004, memory: 14510, top1_acc: 0.3937, top5_acc: 0.6417, loss_cls: 2.7067, loss: 2.7067 2020-04-30 12:39:46,982 - mmaction - INFO - Epoch [116][420/627] lr: 0.17321, eta: 1 day, 10:18:58, time: 2.525, data_time: 0.004, memory: 14510, top1_acc: 0.3938, top5_acc: 0.6271, loss_cls: 2.7645, loss: 2.7645 2020-04-30 12:40:42,413 - mmaction - INFO - Epoch [116][440/627] lr: 0.17321, eta: 1 day, 10:17:53, time: 2.773, data_time: 0.006, memory: 14510, top1_acc: 0.3458, top5_acc: 0.6646, loss_cls: 2.7150, loss: 2.7150 2020-04-30 12:41:41,797 - mmaction - INFO - Epoch [116][460/627] lr: 0.17321, eta: 1 day, 10:16:51, time: 2.970, data_time: 0.016, memory: 14510, top1_acc: 0.3771, top5_acc: 0.6229, loss_cls: 2.8930, loss: 2.8930 2020-04-30 12:42:33,452 - mmaction - INFO - Epoch [116][480/627] lr: 0.17321, eta: 1 day, 10:15:44, time: 2.579, data_time: 0.099, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6063, loss_cls: 2.9128, loss: 2.9128 2020-04-30 12:43:25,294 - mmaction - INFO - Epoch [116][500/627] lr: 0.17321, eta: 1 day, 10:14:38, time: 2.595, data_time: 0.269, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6042, loss_cls: 2.9297, loss: 2.9297 2020-04-30 12:44:17,145 - mmaction - INFO - Epoch [116][520/627] lr: 0.17321, eta: 1 day, 10:13:31, time: 2.596, data_time: 0.005, memory: 14510, top1_acc: 0.3750, top5_acc: 0.5750, loss_cls: 2.9228, loss: 2.9228 2020-04-30 12:45:10,754 - mmaction - INFO - Epoch [116][540/627] lr: 0.17321, eta: 1 day, 10:12:26, time: 2.675, data_time: 0.001, memory: 14510, top1_acc: 0.3792, top5_acc: 0.5917, loss_cls: 2.9550, loss: 2.9550 2020-04-30 12:46:02,783 - mmaction - INFO - Epoch [116][560/627] lr: 0.17321, eta: 1 day, 10:11:19, time: 2.607, data_time: 0.007, memory: 14510, top1_acc: 0.3979, top5_acc: 0.6417, loss_cls: 2.8209, loss: 2.8209 2020-04-30 12:46:54,320 - mmaction - INFO - Epoch [116][580/627] lr: 0.17321, eta: 1 day, 10:10:13, time: 2.573, data_time: 0.001, memory: 14510, top1_acc: 0.3271, top5_acc: 0.5687, loss_cls: 3.1189, loss: 3.1189 2020-04-30 12:47:46,736 - mmaction - INFO - Epoch [116][600/627] lr: 0.17321, eta: 1 day, 10:09:07, time: 2.623, data_time: 0.004, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6104, loss_cls: 2.7848, loss: 2.7848 2020-04-30 12:48:37,362 - mmaction - INFO - Epoch [116][620/627] lr: 0.17321, eta: 1 day, 10:08:00, time: 2.531, data_time: 0.029, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6292, loss_cls: 2.7653, loss: 2.7653 2020-04-30 12:51:14,561 - mmaction - INFO - Epoch [117][20/627] lr: 0.16849, eta: 1 day, 10:06:56, time: 5.892, data_time: 3.647, memory: 14510, top1_acc: 0.3479, top5_acc: 0.6208, loss_cls: 2.9153, loss: 2.9153 2020-04-30 12:52:04,917 - mmaction - INFO - Epoch [117][40/627] lr: 0.16849, eta: 1 day, 10:05:49, time: 2.521, data_time: 0.845, memory: 14510, top1_acc: 0.4104, top5_acc: 0.6167, loss_cls: 2.7490, loss: 2.7490 2020-04-30 12:52:57,086 - mmaction - INFO - Epoch [117][60/627] lr: 0.16849, eta: 1 day, 10:04:43, time: 2.612, data_time: 0.059, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6229, loss_cls: 2.7825, loss: 2.7825 2020-04-30 12:53:49,339 - mmaction - INFO - Epoch [117][80/627] lr: 0.16849, eta: 1 day, 10:03:37, time: 2.611, data_time: 0.002, memory: 14510, top1_acc: 0.4104, top5_acc: 0.6521, loss_cls: 2.6852, loss: 2.6852 2020-04-30 12:54:41,232 - mmaction - INFO - Epoch [117][100/627] lr: 0.16849, eta: 1 day, 10:02:30, time: 2.597, data_time: 0.018, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6083, loss_cls: 2.8945, loss: 2.8945 2020-04-30 12:55:31,508 - mmaction - INFO - Epoch [117][120/627] lr: 0.16849, eta: 1 day, 10:01:23, time: 2.508, data_time: 0.001, memory: 14510, top1_acc: 0.3583, top5_acc: 0.5979, loss_cls: 2.9046, loss: 2.9046 2020-04-30 12:56:23,243 - mmaction - INFO - Epoch [117][140/627] lr: 0.16849, eta: 1 day, 10:00:17, time: 2.591, data_time: 0.006, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 2.9573, loss: 2.9573 2020-04-30 12:57:13,336 - mmaction - INFO - Epoch [117][160/627] lr: 0.16849, eta: 1 day, 9:59:09, time: 2.503, data_time: 0.012, memory: 14510, top1_acc: 0.3729, top5_acc: 0.6125, loss_cls: 2.8436, loss: 2.8436 2020-04-30 12:58:02,001 - mmaction - INFO - Epoch [117][180/627] lr: 0.16849, eta: 1 day, 9:58:01, time: 2.436, data_time: 0.285, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6458, loss_cls: 2.7516, loss: 2.7516 2020-04-30 12:58:55,773 - mmaction - INFO - Epoch [117][200/627] lr: 0.16849, eta: 1 day, 9:56:56, time: 2.689, data_time: 0.005, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6417, loss_cls: 2.6789, loss: 2.6789 2020-04-30 12:59:54,109 - mmaction - INFO - Epoch [117][220/627] lr: 0.16849, eta: 1 day, 9:55:53, time: 2.911, data_time: 0.001, memory: 14510, top1_acc: 0.4250, top5_acc: 0.6729, loss_cls: 2.6300, loss: 2.6300 2020-04-30 13:00:49,162 - mmaction - INFO - Epoch [117][240/627] lr: 0.16849, eta: 1 day, 9:54:48, time: 2.742, data_time: 0.183, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6646, loss_cls: 2.7330, loss: 2.7330 2020-04-30 13:01:41,245 - mmaction - INFO - Epoch [117][260/627] lr: 0.16849, eta: 1 day, 9:53:42, time: 2.615, data_time: 0.031, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6354, loss_cls: 2.8022, loss: 2.8022 2020-04-30 13:02:33,438 - mmaction - INFO - Epoch [117][280/627] lr: 0.16849, eta: 1 day, 9:52:36, time: 2.613, data_time: 0.009, memory: 14510, top1_acc: 0.3979, top5_acc: 0.6250, loss_cls: 2.7734, loss: 2.7734 2020-04-30 13:03:26,785 - mmaction - INFO - Epoch [117][300/627] lr: 0.16849, eta: 1 day, 9:51:31, time: 2.669, data_time: 0.003, memory: 14510, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.6704, loss: 2.6704 2020-04-30 13:04:19,571 - mmaction - INFO - Epoch [117][320/627] lr: 0.16849, eta: 1 day, 9:50:25, time: 2.636, data_time: 0.001, memory: 14510, top1_acc: 0.4167, top5_acc: 0.6583, loss_cls: 2.6655, loss: 2.6655 2020-04-30 13:05:11,953 - mmaction - INFO - Epoch [117][340/627] lr: 0.16849, eta: 1 day, 9:49:19, time: 2.622, data_time: 0.005, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6625, loss_cls: 2.8057, loss: 2.8057 2020-04-30 13:06:02,708 - mmaction - INFO - Epoch [117][360/627] lr: 0.16849, eta: 1 day, 9:48:12, time: 2.534, data_time: 0.002, memory: 14510, top1_acc: 0.3417, top5_acc: 0.6167, loss_cls: 2.8849, loss: 2.8849 2020-04-30 13:06:54,107 - mmaction - INFO - Epoch [117][380/627] lr: 0.16849, eta: 1 day, 9:47:05, time: 2.571, data_time: 0.006, memory: 14510, top1_acc: 0.4021, top5_acc: 0.6479, loss_cls: 2.6839, loss: 2.6839 2020-04-30 13:07:46,049 - mmaction - INFO - Epoch [117][400/627] lr: 0.16849, eta: 1 day, 9:45:59, time: 2.599, data_time: 0.005, memory: 14510, top1_acc: 0.4271, top5_acc: 0.6521, loss_cls: 2.6470, loss: 2.6470 2020-04-30 13:08:40,894 - mmaction - INFO - Epoch [117][420/627] lr: 0.16849, eta: 1 day, 9:44:55, time: 2.738, data_time: 0.003, memory: 14510, top1_acc: 0.4167, top5_acc: 0.6750, loss_cls: 2.5482, loss: 2.5482 2020-04-30 13:09:37,091 - mmaction - INFO - Epoch [117][440/627] lr: 0.16849, eta: 1 day, 9:43:51, time: 2.814, data_time: 0.009, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6458, loss_cls: 2.7132, loss: 2.7132 2020-04-30 13:10:27,913 - mmaction - INFO - Epoch [117][460/627] lr: 0.16849, eta: 1 day, 9:42:44, time: 2.538, data_time: 0.138, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6333, loss_cls: 2.8342, loss: 2.8342 2020-04-30 13:11:18,879 - mmaction - INFO - Epoch [117][480/627] lr: 0.16849, eta: 1 day, 9:41:37, time: 2.553, data_time: 0.956, memory: 14510, top1_acc: 0.3396, top5_acc: 0.6208, loss_cls: 2.9869, loss: 2.9869 2020-04-30 13:12:12,894 - mmaction - INFO - Epoch [117][500/627] lr: 0.16849, eta: 1 day, 9:40:32, time: 2.700, data_time: 1.201, memory: 14510, top1_acc: 0.3896, top5_acc: 0.6479, loss_cls: 2.8156, loss: 2.8156 2020-04-30 13:13:06,491 - mmaction - INFO - Epoch [117][520/627] lr: 0.16849, eta: 1 day, 9:39:27, time: 2.678, data_time: 0.734, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6000, loss_cls: 2.9228, loss: 2.9228 2020-04-30 13:13:56,253 - mmaction - INFO - Epoch [117][540/627] lr: 0.16849, eta: 1 day, 9:38:20, time: 2.490, data_time: 0.320, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.7760, loss: 2.7760 2020-04-30 13:14:48,043 - mmaction - INFO - Epoch [117][560/627] lr: 0.16849, eta: 1 day, 9:37:13, time: 2.588, data_time: 0.011, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6000, loss_cls: 2.8984, loss: 2.8984 2020-04-30 13:15:38,980 - mmaction - INFO - Epoch [117][580/627] lr: 0.16849, eta: 1 day, 9:36:07, time: 2.545, data_time: 0.003, memory: 14510, top1_acc: 0.3604, top5_acc: 0.6000, loss_cls: 3.0117, loss: 3.0117 2020-04-30 13:16:29,469 - mmaction - INFO - Epoch [117][600/627] lr: 0.16849, eta: 1 day, 9:35:00, time: 2.527, data_time: 0.005, memory: 14510, top1_acc: 0.4313, top5_acc: 0.6417, loss_cls: 2.6840, loss: 2.6840 2020-04-30 13:17:21,971 - mmaction - INFO - Epoch [117][620/627] lr: 0.16849, eta: 1 day, 9:33:54, time: 2.625, data_time: 0.009, memory: 14510, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.8134, loss: 2.8134 2020-04-30 13:20:00,504 - mmaction - INFO - Epoch [118][20/627] lr: 0.16380, eta: 1 day, 9:32:54, time: 6.210, data_time: 3.481, memory: 14510, top1_acc: 0.3292, top5_acc: 0.6146, loss_cls: 2.9311, loss: 2.9311 2020-04-30 13:20:50,331 - mmaction - INFO - Epoch [118][40/627] lr: 0.16380, eta: 1 day, 9:31:46, time: 2.485, data_time: 0.002, memory: 14510, top1_acc: 0.4208, top5_acc: 0.6583, loss_cls: 2.6437, loss: 2.6437 2020-04-30 13:21:40,908 - mmaction - INFO - Epoch [118][60/627] lr: 0.16380, eta: 1 day, 9:30:39, time: 2.533, data_time: 0.026, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6208, loss_cls: 2.8329, loss: 2.8329 2020-04-30 13:22:32,006 - mmaction - INFO - Epoch [118][80/627] lr: 0.16380, eta: 1 day, 9:29:33, time: 2.557, data_time: 0.004, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.8310, loss: 2.8310 2020-04-30 13:23:25,343 - mmaction - INFO - Epoch [118][100/627] lr: 0.16380, eta: 1 day, 9:28:27, time: 2.665, data_time: 0.773, memory: 14510, top1_acc: 0.3667, top5_acc: 0.5979, loss_cls: 2.9747, loss: 2.9747 2020-04-30 13:24:20,205 - mmaction - INFO - Epoch [118][120/627] lr: 0.16380, eta: 1 day, 9:27:23, time: 2.742, data_time: 1.235, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6271, loss_cls: 2.8066, loss: 2.8066 2020-04-30 13:25:14,087 - mmaction - INFO - Epoch [118][140/627] lr: 0.16380, eta: 1 day, 9:26:18, time: 2.691, data_time: 1.016, memory: 14510, top1_acc: 0.3667, top5_acc: 0.5937, loss_cls: 2.8635, loss: 2.8635 2020-04-30 13:26:04,733 - mmaction - INFO - Epoch [118][160/627] lr: 0.16380, eta: 1 day, 9:25:11, time: 2.536, data_time: 0.942, memory: 14510, top1_acc: 0.3687, top5_acc: 0.6104, loss_cls: 2.7914, loss: 2.7914 2020-04-30 13:26:58,294 - mmaction - INFO - Epoch [118][180/627] lr: 0.16380, eta: 1 day, 9:24:06, time: 2.668, data_time: 0.138, memory: 14510, top1_acc: 0.3437, top5_acc: 0.6250, loss_cls: 2.8891, loss: 2.8891 2020-04-30 13:27:55,323 - mmaction - INFO - Epoch [118][200/627] lr: 0.16380, eta: 1 day, 9:23:02, time: 2.861, data_time: 0.015, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6208, loss_cls: 2.8601, loss: 2.8601 2020-04-30 13:28:47,424 - mmaction - INFO - Epoch [118][220/627] lr: 0.16380, eta: 1 day, 9:21:56, time: 2.604, data_time: 0.486, memory: 14510, top1_acc: 0.3854, top5_acc: 0.6271, loss_cls: 2.8639, loss: 2.8639 2020-04-30 13:29:41,115 - mmaction - INFO - Epoch [118][240/627] lr: 0.16380, eta: 1 day, 9:20:51, time: 2.685, data_time: 1.177, memory: 14510, top1_acc: 0.3896, top5_acc: 0.6229, loss_cls: 2.8388, loss: 2.8388 2020-04-30 13:30:35,333 - mmaction - INFO - Epoch [118][260/627] lr: 0.16380, eta: 1 day, 9:19:46, time: 2.711, data_time: 1.210, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6375, loss_cls: 2.8448, loss: 2.8448 2020-04-30 13:31:27,154 - mmaction - INFO - Epoch [118][280/627] lr: 0.16380, eta: 1 day, 9:18:40, time: 2.593, data_time: 0.847, memory: 14510, top1_acc: 0.4292, top5_acc: 0.6688, loss_cls: 2.6435, loss: 2.6435 2020-04-30 13:32:18,053 - mmaction - INFO - Epoch [118][300/627] lr: 0.16380, eta: 1 day, 9:17:34, time: 2.543, data_time: 0.002, memory: 14510, top1_acc: 0.4438, top5_acc: 0.6750, loss_cls: 2.5439, loss: 2.5439 2020-04-30 13:33:09,855 - mmaction - INFO - Epoch [118][320/627] lr: 0.16380, eta: 1 day, 9:16:28, time: 2.591, data_time: 0.003, memory: 14510, top1_acc: 0.3646, top5_acc: 0.5896, loss_cls: 2.8732, loss: 2.8732 2020-04-30 13:33:59,431 - mmaction - INFO - Epoch [118][340/627] lr: 0.16380, eta: 1 day, 9:15:20, time: 2.477, data_time: 0.002, memory: 14510, top1_acc: 0.3583, top5_acc: 0.6125, loss_cls: 2.8827, loss: 2.8827 2020-04-30 13:34:50,774 - mmaction - INFO - Epoch [118][360/627] lr: 0.16380, eta: 1 day, 9:14:14, time: 2.570, data_time: 0.004, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6021, loss_cls: 2.9233, loss: 2.9233 2020-04-30 13:35:42,794 - mmaction - INFO - Epoch [118][380/627] lr: 0.16380, eta: 1 day, 9:13:08, time: 2.600, data_time: 0.001, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.7326, loss: 2.7326 2020-04-30 13:36:40,946 - mmaction - INFO - Epoch [118][400/627] lr: 0.16380, eta: 1 day, 9:12:05, time: 2.908, data_time: 0.005, memory: 14510, top1_acc: 0.4021, top5_acc: 0.6312, loss_cls: 2.7422, loss: 2.7422 2020-04-30 13:37:32,533 - mmaction - INFO - Epoch [118][420/627] lr: 0.16380, eta: 1 day, 9:10:59, time: 2.578, data_time: 0.001, memory: 14510, top1_acc: 0.3479, top5_acc: 0.5875, loss_cls: 2.9412, loss: 2.9412 2020-04-30 13:38:21,736 - mmaction - INFO - Epoch [118][440/627] lr: 0.16380, eta: 1 day, 9:09:52, time: 2.461, data_time: 0.016, memory: 14510, top1_acc: 0.3688, top5_acc: 0.6188, loss_cls: 2.8896, loss: 2.8896 2020-04-30 13:39:12,796 - mmaction - INFO - Epoch [118][460/627] lr: 0.16380, eta: 1 day, 9:08:45, time: 2.549, data_time: 0.002, memory: 14510, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.8888, loss: 2.8888 2020-04-30 13:40:03,523 - mmaction - INFO - Epoch [118][480/627] lr: 0.16380, eta: 1 day, 9:07:38, time: 2.535, data_time: 0.005, memory: 14510, top1_acc: 0.3521, top5_acc: 0.6042, loss_cls: 2.9447, loss: 2.9447 2020-04-30 13:40:55,618 - mmaction - INFO - Epoch [118][500/627] lr: 0.16380, eta: 1 day, 9:06:33, time: 2.608, data_time: 0.007, memory: 14510, top1_acc: 0.3833, top5_acc: 0.6083, loss_cls: 2.8819, loss: 2.8819 2020-04-30 13:41:44,561 - mmaction - INFO - Epoch [118][520/627] lr: 0.16380, eta: 1 day, 9:05:25, time: 2.451, data_time: 0.020, memory: 14510, top1_acc: 0.3500, top5_acc: 0.6021, loss_cls: 2.9492, loss: 2.9492 2020-04-30 13:42:36,495 - mmaction - INFO - Epoch [118][540/627] lr: 0.16380, eta: 1 day, 9:04:19, time: 2.595, data_time: 0.019, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.8082, loss: 2.8082 2020-04-30 13:43:29,458 - mmaction - INFO - Epoch [118][560/627] lr: 0.16380, eta: 1 day, 9:03:14, time: 2.648, data_time: 0.002, memory: 14510, top1_acc: 0.3292, top5_acc: 0.6333, loss_cls: 2.8677, loss: 2.8677 2020-04-30 13:44:21,050 - mmaction - INFO - Epoch [118][580/627] lr: 0.16380, eta: 1 day, 9:02:08, time: 2.580, data_time: 0.420, memory: 14510, top1_acc: 0.3438, top5_acc: 0.6146, loss_cls: 2.9666, loss: 2.9666 2020-04-30 13:45:11,137 - mmaction - INFO - Epoch [118][600/627] lr: 0.16380, eta: 1 day, 9:01:01, time: 2.504, data_time: 0.532, memory: 14510, top1_acc: 0.3917, top5_acc: 0.6604, loss_cls: 2.6860, loss: 2.6860 2020-04-30 13:46:12,523 - mmaction - INFO - Epoch [118][620/627] lr: 0.16380, eta: 1 day, 9:00:00, time: 3.065, data_time: 0.189, memory: 14510, top1_acc: 0.3562, top5_acc: 0.6063, loss_cls: 2.8423, loss: 2.8423 2020-04-30 13:48:27,763 - mmaction - INFO - Epoch [119][20/627] lr: 0.15916, eta: 1 day, 8:58:50, time: 5.311, data_time: 2.803, memory: 14510, top1_acc: 0.3813, top5_acc: 0.6479, loss_cls: 2.6741, loss: 2.6741 2020-04-30 13:49:22,159 - mmaction - INFO - Epoch [119][40/627] lr: 0.15916, eta: 1 day, 8:57:45, time: 2.718, data_time: 0.004, memory: 14510, top1_acc: 0.3875, top5_acc: 0.6604, loss_cls: 2.7873, loss: 2.7873 2020-04-30 13:50:16,187 - mmaction - INFO - Epoch [119][60/627] lr: 0.15916, eta: 1 day, 8:56:40, time: 2.701, data_time: 0.006, memory: 14510, top1_acc: 0.3625, top5_acc: 0.6083, loss_cls: 2.8562, loss: 2.8562 2020-04-30 13:51:07,274 - mmaction - INFO - Epoch [119][80/627] lr: 0.15916, eta: 1 day, 8:55:34, time: 2.557, data_time: 0.005, memory: 14510, top1_acc: 0.3667, top5_acc: 0.6542, loss_cls: 2.6961, loss: 2.6961 2020-05-06 11:54:13,096 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.5 (default, Oct 25 2019, 15:51:11) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.2/ NVCC: Cuda compilation tools, release 9.2, V9.2.148 GPU 0,1,2,3,4,5,6,7: Tesla V100-PCIE-16GB GCC: gcc (GCC) 7.3.0 PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_30,code=sm_30;-gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-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;-gencode;arch=compute_52,code=compute_52 - CuDNN 7.6 - Built with CuDNN 7.3.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -O2 -pipe -I/opt/conda/conda-bld/pytorch_1565139893765/_h_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_place/include -fdebug-prefix-map=${SRC_DIR}=/usr/local/src/conda/${PKG_NAME}-${PKG_VERSION} -fdebug-prefix-map=${PREFIX}=/usr/local/src/conda-prefix -D_FORTIFY_SOURCE=2 -O2 -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -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, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.1 MMCV: 0.4.3 MMAction: 1.0rc1+d884fc7 ------------------------------------------------------------ 2020-05-06 11:54:13,097 - mmaction - INFO - Distributed training: True 2020-05-06 11:54:13,097 - mmaction - INFO - Config: /mnt/lustre/xusu/refactor/mmit_debug/mmaction-lite/config/r2plus1d_rgb_8x8x1_r34_3d_kinetics400_180e.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet2Plus1d', depth=34, pretrained=None, pretrained2d=False, norm_eval=False, conv_cfg=dict(type='Conv(2+1)d'), norm_cfg=dict(type='SyncBN', requires_grad=True, eps=1e-3), act_cfg=dict(type='ReLU'), conv1_kernel=(3, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(1, 1, 1, 1), spatial_strides=(1, 2, 2, 2), temporal_strides=(1, 2, 2, 2), zero_init_residual=False), cls_head=dict( type='I3DHead', num_classes=400, in_channels=512, spatial_type='avg', dropout_ratio=0.5, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' # data_root = 'data/kinetics400/rawframes_train/' # 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' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ann_file_train = '/mnt/lustre/DATAshare2/kinetics_train_list_hd320.txt' ann_file_val = '/mnt/lustre/DATAshare2/kinetics_val_list_hd320.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=24, workers_per_gpu=1, 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_mode=True), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=test_pipeline, test_mode=True)) # optimizer optimizer = dict(type='SGD', lr=0.6, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='cosine', warmup='linear', warmup_ratio=0.1, warmup_byepoch=True, warmup_iters=40) total_epochs = 180 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/r2plus1d_rgb_8x8x1_r34_3d_kinetics400_180e/' load_from = None resume_from = None workflow = [('train', 1)] find_unused_parameters = False 2020-05-06 11:54:23,366 - mmaction - INFO - load checkpoint from work_dirs/retrain_r21dr34/latest.pth 2020-05-06 11:54:31,207 - mmaction - INFO - resumed epoch 115, iter 72105 2020-05-06 11:54:31,221 - mmaction - INFO - Start running, host: xusu@SH-IDC1-10-5-37-39, work_dir: /mnt/lustre/xusu/refactor/mmit_debug/mmaction-lite/work_dirs/retrain_r21dr34 2020-05-06 11:54:31,221 - mmaction - INFO - workflow: [('train', 1)], max: 180 epochs 2020-05-06 11:56:35,668 - mmaction - INFO - Epoch [116][20/627] lr: 0.17321, eta: 2 days, 22:20:57, time: 6.217, data_time: 2.943, memory: 14492, top1_acc: 0.3833, top5_acc: 0.5937, loss_cls: 2.9237, loss: 2.9237 2020-05-06 11:58:25,196 - mmaction - INFO - Epoch [116][40/627] lr: 0.17321, eta: 2 days, 18:07:56, time: 5.478, data_time: 0.006, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6250, loss_cls: 2.8326, loss: 2.8326 2020-05-06 12:00:18,014 - mmaction - INFO - Epoch [116][60/627] lr: 0.17321, eta: 2 days, 17:18:31, time: 5.637, data_time: 0.004, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6167, loss_cls: 2.7982, loss: 2.7982 2020-05-06 12:02:17,511 - mmaction - INFO - Epoch [116][80/627] lr: 0.17321, eta: 2 days, 17:50:33, time: 5.978, data_time: 0.018, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6167, loss_cls: 2.8048, loss: 2.8048 2020-05-06 12:04:13,049 - mmaction - INFO - Epoch [116][100/627] lr: 0.17321, eta: 2 days, 17:41:50, time: 5.777, data_time: 0.004, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6146, loss_cls: 2.8489, loss: 2.8489 2020-05-06 12:05:59,576 - mmaction - INFO - Epoch [116][120/627] lr: 0.17321, eta: 2 days, 16:44:29, time: 5.327, data_time: 0.003, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6229, loss_cls: 2.8071, loss: 2.8071 2020-05-06 12:07:53,776 - mmaction - INFO - Epoch [116][140/627] lr: 0.17321, eta: 2 days, 16:40:03, time: 5.710, data_time: 0.003, memory: 14492, top1_acc: 0.3625, top5_acc: 0.5979, loss_cls: 2.9593, loss: 2.9593 2020-05-06 12:09:45,676 - mmaction - INFO - Epoch [116][160/627] lr: 0.17321, eta: 2 days, 16:26:25, time: 5.593, data_time: 0.006, memory: 14492, top1_acc: 0.3812, top5_acc: 0.6375, loss_cls: 2.6872, loss: 2.6872 2020-05-06 12:11:35,705 - mmaction - INFO - Epoch [116][180/627] lr: 0.17321, eta: 2 days, 16:08:32, time: 5.502, data_time: 0.484, memory: 14492, top1_acc: 0.3687, top5_acc: 0.6250, loss_cls: 2.8305, loss: 2.8305 2020-05-06 12:13:31,269 - mmaction - INFO - Epoch [116][200/627] lr: 0.17321, eta: 2 days, 16:12:36, time: 5.779, data_time: 2.073, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6312, loss_cls: 2.7450, loss: 2.7450 2020-05-06 12:15:20,691 - mmaction - INFO - Epoch [116][220/627] lr: 0.17321, eta: 2 days, 15:56:40, time: 5.472, data_time: 4.023, memory: 14492, top1_acc: 0.3542, top5_acc: 0.6229, loss_cls: 2.9236, loss: 2.9236 2020-05-06 12:17:16,020 - mmaction - INFO - Epoch [116][240/627] lr: 0.17321, eta: 2 days, 15:59:45, time: 5.767, data_time: 1.174, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6271, loss_cls: 2.8198, loss: 2.8198 2020-05-06 12:19:12,366 - mmaction - INFO - Epoch [116][260/627] lr: 0.17321, eta: 2 days, 16:04:33, time: 5.816, data_time: 0.050, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6521, loss_cls: 2.7975, loss: 2.7975 2020-05-06 12:21:04,524 - mmaction - INFO - Epoch [116][280/627] lr: 0.17321, eta: 2 days, 15:58:05, time: 5.602, data_time: 0.113, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6229, loss_cls: 2.8666, loss: 2.8666 2020-05-06 12:23:10,235 - mmaction - INFO - Epoch [116][300/627] lr: 0.17321, eta: 2 days, 16:23:24, time: 6.295, data_time: 0.054, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6562, loss_cls: 2.7653, loss: 2.7653 2020-05-06 12:25:05,574 - mmaction - INFO - Epoch [116][320/627] lr: 0.17321, eta: 2 days, 16:22:57, time: 5.765, data_time: 0.002, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6292, loss_cls: 2.9265, loss: 2.9265 2020-05-06 12:26:52,997 - mmaction - INFO - Epoch [116][340/627] lr: 0.17321, eta: 2 days, 16:06:48, time: 5.373, data_time: 0.003, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6500, loss_cls: 2.7283, loss: 2.7283 2020-05-06 12:28:42,091 - mmaction - INFO - Epoch [116][360/627] lr: 0.17321, eta: 2 days, 15:55:20, time: 5.455, data_time: 0.002, memory: 14492, top1_acc: 0.3417, top5_acc: 0.6021, loss_cls: 2.9803, loss: 2.9803 2020-05-06 12:30:27,325 - mmaction - INFO - Epoch [116][380/627] lr: 0.17321, eta: 2 days, 15:37:52, time: 5.257, data_time: 0.001, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6229, loss_cls: 2.8597, loss: 2.8597 2020-05-06 12:32:11,533 - mmaction - INFO - Epoch [116][400/627] lr: 0.17321, eta: 2 days, 15:20:31, time: 5.214, data_time: 0.008, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6250, loss_cls: 2.8581, loss: 2.8581 2020-05-06 12:34:07,531 - mmaction - INFO - Epoch [116][420/627] lr: 0.17321, eta: 2 days, 15:23:15, time: 5.795, data_time: 0.002, memory: 14492, top1_acc: 0.3604, top5_acc: 0.5979, loss_cls: 3.0264, loss: 3.0264 2020-05-06 12:35:48,928 - mmaction - INFO - Epoch [116][440/627] lr: 0.17321, eta: 2 days, 15:03:29, time: 5.072, data_time: 0.286, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6542, loss_cls: 2.6970, loss: 2.6970 2020-05-06 12:37:30,226 - mmaction - INFO - Epoch [116][460/627] lr: 0.17321, eta: 2 days, 14:45:12, time: 5.069, data_time: 2.076, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6000, loss_cls: 2.8166, loss: 2.8166 2020-05-06 12:39:18,690 - mmaction - INFO - Epoch [116][480/627] lr: 0.17321, eta: 2 days, 14:38:09, time: 5.421, data_time: 3.143, memory: 14492, top1_acc: 0.3667, top5_acc: 0.6062, loss_cls: 2.8469, loss: 2.8469 2020-05-06 12:41:13,921 - mmaction - INFO - Epoch [116][500/627] lr: 0.17321, eta: 2 days, 14:40:34, time: 5.759, data_time: 0.635, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6146, loss_cls: 2.9016, loss: 2.9016 2020-05-06 12:43:10,454 - mmaction - INFO - Epoch [116][520/627] lr: 0.17321, eta: 2 days, 14:44:31, time: 5.830, data_time: 0.207, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6187, loss_cls: 2.8552, loss: 2.8552 2020-05-06 12:45:03,181 - mmaction - INFO - Epoch [116][540/627] lr: 0.17321, eta: 2 days, 14:43:09, time: 5.634, data_time: 0.003, memory: 14492, top1_acc: 0.3521, top5_acc: 0.6125, loss_cls: 2.8533, loss: 2.8533 2020-05-06 12:46:51,652 - mmaction - INFO - Epoch [116][560/627] lr: 0.17321, eta: 2 days, 14:36:46, time: 5.426, data_time: 0.008, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6000, loss_cls: 2.8626, loss: 2.8626 2020-05-06 12:48:38,334 - mmaction - INFO - Epoch [116][580/627] lr: 0.17321, eta: 2 days, 14:28:33, time: 5.333, data_time: 0.002, memory: 14492, top1_acc: 0.3417, top5_acc: 0.5917, loss_cls: 3.0016, loss: 3.0016 2020-05-06 12:50:27,104 - mmaction - INFO - Epoch [116][600/627] lr: 0.17321, eta: 2 days, 14:23:07, time: 5.438, data_time: 0.003, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6333, loss_cls: 2.7488, loss: 2.7488 2020-05-06 12:52:18,967 - mmaction - INFO - Epoch [116][620/627] lr: 0.17321, eta: 2 days, 14:21:10, time: 5.589, data_time: 0.003, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6188, loss_cls: 2.8509, loss: 2.8509 2020-05-06 12:55:56,948 - mmaction - INFO - Epoch [117][20/627] lr: 0.16849, eta: 2 days, 14:39:38, time: 8.566, data_time: 4.386, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6083, loss_cls: 2.8829, loss: 2.8829 2020-05-06 12:57:38,618 - mmaction - INFO - Epoch [117][40/627] lr: 0.16849, eta: 2 days, 14:26:59, time: 5.086, data_time: 0.005, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6271, loss_cls: 2.8316, loss: 2.8316 2020-05-06 12:59:24,516 - mmaction - INFO - Epoch [117][60/627] lr: 0.16849, eta: 2 days, 14:18:57, time: 5.291, data_time: 0.001, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6375, loss_cls: 2.7792, loss: 2.7792 2020-05-06 13:01:10,390 - mmaction - INFO - Epoch [117][80/627] lr: 0.16849, eta: 2 days, 14:11:16, time: 5.290, data_time: 0.004, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6375, loss_cls: 2.6783, loss: 2.6783 2020-05-06 13:03:06,960 - mmaction - INFO - Epoch [117][100/627] lr: 0.16849, eta: 2 days, 14:13:52, time: 5.834, data_time: 0.020, memory: 14492, top1_acc: 0.3521, top5_acc: 0.6042, loss_cls: 2.9600, loss: 2.9600 2020-05-06 13:04:52,231 - mmaction - INFO - Epoch [117][120/627] lr: 0.16849, eta: 2 days, 14:06:03, time: 5.263, data_time: 0.003, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6271, loss_cls: 2.7944, loss: 2.7944 2020-05-06 13:06:35,030 - mmaction - INFO - Epoch [117][140/627] lr: 0.16849, eta: 2 days, 13:56:25, time: 5.140, data_time: 0.002, memory: 14492, top1_acc: 0.3708, top5_acc: 0.6375, loss_cls: 2.7933, loss: 2.7933 2020-05-06 13:08:19,004 - mmaction - INFO - Epoch [117][160/627] lr: 0.16849, eta: 2 days, 13:48:10, time: 5.200, data_time: 0.002, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6146, loss_cls: 2.8966, loss: 2.8966 2020-05-06 13:10:05,845 - mmaction - INFO - Epoch [117][180/627] lr: 0.16849, eta: 2 days, 13:42:35, time: 5.341, data_time: 0.495, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6708, loss_cls: 2.6262, loss: 2.6262 2020-05-06 13:11:45,524 - mmaction - INFO - Epoch [117][200/627] lr: 0.16849, eta: 2 days, 13:31:24, time: 4.981, data_time: 0.003, memory: 14492, top1_acc: 0.3687, top5_acc: 0.6250, loss_cls: 2.7481, loss: 2.7481 2020-05-06 13:13:27,639 - mmaction - INFO - Epoch [117][220/627] lr: 0.16849, eta: 2 days, 13:22:41, time: 5.109, data_time: 0.005, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.8169, loss: 2.8169 2020-05-06 13:15:03,421 - mmaction - INFO - Epoch [117][240/627] lr: 0.16849, eta: 2 days, 13:09:23, time: 4.790, data_time: 0.002, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6354, loss_cls: 2.7521, loss: 2.7521 2020-05-06 13:16:35,590 - mmaction - INFO - Epoch [117][260/627] lr: 0.16849, eta: 2 days, 12:53:53, time: 4.608, data_time: 0.002, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6146, loss_cls: 2.8484, loss: 2.8484 2020-05-06 13:18:00,465 - mmaction - INFO - Epoch [117][280/627] lr: 0.16849, eta: 2 days, 12:33:40, time: 4.244, data_time: 0.338, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6417, loss_cls: 2.8276, loss: 2.8276 2020-05-06 13:19:34,634 - mmaction - INFO - Epoch [117][300/627] lr: 0.16849, eta: 2 days, 12:20:51, time: 4.704, data_time: 0.478, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6417, loss_cls: 2.8182, loss: 2.8182 2020-05-06 13:21:08,796 - mmaction - INFO - Epoch [117][320/627] lr: 0.16849, eta: 2 days, 12:08:35, time: 4.709, data_time: 0.006, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6542, loss_cls: 2.7707, loss: 2.7707 2020-05-06 13:22:50,752 - mmaction - INFO - Epoch [117][340/627] lr: 0.16849, eta: 2 days, 12:02:08, time: 5.101, data_time: 0.014, memory: 14492, top1_acc: 0.3708, top5_acc: 0.6042, loss_cls: 2.9021, loss: 2.9021 2020-05-06 13:24:35,501 - mmaction - INFO - Epoch [117][360/627] lr: 0.16849, eta: 2 days, 11:57:40, time: 5.234, data_time: 0.002, memory: 14492, top1_acc: 0.3375, top5_acc: 0.6000, loss_cls: 2.9832, loss: 2.9832 2020-05-06 13:26:06,355 - mmaction - INFO - Epoch [117][380/627] lr: 0.16849, eta: 2 days, 11:44:16, time: 4.546, data_time: 0.245, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6896, loss_cls: 2.5670, loss: 2.5670 2020-05-06 13:27:31,072 - mmaction - INFO - Epoch [117][400/627] lr: 0.16849, eta: 2 days, 11:27:17, time: 4.234, data_time: 1.641, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6271, loss_cls: 2.7804, loss: 2.7804 2020-05-06 13:29:00,474 - mmaction - INFO - Epoch [117][420/627] lr: 0.16849, eta: 2 days, 11:13:55, time: 4.472, data_time: 0.092, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6438, loss_cls: 2.7022, loss: 2.7022 2020-05-06 13:30:31,566 - mmaction - INFO - Epoch [117][440/627] lr: 0.16849, eta: 2 days, 11:02:01, time: 4.555, data_time: 0.001, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6604, loss_cls: 2.6945, loss: 2.6945 2020-05-06 13:32:04,153 - mmaction - INFO - Epoch [117][460/627] lr: 0.16849, eta: 2 days, 10:51:24, time: 4.628, data_time: 0.012, memory: 14492, top1_acc: 0.3437, top5_acc: 0.5958, loss_cls: 2.9370, loss: 2.9370 2020-05-06 13:33:47,397 - mmaction - INFO - Epoch [117][480/627] lr: 0.16849, eta: 2 days, 10:47:27, time: 5.161, data_time: 0.003, memory: 14492, top1_acc: 0.3583, top5_acc: 0.6229, loss_cls: 2.8460, loss: 2.8460 2020-05-06 13:35:19,094 - mmaction - INFO - Epoch [117][500/627] lr: 0.16849, eta: 2 days, 10:36:52, time: 4.587, data_time: 0.013, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6583, loss_cls: 2.7424, loss: 2.7424 2020-05-06 13:36:49,770 - mmaction - INFO - Epoch [117][520/627] lr: 0.16849, eta: 2 days, 10:25:59, time: 4.534, data_time: 0.044, memory: 14492, top1_acc: 0.3354, top5_acc: 0.6146, loss_cls: 2.9292, loss: 2.9292 2020-05-06 13:38:22,492 - mmaction - INFO - Epoch [117][540/627] lr: 0.16849, eta: 2 days, 10:16:36, time: 4.637, data_time: 0.002, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6333, loss_cls: 2.7639, loss: 2.7639 2020-05-06 13:39:51,970 - mmaction - INFO - Epoch [117][560/627] lr: 0.16849, eta: 2 days, 10:05:37, time: 4.471, data_time: 0.001, memory: 14492, top1_acc: 0.3687, top5_acc: 0.6146, loss_cls: 2.8877, loss: 2.8877 2020-05-06 13:41:41,571 - mmaction - INFO - Epoch [117][580/627] lr: 0.16849, eta: 2 days, 10:05:55, time: 5.473, data_time: 0.005, memory: 14492, top1_acc: 0.3458, top5_acc: 0.6333, loss_cls: 2.9448, loss: 2.9448 2020-05-06 13:43:22,304 - mmaction - INFO - Epoch [117][600/627] lr: 0.16849, eta: 2 days, 10:01:33, time: 5.046, data_time: 0.015, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6542, loss_cls: 2.7066, loss: 2.7066 2020-05-06 13:44:59,330 - mmaction - INFO - Epoch [117][620/627] lr: 0.16849, eta: 2 days, 9:55:10, time: 4.848, data_time: 0.002, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6146, loss_cls: 2.7832, loss: 2.7832 2020-05-06 13:48:01,945 - mmaction - INFO - Epoch [118][20/627] lr: 0.16380, eta: 2 days, 9:54:17, time: 7.269, data_time: 2.914, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6458, loss_cls: 2.7430, loss: 2.7430 2020-05-06 13:49:36,143 - mmaction - INFO - Epoch [118][40/627] lr: 0.16380, eta: 2 days, 9:46:46, time: 4.712, data_time: 0.005, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6083, loss_cls: 2.8709, loss: 2.8709 2020-05-06 13:51:06,849 - mmaction - INFO - Epoch [118][60/627] lr: 0.16380, eta: 2 days, 9:37:39, time: 4.537, data_time: 0.021, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6292, loss_cls: 2.8163, loss: 2.8163 2020-05-06 13:52:48,187 - mmaction - INFO - Epoch [118][80/627] lr: 0.16380, eta: 2 days, 9:33:59, time: 5.065, data_time: 0.001, memory: 14492, top1_acc: 0.3667, top5_acc: 0.5958, loss_cls: 2.9465, loss: 2.9465 2020-05-06 13:54:21,132 - mmaction - INFO - Epoch [118][100/627] lr: 0.16380, eta: 2 days, 9:26:19, time: 4.647, data_time: 0.002, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.8235, loss: 2.8235 2020-05-06 13:55:51,063 - mmaction - INFO - Epoch [118][120/627] lr: 0.16380, eta: 2 days, 9:17:23, time: 4.496, data_time: 0.003, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6479, loss_cls: 2.7334, loss: 2.7334 2020-05-06 13:57:25,998 - mmaction - INFO - Epoch [118][140/627] lr: 0.16380, eta: 2 days, 9:11:01, time: 4.746, data_time: 0.003, memory: 14492, top1_acc: 0.3667, top5_acc: 0.6083, loss_cls: 2.9161, loss: 2.9161 2020-05-06 13:58:56,314 - mmaction - INFO - Epoch [118][160/627] lr: 0.16380, eta: 2 days, 9:02:40, time: 4.518, data_time: 0.004, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6583, loss_cls: 2.7040, loss: 2.7040 2020-05-06 14:00:26,117 - mmaction - INFO - Epoch [118][180/627] lr: 0.16380, eta: 2 days, 8:54:13, time: 4.486, data_time: 0.082, memory: 14492, top1_acc: 0.3396, top5_acc: 0.6438, loss_cls: 2.8491, loss: 2.8491 2020-05-06 14:02:00,494 - mmaction - INFO - Epoch [118][200/627] lr: 0.16380, eta: 2 days, 8:48:05, time: 4.722, data_time: 0.464, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6188, loss_cls: 2.8351, loss: 2.8351 2020-05-06 14:03:40,548 - mmaction - INFO - Epoch [118][220/627] lr: 0.16380, eta: 2 days, 8:44:35, time: 5.005, data_time: 1.369, memory: 14492, top1_acc: 0.3437, top5_acc: 0.5771, loss_cls: 3.1057, loss: 3.1057 2020-05-06 14:05:14,369 - mmaction - INFO - Epoch [118][240/627] lr: 0.16380, eta: 2 days, 8:38:22, time: 4.689, data_time: 0.445, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6208, loss_cls: 2.7810, loss: 2.7810 2020-05-06 14:06:43,063 - mmaction - INFO - Epoch [118][260/627] lr: 0.16380, eta: 2 days, 8:30:05, time: 4.436, data_time: 0.411, memory: 14492, top1_acc: 0.3563, top5_acc: 0.5917, loss_cls: 2.8962, loss: 2.8962 2020-05-06 14:08:18,359 - mmaction - INFO - Epoch [118][280/627] lr: 0.16380, eta: 2 days, 8:24:46, time: 4.762, data_time: 0.008, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6146, loss_cls: 2.8883, loss: 2.8883 2020-05-06 14:09:41,135 - mmaction - INFO - Epoch [118][300/627] lr: 0.16380, eta: 2 days, 8:14:20, time: 4.142, data_time: 0.092, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6646, loss_cls: 2.5919, loss: 2.5919 2020-05-06 14:11:08,414 - mmaction - INFO - Epoch [118][320/627] lr: 0.16380, eta: 2 days, 8:05:59, time: 4.365, data_time: 0.024, memory: 14492, top1_acc: 0.3563, top5_acc: 0.6208, loss_cls: 2.9439, loss: 2.9439 2020-05-06 14:12:43,169 - mmaction - INFO - Epoch [118][340/627] lr: 0.16380, eta: 2 days, 8:00:51, time: 4.738, data_time: 0.040, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6271, loss_cls: 2.8465, loss: 2.8465 2020-05-06 14:14:15,147 - mmaction - INFO - Epoch [118][360/627] lr: 0.16380, eta: 2 days, 7:54:40, time: 4.597, data_time: 0.001, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6188, loss_cls: 2.8502, loss: 2.8502 2020-05-06 14:15:41,367 - mmaction - INFO - Epoch [118][380/627] lr: 0.16380, eta: 2 days, 7:46:19, time: 4.310, data_time: 0.003, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6333, loss_cls: 2.7292, loss: 2.7292 2020-05-06 14:17:12,325 - mmaction - INFO - Epoch [118][400/627] lr: 0.16380, eta: 2 days, 7:39:59, time: 4.546, data_time: 0.029, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6583, loss_cls: 2.7170, loss: 2.7170 2020-05-06 14:18:37,194 - mmaction - INFO - Epoch [118][420/627] lr: 0.16380, eta: 2 days, 7:31:26, time: 4.246, data_time: 0.159, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6167, loss_cls: 2.8874, loss: 2.8874 2020-05-06 14:20:07,859 - mmaction - INFO - Epoch [118][440/627] lr: 0.16380, eta: 2 days, 7:25:14, time: 4.529, data_time: 0.142, memory: 14492, top1_acc: 0.3396, top5_acc: 0.6000, loss_cls: 3.0324, loss: 3.0324 2020-05-06 14:21:43,977 - mmaction - INFO - Epoch [118][460/627] lr: 0.16380, eta: 2 days, 7:21:16, time: 4.811, data_time: 0.621, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6167, loss_cls: 2.6998, loss: 2.6998 2020-05-06 14:23:16,080 - mmaction - INFO - Epoch [118][480/627] lr: 0.16380, eta: 2 days, 7:15:49, time: 4.603, data_time: 0.494, memory: 14492, top1_acc: 0.3687, top5_acc: 0.6333, loss_cls: 2.8414, loss: 2.8414 2020-05-06 14:24:45,198 - mmaction - INFO - Epoch [118][500/627] lr: 0.16380, eta: 2 days, 7:09:21, time: 4.456, data_time: 0.888, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.8440, loss: 2.8440 2020-05-06 14:26:12,294 - mmaction - INFO - Epoch [118][520/627] lr: 0.16380, eta: 2 days, 7:02:16, time: 4.354, data_time: 1.164, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6146, loss_cls: 2.8062, loss: 2.8062 2020-05-06 14:27:43,575 - mmaction - INFO - Epoch [118][540/627] lr: 0.16380, eta: 2 days, 6:56:48, time: 4.564, data_time: 0.429, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6146, loss_cls: 2.8292, loss: 2.8292 2020-05-06 14:29:09,077 - mmaction - INFO - Epoch [118][560/627] lr: 0.16380, eta: 2 days, 6:49:22, time: 4.275, data_time: 0.003, memory: 14492, top1_acc: 0.3542, top5_acc: 0.6188, loss_cls: 2.7878, loss: 2.7878 2020-05-06 14:30:36,752 - mmaction - INFO - Epoch [118][580/627] lr: 0.16380, eta: 2 days, 6:42:50, time: 4.382, data_time: 0.003, memory: 14492, top1_acc: 0.3604, top5_acc: 0.6271, loss_cls: 2.8127, loss: 2.8127 2020-05-06 14:32:04,468 - mmaction - INFO - Epoch [118][600/627] lr: 0.16380, eta: 2 days, 6:36:26, time: 4.388, data_time: 0.005, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6354, loss_cls: 2.7860, loss: 2.7860 2020-05-06 14:33:31,805 - mmaction - INFO - Epoch [118][620/627] lr: 0.16380, eta: 2 days, 6:30:00, time: 4.367, data_time: 0.595, memory: 14492, top1_acc: 0.3500, top5_acc: 0.6104, loss_cls: 2.9953, loss: 2.9953 2020-05-06 14:36:30,361 - mmaction - INFO - Epoch [119][20/627] lr: 0.15916, eta: 2 days, 6:27:50, time: 6.827, data_time: 4.571, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6250, loss_cls: 2.8225, loss: 2.8225 2020-05-06 14:37:55,001 - mmaction - INFO - Epoch [119][40/627] lr: 0.15916, eta: 2 days, 6:20:41, time: 4.236, data_time: 1.261, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6313, loss_cls: 2.8174, loss: 2.8174 2020-05-06 14:39:23,998 - mmaction - INFO - Epoch [119][60/627] lr: 0.15916, eta: 2 days, 6:15:06, time: 4.452, data_time: 0.032, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6208, loss_cls: 2.8033, loss: 2.8033 2020-05-06 14:40:50,349 - mmaction - INFO - Epoch [119][80/627] lr: 0.15916, eta: 2 days, 6:08:41, time: 4.314, data_time: 0.001, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6146, loss_cls: 2.8728, loss: 2.8728 2020-05-06 14:42:20,901 - mmaction - INFO - Epoch [119][100/627] lr: 0.15916, eta: 2 days, 6:03:46, time: 4.528, data_time: 0.055, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.8107, loss: 2.8107 2020-05-06 14:43:44,606 - mmaction - INFO - Epoch [119][120/627] lr: 0.15916, eta: 2 days, 5:56:44, time: 4.188, data_time: 0.004, memory: 14492, top1_acc: 0.3562, top5_acc: 0.6042, loss_cls: 2.8837, loss: 2.8837 2020-05-06 14:45:06,734 - mmaction - INFO - Epoch [119][140/627] lr: 0.15916, eta: 2 days, 5:49:16, time: 4.104, data_time: 0.001, memory: 14492, top1_acc: 0.3396, top5_acc: 0.6167, loss_cls: 2.9029, loss: 2.9029 2020-05-06 14:46:37,436 - mmaction - INFO - Epoch [119][160/627] lr: 0.15916, eta: 2 days, 5:44:39, time: 4.535, data_time: 0.007, memory: 14492, top1_acc: 0.3604, top5_acc: 0.6208, loss_cls: 2.8415, loss: 2.8415 2020-05-06 14:48:03,914 - mmaction - INFO - Epoch [119][180/627] lr: 0.15916, eta: 2 days, 5:38:47, time: 4.326, data_time: 0.004, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6625, loss_cls: 2.6131, loss: 2.6131 2020-05-06 14:49:28,577 - mmaction - INFO - Epoch [119][200/627] lr: 0.15916, eta: 2 days, 5:32:25, time: 4.232, data_time: 0.002, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6000, loss_cls: 2.8274, loss: 2.8274 2020-05-06 14:50:54,898 - mmaction - INFO - Epoch [119][220/627] lr: 0.15916, eta: 2 days, 5:26:39, time: 4.316, data_time: 0.002, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6208, loss_cls: 2.8752, loss: 2.8752 2020-05-06 14:52:20,584 - mmaction - INFO - Epoch [119][240/627] lr: 0.15916, eta: 2 days, 5:20:46, time: 4.282, data_time: 0.002, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6583, loss_cls: 2.7162, loss: 2.7162 2020-05-06 14:53:44,851 - mmaction - INFO - Epoch [119][260/627] lr: 0.15916, eta: 2 days, 5:14:34, time: 4.215, data_time: 0.005, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6667, loss_cls: 2.7071, loss: 2.7071 2020-05-06 14:55:12,045 - mmaction - INFO - Epoch [119][280/627] lr: 0.15916, eta: 2 days, 5:09:19, time: 4.359, data_time: 0.003, memory: 14492, top1_acc: 0.3667, top5_acc: 0.6187, loss_cls: 2.8141, loss: 2.8141 2020-05-06 14:56:37,650 - mmaction - INFO - Epoch [119][300/627] lr: 0.15916, eta: 2 days, 5:03:40, time: 4.281, data_time: 0.003, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6438, loss_cls: 2.7495, loss: 2.7495 2020-05-06 14:58:00,170 - mmaction - INFO - Epoch [119][320/627] lr: 0.15916, eta: 2 days, 4:57:12, time: 4.127, data_time: 0.002, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6375, loss_cls: 2.7456, loss: 2.7456 2020-05-06 14:59:20,970 - mmaction - INFO - Epoch [119][340/627] lr: 0.15916, eta: 2 days, 4:50:18, time: 4.035, data_time: 0.099, memory: 14492, top1_acc: 0.3812, top5_acc: 0.5854, loss_cls: 2.9289, loss: 2.9289 2020-05-06 15:00:47,159 - mmaction - INFO - Epoch [119][360/627] lr: 0.15916, eta: 2 days, 4:45:03, time: 4.307, data_time: 1.604, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6312, loss_cls: 2.7040, loss: 2.7040 2020-05-06 15:02:17,621 - mmaction - INFO - Epoch [119][380/627] lr: 0.15916, eta: 2 days, 4:41:07, time: 4.528, data_time: 1.064, memory: 14492, top1_acc: 0.3438, top5_acc: 0.5729, loss_cls: 3.0170, loss: 3.0170 2020-05-06 15:03:48,121 - mmaction - INFO - Epoch [119][400/627] lr: 0.15916, eta: 2 days, 4:37:13, time: 4.525, data_time: 0.031, memory: 14492, top1_acc: 0.3396, top5_acc: 0.5708, loss_cls: 3.0116, loss: 3.0116 2020-05-06 15:05:12,893 - mmaction - INFO - Epoch [119][420/627] lr: 0.15916, eta: 2 days, 4:31:46, time: 4.240, data_time: 0.003, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6083, loss_cls: 2.8533, loss: 2.8533 2020-05-06 15:06:35,546 - mmaction - INFO - Epoch [119][440/627] lr: 0.15916, eta: 2 days, 4:25:47, time: 4.133, data_time: 0.002, memory: 14492, top1_acc: 0.3438, top5_acc: 0.5958, loss_cls: 2.9054, loss: 2.9054 2020-05-06 15:07:57,838 - mmaction - INFO - Epoch [119][460/627] lr: 0.15916, eta: 2 days, 4:19:48, time: 4.115, data_time: 0.003, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6479, loss_cls: 2.6618, loss: 2.6618 2020-05-06 15:09:20,094 - mmaction - INFO - Epoch [119][480/627] lr: 0.15916, eta: 2 days, 4:13:52, time: 4.113, data_time: 0.002, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6354, loss_cls: 2.7199, loss: 2.7199 2020-05-06 15:10:45,875 - mmaction - INFO - Epoch [119][500/627] lr: 0.15916, eta: 2 days, 4:08:57, time: 4.286, data_time: 0.002, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6521, loss_cls: 2.7086, loss: 2.7086 2020-05-06 15:12:17,704 - mmaction - INFO - Epoch [119][520/627] lr: 0.15916, eta: 2 days, 4:05:44, time: 4.594, data_time: 0.005, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6604, loss_cls: 2.6059, loss: 2.6059 2020-05-06 15:13:39,245 - mmaction - INFO - Epoch [119][540/627] lr: 0.15916, eta: 2 days, 3:59:49, time: 4.077, data_time: 0.002, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6125, loss_cls: 2.7764, loss: 2.7764 2020-05-06 15:15:03,799 - mmaction - INFO - Epoch [119][560/627] lr: 0.15916, eta: 2 days, 3:54:45, time: 4.227, data_time: 0.003, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6333, loss_cls: 2.6733, loss: 2.6733 2020-05-06 15:16:27,347 - mmaction - INFO - Epoch [119][580/627] lr: 0.15916, eta: 2 days, 3:49:30, time: 4.178, data_time: 0.429, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.8268, loss: 2.8268 2020-05-06 15:17:50,345 - mmaction - INFO - Epoch [119][600/627] lr: 0.15916, eta: 2 days, 3:44:09, time: 4.147, data_time: 0.034, memory: 14492, top1_acc: 0.3812, top5_acc: 0.6312, loss_cls: 2.8245, loss: 2.8245 2020-05-06 15:19:14,564 - mmaction - INFO - Epoch [119][620/627] lr: 0.15916, eta: 2 days, 3:39:12, time: 4.214, data_time: 0.005, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6354, loss_cls: 2.9106, loss: 2.9106 2020-05-06 15:22:34,831 - mmaction - INFO - Epoch [120][20/627] lr: 0.15456, eta: 2 days, 3:43:26, time: 7.836, data_time: 3.917, memory: 14492, top1_acc: 0.3083, top5_acc: 0.5896, loss_cls: 3.1077, loss: 3.1077 2020-05-06 15:24:01,065 - mmaction - INFO - Epoch [120][40/627] lr: 0.15456, eta: 2 days, 3:39:02, time: 4.313, data_time: 0.008, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6375, loss_cls: 2.6471, loss: 2.6471 2020-05-06 15:25:21,536 - mmaction - INFO - Epoch [120][60/627] lr: 0.15456, eta: 2 days, 3:33:14, time: 4.024, data_time: 0.004, memory: 14492, top1_acc: 0.3812, top5_acc: 0.6313, loss_cls: 2.7619, loss: 2.7619 2020-05-06 15:26:45,274 - mmaction - INFO - Epoch [120][80/627] lr: 0.15456, eta: 2 days, 3:28:18, time: 4.187, data_time: 0.003, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6312, loss_cls: 2.7941, loss: 2.7941 2020-05-06 15:28:08,803 - mmaction - INFO - Epoch [120][100/627] lr: 0.15456, eta: 2 days, 3:23:22, time: 4.176, data_time: 0.004, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6083, loss_cls: 2.8424, loss: 2.8424 2020-05-06 15:29:26,968 - mmaction - INFO - Epoch [120][120/627] lr: 0.15456, eta: 2 days, 3:17:12, time: 3.910, data_time: 0.109, memory: 14492, top1_acc: 0.3542, top5_acc: 0.6146, loss_cls: 2.8374, loss: 2.8374 2020-05-06 15:30:48,745 - mmaction - INFO - Epoch [120][140/627] lr: 0.15456, eta: 2 days, 3:11:58, time: 4.087, data_time: 0.003, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6625, loss_cls: 2.7219, loss: 2.7219 2020-05-06 15:32:07,688 - mmaction - INFO - Epoch [120][160/627] lr: 0.15456, eta: 2 days, 3:06:08, time: 3.950, data_time: 0.005, memory: 14492, top1_acc: 0.3542, top5_acc: 0.5896, loss_cls: 2.9311, loss: 2.9311 2020-05-06 15:33:26,862 - mmaction - INFO - Epoch [120][180/627] lr: 0.15456, eta: 2 days, 3:00:24, time: 3.958, data_time: 0.003, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6292, loss_cls: 2.7029, loss: 2.7029 2020-05-06 15:34:51,889 - mmaction - INFO - Epoch [120][200/627] lr: 0.15456, eta: 2 days, 2:56:06, time: 4.249, data_time: 0.003, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6646, loss_cls: 2.6491, loss: 2.6491 2020-05-06 15:36:11,834 - mmaction - INFO - Epoch [120][220/627] lr: 0.15456, eta: 2 days, 2:50:42, time: 4.002, data_time: 0.008, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6438, loss_cls: 2.6405, loss: 2.6405 2020-05-06 15:37:29,258 - mmaction - INFO - Epoch [120][240/627] lr: 0.15456, eta: 2 days, 2:44:45, time: 3.872, data_time: 0.128, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6437, loss_cls: 2.8108, loss: 2.8108 2020-05-06 15:38:51,142 - mmaction - INFO - Epoch [120][260/627] lr: 0.15456, eta: 2 days, 2:39:53, time: 4.093, data_time: 0.159, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6458, loss_cls: 2.7476, loss: 2.7476 2020-05-06 15:40:10,824 - mmaction - INFO - Epoch [120][280/627] lr: 0.15456, eta: 2 days, 2:34:34, time: 3.981, data_time: 0.315, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6396, loss_cls: 2.6312, loss: 2.6312 2020-05-06 15:41:30,932 - mmaction - INFO - Epoch [120][300/627] lr: 0.15456, eta: 2 days, 2:29:25, time: 4.009, data_time: 0.347, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6271, loss_cls: 2.8789, loss: 2.8789 2020-05-06 15:42:57,635 - mmaction - INFO - Epoch [120][320/627] lr: 0.15456, eta: 2 days, 2:25:47, time: 4.334, data_time: 0.022, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6229, loss_cls: 2.9075, loss: 2.9075 2020-05-06 15:44:24,163 - mmaction - INFO - Epoch [120][340/627] lr: 0.15456, eta: 2 days, 2:22:09, time: 4.326, data_time: 0.006, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6354, loss_cls: 2.7176, loss: 2.7176 2020-05-06 15:45:44,774 - mmaction - INFO - Epoch [120][360/627] lr: 0.15456, eta: 2 days, 2:17:14, time: 4.031, data_time: 0.003, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6813, loss_cls: 2.6347, loss: 2.6347 2020-05-06 15:47:01,443 - mmaction - INFO - Epoch [120][380/627] lr: 0.15456, eta: 2 days, 2:11:31, time: 3.833, data_time: 0.003, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6229, loss_cls: 2.7942, loss: 2.7942 2020-05-06 15:48:22,108 - mmaction - INFO - Epoch [120][400/627] lr: 0.15456, eta: 2 days, 2:06:43, time: 4.034, data_time: 0.003, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6521, loss_cls: 2.7408, loss: 2.7408 2020-05-06 15:49:44,026 - mmaction - INFO - Epoch [120][420/627] lr: 0.15456, eta: 2 days, 2:02:15, time: 4.097, data_time: 0.024, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6250, loss_cls: 2.7782, loss: 2.7782 2020-05-06 15:51:09,292 - mmaction - INFO - Epoch [120][440/627] lr: 0.15456, eta: 2 days, 1:58:30, time: 4.257, data_time: 0.007, memory: 14492, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 2.9923, loss: 2.9923 2020-05-06 15:52:35,727 - mmaction - INFO - Epoch [120][460/627] lr: 0.15456, eta: 2 days, 1:55:05, time: 4.326, data_time: 0.007, memory: 14492, top1_acc: 0.3521, top5_acc: 0.6104, loss_cls: 2.9459, loss: 2.9459 2020-05-06 15:54:01,433 - mmaction - INFO - Epoch [120][480/627] lr: 0.15456, eta: 2 days, 1:51:31, time: 4.288, data_time: 0.003, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6042, loss_cls: 2.8487, loss: 2.8487 2020-05-06 15:55:20,964 - mmaction - INFO - Epoch [120][500/627] lr: 0.15456, eta: 2 days, 1:46:41, time: 3.973, data_time: 0.001, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6083, loss_cls: 2.8238, loss: 2.8238 2020-05-06 15:56:37,978 - mmaction - INFO - Epoch [120][520/627] lr: 0.15456, eta: 2 days, 1:41:23, time: 3.854, data_time: 1.007, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6458, loss_cls: 2.7405, loss: 2.7405 2020-05-06 15:58:03,837 - mmaction - INFO - Epoch [120][540/627] lr: 0.15456, eta: 2 days, 1:37:57, time: 4.291, data_time: 0.788, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6417, loss_cls: 2.6568, loss: 2.6568 2020-05-06 15:59:20,895 - mmaction - INFO - Epoch [120][560/627] lr: 0.15456, eta: 2 days, 1:32:44, time: 3.852, data_time: 0.414, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6542, loss_cls: 2.6883, loss: 2.6883 2020-05-06 16:00:46,993 - mmaction - INFO - Epoch [120][580/627] lr: 0.15456, eta: 2 days, 1:29:25, time: 4.304, data_time: 0.968, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6417, loss_cls: 2.7570, loss: 2.7570 2020-05-06 16:02:07,947 - mmaction - INFO - Epoch [120][600/627] lr: 0.15456, eta: 2 days, 1:25:06, time: 4.052, data_time: 0.028, memory: 14492, top1_acc: 0.3729, top5_acc: 0.5958, loss_cls: 2.8078, loss: 2.8078 2020-05-06 16:03:33,974 - mmaction - INFO - Epoch [120][620/627] lr: 0.15456, eta: 2 days, 1:21:48, time: 4.297, data_time: 0.001, memory: 14492, top1_acc: 0.3583, top5_acc: 0.6167, loss_cls: 2.7814, loss: 2.7814 2020-05-06 16:08:32,738 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-06 16:08:33,598 - mmaction - INFO - top1_acc 0.4066 top5_acc 0.6739 2020-05-06 16:08:33,598 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-06 16:08:33,670 - mmaction - INFO - mean_acc 0.4067 2020-05-06 16:08:33,681 - mmaction - INFO - Epoch [120][627/627] lr: 0.15456, top1_acc: 0.4066, top5_acc: 0.6739, mean_class_accuracy: 0.4067 2020-05-06 16:10:21,582 - mmaction - INFO - Epoch [121][20/627] lr: 0.15000, eta: 2 days, 1:15:46, time: 5.394, data_time: 1.750, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6417, loss_cls: 2.8504, loss: 2.8504 2020-05-06 16:11:40,864 - mmaction - INFO - Epoch [121][40/627] lr: 0.15000, eta: 2 days, 1:11:14, time: 3.963, data_time: 0.003, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6188, loss_cls: 2.8432, loss: 2.8432 2020-05-06 16:12:58,832 - mmaction - INFO - Epoch [121][60/627] lr: 0.15000, eta: 2 days, 1:06:29, time: 3.901, data_time: 0.020, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6354, loss_cls: 2.7281, loss: 2.7281 2020-05-06 16:14:17,095 - mmaction - INFO - Epoch [121][80/627] lr: 0.15000, eta: 2 days, 1:01:49, time: 3.913, data_time: 0.001, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6167, loss_cls: 2.7900, loss: 2.7900 2020-05-06 16:15:35,188 - mmaction - INFO - Epoch [121][100/627] lr: 0.15000, eta: 2 days, 0:57:10, time: 3.904, data_time: 0.001, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6271, loss_cls: 2.8236, loss: 2.8236 2020-05-06 16:16:54,078 - mmaction - INFO - Epoch [121][120/627] lr: 0.15000, eta: 2 days, 0:52:42, time: 3.939, data_time: 0.005, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6292, loss_cls: 2.7625, loss: 2.7625 2020-05-06 16:18:13,431 - mmaction - INFO - Epoch [121][140/627] lr: 0.15000, eta: 2 days, 0:48:23, time: 3.973, data_time: 0.008, memory: 14492, top1_acc: 0.3812, top5_acc: 0.6229, loss_cls: 2.6877, loss: 2.6877 2020-05-06 16:19:30,116 - mmaction - INFO - Epoch [121][160/627] lr: 0.15000, eta: 2 days, 0:43:35, time: 3.834, data_time: 0.001, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6333, loss_cls: 2.7901, loss: 2.7901 2020-05-06 16:20:52,869 - mmaction - INFO - Epoch [121][180/627] lr: 0.15000, eta: 2 days, 0:39:57, time: 4.132, data_time: 0.443, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.7746, loss: 2.7746 2020-05-06 16:22:14,641 - mmaction - INFO - Epoch [121][200/627] lr: 0.15000, eta: 2 days, 0:36:12, time: 4.095, data_time: 0.011, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6354, loss_cls: 2.7681, loss: 2.7681 2020-05-06 16:23:37,471 - mmaction - INFO - Epoch [121][220/627] lr: 0.15000, eta: 2 days, 0:32:39, time: 4.137, data_time: 0.001, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6521, loss_cls: 2.6880, loss: 2.6880 2020-05-06 16:24:54,804 - mmaction - INFO - Epoch [121][240/627] lr: 0.15000, eta: 2 days, 0:28:07, time: 3.870, data_time: 0.006, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6437, loss_cls: 2.7297, loss: 2.7297 2020-05-06 16:26:12,464 - mmaction - INFO - Epoch [121][260/627] lr: 0.15000, eta: 2 days, 0:23:41, time: 3.881, data_time: 0.003, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6208, loss_cls: 2.8236, loss: 2.8236 2020-05-06 16:27:33,547 - mmaction - INFO - Epoch [121][280/627] lr: 0.15000, eta: 2 days, 0:19:54, time: 4.055, data_time: 0.005, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6292, loss_cls: 2.8074, loss: 2.8074 2020-05-06 16:28:50,233 - mmaction - INFO - Epoch [121][300/627] lr: 0.15000, eta: 2 days, 0:15:22, time: 3.837, data_time: 0.004, memory: 14492, top1_acc: 0.3500, top5_acc: 0.5833, loss_cls: 2.9414, loss: 2.9414 2020-05-06 16:30:04,287 - mmaction - INFO - Epoch [121][320/627] lr: 0.15000, eta: 2 days, 0:10:23, time: 3.700, data_time: 0.001, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.7270, loss: 2.7270 2020-05-06 16:31:20,813 - mmaction - INFO - Epoch [121][340/627] lr: 0.15000, eta: 2 days, 0:05:54, time: 3.828, data_time: 0.004, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6583, loss_cls: 2.6830, loss: 2.6830 2020-05-06 16:32:43,929 - mmaction - INFO - Epoch [121][360/627] lr: 0.15000, eta: 2 days, 0:02:37, time: 4.157, data_time: 0.002, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6104, loss_cls: 2.8111, loss: 2.8111 2020-05-06 16:34:06,107 - mmaction - INFO - Epoch [121][380/627] lr: 0.15000, eta: 1 day, 23:59:11, time: 4.109, data_time: 0.220, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6667, loss_cls: 2.6387, loss: 2.6387 2020-05-06 16:35:23,417 - mmaction - INFO - Epoch [121][400/627] lr: 0.15000, eta: 1 day, 23:54:55, time: 3.863, data_time: 0.001, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.6692, loss: 2.6692 2020-05-06 16:36:38,993 - mmaction - INFO - Epoch [121][420/627] lr: 0.15000, eta: 1 day, 23:50:24, time: 3.781, data_time: 0.041, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6438, loss_cls: 2.7997, loss: 2.7997 2020-05-06 16:37:54,737 - mmaction - INFO - Epoch [121][440/627] lr: 0.15000, eta: 1 day, 23:45:55, time: 3.783, data_time: 0.001, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6271, loss_cls: 2.8480, loss: 2.8480 2020-05-06 16:39:06,921 - mmaction - INFO - Epoch [121][460/627] lr: 0.15000, eta: 1 day, 23:40:53, time: 3.610, data_time: 0.006, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6562, loss_cls: 2.6818, loss: 2.6818 2020-05-06 16:40:22,866 - mmaction - INFO - Epoch [121][480/627] lr: 0.15000, eta: 1 day, 23:36:31, time: 3.794, data_time: 0.005, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6583, loss_cls: 2.7180, loss: 2.7180 2020-05-06 16:41:45,134 - mmaction - INFO - Epoch [121][500/627] lr: 0.15000, eta: 1 day, 23:33:17, time: 4.117, data_time: 0.011, memory: 14492, top1_acc: 0.3312, top5_acc: 0.5937, loss_cls: 2.9684, loss: 2.9684 2020-05-06 16:43:00,660 - mmaction - INFO - Epoch [121][520/627] lr: 0.15000, eta: 1 day, 23:28:56, time: 3.779, data_time: 0.005, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6562, loss_cls: 2.6798, loss: 2.6798 2020-05-06 16:44:18,690 - mmaction - INFO - Epoch [121][540/627] lr: 0.15000, eta: 1 day, 23:25:01, time: 3.900, data_time: 0.146, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6146, loss_cls: 2.8334, loss: 2.8334 2020-05-06 16:45:35,658 - mmaction - INFO - Epoch [121][560/627] lr: 0.15000, eta: 1 day, 23:20:57, time: 3.848, data_time: 0.431, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6583, loss_cls: 2.6094, loss: 2.6094 2020-05-06 16:46:53,516 - mmaction - INFO - Epoch [121][580/627] lr: 0.15000, eta: 1 day, 23:17:04, time: 3.893, data_time: 0.065, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6875, loss_cls: 2.6028, loss: 2.6028 2020-05-06 16:48:07,226 - mmaction - INFO - Epoch [121][600/627] lr: 0.15000, eta: 1 day, 23:12:32, time: 3.684, data_time: 0.003, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6375, loss_cls: 2.7166, loss: 2.7166 2020-05-06 16:49:18,300 - mmaction - INFO - Epoch [121][620/627] lr: 0.15000, eta: 1 day, 23:07:36, time: 3.555, data_time: 0.004, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6292, loss_cls: 2.7681, loss: 2.7681 2020-05-06 16:52:10,625 - mmaction - INFO - Epoch [122][20/627] lr: 0.14549, eta: 1 day, 23:06:12, time: 6.395, data_time: 2.725, memory: 14492, top1_acc: 0.3625, top5_acc: 0.5854, loss_cls: 2.9715, loss: 2.9715 2020-05-06 16:53:24,570 - mmaction - INFO - Epoch [122][40/627] lr: 0.14549, eta: 1 day, 23:01:48, time: 3.701, data_time: 0.053, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6583, loss_cls: 2.6158, loss: 2.6158 2020-05-06 16:54:38,764 - mmaction - INFO - Epoch [122][60/627] lr: 0.14549, eta: 1 day, 22:57:27, time: 3.706, data_time: 0.004, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6875, loss_cls: 2.6152, loss: 2.6152 2020-05-06 16:55:49,894 - mmaction - INFO - Epoch [122][80/627] lr: 0.14549, eta: 1 day, 22:52:40, time: 3.558, data_time: 0.363, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6396, loss_cls: 2.6086, loss: 2.6086 2020-05-06 16:57:05,289 - mmaction - INFO - Epoch [122][100/627] lr: 0.14549, eta: 1 day, 22:48:35, time: 3.772, data_time: 0.033, memory: 14492, top1_acc: 0.3500, top5_acc: 0.6312, loss_cls: 2.8399, loss: 2.8399 2020-05-06 16:58:21,501 - mmaction - INFO - Epoch [122][120/627] lr: 0.14549, eta: 1 day, 22:44:40, time: 3.810, data_time: 0.027, memory: 14492, top1_acc: 0.3688, top5_acc: 0.6083, loss_cls: 2.7836, loss: 2.7836 2020-05-06 16:59:34,902 - mmaction - INFO - Epoch [122][140/627] lr: 0.14549, eta: 1 day, 22:40:20, time: 3.668, data_time: 0.001, memory: 14492, top1_acc: 0.3667, top5_acc: 0.6229, loss_cls: 2.8002, loss: 2.8002 2020-05-06 17:00:46,000 - mmaction - INFO - Epoch [122][160/627] lr: 0.14549, eta: 1 day, 22:35:39, time: 3.550, data_time: 0.003, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6437, loss_cls: 2.7468, loss: 2.7468 2020-05-06 17:02:03,888 - mmaction - INFO - Epoch [122][180/627] lr: 0.14549, eta: 1 day, 22:32:05, time: 3.896, data_time: 0.015, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6354, loss_cls: 2.7549, loss: 2.7549 2020-05-06 17:03:19,656 - mmaction - INFO - Epoch [122][200/627] lr: 0.14549, eta: 1 day, 22:28:13, time: 3.793, data_time: 0.007, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6542, loss_cls: 2.7749, loss: 2.7749 2020-05-06 17:04:34,631 - mmaction - INFO - Epoch [122][220/627] lr: 0.14549, eta: 1 day, 22:24:15, time: 3.747, data_time: 0.003, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6333, loss_cls: 2.7508, loss: 2.7508 2020-05-06 17:05:47,359 - mmaction - INFO - Epoch [122][240/627] lr: 0.14549, eta: 1 day, 22:19:57, time: 3.635, data_time: 0.003, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6188, loss_cls: 2.7465, loss: 2.7465 2020-05-06 17:07:02,819 - mmaction - INFO - Epoch [122][260/627] lr: 0.14549, eta: 1 day, 22:16:07, time: 3.774, data_time: 0.143, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6229, loss_cls: 2.7763, loss: 2.7763 2020-05-06 17:08:17,741 - mmaction - INFO - Epoch [122][280/627] lr: 0.14549, eta: 1 day, 22:12:13, time: 3.748, data_time: 0.689, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6417, loss_cls: 2.7444, loss: 2.7444 2020-05-06 17:09:29,749 - mmaction - INFO - Epoch [122][300/627] lr: 0.14549, eta: 1 day, 22:07:54, time: 3.600, data_time: 0.002, memory: 14492, top1_acc: 0.3688, top5_acc: 0.6271, loss_cls: 2.8370, loss: 2.8370 2020-05-06 17:10:39,382 - mmaction - INFO - Epoch [122][320/627] lr: 0.14549, eta: 1 day, 22:03:16, time: 3.483, data_time: 0.003, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6354, loss_cls: 2.7370, loss: 2.7370 2020-05-06 17:11:54,031 - mmaction - INFO - Epoch [122][340/627] lr: 0.14549, eta: 1 day, 21:59:24, time: 3.729, data_time: 0.001, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6375, loss_cls: 2.8349, loss: 2.8349 2020-05-06 17:13:07,911 - mmaction - INFO - Epoch [122][360/627] lr: 0.14549, eta: 1 day, 21:55:28, time: 3.695, data_time: 0.005, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6542, loss_cls: 2.7925, loss: 2.7925 2020-05-06 17:14:19,537 - mmaction - INFO - Epoch [122][380/627] lr: 0.14549, eta: 1 day, 21:51:13, time: 3.582, data_time: 0.283, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6646, loss_cls: 2.6425, loss: 2.6425 2020-05-06 17:15:32,719 - mmaction - INFO - Epoch [122][400/627] lr: 0.14549, eta: 1 day, 21:47:13, time: 3.656, data_time: 0.066, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6687, loss_cls: 2.6522, loss: 2.6522 2020-05-06 17:16:48,853 - mmaction - INFO - Epoch [122][420/627] lr: 0.14549, eta: 1 day, 21:43:42, time: 3.812, data_time: 0.006, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6375, loss_cls: 2.6947, loss: 2.6947 2020-05-06 17:17:59,792 - mmaction - INFO - Epoch [122][440/627] lr: 0.14549, eta: 1 day, 21:39:25, time: 3.545, data_time: 0.004, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.8170, loss: 2.8170 2020-05-06 17:19:09,221 - mmaction - INFO - Epoch [122][460/627] lr: 0.14549, eta: 1 day, 21:34:58, time: 3.471, data_time: 0.003, memory: 14492, top1_acc: 0.3563, top5_acc: 0.6354, loss_cls: 2.8220, loss: 2.8220 2020-05-06 17:20:17,215 - mmaction - INFO - Epoch [122][480/627] lr: 0.14549, eta: 1 day, 21:30:19, time: 3.393, data_time: 0.630, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6000, loss_cls: 2.8720, loss: 2.8720 2020-05-06 17:21:33,238 - mmaction - INFO - Epoch [122][500/627] lr: 0.14549, eta: 1 day, 21:26:53, time: 3.808, data_time: 2.393, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6396, loss_cls: 2.7734, loss: 2.7734 2020-05-06 17:22:49,124 - mmaction - INFO - Epoch [122][520/627] lr: 0.14549, eta: 1 day, 21:23:26, time: 3.796, data_time: 2.379, memory: 14492, top1_acc: 0.3458, top5_acc: 0.6167, loss_cls: 2.8491, loss: 2.8491 2020-05-06 17:24:05,394 - mmaction - INFO - Epoch [122][540/627] lr: 0.14549, eta: 1 day, 21:20:03, time: 3.814, data_time: 0.560, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6438, loss_cls: 2.6730, loss: 2.6730 2020-05-06 17:25:16,154 - mmaction - INFO - Epoch [122][560/627] lr: 0.14549, eta: 1 day, 21:15:56, time: 3.539, data_time: 0.001, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6646, loss_cls: 2.6337, loss: 2.6337 2020-05-06 17:26:29,716 - mmaction - INFO - Epoch [122][580/627] lr: 0.14549, eta: 1 day, 21:12:13, time: 3.678, data_time: 0.001, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6604, loss_cls: 2.5585, loss: 2.5585 2020-05-06 17:27:42,279 - mmaction - INFO - Epoch [122][600/627] lr: 0.14549, eta: 1 day, 21:08:23, time: 3.624, data_time: 0.001, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6771, loss_cls: 2.6713, loss: 2.6713 2020-05-06 17:28:53,663 - mmaction - INFO - Epoch [122][620/627] lr: 0.14549, eta: 1 day, 21:04:25, time: 3.569, data_time: 0.006, memory: 14492, top1_acc: 0.3688, top5_acc: 0.6292, loss_cls: 2.7659, loss: 2.7659 2020-05-06 17:31:36,546 - mmaction - INFO - Epoch [123][20/627] lr: 0.14102, eta: 1 day, 21:04:14, time: 6.687, data_time: 3.200, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6750, loss_cls: 2.6481, loss: 2.6481 2020-05-06 17:32:43,878 - mmaction - INFO - Epoch [123][40/627] lr: 0.14102, eta: 1 day, 20:59:45, time: 3.368, data_time: 0.007, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6479, loss_cls: 2.7391, loss: 2.7391 2020-05-06 17:33:49,977 - mmaction - INFO - Epoch [123][60/627] lr: 0.14102, eta: 1 day, 20:55:07, time: 3.307, data_time: 0.004, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6438, loss_cls: 2.6845, loss: 2.6845 2020-05-06 17:34:56,905 - mmaction - INFO - Epoch [123][80/627] lr: 0.14102, eta: 1 day, 20:50:38, time: 3.345, data_time: 0.001, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6458, loss_cls: 2.7033, loss: 2.7033 2020-05-06 17:36:04,661 - mmaction - INFO - Epoch [123][100/627] lr: 0.14102, eta: 1 day, 20:46:17, time: 3.386, data_time: 0.003, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6667, loss_cls: 2.6810, loss: 2.6810 2020-05-06 17:37:08,122 - mmaction - INFO - Epoch [123][120/627] lr: 0.14102, eta: 1 day, 20:41:25, time: 3.177, data_time: 0.060, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6000, loss_cls: 2.8879, loss: 2.8879 2020-05-06 17:38:11,477 - mmaction - INFO - Epoch [123][140/627] lr: 0.14102, eta: 1 day, 20:36:32, time: 3.166, data_time: 0.030, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6354, loss_cls: 2.7397, loss: 2.7397 2020-05-06 17:39:17,688 - mmaction - INFO - Epoch [123][160/627] lr: 0.14102, eta: 1 day, 20:32:05, time: 3.311, data_time: 0.003, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6583, loss_cls: 2.6525, loss: 2.6525 2020-05-06 17:40:24,705 - mmaction - INFO - Epoch [123][180/627] lr: 0.14102, eta: 1 day, 20:27:46, time: 3.350, data_time: 0.002, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6292, loss_cls: 2.7813, loss: 2.7813 2020-05-06 17:41:32,260 - mmaction - INFO - Epoch [123][200/627] lr: 0.14102, eta: 1 day, 20:23:32, time: 3.376, data_time: 0.017, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6562, loss_cls: 2.6773, loss: 2.6773 2020-05-06 17:42:41,048 - mmaction - INFO - Epoch [123][220/627] lr: 0.14102, eta: 1 day, 20:19:31, time: 3.443, data_time: 0.005, memory: 14492, top1_acc: 0.3812, top5_acc: 0.6208, loss_cls: 2.7873, loss: 2.7873 2020-05-06 17:43:49,217 - mmaction - INFO - Epoch [123][240/627] lr: 0.14102, eta: 1 day, 20:15:26, time: 3.409, data_time: 0.002, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6521, loss_cls: 2.7369, loss: 2.7369 2020-05-06 17:44:59,833 - mmaction - INFO - Epoch [123][260/627] lr: 0.14102, eta: 1 day, 20:11:40, time: 3.528, data_time: 0.000, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6479, loss_cls: 2.6491, loss: 2.6491 2020-05-06 17:46:09,243 - mmaction - INFO - Epoch [123][280/627] lr: 0.14102, eta: 1 day, 20:07:47, time: 3.468, data_time: 0.019, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6625, loss_cls: 2.5675, loss: 2.5675 2020-05-06 17:47:16,683 - mmaction - INFO - Epoch [123][300/627] lr: 0.14102, eta: 1 day, 20:03:41, time: 3.375, data_time: 0.336, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6583, loss_cls: 2.5814, loss: 2.5814 2020-05-06 17:48:29,035 - mmaction - INFO - Epoch [123][320/627] lr: 0.14102, eta: 1 day, 20:00:13, time: 3.617, data_time: 2.069, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6604, loss_cls: 2.6788, loss: 2.6788 2020-05-06 17:49:37,137 - mmaction - INFO - Epoch [123][340/627] lr: 0.14102, eta: 1 day, 19:56:15, time: 3.405, data_time: 1.118, memory: 14492, top1_acc: 0.3646, top5_acc: 0.6146, loss_cls: 2.8787, loss: 2.8787 2020-05-06 17:50:45,523 - mmaction - INFO - Epoch [123][360/627] lr: 0.14102, eta: 1 day, 19:52:20, time: 3.419, data_time: 1.620, memory: 14492, top1_acc: 0.3521, top5_acc: 0.6292, loss_cls: 2.8874, loss: 2.8874 2020-05-06 17:52:04,139 - mmaction - INFO - Epoch [123][380/627] lr: 0.14102, eta: 1 day, 19:49:44, time: 3.934, data_time: 0.558, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6417, loss_cls: 2.6962, loss: 2.6962 2020-05-06 17:53:16,073 - mmaction - INFO - Epoch [123][400/627] lr: 0.14102, eta: 1 day, 19:46:17, time: 3.592, data_time: 0.069, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6646, loss_cls: 2.7095, loss: 2.7095 2020-05-06 17:54:24,515 - mmaction - INFO - Epoch [123][420/627] lr: 0.14102, eta: 1 day, 19:42:26, time: 3.427, data_time: 0.108, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6188, loss_cls: 2.7562, loss: 2.7562 2020-05-06 17:55:41,531 - mmaction - INFO - Epoch [123][440/627] lr: 0.14102, eta: 1 day, 19:39:40, time: 3.850, data_time: 0.004, memory: 14492, top1_acc: 0.3708, top5_acc: 0.6062, loss_cls: 2.8125, loss: 2.8125 2020-05-06 17:56:49,671 - mmaction - INFO - Epoch [123][460/627] lr: 0.14102, eta: 1 day, 19:35:49, time: 3.403, data_time: 0.002, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6354, loss_cls: 2.7528, loss: 2.7528 2020-05-06 17:58:01,975 - mmaction - INFO - Epoch [123][480/627] lr: 0.14102, eta: 1 day, 19:32:30, time: 3.616, data_time: 0.007, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6479, loss_cls: 2.6568, loss: 2.6568 2020-05-06 17:59:13,310 - mmaction - INFO - Epoch [123][500/627] lr: 0.14102, eta: 1 day, 19:29:06, time: 3.568, data_time: 0.005, memory: 14492, top1_acc: 0.3604, top5_acc: 0.6562, loss_cls: 2.7293, loss: 2.7293 2020-05-06 18:00:22,790 - mmaction - INFO - Epoch [123][520/627] lr: 0.14102, eta: 1 day, 19:25:28, time: 3.472, data_time: 0.064, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6396, loss_cls: 2.8604, loss: 2.8604 2020-05-06 18:01:35,342 - mmaction - INFO - Epoch [123][540/627] lr: 0.14102, eta: 1 day, 19:22:14, time: 3.628, data_time: 0.364, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6229, loss_cls: 2.8224, loss: 2.8224 2020-05-06 18:02:47,816 - mmaction - INFO - Epoch [123][560/627] lr: 0.14102, eta: 1 day, 19:19:01, time: 3.624, data_time: 1.697, memory: 14492, top1_acc: 0.3688, top5_acc: 0.6312, loss_cls: 2.7675, loss: 2.7675 2020-05-06 18:04:02,951 - mmaction - INFO - Epoch [123][580/627] lr: 0.14102, eta: 1 day, 19:16:08, time: 3.760, data_time: 1.929, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6396, loss_cls: 2.6763, loss: 2.6763 2020-05-06 18:05:19,208 - mmaction - INFO - Epoch [123][600/627] lr: 0.14102, eta: 1 day, 19:13:23, time: 3.813, data_time: 1.272, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6583, loss_cls: 2.6640, loss: 2.6640 2020-05-06 18:06:28,326 - mmaction - INFO - Epoch [123][620/627] lr: 0.14102, eta: 1 day, 19:09:48, time: 3.452, data_time: 0.001, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6562, loss_cls: 2.6905, loss: 2.6905 2020-05-06 18:09:03,357 - mmaction - INFO - Epoch [124][20/627] lr: 0.13661, eta: 1 day, 19:08:00, time: 5.932, data_time: 2.949, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6104, loss_cls: 2.7919, loss: 2.7919 2020-05-06 18:10:14,581 - mmaction - INFO - Epoch [124][40/627] lr: 0.13661, eta: 1 day, 19:04:41, time: 3.558, data_time: 0.001, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6542, loss_cls: 2.6980, loss: 2.6980 2020-05-06 18:11:24,690 - mmaction - INFO - Epoch [124][60/627] lr: 0.13661, eta: 1 day, 19:01:17, time: 3.507, data_time: 0.004, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6854, loss_cls: 2.5708, loss: 2.5708 2020-05-06 18:12:35,108 - mmaction - INFO - Epoch [124][80/627] lr: 0.13661, eta: 1 day, 18:57:56, time: 3.522, data_time: 0.003, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6396, loss_cls: 2.7852, loss: 2.7852 2020-05-06 18:13:43,637 - mmaction - INFO - Epoch [124][100/627] lr: 0.13661, eta: 1 day, 18:54:22, time: 3.426, data_time: 0.001, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.6622, loss: 2.6622 2020-05-06 18:14:51,468 - mmaction - INFO - Epoch [124][120/627] lr: 0.13661, eta: 1 day, 18:50:44, time: 3.391, data_time: 0.002, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6521, loss_cls: 2.7104, loss: 2.7104 2020-05-06 18:16:06,434 - mmaction - INFO - Epoch [124][140/627] lr: 0.13661, eta: 1 day, 18:47:57, time: 3.749, data_time: 0.003, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6292, loss_cls: 2.8554, loss: 2.8554 2020-05-06 18:17:18,031 - mmaction - INFO - Epoch [124][160/627] lr: 0.13661, eta: 1 day, 18:44:48, time: 3.578, data_time: 0.001, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.6753, loss: 2.6753 2020-05-06 18:18:22,363 - mmaction - INFO - Epoch [124][180/627] lr: 0.13661, eta: 1 day, 18:40:50, time: 3.217, data_time: 0.003, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.8131, loss: 2.8131 2020-05-06 18:19:31,894 - mmaction - INFO - Epoch [124][200/627] lr: 0.13661, eta: 1 day, 18:37:28, time: 3.478, data_time: 0.003, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6625, loss_cls: 2.6316, loss: 2.6316 2020-05-06 18:20:48,103 - mmaction - INFO - Epoch [124][220/627] lr: 0.13661, eta: 1 day, 18:34:51, time: 3.798, data_time: 0.001, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6729, loss_cls: 2.5492, loss: 2.5492 2020-05-06 18:22:02,245 - mmaction - INFO - Epoch [124][240/627] lr: 0.13661, eta: 1 day, 18:32:05, time: 3.720, data_time: 0.738, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6479, loss_cls: 2.7347, loss: 2.7347 2020-05-06 18:23:14,652 - mmaction - INFO - Epoch [124][260/627] lr: 0.13661, eta: 1 day, 18:29:05, time: 3.620, data_time: 1.731, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6562, loss_cls: 2.7152, loss: 2.7152 2020-05-06 18:24:24,325 - mmaction - INFO - Epoch [124][280/627] lr: 0.13661, eta: 1 day, 18:25:48, time: 3.482, data_time: 1.829, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6354, loss_cls: 2.7283, loss: 2.7283 2020-05-06 18:25:35,974 - mmaction - INFO - Epoch [124][300/627] lr: 0.13661, eta: 1 day, 18:22:45, time: 3.581, data_time: 2.125, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.7338, loss: 2.7338 2020-05-06 18:26:45,575 - mmaction - INFO - Epoch [124][320/627] lr: 0.13661, eta: 1 day, 18:19:29, time: 3.483, data_time: 2.052, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6604, loss_cls: 2.6740, loss: 2.6740 2020-05-06 18:27:57,417 - mmaction - INFO - Epoch [124][340/627] lr: 0.13661, eta: 1 day, 18:16:29, time: 3.588, data_time: 1.591, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6396, loss_cls: 2.7247, loss: 2.7247 2020-05-06 18:29:10,780 - mmaction - INFO - Epoch [124][360/627] lr: 0.13661, eta: 1 day, 18:13:41, time: 3.673, data_time: 0.602, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6771, loss_cls: 2.6329, loss: 2.6329 2020-05-06 18:30:20,785 - mmaction - INFO - Epoch [124][380/627] lr: 0.13661, eta: 1 day, 18:10:30, time: 3.499, data_time: 0.001, memory: 14492, top1_acc: 0.3583, top5_acc: 0.6458, loss_cls: 2.7543, loss: 2.7543 2020-05-06 18:31:32,810 - mmaction - INFO - Epoch [124][400/627] lr: 0.13661, eta: 1 day, 18:07:34, time: 3.603, data_time: 0.035, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.8070, loss: 2.8070 2020-05-06 18:32:41,285 - mmaction - INFO - Epoch [124][420/627] lr: 0.13661, eta: 1 day, 18:04:15, time: 3.423, data_time: 0.073, memory: 14492, top1_acc: 0.3542, top5_acc: 0.6250, loss_cls: 2.8687, loss: 2.8687 2020-05-06 18:33:54,310 - mmaction - INFO - Epoch [124][440/627] lr: 0.13661, eta: 1 day, 18:01:27, time: 3.652, data_time: 0.002, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6625, loss_cls: 2.7343, loss: 2.7343 2020-05-06 18:35:05,514 - mmaction - INFO - Epoch [124][460/627] lr: 0.13661, eta: 1 day, 17:58:28, time: 3.558, data_time: 0.001, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6583, loss_cls: 2.6014, loss: 2.6014 2020-05-06 18:36:14,579 - mmaction - INFO - Epoch [124][480/627] lr: 0.13661, eta: 1 day, 17:55:15, time: 3.451, data_time: 0.011, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6438, loss_cls: 2.7571, loss: 2.7571 2020-05-06 18:37:24,553 - mmaction - INFO - Epoch [124][500/627] lr: 0.13661, eta: 1 day, 17:52:10, time: 3.501, data_time: 0.005, memory: 14492, top1_acc: 0.3833, top5_acc: 0.5979, loss_cls: 2.9007, loss: 2.9007 2020-05-06 18:38:34,850 - mmaction - INFO - Epoch [124][520/627] lr: 0.13661, eta: 1 day, 17:49:08, time: 3.515, data_time: 0.200, memory: 14492, top1_acc: 0.3708, top5_acc: 0.6062, loss_cls: 2.8653, loss: 2.8653 2020-05-06 18:39:45,741 - mmaction - INFO - Epoch [124][540/627] lr: 0.13661, eta: 1 day, 17:46:10, time: 3.546, data_time: 0.003, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6208, loss_cls: 2.8352, loss: 2.8352 2020-05-06 18:40:58,728 - mmaction - INFO - Epoch [124][560/627] lr: 0.13661, eta: 1 day, 17:43:25, time: 3.643, data_time: 0.001, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6563, loss_cls: 2.6598, loss: 2.6598 2020-05-06 18:42:08,957 - mmaction - INFO - Epoch [124][580/627] lr: 0.13661, eta: 1 day, 17:40:25, time: 3.518, data_time: 0.024, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6521, loss_cls: 2.6866, loss: 2.6866 2020-05-06 18:43:19,799 - mmaction - INFO - Epoch [124][600/627] lr: 0.13661, eta: 1 day, 17:37:29, time: 3.539, data_time: 0.001, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6500, loss_cls: 2.6818, loss: 2.6818 2020-05-06 18:44:29,520 - mmaction - INFO - Epoch [124][620/627] lr: 0.13661, eta: 1 day, 17:34:27, time: 3.489, data_time: 0.004, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6625, loss_cls: 2.6951, loss: 2.6951 2020-05-06 18:46:59,024 - mmaction - INFO - Epoch [125][20/627] lr: 0.13224, eta: 1 day, 17:33:28, time: 6.209, data_time: 2.954, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6375, loss_cls: 2.7444, loss: 2.7444 2020-05-06 18:48:07,232 - mmaction - INFO - Epoch [125][40/627] lr: 0.13224, eta: 1 day, 17:30:18, time: 3.414, data_time: 0.025, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6479, loss_cls: 2.6711, loss: 2.6711 2020-05-06 18:49:13,824 - mmaction - INFO - Epoch [125][60/627] lr: 0.13224, eta: 1 day, 17:26:59, time: 3.330, data_time: 0.002, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.7572, loss: 2.7572 2020-05-06 18:50:19,300 - mmaction - INFO - Epoch [125][80/627] lr: 0.13224, eta: 1 day, 17:23:33, time: 3.272, data_time: 0.002, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6479, loss_cls: 2.7129, loss: 2.7129 2020-05-06 18:51:29,649 - mmaction - INFO - Epoch [125][100/627] lr: 0.13224, eta: 1 day, 17:20:38, time: 3.514, data_time: 0.003, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6479, loss_cls: 2.7942, loss: 2.7942 2020-05-06 18:52:39,826 - mmaction - INFO - Epoch [125][120/627] lr: 0.13224, eta: 1 day, 17:17:43, time: 3.511, data_time: 0.519, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6438, loss_cls: 2.7797, loss: 2.7797 2020-05-06 18:53:51,385 - mmaction - INFO - Epoch [125][140/627] lr: 0.13224, eta: 1 day, 17:14:57, time: 3.581, data_time: 1.343, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5964, loss: 2.5964 2020-05-06 18:55:03,022 - mmaction - INFO - Epoch [125][160/627] lr: 0.13224, eta: 1 day, 17:12:12, time: 3.582, data_time: 1.575, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6833, loss_cls: 2.5406, loss: 2.5406 2020-05-06 18:56:12,497 - mmaction - INFO - Epoch [125][180/627] lr: 0.13224, eta: 1 day, 17:09:15, time: 3.474, data_time: 0.666, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6354, loss_cls: 2.7535, loss: 2.7535 2020-05-06 18:57:18,780 - mmaction - INFO - Epoch [125][200/627] lr: 0.13224, eta: 1 day, 17:05:59, time: 3.315, data_time: 0.001, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6646, loss_cls: 2.7075, loss: 2.7075 2020-05-06 18:58:24,471 - mmaction - INFO - Epoch [125][220/627] lr: 0.13224, eta: 1 day, 17:02:41, time: 3.282, data_time: 0.005, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.6714, loss: 2.6714 2020-05-06 18:59:35,805 - mmaction - INFO - Epoch [125][240/627] lr: 0.13224, eta: 1 day, 16:59:57, time: 3.568, data_time: 0.031, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6188, loss_cls: 2.8364, loss: 2.8364 2020-05-06 19:00:47,056 - mmaction - INFO - Epoch [125][260/627] lr: 0.13224, eta: 1 day, 16:57:13, time: 3.560, data_time: 0.002, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6250, loss_cls: 2.7366, loss: 2.7366 2020-05-06 19:01:57,880 - mmaction - INFO - Epoch [125][280/627] lr: 0.13224, eta: 1 day, 16:54:27, time: 3.543, data_time: 0.010, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6042, loss_cls: 2.7712, loss: 2.7712 2020-05-06 19:03:11,016 - mmaction - INFO - Epoch [125][300/627] lr: 0.13224, eta: 1 day, 16:51:56, time: 3.657, data_time: 0.003, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6604, loss_cls: 2.6253, loss: 2.6253 2020-05-06 19:04:26,660 - mmaction - INFO - Epoch [125][320/627] lr: 0.13224, eta: 1 day, 16:49:40, time: 3.783, data_time: 0.077, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6417, loss_cls: 2.7779, loss: 2.7779 2020-05-06 19:05:39,584 - mmaction - INFO - Epoch [125][340/627] lr: 0.13224, eta: 1 day, 16:47:08, time: 3.643, data_time: 0.657, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6500, loss_cls: 2.6775, loss: 2.6775 2020-05-06 19:06:51,153 - mmaction - INFO - Epoch [125][360/627] lr: 0.13224, eta: 1 day, 16:44:29, time: 3.582, data_time: 0.625, memory: 14492, top1_acc: 0.3458, top5_acc: 0.6083, loss_cls: 2.8960, loss: 2.8960 2020-05-06 19:08:04,819 - mmaction - INFO - Epoch [125][380/627] lr: 0.13224, eta: 1 day, 16:42:02, time: 3.681, data_time: 0.416, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6333, loss_cls: 2.7874, loss: 2.7874 2020-05-06 19:09:16,940 - mmaction - INFO - Epoch [125][400/627] lr: 0.13224, eta: 1 day, 16:39:28, time: 3.607, data_time: 0.004, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6229, loss_cls: 2.7464, loss: 2.7464 2020-05-06 19:10:30,152 - mmaction - INFO - Epoch [125][420/627] lr: 0.13224, eta: 1 day, 16:37:00, time: 3.661, data_time: 0.003, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6542, loss_cls: 2.6831, loss: 2.6831 2020-05-06 19:11:44,532 - mmaction - INFO - Epoch [125][440/627] lr: 0.13224, eta: 1 day, 16:34:39, time: 3.718, data_time: 0.003, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6271, loss_cls: 2.8082, loss: 2.8082 2020-05-06 19:12:54,430 - mmaction - INFO - Epoch [125][460/627] lr: 0.13224, eta: 1 day, 16:31:53, time: 3.495, data_time: 0.013, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6771, loss_cls: 2.5513, loss: 2.5513 2020-05-06 19:14:09,459 - mmaction - INFO - Epoch [125][480/627] lr: 0.13224, eta: 1 day, 16:29:37, time: 3.754, data_time: 0.090, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6479, loss_cls: 2.7584, loss: 2.7584 2020-05-06 19:15:21,562 - mmaction - INFO - Epoch [125][500/627] lr: 0.13224, eta: 1 day, 16:27:04, time: 3.602, data_time: 0.001, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6417, loss_cls: 2.7374, loss: 2.7374 2020-05-06 19:16:32,677 - mmaction - INFO - Epoch [125][520/627] lr: 0.13224, eta: 1 day, 16:24:27, time: 3.556, data_time: 0.004, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6625, loss_cls: 2.6570, loss: 2.6570 2020-05-06 19:17:42,545 - mmaction - INFO - Epoch [125][540/627] lr: 0.13224, eta: 1 day, 16:21:44, time: 3.495, data_time: 0.003, memory: 14492, top1_acc: 0.3813, top5_acc: 0.6479, loss_cls: 2.7563, loss: 2.7563 2020-05-06 19:18:59,580 - mmaction - INFO - Epoch [125][560/627] lr: 0.13224, eta: 1 day, 16:19:40, time: 3.850, data_time: 0.003, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6479, loss_cls: 2.7120, loss: 2.7120 2020-05-06 19:20:08,060 - mmaction - INFO - Epoch [125][580/627] lr: 0.13224, eta: 1 day, 16:16:50, time: 3.421, data_time: 0.004, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6479, loss_cls: 2.6609, loss: 2.6609 2020-05-06 19:21:18,078 - mmaction - INFO - Epoch [125][600/627] lr: 0.13224, eta: 1 day, 16:14:08, time: 3.499, data_time: 0.007, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6312, loss_cls: 2.7355, loss: 2.7355 2020-05-06 19:22:32,693 - mmaction - INFO - Epoch [125][620/627] lr: 0.13224, eta: 1 day, 16:11:54, time: 3.738, data_time: 0.015, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6479, loss_cls: 2.6645, loss: 2.6645 2020-05-06 19:26:32,922 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-06 19:26:33,780 - mmaction - INFO - top1_acc 0.4256 top5_acc 0.6880 2020-05-06 19:26:33,781 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-06 19:26:33,873 - mmaction - INFO - mean_acc 0.4254 2020-05-06 19:26:33,883 - mmaction - INFO - Epoch [125][627/627] lr: 0.13224, top1_acc: 0.4256, top5_acc: 0.6880, mean_class_accuracy: 0.4254 2020-05-06 19:28:04,562 - mmaction - INFO - Epoch [126][20/627] lr: 0.12793, eta: 1 day, 16:07:56, time: 4.533, data_time: 1.271, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6583, loss_cls: 2.7580, loss: 2.7580 2020-05-06 19:29:13,565 - mmaction - INFO - Epoch [126][40/627] lr: 0.12793, eta: 1 day, 16:05:11, time: 3.446, data_time: 0.002, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6542, loss_cls: 2.6490, loss: 2.6490 2020-05-06 19:30:21,726 - mmaction - INFO - Epoch [126][60/627] lr: 0.12793, eta: 1 day, 16:02:23, time: 3.413, data_time: 0.062, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6479, loss_cls: 2.6810, loss: 2.6810 2020-05-06 19:31:34,011 - mmaction - INFO - Epoch [126][80/627] lr: 0.12793, eta: 1 day, 15:59:57, time: 3.614, data_time: 0.001, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6333, loss_cls: 2.6132, loss: 2.6132 2020-05-06 19:32:40,468 - mmaction - INFO - Epoch [126][100/627] lr: 0.12793, eta: 1 day, 15:57:00, time: 3.323, data_time: 0.001, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6854, loss_cls: 2.5836, loss: 2.5836 2020-05-06 19:33:55,619 - mmaction - INFO - Epoch [126][120/627] lr: 0.12793, eta: 1 day, 15:54:50, time: 3.754, data_time: 0.001, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6271, loss_cls: 2.6950, loss: 2.6950 2020-05-06 19:35:08,964 - mmaction - INFO - Epoch [126][140/627] lr: 0.12793, eta: 1 day, 15:52:32, time: 3.668, data_time: 0.004, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6562, loss_cls: 2.6525, loss: 2.6525 2020-05-06 19:36:16,883 - mmaction - INFO - Epoch [126][160/627] lr: 0.12793, eta: 1 day, 15:49:45, time: 3.398, data_time: 0.003, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6542, loss_cls: 2.7193, loss: 2.7193 2020-05-06 19:37:23,493 - mmaction - INFO - Epoch [126][180/627] lr: 0.12793, eta: 1 day, 15:46:51, time: 3.329, data_time: 0.487, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6792, loss_cls: 2.5679, loss: 2.5679 2020-05-06 19:38:35,936 - mmaction - INFO - Epoch [126][200/627] lr: 0.12793, eta: 1 day, 15:44:29, time: 3.624, data_time: 0.893, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6250, loss_cls: 2.8593, loss: 2.8593 2020-05-06 19:39:44,758 - mmaction - INFO - Epoch [126][220/627] lr: 0.12793, eta: 1 day, 15:41:48, time: 3.437, data_time: 0.015, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6500, loss_cls: 2.7489, loss: 2.7489 2020-05-06 19:40:57,613 - mmaction - INFO - Epoch [126][240/627] lr: 0.12793, eta: 1 day, 15:39:29, time: 3.640, data_time: 0.005, memory: 14492, top1_acc: 0.3729, top5_acc: 0.6458, loss_cls: 2.7575, loss: 2.7575 2020-05-06 19:42:07,147 - mmaction - INFO - Epoch [126][260/627] lr: 0.12793, eta: 1 day, 15:36:54, time: 3.484, data_time: 0.018, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6500, loss_cls: 2.6655, loss: 2.6655 2020-05-06 19:43:22,400 - mmaction - INFO - Epoch [126][280/627] lr: 0.12793, eta: 1 day, 15:34:48, time: 3.760, data_time: 0.051, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6292, loss_cls: 2.7495, loss: 2.7495 2020-05-06 19:44:34,602 - mmaction - INFO - Epoch [126][300/627] lr: 0.12793, eta: 1 day, 15:32:27, time: 3.610, data_time: 0.003, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6583, loss_cls: 2.6602, loss: 2.6602 2020-05-06 19:45:43,972 - mmaction - INFO - Epoch [126][320/627] lr: 0.12793, eta: 1 day, 15:29:51, time: 3.469, data_time: 0.003, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6729, loss_cls: 2.5875, loss: 2.5875 2020-05-06 19:46:49,559 - mmaction - INFO - Epoch [126][340/627] lr: 0.12793, eta: 1 day, 15:26:57, time: 3.276, data_time: 0.006, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6708, loss_cls: 2.6330, loss: 2.6330 2020-05-06 19:47:59,338 - mmaction - INFO - Epoch [126][360/627] lr: 0.12793, eta: 1 day, 15:24:25, time: 3.492, data_time: 0.005, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6250, loss_cls: 2.7935, loss: 2.7935 2020-05-06 19:49:11,027 - mmaction - INFO - Epoch [126][380/627] lr: 0.12793, eta: 1 day, 15:22:03, time: 3.582, data_time: 0.002, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6562, loss_cls: 2.6124, loss: 2.6124 2020-05-06 19:50:19,036 - mmaction - INFO - Epoch [126][400/627] lr: 0.12793, eta: 1 day, 15:19:23, time: 3.403, data_time: 0.024, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6500, loss_cls: 2.6213, loss: 2.6213 2020-05-06 19:51:36,931 - mmaction - INFO - Epoch [126][420/627] lr: 0.12793, eta: 1 day, 15:17:33, time: 3.895, data_time: 0.003, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6792, loss_cls: 2.5265, loss: 2.5265 2020-05-06 19:52:51,624 - mmaction - INFO - Epoch [126][440/627] lr: 0.12793, eta: 1 day, 15:15:28, time: 3.735, data_time: 0.002, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6458, loss_cls: 2.7021, loss: 2.7021 2020-05-06 19:54:08,186 - mmaction - INFO - Epoch [126][460/627] lr: 0.12793, eta: 1 day, 15:13:32, time: 3.824, data_time: 0.001, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.6322, loss: 2.6322 2020-05-06 19:55:19,792 - mmaction - INFO - Epoch [126][480/627] lr: 0.12793, eta: 1 day, 15:11:12, time: 3.585, data_time: 0.005, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6875, loss_cls: 2.5736, loss: 2.5736 2020-05-06 19:56:27,850 - mmaction - INFO - Epoch [126][500/627] lr: 0.12793, eta: 1 day, 15:08:34, time: 3.402, data_time: 0.001, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6562, loss_cls: 2.7319, loss: 2.7319 2020-05-06 19:57:37,593 - mmaction - INFO - Epoch [126][520/627] lr: 0.12793, eta: 1 day, 15:06:04, time: 3.483, data_time: 0.004, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6042, loss_cls: 2.8432, loss: 2.8432 2020-05-06 19:58:43,446 - mmaction - INFO - Epoch [126][540/627] lr: 0.12793, eta: 1 day, 15:03:17, time: 3.298, data_time: 0.006, memory: 14492, top1_acc: 0.3875, top5_acc: 0.6417, loss_cls: 2.7551, loss: 2.7551 2020-05-06 19:59:51,696 - mmaction - INFO - Epoch [126][560/627] lr: 0.12793, eta: 1 day, 15:00:42, time: 3.411, data_time: 0.001, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6542, loss_cls: 2.6579, loss: 2.6579 2020-05-06 20:01:00,407 - mmaction - INFO - Epoch [126][580/627] lr: 0.12793, eta: 1 day, 14:58:09, time: 3.434, data_time: 0.003, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6458, loss_cls: 2.6033, loss: 2.6033 2020-05-06 20:02:12,891 - mmaction - INFO - Epoch [126][600/627] lr: 0.12793, eta: 1 day, 14:55:56, time: 3.626, data_time: 0.018, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6354, loss_cls: 2.7231, loss: 2.7231 2020-05-06 20:03:24,781 - mmaction - INFO - Epoch [126][620/627] lr: 0.12793, eta: 1 day, 14:53:39, time: 3.590, data_time: 0.003, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6771, loss_cls: 2.6575, loss: 2.6575 2020-05-06 20:06:00,435 - mmaction - INFO - Epoch [127][20/627] lr: 0.12366, eta: 1 day, 14:53:02, time: 6.346, data_time: 3.175, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6667, loss_cls: 2.6322, loss: 2.6322 2020-05-06 20:07:10,284 - mmaction - INFO - Epoch [127][40/627] lr: 0.12366, eta: 1 day, 14:50:37, time: 3.492, data_time: 0.006, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6958, loss_cls: 2.4588, loss: 2.4588 2020-05-06 20:08:23,233 - mmaction - INFO - Epoch [127][60/627] lr: 0.12366, eta: 1 day, 14:48:27, time: 3.647, data_time: 0.006, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6458, loss_cls: 2.6222, loss: 2.6222 2020-05-06 20:09:30,922 - mmaction - INFO - Epoch [127][80/627] lr: 0.12366, eta: 1 day, 14:45:52, time: 3.388, data_time: 0.038, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6875, loss_cls: 2.4600, loss: 2.4600 2020-05-06 20:10:38,389 - mmaction - INFO - Epoch [127][100/627] lr: 0.12366, eta: 1 day, 14:43:16, time: 3.371, data_time: 0.003, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6833, loss_cls: 2.4223, loss: 2.4223 2020-05-06 20:11:50,236 - mmaction - INFO - Epoch [127][120/627] lr: 0.12366, eta: 1 day, 14:41:02, time: 3.597, data_time: 0.188, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.9286, loss: 2.9286 2020-05-06 20:13:00,037 - mmaction - INFO - Epoch [127][140/627] lr: 0.12366, eta: 1 day, 14:38:38, time: 3.490, data_time: 0.001, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6917, loss_cls: 2.4492, loss: 2.4492 2020-05-06 20:14:08,223 - mmaction - INFO - Epoch [127][160/627] lr: 0.12366, eta: 1 day, 14:36:07, time: 3.406, data_time: 0.001, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.7920, loss: 2.7920 2020-05-06 20:15:14,838 - mmaction - INFO - Epoch [127][180/627] lr: 0.12366, eta: 1 day, 14:33:29, time: 3.331, data_time: 0.004, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6708, loss_cls: 2.5872, loss: 2.5872 2020-05-06 20:16:27,621 - mmaction - INFO - Epoch [127][200/627] lr: 0.12366, eta: 1 day, 14:31:21, time: 3.637, data_time: 0.004, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6313, loss_cls: 2.7133, loss: 2.7133 2020-05-06 20:17:34,978 - mmaction - INFO - Epoch [127][220/627] lr: 0.12366, eta: 1 day, 14:28:47, time: 3.369, data_time: 0.215, memory: 14492, top1_acc: 0.3521, top5_acc: 0.6292, loss_cls: 2.8299, loss: 2.8299 2020-05-06 20:18:41,500 - mmaction - INFO - Epoch [127][240/627] lr: 0.12366, eta: 1 day, 14:26:11, time: 3.329, data_time: 0.207, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6417, loss_cls: 2.6345, loss: 2.6345 2020-05-06 20:19:48,948 - mmaction - INFO - Epoch [127][260/627] lr: 0.12366, eta: 1 day, 14:23:38, time: 3.371, data_time: 0.001, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6563, loss_cls: 2.6348, loss: 2.6348 2020-05-06 20:20:58,912 - mmaction - INFO - Epoch [127][280/627] lr: 0.12366, eta: 1 day, 14:21:18, time: 3.495, data_time: 0.003, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6396, loss_cls: 2.7017, loss: 2.7017 2020-05-06 20:22:08,947 - mmaction - INFO - Epoch [127][300/627] lr: 0.12366, eta: 1 day, 14:19:00, time: 3.506, data_time: 0.016, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6875, loss_cls: 2.4160, loss: 2.4160 2020-05-06 20:23:16,609 - mmaction - INFO - Epoch [127][320/627] lr: 0.12366, eta: 1 day, 14:16:30, time: 3.382, data_time: 0.037, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6479, loss_cls: 2.7181, loss: 2.7181 2020-05-06 20:24:32,585 - mmaction - INFO - Epoch [127][340/627] lr: 0.12366, eta: 1 day, 14:14:39, time: 3.798, data_time: 0.148, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6521, loss_cls: 2.6497, loss: 2.6497 2020-05-06 20:25:41,031 - mmaction - INFO - Epoch [127][360/627] lr: 0.12366, eta: 1 day, 14:12:13, time: 3.423, data_time: 0.003, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6896, loss_cls: 2.5246, loss: 2.5246 2020-05-06 20:26:52,695 - mmaction - INFO - Epoch [127][380/627] lr: 0.12366, eta: 1 day, 14:10:03, time: 3.582, data_time: 0.003, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6479, loss_cls: 2.6523, loss: 2.6523 2020-05-06 20:28:02,054 - mmaction - INFO - Epoch [127][400/627] lr: 0.12366, eta: 1 day, 14:07:42, time: 3.465, data_time: 0.004, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6604, loss_cls: 2.5852, loss: 2.5852 2020-05-06 20:29:09,837 - mmaction - INFO - Epoch [127][420/627] lr: 0.12366, eta: 1 day, 14:05:15, time: 3.394, data_time: 0.006, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6813, loss_cls: 2.5581, loss: 2.5581 2020-05-06 20:30:17,459 - mmaction - INFO - Epoch [127][440/627] lr: 0.12366, eta: 1 day, 14:02:48, time: 3.381, data_time: 0.002, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.7084, loss: 2.7084 2020-05-06 20:31:25,815 - mmaction - INFO - Epoch [127][460/627] lr: 0.12366, eta: 1 day, 14:00:24, time: 3.417, data_time: 0.007, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6354, loss_cls: 2.7665, loss: 2.7665 2020-05-06 20:32:39,257 - mmaction - INFO - Epoch [127][480/627] lr: 0.12366, eta: 1 day, 13:58:24, time: 3.670, data_time: 0.004, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6417, loss_cls: 2.6975, loss: 2.6975 2020-05-06 20:33:46,806 - mmaction - INFO - Epoch [127][500/627] lr: 0.12366, eta: 1 day, 13:55:57, time: 3.376, data_time: 0.022, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6479, loss_cls: 2.7573, loss: 2.7573 2020-05-06 20:34:53,947 - mmaction - INFO - Epoch [127][520/627] lr: 0.12366, eta: 1 day, 13:53:29, time: 3.357, data_time: 0.006, memory: 14492, top1_acc: 0.3688, top5_acc: 0.6146, loss_cls: 2.8096, loss: 2.8096 2020-05-06 20:36:04,490 - mmaction - INFO - Epoch [127][540/627] lr: 0.12366, eta: 1 day, 13:51:17, time: 3.531, data_time: 0.009, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6187, loss_cls: 2.7669, loss: 2.7669 2020-05-06 20:37:12,028 - mmaction - INFO - Epoch [127][560/627] lr: 0.12366, eta: 1 day, 13:48:51, time: 3.375, data_time: 0.002, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6333, loss_cls: 2.6261, loss: 2.6261 2020-05-06 20:38:28,171 - mmaction - INFO - Epoch [127][580/627] lr: 0.12366, eta: 1 day, 13:47:04, time: 3.807, data_time: 0.006, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6750, loss_cls: 2.6970, loss: 2.6970 2020-05-06 20:39:32,888 - mmaction - INFO - Epoch [127][600/627] lr: 0.12366, eta: 1 day, 13:44:27, time: 3.235, data_time: 0.015, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6542, loss_cls: 2.6784, loss: 2.6784 2020-05-06 20:40:47,825 - mmaction - INFO - Epoch [127][620/627] lr: 0.12366, eta: 1 day, 13:42:35, time: 3.741, data_time: 0.005, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.7439, loss: 2.7439 2020-05-06 20:43:30,670 - mmaction - INFO - Epoch [128][20/627] lr: 0.11946, eta: 1 day, 13:41:31, time: 6.045, data_time: 4.308, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6687, loss_cls: 2.5963, loss: 2.5963 2020-05-06 20:44:41,375 - mmaction - INFO - Epoch [128][40/627] lr: 0.11946, eta: 1 day, 13:39:21, time: 3.535, data_time: 1.781, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6729, loss_cls: 2.5598, loss: 2.5598 2020-05-06 20:45:59,281 - mmaction - INFO - Epoch [128][60/627] lr: 0.11946, eta: 1 day, 13:37:43, time: 3.896, data_time: 0.142, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6708, loss_cls: 2.6233, loss: 2.6233 2020-05-06 20:47:02,672 - mmaction - INFO - Epoch [128][80/627] lr: 0.11946, eta: 1 day, 13:35:01, time: 3.168, data_time: 0.437, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6667, loss_cls: 2.6587, loss: 2.6587 2020-05-06 20:48:09,485 - mmaction - INFO - Epoch [128][100/627] lr: 0.11946, eta: 1 day, 13:32:35, time: 3.339, data_time: 1.800, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6354, loss_cls: 2.6702, loss: 2.6702 2020-05-06 20:49:22,224 - mmaction - INFO - Epoch [128][120/627] lr: 0.11946, eta: 1 day, 13:30:35, time: 3.638, data_time: 2.156, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6792, loss_cls: 2.5363, loss: 2.5363 2020-05-06 20:50:34,502 - mmaction - INFO - Epoch [128][140/627] lr: 0.11946, eta: 1 day, 13:28:34, time: 3.613, data_time: 2.189, memory: 14492, top1_acc: 0.4187, top5_acc: 0.6771, loss_cls: 2.6504, loss: 2.6504 2020-05-06 20:51:41,458 - mmaction - INFO - Epoch [128][160/627] lr: 0.11946, eta: 1 day, 13:26:10, time: 3.351, data_time: 1.190, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6917, loss_cls: 2.4686, loss: 2.4686 2020-05-06 20:52:47,796 - mmaction - INFO - Epoch [128][180/627] lr: 0.11946, eta: 1 day, 13:23:43, time: 3.312, data_time: 0.525, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6667, loss_cls: 2.5823, loss: 2.5823 2020-05-06 20:53:56,871 - mmaction - INFO - Epoch [128][200/627] lr: 0.11946, eta: 1 day, 13:21:28, time: 3.452, data_time: 1.472, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6792, loss_cls: 2.5568, loss: 2.5568 2020-05-06 20:55:08,183 - mmaction - INFO - Epoch [128][220/627] lr: 0.11946, eta: 1 day, 13:19:24, time: 3.571, data_time: 1.553, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6667, loss_cls: 2.6021, loss: 2.6021 2020-05-06 20:56:17,203 - mmaction - INFO - Epoch [128][240/627] lr: 0.11946, eta: 1 day, 13:17:10, time: 3.451, data_time: 0.542, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6625, loss_cls: 2.5962, loss: 2.5962 2020-05-06 20:57:28,375 - mmaction - INFO - Epoch [128][260/627] lr: 0.11946, eta: 1 day, 13:15:05, time: 3.557, data_time: 0.001, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6354, loss_cls: 2.7673, loss: 2.7673 2020-05-06 20:58:35,242 - mmaction - INFO - Epoch [128][280/627] lr: 0.11946, eta: 1 day, 13:12:43, time: 3.343, data_time: 0.002, memory: 14492, top1_acc: 0.4375, top5_acc: 0.7104, loss_cls: 2.3687, loss: 2.3687 2020-05-06 20:59:43,744 - mmaction - INFO - Epoch [128][300/627] lr: 0.11946, eta: 1 day, 13:10:28, time: 3.427, data_time: 0.003, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6854, loss_cls: 2.4746, loss: 2.4746 2020-05-06 21:00:55,123 - mmaction - INFO - Epoch [128][320/627] lr: 0.11946, eta: 1 day, 13:08:25, time: 3.566, data_time: 0.001, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.4400, loss: 2.4400 2020-05-06 21:02:02,329 - mmaction - INFO - Epoch [128][340/627] lr: 0.11946, eta: 1 day, 13:06:05, time: 3.361, data_time: 0.011, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.6390, loss: 2.6390 2020-05-06 21:03:12,217 - mmaction - INFO - Epoch [128][360/627] lr: 0.11946, eta: 1 day, 13:03:56, time: 3.496, data_time: 0.003, memory: 14492, top1_acc: 0.3771, top5_acc: 0.6417, loss_cls: 2.6519, loss: 2.6519 2020-05-06 21:04:22,528 - mmaction - INFO - Epoch [128][380/627] lr: 0.11946, eta: 1 day, 13:01:50, time: 3.511, data_time: 0.002, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6333, loss_cls: 2.7066, loss: 2.7066 2020-05-06 21:05:35,083 - mmaction - INFO - Epoch [128][400/627] lr: 0.11946, eta: 1 day, 12:59:53, time: 3.631, data_time: 0.005, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6646, loss_cls: 2.7069, loss: 2.7069 2020-05-06 21:06:42,319 - mmaction - INFO - Epoch [128][420/627] lr: 0.11946, eta: 1 day, 12:57:35, time: 3.363, data_time: 0.004, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6625, loss_cls: 2.5693, loss: 2.5693 2020-05-06 21:07:48,928 - mmaction - INFO - Epoch [128][440/627] lr: 0.11946, eta: 1 day, 12:55:13, time: 3.327, data_time: 0.001, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6813, loss_cls: 2.5897, loss: 2.5897 2020-05-06 21:08:59,765 - mmaction - INFO - Epoch [128][460/627] lr: 0.11946, eta: 1 day, 12:53:11, time: 3.545, data_time: 0.005, memory: 14492, top1_acc: 0.3792, top5_acc: 0.6417, loss_cls: 2.7974, loss: 2.7974 2020-05-06 21:10:06,848 - mmaction - INFO - Epoch [128][480/627] lr: 0.11946, eta: 1 day, 12:50:52, time: 3.352, data_time: 0.029, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6625, loss_cls: 2.6846, loss: 2.6846 2020-05-06 21:11:15,312 - mmaction - INFO - Epoch [128][500/627] lr: 0.11946, eta: 1 day, 12:48:40, time: 3.422, data_time: 0.003, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6875, loss_cls: 2.4667, loss: 2.4667 2020-05-06 21:12:25,379 - mmaction - INFO - Epoch [128][520/627] lr: 0.11946, eta: 1 day, 12:46:35, time: 3.502, data_time: 0.004, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6458, loss_cls: 2.6954, loss: 2.6954 2020-05-06 21:13:38,586 - mmaction - INFO - Epoch [128][540/627] lr: 0.11946, eta: 1 day, 12:44:43, time: 3.662, data_time: 0.005, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6354, loss_cls: 2.6334, loss: 2.6334 2020-05-06 21:14:47,692 - mmaction - INFO - Epoch [128][560/627] lr: 0.11946, eta: 1 day, 12:42:34, time: 3.456, data_time: 0.004, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6437, loss_cls: 2.7256, loss: 2.7256 2020-05-06 21:15:53,398 - mmaction - INFO - Epoch [128][580/627] lr: 0.11946, eta: 1 day, 12:40:12, time: 3.286, data_time: 0.003, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6417, loss_cls: 2.6367, loss: 2.6367 2020-05-06 21:16:59,238 - mmaction - INFO - Epoch [128][600/627] lr: 0.11946, eta: 1 day, 12:37:51, time: 3.292, data_time: 0.001, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6438, loss_cls: 2.7440, loss: 2.7440 2020-05-06 21:18:03,893 - mmaction - INFO - Epoch [128][620/627] lr: 0.11946, eta: 1 day, 12:35:25, time: 3.231, data_time: 0.002, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6562, loss_cls: 2.6540, loss: 2.6540 2020-05-06 21:20:51,618 - mmaction - INFO - Epoch [129][20/627] lr: 0.11530, eta: 1 day, 12:34:57, time: 6.466, data_time: 3.012, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6562, loss_cls: 2.6257, loss: 2.6257 2020-05-06 21:21:58,650 - mmaction - INFO - Epoch [129][40/627] lr: 0.11530, eta: 1 day, 12:32:41, time: 3.354, data_time: 0.009, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6312, loss_cls: 2.7604, loss: 2.7604 2020-05-06 21:23:04,885 - mmaction - INFO - Epoch [129][60/627] lr: 0.11530, eta: 1 day, 12:30:23, time: 3.312, data_time: 0.004, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5480, loss: 2.5480 2020-05-06 21:24:18,849 - mmaction - INFO - Epoch [129][80/627] lr: 0.11530, eta: 1 day, 12:28:35, time: 3.696, data_time: 0.004, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.7451, loss: 2.7451 2020-05-06 21:25:29,160 - mmaction - INFO - Epoch [129][100/627] lr: 0.11530, eta: 1 day, 12:26:33, time: 3.520, data_time: 0.213, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6813, loss_cls: 2.5224, loss: 2.5224 2020-05-06 21:26:38,128 - mmaction - INFO - Epoch [129][120/627] lr: 0.11530, eta: 1 day, 12:24:26, time: 3.447, data_time: 1.570, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.5604, loss: 2.5604 2020-05-06 21:27:45,341 - mmaction - INFO - Epoch [129][140/627] lr: 0.11530, eta: 1 day, 12:22:13, time: 3.360, data_time: 1.405, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6292, loss_cls: 2.6809, loss: 2.6809 2020-05-06 21:28:55,903 - mmaction - INFO - Epoch [129][160/627] lr: 0.11530, eta: 1 day, 12:20:13, time: 3.526, data_time: 1.374, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6833, loss_cls: 2.5495, loss: 2.5495 2020-05-06 21:30:04,574 - mmaction - INFO - Epoch [129][180/627] lr: 0.11530, eta: 1 day, 12:18:06, time: 3.437, data_time: 0.071, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6500, loss_cls: 2.7071, loss: 2.7071 2020-05-06 21:31:17,717 - mmaction - INFO - Epoch [129][200/627] lr: 0.11530, eta: 1 day, 12:16:16, time: 3.659, data_time: 0.350, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6292, loss_cls: 2.6928, loss: 2.6928 2020-05-06 21:32:25,446 - mmaction - INFO - Epoch [129][220/627] lr: 0.11530, eta: 1 day, 12:14:06, time: 3.386, data_time: 0.002, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6771, loss_cls: 2.5109, loss: 2.5109 2020-05-06 21:33:39,331 - mmaction - INFO - Epoch [129][240/627] lr: 0.11530, eta: 1 day, 12:12:19, time: 3.693, data_time: 0.611, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6479, loss_cls: 2.6263, loss: 2.6263 2020-05-06 21:34:46,463 - mmaction - INFO - Epoch [129][260/627] lr: 0.11530, eta: 1 day, 12:10:07, time: 3.356, data_time: 1.346, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6833, loss_cls: 2.4908, loss: 2.4908 2020-05-06 21:35:53,865 - mmaction - INFO - Epoch [129][280/627] lr: 0.11530, eta: 1 day, 12:07:56, time: 3.366, data_time: 0.710, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6688, loss_cls: 2.5804, loss: 2.5804 2020-05-06 21:37:02,184 - mmaction - INFO - Epoch [129][300/627] lr: 0.11530, eta: 1 day, 12:05:49, time: 3.419, data_time: 1.452, memory: 14492, top1_acc: 0.3625, top5_acc: 0.6271, loss_cls: 2.7500, loss: 2.7500 2020-05-06 21:38:19,040 - mmaction - INFO - Epoch [129][320/627] lr: 0.11530, eta: 1 day, 12:04:15, time: 3.843, data_time: 2.303, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6667, loss_cls: 2.5300, loss: 2.5300 2020-05-06 21:39:24,719 - mmaction - INFO - Epoch [129][340/627] lr: 0.11530, eta: 1 day, 12:01:58, time: 3.282, data_time: 0.040, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6500, loss_cls: 2.7093, loss: 2.7093 2020-05-06 21:40:34,165 - mmaction - INFO - Epoch [129][360/627] lr: 0.11530, eta: 1 day, 11:59:56, time: 3.470, data_time: 0.005, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6958, loss_cls: 2.4361, loss: 2.4361 2020-05-06 21:41:42,705 - mmaction - INFO - Epoch [129][380/627] lr: 0.11530, eta: 1 day, 11:57:52, time: 3.432, data_time: 0.011, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.8056, loss: 2.8056 2020-05-06 21:43:01,964 - mmaction - INFO - Epoch [129][400/627] lr: 0.11530, eta: 1 day, 11:56:27, time: 3.961, data_time: 0.002, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6229, loss_cls: 2.7113, loss: 2.7113 2020-05-06 21:44:12,471 - mmaction - INFO - Epoch [129][420/627] lr: 0.11530, eta: 1 day, 11:54:29, time: 3.523, data_time: 0.005, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6250, loss_cls: 2.7019, loss: 2.7019 2020-05-06 21:45:20,951 - mmaction - INFO - Epoch [129][440/627] lr: 0.11530, eta: 1 day, 11:52:25, time: 3.427, data_time: 0.006, memory: 14492, top1_acc: 0.3708, top5_acc: 0.6229, loss_cls: 2.8152, loss: 2.8152 2020-05-06 21:46:31,544 - mmaction - INFO - Epoch [129][460/627] lr: 0.11530, eta: 1 day, 11:50:28, time: 3.530, data_time: 0.003, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6333, loss_cls: 2.7724, loss: 2.7724 2020-05-06 21:47:43,633 - mmaction - INFO - Epoch [129][480/627] lr: 0.11530, eta: 1 day, 11:48:38, time: 3.606, data_time: 0.013, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.5835, loss: 2.5835 2020-05-06 21:48:51,729 - mmaction - INFO - Epoch [129][500/627] lr: 0.11530, eta: 1 day, 11:46:32, time: 3.406, data_time: 0.014, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6688, loss_cls: 2.5657, loss: 2.5657 2020-05-06 21:49:58,018 - mmaction - INFO - Epoch [129][520/627] lr: 0.11530, eta: 1 day, 11:44:21, time: 3.315, data_time: 0.001, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6708, loss_cls: 2.5518, loss: 2.5518 2020-05-06 21:51:04,698 - mmaction - INFO - Epoch [129][540/627] lr: 0.11530, eta: 1 day, 11:42:10, time: 3.331, data_time: 0.040, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6833, loss_cls: 2.4970, loss: 2.4970 2020-05-06 21:52:16,923 - mmaction - INFO - Epoch [129][560/627] lr: 0.11530, eta: 1 day, 11:40:21, time: 3.612, data_time: 0.003, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6396, loss_cls: 2.6830, loss: 2.6830 2020-05-06 21:53:25,367 - mmaction - INFO - Epoch [129][580/627] lr: 0.11530, eta: 1 day, 11:38:18, time: 3.418, data_time: 0.002, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6208, loss_cls: 2.7042, loss: 2.7042 2020-05-06 21:54:35,991 - mmaction - INFO - Epoch [129][600/627] lr: 0.11530, eta: 1 day, 11:36:23, time: 3.536, data_time: 0.006, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6333, loss_cls: 2.7007, loss: 2.7007 2020-05-06 21:55:43,771 - mmaction - INFO - Epoch [129][620/627] lr: 0.11530, eta: 1 day, 11:34:18, time: 3.387, data_time: 0.003, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6646, loss_cls: 2.6041, loss: 2.6041 2020-05-06 21:58:32,737 - mmaction - INFO - Epoch [130][20/627] lr: 0.11120, eta: 1 day, 11:33:32, time: 6.265, data_time: 4.655, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6646, loss_cls: 2.5707, loss: 2.5707 2020-05-06 21:59:38,830 - mmaction - INFO - Epoch [130][40/627] lr: 0.11120, eta: 1 day, 11:31:21, time: 3.306, data_time: 0.791, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6333, loss_cls: 2.6721, loss: 2.6721 2020-05-06 22:00:46,715 - mmaction - INFO - Epoch [130][60/627] lr: 0.11120, eta: 1 day, 11:29:17, time: 3.393, data_time: 0.715, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6708, loss_cls: 2.6253, loss: 2.6253 2020-05-06 22:01:56,785 - mmaction - INFO - Epoch [130][80/627] lr: 0.11120, eta: 1 day, 11:27:21, time: 3.500, data_time: 0.020, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6562, loss_cls: 2.6716, loss: 2.6716 2020-05-06 22:03:11,356 - mmaction - INFO - Epoch [130][100/627] lr: 0.11120, eta: 1 day, 11:25:41, time: 3.728, data_time: 0.007, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6896, loss_cls: 2.4583, loss: 2.4583 2020-05-06 22:04:15,271 - mmaction - INFO - Epoch [130][120/627] lr: 0.11120, eta: 1 day, 11:23:24, time: 3.199, data_time: 0.008, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6500, loss_cls: 2.7003, loss: 2.7003 2020-05-06 22:05:23,155 - mmaction - INFO - Epoch [130][140/627] lr: 0.11120, eta: 1 day, 11:21:21, time: 3.395, data_time: 0.005, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6875, loss_cls: 2.5804, loss: 2.5804 2020-05-06 22:06:31,385 - mmaction - INFO - Epoch [130][160/627] lr: 0.11120, eta: 1 day, 11:19:19, time: 3.411, data_time: 0.004, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6958, loss_cls: 2.5131, loss: 2.5131 2020-05-06 22:07:40,323 - mmaction - INFO - Epoch [130][180/627] lr: 0.11120, eta: 1 day, 11:17:20, time: 3.449, data_time: 0.011, memory: 14492, top1_acc: 0.4667, top5_acc: 0.6938, loss_cls: 2.4371, loss: 2.4371 2020-05-06 22:08:47,165 - mmaction - INFO - Epoch [130][200/627] lr: 0.11120, eta: 1 day, 11:15:14, time: 3.341, data_time: 0.004, memory: 14492, top1_acc: 0.3917, top5_acc: 0.6354, loss_cls: 2.7846, loss: 2.7846 2020-05-06 22:09:52,417 - mmaction - INFO - Epoch [130][220/627] lr: 0.11120, eta: 1 day, 11:13:03, time: 3.266, data_time: 0.004, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6458, loss_cls: 2.6409, loss: 2.6409 2020-05-06 22:10:57,627 - mmaction - INFO - Epoch [130][240/627] lr: 0.11120, eta: 1 day, 11:10:51, time: 3.260, data_time: 0.000, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6729, loss_cls: 2.5022, loss: 2.5022 2020-05-06 22:12:09,252 - mmaction - INFO - Epoch [130][260/627] lr: 0.11120, eta: 1 day, 11:09:02, time: 3.579, data_time: 0.002, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6917, loss_cls: 2.5090, loss: 2.5090 2020-05-06 22:13:18,290 - mmaction - INFO - Epoch [130][280/627] lr: 0.11120, eta: 1 day, 11:07:05, time: 3.450, data_time: 0.004, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6625, loss_cls: 2.7026, loss: 2.7026 2020-05-06 22:14:25,527 - mmaction - INFO - Epoch [130][300/627] lr: 0.11120, eta: 1 day, 11:05:01, time: 3.363, data_time: 0.005, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6646, loss_cls: 2.6980, loss: 2.6980 2020-05-06 22:15:31,229 - mmaction - INFO - Epoch [130][320/627] lr: 0.11120, eta: 1 day, 11:02:53, time: 3.289, data_time: 0.011, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6271, loss_cls: 2.6516, loss: 2.6516 2020-05-06 22:16:41,119 - mmaction - INFO - Epoch [130][340/627] lr: 0.11120, eta: 1 day, 11:00:59, time: 3.494, data_time: 0.001, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6854, loss_cls: 2.6072, loss: 2.6072 2020-05-06 22:17:47,449 - mmaction - INFO - Epoch [130][360/627] lr: 0.11120, eta: 1 day, 10:58:53, time: 3.316, data_time: 0.001, memory: 14492, top1_acc: 0.4479, top5_acc: 0.7083, loss_cls: 2.4839, loss: 2.4839 2020-05-06 22:18:54,931 - mmaction - INFO - Epoch [130][380/627] lr: 0.11120, eta: 1 day, 10:56:52, time: 3.373, data_time: 0.002, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6542, loss_cls: 2.7001, loss: 2.7001 2020-05-06 22:20:00,019 - mmaction - INFO - Epoch [130][400/627] lr: 0.11120, eta: 1 day, 10:54:42, time: 3.256, data_time: 0.003, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6646, loss_cls: 2.6028, loss: 2.6028 2020-05-06 22:21:05,504 - mmaction - INFO - Epoch [130][420/627] lr: 0.11120, eta: 1 day, 10:52:34, time: 3.270, data_time: 0.179, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6812, loss_cls: 2.4769, loss: 2.4769 2020-05-06 22:22:12,047 - mmaction - INFO - Epoch [130][440/627] lr: 0.11120, eta: 1 day, 10:50:29, time: 3.327, data_time: 0.380, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6917, loss_cls: 2.4918, loss: 2.4918 2020-05-06 22:23:16,686 - mmaction - INFO - Epoch [130][460/627] lr: 0.11120, eta: 1 day, 10:48:19, time: 3.236, data_time: 0.353, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6542, loss_cls: 2.7207, loss: 2.7207 2020-05-06 22:24:25,532 - mmaction - INFO - Epoch [130][480/627] lr: 0.11120, eta: 1 day, 10:46:24, time: 3.443, data_time: 0.053, memory: 14492, top1_acc: 0.4187, top5_acc: 0.6854, loss_cls: 2.5647, loss: 2.5647 2020-05-06 22:25:29,469 - mmaction - INFO - Epoch [130][500/627] lr: 0.11120, eta: 1 day, 10:44:11, time: 3.193, data_time: 0.001, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6333, loss_cls: 2.6636, loss: 2.6636 2020-05-06 22:26:37,719 - mmaction - INFO - Epoch [130][520/627] lr: 0.11120, eta: 1 day, 10:42:14, time: 3.417, data_time: 0.005, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6604, loss_cls: 2.7080, loss: 2.7080 2020-05-06 22:27:47,522 - mmaction - INFO - Epoch [130][540/627] lr: 0.11120, eta: 1 day, 10:40:22, time: 3.488, data_time: 0.001, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6937, loss_cls: 2.5213, loss: 2.5213 2020-05-06 22:28:51,189 - mmaction - INFO - Epoch [130][560/627] lr: 0.11120, eta: 1 day, 10:38:10, time: 3.185, data_time: 0.006, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6562, loss_cls: 2.5771, loss: 2.5771 2020-05-06 22:29:55,575 - mmaction - INFO - Epoch [130][580/627] lr: 0.11120, eta: 1 day, 10:36:00, time: 3.219, data_time: 0.001, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 2.5575, loss: 2.5575 2020-05-06 22:31:05,533 - mmaction - INFO - Epoch [130][600/627] lr: 0.11120, eta: 1 day, 10:34:09, time: 3.498, data_time: 0.001, memory: 14492, top1_acc: 0.4208, top5_acc: 0.7021, loss_cls: 2.5586, loss: 2.5586 2020-05-06 22:32:10,866 - mmaction - INFO - Epoch [130][620/627] lr: 0.11120, eta: 1 day, 10:32:03, time: 3.264, data_time: 0.644, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6333, loss_cls: 2.7780, loss: 2.7780 2020-05-06 22:35:26,736 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-06 22:35:27,594 - mmaction - INFO - top1_acc 0.4474 top5_acc 0.7082 2020-05-06 22:35:27,595 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-06 22:35:27,661 - mmaction - INFO - mean_acc 0.4473 2020-05-06 22:35:27,672 - mmaction - INFO - Epoch [130][627/627] lr: 0.11120, top1_acc: 0.4474, top5_acc: 0.7082, mean_class_accuracy: 0.4473 2020-05-06 22:36:50,105 - mmaction - INFO - Epoch [131][20/627] lr: 0.10716, eta: 1 day, 10:28:54, time: 4.116, data_time: 1.820, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.7530, loss: 2.7530 2020-05-06 22:37:56,224 - mmaction - INFO - Epoch [131][40/627] lr: 0.10716, eta: 1 day, 10:26:51, time: 3.307, data_time: 1.795, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6521, loss_cls: 2.5355, loss: 2.5355 2020-05-06 22:38:58,982 - mmaction - INFO - Epoch [131][60/627] lr: 0.10716, eta: 1 day, 10:24:38, time: 3.141, data_time: 1.680, memory: 14492, top1_acc: 0.3896, top5_acc: 0.6458, loss_cls: 2.7321, loss: 2.7321 2020-05-06 22:40:03,689 - mmaction - INFO - Epoch [131][80/627] lr: 0.10716, eta: 1 day, 10:22:31, time: 3.237, data_time: 1.373, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6646, loss_cls: 2.5875, loss: 2.5875 2020-05-06 22:41:13,903 - mmaction - INFO - Epoch [131][100/627] lr: 0.10716, eta: 1 day, 10:20:42, time: 3.510, data_time: 1.968, memory: 14492, top1_acc: 0.3812, top5_acc: 0.6687, loss_cls: 2.7570, loss: 2.7570 2020-05-06 22:42:20,027 - mmaction - INFO - Epoch [131][120/627] lr: 0.10716, eta: 1 day, 10:18:40, time: 3.307, data_time: 0.784, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6500, loss_cls: 2.6638, loss: 2.6638 2020-05-06 22:43:30,095 - mmaction - INFO - Epoch [131][140/627] lr: 0.10716, eta: 1 day, 10:16:52, time: 3.503, data_time: 0.001, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6208, loss_cls: 2.8289, loss: 2.8289 2020-05-06 22:44:39,909 - mmaction - INFO - Epoch [131][160/627] lr: 0.10716, eta: 1 day, 10:15:02, time: 3.490, data_time: 0.081, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6604, loss_cls: 2.5854, loss: 2.5854 2020-05-06 22:45:50,268 - mmaction - INFO - Epoch [131][180/627] lr: 0.10716, eta: 1 day, 10:13:15, time: 3.513, data_time: 0.026, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6646, loss_cls: 2.4935, loss: 2.4935 2020-05-06 22:46:55,120 - mmaction - INFO - Epoch [131][200/627] lr: 0.10716, eta: 1 day, 10:11:10, time: 3.248, data_time: 0.009, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6438, loss_cls: 2.5820, loss: 2.5820 2020-05-06 22:48:02,841 - mmaction - INFO - Epoch [131][220/627] lr: 0.10716, eta: 1 day, 10:09:14, time: 3.386, data_time: 0.002, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6937, loss_cls: 2.5417, loss: 2.5417 2020-05-06 22:49:08,656 - mmaction - INFO - Epoch [131][240/627] lr: 0.10716, eta: 1 day, 10:07:13, time: 3.289, data_time: 0.038, memory: 14492, top1_acc: 0.4208, top5_acc: 0.7042, loss_cls: 2.4318, loss: 2.4318 2020-05-06 22:50:18,622 - mmaction - INFO - Epoch [131][260/627] lr: 0.10716, eta: 1 day, 10:05:25, time: 3.501, data_time: 0.571, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6896, loss_cls: 2.5021, loss: 2.5021 2020-05-06 22:51:24,494 - mmaction - INFO - Epoch [131][280/627] lr: 0.10716, eta: 1 day, 10:03:24, time: 3.292, data_time: 1.550, memory: 14492, top1_acc: 0.4875, top5_acc: 0.6896, loss_cls: 2.4339, loss: 2.4339 2020-05-06 22:52:33,544 - mmaction - INFO - Epoch [131][300/627] lr: 0.10716, eta: 1 day, 10:01:34, time: 3.453, data_time: 0.912, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6500, loss_cls: 2.6172, loss: 2.6172 2020-05-06 22:53:41,787 - mmaction - INFO - Epoch [131][320/627] lr: 0.10716, eta: 1 day, 9:59:41, time: 3.411, data_time: 0.042, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6729, loss_cls: 2.5371, loss: 2.5371 2020-05-06 22:54:49,945 - mmaction - INFO - Epoch [131][340/627] lr: 0.10716, eta: 1 day, 9:57:47, time: 3.404, data_time: 0.174, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6562, loss_cls: 2.5925, loss: 2.5925 2020-05-06 22:55:55,057 - mmaction - INFO - Epoch [131][360/627] lr: 0.10716, eta: 1 day, 9:55:45, time: 3.261, data_time: 0.393, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6729, loss_cls: 2.5807, loss: 2.5807 2020-05-06 22:57:01,901 - mmaction - INFO - Epoch [131][380/627] lr: 0.10716, eta: 1 day, 9:53:48, time: 3.338, data_time: 0.089, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6833, loss_cls: 2.5485, loss: 2.5485 2020-05-06 22:58:10,017 - mmaction - INFO - Epoch [131][400/627] lr: 0.10716, eta: 1 day, 9:51:56, time: 3.408, data_time: 0.004, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6479, loss_cls: 2.6844, loss: 2.6844 2020-05-06 22:59:15,119 - mmaction - INFO - Epoch [131][420/627] lr: 0.10716, eta: 1 day, 9:49:54, time: 3.253, data_time: 0.002, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6375, loss_cls: 2.6927, loss: 2.6927 2020-05-06 23:00:27,974 - mmaction - INFO - Epoch [131][440/627] lr: 0.10716, eta: 1 day, 9:48:16, time: 3.631, data_time: 0.004, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6708, loss_cls: 2.5633, loss: 2.5633 2020-05-06 23:01:39,604 - mmaction - INFO - Epoch [131][460/627] lr: 0.10716, eta: 1 day, 9:46:36, time: 3.591, data_time: 0.023, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6500, loss_cls: 2.5911, loss: 2.5911 2020-05-06 23:02:52,350 - mmaction - INFO - Epoch [131][480/627] lr: 0.10716, eta: 1 day, 9:44:58, time: 3.642, data_time: 0.132, memory: 14492, top1_acc: 0.4521, top5_acc: 0.7125, loss_cls: 2.3351, loss: 2.3351 2020-05-06 23:04:01,191 - mmaction - INFO - Epoch [131][500/627] lr: 0.10716, eta: 1 day, 9:43:09, time: 3.442, data_time: 0.113, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6562, loss_cls: 2.6267, loss: 2.6267 2020-05-06 23:05:17,355 - mmaction - INFO - Epoch [131][520/627] lr: 0.10716, eta: 1 day, 9:41:42, time: 3.807, data_time: 2.086, memory: 14492, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4649, loss: 2.4649 2020-05-06 23:06:25,318 - mmaction - INFO - Epoch [131][540/627] lr: 0.10716, eta: 1 day, 9:39:50, time: 3.397, data_time: 1.956, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6583, loss_cls: 2.5462, loss: 2.5462 2020-05-06 23:07:33,945 - mmaction - INFO - Epoch [131][560/627] lr: 0.10716, eta: 1 day, 9:38:01, time: 3.433, data_time: 1.981, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6542, loss_cls: 2.6667, loss: 2.6667 2020-05-06 23:08:46,173 - mmaction - INFO - Epoch [131][580/627] lr: 0.10716, eta: 1 day, 9:36:22, time: 3.612, data_time: 1.865, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6375, loss_cls: 2.7274, loss: 2.7274 2020-05-06 23:09:57,359 - mmaction - INFO - Epoch [131][600/627] lr: 0.10716, eta: 1 day, 9:34:41, time: 3.560, data_time: 0.057, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6604, loss_cls: 2.5940, loss: 2.5940 2020-05-06 23:11:09,216 - mmaction - INFO - Epoch [131][620/627] lr: 0.10716, eta: 1 day, 9:33:01, time: 3.588, data_time: 0.003, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6729, loss_cls: 2.5301, loss: 2.5301 2020-05-06 23:13:43,675 - mmaction - INFO - Epoch [132][20/627] lr: 0.10318, eta: 1 day, 9:32:18, time: 6.333, data_time: 4.334, memory: 14492, top1_acc: 0.4521, top5_acc: 0.7104, loss_cls: 2.4704, loss: 2.4704 2020-05-06 23:14:55,080 - mmaction - INFO - Epoch [132][40/627] lr: 0.10318, eta: 1 day, 9:30:37, time: 3.575, data_time: 1.600, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6750, loss_cls: 2.5206, loss: 2.5206 2020-05-06 23:16:03,485 - mmaction - INFO - Epoch [132][60/627] lr: 0.10318, eta: 1 day, 9:28:48, time: 3.421, data_time: 1.775, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6417, loss_cls: 2.6415, loss: 2.6415 2020-05-06 23:17:15,321 - mmaction - INFO - Epoch [132][80/627] lr: 0.10318, eta: 1 day, 9:27:08, time: 3.591, data_time: 1.626, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6646, loss_cls: 2.5123, loss: 2.5123 2020-05-06 23:18:23,601 - mmaction - INFO - Epoch [132][100/627] lr: 0.10318, eta: 1 day, 9:25:18, time: 3.411, data_time: 0.178, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6729, loss_cls: 2.5961, loss: 2.5961 2020-05-06 23:19:37,325 - mmaction - INFO - Epoch [132][120/627] lr: 0.10318, eta: 1 day, 9:23:45, time: 3.686, data_time: 0.006, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6687, loss_cls: 2.5746, loss: 2.5746 2020-05-06 23:20:45,580 - mmaction - INFO - Epoch [132][140/627] lr: 0.10318, eta: 1 day, 9:21:56, time: 3.412, data_time: 0.005, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6500, loss_cls: 2.6214, loss: 2.6214 2020-05-06 23:21:53,050 - mmaction - INFO - Epoch [132][160/627] lr: 0.10318, eta: 1 day, 9:20:04, time: 3.375, data_time: 0.019, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.4213, loss: 2.4213 2020-05-06 23:23:03,227 - mmaction - INFO - Epoch [132][180/627] lr: 0.10318, eta: 1 day, 9:18:20, time: 3.510, data_time: 0.005, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6562, loss_cls: 2.6036, loss: 2.6036 2020-05-06 23:24:15,648 - mmaction - INFO - Epoch [132][200/627] lr: 0.10318, eta: 1 day, 9:16:44, time: 3.619, data_time: 0.004, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6458, loss_cls: 2.6787, loss: 2.6787 2020-05-06 23:25:28,737 - mmaction - INFO - Epoch [132][220/627] lr: 0.10318, eta: 1 day, 9:15:09, time: 3.657, data_time: 0.006, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6312, loss_cls: 2.7459, loss: 2.7459 2020-05-06 23:26:36,826 - mmaction - INFO - Epoch [132][240/627] lr: 0.10318, eta: 1 day, 9:13:20, time: 3.405, data_time: 0.004, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6604, loss_cls: 2.6343, loss: 2.6343 2020-05-06 23:27:46,364 - mmaction - INFO - Epoch [132][260/627] lr: 0.10318, eta: 1 day, 9:11:35, time: 3.478, data_time: 0.003, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7063, loss_cls: 2.4377, loss: 2.4377 2020-05-06 23:28:58,595 - mmaction - INFO - Epoch [132][280/627] lr: 0.10318, eta: 1 day, 9:09:58, time: 3.611, data_time: 0.002, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.5413, loss: 2.5413 2020-05-06 23:30:05,145 - mmaction - INFO - Epoch [132][300/627] lr: 0.10318, eta: 1 day, 9:08:05, time: 3.328, data_time: 0.002, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6646, loss_cls: 2.5905, loss: 2.5905 2020-05-06 23:31:15,567 - mmaction - INFO - Epoch [132][320/627] lr: 0.10318, eta: 1 day, 9:06:23, time: 3.517, data_time: 0.001, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6563, loss_cls: 2.5697, loss: 2.5697 2020-05-06 23:32:24,882 - mmaction - INFO - Epoch [132][340/627] lr: 0.10318, eta: 1 day, 9:04:38, time: 3.467, data_time: 0.005, memory: 14492, top1_acc: 0.3937, top5_acc: 0.6542, loss_cls: 2.6987, loss: 2.6987 2020-05-06 23:33:40,521 - mmaction - INFO - Epoch [132][360/627] lr: 0.10318, eta: 1 day, 9:03:11, time: 3.783, data_time: 0.003, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6896, loss_cls: 2.5663, loss: 2.5663 2020-05-06 23:34:50,479 - mmaction - INFO - Epoch [132][380/627] lr: 0.10318, eta: 1 day, 9:01:28, time: 3.493, data_time: 0.003, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6625, loss_cls: 2.6390, loss: 2.6390 2020-05-06 23:35:56,496 - mmaction - INFO - Epoch [132][400/627] lr: 0.10318, eta: 1 day, 8:59:34, time: 3.304, data_time: 0.008, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6688, loss_cls: 2.6573, loss: 2.6573 2020-05-06 23:37:04,021 - mmaction - INFO - Epoch [132][420/627] lr: 0.10318, eta: 1 day, 8:57:45, time: 3.380, data_time: 0.005, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6333, loss_cls: 2.6963, loss: 2.6963 2020-05-06 23:38:17,799 - mmaction - INFO - Epoch [132][440/627] lr: 0.10318, eta: 1 day, 8:56:13, time: 3.689, data_time: 0.001, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6917, loss_cls: 2.5648, loss: 2.5648 2020-05-06 23:39:23,930 - mmaction - INFO - Epoch [132][460/627] lr: 0.10318, eta: 1 day, 8:54:20, time: 3.305, data_time: 0.001, memory: 14492, top1_acc: 0.4729, top5_acc: 0.6958, loss_cls: 2.4877, loss: 2.4877 2020-05-06 23:40:31,023 - mmaction - INFO - Epoch [132][480/627] lr: 0.10318, eta: 1 day, 8:52:29, time: 3.352, data_time: 0.003, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6583, loss_cls: 2.6039, loss: 2.6039 2020-05-06 23:41:47,455 - mmaction - INFO - Epoch [132][500/627] lr: 0.10318, eta: 1 day, 8:51:05, time: 3.822, data_time: 0.417, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6417, loss_cls: 2.6547, loss: 2.6547 2020-05-06 23:43:04,815 - mmaction - INFO - Epoch [132][520/627] lr: 0.10318, eta: 1 day, 8:49:45, time: 3.871, data_time: 0.005, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6521, loss_cls: 2.5934, loss: 2.5934 2020-05-06 23:44:13,927 - mmaction - INFO - Epoch [132][540/627] lr: 0.10318, eta: 1 day, 8:48:00, time: 3.452, data_time: 0.001, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6792, loss_cls: 2.5040, loss: 2.5040 2020-05-06 23:45:21,393 - mmaction - INFO - Epoch [132][560/627] lr: 0.10318, eta: 1 day, 8:46:11, time: 3.375, data_time: 0.005, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6604, loss_cls: 2.5649, loss: 2.5649 2020-05-06 23:46:31,330 - mmaction - INFO - Epoch [132][580/627] lr: 0.10318, eta: 1 day, 8:44:29, time: 3.494, data_time: 0.004, memory: 14492, top1_acc: 0.4354, top5_acc: 0.7021, loss_cls: 2.5209, loss: 2.5209 2020-05-06 23:47:42,411 - mmaction - INFO - Epoch [132][600/627] lr: 0.10318, eta: 1 day, 8:42:51, time: 3.558, data_time: 0.013, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6583, loss_cls: 2.6290, loss: 2.6290 2020-05-06 23:48:50,687 - mmaction - INFO - Epoch [132][620/627] lr: 0.10318, eta: 1 day, 8:41:05, time: 3.414, data_time: 0.003, memory: 14492, top1_acc: 0.4187, top5_acc: 0.6542, loss_cls: 2.5957, loss: 2.5957 2020-05-06 23:51:52,566 - mmaction - INFO - Epoch [133][20/627] lr: 0.09926, eta: 1 day, 8:41:05, time: 7.149, data_time: 3.502, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6521, loss_cls: 2.5435, loss: 2.5435 2020-05-06 23:53:08,313 - mmaction - INFO - Epoch [133][40/627] lr: 0.09926, eta: 1 day, 8:39:40, time: 3.800, data_time: 0.016, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6563, loss_cls: 2.6100, loss: 2.6100 2020-05-06 23:54:12,288 - mmaction - INFO - Epoch [133][60/627] lr: 0.09926, eta: 1 day, 8:37:42, time: 3.198, data_time: 0.044, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6813, loss_cls: 2.5116, loss: 2.5116 2020-05-06 23:55:22,382 - mmaction - INFO - Epoch [133][80/627] lr: 0.09926, eta: 1 day, 8:36:01, time: 3.502, data_time: 0.513, memory: 14492, top1_acc: 0.4333, top5_acc: 0.7021, loss_cls: 2.4881, loss: 2.4881 2020-05-06 23:56:26,653 - mmaction - INFO - Epoch [133][100/627] lr: 0.09926, eta: 1 day, 8:34:04, time: 3.212, data_time: 0.004, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6417, loss_cls: 2.6871, loss: 2.6871 2020-05-06 23:57:37,050 - mmaction - INFO - Epoch [133][120/627] lr: 0.09926, eta: 1 day, 8:32:24, time: 3.522, data_time: 0.253, memory: 14492, top1_acc: 0.4583, top5_acc: 0.7187, loss_cls: 2.3756, loss: 2.3756 2020-05-06 23:58:50,451 - mmaction - INFO - Epoch [133][140/627] lr: 0.09926, eta: 1 day, 8:30:53, time: 3.664, data_time: 0.425, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6354, loss_cls: 2.7586, loss: 2.7586 2020-05-07 00:00:00,639 - mmaction - INFO - Epoch [133][160/627] lr: 0.09926, eta: 1 day, 8:29:13, time: 3.512, data_time: 1.776, memory: 14492, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.4013, loss: 2.4013 2020-05-07 00:01:24,249 - mmaction - INFO - Epoch [133][180/627] lr: 0.09926, eta: 1 day, 8:28:09, time: 4.177, data_time: 2.722, memory: 14492, top1_acc: 0.4021, top5_acc: 0.6583, loss_cls: 2.6091, loss: 2.6091 2020-05-07 00:02:49,822 - mmaction - INFO - Epoch [133][200/627] lr: 0.09926, eta: 1 day, 8:27:12, time: 4.286, data_time: 2.601, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7000, loss_cls: 2.3471, loss: 2.3471 2020-05-07 00:04:08,050 - mmaction - INFO - Epoch [133][220/627] lr: 0.09926, eta: 1 day, 8:25:54, time: 3.911, data_time: 0.471, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7042, loss_cls: 2.4104, loss: 2.4104 2020-05-07 00:05:22,843 - mmaction - INFO - Epoch [133][240/627] lr: 0.09926, eta: 1 day, 8:24:27, time: 3.741, data_time: 0.003, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6396, loss_cls: 2.7467, loss: 2.7467 2020-05-07 00:06:47,666 - mmaction - INFO - Epoch [133][260/627] lr: 0.09926, eta: 1 day, 8:23:27, time: 4.242, data_time: 0.002, memory: 14492, top1_acc: 0.3958, top5_acc: 0.6875, loss_cls: 2.5978, loss: 2.5978 2020-05-07 00:08:01,250 - mmaction - INFO - Epoch [133][280/627] lr: 0.09926, eta: 1 day, 8:21:56, time: 3.677, data_time: 1.377, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6708, loss_cls: 2.5417, loss: 2.5417 2020-05-07 00:09:14,507 - mmaction - INFO - Epoch [133][300/627] lr: 0.09926, eta: 1 day, 8:20:25, time: 3.663, data_time: 0.576, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6833, loss_cls: 2.5480, loss: 2.5480 2020-05-07 00:10:25,749 - mmaction - INFO - Epoch [133][320/627] lr: 0.09926, eta: 1 day, 8:18:48, time: 3.561, data_time: 0.813, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6583, loss_cls: 2.5711, loss: 2.5711 2020-05-07 00:11:40,175 - mmaction - INFO - Epoch [133][340/627] lr: 0.09926, eta: 1 day, 8:17:20, time: 3.724, data_time: 1.412, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6729, loss_cls: 2.4574, loss: 2.4574 2020-05-07 00:12:57,120 - mmaction - INFO - Epoch [133][360/627] lr: 0.09926, eta: 1 day, 8:15:58, time: 3.844, data_time: 0.657, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6854, loss_cls: 2.5390, loss: 2.5390 2020-05-07 00:14:09,985 - mmaction - INFO - Epoch [133][380/627] lr: 0.09926, eta: 1 day, 8:14:26, time: 3.644, data_time: 1.875, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6958, loss_cls: 2.4256, loss: 2.4256 2020-05-07 00:15:26,331 - mmaction - INFO - Epoch [133][400/627] lr: 0.09926, eta: 1 day, 8:13:03, time: 3.820, data_time: 0.664, memory: 14492, top1_acc: 0.3750, top5_acc: 0.6250, loss_cls: 2.7890, loss: 2.7890 2020-05-07 00:16:41,295 - mmaction - INFO - Epoch [133][420/627] lr: 0.09926, eta: 1 day, 8:11:37, time: 3.747, data_time: 0.091, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6583, loss_cls: 2.7548, loss: 2.7548 2020-05-07 00:17:53,220 - mmaction - INFO - Epoch [133][440/627] lr: 0.09926, eta: 1 day, 8:10:02, time: 3.594, data_time: 0.002, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.4980, loss: 2.4980 2020-05-07 00:19:02,582 - mmaction - INFO - Epoch [133][460/627] lr: 0.09926, eta: 1 day, 8:08:20, time: 3.466, data_time: 0.005, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6896, loss_cls: 2.4407, loss: 2.4407 2020-05-07 00:20:19,999 - mmaction - INFO - Epoch [133][480/627] lr: 0.09926, eta: 1 day, 8:07:00, time: 3.866, data_time: 0.007, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6979, loss_cls: 2.4418, loss: 2.4418 2020-05-07 00:21:38,942 - mmaction - INFO - Epoch [133][500/627] lr: 0.09926, eta: 1 day, 8:05:45, time: 3.956, data_time: 0.360, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6958, loss_cls: 2.4480, loss: 2.4480 2020-05-07 00:22:52,987 - mmaction - INFO - Epoch [133][520/627] lr: 0.09926, eta: 1 day, 8:04:16, time: 3.701, data_time: 0.778, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6354, loss_cls: 2.6804, loss: 2.6804 2020-05-07 00:24:13,902 - mmaction - INFO - Epoch [133][540/627] lr: 0.09926, eta: 1 day, 8:03:06, time: 4.047, data_time: 0.003, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6979, loss_cls: 2.5212, loss: 2.5212 2020-05-07 00:25:28,056 - mmaction - INFO - Epoch [133][560/627] lr: 0.09926, eta: 1 day, 8:01:37, time: 3.705, data_time: 0.002, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6833, loss_cls: 2.5334, loss: 2.5334 2020-05-07 00:26:43,008 - mmaction - INFO - Epoch [133][580/627] lr: 0.09926, eta: 1 day, 8:00:11, time: 3.748, data_time: 0.004, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6688, loss_cls: 2.5232, loss: 2.5232 2020-05-07 00:27:53,254 - mmaction - INFO - Epoch [133][600/627] lr: 0.09926, eta: 1 day, 7:58:32, time: 3.512, data_time: 0.051, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6708, loss_cls: 2.4553, loss: 2.4553 2020-05-07 00:29:05,923 - mmaction - INFO - Epoch [133][620/627] lr: 0.09926, eta: 1 day, 7:57:00, time: 3.636, data_time: 0.004, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6625, loss_cls: 2.5975, loss: 2.5975 2020-05-07 00:32:02,699 - mmaction - INFO - Epoch [134][20/627] lr: 0.09540, eta: 1 day, 7:56:29, time: 6.701, data_time: 4.699, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6667, loss_cls: 2.5017, loss: 2.5017 2020-05-07 00:33:12,952 - mmaction - INFO - Epoch [134][40/627] lr: 0.09540, eta: 1 day, 7:54:51, time: 3.517, data_time: 0.008, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6646, loss_cls: 2.5812, loss: 2.5812 2020-05-07 00:34:21,396 - mmaction - INFO - Epoch [134][60/627] lr: 0.09540, eta: 1 day, 7:53:08, time: 3.424, data_time: 0.169, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6396, loss_cls: 2.6585, loss: 2.6585 2020-05-07 00:35:34,314 - mmaction - INFO - Epoch [134][80/627] lr: 0.09540, eta: 1 day, 7:51:37, time: 3.642, data_time: 0.001, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6854, loss_cls: 2.4712, loss: 2.4712 2020-05-07 00:36:38,775 - mmaction - INFO - Epoch [134][100/627] lr: 0.09540, eta: 1 day, 7:49:44, time: 3.225, data_time: 0.013, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6687, loss_cls: 2.5729, loss: 2.5729 2020-05-07 00:37:45,321 - mmaction - INFO - Epoch [134][120/627] lr: 0.09540, eta: 1 day, 7:47:56, time: 3.329, data_time: 0.003, memory: 14492, top1_acc: 0.4146, top5_acc: 0.7000, loss_cls: 2.4937, loss: 2.4937 2020-05-07 00:38:50,698 - mmaction - INFO - Epoch [134][140/627] lr: 0.09540, eta: 1 day, 7:46:06, time: 3.266, data_time: 0.008, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6542, loss_cls: 2.7625, loss: 2.7625 2020-05-07 00:39:58,256 - mmaction - INFO - Epoch [134][160/627] lr: 0.09540, eta: 1 day, 7:44:21, time: 3.380, data_time: 0.004, memory: 14492, top1_acc: 0.4437, top5_acc: 0.7208, loss_cls: 2.3748, loss: 2.3748 2020-05-07 00:41:06,172 - mmaction - INFO - Epoch [134][180/627] lr: 0.09540, eta: 1 day, 7:42:37, time: 3.393, data_time: 0.004, memory: 14492, top1_acc: 0.4187, top5_acc: 0.6458, loss_cls: 2.6961, loss: 2.6961 2020-05-07 00:42:13,605 - mmaction - INFO - Epoch [134][200/627] lr: 0.09540, eta: 1 day, 7:40:53, time: 3.374, data_time: 0.012, memory: 14492, top1_acc: 0.4562, top5_acc: 0.6937, loss_cls: 2.4782, loss: 2.4782 2020-05-07 00:43:33,246 - mmaction - INFO - Epoch [134][220/627] lr: 0.09540, eta: 1 day, 7:39:39, time: 3.980, data_time: 0.529, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.4737, loss: 2.4737 2020-05-07 00:44:43,764 - mmaction - INFO - Epoch [134][240/627] lr: 0.09540, eta: 1 day, 7:38:02, time: 3.527, data_time: 0.005, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6604, loss_cls: 2.5195, loss: 2.5195 2020-05-07 00:46:00,696 - mmaction - INFO - Epoch [134][260/627] lr: 0.09540, eta: 1 day, 7:36:42, time: 3.848, data_time: 0.003, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6771, loss_cls: 2.4808, loss: 2.4808 2020-05-07 00:47:14,504 - mmaction - INFO - Epoch [134][280/627] lr: 0.09540, eta: 1 day, 7:35:13, time: 3.687, data_time: 0.002, memory: 14492, top1_acc: 0.4187, top5_acc: 0.6708, loss_cls: 2.5936, loss: 2.5936 2020-05-07 00:48:28,244 - mmaction - INFO - Epoch [134][300/627] lr: 0.09540, eta: 1 day, 7:33:45, time: 3.690, data_time: 0.873, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6625, loss_cls: 2.5481, loss: 2.5481 2020-05-07 00:49:45,431 - mmaction - INFO - Epoch [134][320/627] lr: 0.09540, eta: 1 day, 7:32:25, time: 3.861, data_time: 0.155, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6646, loss_cls: 2.6391, loss: 2.6391 2020-05-07 00:50:59,685 - mmaction - INFO - Epoch [134][340/627] lr: 0.09540, eta: 1 day, 7:30:58, time: 3.708, data_time: 0.074, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6625, loss_cls: 2.5826, loss: 2.5826 2020-05-07 00:52:16,828 - mmaction - INFO - Epoch [134][360/627] lr: 0.09540, eta: 1 day, 7:29:39, time: 3.862, data_time: 0.146, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6604, loss_cls: 2.6328, loss: 2.6328 2020-05-07 00:53:31,059 - mmaction - INFO - Epoch [134][380/627] lr: 0.09540, eta: 1 day, 7:28:11, time: 3.710, data_time: 0.001, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6667, loss_cls: 2.5259, loss: 2.5259 2020-05-07 00:54:45,813 - mmaction - INFO - Epoch [134][400/627] lr: 0.09540, eta: 1 day, 7:26:46, time: 3.736, data_time: 0.005, memory: 14492, top1_acc: 0.4667, top5_acc: 0.6979, loss_cls: 2.3941, loss: 2.3941 2020-05-07 00:56:03,395 - mmaction - INFO - Epoch [134][420/627] lr: 0.09540, eta: 1 day, 7:25:27, time: 3.875, data_time: 0.004, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6500, loss_cls: 2.6252, loss: 2.6252 2020-05-07 00:57:19,803 - mmaction - INFO - Epoch [134][440/627] lr: 0.09540, eta: 1 day, 7:24:06, time: 3.827, data_time: 0.010, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6500, loss_cls: 2.6650, loss: 2.6650 2020-05-07 00:58:29,002 - mmaction - INFO - Epoch [134][460/627] lr: 0.09540, eta: 1 day, 7:22:26, time: 3.458, data_time: 0.002, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6667, loss_cls: 2.5351, loss: 2.5351 2020-05-07 00:59:42,515 - mmaction - INFO - Epoch [134][480/627] lr: 0.09540, eta: 1 day, 7:20:58, time: 3.677, data_time: 0.003, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6896, loss_cls: 2.5294, loss: 2.5294 2020-05-07 01:01:10,590 - mmaction - INFO - Epoch [134][500/627] lr: 0.09540, eta: 1 day, 7:20:04, time: 4.395, data_time: 0.022, memory: 14492, top1_acc: 0.4104, top5_acc: 0.7187, loss_cls: 2.4248, loss: 2.4248 2020-05-07 01:02:32,080 - mmaction - INFO - Epoch [134][520/627] lr: 0.09540, eta: 1 day, 7:18:56, time: 4.081, data_time: 0.021, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6917, loss_cls: 2.4675, loss: 2.4675 2020-05-07 01:03:54,352 - mmaction - INFO - Epoch [134][540/627] lr: 0.09540, eta: 1 day, 7:17:49, time: 4.115, data_time: 0.263, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6750, loss_cls: 2.4558, loss: 2.4558 2020-05-07 01:05:16,999 - mmaction - INFO - Epoch [134][560/627] lr: 0.09540, eta: 1 day, 7:16:42, time: 4.132, data_time: 0.107, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6792, loss_cls: 2.4833, loss: 2.4833 2020-05-07 01:06:31,882 - mmaction - INFO - Epoch [134][580/627] lr: 0.09540, eta: 1 day, 7:15:17, time: 3.742, data_time: 0.003, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6458, loss_cls: 2.5670, loss: 2.5670 2020-05-07 01:07:39,805 - mmaction - INFO - Epoch [134][600/627] lr: 0.09540, eta: 1 day, 7:13:35, time: 3.398, data_time: 0.005, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6875, loss_cls: 2.5269, loss: 2.5269 2020-05-07 01:08:49,972 - mmaction - INFO - Epoch [134][620/627] lr: 0.09540, eta: 1 day, 7:11:58, time: 3.506, data_time: 0.004, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.4537, loss: 2.4537 2020-05-07 01:11:24,828 - mmaction - INFO - Epoch [135][20/627] lr: 0.09160, eta: 1 day, 7:11:07, time: 6.363, data_time: 3.273, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6750, loss_cls: 2.5535, loss: 2.5535 2020-05-07 01:12:34,056 - mmaction - INFO - Epoch [135][40/627] lr: 0.09160, eta: 1 day, 7:09:28, time: 3.465, data_time: 0.007, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6396, loss_cls: 2.6393, loss: 2.6393 2020-05-07 01:13:43,446 - mmaction - INFO - Epoch [135][60/627] lr: 0.09160, eta: 1 day, 7:07:50, time: 3.469, data_time: 0.002, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6792, loss_cls: 2.5417, loss: 2.5417 2020-05-07 01:14:57,426 - mmaction - INFO - Epoch [135][80/627] lr: 0.09160, eta: 1 day, 7:06:22, time: 3.697, data_time: 0.004, memory: 14492, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.4264, loss: 2.4264 2020-05-07 01:16:05,366 - mmaction - INFO - Epoch [135][100/627] lr: 0.09160, eta: 1 day, 7:04:41, time: 3.399, data_time: 0.007, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6896, loss_cls: 2.3939, loss: 2.3939 2020-05-07 01:17:10,686 - mmaction - INFO - Epoch [135][120/627] lr: 0.09160, eta: 1 day, 7:02:53, time: 3.264, data_time: 0.003, memory: 14492, top1_acc: 0.4792, top5_acc: 0.6792, loss_cls: 2.3997, loss: 2.3997 2020-05-07 01:18:20,087 - mmaction - INFO - Epoch [135][140/627] lr: 0.09160, eta: 1 day, 7:01:15, time: 3.468, data_time: 0.005, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6625, loss_cls: 2.6266, loss: 2.6266 2020-05-07 01:19:33,892 - mmaction - INFO - Epoch [135][160/627] lr: 0.09160, eta: 1 day, 6:59:48, time: 3.694, data_time: 0.007, memory: 14492, top1_acc: 0.4813, top5_acc: 0.7125, loss_cls: 2.3436, loss: 2.3436 2020-05-07 01:20:42,989 - mmaction - INFO - Epoch [135][180/627] lr: 0.09160, eta: 1 day, 6:58:09, time: 3.453, data_time: 0.461, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6667, loss_cls: 2.4511, loss: 2.4511 2020-05-07 01:21:58,359 - mmaction - INFO - Epoch [135][200/627] lr: 0.09160, eta: 1 day, 6:56:46, time: 3.773, data_time: 0.900, memory: 14492, top1_acc: 0.4708, top5_acc: 0.6667, loss_cls: 2.4725, loss: 2.4725 2020-05-07 01:23:12,715 - mmaction - INFO - Epoch [135][220/627] lr: 0.09160, eta: 1 day, 6:55:20, time: 3.714, data_time: 0.094, memory: 14492, top1_acc: 0.4396, top5_acc: 0.7063, loss_cls: 2.3900, loss: 2.3900 2020-05-07 01:24:28,265 - mmaction - INFO - Epoch [135][240/627] lr: 0.09160, eta: 1 day, 6:53:57, time: 3.780, data_time: 0.751, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6562, loss_cls: 2.4822, loss: 2.4822 2020-05-07 01:25:37,652 - mmaction - INFO - Epoch [135][260/627] lr: 0.09160, eta: 1 day, 6:52:19, time: 3.471, data_time: 0.214, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.4468, loss: 2.4468 2020-05-07 01:26:54,266 - mmaction - INFO - Epoch [135][280/627] lr: 0.09160, eta: 1 day, 6:50:59, time: 3.831, data_time: 0.124, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6646, loss_cls: 2.5523, loss: 2.5523 2020-05-07 01:28:02,196 - mmaction - INFO - Epoch [135][300/627] lr: 0.09160, eta: 1 day, 6:49:18, time: 3.394, data_time: 1.269, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6542, loss_cls: 2.5837, loss: 2.5837 2020-05-07 01:29:15,282 - mmaction - INFO - Epoch [135][320/627] lr: 0.09160, eta: 1 day, 6:47:49, time: 3.655, data_time: 2.197, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6792, loss_cls: 2.5343, loss: 2.5343 2020-05-07 01:30:27,825 - mmaction - INFO - Epoch [135][340/627] lr: 0.09160, eta: 1 day, 6:46:20, time: 3.628, data_time: 0.327, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6479, loss_cls: 2.6606, loss: 2.6606 2020-05-07 01:31:36,267 - mmaction - INFO - Epoch [135][360/627] lr: 0.09160, eta: 1 day, 6:44:40, time: 3.423, data_time: 0.001, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5485, loss: 2.5485 2020-05-07 01:32:47,024 - mmaction - INFO - Epoch [135][380/627] lr: 0.09160, eta: 1 day, 6:43:06, time: 3.532, data_time: 0.001, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6708, loss_cls: 2.5230, loss: 2.5230 2020-05-07 01:34:01,091 - mmaction - INFO - Epoch [135][400/627] lr: 0.09160, eta: 1 day, 6:41:40, time: 3.704, data_time: 0.008, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6479, loss_cls: 2.6268, loss: 2.6268 2020-05-07 01:35:06,570 - mmaction - INFO - Epoch [135][420/627] lr: 0.09160, eta: 1 day, 6:39:54, time: 3.276, data_time: 0.005, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6583, loss_cls: 2.6763, loss: 2.6763 2020-05-07 01:36:15,683 - mmaction - INFO - Epoch [135][440/627] lr: 0.09160, eta: 1 day, 6:38:17, time: 3.458, data_time: 0.050, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6833, loss_cls: 2.4410, loss: 2.4410 2020-05-07 01:37:21,767 - mmaction - INFO - Epoch [135][460/627] lr: 0.09160, eta: 1 day, 6:36:33, time: 3.302, data_time: 0.001, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6625, loss_cls: 2.5791, loss: 2.5791 2020-05-07 01:38:36,213 - mmaction - INFO - Epoch [135][480/627] lr: 0.09160, eta: 1 day, 6:35:08, time: 3.721, data_time: 0.003, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6417, loss_cls: 2.6439, loss: 2.6439 2020-05-07 01:39:45,320 - mmaction - INFO - Epoch [135][500/627] lr: 0.09160, eta: 1 day, 6:33:31, time: 3.456, data_time: 0.005, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6729, loss_cls: 2.4593, loss: 2.4593 2020-05-07 01:40:54,333 - mmaction - INFO - Epoch [135][520/627] lr: 0.09160, eta: 1 day, 6:31:53, time: 3.449, data_time: 0.005, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6771, loss_cls: 2.5735, loss: 2.5735 2020-05-07 01:42:06,009 - mmaction - INFO - Epoch [135][540/627] lr: 0.09160, eta: 1 day, 6:30:22, time: 3.582, data_time: 0.007, memory: 14492, top1_acc: 0.4062, top5_acc: 0.6354, loss_cls: 2.6545, loss: 2.6545 2020-05-07 01:43:22,538 - mmaction - INFO - Epoch [135][560/627] lr: 0.09160, eta: 1 day, 6:29:02, time: 3.830, data_time: 0.008, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6396, loss_cls: 2.7072, loss: 2.7072 2020-05-07 01:44:35,254 - mmaction - INFO - Epoch [135][580/627] lr: 0.09160, eta: 1 day, 6:27:34, time: 3.634, data_time: 0.002, memory: 14492, top1_acc: 0.3938, top5_acc: 0.6375, loss_cls: 2.6754, loss: 2.6754 2020-05-07 01:45:45,448 - mmaction - INFO - Epoch [135][600/627] lr: 0.09160, eta: 1 day, 6:25:59, time: 3.512, data_time: 0.004, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6437, loss_cls: 2.6128, loss: 2.6128 2020-05-07 01:46:58,929 - mmaction - INFO - Epoch [135][620/627] lr: 0.09160, eta: 1 day, 6:24:32, time: 3.671, data_time: 0.001, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6875, loss_cls: 2.4716, loss: 2.4716 2020-05-07 01:50:35,083 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 01:50:35,956 - mmaction - INFO - top1_acc 0.4586 top5_acc 0.7214 2020-05-07 01:50:35,956 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 01:50:36,098 - mmaction - INFO - mean_acc 0.4585 2020-05-07 01:50:36,109 - mmaction - INFO - Epoch [135][627/627] lr: 0.09160, top1_acc: 0.4586, top5_acc: 0.7214, mean_class_accuracy: 0.4585 2020-05-07 01:51:54,705 - mmaction - INFO - Epoch [136][20/627] lr: 0.08787, eta: 1 day, 6:21:49, time: 3.927, data_time: 0.974, memory: 14492, top1_acc: 0.4437, top5_acc: 0.6917, loss_cls: 2.4501, loss: 2.4501 2020-05-07 01:53:04,868 - mmaction - INFO - Epoch [136][40/627] lr: 0.08787, eta: 1 day, 6:20:15, time: 3.507, data_time: 1.705, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6458, loss_cls: 2.6173, loss: 2.6173 2020-05-07 01:54:12,201 - mmaction - INFO - Epoch [136][60/627] lr: 0.08787, eta: 1 day, 6:18:35, time: 3.369, data_time: 1.941, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6688, loss_cls: 2.5058, loss: 2.5058 2020-05-07 01:55:22,818 - mmaction - INFO - Epoch [136][80/627] lr: 0.08787, eta: 1 day, 6:17:02, time: 3.531, data_time: 1.851, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.3508, loss: 2.3508 2020-05-07 01:56:32,999 - mmaction - INFO - Epoch [136][100/627] lr: 0.08787, eta: 1 day, 6:15:28, time: 3.507, data_time: 2.054, memory: 14492, top1_acc: 0.4521, top5_acc: 0.7063, loss_cls: 2.3848, loss: 2.3848 2020-05-07 01:57:40,422 - mmaction - INFO - Epoch [136][120/627] lr: 0.08787, eta: 1 day, 6:13:48, time: 3.373, data_time: 1.957, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6937, loss_cls: 2.4901, loss: 2.4901 2020-05-07 01:58:51,134 - mmaction - INFO - Epoch [136][140/627] lr: 0.08787, eta: 1 day, 6:12:16, time: 3.535, data_time: 0.792, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6833, loss_cls: 2.4498, loss: 2.4498 2020-05-07 02:00:01,198 - mmaction - INFO - Epoch [136][160/627] lr: 0.08787, eta: 1 day, 6:10:42, time: 3.505, data_time: 0.441, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6646, loss_cls: 2.5530, loss: 2.5530 2020-05-07 02:01:10,893 - mmaction - INFO - Epoch [136][180/627] lr: 0.08787, eta: 1 day, 6:09:07, time: 3.476, data_time: 0.001, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7354, loss_cls: 2.2786, loss: 2.2786 2020-05-07 02:02:19,390 - mmaction - INFO - Epoch [136][200/627] lr: 0.08787, eta: 1 day, 6:07:30, time: 3.432, data_time: 1.104, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6792, loss_cls: 2.4644, loss: 2.4644 2020-05-07 02:03:35,228 - mmaction - INFO - Epoch [136][220/627] lr: 0.08787, eta: 1 day, 6:06:09, time: 3.790, data_time: 1.535, memory: 14492, top1_acc: 0.4563, top5_acc: 0.7063, loss_cls: 2.3153, loss: 2.3153 2020-05-07 02:04:43,046 - mmaction - INFO - Epoch [136][240/627] lr: 0.08787, eta: 1 day, 6:04:31, time: 3.390, data_time: 1.027, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6562, loss_cls: 2.6067, loss: 2.6067 2020-05-07 02:05:53,517 - mmaction - INFO - Epoch [136][260/627] lr: 0.08787, eta: 1 day, 6:02:58, time: 3.524, data_time: 0.657, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7104, loss_cls: 2.3432, loss: 2.3432 2020-05-07 02:07:01,717 - mmaction - INFO - Epoch [136][280/627] lr: 0.08787, eta: 1 day, 6:01:21, time: 3.408, data_time: 0.702, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6500, loss_cls: 2.5938, loss: 2.5938 2020-05-07 02:08:15,764 - mmaction - INFO - Epoch [136][300/627] lr: 0.08787, eta: 1 day, 5:59:56, time: 3.707, data_time: 1.074, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6625, loss_cls: 2.6126, loss: 2.6126 2020-05-07 02:09:21,675 - mmaction - INFO - Epoch [136][320/627] lr: 0.08787, eta: 1 day, 5:58:14, time: 3.291, data_time: 0.537, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6458, loss_cls: 2.6575, loss: 2.6575 2020-05-07 02:10:29,933 - mmaction - INFO - Epoch [136][340/627] lr: 0.08787, eta: 1 day, 5:56:37, time: 3.417, data_time: 0.388, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6812, loss_cls: 2.5171, loss: 2.5171 2020-05-07 02:11:44,108 - mmaction - INFO - Epoch [136][360/627] lr: 0.08787, eta: 1 day, 5:55:13, time: 3.705, data_time: 0.351, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7063, loss_cls: 2.3814, loss: 2.3814 2020-05-07 02:12:57,266 - mmaction - INFO - Epoch [136][380/627] lr: 0.08787, eta: 1 day, 5:53:46, time: 3.662, data_time: 1.596, memory: 14492, top1_acc: 0.4688, top5_acc: 0.6833, loss_cls: 2.4184, loss: 2.4184 2020-05-07 02:14:05,716 - mmaction - INFO - Epoch [136][400/627] lr: 0.08787, eta: 1 day, 5:52:10, time: 3.422, data_time: 1.975, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6833, loss_cls: 2.5935, loss: 2.5935 2020-05-07 02:15:15,800 - mmaction - INFO - Epoch [136][420/627] lr: 0.08787, eta: 1 day, 5:50:37, time: 3.503, data_time: 2.073, memory: 14492, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.5956, loss: 2.5956 2020-05-07 02:16:23,302 - mmaction - INFO - Epoch [136][440/627] lr: 0.08787, eta: 1 day, 5:48:59, time: 3.375, data_time: 1.920, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.5529, loss: 2.5529 2020-05-07 02:17:33,264 - mmaction - INFO - Epoch [136][460/627] lr: 0.08787, eta: 1 day, 5:47:26, time: 3.499, data_time: 1.632, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6563, loss_cls: 2.7198, loss: 2.7198 2020-05-07 02:18:41,205 - mmaction - INFO - Epoch [136][480/627] lr: 0.08787, eta: 1 day, 5:45:49, time: 3.397, data_time: 0.500, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6667, loss_cls: 2.5425, loss: 2.5425 2020-05-07 02:19:50,493 - mmaction - INFO - Epoch [136][500/627] lr: 0.08787, eta: 1 day, 5:44:14, time: 3.457, data_time: 0.001, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6646, loss_cls: 2.5159, loss: 2.5159 2020-05-07 02:21:05,007 - mmaction - INFO - Epoch [136][520/627] lr: 0.08787, eta: 1 day, 5:42:51, time: 3.725, data_time: 0.027, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6729, loss_cls: 2.5224, loss: 2.5224 2020-05-07 02:22:18,214 - mmaction - INFO - Epoch [136][540/627] lr: 0.08787, eta: 1 day, 5:41:26, time: 3.666, data_time: 0.170, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6417, loss_cls: 2.7170, loss: 2.7170 2020-05-07 02:23:28,308 - mmaction - INFO - Epoch [136][560/627] lr: 0.08787, eta: 1 day, 5:39:53, time: 3.507, data_time: 0.722, memory: 14492, top1_acc: 0.4563, top5_acc: 0.6937, loss_cls: 2.5001, loss: 2.5001 2020-05-07 02:24:39,975 - mmaction - INFO - Epoch [136][580/627] lr: 0.08787, eta: 1 day, 5:38:24, time: 3.579, data_time: 0.554, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6583, loss_cls: 2.6803, loss: 2.6803 2020-05-07 02:25:49,121 - mmaction - INFO - Epoch [136][600/627] lr: 0.08787, eta: 1 day, 5:36:50, time: 3.460, data_time: 0.005, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6708, loss_cls: 2.6152, loss: 2.6152 2020-05-07 02:27:00,301 - mmaction - INFO - Epoch [136][620/627] lr: 0.08787, eta: 1 day, 5:35:20, time: 3.560, data_time: 0.008, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6792, loss_cls: 2.5627, loss: 2.5627 2020-05-07 02:30:05,308 - mmaction - INFO - Epoch [137][20/627] lr: 0.08420, eta: 1 day, 5:35:03, time: 7.277, data_time: 4.052, memory: 14492, top1_acc: 0.4812, top5_acc: 0.7021, loss_cls: 2.3152, loss: 2.3152 2020-05-07 02:31:15,078 - mmaction - INFO - Epoch [137][40/627] lr: 0.08420, eta: 1 day, 5:33:29, time: 3.486, data_time: 0.011, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6750, loss_cls: 2.4961, loss: 2.4961 2020-05-07 02:32:26,164 - mmaction - INFO - Epoch [137][60/627] lr: 0.08420, eta: 1 day, 5:31:59, time: 3.554, data_time: 0.004, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6812, loss_cls: 2.4828, loss: 2.4828 2020-05-07 02:33:35,523 - mmaction - INFO - Epoch [137][80/627] lr: 0.08420, eta: 1 day, 5:30:26, time: 3.471, data_time: 0.044, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7104, loss_cls: 2.2992, loss: 2.2992 2020-05-07 02:34:42,771 - mmaction - INFO - Epoch [137][100/627] lr: 0.08420, eta: 1 day, 5:28:48, time: 3.360, data_time: 0.002, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5356, loss: 2.5356 2020-05-07 02:35:49,070 - mmaction - INFO - Epoch [137][120/627] lr: 0.08420, eta: 1 day, 5:27:08, time: 3.317, data_time: 0.003, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7063, loss_cls: 2.3465, loss: 2.3465 2020-05-07 02:37:00,271 - mmaction - INFO - Epoch [137][140/627] lr: 0.08420, eta: 1 day, 5:25:38, time: 3.558, data_time: 0.001, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6583, loss_cls: 2.5491, loss: 2.5491 2020-05-07 02:38:09,985 - mmaction - INFO - Epoch [137][160/627] lr: 0.08420, eta: 1 day, 5:24:06, time: 3.487, data_time: 0.070, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6479, loss_cls: 2.5882, loss: 2.5882 2020-05-07 02:39:15,037 - mmaction - INFO - Epoch [137][180/627] lr: 0.08420, eta: 1 day, 5:22:24, time: 3.252, data_time: 0.002, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6812, loss_cls: 2.4578, loss: 2.4578 2020-05-07 02:40:22,218 - mmaction - INFO - Epoch [137][200/627] lr: 0.08420, eta: 1 day, 5:20:46, time: 3.355, data_time: 0.004, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.4744, loss: 2.4744 2020-05-07 02:41:32,127 - mmaction - INFO - Epoch [137][220/627] lr: 0.08420, eta: 1 day, 5:19:14, time: 3.501, data_time: 0.014, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7042, loss_cls: 2.3960, loss: 2.3960 2020-05-07 02:42:44,527 - mmaction - INFO - Epoch [137][240/627] lr: 0.08420, eta: 1 day, 5:17:47, time: 3.617, data_time: 0.001, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6896, loss_cls: 2.4059, loss: 2.4059 2020-05-07 02:44:01,914 - mmaction - INFO - Epoch [137][260/627] lr: 0.08420, eta: 1 day, 5:16:31, time: 3.871, data_time: 0.192, memory: 14492, top1_acc: 0.4562, top5_acc: 0.6812, loss_cls: 2.5491, loss: 2.5491 2020-05-07 02:45:10,606 - mmaction - INFO - Epoch [137][280/627] lr: 0.08420, eta: 1 day, 5:14:57, time: 3.434, data_time: 0.002, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6667, loss_cls: 2.4970, loss: 2.4970 2020-05-07 02:46:25,866 - mmaction - INFO - Epoch [137][300/627] lr: 0.08420, eta: 1 day, 5:13:36, time: 3.762, data_time: 0.004, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6833, loss_cls: 2.5297, loss: 2.5297 2020-05-07 02:47:32,169 - mmaction - INFO - Epoch [137][320/627] lr: 0.08420, eta: 1 day, 5:11:57, time: 3.317, data_time: 0.004, memory: 14492, top1_acc: 0.4563, top5_acc: 0.7146, loss_cls: 2.4276, loss: 2.4276 2020-05-07 02:48:46,153 - mmaction - INFO - Epoch [137][340/627] lr: 0.08420, eta: 1 day, 5:10:33, time: 3.698, data_time: 0.002, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6813, loss_cls: 2.5416, loss: 2.5416 2020-05-07 02:49:50,882 - mmaction - INFO - Epoch [137][360/627] lr: 0.08420, eta: 1 day, 5:08:51, time: 3.238, data_time: 0.003, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6854, loss_cls: 2.4821, loss: 2.4821 2020-05-07 02:50:59,372 - mmaction - INFO - Epoch [137][380/627] lr: 0.08420, eta: 1 day, 5:07:17, time: 3.424, data_time: 0.016, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6542, loss_cls: 2.5737, loss: 2.5737 2020-05-07 02:52:08,251 - mmaction - INFO - Epoch [137][400/627] lr: 0.08420, eta: 1 day, 5:05:44, time: 3.442, data_time: 0.008, memory: 14492, top1_acc: 0.4896, top5_acc: 0.6604, loss_cls: 2.4688, loss: 2.4688 2020-05-07 02:53:16,077 - mmaction - INFO - Epoch [137][420/627] lr: 0.08420, eta: 1 day, 5:04:08, time: 3.393, data_time: 0.005, memory: 14492, top1_acc: 0.4833, top5_acc: 0.6729, loss_cls: 2.4102, loss: 2.4102 2020-05-07 02:54:27,020 - mmaction - INFO - Epoch [137][440/627] lr: 0.08420, eta: 1 day, 5:02:39, time: 3.548, data_time: 0.003, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6958, loss_cls: 2.4136, loss: 2.4136 2020-05-07 02:55:36,406 - mmaction - INFO - Epoch [137][460/627] lr: 0.08420, eta: 1 day, 5:01:07, time: 3.466, data_time: 0.002, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6729, loss_cls: 2.6345, loss: 2.6345 2020-05-07 02:56:43,801 - mmaction - INFO - Epoch [137][480/627] lr: 0.08420, eta: 1 day, 4:59:31, time: 3.373, data_time: 0.009, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6750, loss_cls: 2.5129, loss: 2.5129 2020-05-07 02:57:50,174 - mmaction - INFO - Epoch [137][500/627] lr: 0.08420, eta: 1 day, 4:57:52, time: 3.318, data_time: 0.003, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6250, loss_cls: 2.5663, loss: 2.5663 2020-05-07 02:58:55,289 - mmaction - INFO - Epoch [137][520/627] lr: 0.08420, eta: 1 day, 4:56:12, time: 3.255, data_time: 0.003, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6792, loss_cls: 2.5906, loss: 2.5906 2020-05-07 03:00:03,617 - mmaction - INFO - Epoch [137][540/627] lr: 0.08420, eta: 1 day, 4:54:38, time: 3.411, data_time: 0.013, memory: 14492, top1_acc: 0.4562, top5_acc: 0.6896, loss_cls: 2.4023, loss: 2.4023 2020-05-07 03:01:09,646 - mmaction - INFO - Epoch [137][560/627] lr: 0.08420, eta: 1 day, 4:52:59, time: 3.306, data_time: 0.028, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6875, loss_cls: 2.4800, loss: 2.4800 2020-05-07 03:02:24,972 - mmaction - INFO - Epoch [137][580/627] lr: 0.08420, eta: 1 day, 4:51:39, time: 3.769, data_time: 0.004, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6521, loss_cls: 2.5644, loss: 2.5644 2020-05-07 03:03:35,671 - mmaction - INFO - Epoch [137][600/627] lr: 0.08420, eta: 1 day, 4:50:10, time: 3.532, data_time: 0.003, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6938, loss_cls: 2.4277, loss: 2.4277 2020-05-07 03:04:45,850 - mmaction - INFO - Epoch [137][620/627] lr: 0.08420, eta: 1 day, 4:48:40, time: 3.512, data_time: 0.029, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6646, loss_cls: 2.5601, loss: 2.5601 2020-05-07 03:07:32,401 - mmaction - INFO - Epoch [138][20/627] lr: 0.08059, eta: 1 day, 4:47:46, time: 6.460, data_time: 3.107, memory: 14492, top1_acc: 0.4333, top5_acc: 0.7208, loss_cls: 2.3521, loss: 2.3521 2020-05-07 03:08:36,282 - mmaction - INFO - Epoch [138][40/627] lr: 0.08059, eta: 1 day, 4:46:04, time: 3.199, data_time: 0.077, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6771, loss_cls: 2.4949, loss: 2.4949 2020-05-07 03:09:42,076 - mmaction - INFO - Epoch [138][60/627] lr: 0.08059, eta: 1 day, 4:44:25, time: 3.286, data_time: 0.033, memory: 14492, top1_acc: 0.4438, top5_acc: 0.7208, loss_cls: 2.3263, loss: 2.3263 2020-05-07 03:10:48,817 - mmaction - INFO - Epoch [138][80/627] lr: 0.08059, eta: 1 day, 4:42:48, time: 3.340, data_time: 0.007, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6854, loss_cls: 2.4818, loss: 2.4818 2020-05-07 03:11:52,205 - mmaction - INFO - Epoch [138][100/627] lr: 0.08059, eta: 1 day, 4:41:05, time: 3.170, data_time: 0.003, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6688, loss_cls: 2.5120, loss: 2.5120 2020-05-07 03:12:59,348 - mmaction - INFO - Epoch [138][120/627] lr: 0.08059, eta: 1 day, 4:39:29, time: 3.354, data_time: 0.003, memory: 14492, top1_acc: 0.3979, top5_acc: 0.6438, loss_cls: 2.7363, loss: 2.7363 2020-05-07 03:14:03,801 - mmaction - INFO - Epoch [138][140/627] lr: 0.08059, eta: 1 day, 4:37:49, time: 3.222, data_time: 0.846, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6750, loss_cls: 2.4991, loss: 2.4991 2020-05-07 03:15:10,022 - mmaction - INFO - Epoch [138][160/627] lr: 0.08059, eta: 1 day, 4:36:11, time: 3.311, data_time: 1.425, memory: 14492, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.4084, loss: 2.4084 2020-05-07 03:16:14,525 - mmaction - INFO - Epoch [138][180/627] lr: 0.08059, eta: 1 day, 4:34:31, time: 3.226, data_time: 0.247, memory: 14492, top1_acc: 0.4562, top5_acc: 0.6958, loss_cls: 2.4584, loss: 2.4584 2020-05-07 03:17:19,252 - mmaction - INFO - Epoch [138][200/627] lr: 0.08059, eta: 1 day, 4:32:51, time: 3.239, data_time: 0.005, memory: 14492, top1_acc: 0.4562, top5_acc: 0.7208, loss_cls: 2.2894, loss: 2.2894 2020-05-07 03:18:23,660 - mmaction - INFO - Epoch [138][220/627] lr: 0.08059, eta: 1 day, 4:31:11, time: 3.220, data_time: 0.003, memory: 14492, top1_acc: 0.4000, top5_acc: 0.6562, loss_cls: 2.7080, loss: 2.7080 2020-05-07 03:19:31,265 - mmaction - INFO - Epoch [138][240/627] lr: 0.08059, eta: 1 day, 4:29:36, time: 3.377, data_time: 0.004, memory: 14492, top1_acc: 0.4312, top5_acc: 0.6854, loss_cls: 2.5481, loss: 2.5481 2020-05-07 03:20:38,134 - mmaction - INFO - Epoch [138][260/627] lr: 0.08059, eta: 1 day, 4:28:00, time: 3.342, data_time: 0.008, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6792, loss_cls: 2.5088, loss: 2.5088 2020-05-07 03:21:44,734 - mmaction - INFO - Epoch [138][280/627] lr: 0.08059, eta: 1 day, 4:26:25, time: 3.334, data_time: 0.012, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7250, loss_cls: 2.3853, loss: 2.3853 2020-05-07 03:22:50,128 - mmaction - INFO - Epoch [138][300/627] lr: 0.08059, eta: 1 day, 4:24:46, time: 3.270, data_time: 0.004, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7188, loss_cls: 2.3342, loss: 2.3342 2020-05-07 03:23:56,192 - mmaction - INFO - Epoch [138][320/627] lr: 0.08059, eta: 1 day, 4:23:10, time: 3.306, data_time: 0.049, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7062, loss_cls: 2.3780, loss: 2.3780 2020-05-07 03:25:01,745 - mmaction - INFO - Epoch [138][340/627] lr: 0.08059, eta: 1 day, 4:21:32, time: 3.277, data_time: 0.001, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6750, loss_cls: 2.5460, loss: 2.5460 2020-05-07 03:26:09,004 - mmaction - INFO - Epoch [138][360/627] lr: 0.08059, eta: 1 day, 4:19:57, time: 3.361, data_time: 0.370, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6687, loss_cls: 2.6556, loss: 2.6556 2020-05-07 03:27:15,239 - mmaction - INFO - Epoch [138][380/627] lr: 0.08059, eta: 1 day, 4:18:21, time: 3.313, data_time: 0.003, memory: 14492, top1_acc: 0.4812, top5_acc: 0.6958, loss_cls: 2.4959, loss: 2.4959 2020-05-07 03:28:19,996 - mmaction - INFO - Epoch [138][400/627] lr: 0.08059, eta: 1 day, 4:16:42, time: 3.234, data_time: 0.018, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6563, loss_cls: 2.5913, loss: 2.5913 2020-05-07 03:29:24,093 - mmaction - INFO - Epoch [138][420/627] lr: 0.08059, eta: 1 day, 4:15:02, time: 3.206, data_time: 0.005, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.5921, loss: 2.5921 2020-05-07 03:30:30,240 - mmaction - INFO - Epoch [138][440/627] lr: 0.08059, eta: 1 day, 4:13:26, time: 3.306, data_time: 0.010, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6708, loss_cls: 2.4944, loss: 2.4944 2020-05-07 03:31:32,460 - mmaction - INFO - Epoch [138][460/627] lr: 0.08059, eta: 1 day, 4:11:42, time: 3.115, data_time: 0.005, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7417, loss_cls: 2.2300, loss: 2.2300 2020-05-07 03:32:40,206 - mmaction - INFO - Epoch [138][480/627] lr: 0.08059, eta: 1 day, 4:10:09, time: 3.384, data_time: 0.002, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6854, loss_cls: 2.5364, loss: 2.5364 2020-05-07 03:33:47,399 - mmaction - INFO - Epoch [138][500/627] lr: 0.08059, eta: 1 day, 4:08:35, time: 3.362, data_time: 0.005, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6667, loss_cls: 2.5720, loss: 2.5720 2020-05-07 03:34:51,453 - mmaction - INFO - Epoch [138][520/627] lr: 0.08059, eta: 1 day, 4:06:56, time: 3.205, data_time: 0.012, memory: 14492, top1_acc: 0.4646, top5_acc: 0.6958, loss_cls: 2.3461, loss: 2.3461 2020-05-07 03:35:59,426 - mmaction - INFO - Epoch [138][540/627] lr: 0.08059, eta: 1 day, 4:05:23, time: 3.399, data_time: 0.001, memory: 14492, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.4350, loss: 2.4350 2020-05-07 03:37:01,813 - mmaction - INFO - Epoch [138][560/627] lr: 0.08059, eta: 1 day, 4:03:41, time: 3.115, data_time: 0.001, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6667, loss_cls: 2.5578, loss: 2.5578 2020-05-07 03:38:05,869 - mmaction - INFO - Epoch [138][580/627] lr: 0.08059, eta: 1 day, 4:02:01, time: 3.207, data_time: 0.005, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7000, loss_cls: 2.4094, loss: 2.4094 2020-05-07 03:39:09,833 - mmaction - INFO - Epoch [138][600/627] lr: 0.08059, eta: 1 day, 4:00:22, time: 3.197, data_time: 0.001, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6729, loss_cls: 2.5453, loss: 2.5453 2020-05-07 03:40:17,545 - mmaction - INFO - Epoch [138][620/627] lr: 0.08059, eta: 1 day, 3:58:49, time: 3.378, data_time: 0.001, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7000, loss_cls: 2.3537, loss: 2.3537 2020-05-07 03:43:03,688 - mmaction - INFO - Epoch [139][20/627] lr: 0.07706, eta: 1 day, 3:57:43, time: 6.180, data_time: 4.716, memory: 14492, top1_acc: 0.4792, top5_acc: 0.6813, loss_cls: 2.4326, loss: 2.4326 2020-05-07 03:44:12,132 - mmaction - INFO - Epoch [139][40/627] lr: 0.07706, eta: 1 day, 3:56:12, time: 3.431, data_time: 1.972, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7063, loss_cls: 2.3218, loss: 2.3218 2020-05-07 03:45:19,055 - mmaction - INFO - Epoch [139][60/627] lr: 0.07706, eta: 1 day, 3:54:38, time: 3.338, data_time: 1.849, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.2845, loss: 2.2845 2020-05-07 03:46:21,157 - mmaction - INFO - Epoch [139][80/627] lr: 0.07706, eta: 1 day, 3:52:56, time: 3.113, data_time: 1.655, memory: 14492, top1_acc: 0.4396, top5_acc: 0.7125, loss_cls: 2.3934, loss: 2.3934 2020-05-07 03:47:24,135 - mmaction - INFO - Epoch [139][100/627] lr: 0.07706, eta: 1 day, 3:51:15, time: 3.147, data_time: 0.563, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7125, loss_cls: 2.3651, loss: 2.3651 2020-05-07 03:48:28,309 - mmaction - INFO - Epoch [139][120/627] lr: 0.07706, eta: 1 day, 3:49:36, time: 3.211, data_time: 0.350, memory: 14492, top1_acc: 0.4688, top5_acc: 0.6750, loss_cls: 2.4181, loss: 2.4181 2020-05-07 03:49:33,366 - mmaction - INFO - Epoch [139][140/627] lr: 0.07706, eta: 1 day, 3:47:59, time: 3.254, data_time: 0.004, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7083, loss_cls: 2.2921, loss: 2.2921 2020-05-07 03:50:34,671 - mmaction - INFO - Epoch [139][160/627] lr: 0.07706, eta: 1 day, 3:46:16, time: 3.064, data_time: 0.025, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6729, loss_cls: 2.4430, loss: 2.4430 2020-05-07 03:51:36,979 - mmaction - INFO - Epoch [139][180/627] lr: 0.07706, eta: 1 day, 3:44:34, time: 3.114, data_time: 0.436, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6938, loss_cls: 2.4508, loss: 2.4508 2020-05-07 03:52:43,859 - mmaction - INFO - Epoch [139][200/627] lr: 0.07706, eta: 1 day, 3:43:01, time: 3.346, data_time: 0.004, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7125, loss_cls: 2.3735, loss: 2.3735 2020-05-07 03:53:50,618 - mmaction - INFO - Epoch [139][220/627] lr: 0.07706, eta: 1 day, 3:41:27, time: 3.339, data_time: 0.002, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6813, loss_cls: 2.5110, loss: 2.5110 2020-05-07 03:54:52,840 - mmaction - INFO - Epoch [139][240/627] lr: 0.07706, eta: 1 day, 3:39:46, time: 3.111, data_time: 0.001, memory: 14492, top1_acc: 0.4563, top5_acc: 0.6813, loss_cls: 2.5173, loss: 2.5173 2020-05-07 03:55:53,267 - mmaction - INFO - Epoch [139][260/627] lr: 0.07706, eta: 1 day, 3:38:01, time: 3.017, data_time: 0.001, memory: 14492, top1_acc: 0.4667, top5_acc: 0.7042, loss_cls: 2.4284, loss: 2.4284 2020-05-07 03:56:55,633 - mmaction - INFO - Epoch [139][280/627] lr: 0.07706, eta: 1 day, 3:36:20, time: 3.121, data_time: 0.793, memory: 14492, top1_acc: 0.4063, top5_acc: 0.6521, loss_cls: 2.6067, loss: 2.6067 2020-05-07 03:57:58,814 - mmaction - INFO - Epoch [139][300/627] lr: 0.07706, eta: 1 day, 3:34:41, time: 3.160, data_time: 1.194, memory: 14492, top1_acc: 0.4500, top5_acc: 0.7229, loss_cls: 2.4582, loss: 2.4582 2020-05-07 03:59:00,234 - mmaction - INFO - Epoch [139][320/627] lr: 0.07706, eta: 1 day, 3:32:58, time: 3.069, data_time: 0.001, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6979, loss_cls: 2.5403, loss: 2.5403 2020-05-07 04:00:01,822 - mmaction - INFO - Epoch [139][340/627] lr: 0.07706, eta: 1 day, 3:31:16, time: 3.078, data_time: 0.003, memory: 14492, top1_acc: 0.4083, top5_acc: 0.6896, loss_cls: 2.5669, loss: 2.5669 2020-05-07 04:01:07,905 - mmaction - INFO - Epoch [139][360/627] lr: 0.07706, eta: 1 day, 3:29:42, time: 3.303, data_time: 0.394, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6667, loss_cls: 2.5126, loss: 2.5126 2020-05-07 04:02:11,610 - mmaction - INFO - Epoch [139][380/627] lr: 0.07706, eta: 1 day, 3:28:04, time: 3.189, data_time: 0.170, memory: 14492, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.3767, loss: 2.3767 2020-05-07 04:03:15,830 - mmaction - INFO - Epoch [139][400/627] lr: 0.07706, eta: 1 day, 3:26:27, time: 3.212, data_time: 0.002, memory: 14492, top1_acc: 0.4812, top5_acc: 0.7042, loss_cls: 2.3923, loss: 2.3923 2020-05-07 04:04:17,729 - mmaction - INFO - Epoch [139][420/627] lr: 0.07706, eta: 1 day, 3:24:46, time: 3.093, data_time: 0.177, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7021, loss_cls: 2.3549, loss: 2.3549 2020-05-07 04:05:20,866 - mmaction - INFO - Epoch [139][440/627] lr: 0.07706, eta: 1 day, 3:23:07, time: 3.157, data_time: 0.003, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6750, loss_cls: 2.5135, loss: 2.5135 2020-05-07 04:06:21,850 - mmaction - INFO - Epoch [139][460/627] lr: 0.07706, eta: 1 day, 3:21:24, time: 3.049, data_time: 0.003, memory: 14492, top1_acc: 0.4729, top5_acc: 0.6979, loss_cls: 2.3302, loss: 2.3302 2020-05-07 04:07:26,192 - mmaction - INFO - Epoch [139][480/627] lr: 0.07706, eta: 1 day, 3:19:48, time: 3.215, data_time: 0.004, memory: 14492, top1_acc: 0.4354, top5_acc: 0.7125, loss_cls: 2.4383, loss: 2.4383 2020-05-07 04:08:27,915 - mmaction - INFO - Epoch [139][500/627] lr: 0.07706, eta: 1 day, 3:18:07, time: 3.088, data_time: 0.005, memory: 14492, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4333, loss: 2.4333 2020-05-07 04:09:27,228 - mmaction - INFO - Epoch [139][520/627] lr: 0.07706, eta: 1 day, 3:16:22, time: 2.968, data_time: 0.996, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.3883, loss: 2.3883 2020-05-07 04:10:29,944 - mmaction - INFO - Epoch [139][540/627] lr: 0.07706, eta: 1 day, 3:14:42, time: 3.130, data_time: 0.625, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7396, loss_cls: 2.2843, loss: 2.2843 2020-05-07 04:11:30,185 - mmaction - INFO - Epoch [139][560/627] lr: 0.07706, eta: 1 day, 3:12:59, time: 3.016, data_time: 0.488, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7542, loss_cls: 2.1756, loss: 2.1756 2020-05-07 04:12:30,264 - mmaction - INFO - Epoch [139][580/627] lr: 0.07706, eta: 1 day, 3:11:16, time: 3.006, data_time: 1.425, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6771, loss_cls: 2.4745, loss: 2.4745 2020-05-07 04:13:31,252 - mmaction - INFO - Epoch [139][600/627] lr: 0.07706, eta: 1 day, 3:09:34, time: 3.046, data_time: 1.066, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7125, loss_cls: 2.3495, loss: 2.3495 2020-05-07 04:14:29,545 - mmaction - INFO - Epoch [139][620/627] lr: 0.07706, eta: 1 day, 3:07:48, time: 2.918, data_time: 0.364, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6750, loss_cls: 2.5151, loss: 2.5151 2020-05-07 04:17:04,304 - mmaction - INFO - Epoch [140][20/627] lr: 0.07359, eta: 1 day, 3:06:29, time: 5.821, data_time: 2.748, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6562, loss_cls: 2.6614, loss: 2.6614 2020-05-07 04:18:03,370 - mmaction - INFO - Epoch [140][40/627] lr: 0.07359, eta: 1 day, 3:04:44, time: 2.953, data_time: 0.002, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6771, loss_cls: 2.4501, loss: 2.4501 2020-05-07 04:19:00,812 - mmaction - INFO - Epoch [140][60/627] lr: 0.07359, eta: 1 day, 3:02:57, time: 2.869, data_time: 0.002, memory: 14492, top1_acc: 0.4813, top5_acc: 0.7021, loss_cls: 2.3850, loss: 2.3850 2020-05-07 04:20:00,085 - mmaction - INFO - Epoch [140][80/627] lr: 0.07359, eta: 1 day, 3:01:13, time: 2.964, data_time: 0.006, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6937, loss_cls: 2.5044, loss: 2.5044 2020-05-07 04:21:01,745 - mmaction - INFO - Epoch [140][100/627] lr: 0.07359, eta: 1 day, 2:59:33, time: 3.083, data_time: 0.005, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7208, loss_cls: 2.2024, loss: 2.2024 2020-05-07 04:22:04,562 - mmaction - INFO - Epoch [140][120/627] lr: 0.07359, eta: 1 day, 2:57:55, time: 3.145, data_time: 0.025, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6979, loss_cls: 2.5256, loss: 2.5256 2020-05-07 04:23:08,593 - mmaction - INFO - Epoch [140][140/627] lr: 0.07359, eta: 1 day, 2:56:19, time: 3.201, data_time: 1.652, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6625, loss_cls: 2.4003, loss: 2.4003 2020-05-07 04:24:09,988 - mmaction - INFO - Epoch [140][160/627] lr: 0.07359, eta: 1 day, 2:54:39, time: 3.068, data_time: 1.536, memory: 14492, top1_acc: 0.4146, top5_acc: 0.6667, loss_cls: 2.6144, loss: 2.6144 2020-05-07 04:25:15,823 - mmaction - INFO - Epoch [140][180/627] lr: 0.07359, eta: 1 day, 2:53:06, time: 3.291, data_time: 1.780, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6937, loss_cls: 2.3460, loss: 2.3460 2020-05-07 04:26:17,044 - mmaction - INFO - Epoch [140][200/627] lr: 0.07359, eta: 1 day, 2:51:26, time: 3.063, data_time: 1.134, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7083, loss_cls: 2.2798, loss: 2.2798 2020-05-07 04:27:17,330 - mmaction - INFO - Epoch [140][220/627] lr: 0.07359, eta: 1 day, 2:49:44, time: 3.014, data_time: 0.956, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6979, loss_cls: 2.3473, loss: 2.3473 2020-05-07 04:28:21,130 - mmaction - INFO - Epoch [140][240/627] lr: 0.07359, eta: 1 day, 2:48:08, time: 3.189, data_time: 0.933, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7437, loss_cls: 2.1978, loss: 2.1978 2020-05-07 04:29:21,191 - mmaction - INFO - Epoch [140][260/627] lr: 0.07359, eta: 1 day, 2:46:26, time: 3.002, data_time: 0.053, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.2724, loss: 2.2724 2020-05-07 04:30:23,474 - mmaction - INFO - Epoch [140][280/627] lr: 0.07359, eta: 1 day, 2:44:48, time: 3.116, data_time: 0.006, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6417, loss_cls: 2.6458, loss: 2.6458 2020-05-07 04:31:23,851 - mmaction - INFO - Epoch [140][300/627] lr: 0.07359, eta: 1 day, 2:43:07, time: 3.020, data_time: 0.255, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6729, loss_cls: 2.4066, loss: 2.4066 2020-05-07 04:32:27,937 - mmaction - INFO - Epoch [140][320/627] lr: 0.07359, eta: 1 day, 2:41:32, time: 3.200, data_time: 0.009, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7208, loss_cls: 2.2968, loss: 2.2968 2020-05-07 04:33:34,863 - mmaction - INFO - Epoch [140][340/627] lr: 0.07359, eta: 1 day, 2:40:02, time: 3.351, data_time: 0.005, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6583, loss_cls: 2.5501, loss: 2.5501 2020-05-07 04:34:36,415 - mmaction - INFO - Epoch [140][360/627] lr: 0.07359, eta: 1 day, 2:38:23, time: 3.076, data_time: 0.001, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6771, loss_cls: 2.5164, loss: 2.5164 2020-05-07 04:35:36,920 - mmaction - INFO - Epoch [140][380/627] lr: 0.07359, eta: 1 day, 2:36:43, time: 3.026, data_time: 0.021, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6875, loss_cls: 2.4659, loss: 2.4659 2020-05-07 04:36:42,169 - mmaction - INFO - Epoch [140][400/627] lr: 0.07359, eta: 1 day, 2:35:10, time: 3.262, data_time: 0.002, memory: 14492, top1_acc: 0.3833, top5_acc: 0.6125, loss_cls: 2.7380, loss: 2.7380 2020-05-07 04:37:44,353 - mmaction - INFO - Epoch [140][420/627] lr: 0.07359, eta: 1 day, 2:33:32, time: 3.108, data_time: 0.001, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7333, loss_cls: 2.2384, loss: 2.2384 2020-05-07 04:38:44,434 - mmaction - INFO - Epoch [140][440/627] lr: 0.07359, eta: 1 day, 2:31:51, time: 3.003, data_time: 0.002, memory: 14492, top1_acc: 0.4271, top5_acc: 0.6812, loss_cls: 2.4401, loss: 2.4401 2020-05-07 04:39:44,249 - mmaction - INFO - Epoch [140][460/627] lr: 0.07359, eta: 1 day, 2:30:10, time: 2.992, data_time: 0.474, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7042, loss_cls: 2.4047, loss: 2.4047 2020-05-07 04:40:50,918 - mmaction - INFO - Epoch [140][480/627] lr: 0.07359, eta: 1 day, 2:28:40, time: 3.330, data_time: 0.002, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6854, loss_cls: 2.5631, loss: 2.5631 2020-05-07 04:41:58,061 - mmaction - INFO - Epoch [140][500/627] lr: 0.07359, eta: 1 day, 2:27:11, time: 3.359, data_time: 0.008, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7021, loss_cls: 2.3661, loss: 2.3661 2020-05-07 04:43:01,511 - mmaction - INFO - Epoch [140][520/627] lr: 0.07359, eta: 1 day, 2:25:36, time: 3.173, data_time: 0.003, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6875, loss_cls: 2.4840, loss: 2.4840 2020-05-07 04:44:03,254 - mmaction - INFO - Epoch [140][540/627] lr: 0.07359, eta: 1 day, 2:23:58, time: 3.087, data_time: 0.002, memory: 14492, top1_acc: 0.4104, top5_acc: 0.6312, loss_cls: 2.6303, loss: 2.6303 2020-05-07 04:45:05,897 - mmaction - INFO - Epoch [140][560/627] lr: 0.07359, eta: 1 day, 2:22:21, time: 3.132, data_time: 0.002, memory: 14492, top1_acc: 0.4667, top5_acc: 0.6729, loss_cls: 2.3649, loss: 2.3649 2020-05-07 04:46:08,095 - mmaction - INFO - Epoch [140][580/627] lr: 0.07359, eta: 1 day, 2:20:44, time: 3.108, data_time: 0.002, memory: 14492, top1_acc: 0.4688, top5_acc: 0.6729, loss_cls: 2.4869, loss: 2.4869 2020-05-07 04:47:23,365 - mmaction - INFO - Epoch [140][600/627] lr: 0.07359, eta: 1 day, 2:19:29, time: 3.762, data_time: 0.016, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7000, loss_cls: 2.3126, loss: 2.3126 2020-05-07 04:48:20,958 - mmaction - INFO - Epoch [140][620/627] lr: 0.07359, eta: 1 day, 2:17:44, time: 2.880, data_time: 0.007, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6979, loss_cls: 2.4767, loss: 2.4767 2020-05-07 04:51:54,379 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 04:51:55,469 - mmaction - INFO - top1_acc 0.4831 top5_acc 0.7389 2020-05-07 04:51:55,469 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 04:51:55,635 - mmaction - INFO - mean_acc 0.4830 2020-05-07 04:51:55,646 - mmaction - INFO - Epoch [140][627/627] lr: 0.07359, top1_acc: 0.4831, top5_acc: 0.7389, mean_class_accuracy: 0.4830 2020-05-07 04:53:13,028 - mmaction - INFO - Epoch [141][20/627] lr: 0.07019, eta: 1 day, 2:15:23, time: 3.867, data_time: 1.220, memory: 14492, top1_acc: 0.3854, top5_acc: 0.6750, loss_cls: 2.6088, loss: 2.6088 2020-05-07 04:54:15,353 - mmaction - INFO - Epoch [141][40/627] lr: 0.07019, eta: 1 day, 2:13:47, time: 3.116, data_time: 0.001, memory: 14492, top1_acc: 0.4521, top5_acc: 0.7042, loss_cls: 2.4973, loss: 2.4973 2020-05-07 04:55:14,429 - mmaction - INFO - Epoch [141][60/627] lr: 0.07019, eta: 1 day, 2:12:05, time: 2.949, data_time: 0.001, memory: 14492, top1_acc: 0.4958, top5_acc: 0.6958, loss_cls: 2.3361, loss: 2.3361 2020-05-07 04:56:13,166 - mmaction - INFO - Epoch [141][80/627] lr: 0.07019, eta: 1 day, 2:10:24, time: 2.941, data_time: 0.054, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6917, loss_cls: 2.5817, loss: 2.5817 2020-05-07 04:57:13,401 - mmaction - INFO - Epoch [141][100/627] lr: 0.07019, eta: 1 day, 2:08:44, time: 3.009, data_time: 0.320, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6667, loss_cls: 2.4177, loss: 2.4177 2020-05-07 04:58:19,557 - mmaction - INFO - Epoch [141][120/627] lr: 0.07019, eta: 1 day, 2:07:14, time: 3.305, data_time: 0.011, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6792, loss_cls: 2.5523, loss: 2.5523 2020-05-07 04:59:20,625 - mmaction - INFO - Epoch [141][140/627] lr: 0.07019, eta: 1 day, 2:05:37, time: 3.059, data_time: 0.007, memory: 14492, top1_acc: 0.4563, top5_acc: 0.7042, loss_cls: 2.3994, loss: 2.3994 2020-05-07 05:00:20,551 - mmaction - INFO - Epoch [141][160/627] lr: 0.07019, eta: 1 day, 2:03:57, time: 2.996, data_time: 0.002, memory: 14492, top1_acc: 0.4417, top5_acc: 0.7063, loss_cls: 2.4036, loss: 2.4036 2020-05-07 05:01:18,156 - mmaction - INFO - Epoch [141][180/627] lr: 0.07019, eta: 1 day, 2:02:14, time: 2.876, data_time: 0.013, memory: 14492, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.4769, loss: 2.4769 2020-05-07 05:02:18,926 - mmaction - INFO - Epoch [141][200/627] lr: 0.07019, eta: 1 day, 2:00:36, time: 3.041, data_time: 0.017, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6708, loss_cls: 2.4985, loss: 2.4985 2020-05-07 05:03:26,775 - mmaction - INFO - Epoch [141][220/627] lr: 0.07019, eta: 1 day, 1:59:09, time: 3.392, data_time: 0.004, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7104, loss_cls: 2.4119, loss: 2.4119 2020-05-07 05:04:29,742 - mmaction - INFO - Epoch [141][240/627] lr: 0.07019, eta: 1 day, 1:57:34, time: 3.145, data_time: 0.004, memory: 14492, top1_acc: 0.4521, top5_acc: 0.7021, loss_cls: 2.4005, loss: 2.4005 2020-05-07 05:05:28,978 - mmaction - INFO - Epoch [141][260/627] lr: 0.07019, eta: 1 day, 1:55:54, time: 2.968, data_time: 0.007, memory: 14492, top1_acc: 0.4646, top5_acc: 0.6771, loss_cls: 2.4667, loss: 2.4667 2020-05-07 05:06:29,350 - mmaction - INFO - Epoch [141][280/627] lr: 0.07019, eta: 1 day, 1:54:16, time: 3.016, data_time: 0.001, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7104, loss_cls: 2.3601, loss: 2.3601 2020-05-07 05:07:43,360 - mmaction - INFO - Epoch [141][300/627] lr: 0.07019, eta: 1 day, 1:52:59, time: 3.700, data_time: 0.006, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.3932, loss: 2.3932 2020-05-07 05:08:45,215 - mmaction - INFO - Epoch [141][320/627] lr: 0.07019, eta: 1 day, 1:51:23, time: 3.092, data_time: 0.004, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7333, loss_cls: 2.1948, loss: 2.1948 2020-05-07 05:09:47,496 - mmaction - INFO - Epoch [141][340/627] lr: 0.07019, eta: 1 day, 1:49:48, time: 3.118, data_time: 0.025, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7187, loss_cls: 2.3494, loss: 2.3494 2020-05-07 05:10:48,555 - mmaction - INFO - Epoch [141][360/627] lr: 0.07019, eta: 1 day, 1:48:11, time: 3.048, data_time: 0.266, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6958, loss_cls: 2.4075, loss: 2.4075 2020-05-07 05:11:52,005 - mmaction - INFO - Epoch [141][380/627] lr: 0.07019, eta: 1 day, 1:46:38, time: 3.177, data_time: 0.327, memory: 14492, top1_acc: 0.4708, top5_acc: 0.6958, loss_cls: 2.3907, loss: 2.3907 2020-05-07 05:12:53,755 - mmaction - INFO - Epoch [141][400/627] lr: 0.07019, eta: 1 day, 1:45:02, time: 3.089, data_time: 0.003, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6833, loss_cls: 2.5271, loss: 2.5271 2020-05-07 05:13:56,262 - mmaction - INFO - Epoch [141][420/627] lr: 0.07019, eta: 1 day, 1:43:28, time: 3.120, data_time: 0.001, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6792, loss_cls: 2.4357, loss: 2.4357 2020-05-07 05:15:02,359 - mmaction - INFO - Epoch [141][440/627] lr: 0.07019, eta: 1 day, 1:41:59, time: 3.307, data_time: 0.024, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7000, loss_cls: 2.3565, loss: 2.3565 2020-05-07 05:16:01,888 - mmaction - INFO - Epoch [141][460/627] lr: 0.07019, eta: 1 day, 1:40:20, time: 2.979, data_time: 0.005, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6833, loss_cls: 2.4406, loss: 2.4406 2020-05-07 05:17:05,188 - mmaction - INFO - Epoch [141][480/627] lr: 0.07019, eta: 1 day, 1:38:47, time: 3.166, data_time: 0.003, memory: 14492, top1_acc: 0.4125, top5_acc: 0.6667, loss_cls: 2.6669, loss: 2.6669 2020-05-07 05:18:05,327 - mmaction - INFO - Epoch [141][500/627] lr: 0.07019, eta: 1 day, 1:37:09, time: 3.003, data_time: 0.001, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6979, loss_cls: 2.4812, loss: 2.4812 2020-05-07 05:19:06,806 - mmaction - INFO - Epoch [141][520/627] lr: 0.07019, eta: 1 day, 1:35:34, time: 3.079, data_time: 0.032, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6937, loss_cls: 2.3417, loss: 2.3417 2020-05-07 05:20:08,092 - mmaction - INFO - Epoch [141][540/627] lr: 0.07019, eta: 1 day, 1:33:58, time: 3.063, data_time: 0.011, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6729, loss_cls: 2.4151, loss: 2.4151 2020-05-07 05:21:09,804 - mmaction - INFO - Epoch [141][560/627] lr: 0.07019, eta: 1 day, 1:32:23, time: 3.085, data_time: 0.025, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7187, loss_cls: 2.2751, loss: 2.2751 2020-05-07 05:22:11,352 - mmaction - INFO - Epoch [141][580/627] lr: 0.07019, eta: 1 day, 1:30:47, time: 3.076, data_time: 0.005, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7042, loss_cls: 2.4005, loss: 2.4005 2020-05-07 05:23:18,688 - mmaction - INFO - Epoch [141][600/627] lr: 0.07019, eta: 1 day, 1:29:21, time: 3.367, data_time: 0.004, memory: 14492, top1_acc: 0.4375, top5_acc: 0.6937, loss_cls: 2.4082, loss: 2.4082 2020-05-07 05:24:22,240 - mmaction - INFO - Epoch [141][620/627] lr: 0.07019, eta: 1 day, 1:27:49, time: 3.180, data_time: 0.004, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7021, loss_cls: 2.4164, loss: 2.4164 2020-05-07 05:27:03,592 - mmaction - INFO - Epoch [142][20/627] lr: 0.06686, eta: 1 day, 1:26:37, time: 6.033, data_time: 3.488, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6854, loss_cls: 2.5210, loss: 2.5210 2020-05-07 05:28:03,657 - mmaction - INFO - Epoch [142][40/627] lr: 0.06686, eta: 1 day, 1:25:00, time: 3.004, data_time: 0.003, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6562, loss_cls: 2.4352, loss: 2.4352 2020-05-07 05:29:06,052 - mmaction - INFO - Epoch [142][60/627] lr: 0.06686, eta: 1 day, 1:23:26, time: 3.117, data_time: 0.002, memory: 14492, top1_acc: 0.4646, top5_acc: 0.6917, loss_cls: 2.3742, loss: 2.3742 2020-05-07 05:30:05,146 - mmaction - INFO - Epoch [142][80/627] lr: 0.06686, eta: 1 day, 1:21:47, time: 2.957, data_time: 0.005, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6979, loss_cls: 2.2853, loss: 2.2853 2020-05-07 05:31:05,648 - mmaction - INFO - Epoch [142][100/627] lr: 0.06686, eta: 1 day, 1:20:11, time: 3.026, data_time: 0.003, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7125, loss_cls: 2.3261, loss: 2.3261 2020-05-07 05:32:08,992 - mmaction - INFO - Epoch [142][120/627] lr: 0.06686, eta: 1 day, 1:18:39, time: 3.166, data_time: 0.023, memory: 14492, top1_acc: 0.4812, top5_acc: 0.7313, loss_cls: 2.2529, loss: 2.2529 2020-05-07 05:33:12,281 - mmaction - INFO - Epoch [142][140/627] lr: 0.06686, eta: 1 day, 1:17:07, time: 3.164, data_time: 0.002, memory: 14492, top1_acc: 0.4500, top5_acc: 0.7229, loss_cls: 2.4344, loss: 2.4344 2020-05-07 05:34:16,342 - mmaction - INFO - Epoch [142][160/627] lr: 0.06686, eta: 1 day, 1:15:36, time: 3.204, data_time: 0.003, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7208, loss_cls: 2.3135, loss: 2.3135 2020-05-07 05:35:17,068 - mmaction - INFO - Epoch [142][180/627] lr: 0.06686, eta: 1 day, 1:14:00, time: 3.037, data_time: 0.147, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7125, loss_cls: 2.2744, loss: 2.2744 2020-05-07 05:36:17,633 - mmaction - INFO - Epoch [142][200/627] lr: 0.06686, eta: 1 day, 1:12:24, time: 3.027, data_time: 0.002, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7250, loss_cls: 2.2841, loss: 2.2841 2020-05-07 05:37:17,611 - mmaction - INFO - Epoch [142][220/627] lr: 0.06686, eta: 1 day, 1:10:48, time: 3.001, data_time: 0.003, memory: 14492, top1_acc: 0.4687, top5_acc: 0.6958, loss_cls: 2.3861, loss: 2.3861 2020-05-07 05:38:20,664 - mmaction - INFO - Epoch [142][240/627] lr: 0.06686, eta: 1 day, 1:09:16, time: 3.148, data_time: 0.002, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6875, loss_cls: 2.4081, loss: 2.4081 2020-05-07 05:39:23,074 - mmaction - INFO - Epoch [142][260/627] lr: 0.06686, eta: 1 day, 1:07:43, time: 3.124, data_time: 0.006, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6708, loss_cls: 2.5968, loss: 2.5968 2020-05-07 05:40:27,251 - mmaction - INFO - Epoch [142][280/627] lr: 0.06686, eta: 1 day, 1:06:12, time: 3.201, data_time: 0.013, memory: 14492, top1_acc: 0.4562, top5_acc: 0.7021, loss_cls: 2.3558, loss: 2.3558 2020-05-07 05:41:27,896 - mmaction - INFO - Epoch [142][300/627] lr: 0.06686, eta: 1 day, 1:04:37, time: 3.042, data_time: 0.023, memory: 14492, top1_acc: 0.4042, top5_acc: 0.6833, loss_cls: 2.5666, loss: 2.5666 2020-05-07 05:42:32,464 - mmaction - INFO - Epoch [142][320/627] lr: 0.06686, eta: 1 day, 1:03:08, time: 3.224, data_time: 0.001, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7146, loss_cls: 2.3343, loss: 2.3343 2020-05-07 05:43:35,241 - mmaction - INFO - Epoch [142][340/627] lr: 0.06686, eta: 1 day, 1:01:36, time: 3.142, data_time: 0.006, memory: 14492, top1_acc: 0.4313, top5_acc: 0.6521, loss_cls: 2.5768, loss: 2.5768 2020-05-07 05:44:37,805 - mmaction - INFO - Epoch [142][360/627] lr: 0.06686, eta: 1 day, 1:00:03, time: 3.127, data_time: 0.009, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6917, loss_cls: 2.4578, loss: 2.4578 2020-05-07 05:45:40,531 - mmaction - INFO - Epoch [142][380/627] lr: 0.06686, eta: 1 day, 0:58:31, time: 3.138, data_time: 0.002, memory: 14492, top1_acc: 0.4500, top5_acc: 0.6813, loss_cls: 2.4990, loss: 2.4990 2020-05-07 05:46:43,674 - mmaction - INFO - Epoch [142][400/627] lr: 0.06686, eta: 1 day, 0:57:00, time: 3.156, data_time: 0.307, memory: 14492, top1_acc: 0.4979, top5_acc: 0.6833, loss_cls: 2.4103, loss: 2.4103 2020-05-07 05:47:43,458 - mmaction - INFO - Epoch [142][420/627] lr: 0.06686, eta: 1 day, 0:55:24, time: 2.988, data_time: 0.002, memory: 14492, top1_acc: 0.4729, top5_acc: 0.6771, loss_cls: 2.4289, loss: 2.4289 2020-05-07 05:48:48,925 - mmaction - INFO - Epoch [142][440/627] lr: 0.06686, eta: 1 day, 0:53:56, time: 3.275, data_time: 0.003, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6729, loss_cls: 2.4302, loss: 2.4302 2020-05-07 05:49:49,012 - mmaction - INFO - Epoch [142][460/627] lr: 0.06686, eta: 1 day, 0:52:21, time: 3.001, data_time: 0.001, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6917, loss_cls: 2.3536, loss: 2.3536 2020-05-07 05:50:48,462 - mmaction - INFO - Epoch [142][480/627] lr: 0.06686, eta: 1 day, 0:50:44, time: 2.975, data_time: 0.004, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6938, loss_cls: 2.4274, loss: 2.4274 2020-05-07 05:51:49,987 - mmaction - INFO - Epoch [142][500/627] lr: 0.06686, eta: 1 day, 0:49:11, time: 3.076, data_time: 0.446, memory: 14492, top1_acc: 0.4458, top5_acc: 0.6500, loss_cls: 2.5894, loss: 2.5894 2020-05-07 05:52:50,055 - mmaction - INFO - Epoch [142][520/627] lr: 0.06686, eta: 1 day, 0:47:36, time: 3.003, data_time: 1.423, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6667, loss_cls: 2.4812, loss: 2.4812 2020-05-07 05:53:51,463 - mmaction - INFO - Epoch [142][540/627] lr: 0.06686, eta: 1 day, 0:46:02, time: 3.070, data_time: 0.195, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7063, loss_cls: 2.3394, loss: 2.3394 2020-05-07 05:54:51,692 - mmaction - INFO - Epoch [142][560/627] lr: 0.06686, eta: 1 day, 0:44:27, time: 3.007, data_time: 0.001, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6937, loss_cls: 2.4045, loss: 2.4045 2020-05-07 05:55:53,076 - mmaction - INFO - Epoch [142][580/627] lr: 0.06686, eta: 1 day, 0:42:54, time: 3.073, data_time: 0.006, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7250, loss_cls: 2.1841, loss: 2.1841 2020-05-07 05:56:55,270 - mmaction - INFO - Epoch [142][600/627] lr: 0.06686, eta: 1 day, 0:41:22, time: 3.107, data_time: 0.003, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6875, loss_cls: 2.4236, loss: 2.4236 2020-05-07 05:57:57,145 - mmaction - INFO - Epoch [142][620/627] lr: 0.06686, eta: 1 day, 0:39:50, time: 3.094, data_time: 0.005, memory: 14492, top1_acc: 0.4583, top5_acc: 0.7104, loss_cls: 2.2976, loss: 2.2976 2020-05-07 06:00:34,460 - mmaction - INFO - Epoch [143][20/627] lr: 0.06360, eta: 1 day, 0:38:43, time: 6.237, data_time: 3.131, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7083, loss_cls: 2.3567, loss: 2.3567 2020-05-07 06:01:34,126 - mmaction - INFO - Epoch [143][40/627] lr: 0.06360, eta: 1 day, 0:37:08, time: 2.980, data_time: 0.008, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6896, loss_cls: 2.5492, loss: 2.5492 2020-05-07 06:02:34,698 - mmaction - INFO - Epoch [143][60/627] lr: 0.06360, eta: 1 day, 0:35:34, time: 3.034, data_time: 0.007, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.2703, loss: 2.2703 2020-05-07 06:03:35,467 - mmaction - INFO - Epoch [143][80/627] lr: 0.06360, eta: 1 day, 0:34:00, time: 3.038, data_time: 0.002, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6708, loss_cls: 2.5248, loss: 2.5248 2020-05-07 06:04:42,247 - mmaction - INFO - Epoch [143][100/627] lr: 0.06360, eta: 1 day, 0:32:35, time: 3.336, data_time: 0.001, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.5070, loss: 2.5070 2020-05-07 06:05:45,121 - mmaction - INFO - Epoch [143][120/627] lr: 0.06360, eta: 1 day, 0:31:04, time: 3.141, data_time: 0.006, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7354, loss_cls: 2.2451, loss: 2.2451 2020-05-07 06:06:44,807 - mmaction - INFO - Epoch [143][140/627] lr: 0.06360, eta: 1 day, 0:29:29, time: 2.991, data_time: 0.007, memory: 14492, top1_acc: 0.4437, top5_acc: 0.7021, loss_cls: 2.3948, loss: 2.3948 2020-05-07 06:07:44,040 - mmaction - INFO - Epoch [143][160/627] lr: 0.06360, eta: 1 day, 0:27:54, time: 2.962, data_time: 0.001, memory: 14492, top1_acc: 0.4521, top5_acc: 0.7271, loss_cls: 2.2845, loss: 2.2845 2020-05-07 06:08:44,613 - mmaction - INFO - Epoch [143][180/627] lr: 0.06360, eta: 1 day, 0:26:20, time: 3.023, data_time: 0.182, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6979, loss_cls: 2.3808, loss: 2.3808 2020-05-07 06:09:43,531 - mmaction - INFO - Epoch [143][200/627] lr: 0.06360, eta: 1 day, 0:24:44, time: 2.950, data_time: 0.006, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7083, loss_cls: 2.2976, loss: 2.2976 2020-05-07 06:10:43,390 - mmaction - INFO - Epoch [143][220/627] lr: 0.06360, eta: 1 day, 0:23:10, time: 2.994, data_time: 0.028, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7521, loss_cls: 2.1889, loss: 2.1889 2020-05-07 06:11:43,102 - mmaction - INFO - Epoch [143][240/627] lr: 0.06360, eta: 1 day, 0:21:35, time: 2.983, data_time: 0.001, memory: 14492, top1_acc: 0.4667, top5_acc: 0.6979, loss_cls: 2.3546, loss: 2.3546 2020-05-07 06:12:42,833 - mmaction - INFO - Epoch [143][260/627] lr: 0.06360, eta: 1 day, 0:20:01, time: 2.990, data_time: 0.004, memory: 14492, top1_acc: 0.4479, top5_acc: 0.7146, loss_cls: 2.3322, loss: 2.3322 2020-05-07 06:13:45,890 - mmaction - INFO - Epoch [143][280/627] lr: 0.06360, eta: 1 day, 0:18:31, time: 3.152, data_time: 1.205, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7271, loss_cls: 2.1829, loss: 2.1829 2020-05-07 06:14:45,638 - mmaction - INFO - Epoch [143][300/627] lr: 0.06360, eta: 1 day, 0:16:57, time: 2.986, data_time: 0.610, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7542, loss_cls: 2.1980, loss: 2.1980 2020-05-07 06:15:45,055 - mmaction - INFO - Epoch [143][320/627] lr: 0.06360, eta: 1 day, 0:15:22, time: 2.973, data_time: 0.003, memory: 14492, top1_acc: 0.4438, top5_acc: 0.7208, loss_cls: 2.3294, loss: 2.3294 2020-05-07 06:16:44,251 - mmaction - INFO - Epoch [143][340/627] lr: 0.06360, eta: 1 day, 0:13:48, time: 2.959, data_time: 0.001, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6896, loss_cls: 2.3799, loss: 2.3799 2020-05-07 06:17:44,565 - mmaction - INFO - Epoch [143][360/627] lr: 0.06360, eta: 1 day, 0:12:14, time: 3.015, data_time: 0.028, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7333, loss_cls: 2.1805, loss: 2.1805 2020-05-07 06:18:42,369 - mmaction - INFO - Epoch [143][380/627] lr: 0.06360, eta: 1 day, 0:10:38, time: 2.892, data_time: 0.022, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7521, loss_cls: 2.1202, loss: 2.1202 2020-05-07 06:19:38,407 - mmaction - INFO - Epoch [143][400/627] lr: 0.06360, eta: 1 day, 0:08:59, time: 2.800, data_time: 0.001, memory: 14492, top1_acc: 0.4208, top5_acc: 0.6958, loss_cls: 2.4528, loss: 2.4528 2020-05-07 06:20:40,169 - mmaction - INFO - Epoch [143][420/627] lr: 0.06360, eta: 1 day, 0:07:28, time: 3.083, data_time: 0.003, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7250, loss_cls: 2.3660, loss: 2.3660 2020-05-07 06:21:43,071 - mmaction - INFO - Epoch [143][440/627] lr: 0.06360, eta: 1 day, 0:05:58, time: 3.150, data_time: 0.017, memory: 14492, top1_acc: 0.4333, top5_acc: 0.6708, loss_cls: 2.5625, loss: 2.5625 2020-05-07 06:22:43,114 - mmaction - INFO - Epoch [143][460/627] lr: 0.06360, eta: 1 day, 0:04:25, time: 3.004, data_time: 0.003, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7229, loss_cls: 2.2525, loss: 2.2525 2020-05-07 06:23:43,155 - mmaction - INFO - Epoch [143][480/627] lr: 0.06360, eta: 1 day, 0:02:52, time: 2.995, data_time: 0.001, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6917, loss_cls: 2.3888, loss: 2.3888 2020-05-07 06:24:43,665 - mmaction - INFO - Epoch [143][500/627] lr: 0.06360, eta: 1 day, 0:01:20, time: 3.028, data_time: 0.008, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7271, loss_cls: 2.2434, loss: 2.2434 2020-05-07 06:25:41,474 - mmaction - INFO - Epoch [143][520/627] lr: 0.06360, eta: 23:59:44, time: 2.894, data_time: 0.005, memory: 14492, top1_acc: 0.4813, top5_acc: 0.6958, loss_cls: 2.3150, loss: 2.3150 2020-05-07 06:26:41,848 - mmaction - INFO - Epoch [143][540/627] lr: 0.06360, eta: 23:58:11, time: 3.016, data_time: 0.001, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7042, loss_cls: 2.3040, loss: 2.3040 2020-05-07 06:27:38,913 - mmaction - INFO - Epoch [143][560/627] lr: 0.06360, eta: 23:56:34, time: 2.854, data_time: 0.049, memory: 14492, top1_acc: 0.4354, top5_acc: 0.6833, loss_cls: 2.4841, loss: 2.4841 2020-05-07 06:28:36,846 - mmaction - INFO - Epoch [143][580/627] lr: 0.06360, eta: 23:54:59, time: 2.899, data_time: 0.003, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6958, loss_cls: 2.4655, loss: 2.4655 2020-05-07 06:29:38,504 - mmaction - INFO - Epoch [143][600/627] lr: 0.06360, eta: 23:53:28, time: 3.080, data_time: 0.001, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6792, loss_cls: 2.3590, loss: 2.3590 2020-05-07 06:30:37,552 - mmaction - INFO - Epoch [143][620/627] lr: 0.06360, eta: 23:51:54, time: 2.952, data_time: 0.004, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7375, loss_cls: 2.2334, loss: 2.2334 2020-05-07 06:33:04,119 - mmaction - INFO - Epoch [144][20/627] lr: 0.06041, eta: 23:50:46, time: 6.177, data_time: 3.161, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7167, loss_cls: 2.1639, loss: 2.1639 2020-05-07 06:34:05,379 - mmaction - INFO - Epoch [144][40/627] lr: 0.06041, eta: 23:49:15, time: 3.061, data_time: 0.005, memory: 14492, top1_acc: 0.4417, top5_acc: 0.7063, loss_cls: 2.4126, loss: 2.4126 2020-05-07 06:35:05,189 - mmaction - INFO - Epoch [144][60/627] lr: 0.06041, eta: 23:47:42, time: 2.992, data_time: 0.006, memory: 14492, top1_acc: 0.4687, top5_acc: 0.7083, loss_cls: 2.2748, loss: 2.2748 2020-05-07 06:36:01,119 - mmaction - INFO - Epoch [144][80/627] lr: 0.06041, eta: 23:46:04, time: 2.797, data_time: 0.005, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7146, loss_cls: 2.3602, loss: 2.3602 2020-05-07 06:36:59,370 - mmaction - INFO - Epoch [144][100/627] lr: 0.06041, eta: 23:44:29, time: 2.913, data_time: 0.004, memory: 14492, top1_acc: 0.4729, top5_acc: 0.6937, loss_cls: 2.4037, loss: 2.4037 2020-05-07 06:37:58,866 - mmaction - INFO - Epoch [144][120/627] lr: 0.06041, eta: 23:42:56, time: 2.977, data_time: 0.059, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7708, loss_cls: 2.0571, loss: 2.0571 2020-05-07 06:38:56,861 - mmaction - INFO - Epoch [144][140/627] lr: 0.06041, eta: 23:41:22, time: 2.898, data_time: 1.151, memory: 14492, top1_acc: 0.4229, top5_acc: 0.6646, loss_cls: 2.5492, loss: 2.5492 2020-05-07 06:39:55,329 - mmaction - INFO - Epoch [144][160/627] lr: 0.06041, eta: 23:39:47, time: 2.922, data_time: 0.208, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7208, loss_cls: 2.2368, loss: 2.2368 2020-05-07 06:40:54,278 - mmaction - INFO - Epoch [144][180/627] lr: 0.06041, eta: 23:38:14, time: 2.945, data_time: 0.214, memory: 14492, top1_acc: 0.4479, top5_acc: 0.6813, loss_cls: 2.4015, loss: 2.4015 2020-05-07 06:41:54,746 - mmaction - INFO - Epoch [144][200/627] lr: 0.06041, eta: 23:36:43, time: 3.027, data_time: 0.013, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7000, loss_cls: 2.4005, loss: 2.4005 2020-05-07 06:42:53,094 - mmaction - INFO - Epoch [144][220/627] lr: 0.06041, eta: 23:35:09, time: 2.918, data_time: 0.003, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7229, loss_cls: 2.3054, loss: 2.3054 2020-05-07 06:43:51,115 - mmaction - INFO - Epoch [144][240/627] lr: 0.06041, eta: 23:33:34, time: 2.903, data_time: 0.004, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7208, loss_cls: 2.2480, loss: 2.2480 2020-05-07 06:44:49,900 - mmaction - INFO - Epoch [144][260/627] lr: 0.06041, eta: 23:32:01, time: 2.934, data_time: 0.001, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7000, loss_cls: 2.3491, loss: 2.3491 2020-05-07 06:45:48,717 - mmaction - INFO - Epoch [144][280/627] lr: 0.06041, eta: 23:30:28, time: 2.945, data_time: 0.006, memory: 14492, top1_acc: 0.4896, top5_acc: 0.6917, loss_cls: 2.3318, loss: 2.3318 2020-05-07 06:46:49,085 - mmaction - INFO - Epoch [144][300/627] lr: 0.06041, eta: 23:28:57, time: 3.018, data_time: 0.120, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7229, loss_cls: 2.3242, loss: 2.3242 2020-05-07 06:47:47,372 - mmaction - INFO - Epoch [144][320/627] lr: 0.06041, eta: 23:27:23, time: 2.912, data_time: 0.002, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6896, loss_cls: 2.4039, loss: 2.4039 2020-05-07 06:48:45,232 - mmaction - INFO - Epoch [144][340/627] lr: 0.06041, eta: 23:25:49, time: 2.895, data_time: 0.007, memory: 14492, top1_acc: 0.4646, top5_acc: 0.6958, loss_cls: 2.3749, loss: 2.3749 2020-05-07 06:49:42,159 - mmaction - INFO - Epoch [144][360/627] lr: 0.06041, eta: 23:24:13, time: 2.847, data_time: 0.002, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7167, loss_cls: 2.1721, loss: 2.1721 2020-05-07 06:50:39,615 - mmaction - INFO - Epoch [144][380/627] lr: 0.06041, eta: 23:22:39, time: 2.872, data_time: 0.002, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6875, loss_cls: 2.4078, loss: 2.4078 2020-05-07 06:51:37,927 - mmaction - INFO - Epoch [144][400/627] lr: 0.06041, eta: 23:21:05, time: 2.915, data_time: 0.002, memory: 14492, top1_acc: 0.4479, top5_acc: 0.7062, loss_cls: 2.3747, loss: 2.3747 2020-05-07 06:52:37,006 - mmaction - INFO - Epoch [144][420/627] lr: 0.06041, eta: 23:19:33, time: 2.955, data_time: 0.003, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6958, loss_cls: 2.3009, loss: 2.3009 2020-05-07 06:53:34,323 - mmaction - INFO - Epoch [144][440/627] lr: 0.06041, eta: 23:17:59, time: 2.866, data_time: 0.002, memory: 14492, top1_acc: 0.4708, top5_acc: 0.6958, loss_cls: 2.3651, loss: 2.3651 2020-05-07 06:54:36,104 - mmaction - INFO - Epoch [144][460/627] lr: 0.06041, eta: 23:16:30, time: 3.085, data_time: 0.003, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.2548, loss: 2.2548 2020-05-07 06:55:34,299 - mmaction - INFO - Epoch [144][480/627] lr: 0.06041, eta: 23:14:57, time: 2.909, data_time: 0.992, memory: 14492, top1_acc: 0.4792, top5_acc: 0.6750, loss_cls: 2.3729, loss: 2.3729 2020-05-07 06:56:30,301 - mmaction - INFO - Epoch [144][500/627] lr: 0.06041, eta: 23:13:21, time: 2.804, data_time: 1.149, memory: 14492, top1_acc: 0.4688, top5_acc: 0.6896, loss_cls: 2.4403, loss: 2.4403 2020-05-07 06:57:29,065 - mmaction - INFO - Epoch [144][520/627] lr: 0.06041, eta: 23:11:48, time: 2.938, data_time: 0.088, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7083, loss_cls: 2.3548, loss: 2.3548 2020-05-07 06:58:25,869 - mmaction - INFO - Epoch [144][540/627] lr: 0.06041, eta: 23:10:14, time: 2.840, data_time: 0.001, memory: 14492, top1_acc: 0.4708, top5_acc: 0.7021, loss_cls: 2.3347, loss: 2.3347 2020-05-07 06:59:22,928 - mmaction - INFO - Epoch [144][560/627] lr: 0.06041, eta: 23:08:39, time: 2.848, data_time: 0.007, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6958, loss_cls: 2.4699, loss: 2.4699 2020-05-07 07:00:21,662 - mmaction - INFO - Epoch [144][580/627] lr: 0.06041, eta: 23:07:07, time: 2.939, data_time: 0.006, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7458, loss_cls: 2.1622, loss: 2.1622 2020-05-07 07:01:21,093 - mmaction - INFO - Epoch [144][600/627] lr: 0.06041, eta: 23:05:36, time: 2.973, data_time: 0.019, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.2864, loss: 2.2864 2020-05-07 07:02:20,394 - mmaction - INFO - Epoch [144][620/627] lr: 0.06041, eta: 23:04:05, time: 2.966, data_time: 0.003, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7125, loss_cls: 2.3132, loss: 2.3132 2020-05-07 07:04:58,315 - mmaction - INFO - Epoch [145][20/627] lr: 0.05729, eta: 23:02:47, time: 5.832, data_time: 3.538, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6979, loss_cls: 2.4058, loss: 2.4058 2020-05-07 07:05:57,366 - mmaction - INFO - Epoch [145][40/627] lr: 0.05729, eta: 23:01:15, time: 2.951, data_time: 0.736, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.2871, loss: 2.2871 2020-05-07 07:06:54,010 - mmaction - INFO - Epoch [145][60/627] lr: 0.05729, eta: 22:59:41, time: 2.836, data_time: 0.146, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7063, loss_cls: 2.3749, loss: 2.3749 2020-05-07 07:07:50,174 - mmaction - INFO - Epoch [145][80/627] lr: 0.05729, eta: 22:58:06, time: 2.804, data_time: 0.675, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7104, loss_cls: 2.2985, loss: 2.2985 2020-05-07 07:08:45,672 - mmaction - INFO - Epoch [145][100/627] lr: 0.05729, eta: 22:56:30, time: 2.779, data_time: 0.549, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7083, loss_cls: 2.3480, loss: 2.3480 2020-05-07 07:09:43,248 - mmaction - INFO - Epoch [145][120/627] lr: 0.05729, eta: 22:54:57, time: 2.879, data_time: 0.026, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7083, loss_cls: 2.2851, loss: 2.2851 2020-05-07 07:10:41,140 - mmaction - INFO - Epoch [145][140/627] lr: 0.05729, eta: 22:53:25, time: 2.893, data_time: 0.008, memory: 14492, top1_acc: 0.4563, top5_acc: 0.6917, loss_cls: 2.4708, loss: 2.4708 2020-05-07 07:11:40,558 - mmaction - INFO - Epoch [145][160/627] lr: 0.05729, eta: 22:51:54, time: 2.973, data_time: 0.003, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6958, loss_cls: 2.3493, loss: 2.3493 2020-05-07 07:12:38,291 - mmaction - INFO - Epoch [145][180/627] lr: 0.05729, eta: 22:50:21, time: 2.884, data_time: 0.001, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7000, loss_cls: 2.3173, loss: 2.3173 2020-05-07 07:13:37,469 - mmaction - INFO - Epoch [145][200/627] lr: 0.05729, eta: 22:48:50, time: 2.956, data_time: 0.005, memory: 14492, top1_acc: 0.4292, top5_acc: 0.6646, loss_cls: 2.5356, loss: 2.5356 2020-05-07 07:14:36,742 - mmaction - INFO - Epoch [145][220/627] lr: 0.05729, eta: 22:47:20, time: 2.967, data_time: 0.028, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7333, loss_cls: 2.1912, loss: 2.1912 2020-05-07 07:15:34,614 - mmaction - INFO - Epoch [145][240/627] lr: 0.05729, eta: 22:45:48, time: 2.890, data_time: 0.003, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7396, loss_cls: 2.1275, loss: 2.1275 2020-05-07 07:16:31,174 - mmaction - INFO - Epoch [145][260/627] lr: 0.05729, eta: 22:44:14, time: 2.833, data_time: 0.006, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.3219, loss: 2.3219 2020-05-07 07:17:28,439 - mmaction - INFO - Epoch [145][280/627] lr: 0.05729, eta: 22:42:41, time: 2.859, data_time: 0.001, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6979, loss_cls: 2.3438, loss: 2.3438 2020-05-07 07:18:24,239 - mmaction - INFO - Epoch [145][300/627] lr: 0.05729, eta: 22:41:07, time: 2.792, data_time: 0.005, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7604, loss_cls: 2.1377, loss: 2.1377 2020-05-07 07:19:20,418 - mmaction - INFO - Epoch [145][320/627] lr: 0.05729, eta: 22:39:33, time: 2.807, data_time: 0.005, memory: 14492, top1_acc: 0.4667, top5_acc: 0.7063, loss_cls: 2.3840, loss: 2.3840 2020-05-07 07:20:20,569 - mmaction - INFO - Epoch [145][340/627] lr: 0.05729, eta: 22:38:03, time: 3.001, data_time: 0.039, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.3301, loss: 2.3301 2020-05-07 07:21:20,106 - mmaction - INFO - Epoch [145][360/627] lr: 0.05729, eta: 22:36:34, time: 2.985, data_time: 0.050, memory: 14492, top1_acc: 0.4562, top5_acc: 0.6729, loss_cls: 2.4624, loss: 2.4624 2020-05-07 07:22:16,483 - mmaction - INFO - Epoch [145][380/627] lr: 0.05729, eta: 22:35:00, time: 2.819, data_time: 0.016, memory: 14492, top1_acc: 0.4562, top5_acc: 0.6958, loss_cls: 2.3778, loss: 2.3778 2020-05-07 07:23:16,263 - mmaction - INFO - Epoch [145][400/627] lr: 0.05729, eta: 22:33:31, time: 2.991, data_time: 0.042, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1719, loss: 2.1719 2020-05-07 07:24:13,876 - mmaction - INFO - Epoch [145][420/627] lr: 0.05729, eta: 22:31:59, time: 2.879, data_time: 0.001, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6833, loss_cls: 2.4408, loss: 2.4408 2020-05-07 07:25:09,770 - mmaction - INFO - Epoch [145][440/627] lr: 0.05729, eta: 22:30:25, time: 2.794, data_time: 0.012, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7042, loss_cls: 2.3652, loss: 2.3652 2020-05-07 07:26:06,324 - mmaction - INFO - Epoch [145][460/627] lr: 0.05729, eta: 22:28:52, time: 2.826, data_time: 0.003, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7146, loss_cls: 2.2460, loss: 2.2460 2020-05-07 07:27:04,924 - mmaction - INFO - Epoch [145][480/627] lr: 0.05729, eta: 22:27:22, time: 2.930, data_time: 0.091, memory: 14492, top1_acc: 0.4396, top5_acc: 0.6833, loss_cls: 2.4699, loss: 2.4699 2020-05-07 07:28:02,147 - mmaction - INFO - Epoch [145][500/627] lr: 0.05729, eta: 22:25:50, time: 2.862, data_time: 1.263, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7104, loss_cls: 2.3735, loss: 2.3735 2020-05-07 07:29:01,806 - mmaction - INFO - Epoch [145][520/627] lr: 0.05729, eta: 22:24:20, time: 2.982, data_time: 1.499, memory: 14492, top1_acc: 0.4813, top5_acc: 0.6958, loss_cls: 2.3361, loss: 2.3361 2020-05-07 07:29:57,575 - mmaction - INFO - Epoch [145][540/627] lr: 0.05729, eta: 22:22:47, time: 2.791, data_time: 1.342, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7000, loss_cls: 2.3694, loss: 2.3694 2020-05-07 07:30:53,574 - mmaction - INFO - Epoch [145][560/627] lr: 0.05729, eta: 22:21:14, time: 2.797, data_time: 1.316, memory: 14492, top1_acc: 0.4563, top5_acc: 0.6750, loss_cls: 2.4103, loss: 2.4103 2020-05-07 07:31:50,883 - mmaction - INFO - Epoch [145][580/627] lr: 0.05729, eta: 22:19:42, time: 2.868, data_time: 0.847, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.3539, loss: 2.3539 2020-05-07 07:32:47,780 - mmaction - INFO - Epoch [145][600/627] lr: 0.05729, eta: 22:18:10, time: 2.846, data_time: 1.349, memory: 14492, top1_acc: 0.4667, top5_acc: 0.7146, loss_cls: 2.2893, loss: 2.2893 2020-05-07 07:33:46,120 - mmaction - INFO - Epoch [145][620/627] lr: 0.05729, eta: 22:16:40, time: 2.917, data_time: 0.697, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.1950, loss: 2.1950 2020-05-07 07:37:11,779 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 07:37:13,226 - mmaction - INFO - top1_acc 0.5030 top5_acc 0.7553 2020-05-07 07:37:13,226 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 07:37:13,357 - mmaction - INFO - mean_acc 0.5028 2020-05-07 07:37:13,367 - mmaction - INFO - Epoch [145][627/627] lr: 0.05729, top1_acc: 0.5030, top5_acc: 0.7553, mean_class_accuracy: 0.5028 2020-05-07 07:38:19,456 - mmaction - INFO - Epoch [146][20/627] lr: 0.05425, eta: 22:14:23, time: 3.302, data_time: 0.769, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7250, loss_cls: 2.3403, loss: 2.3403 2020-05-07 07:39:16,601 - mmaction - INFO - Epoch [146][40/627] lr: 0.05425, eta: 22:12:51, time: 2.856, data_time: 0.291, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7500, loss_cls: 2.1092, loss: 2.1092 2020-05-07 07:40:11,370 - mmaction - INFO - Epoch [146][60/627] lr: 0.05425, eta: 22:11:17, time: 2.735, data_time: 0.144, memory: 14492, top1_acc: 0.4854, top5_acc: 0.6917, loss_cls: 2.2818, loss: 2.2818 2020-05-07 07:41:09,754 - mmaction - INFO - Epoch [146][80/627] lr: 0.05425, eta: 22:09:47, time: 2.921, data_time: 0.106, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7063, loss_cls: 2.2531, loss: 2.2531 2020-05-07 07:42:06,490 - mmaction - INFO - Epoch [146][100/627] lr: 0.05425, eta: 22:08:16, time: 2.838, data_time: 0.005, memory: 14492, top1_acc: 0.4708, top5_acc: 0.6750, loss_cls: 2.2964, loss: 2.2964 2020-05-07 07:43:02,644 - mmaction - INFO - Epoch [146][120/627] lr: 0.05425, eta: 22:06:43, time: 2.808, data_time: 0.009, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7125, loss_cls: 2.2556, loss: 2.2556 2020-05-07 07:44:03,375 - mmaction - INFO - Epoch [146][140/627] lr: 0.05425, eta: 22:05:16, time: 3.035, data_time: 0.004, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7313, loss_cls: 2.2222, loss: 2.2222 2020-05-07 07:45:01,076 - mmaction - INFO - Epoch [146][160/627] lr: 0.05425, eta: 22:03:46, time: 2.888, data_time: 0.003, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7083, loss_cls: 2.3190, loss: 2.3190 2020-05-07 07:45:55,224 - mmaction - INFO - Epoch [146][180/627] lr: 0.05425, eta: 22:02:11, time: 2.705, data_time: 0.001, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7146, loss_cls: 2.3658, loss: 2.3658 2020-05-07 07:46:50,188 - mmaction - INFO - Epoch [146][200/627] lr: 0.05425, eta: 22:00:38, time: 2.747, data_time: 0.004, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7583, loss_cls: 2.0441, loss: 2.0441 2020-05-07 07:47:48,100 - mmaction - INFO - Epoch [146][220/627] lr: 0.05425, eta: 21:59:08, time: 2.896, data_time: 0.036, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6938, loss_cls: 2.4271, loss: 2.4271 2020-05-07 07:48:42,906 - mmaction - INFO - Epoch [146][240/627] lr: 0.05425, eta: 21:57:35, time: 2.743, data_time: 0.014, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6917, loss_cls: 2.4257, loss: 2.4257 2020-05-07 07:49:38,371 - mmaction - INFO - Epoch [146][260/627] lr: 0.05425, eta: 21:56:02, time: 2.771, data_time: 0.002, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6979, loss_cls: 2.3947, loss: 2.3947 2020-05-07 07:50:32,959 - mmaction - INFO - Epoch [146][280/627] lr: 0.05425, eta: 21:54:28, time: 2.730, data_time: 0.003, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7292, loss_cls: 2.2440, loss: 2.2440 2020-05-07 07:51:30,726 - mmaction - INFO - Epoch [146][300/627] lr: 0.05425, eta: 21:52:59, time: 2.888, data_time: 0.021, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7312, loss_cls: 2.2634, loss: 2.2634 2020-05-07 07:52:28,019 - mmaction - INFO - Epoch [146][320/627] lr: 0.05425, eta: 21:51:28, time: 2.866, data_time: 0.128, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7354, loss_cls: 2.2697, loss: 2.2697 2020-05-07 07:53:24,233 - mmaction - INFO - Epoch [146][340/627] lr: 0.05425, eta: 21:49:57, time: 2.806, data_time: 0.001, memory: 14492, top1_acc: 0.5062, top5_acc: 0.7354, loss_cls: 2.1856, loss: 2.1856 2020-05-07 07:54:21,226 - mmaction - INFO - Epoch [146][360/627] lr: 0.05425, eta: 21:48:26, time: 2.850, data_time: 0.007, memory: 14492, top1_acc: 0.4375, top5_acc: 0.7146, loss_cls: 2.3559, loss: 2.3559 2020-05-07 07:55:16,361 - mmaction - INFO - Epoch [146][380/627] lr: 0.05425, eta: 21:46:54, time: 2.759, data_time: 0.018, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7187, loss_cls: 2.2495, loss: 2.2495 2020-05-07 07:56:11,169 - mmaction - INFO - Epoch [146][400/627] lr: 0.05425, eta: 21:45:21, time: 2.738, data_time: 0.002, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7188, loss_cls: 2.2240, loss: 2.2240 2020-05-07 07:57:07,011 - mmaction - INFO - Epoch [146][420/627] lr: 0.05425, eta: 21:43:49, time: 2.796, data_time: 0.004, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7146, loss_cls: 2.2286, loss: 2.2286 2020-05-07 07:58:03,217 - mmaction - INFO - Epoch [146][440/627] lr: 0.05425, eta: 21:42:18, time: 2.808, data_time: 0.001, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7146, loss_cls: 2.1374, loss: 2.1374 2020-05-07 07:58:57,697 - mmaction - INFO - Epoch [146][460/627] lr: 0.05425, eta: 21:40:45, time: 2.723, data_time: 0.268, memory: 14492, top1_acc: 0.4562, top5_acc: 0.7083, loss_cls: 2.3522, loss: 2.3522 2020-05-07 07:59:57,708 - mmaction - INFO - Epoch [146][480/627] lr: 0.05425, eta: 21:39:19, time: 3.003, data_time: 0.036, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7146, loss_cls: 2.2541, loss: 2.2541 2020-05-07 08:00:55,962 - mmaction - INFO - Epoch [146][500/627] lr: 0.05425, eta: 21:37:50, time: 2.906, data_time: 0.003, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7229, loss_cls: 2.2708, loss: 2.2708 2020-05-07 08:01:52,397 - mmaction - INFO - Epoch [146][520/627] lr: 0.05425, eta: 21:36:19, time: 2.828, data_time: 0.012, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7021, loss_cls: 2.2405, loss: 2.2405 2020-05-07 08:02:52,082 - mmaction - INFO - Epoch [146][540/627] lr: 0.05425, eta: 21:34:53, time: 2.984, data_time: 0.003, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6958, loss_cls: 2.4289, loss: 2.4289 2020-05-07 08:03:50,863 - mmaction - INFO - Epoch [146][560/627] lr: 0.05425, eta: 21:33:25, time: 2.939, data_time: 0.004, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7333, loss_cls: 2.2004, loss: 2.2004 2020-05-07 08:04:47,499 - mmaction - INFO - Epoch [146][580/627] lr: 0.05425, eta: 21:31:55, time: 2.832, data_time: 0.003, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6854, loss_cls: 2.3734, loss: 2.3734 2020-05-07 08:05:43,038 - mmaction - INFO - Epoch [146][600/627] lr: 0.05425, eta: 21:30:23, time: 2.771, data_time: 0.002, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7250, loss_cls: 2.2504, loss: 2.2504 2020-05-07 08:06:42,662 - mmaction - INFO - Epoch [146][620/627] lr: 0.05425, eta: 21:28:57, time: 2.988, data_time: 0.030, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6937, loss_cls: 2.3624, loss: 2.3624 2020-05-07 08:09:23,063 - mmaction - INFO - Epoch [147][20/627] lr: 0.05129, eta: 21:27:47, time: 6.178, data_time: 3.411, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7104, loss_cls: 2.2487, loss: 2.2487 2020-05-07 08:10:18,787 - mmaction - INFO - Epoch [147][40/627] lr: 0.05129, eta: 21:26:16, time: 2.788, data_time: 0.029, memory: 14492, top1_acc: 0.4583, top5_acc: 0.7208, loss_cls: 2.3817, loss: 2.3817 2020-05-07 08:11:14,374 - mmaction - INFO - Epoch [147][60/627] lr: 0.05129, eta: 21:24:45, time: 2.779, data_time: 0.001, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7167, loss_cls: 2.3455, loss: 2.3455 2020-05-07 08:12:12,235 - mmaction - INFO - Epoch [147][80/627] lr: 0.05129, eta: 21:23:16, time: 2.893, data_time: 0.022, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7229, loss_cls: 2.3101, loss: 2.3101 2020-05-07 08:13:10,639 - mmaction - INFO - Epoch [147][100/627] lr: 0.05129, eta: 21:21:48, time: 2.919, data_time: 0.002, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7229, loss_cls: 2.2452, loss: 2.2452 2020-05-07 08:14:06,663 - mmaction - INFO - Epoch [147][120/627] lr: 0.05129, eta: 21:20:18, time: 2.801, data_time: 0.143, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7063, loss_cls: 2.2854, loss: 2.2854 2020-05-07 08:15:02,647 - mmaction - INFO - Epoch [147][140/627] lr: 0.05129, eta: 21:18:48, time: 2.796, data_time: 0.003, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7354, loss_cls: 2.2672, loss: 2.2672 2020-05-07 08:16:00,388 - mmaction - INFO - Epoch [147][160/627] lr: 0.05129, eta: 21:17:19, time: 2.888, data_time: 0.006, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.2592, loss: 2.2592 2020-05-07 08:16:56,403 - mmaction - INFO - Epoch [147][180/627] lr: 0.05129, eta: 21:15:49, time: 2.802, data_time: 0.021, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7271, loss_cls: 2.3024, loss: 2.3024 2020-05-07 08:17:53,039 - mmaction - INFO - Epoch [147][200/627] lr: 0.05129, eta: 21:14:20, time: 2.829, data_time: 0.004, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7229, loss_cls: 2.1618, loss: 2.1618 2020-05-07 08:18:46,770 - mmaction - INFO - Epoch [147][220/627] lr: 0.05129, eta: 21:12:47, time: 2.687, data_time: 0.006, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7562, loss_cls: 2.0683, loss: 2.0683 2020-05-07 08:19:41,666 - mmaction - INFO - Epoch [147][240/627] lr: 0.05129, eta: 21:11:16, time: 2.746, data_time: 0.005, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7271, loss_cls: 2.1638, loss: 2.1638 2020-05-07 08:20:40,396 - mmaction - INFO - Epoch [147][260/627] lr: 0.05129, eta: 21:09:49, time: 2.932, data_time: 0.003, memory: 14492, top1_acc: 0.4646, top5_acc: 0.6958, loss_cls: 2.4263, loss: 2.4263 2020-05-07 08:21:39,195 - mmaction - INFO - Epoch [147][280/627] lr: 0.05129, eta: 21:08:23, time: 2.947, data_time: 0.018, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6833, loss_cls: 2.3539, loss: 2.3539 2020-05-07 08:22:34,971 - mmaction - INFO - Epoch [147][300/627] lr: 0.05129, eta: 21:06:52, time: 2.787, data_time: 0.001, memory: 14492, top1_acc: 0.4771, top5_acc: 0.6958, loss_cls: 2.3929, loss: 2.3929 2020-05-07 08:23:31,178 - mmaction - INFO - Epoch [147][320/627] lr: 0.05129, eta: 21:05:23, time: 2.810, data_time: 0.004, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7208, loss_cls: 2.2458, loss: 2.2458 2020-05-07 08:24:29,196 - mmaction - INFO - Epoch [147][340/627] lr: 0.05129, eta: 21:03:56, time: 2.903, data_time: 0.004, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7167, loss_cls: 2.2656, loss: 2.2656 2020-05-07 08:25:26,648 - mmaction - INFO - Epoch [147][360/627] lr: 0.05129, eta: 21:02:28, time: 2.872, data_time: 0.001, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.2737, loss: 2.2737 2020-05-07 08:26:21,938 - mmaction - INFO - Epoch [147][380/627] lr: 0.05129, eta: 21:00:57, time: 2.760, data_time: 0.002, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7042, loss_cls: 2.3958, loss: 2.3958 2020-05-07 08:27:17,060 - mmaction - INFO - Epoch [147][400/627] lr: 0.05129, eta: 20:59:27, time: 2.759, data_time: 0.006, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7292, loss_cls: 2.2714, loss: 2.2714 2020-05-07 08:28:11,940 - mmaction - INFO - Epoch [147][420/627] lr: 0.05129, eta: 20:57:56, time: 2.744, data_time: 0.003, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7104, loss_cls: 2.2834, loss: 2.2834 2020-05-07 08:29:07,179 - mmaction - INFO - Epoch [147][440/627] lr: 0.05129, eta: 20:56:26, time: 2.763, data_time: 0.005, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7125, loss_cls: 2.2996, loss: 2.2996 2020-05-07 08:30:03,306 - mmaction - INFO - Epoch [147][460/627] lr: 0.05129, eta: 20:54:57, time: 2.806, data_time: 0.003, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.4881, loss: 2.4881 2020-05-07 08:30:57,159 - mmaction - INFO - Epoch [147][480/627] lr: 0.05129, eta: 20:53:26, time: 2.693, data_time: 0.003, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6958, loss_cls: 2.4375, loss: 2.4375 2020-05-07 08:31:52,617 - mmaction - INFO - Epoch [147][500/627] lr: 0.05129, eta: 20:51:56, time: 2.771, data_time: 0.003, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7083, loss_cls: 2.2336, loss: 2.2336 2020-05-07 08:32:53,292 - mmaction - INFO - Epoch [147][520/627] lr: 0.05129, eta: 20:50:32, time: 3.038, data_time: 0.006, memory: 14492, top1_acc: 0.5313, top5_acc: 0.7375, loss_cls: 2.0929, loss: 2.0929 2020-05-07 08:33:51,211 - mmaction - INFO - Epoch [147][540/627] lr: 0.05129, eta: 20:49:05, time: 2.895, data_time: 0.001, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7417, loss_cls: 2.1113, loss: 2.1113 2020-05-07 08:34:47,393 - mmaction - INFO - Epoch [147][560/627] lr: 0.05129, eta: 20:47:36, time: 2.810, data_time: 0.003, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7354, loss_cls: 2.1786, loss: 2.1786 2020-05-07 08:35:43,013 - mmaction - INFO - Epoch [147][580/627] lr: 0.05129, eta: 20:46:07, time: 2.781, data_time: 0.724, memory: 14492, top1_acc: 0.4458, top5_acc: 0.7125, loss_cls: 2.3555, loss: 2.3555 2020-05-07 08:36:37,207 - mmaction - INFO - Epoch [147][600/627] lr: 0.05129, eta: 20:44:36, time: 2.706, data_time: 0.544, memory: 14492, top1_acc: 0.5062, top5_acc: 0.7187, loss_cls: 2.2985, loss: 2.2985 2020-05-07 08:37:34,693 - mmaction - INFO - Epoch [147][620/627] lr: 0.05129, eta: 20:43:09, time: 2.878, data_time: 0.006, memory: 14492, top1_acc: 0.4563, top5_acc: 0.6917, loss_cls: 2.4101, loss: 2.4101 2020-05-07 08:39:49,963 - mmaction - INFO - Epoch [148][20/627] lr: 0.04840, eta: 20:41:49, time: 5.662, data_time: 2.873, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7021, loss_cls: 2.3751, loss: 2.3751 2020-05-07 08:40:49,794 - mmaction - INFO - Epoch [148][40/627] lr: 0.04840, eta: 20:40:24, time: 2.983, data_time: 0.006, memory: 14492, top1_acc: 0.4438, top5_acc: 0.6917, loss_cls: 2.4259, loss: 2.4259 2020-05-07 08:41:44,066 - mmaction - INFO - Epoch [148][60/627] lr: 0.04840, eta: 20:38:54, time: 2.725, data_time: 0.018, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7562, loss_cls: 2.0794, loss: 2.0794 2020-05-07 08:42:39,158 - mmaction - INFO - Epoch [148][80/627] lr: 0.04840, eta: 20:37:24, time: 2.754, data_time: 0.004, memory: 14492, top1_acc: 0.4812, top5_acc: 0.7188, loss_cls: 2.3025, loss: 2.3025 2020-05-07 08:43:35,015 - mmaction - INFO - Epoch [148][100/627] lr: 0.04840, eta: 20:35:55, time: 2.790, data_time: 0.004, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7396, loss_cls: 2.1842, loss: 2.1842 2020-05-07 08:44:30,544 - mmaction - INFO - Epoch [148][120/627] lr: 0.04840, eta: 20:34:27, time: 2.780, data_time: 0.166, memory: 14492, top1_acc: 0.4542, top5_acc: 0.7125, loss_cls: 2.3443, loss: 2.3443 2020-05-07 08:45:22,523 - mmaction - INFO - Epoch [148][140/627] lr: 0.04840, eta: 20:32:54, time: 2.597, data_time: 0.726, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7438, loss_cls: 2.2291, loss: 2.2291 2020-05-07 08:46:16,606 - mmaction - INFO - Epoch [148][160/627] lr: 0.04840, eta: 20:31:24, time: 2.706, data_time: 0.038, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7188, loss_cls: 2.1646, loss: 2.1646 2020-05-07 08:47:10,266 - mmaction - INFO - Epoch [148][180/627] lr: 0.04840, eta: 20:29:54, time: 2.686, data_time: 0.029, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7250, loss_cls: 2.1981, loss: 2.1981 2020-05-07 08:48:05,254 - mmaction - INFO - Epoch [148][200/627] lr: 0.04840, eta: 20:28:25, time: 2.749, data_time: 0.001, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7167, loss_cls: 2.3067, loss: 2.3067 2020-05-07 08:49:01,892 - mmaction - INFO - Epoch [148][220/627] lr: 0.04840, eta: 20:26:57, time: 2.832, data_time: 0.001, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7229, loss_cls: 2.2861, loss: 2.2861 2020-05-07 08:49:56,786 - mmaction - INFO - Epoch [148][240/627] lr: 0.04840, eta: 20:25:28, time: 2.743, data_time: 0.002, memory: 14492, top1_acc: 0.4438, top5_acc: 0.7250, loss_cls: 2.3677, loss: 2.3677 2020-05-07 08:50:50,827 - mmaction - INFO - Epoch [148][260/627] lr: 0.04840, eta: 20:23:58, time: 2.701, data_time: 0.003, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7479, loss_cls: 2.1284, loss: 2.1284 2020-05-07 08:51:45,637 - mmaction - INFO - Epoch [148][280/627] lr: 0.04840, eta: 20:22:29, time: 2.741, data_time: 0.003, memory: 14492, top1_acc: 0.4729, top5_acc: 0.6896, loss_cls: 2.4241, loss: 2.4241 2020-05-07 08:52:40,660 - mmaction - INFO - Epoch [148][300/627] lr: 0.04840, eta: 20:21:00, time: 2.753, data_time: 0.003, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6875, loss_cls: 2.4020, loss: 2.4020 2020-05-07 08:53:34,612 - mmaction - INFO - Epoch [148][320/627] lr: 0.04840, eta: 20:19:31, time: 2.696, data_time: 0.004, memory: 14492, top1_acc: 0.4958, top5_acc: 0.6979, loss_cls: 2.3541, loss: 2.3541 2020-05-07 08:54:28,279 - mmaction - INFO - Epoch [148][340/627] lr: 0.04840, eta: 20:18:01, time: 2.682, data_time: 0.125, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7313, loss_cls: 2.2004, loss: 2.2004 2020-05-07 08:55:23,962 - mmaction - INFO - Epoch [148][360/627] lr: 0.04840, eta: 20:16:33, time: 2.785, data_time: 0.063, memory: 14492, top1_acc: 0.4708, top5_acc: 0.7125, loss_cls: 2.2536, loss: 2.2536 2020-05-07 08:56:17,343 - mmaction - INFO - Epoch [148][380/627] lr: 0.04840, eta: 20:15:03, time: 2.671, data_time: 0.004, memory: 14492, top1_acc: 0.5062, top5_acc: 0.7208, loss_cls: 2.1773, loss: 2.1773 2020-05-07 08:57:11,507 - mmaction - INFO - Epoch [148][400/627] lr: 0.04840, eta: 20:13:33, time: 2.704, data_time: 0.010, memory: 14492, top1_acc: 0.4417, top5_acc: 0.6937, loss_cls: 2.4518, loss: 2.4518 2020-05-07 08:58:06,863 - mmaction - INFO - Epoch [148][420/627] lr: 0.04840, eta: 20:12:05, time: 2.773, data_time: 0.083, memory: 14492, top1_acc: 0.4958, top5_acc: 0.6958, loss_cls: 2.3255, loss: 2.3255 2020-05-07 08:59:01,620 - mmaction - INFO - Epoch [148][440/627] lr: 0.04840, eta: 20:10:37, time: 2.737, data_time: 0.007, memory: 14492, top1_acc: 0.4583, top5_acc: 0.7167, loss_cls: 2.3842, loss: 2.3842 2020-05-07 08:59:56,624 - mmaction - INFO - Epoch [148][460/627] lr: 0.04840, eta: 20:09:09, time: 2.749, data_time: 0.002, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7521, loss_cls: 2.0414, loss: 2.0414 2020-05-07 09:00:52,638 - mmaction - INFO - Epoch [148][480/627] lr: 0.04840, eta: 20:07:41, time: 2.795, data_time: 0.003, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7375, loss_cls: 2.1245, loss: 2.1245 2020-05-07 09:01:47,954 - mmaction - INFO - Epoch [148][500/627] lr: 0.04840, eta: 20:06:14, time: 2.769, data_time: 0.020, memory: 14492, top1_acc: 0.4521, top5_acc: 0.6875, loss_cls: 2.4670, loss: 2.4670 2020-05-07 09:02:44,265 - mmaction - INFO - Epoch [148][520/627] lr: 0.04840, eta: 20:04:47, time: 2.819, data_time: 0.006, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7479, loss_cls: 2.0407, loss: 2.0407 2020-05-07 09:03:38,090 - mmaction - INFO - Epoch [148][540/627] lr: 0.04840, eta: 20:03:18, time: 2.691, data_time: 0.002, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7542, loss_cls: 2.0630, loss: 2.0630 2020-05-07 09:04:33,158 - mmaction - INFO - Epoch [148][560/627] lr: 0.04840, eta: 20:01:50, time: 2.753, data_time: 0.003, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.3575, loss: 2.3575 2020-05-07 09:05:31,979 - mmaction - INFO - Epoch [148][580/627] lr: 0.04840, eta: 20:00:26, time: 2.939, data_time: 0.016, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7479, loss_cls: 2.2030, loss: 2.2030 2020-05-07 09:06:27,026 - mmaction - INFO - Epoch [148][600/627] lr: 0.04840, eta: 19:58:58, time: 2.754, data_time: 0.005, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.1882, loss: 2.1882 2020-05-07 09:07:21,811 - mmaction - INFO - Epoch [148][620/627] lr: 0.04840, eta: 19:57:30, time: 2.737, data_time: 0.003, memory: 14492, top1_acc: 0.4688, top5_acc: 0.6958, loss_cls: 2.3445, loss: 2.3445 2020-05-07 09:09:43,742 - mmaction - INFO - Epoch [149][20/627] lr: 0.04559, eta: 19:56:07, time: 5.538, data_time: 2.797, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7125, loss_cls: 2.1791, loss: 2.1791 2020-05-07 09:10:36,553 - mmaction - INFO - Epoch [149][40/627] lr: 0.04559, eta: 19:54:37, time: 2.639, data_time: 0.002, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7292, loss_cls: 2.1402, loss: 2.1402 2020-05-07 09:11:29,631 - mmaction - INFO - Epoch [149][60/627] lr: 0.04559, eta: 19:53:08, time: 2.656, data_time: 0.003, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7271, loss_cls: 2.2500, loss: 2.2500 2020-05-07 09:12:21,148 - mmaction - INFO - Epoch [149][80/627] lr: 0.04559, eta: 19:51:37, time: 2.577, data_time: 0.002, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7750, loss_cls: 2.0069, loss: 2.0069 2020-05-07 09:13:19,460 - mmaction - INFO - Epoch [149][100/627] lr: 0.04559, eta: 19:50:13, time: 2.912, data_time: 0.001, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7542, loss_cls: 2.1048, loss: 2.1048 2020-05-07 09:14:11,835 - mmaction - INFO - Epoch [149][120/627] lr: 0.04559, eta: 19:48:43, time: 2.623, data_time: 0.028, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7479, loss_cls: 2.1568, loss: 2.1568 2020-05-07 09:15:05,400 - mmaction - INFO - Epoch [149][140/627] lr: 0.04559, eta: 19:47:14, time: 2.676, data_time: 0.309, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7125, loss_cls: 2.1937, loss: 2.1937 2020-05-07 09:15:57,867 - mmaction - INFO - Epoch [149][160/627] lr: 0.04559, eta: 19:45:44, time: 2.624, data_time: 0.385, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7354, loss_cls: 2.1932, loss: 2.1932 2020-05-07 09:16:52,595 - mmaction - INFO - Epoch [149][180/627] lr: 0.04559, eta: 19:44:17, time: 2.734, data_time: 0.172, memory: 14492, top1_acc: 0.5000, top5_acc: 0.6958, loss_cls: 2.2658, loss: 2.2658 2020-05-07 09:17:44,124 - mmaction - INFO - Epoch [149][200/627] lr: 0.04559, eta: 19:42:47, time: 2.580, data_time: 0.004, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7229, loss_cls: 2.1918, loss: 2.1918 2020-05-07 09:18:38,111 - mmaction - INFO - Epoch [149][220/627] lr: 0.04559, eta: 19:41:19, time: 2.699, data_time: 0.003, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7333, loss_cls: 2.2722, loss: 2.2722 2020-05-07 09:19:30,665 - mmaction - INFO - Epoch [149][240/627] lr: 0.04559, eta: 19:39:49, time: 2.628, data_time: 0.002, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7417, loss_cls: 2.2431, loss: 2.2431 2020-05-07 09:20:26,254 - mmaction - INFO - Epoch [149][260/627] lr: 0.04559, eta: 19:38:23, time: 2.775, data_time: 0.001, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7292, loss_cls: 2.2319, loss: 2.2319 2020-05-07 09:21:18,391 - mmaction - INFO - Epoch [149][280/627] lr: 0.04559, eta: 19:36:53, time: 2.605, data_time: 0.019, memory: 14492, top1_acc: 0.4625, top5_acc: 0.6854, loss_cls: 2.3660, loss: 2.3660 2020-05-07 09:22:15,775 - mmaction - INFO - Epoch [149][300/627] lr: 0.04559, eta: 19:35:29, time: 2.874, data_time: 0.007, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7562, loss_cls: 2.0835, loss: 2.0835 2020-05-07 09:23:10,071 - mmaction - INFO - Epoch [149][320/627] lr: 0.04559, eta: 19:34:01, time: 2.714, data_time: 0.003, memory: 14492, top1_acc: 0.5313, top5_acc: 0.7354, loss_cls: 2.1358, loss: 2.1358 2020-05-07 09:24:06,799 - mmaction - INFO - Epoch [149][340/627] lr: 0.04559, eta: 19:32:36, time: 2.835, data_time: 0.003, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7229, loss_cls: 2.3160, loss: 2.3160 2020-05-07 09:24:56,985 - mmaction - INFO - Epoch [149][360/627] lr: 0.04559, eta: 19:31:05, time: 2.509, data_time: 0.004, memory: 14492, top1_acc: 0.4833, top5_acc: 0.7354, loss_cls: 2.2343, loss: 2.2343 2020-05-07 09:25:50,382 - mmaction - INFO - Epoch [149][380/627] lr: 0.04559, eta: 19:29:37, time: 2.672, data_time: 0.004, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7063, loss_cls: 2.3644, loss: 2.3644 2020-05-07 09:26:47,389 - mmaction - INFO - Epoch [149][400/627] lr: 0.04559, eta: 19:28:12, time: 2.851, data_time: 0.003, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7417, loss_cls: 2.1754, loss: 2.1754 2020-05-07 09:27:39,594 - mmaction - INFO - Epoch [149][420/627] lr: 0.04559, eta: 19:26:43, time: 2.610, data_time: 0.077, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7375, loss_cls: 2.2516, loss: 2.2516 2020-05-07 09:28:31,476 - mmaction - INFO - Epoch [149][440/627] lr: 0.04559, eta: 19:25:14, time: 2.593, data_time: 0.002, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7187, loss_cls: 2.2067, loss: 2.2067 2020-05-07 09:29:23,430 - mmaction - INFO - Epoch [149][460/627] lr: 0.04559, eta: 19:23:45, time: 2.600, data_time: 0.133, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7021, loss_cls: 2.2421, loss: 2.2421 2020-05-07 09:30:19,771 - mmaction - INFO - Epoch [149][480/627] lr: 0.04559, eta: 19:22:20, time: 2.814, data_time: 0.010, memory: 14492, top1_acc: 0.4667, top5_acc: 0.6979, loss_cls: 2.3496, loss: 2.3496 2020-05-07 09:31:12,252 - mmaction - INFO - Epoch [149][500/627] lr: 0.04559, eta: 19:20:51, time: 2.625, data_time: 0.004, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7000, loss_cls: 2.3635, loss: 2.3635 2020-05-07 09:32:07,057 - mmaction - INFO - Epoch [149][520/627] lr: 0.04559, eta: 19:19:25, time: 2.742, data_time: 0.004, memory: 14492, top1_acc: 0.4750, top5_acc: 0.6792, loss_cls: 2.3765, loss: 2.3765 2020-05-07 09:32:59,939 - mmaction - INFO - Epoch [149][540/627] lr: 0.04559, eta: 19:17:57, time: 2.644, data_time: 0.011, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7354, loss_cls: 2.1828, loss: 2.1828 2020-05-07 09:33:56,743 - mmaction - INFO - Epoch [149][560/627] lr: 0.04559, eta: 19:16:33, time: 2.840, data_time: 0.008, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7500, loss_cls: 2.1642, loss: 2.1642 2020-05-07 09:34:50,661 - mmaction - INFO - Epoch [149][580/627] lr: 0.04559, eta: 19:15:06, time: 2.691, data_time: 0.153, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7063, loss_cls: 2.2721, loss: 2.2721 2020-05-07 09:35:45,969 - mmaction - INFO - Epoch [149][600/627] lr: 0.04559, eta: 19:13:40, time: 2.771, data_time: 0.027, memory: 14492, top1_acc: 0.4604, top5_acc: 0.6750, loss_cls: 2.4211, loss: 2.4211 2020-05-07 09:36:39,775 - mmaction - INFO - Epoch [149][620/627] lr: 0.04559, eta: 19:12:13, time: 2.687, data_time: 0.001, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7312, loss_cls: 2.2507, loss: 2.2507 2020-05-07 09:39:05,323 - mmaction - INFO - Epoch [150][20/627] lr: 0.04285, eta: 19:10:52, time: 5.592, data_time: 2.755, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7479, loss_cls: 2.1119, loss: 2.1119 2020-05-07 09:39:59,898 - mmaction - INFO - Epoch [150][40/627] lr: 0.04285, eta: 19:09:25, time: 2.733, data_time: 0.009, memory: 14492, top1_acc: 0.4813, top5_acc: 0.7208, loss_cls: 2.2388, loss: 2.2388 2020-05-07 09:40:53,903 - mmaction - INFO - Epoch [150][60/627] lr: 0.04285, eta: 19:07:59, time: 2.695, data_time: 0.002, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7396, loss_cls: 2.0738, loss: 2.0738 2020-05-07 09:41:47,827 - mmaction - INFO - Epoch [150][80/627] lr: 0.04285, eta: 19:06:32, time: 2.701, data_time: 0.018, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7292, loss_cls: 2.1965, loss: 2.1965 2020-05-07 09:42:42,883 - mmaction - INFO - Epoch [150][100/627] lr: 0.04285, eta: 19:05:07, time: 2.754, data_time: 0.002, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7396, loss_cls: 2.0979, loss: 2.0979 2020-05-07 09:43:37,612 - mmaction - INFO - Epoch [150][120/627] lr: 0.04285, eta: 19:03:41, time: 2.736, data_time: 0.002, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7417, loss_cls: 2.1409, loss: 2.1409 2020-05-07 09:44:30,617 - mmaction - INFO - Epoch [150][140/627] lr: 0.04285, eta: 19:02:14, time: 2.650, data_time: 0.010, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7396, loss_cls: 2.1989, loss: 2.1989 2020-05-07 09:45:23,808 - mmaction - INFO - Epoch [150][160/627] lr: 0.04285, eta: 19:00:47, time: 2.660, data_time: 0.109, memory: 14492, top1_acc: 0.4583, top5_acc: 0.6979, loss_cls: 2.3838, loss: 2.3838 2020-05-07 09:46:19,535 - mmaction - INFO - Epoch [150][180/627] lr: 0.04285, eta: 18:59:22, time: 2.786, data_time: 0.002, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7583, loss_cls: 2.1424, loss: 2.1424 2020-05-07 09:47:12,751 - mmaction - INFO - Epoch [150][200/627] lr: 0.04285, eta: 18:57:55, time: 2.661, data_time: 0.001, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7729, loss_cls: 2.0844, loss: 2.0844 2020-05-07 09:48:04,892 - mmaction - INFO - Epoch [150][220/627] lr: 0.04285, eta: 18:56:27, time: 2.607, data_time: 0.001, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7333, loss_cls: 2.1321, loss: 2.1321 2020-05-07 09:48:55,170 - mmaction - INFO - Epoch [150][240/627] lr: 0.04285, eta: 18:54:58, time: 2.511, data_time: 0.016, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7375, loss_cls: 2.0667, loss: 2.0667 2020-05-07 09:49:47,439 - mmaction - INFO - Epoch [150][260/627] lr: 0.04285, eta: 18:53:30, time: 2.616, data_time: 0.005, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7188, loss_cls: 2.2261, loss: 2.2261 2020-05-07 09:50:37,213 - mmaction - INFO - Epoch [150][280/627] lr: 0.04285, eta: 18:52:00, time: 2.483, data_time: 0.001, memory: 14492, top1_acc: 0.4646, top5_acc: 0.7000, loss_cls: 2.3422, loss: 2.3422 2020-05-07 09:51:30,228 - mmaction - INFO - Epoch [150][300/627] lr: 0.04285, eta: 18:50:34, time: 2.657, data_time: 0.008, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7542, loss_cls: 2.1181, loss: 2.1181 2020-05-07 09:52:23,949 - mmaction - INFO - Epoch [150][320/627] lr: 0.04285, eta: 18:49:08, time: 2.684, data_time: 0.003, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7146, loss_cls: 2.3144, loss: 2.3144 2020-05-07 09:53:17,418 - mmaction - INFO - Epoch [150][340/627] lr: 0.04285, eta: 18:47:41, time: 2.674, data_time: 0.003, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7333, loss_cls: 2.1395, loss: 2.1395 2020-05-07 09:54:08,636 - mmaction - INFO - Epoch [150][360/627] lr: 0.04285, eta: 18:46:13, time: 2.558, data_time: 0.196, memory: 14492, top1_acc: 0.4792, top5_acc: 0.6813, loss_cls: 2.3787, loss: 2.3787 2020-05-07 09:55:02,393 - mmaction - INFO - Epoch [150][380/627] lr: 0.04285, eta: 18:44:47, time: 2.687, data_time: 0.094, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7063, loss_cls: 2.3547, loss: 2.3547 2020-05-07 09:55:55,290 - mmaction - INFO - Epoch [150][400/627] lr: 0.04285, eta: 18:43:21, time: 2.650, data_time: 0.006, memory: 14492, top1_acc: 0.4437, top5_acc: 0.7229, loss_cls: 2.3709, loss: 2.3709 2020-05-07 09:56:47,716 - mmaction - INFO - Epoch [150][420/627] lr: 0.04285, eta: 18:41:54, time: 2.620, data_time: 0.001, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7333, loss_cls: 2.2570, loss: 2.2570 2020-05-07 09:57:42,360 - mmaction - INFO - Epoch [150][440/627] lr: 0.04285, eta: 18:40:29, time: 2.733, data_time: 0.003, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7375, loss_cls: 2.1442, loss: 2.1442 2020-05-07 09:58:32,803 - mmaction - INFO - Epoch [150][460/627] lr: 0.04285, eta: 18:39:01, time: 2.522, data_time: 0.001, memory: 14492, top1_acc: 0.4542, top5_acc: 0.6875, loss_cls: 2.4297, loss: 2.4297 2020-05-07 09:59:24,414 - mmaction - INFO - Epoch [150][480/627] lr: 0.04285, eta: 18:37:33, time: 2.579, data_time: 0.001, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7333, loss_cls: 2.2303, loss: 2.2303 2020-05-07 10:00:17,756 - mmaction - INFO - Epoch [150][500/627] lr: 0.04285, eta: 18:36:07, time: 2.662, data_time: 0.003, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7583, loss_cls: 2.1656, loss: 2.1656 2020-05-07 10:01:09,212 - mmaction - INFO - Epoch [150][520/627] lr: 0.04285, eta: 18:34:40, time: 2.576, data_time: 0.085, memory: 14492, top1_acc: 0.4667, top5_acc: 0.7313, loss_cls: 2.1898, loss: 2.1898 2020-05-07 10:02:03,028 - mmaction - INFO - Epoch [150][540/627] lr: 0.04285, eta: 18:33:15, time: 2.691, data_time: 0.609, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7604, loss_cls: 2.0050, loss: 2.0050 2020-05-07 10:02:59,730 - mmaction - INFO - Epoch [150][560/627] lr: 0.04285, eta: 18:31:52, time: 2.835, data_time: 0.060, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7292, loss_cls: 2.1866, loss: 2.1866 2020-05-07 10:04:00,688 - mmaction - INFO - Epoch [150][580/627] lr: 0.04285, eta: 18:30:33, time: 3.048, data_time: 0.005, memory: 14492, top1_acc: 0.4708, top5_acc: 0.7146, loss_cls: 2.3516, loss: 2.3516 2020-05-07 10:04:53,119 - mmaction - INFO - Epoch [150][600/627] lr: 0.04285, eta: 18:29:06, time: 2.623, data_time: 0.006, memory: 14492, top1_acc: 0.4250, top5_acc: 0.6854, loss_cls: 2.4222, loss: 2.4222 2020-05-07 10:05:45,639 - mmaction - INFO - Epoch [150][620/627] lr: 0.04285, eta: 18:27:40, time: 2.623, data_time: 0.004, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7104, loss_cls: 2.3525, loss: 2.3525 2020-05-07 10:08:56,929 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 10:08:58,125 - mmaction - INFO - top1_acc 0.5241 top5_acc 0.7682 2020-05-07 10:08:58,126 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 10:08:58,199 - mmaction - INFO - mean_acc 0.5241 2020-05-07 10:08:58,210 - mmaction - INFO - Epoch [150][627/627] lr: 0.04285, top1_acc: 0.5241, top5_acc: 0.7682, mean_class_accuracy: 0.5241 2020-05-07 10:10:01,073 - mmaction - INFO - Epoch [151][20/627] lr: 0.04019, eta: 18:25:37, time: 3.140, data_time: 0.520, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7083, loss_cls: 2.1643, loss: 2.1643 2020-05-07 10:10:58,465 - mmaction - INFO - Epoch [151][40/627] lr: 0.04019, eta: 18:24:15, time: 2.870, data_time: 0.007, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7312, loss_cls: 2.2257, loss: 2.2257 2020-05-07 10:11:51,865 - mmaction - INFO - Epoch [151][60/627] lr: 0.04019, eta: 18:22:50, time: 2.671, data_time: 0.004, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7333, loss_cls: 2.2509, loss: 2.2509 2020-05-07 10:12:44,681 - mmaction - INFO - Epoch [151][80/627] lr: 0.04019, eta: 18:21:24, time: 2.638, data_time: 0.007, memory: 14492, top1_acc: 0.4813, top5_acc: 0.7187, loss_cls: 2.2311, loss: 2.2311 2020-05-07 10:13:36,789 - mmaction - INFO - Epoch [151][100/627] lr: 0.04019, eta: 18:19:58, time: 2.608, data_time: 0.005, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7375, loss_cls: 2.1537, loss: 2.1537 2020-05-07 10:14:31,120 - mmaction - INFO - Epoch [151][120/627] lr: 0.04019, eta: 18:18:34, time: 2.717, data_time: 0.003, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7500, loss_cls: 2.0022, loss: 2.0022 2020-05-07 10:15:23,629 - mmaction - INFO - Epoch [151][140/627] lr: 0.04019, eta: 18:17:08, time: 2.623, data_time: 0.017, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.1928, loss: 2.1928 2020-05-07 10:16:15,337 - mmaction - INFO - Epoch [151][160/627] lr: 0.04019, eta: 18:15:41, time: 2.584, data_time: 0.005, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7312, loss_cls: 2.2036, loss: 2.2036 2020-05-07 10:17:07,635 - mmaction - INFO - Epoch [151][180/627] lr: 0.04019, eta: 18:14:16, time: 2.620, data_time: 0.007, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.1742, loss: 2.1742 2020-05-07 10:18:00,302 - mmaction - INFO - Epoch [151][200/627] lr: 0.04019, eta: 18:12:50, time: 2.633, data_time: 0.002, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7146, loss_cls: 2.1493, loss: 2.1493 2020-05-07 10:18:54,892 - mmaction - INFO - Epoch [151][220/627] lr: 0.04019, eta: 18:11:26, time: 2.728, data_time: 0.002, memory: 14492, top1_acc: 0.4563, top5_acc: 0.7104, loss_cls: 2.4043, loss: 2.4043 2020-05-07 10:19:45,960 - mmaction - INFO - Epoch [151][240/627] lr: 0.04019, eta: 18:10:00, time: 2.553, data_time: 0.004, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7375, loss_cls: 2.1950, loss: 2.1950 2020-05-07 10:20:41,923 - mmaction - INFO - Epoch [151][260/627] lr: 0.04019, eta: 18:08:37, time: 2.798, data_time: 0.005, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7208, loss_cls: 2.2731, loss: 2.2731 2020-05-07 10:21:35,252 - mmaction - INFO - Epoch [151][280/627] lr: 0.04019, eta: 18:07:13, time: 2.666, data_time: 0.014, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.1385, loss: 2.1385 2020-05-07 10:22:30,032 - mmaction - INFO - Epoch [151][300/627] lr: 0.04019, eta: 18:05:49, time: 2.740, data_time: 0.010, memory: 14492, top1_acc: 0.4792, top5_acc: 0.6938, loss_cls: 2.2919, loss: 2.2919 2020-05-07 10:23:22,198 - mmaction - INFO - Epoch [151][320/627] lr: 0.04019, eta: 18:04:24, time: 2.610, data_time: 0.003, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7458, loss_cls: 1.9983, loss: 1.9983 2020-05-07 10:24:23,605 - mmaction - INFO - Epoch [151][340/627] lr: 0.04019, eta: 18:03:06, time: 3.070, data_time: 0.002, memory: 14492, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.3173, loss: 2.3173 2020-05-07 10:25:14,251 - mmaction - INFO - Epoch [151][360/627] lr: 0.04019, eta: 18:01:39, time: 2.531, data_time: 0.002, memory: 14492, top1_acc: 0.4479, top5_acc: 0.7104, loss_cls: 2.2653, loss: 2.2653 2020-05-07 10:26:06,160 - mmaction - INFO - Epoch [151][380/627] lr: 0.04019, eta: 18:00:14, time: 2.594, data_time: 0.003, memory: 14492, top1_acc: 0.4813, top5_acc: 0.7083, loss_cls: 2.3438, loss: 2.3438 2020-05-07 10:27:01,152 - mmaction - INFO - Epoch [151][400/627] lr: 0.04019, eta: 17:58:51, time: 2.751, data_time: 0.004, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7292, loss_cls: 2.1679, loss: 2.1679 2020-05-07 10:27:54,887 - mmaction - INFO - Epoch [151][420/627] lr: 0.04019, eta: 17:57:27, time: 2.685, data_time: 0.004, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7479, loss_cls: 2.0721, loss: 2.0721 2020-05-07 10:28:45,314 - mmaction - INFO - Epoch [151][440/627] lr: 0.04019, eta: 17:56:00, time: 2.522, data_time: 0.071, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7354, loss_cls: 2.1594, loss: 2.1594 2020-05-07 10:29:37,994 - mmaction - INFO - Epoch [151][460/627] lr: 0.04019, eta: 17:54:35, time: 2.635, data_time: 0.002, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7417, loss_cls: 2.1271, loss: 2.1271 2020-05-07 10:30:38,019 - mmaction - INFO - Epoch [151][480/627] lr: 0.04019, eta: 17:53:17, time: 2.997, data_time: 0.695, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7646, loss_cls: 2.1188, loss: 2.1188 2020-05-07 10:31:40,471 - mmaction - INFO - Epoch [151][500/627] lr: 0.04019, eta: 17:52:00, time: 3.124, data_time: 1.603, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7708, loss_cls: 2.0203, loss: 2.0203 2020-05-07 10:32:42,705 - mmaction - INFO - Epoch [151][520/627] lr: 0.04019, eta: 17:50:43, time: 3.114, data_time: 0.617, memory: 14492, top1_acc: 0.4688, top5_acc: 0.7312, loss_cls: 2.2788, loss: 2.2788 2020-05-07 10:33:43,489 - mmaction - INFO - Epoch [151][540/627] lr: 0.04019, eta: 17:49:25, time: 3.032, data_time: 0.003, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7188, loss_cls: 2.1852, loss: 2.1852 2020-05-07 10:34:44,463 - mmaction - INFO - Epoch [151][560/627] lr: 0.04019, eta: 17:48:07, time: 3.054, data_time: 0.412, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7312, loss_cls: 2.2679, loss: 2.2679 2020-05-07 10:35:54,423 - mmaction - INFO - Epoch [151][580/627] lr: 0.04019, eta: 17:46:57, time: 3.497, data_time: 0.003, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7146, loss_cls: 2.2703, loss: 2.2703 2020-05-07 10:36:53,534 - mmaction - INFO - Epoch [151][600/627] lr: 0.04019, eta: 17:45:38, time: 2.953, data_time: 0.004, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7125, loss_cls: 2.3010, loss: 2.3010 2020-05-07 10:37:53,180 - mmaction - INFO - Epoch [151][620/627] lr: 0.04019, eta: 17:44:19, time: 2.986, data_time: 0.008, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7396, loss_cls: 2.1479, loss: 2.1479 2020-05-07 10:40:41,247 - mmaction - INFO - Epoch [152][20/627] lr: 0.03761, eta: 17:43:11, time: 6.430, data_time: 3.262, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7271, loss_cls: 2.1611, loss: 2.1611 2020-05-07 10:41:43,608 - mmaction - INFO - Epoch [152][40/627] lr: 0.03761, eta: 17:41:55, time: 3.116, data_time: 0.011, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7667, loss_cls: 2.0549, loss: 2.0549 2020-05-07 10:42:49,204 - mmaction - INFO - Epoch [152][60/627] lr: 0.03761, eta: 17:40:41, time: 3.283, data_time: 0.005, memory: 14492, top1_acc: 0.4708, top5_acc: 0.7167, loss_cls: 2.2534, loss: 2.2534 2020-05-07 10:43:53,871 - mmaction - INFO - Epoch [152][80/627] lr: 0.03761, eta: 17:39:26, time: 3.234, data_time: 0.003, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7271, loss_cls: 2.0831, loss: 2.0831 2020-05-07 10:44:55,170 - mmaction - INFO - Epoch [152][100/627] lr: 0.03761, eta: 17:38:09, time: 3.065, data_time: 0.004, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7458, loss_cls: 2.0091, loss: 2.0091 2020-05-07 10:45:55,911 - mmaction - INFO - Epoch [152][120/627] lr: 0.03761, eta: 17:36:51, time: 3.033, data_time: 0.002, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7146, loss_cls: 2.1995, loss: 2.1995 2020-05-07 10:46:55,649 - mmaction - INFO - Epoch [152][140/627] lr: 0.03761, eta: 17:35:33, time: 2.993, data_time: 0.008, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7313, loss_cls: 2.1122, loss: 2.1122 2020-05-07 10:47:55,281 - mmaction - INFO - Epoch [152][160/627] lr: 0.03761, eta: 17:34:14, time: 2.977, data_time: 0.001, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7375, loss_cls: 2.0557, loss: 2.0557 2020-05-07 10:48:55,332 - mmaction - INFO - Epoch [152][180/627] lr: 0.03761, eta: 17:32:56, time: 3.004, data_time: 0.008, memory: 14492, top1_acc: 0.4771, top5_acc: 0.7083, loss_cls: 2.3046, loss: 2.3046 2020-05-07 10:49:53,790 - mmaction - INFO - Epoch [152][200/627] lr: 0.03761, eta: 17:31:36, time: 2.923, data_time: 0.004, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7375, loss_cls: 2.1355, loss: 2.1355 2020-05-07 10:50:54,331 - mmaction - INFO - Epoch [152][220/627] lr: 0.03761, eta: 17:30:19, time: 3.029, data_time: 0.004, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7333, loss_cls: 2.0792, loss: 2.0792 2020-05-07 10:51:55,199 - mmaction - INFO - Epoch [152][240/627] lr: 0.03761, eta: 17:29:01, time: 3.041, data_time: 0.002, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7417, loss_cls: 2.1331, loss: 2.1331 2020-05-07 10:52:56,568 - mmaction - INFO - Epoch [152][260/627] lr: 0.03761, eta: 17:27:44, time: 3.072, data_time: 0.005, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7312, loss_cls: 2.1840, loss: 2.1840 2020-05-07 10:53:54,784 - mmaction - INFO - Epoch [152][280/627] lr: 0.03761, eta: 17:26:24, time: 2.906, data_time: 0.002, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7250, loss_cls: 2.2465, loss: 2.2465 2020-05-07 10:54:54,240 - mmaction - INFO - Epoch [152][300/627] lr: 0.03761, eta: 17:25:06, time: 2.978, data_time: 0.006, memory: 14492, top1_acc: 0.5313, top5_acc: 0.7333, loss_cls: 2.1623, loss: 2.1623 2020-05-07 10:55:51,010 - mmaction - INFO - Epoch [152][320/627] lr: 0.03761, eta: 17:23:46, time: 2.838, data_time: 0.001, memory: 14492, top1_acc: 0.4708, top5_acc: 0.6979, loss_cls: 2.2814, loss: 2.2814 2020-05-07 10:56:49,733 - mmaction - INFO - Epoch [152][340/627] lr: 0.03761, eta: 17:22:26, time: 2.933, data_time: 0.001, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7583, loss_cls: 2.0330, loss: 2.0330 2020-05-07 10:57:50,486 - mmaction - INFO - Epoch [152][360/627] lr: 0.03761, eta: 17:21:09, time: 3.039, data_time: 0.003, memory: 14492, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.3380, loss: 2.3380 2020-05-07 10:58:47,929 - mmaction - INFO - Epoch [152][380/627] lr: 0.03761, eta: 17:19:49, time: 2.873, data_time: 0.003, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7042, loss_cls: 2.3239, loss: 2.3239 2020-05-07 10:59:50,673 - mmaction - INFO - Epoch [152][400/627] lr: 0.03761, eta: 17:18:33, time: 3.135, data_time: 0.002, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7729, loss_cls: 2.0373, loss: 2.0373 2020-05-07 11:00:53,304 - mmaction - INFO - Epoch [152][420/627] lr: 0.03761, eta: 17:17:18, time: 3.130, data_time: 0.003, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7229, loss_cls: 2.1949, loss: 2.1949 2020-05-07 11:01:55,206 - mmaction - INFO - Epoch [152][440/627] lr: 0.03761, eta: 17:16:01, time: 3.098, data_time: 0.012, memory: 14492, top1_acc: 0.4604, top5_acc: 0.7146, loss_cls: 2.3298, loss: 2.3298 2020-05-07 11:02:57,342 - mmaction - INFO - Epoch [152][460/627] lr: 0.03761, eta: 17:14:45, time: 3.105, data_time: 0.001, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7333, loss_cls: 2.2307, loss: 2.2307 2020-05-07 11:04:01,361 - mmaction - INFO - Epoch [152][480/627] lr: 0.03761, eta: 17:13:30, time: 3.202, data_time: 0.003, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7104, loss_cls: 2.2103, loss: 2.2103 2020-05-07 11:05:02,706 - mmaction - INFO - Epoch [152][500/627] lr: 0.03761, eta: 17:12:14, time: 3.064, data_time: 0.001, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7375, loss_cls: 2.1888, loss: 2.1888 2020-05-07 11:06:02,518 - mmaction - INFO - Epoch [152][520/627] lr: 0.03761, eta: 17:10:56, time: 2.993, data_time: 0.036, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7271, loss_cls: 2.2805, loss: 2.2805 2020-05-07 11:07:00,982 - mmaction - INFO - Epoch [152][540/627] lr: 0.03761, eta: 17:09:37, time: 2.925, data_time: 0.002, memory: 14492, top1_acc: 0.4625, top5_acc: 0.7125, loss_cls: 2.3885, loss: 2.3885 2020-05-07 11:08:01,870 - mmaction - INFO - Epoch [152][560/627] lr: 0.03761, eta: 17:08:20, time: 3.043, data_time: 0.001, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7396, loss_cls: 2.0561, loss: 2.0561 2020-05-07 11:09:00,693 - mmaction - INFO - Epoch [152][580/627] lr: 0.03761, eta: 17:07:01, time: 2.937, data_time: 0.139, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7396, loss_cls: 2.0430, loss: 2.0430 2020-05-07 11:10:05,060 - mmaction - INFO - Epoch [152][600/627] lr: 0.03761, eta: 17:05:47, time: 3.222, data_time: 0.908, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7333, loss_cls: 2.1402, loss: 2.1402 2020-05-07 11:11:03,978 - mmaction - INFO - Epoch [152][620/627] lr: 0.03761, eta: 17:04:29, time: 2.946, data_time: 0.012, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7417, loss_cls: 2.0120, loss: 2.0120 2020-05-07 11:13:41,842 - mmaction - INFO - Epoch [153][20/627] lr: 0.03512, eta: 17:03:18, time: 6.312, data_time: 4.134, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7187, loss_cls: 2.1875, loss: 2.1875 2020-05-07 11:14:40,631 - mmaction - INFO - Epoch [153][40/627] lr: 0.03512, eta: 17:02:00, time: 2.943, data_time: 0.323, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7458, loss_cls: 2.1760, loss: 2.1760 2020-05-07 11:15:39,792 - mmaction - INFO - Epoch [153][60/627] lr: 0.03512, eta: 17:00:41, time: 2.955, data_time: 0.081, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7438, loss_cls: 2.1663, loss: 2.1663 2020-05-07 11:16:40,569 - mmaction - INFO - Epoch [153][80/627] lr: 0.03512, eta: 16:59:25, time: 3.042, data_time: 0.005, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7708, loss_cls: 2.0654, loss: 2.0654 2020-05-07 11:17:39,849 - mmaction - INFO - Epoch [153][100/627] lr: 0.03512, eta: 16:58:06, time: 2.963, data_time: 0.001, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7312, loss_cls: 2.1221, loss: 2.1221 2020-05-07 11:18:35,525 - mmaction - INFO - Epoch [153][120/627] lr: 0.03512, eta: 16:56:46, time: 2.781, data_time: 0.004, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7333, loss_cls: 2.1168, loss: 2.1168 2020-05-07 11:19:35,251 - mmaction - INFO - Epoch [153][140/627] lr: 0.03512, eta: 16:55:28, time: 2.992, data_time: 0.006, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.2009, loss: 2.2009 2020-05-07 11:20:35,532 - mmaction - INFO - Epoch [153][160/627] lr: 0.03512, eta: 16:54:11, time: 3.010, data_time: 0.001, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7583, loss_cls: 1.9706, loss: 1.9706 2020-05-07 11:21:35,270 - mmaction - INFO - Epoch [153][180/627] lr: 0.03512, eta: 16:52:53, time: 2.989, data_time: 0.096, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7437, loss_cls: 2.1248, loss: 2.1248 2020-05-07 11:22:36,865 - mmaction - INFO - Epoch [153][200/627] lr: 0.03512, eta: 16:51:37, time: 3.082, data_time: 0.011, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7354, loss_cls: 2.1346, loss: 2.1346 2020-05-07 11:23:40,466 - mmaction - INFO - Epoch [153][220/627] lr: 0.03512, eta: 16:50:23, time: 3.180, data_time: 0.001, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7083, loss_cls: 2.2499, loss: 2.2499 2020-05-07 11:24:43,802 - mmaction - INFO - Epoch [153][240/627] lr: 0.03512, eta: 16:49:08, time: 3.163, data_time: 0.001, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7688, loss_cls: 2.0142, loss: 2.0142 2020-05-07 11:25:44,405 - mmaction - INFO - Epoch [153][260/627] lr: 0.03512, eta: 16:47:51, time: 3.031, data_time: 0.005, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7771, loss_cls: 1.8770, loss: 1.8770 2020-05-07 11:26:42,878 - mmaction - INFO - Epoch [153][280/627] lr: 0.03512, eta: 16:46:33, time: 2.924, data_time: 0.004, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7521, loss_cls: 2.0778, loss: 2.0778 2020-05-07 11:27:41,966 - mmaction - INFO - Epoch [153][300/627] lr: 0.03512, eta: 16:45:15, time: 2.955, data_time: 0.410, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7292, loss_cls: 2.0842, loss: 2.0842 2020-05-07 11:28:41,802 - mmaction - INFO - Epoch [153][320/627] lr: 0.03512, eta: 16:43:57, time: 2.993, data_time: 0.808, memory: 14492, top1_acc: 0.5313, top5_acc: 0.7458, loss_cls: 2.0658, loss: 2.0658 2020-05-07 11:29:41,899 - mmaction - INFO - Epoch [153][340/627] lr: 0.03512, eta: 16:42:40, time: 3.007, data_time: 0.243, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7146, loss_cls: 2.2099, loss: 2.2099 2020-05-07 11:30:39,518 - mmaction - INFO - Epoch [153][360/627] lr: 0.03512, eta: 16:41:22, time: 2.878, data_time: 0.001, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7542, loss_cls: 2.1042, loss: 2.1042 2020-05-07 11:31:38,708 - mmaction - INFO - Epoch [153][380/627] lr: 0.03512, eta: 16:40:04, time: 2.962, data_time: 0.003, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7417, loss_cls: 2.0920, loss: 2.0920 2020-05-07 11:32:39,268 - mmaction - INFO - Epoch [153][400/627] lr: 0.03512, eta: 16:38:47, time: 3.024, data_time: 0.002, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7229, loss_cls: 2.1699, loss: 2.1699 2020-05-07 11:33:41,473 - mmaction - INFO - Epoch [153][420/627] lr: 0.03512, eta: 16:37:32, time: 3.109, data_time: 0.034, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7604, loss_cls: 1.9746, loss: 1.9746 2020-05-07 11:34:41,046 - mmaction - INFO - Epoch [153][440/627] lr: 0.03512, eta: 16:36:15, time: 2.984, data_time: 0.209, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7583, loss_cls: 2.0163, loss: 2.0163 2020-05-07 11:35:39,208 - mmaction - INFO - Epoch [153][460/627] lr: 0.03512, eta: 16:34:56, time: 2.908, data_time: 0.277, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7250, loss_cls: 2.1838, loss: 2.1838 2020-05-07 11:36:45,347 - mmaction - INFO - Epoch [153][480/627] lr: 0.03512, eta: 16:33:44, time: 3.306, data_time: 0.986, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7375, loss_cls: 2.1960, loss: 2.1960 2020-05-07 11:37:42,698 - mmaction - INFO - Epoch [153][500/627] lr: 0.03512, eta: 16:32:25, time: 2.869, data_time: 1.392, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7042, loss_cls: 2.2784, loss: 2.2784 2020-05-07 11:38:44,548 - mmaction - INFO - Epoch [153][520/627] lr: 0.03512, eta: 16:31:09, time: 3.091, data_time: 0.472, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7333, loss_cls: 2.2690, loss: 2.2690 2020-05-07 11:39:42,802 - mmaction - INFO - Epoch [153][540/627] lr: 0.03512, eta: 16:29:51, time: 2.911, data_time: 0.037, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7500, loss_cls: 2.0545, loss: 2.0545 2020-05-07 11:40:46,438 - mmaction - INFO - Epoch [153][560/627] lr: 0.03512, eta: 16:28:37, time: 3.180, data_time: 0.135, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7375, loss_cls: 2.1857, loss: 2.1857 2020-05-07 11:41:49,971 - mmaction - INFO - Epoch [153][580/627] lr: 0.03512, eta: 16:27:23, time: 3.180, data_time: 0.022, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7583, loss_cls: 2.0052, loss: 2.0052 2020-05-07 11:42:52,737 - mmaction - INFO - Epoch [153][600/627] lr: 0.03512, eta: 16:26:08, time: 3.140, data_time: 0.003, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7313, loss_cls: 2.1003, loss: 2.1003 2020-05-07 11:43:54,494 - mmaction - INFO - Epoch [153][620/627] lr: 0.03512, eta: 16:24:52, time: 3.087, data_time: 0.001, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7312, loss_cls: 2.1667, loss: 2.1667 2020-05-07 11:46:45,152 - mmaction - INFO - Epoch [154][20/627] lr: 0.03270, eta: 16:23:44, time: 6.554, data_time: 3.820, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7375, loss_cls: 2.1608, loss: 2.1608 2020-05-07 11:47:43,019 - mmaction - INFO - Epoch [154][40/627] lr: 0.03270, eta: 16:22:26, time: 2.894, data_time: 0.733, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7333, loss_cls: 2.1058, loss: 2.1058 2020-05-07 11:48:42,806 - mmaction - INFO - Epoch [154][60/627] lr: 0.03270, eta: 16:21:09, time: 2.992, data_time: 1.230, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7417, loss_cls: 2.1143, loss: 2.1143 2020-05-07 11:49:43,290 - mmaction - INFO - Epoch [154][80/627] lr: 0.03270, eta: 16:19:53, time: 3.021, data_time: 0.002, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7313, loss_cls: 2.0979, loss: 2.0979 2020-05-07 11:50:40,431 - mmaction - INFO - Epoch [154][100/627] lr: 0.03270, eta: 16:18:34, time: 2.858, data_time: 0.006, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7333, loss_cls: 2.0839, loss: 2.0839 2020-05-07 11:51:38,748 - mmaction - INFO - Epoch [154][120/627] lr: 0.03270, eta: 16:17:16, time: 2.920, data_time: 0.013, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7417, loss_cls: 2.0467, loss: 2.0467 2020-05-07 11:52:38,046 - mmaction - INFO - Epoch [154][140/627] lr: 0.03270, eta: 16:15:59, time: 2.964, data_time: 0.001, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7375, loss_cls: 2.0607, loss: 2.0607 2020-05-07 11:53:40,705 - mmaction - INFO - Epoch [154][160/627] lr: 0.03270, eta: 16:14:45, time: 3.130, data_time: 0.002, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7500, loss_cls: 2.0705, loss: 2.0705 2020-05-07 11:54:38,579 - mmaction - INFO - Epoch [154][180/627] lr: 0.03270, eta: 16:13:27, time: 2.895, data_time: 0.005, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7771, loss_cls: 1.9969, loss: 1.9969 2020-05-07 11:55:35,346 - mmaction - INFO - Epoch [154][200/627] lr: 0.03270, eta: 16:12:08, time: 2.837, data_time: 0.030, memory: 14492, top1_acc: 0.5313, top5_acc: 0.7458, loss_cls: 2.1008, loss: 2.1008 2020-05-07 11:56:32,904 - mmaction - INFO - Epoch [154][220/627] lr: 0.03270, eta: 16:10:50, time: 2.881, data_time: 0.004, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7188, loss_cls: 2.1771, loss: 2.1771 2020-05-07 11:57:35,726 - mmaction - INFO - Epoch [154][240/627] lr: 0.03270, eta: 16:09:35, time: 3.138, data_time: 0.001, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7229, loss_cls: 2.2725, loss: 2.2725 2020-05-07 11:58:32,585 - mmaction - INFO - Epoch [154][260/627] lr: 0.03270, eta: 16:08:16, time: 2.846, data_time: 0.017, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7396, loss_cls: 2.1967, loss: 2.1967 2020-05-07 11:59:31,503 - mmaction - INFO - Epoch [154][280/627] lr: 0.03270, eta: 16:06:59, time: 2.944, data_time: 0.001, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7312, loss_cls: 2.1233, loss: 2.1233 2020-05-07 12:00:30,296 - mmaction - INFO - Epoch [154][300/627] lr: 0.03270, eta: 16:05:42, time: 2.932, data_time: 0.004, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7021, loss_cls: 2.2893, loss: 2.2893 2020-05-07 12:01:30,912 - mmaction - INFO - Epoch [154][320/627] lr: 0.03270, eta: 16:04:26, time: 3.038, data_time: 0.018, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7479, loss_cls: 1.9833, loss: 1.9833 2020-05-07 12:02:30,547 - mmaction - INFO - Epoch [154][340/627] lr: 0.03270, eta: 16:03:10, time: 2.982, data_time: 0.004, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7458, loss_cls: 2.0633, loss: 2.0633 2020-05-07 12:03:29,065 - mmaction - INFO - Epoch [154][360/627] lr: 0.03270, eta: 16:01:52, time: 2.926, data_time: 0.072, memory: 14492, top1_acc: 0.4729, top5_acc: 0.7208, loss_cls: 2.2544, loss: 2.2544 2020-05-07 12:04:31,138 - mmaction - INFO - Epoch [154][380/627] lr: 0.03270, eta: 16:00:37, time: 3.105, data_time: 0.018, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7458, loss_cls: 2.0340, loss: 2.0340 2020-05-07 12:05:31,733 - mmaction - INFO - Epoch [154][400/627] lr: 0.03270, eta: 15:59:22, time: 3.031, data_time: 0.002, memory: 14492, top1_acc: 0.4896, top5_acc: 0.7063, loss_cls: 2.2437, loss: 2.2437 2020-05-07 12:06:30,626 - mmaction - INFO - Epoch [154][420/627] lr: 0.03270, eta: 15:58:05, time: 2.943, data_time: 0.001, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.2553, loss: 2.2553 2020-05-07 12:07:34,502 - mmaction - INFO - Epoch [154][440/627] lr: 0.03270, eta: 15:56:51, time: 3.195, data_time: 0.004, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7479, loss_cls: 2.0377, loss: 2.0377 2020-05-07 12:08:32,667 - mmaction - INFO - Epoch [154][460/627] lr: 0.03270, eta: 15:55:34, time: 2.908, data_time: 0.001, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7646, loss_cls: 2.0308, loss: 2.0308 2020-05-07 12:09:29,235 - mmaction - INFO - Epoch [154][480/627] lr: 0.03270, eta: 15:54:15, time: 2.826, data_time: 0.001, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7312, loss_cls: 2.0551, loss: 2.0551 2020-05-07 12:10:32,417 - mmaction - INFO - Epoch [154][500/627] lr: 0.03270, eta: 15:53:01, time: 3.159, data_time: 0.003, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7479, loss_cls: 2.0523, loss: 2.0523 2020-05-07 12:11:34,067 - mmaction - INFO - Epoch [154][520/627] lr: 0.03270, eta: 15:51:46, time: 3.081, data_time: 0.004, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7812, loss_cls: 1.9534, loss: 1.9534 2020-05-07 12:12:32,893 - mmaction - INFO - Epoch [154][540/627] lr: 0.03270, eta: 15:50:29, time: 2.946, data_time: 0.006, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7625, loss_cls: 2.1376, loss: 2.1376 2020-05-07 12:13:32,353 - mmaction - INFO - Epoch [154][560/627] lr: 0.03270, eta: 15:49:13, time: 2.971, data_time: 0.001, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7500, loss_cls: 2.0350, loss: 2.0350 2020-05-07 12:14:36,047 - mmaction - INFO - Epoch [154][580/627] lr: 0.03270, eta: 15:47:59, time: 3.186, data_time: 0.004, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7583, loss_cls: 2.0073, loss: 2.0073 2020-05-07 12:15:34,232 - mmaction - INFO - Epoch [154][600/627] lr: 0.03270, eta: 15:46:42, time: 2.909, data_time: 0.001, memory: 14492, top1_acc: 0.5000, top5_acc: 0.7458, loss_cls: 2.0956, loss: 2.0956 2020-05-07 12:16:32,991 - mmaction - INFO - Epoch [154][620/627] lr: 0.03270, eta: 15:45:25, time: 2.936, data_time: 0.004, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7354, loss_cls: 2.1615, loss: 2.1615 2020-05-07 12:18:30,264 - mmaction - INFO - Epoch [155][20/627] lr: 0.03036, eta: 15:43:49, time: 4.521, data_time: 2.050, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7312, loss_cls: 2.1397, loss: 2.1397 2020-05-07 12:19:28,233 - mmaction - INFO - Epoch [155][40/627] lr: 0.03036, eta: 15:42:32, time: 2.902, data_time: 0.011, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7313, loss_cls: 2.1729, loss: 2.1729 2020-05-07 12:20:25,880 - mmaction - INFO - Epoch [155][60/627] lr: 0.03036, eta: 15:41:15, time: 2.878, data_time: 0.001, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7521, loss_cls: 2.0298, loss: 2.0298 2020-05-07 12:21:23,514 - mmaction - INFO - Epoch [155][80/627] lr: 0.03036, eta: 15:39:57, time: 2.884, data_time: 0.105, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7125, loss_cls: 2.2721, loss: 2.2721 2020-05-07 12:22:28,235 - mmaction - INFO - Epoch [155][100/627] lr: 0.03036, eta: 15:38:44, time: 3.237, data_time: 0.654, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7458, loss_cls: 1.9984, loss: 1.9984 2020-05-07 12:23:30,131 - mmaction - INFO - Epoch [155][120/627] lr: 0.03036, eta: 15:37:30, time: 3.094, data_time: 0.002, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7542, loss_cls: 1.9565, loss: 1.9565 2020-05-07 12:24:27,592 - mmaction - INFO - Epoch [155][140/627] lr: 0.03036, eta: 15:36:12, time: 2.871, data_time: 0.020, memory: 14492, top1_acc: 0.5312, top5_acc: 0.7313, loss_cls: 2.1536, loss: 2.1536 2020-05-07 12:25:24,820 - mmaction - INFO - Epoch [155][160/627] lr: 0.03036, eta: 15:34:55, time: 2.859, data_time: 0.005, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7438, loss_cls: 2.0712, loss: 2.0712 2020-05-07 12:26:19,864 - mmaction - INFO - Epoch [155][180/627] lr: 0.03036, eta: 15:33:36, time: 2.754, data_time: 0.005, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7562, loss_cls: 2.1106, loss: 2.1106 2020-05-07 12:27:16,182 - mmaction - INFO - Epoch [155][200/627] lr: 0.03036, eta: 15:32:18, time: 2.813, data_time: 0.004, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7500, loss_cls: 2.1194, loss: 2.1194 2020-05-07 12:28:14,919 - mmaction - INFO - Epoch [155][220/627] lr: 0.03036, eta: 15:31:01, time: 2.942, data_time: 0.006, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7500, loss_cls: 2.0086, loss: 2.0086 2020-05-07 12:29:10,218 - mmaction - INFO - Epoch [155][240/627] lr: 0.03036, eta: 15:29:43, time: 2.763, data_time: 0.001, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7542, loss_cls: 2.0661, loss: 2.0661 2020-05-07 12:30:10,187 - mmaction - INFO - Epoch [155][260/627] lr: 0.03036, eta: 15:28:27, time: 2.996, data_time: 0.281, memory: 14492, top1_acc: 0.4875, top5_acc: 0.7417, loss_cls: 2.2097, loss: 2.2097 2020-05-07 12:31:07,503 - mmaction - INFO - Epoch [155][280/627] lr: 0.03036, eta: 15:27:10, time: 2.868, data_time: 0.959, memory: 14492, top1_acc: 0.5438, top5_acc: 0.7375, loss_cls: 2.0468, loss: 2.0468 2020-05-07 12:32:05,362 - mmaction - INFO - Epoch [155][300/627] lr: 0.03036, eta: 15:25:53, time: 2.895, data_time: 0.233, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7854, loss_cls: 1.9625, loss: 1.9625 2020-05-07 12:33:12,111 - mmaction - INFO - Epoch [155][320/627] lr: 0.03036, eta: 15:24:42, time: 3.337, data_time: 1.732, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7771, loss_cls: 2.0069, loss: 2.0069 2020-05-07 12:34:11,613 - mmaction - INFO - Epoch [155][340/627] lr: 0.03036, eta: 15:23:26, time: 2.975, data_time: 0.088, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7313, loss_cls: 2.1748, loss: 2.1748 2020-05-07 12:35:08,796 - mmaction - INFO - Epoch [155][360/627] lr: 0.03036, eta: 15:22:08, time: 2.859, data_time: 0.582, memory: 14492, top1_acc: 0.4979, top5_acc: 0.7146, loss_cls: 2.2179, loss: 2.2179 2020-05-07 12:36:05,440 - mmaction - INFO - Epoch [155][380/627] lr: 0.03036, eta: 15:20:51, time: 2.830, data_time: 0.001, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7479, loss_cls: 2.0280, loss: 2.0280 2020-05-07 12:37:04,992 - mmaction - INFO - Epoch [155][400/627] lr: 0.03036, eta: 15:19:35, time: 2.978, data_time: 0.003, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7562, loss_cls: 2.1221, loss: 2.1221 2020-05-07 12:38:02,546 - mmaction - INFO - Epoch [155][420/627] lr: 0.03036, eta: 15:18:18, time: 2.877, data_time: 0.002, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7333, loss_cls: 2.2018, loss: 2.2018 2020-05-07 12:39:02,570 - mmaction - INFO - Epoch [155][440/627] lr: 0.03036, eta: 15:17:03, time: 3.002, data_time: 0.004, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7333, loss_cls: 2.0802, loss: 2.0802 2020-05-07 12:39:59,044 - mmaction - INFO - Epoch [155][460/627] lr: 0.03036, eta: 15:15:45, time: 2.819, data_time: 0.002, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7729, loss_cls: 1.9635, loss: 1.9635 2020-05-07 12:41:00,376 - mmaction - INFO - Epoch [155][480/627] lr: 0.03036, eta: 15:14:31, time: 3.071, data_time: 0.136, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7396, loss_cls: 2.0879, loss: 2.0879 2020-05-07 12:41:59,637 - mmaction - INFO - Epoch [155][500/627] lr: 0.03036, eta: 15:13:15, time: 2.965, data_time: 0.813, memory: 14492, top1_acc: 0.4917, top5_acc: 0.7375, loss_cls: 2.1655, loss: 2.1655 2020-05-07 12:42:57,962 - mmaction - INFO - Epoch [155][520/627] lr: 0.03036, eta: 15:11:59, time: 2.908, data_time: 1.127, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7188, loss_cls: 2.2178, loss: 2.2178 2020-05-07 12:43:57,544 - mmaction - INFO - Epoch [155][540/627] lr: 0.03036, eta: 15:10:43, time: 2.985, data_time: 0.141, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7521, loss_cls: 2.0794, loss: 2.0794 2020-05-07 12:44:55,514 - mmaction - INFO - Epoch [155][560/627] lr: 0.03036, eta: 15:09:27, time: 2.896, data_time: 0.186, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7437, loss_cls: 2.0202, loss: 2.0202 2020-05-07 12:45:53,161 - mmaction - INFO - Epoch [155][580/627] lr: 0.03036, eta: 15:08:10, time: 2.886, data_time: 0.006, memory: 14492, top1_acc: 0.5438, top5_acc: 0.7542, loss_cls: 2.0458, loss: 2.0458 2020-05-07 12:46:54,401 - mmaction - INFO - Epoch [155][600/627] lr: 0.03036, eta: 15:06:56, time: 3.062, data_time: 0.159, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7187, loss_cls: 2.2190, loss: 2.2190 2020-05-07 12:47:56,927 - mmaction - INFO - Epoch [155][620/627] lr: 0.03036, eta: 15:05:42, time: 3.122, data_time: 0.002, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7458, loss_cls: 2.0653, loss: 2.0653 2020-05-07 12:51:51,842 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 12:51:52,824 - mmaction - INFO - top1_acc 0.5547 top5_acc 0.7926 2020-05-07 12:51:52,824 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 12:51:53,037 - mmaction - INFO - mean_acc 0.5545 2020-05-07 12:51:53,048 - mmaction - INFO - Epoch [155][627/627] lr: 0.03036, top1_acc: 0.5547, top5_acc: 0.7926, mean_class_accuracy: 0.5545 2020-05-07 12:53:15,513 - mmaction - INFO - Epoch [156][20/627] lr: 0.02811, eta: 15:04:02, time: 4.119, data_time: 1.169, memory: 14492, top1_acc: 0.5312, top5_acc: 0.7167, loss_cls: 2.2456, loss: 2.2456 2020-05-07 12:54:14,500 - mmaction - INFO - Epoch [156][40/627] lr: 0.02811, eta: 15:02:46, time: 2.947, data_time: 0.002, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7521, loss_cls: 2.0496, loss: 2.0496 2020-05-07 12:55:13,511 - mmaction - INFO - Epoch [156][60/627] lr: 0.02811, eta: 15:01:30, time: 2.954, data_time: 0.004, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7854, loss_cls: 1.9422, loss: 1.9422 2020-05-07 12:56:10,333 - mmaction - INFO - Epoch [156][80/627] lr: 0.02811, eta: 15:00:13, time: 2.838, data_time: 0.001, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7833, loss_cls: 1.9234, loss: 1.9234 2020-05-07 12:57:06,626 - mmaction - INFO - Epoch [156][100/627] lr: 0.02811, eta: 14:58:56, time: 2.815, data_time: 0.004, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7208, loss_cls: 2.1137, loss: 2.1137 2020-05-07 12:58:02,625 - mmaction - INFO - Epoch [156][120/627] lr: 0.02811, eta: 14:57:38, time: 2.803, data_time: 0.004, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7646, loss_cls: 1.9791, loss: 1.9791 2020-05-07 12:59:01,440 - mmaction - INFO - Epoch [156][140/627] lr: 0.02811, eta: 14:56:23, time: 2.941, data_time: 0.001, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7479, loss_cls: 2.0309, loss: 2.0309 2020-05-07 12:59:55,845 - mmaction - INFO - Epoch [156][160/627] lr: 0.02811, eta: 14:55:04, time: 2.718, data_time: 0.002, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 2.0253, loss: 2.0253 2020-05-07 13:00:51,910 - mmaction - INFO - Epoch [156][180/627] lr: 0.02811, eta: 14:53:47, time: 2.801, data_time: 0.003, memory: 14492, top1_acc: 0.4938, top5_acc: 0.7354, loss_cls: 2.1334, loss: 2.1334 2020-05-07 13:01:51,389 - mmaction - INFO - Epoch [156][200/627] lr: 0.02811, eta: 14:52:32, time: 2.977, data_time: 0.006, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7521, loss_cls: 1.8806, loss: 1.8806 2020-05-07 13:02:52,699 - mmaction - INFO - Epoch [156][220/627] lr: 0.02811, eta: 14:51:18, time: 3.067, data_time: 0.004, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7646, loss_cls: 1.9060, loss: 1.9060 2020-05-07 13:03:53,881 - mmaction - INFO - Epoch [156][240/627] lr: 0.02811, eta: 14:50:04, time: 3.060, data_time: 0.134, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7896, loss_cls: 1.9825, loss: 1.9825 2020-05-07 13:04:54,094 - mmaction - INFO - Epoch [156][260/627] lr: 0.02811, eta: 14:48:49, time: 3.008, data_time: 0.705, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7271, loss_cls: 2.0569, loss: 2.0569 2020-05-07 13:05:49,397 - mmaction - INFO - Epoch [156][280/627] lr: 0.02811, eta: 14:47:31, time: 2.763, data_time: 0.794, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7458, loss_cls: 2.0607, loss: 2.0607 2020-05-07 13:06:43,044 - mmaction - INFO - Epoch [156][300/627] lr: 0.02811, eta: 14:46:13, time: 2.686, data_time: 0.458, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7646, loss_cls: 1.9873, loss: 1.9873 2020-05-07 13:07:40,658 - mmaction - INFO - Epoch [156][320/627] lr: 0.02811, eta: 14:44:57, time: 2.877, data_time: 0.002, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7646, loss_cls: 2.0708, loss: 2.0708 2020-05-07 13:08:37,262 - mmaction - INFO - Epoch [156][340/627] lr: 0.02811, eta: 14:43:40, time: 2.834, data_time: 0.005, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7583, loss_cls: 2.0977, loss: 2.0977 2020-05-07 13:09:32,190 - mmaction - INFO - Epoch [156][360/627] lr: 0.02811, eta: 14:42:22, time: 2.745, data_time: 0.002, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7896, loss_cls: 1.9350, loss: 1.9350 2020-05-07 13:10:30,252 - mmaction - INFO - Epoch [156][380/627] lr: 0.02811, eta: 14:41:06, time: 2.905, data_time: 0.003, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7687, loss_cls: 1.9256, loss: 1.9256 2020-05-07 13:11:33,536 - mmaction - INFO - Epoch [156][400/627] lr: 0.02811, eta: 14:39:54, time: 3.165, data_time: 0.001, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7417, loss_cls: 2.1237, loss: 2.1237 2020-05-07 13:12:33,208 - mmaction - INFO - Epoch [156][420/627] lr: 0.02811, eta: 14:38:39, time: 2.983, data_time: 0.041, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7479, loss_cls: 2.1197, loss: 2.1197 2020-05-07 13:13:32,652 - mmaction - INFO - Epoch [156][440/627] lr: 0.02811, eta: 14:37:24, time: 2.966, data_time: 0.002, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7354, loss_cls: 2.1278, loss: 2.1278 2020-05-07 13:14:29,205 - mmaction - INFO - Epoch [156][460/627] lr: 0.02811, eta: 14:36:08, time: 2.831, data_time: 0.008, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7625, loss_cls: 1.9502, loss: 1.9502 2020-05-07 13:15:27,358 - mmaction - INFO - Epoch [156][480/627] lr: 0.02811, eta: 14:34:52, time: 2.909, data_time: 0.004, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7792, loss_cls: 1.8434, loss: 1.8434 2020-05-07 13:16:28,081 - mmaction - INFO - Epoch [156][500/627] lr: 0.02811, eta: 14:33:38, time: 3.039, data_time: 0.005, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7875, loss_cls: 1.9881, loss: 1.9881 2020-05-07 13:17:25,895 - mmaction - INFO - Epoch [156][520/627] lr: 0.02811, eta: 14:32:22, time: 2.885, data_time: 0.001, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7833, loss_cls: 1.9074, loss: 1.9074 2020-05-07 13:18:21,410 - mmaction - INFO - Epoch [156][540/627] lr: 0.02811, eta: 14:31:05, time: 2.779, data_time: 0.006, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7542, loss_cls: 2.0211, loss: 2.0211 2020-05-07 13:19:26,013 - mmaction - INFO - Epoch [156][560/627] lr: 0.02811, eta: 14:29:53, time: 3.226, data_time: 0.700, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 2.0396, loss: 2.0396 2020-05-07 13:20:30,706 - mmaction - INFO - Epoch [156][580/627] lr: 0.02811, eta: 14:28:42, time: 3.241, data_time: 0.510, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7458, loss_cls: 2.0684, loss: 2.0684 2020-05-07 13:21:33,989 - mmaction - INFO - Epoch [156][600/627] lr: 0.02811, eta: 14:27:29, time: 3.163, data_time: 0.001, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 2.0698, loss: 2.0698 2020-05-07 13:22:32,710 - mmaction - INFO - Epoch [156][620/627] lr: 0.02811, eta: 14:26:14, time: 2.935, data_time: 0.012, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7667, loss_cls: 1.9546, loss: 1.9546 2020-05-07 13:25:24,879 - mmaction - INFO - Epoch [157][20/627] lr: 0.02594, eta: 14:25:03, time: 6.542, data_time: 3.732, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7604, loss_cls: 2.0650, loss: 2.0650 2020-05-07 13:26:24,769 - mmaction - INFO - Epoch [157][40/627] lr: 0.02594, eta: 14:23:48, time: 2.994, data_time: 0.149, memory: 14492, top1_acc: 0.5687, top5_acc: 0.7604, loss_cls: 1.9879, loss: 1.9879 2020-05-07 13:27:23,266 - mmaction - INFO - Epoch [157][60/627] lr: 0.02594, eta: 14:22:33, time: 2.924, data_time: 0.005, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7375, loss_cls: 2.0986, loss: 2.0986 2020-05-07 13:28:21,486 - mmaction - INFO - Epoch [157][80/627] lr: 0.02594, eta: 14:21:18, time: 2.914, data_time: 0.006, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7812, loss_cls: 1.9130, loss: 1.9130 2020-05-07 13:29:24,539 - mmaction - INFO - Epoch [157][100/627] lr: 0.02594, eta: 14:20:05, time: 3.155, data_time: 0.050, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7771, loss_cls: 1.9730, loss: 1.9730 2020-05-07 13:30:22,426 - mmaction - INFO - Epoch [157][120/627] lr: 0.02594, eta: 14:18:50, time: 2.891, data_time: 0.001, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7271, loss_cls: 2.1339, loss: 2.1339 2020-05-07 13:31:17,168 - mmaction - INFO - Epoch [157][140/627] lr: 0.02594, eta: 14:17:33, time: 2.741, data_time: 0.005, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7771, loss_cls: 1.8522, loss: 1.8522 2020-05-07 13:32:15,303 - mmaction - INFO - Epoch [157][160/627] lr: 0.02594, eta: 14:16:17, time: 2.906, data_time: 0.028, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7312, loss_cls: 2.2342, loss: 2.2342 2020-05-07 13:33:12,133 - mmaction - INFO - Epoch [157][180/627] lr: 0.02594, eta: 14:15:01, time: 2.839, data_time: 0.002, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7542, loss_cls: 2.0552, loss: 2.0552 2020-05-07 13:34:07,684 - mmaction - INFO - Epoch [157][200/627] lr: 0.02594, eta: 14:13:45, time: 2.778, data_time: 0.004, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7521, loss_cls: 2.1189, loss: 2.1189 2020-05-07 13:35:04,520 - mmaction - INFO - Epoch [157][220/627] lr: 0.02594, eta: 14:12:29, time: 2.843, data_time: 0.004, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7437, loss_cls: 2.1450, loss: 2.1450 2020-05-07 13:36:05,484 - mmaction - INFO - Epoch [157][240/627] lr: 0.02594, eta: 14:11:15, time: 3.046, data_time: 0.003, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7438, loss_cls: 2.1013, loss: 2.1013 2020-05-07 13:37:03,502 - mmaction - INFO - Epoch [157][260/627] lr: 0.02594, eta: 14:10:00, time: 2.904, data_time: 0.005, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7542, loss_cls: 2.0192, loss: 2.0192 2020-05-07 13:38:01,157 - mmaction - INFO - Epoch [157][280/627] lr: 0.02594, eta: 14:08:44, time: 2.879, data_time: 0.029, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7708, loss_cls: 1.9983, loss: 1.9983 2020-05-07 13:38:58,810 - mmaction - INFO - Epoch [157][300/627] lr: 0.02594, eta: 14:07:29, time: 2.885, data_time: 0.005, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7812, loss_cls: 2.0088, loss: 2.0088 2020-05-07 13:39:56,027 - mmaction - INFO - Epoch [157][320/627] lr: 0.02594, eta: 14:06:13, time: 2.860, data_time: 0.003, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7521, loss_cls: 1.9781, loss: 1.9781 2020-05-07 13:40:53,286 - mmaction - INFO - Epoch [157][340/627] lr: 0.02594, eta: 14:04:58, time: 2.859, data_time: 0.007, memory: 14492, top1_acc: 0.4854, top5_acc: 0.7354, loss_cls: 2.2690, loss: 2.2690 2020-05-07 13:41:49,627 - mmaction - INFO - Epoch [157][360/627] lr: 0.02594, eta: 14:03:42, time: 2.822, data_time: 0.008, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7937, loss_cls: 1.8232, loss: 1.8232 2020-05-07 13:42:54,097 - mmaction - INFO - Epoch [157][380/627] lr: 0.02594, eta: 14:02:30, time: 3.220, data_time: 0.002, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7729, loss_cls: 1.9061, loss: 1.9061 2020-05-07 13:43:55,988 - mmaction - INFO - Epoch [157][400/627] lr: 0.02594, eta: 14:01:18, time: 3.100, data_time: 0.006, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7937, loss_cls: 1.8918, loss: 1.8918 2020-05-07 13:44:58,868 - mmaction - INFO - Epoch [157][420/627] lr: 0.02594, eta: 14:00:05, time: 3.142, data_time: 0.002, memory: 14492, top1_acc: 0.5312, top5_acc: 0.7729, loss_cls: 1.9972, loss: 1.9972 2020-05-07 13:45:56,441 - mmaction - INFO - Epoch [157][440/627] lr: 0.02594, eta: 13:58:50, time: 2.879, data_time: 0.003, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7708, loss_cls: 1.9832, loss: 1.9832 2020-05-07 13:46:52,382 - mmaction - INFO - Epoch [157][460/627] lr: 0.02594, eta: 13:57:34, time: 2.799, data_time: 0.003, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7458, loss_cls: 2.2167, loss: 2.2167 2020-05-07 13:47:52,540 - mmaction - INFO - Epoch [157][480/627] lr: 0.02594, eta: 13:56:20, time: 3.002, data_time: 0.001, memory: 14492, top1_acc: 0.5312, top5_acc: 0.7437, loss_cls: 2.0243, loss: 2.0243 2020-05-07 13:48:53,510 - mmaction - INFO - Epoch [157][500/627] lr: 0.02594, eta: 13:55:07, time: 3.052, data_time: 0.008, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7708, loss_cls: 1.9549, loss: 1.9549 2020-05-07 13:49:53,045 - mmaction - INFO - Epoch [157][520/627] lr: 0.02594, eta: 13:53:53, time: 2.975, data_time: 0.025, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7479, loss_cls: 2.0504, loss: 2.0504 2020-05-07 13:50:56,804 - mmaction - INFO - Epoch [157][540/627] lr: 0.02594, eta: 13:52:41, time: 3.190, data_time: 0.005, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7458, loss_cls: 2.1033, loss: 2.1033 2020-05-07 13:51:59,676 - mmaction - INFO - Epoch [157][560/627] lr: 0.02594, eta: 13:51:29, time: 3.146, data_time: 0.003, memory: 14492, top1_acc: 0.4750, top5_acc: 0.7333, loss_cls: 2.1871, loss: 2.1871 2020-05-07 13:53:03,234 - mmaction - INFO - Epoch [157][580/627] lr: 0.02594, eta: 13:50:17, time: 3.178, data_time: 0.002, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7667, loss_cls: 1.9334, loss: 1.9334 2020-05-07 13:54:07,449 - mmaction - INFO - Epoch [157][600/627] lr: 0.02594, eta: 13:49:06, time: 3.209, data_time: 0.001, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7333, loss_cls: 2.1553, loss: 2.1553 2020-05-07 13:55:07,519 - mmaction - INFO - Epoch [157][620/627] lr: 0.02594, eta: 13:47:52, time: 3.004, data_time: 0.003, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7771, loss_cls: 1.9737, loss: 1.9737 2020-05-07 13:57:47,933 - mmaction - INFO - Epoch [158][20/627] lr: 0.02385, eta: 13:46:37, time: 6.295, data_time: 3.936, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7667, loss_cls: 1.9074, loss: 1.9074 2020-05-07 13:58:47,475 - mmaction - INFO - Epoch [158][40/627] lr: 0.02385, eta: 13:45:23, time: 2.987, data_time: 0.568, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7542, loss_cls: 2.0158, loss: 2.0158 2020-05-07 13:59:48,160 - mmaction - INFO - Epoch [158][60/627] lr: 0.02385, eta: 13:44:10, time: 3.033, data_time: 0.003, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7792, loss_cls: 1.8451, loss: 1.8451 2020-05-07 14:00:55,543 - mmaction - INFO - Epoch [158][80/627] lr: 0.02385, eta: 13:43:00, time: 3.372, data_time: 0.004, memory: 14492, top1_acc: 0.5146, top5_acc: 0.7521, loss_cls: 2.0937, loss: 2.0937 2020-05-07 14:01:55,312 - mmaction - INFO - Epoch [158][100/627] lr: 0.02385, eta: 13:41:46, time: 2.987, data_time: 0.004, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7646, loss_cls: 1.8592, loss: 1.8592 2020-05-07 14:02:55,279 - mmaction - INFO - Epoch [158][120/627] lr: 0.02385, eta: 13:40:33, time: 2.999, data_time: 0.003, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7792, loss_cls: 1.9880, loss: 1.9880 2020-05-07 14:03:58,522 - mmaction - INFO - Epoch [158][140/627] lr: 0.02385, eta: 13:39:21, time: 3.161, data_time: 0.003, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7396, loss_cls: 2.1099, loss: 2.1099 2020-05-07 14:05:02,571 - mmaction - INFO - Epoch [158][160/627] lr: 0.02385, eta: 13:38:09, time: 3.204, data_time: 0.003, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7625, loss_cls: 1.9581, loss: 1.9581 2020-05-07 14:06:02,994 - mmaction - INFO - Epoch [158][180/627] lr: 0.02385, eta: 13:36:56, time: 3.019, data_time: 0.086, memory: 14492, top1_acc: 0.5562, top5_acc: 0.7771, loss_cls: 1.9324, loss: 1.9324 2020-05-07 14:07:00,908 - mmaction - INFO - Epoch [158][200/627] lr: 0.02385, eta: 13:35:41, time: 2.896, data_time: 0.003, memory: 14492, top1_acc: 0.5438, top5_acc: 0.7229, loss_cls: 2.0613, loss: 2.0613 2020-05-07 14:08:01,269 - mmaction - INFO - Epoch [158][220/627] lr: 0.02385, eta: 13:34:28, time: 3.015, data_time: 0.003, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7667, loss_cls: 2.0995, loss: 2.0995 2020-05-07 14:09:03,942 - mmaction - INFO - Epoch [158][240/627] lr: 0.02385, eta: 13:33:16, time: 3.129, data_time: 0.006, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8821, loss: 1.8821 2020-05-07 14:10:03,626 - mmaction - INFO - Epoch [158][260/627] lr: 0.02385, eta: 13:32:02, time: 2.993, data_time: 0.785, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7625, loss_cls: 1.9974, loss: 1.9974 2020-05-07 14:11:05,878 - mmaction - INFO - Epoch [158][280/627] lr: 0.02385, eta: 13:30:50, time: 3.112, data_time: 0.002, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7708, loss_cls: 2.0562, loss: 2.0562 2020-05-07 14:12:05,446 - mmaction - INFO - Epoch [158][300/627] lr: 0.02385, eta: 13:29:36, time: 2.976, data_time: 0.003, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 2.1261, loss: 2.1261 2020-05-07 14:13:11,805 - mmaction - INFO - Epoch [158][320/627] lr: 0.02385, eta: 13:28:26, time: 3.319, data_time: 0.005, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7833, loss_cls: 1.8841, loss: 1.8841 2020-05-07 14:14:14,133 - mmaction - INFO - Epoch [158][340/627] lr: 0.02385, eta: 13:27:14, time: 3.118, data_time: 0.005, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7688, loss_cls: 1.8565, loss: 1.8565 2020-05-07 14:15:16,812 - mmaction - INFO - Epoch [158][360/627] lr: 0.02385, eta: 13:26:02, time: 3.136, data_time: 0.004, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7729, loss_cls: 2.0073, loss: 2.0073 2020-05-07 14:16:19,707 - mmaction - INFO - Epoch [158][380/627] lr: 0.02385, eta: 13:24:50, time: 3.141, data_time: 0.002, memory: 14492, top1_acc: 0.5042, top5_acc: 0.7292, loss_cls: 2.1793, loss: 2.1793 2020-05-07 14:17:24,575 - mmaction - INFO - Epoch [158][400/627] lr: 0.02385, eta: 13:23:39, time: 3.243, data_time: 0.005, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7479, loss_cls: 2.1039, loss: 2.1039 2020-05-07 14:18:26,977 - mmaction - INFO - Epoch [158][420/627] lr: 0.02385, eta: 13:22:27, time: 3.123, data_time: 0.006, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7792, loss_cls: 1.9927, loss: 1.9927 2020-05-07 14:19:27,980 - mmaction - INFO - Epoch [158][440/627] lr: 0.02385, eta: 13:21:14, time: 3.052, data_time: 0.003, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7688, loss_cls: 1.9011, loss: 1.9011 2020-05-07 14:20:30,975 - mmaction - INFO - Epoch [158][460/627] lr: 0.02385, eta: 13:20:02, time: 3.147, data_time: 0.016, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7625, loss_cls: 2.0182, loss: 2.0182 2020-05-07 14:21:33,487 - mmaction - INFO - Epoch [158][480/627] lr: 0.02385, eta: 13:18:50, time: 3.129, data_time: 0.365, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7604, loss_cls: 2.0708, loss: 2.0708 2020-05-07 14:22:43,045 - mmaction - INFO - Epoch [158][500/627] lr: 0.02385, eta: 13:17:42, time: 3.478, data_time: 0.003, memory: 14492, top1_acc: 0.5021, top5_acc: 0.7417, loss_cls: 2.1249, loss: 2.1249 2020-05-07 14:23:55,122 - mmaction - INFO - Epoch [158][520/627] lr: 0.02385, eta: 13:16:35, time: 3.603, data_time: 0.001, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7708, loss_cls: 1.9898, loss: 1.9898 2020-05-07 14:25:04,608 - mmaction - INFO - Epoch [158][540/627] lr: 0.02385, eta: 13:15:27, time: 3.473, data_time: 0.003, memory: 14492, top1_acc: 0.4958, top5_acc: 0.6979, loss_cls: 2.2796, loss: 2.2796 2020-05-07 14:26:12,183 - mmaction - INFO - Epoch [158][560/627] lr: 0.02385, eta: 13:14:17, time: 3.382, data_time: 0.006, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7542, loss_cls: 2.0214, loss: 2.0214 2020-05-07 14:27:16,393 - mmaction - INFO - Epoch [158][580/627] lr: 0.02385, eta: 13:13:06, time: 3.208, data_time: 0.001, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7729, loss_cls: 1.9550, loss: 1.9550 2020-05-07 14:28:16,631 - mmaction - INFO - Epoch [158][600/627] lr: 0.02385, eta: 13:11:53, time: 3.014, data_time: 0.003, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 2.0479, loss: 2.0479 2020-05-07 14:29:14,086 - mmaction - INFO - Epoch [158][620/627] lr: 0.02385, eta: 13:10:38, time: 2.869, data_time: 0.001, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7708, loss_cls: 1.9366, loss: 1.9366 2020-05-07 14:31:47,354 - mmaction - INFO - Epoch [159][20/627] lr: 0.02184, eta: 13:09:21, time: 6.133, data_time: 3.964, memory: 14492, top1_acc: 0.5125, top5_acc: 0.7312, loss_cls: 2.1181, loss: 2.1181 2020-05-07 14:32:48,595 - mmaction - INFO - Epoch [159][40/627] lr: 0.02184, eta: 13:08:08, time: 3.063, data_time: 0.413, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7646, loss_cls: 1.9365, loss: 1.9365 2020-05-07 14:33:49,938 - mmaction - INFO - Epoch [159][60/627] lr: 0.02184, eta: 13:06:56, time: 3.069, data_time: 0.003, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7542, loss_cls: 2.0928, loss: 2.0928 2020-05-07 14:34:52,404 - mmaction - INFO - Epoch [159][80/627] lr: 0.02184, eta: 13:05:44, time: 3.123, data_time: 0.423, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7750, loss_cls: 1.8544, loss: 1.8544 2020-05-07 14:35:57,198 - mmaction - INFO - Epoch [159][100/627] lr: 0.02184, eta: 13:04:33, time: 3.239, data_time: 0.002, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7958, loss_cls: 1.8289, loss: 1.8289 2020-05-07 14:37:01,860 - mmaction - INFO - Epoch [159][120/627] lr: 0.02184, eta: 13:03:22, time: 3.233, data_time: 0.002, memory: 14492, top1_acc: 0.4958, top5_acc: 0.7167, loss_cls: 2.3241, loss: 2.3241 2020-05-07 14:38:02,795 - mmaction - INFO - Epoch [159][140/627] lr: 0.02184, eta: 13:02:09, time: 3.047, data_time: 0.002, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7708, loss_cls: 1.8975, loss: 1.8975 2020-05-07 14:39:05,425 - mmaction - INFO - Epoch [159][160/627] lr: 0.02184, eta: 13:00:58, time: 3.129, data_time: 0.002, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7813, loss_cls: 1.9424, loss: 1.9424 2020-05-07 14:40:05,096 - mmaction - INFO - Epoch [159][180/627] lr: 0.02184, eta: 12:59:44, time: 2.987, data_time: 0.053, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7854, loss_cls: 1.8725, loss: 1.8725 2020-05-07 14:41:01,968 - mmaction - INFO - Epoch [159][200/627] lr: 0.02184, eta: 12:58:30, time: 2.839, data_time: 0.025, memory: 14492, top1_acc: 0.5604, top5_acc: 0.8000, loss_cls: 1.9108, loss: 1.9108 2020-05-07 14:41:59,319 - mmaction - INFO - Epoch [159][220/627] lr: 0.02184, eta: 12:57:15, time: 2.868, data_time: 0.009, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7563, loss_cls: 1.8947, loss: 1.8947 2020-05-07 14:43:03,225 - mmaction - INFO - Epoch [159][240/627] lr: 0.02184, eta: 12:56:04, time: 3.194, data_time: 0.004, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7646, loss_cls: 1.9736, loss: 1.9736 2020-05-07 14:44:02,965 - mmaction - INFO - Epoch [159][260/627] lr: 0.02184, eta: 12:54:51, time: 2.987, data_time: 0.006, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7417, loss_cls: 2.0317, loss: 2.0317 2020-05-07 14:45:04,727 - mmaction - INFO - Epoch [159][280/627] lr: 0.02184, eta: 12:53:39, time: 3.092, data_time: 0.006, memory: 14492, top1_acc: 0.5104, top5_acc: 0.7500, loss_cls: 2.0117, loss: 2.0117 2020-05-07 14:46:05,268 - mmaction - INFO - Epoch [159][300/627] lr: 0.02184, eta: 12:52:26, time: 3.023, data_time: 0.222, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7646, loss_cls: 2.0402, loss: 2.0402 2020-05-07 14:47:06,558 - mmaction - INFO - Epoch [159][320/627] lr: 0.02184, eta: 12:51:14, time: 3.068, data_time: 0.006, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7542, loss_cls: 1.9946, loss: 1.9946 2020-05-07 14:48:04,512 - mmaction - INFO - Epoch [159][340/627] lr: 0.02184, eta: 12:50:00, time: 2.895, data_time: 0.002, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7750, loss_cls: 1.8301, loss: 1.8301 2020-05-07 14:49:02,574 - mmaction - INFO - Epoch [159][360/627] lr: 0.02184, eta: 12:48:46, time: 2.903, data_time: 0.031, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7500, loss_cls: 2.0648, loss: 2.0648 2020-05-07 14:50:03,084 - mmaction - INFO - Epoch [159][380/627] lr: 0.02184, eta: 12:47:33, time: 3.027, data_time: 0.005, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7667, loss_cls: 1.9826, loss: 1.9826 2020-05-07 14:51:20,385 - mmaction - INFO - Epoch [159][400/627] lr: 0.02184, eta: 12:46:29, time: 3.868, data_time: 0.004, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7896, loss_cls: 1.9282, loss: 1.9282 2020-05-07 14:52:24,754 - mmaction - INFO - Epoch [159][420/627] lr: 0.02184, eta: 12:45:18, time: 3.218, data_time: 0.001, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0443, loss: 2.0443 2020-05-07 14:53:32,055 - mmaction - INFO - Epoch [159][440/627] lr: 0.02184, eta: 12:44:09, time: 3.364, data_time: 0.004, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7667, loss_cls: 1.9699, loss: 1.9699 2020-05-07 14:54:37,565 - mmaction - INFO - Epoch [159][460/627] lr: 0.02184, eta: 12:42:58, time: 3.271, data_time: 0.307, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7479, loss_cls: 2.0520, loss: 2.0520 2020-05-07 14:55:40,177 - mmaction - INFO - Epoch [159][480/627] lr: 0.02184, eta: 12:41:47, time: 3.133, data_time: 0.959, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7583, loss_cls: 1.9250, loss: 1.9250 2020-05-07 14:56:45,436 - mmaction - INFO - Epoch [159][500/627] lr: 0.02184, eta: 12:40:37, time: 3.266, data_time: 0.555, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7771, loss_cls: 1.9380, loss: 1.9380 2020-05-07 14:57:49,050 - mmaction - INFO - Epoch [159][520/627] lr: 0.02184, eta: 12:39:25, time: 3.175, data_time: 0.002, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7708, loss_cls: 1.9659, loss: 1.9659 2020-05-07 14:58:53,763 - mmaction - INFO - Epoch [159][540/627] lr: 0.02184, eta: 12:38:15, time: 3.242, data_time: 0.008, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7479, loss_cls: 2.0847, loss: 2.0847 2020-05-07 14:59:59,520 - mmaction - INFO - Epoch [159][560/627] lr: 0.02184, eta: 12:37:05, time: 3.286, data_time: 0.001, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7500, loss_cls: 1.9982, loss: 1.9982 2020-05-07 15:01:07,858 - mmaction - INFO - Epoch [159][580/627] lr: 0.02184, eta: 12:35:56, time: 3.417, data_time: 0.003, memory: 14492, top1_acc: 0.5687, top5_acc: 0.7729, loss_cls: 1.9034, loss: 1.9034 2020-05-07 15:02:15,332 - mmaction - INFO - Epoch [159][600/627] lr: 0.02184, eta: 12:34:47, time: 3.376, data_time: 0.003, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7583, loss_cls: 2.1819, loss: 2.1819 2020-05-07 15:03:23,235 - mmaction - INFO - Epoch [159][620/627] lr: 0.02184, eta: 12:33:38, time: 3.390, data_time: 0.001, memory: 14492, top1_acc: 0.5313, top5_acc: 0.7313, loss_cls: 2.0950, loss: 2.0950 2020-05-07 15:06:12,037 - mmaction - INFO - Epoch [160][20/627] lr: 0.01993, eta: 12:32:24, time: 6.616, data_time: 3.412, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7583, loss_cls: 2.0611, loss: 2.0611 2020-05-07 15:07:17,958 - mmaction - INFO - Epoch [160][40/627] lr: 0.01993, eta: 12:31:14, time: 3.299, data_time: 0.074, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7500, loss_cls: 2.0564, loss: 2.0564 2020-05-07 15:08:17,638 - mmaction - INFO - Epoch [160][60/627] lr: 0.01993, eta: 12:30:01, time: 2.984, data_time: 1.297, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7583, loss_cls: 2.0733, loss: 2.0733 2020-05-07 15:09:23,148 - mmaction - INFO - Epoch [160][80/627] lr: 0.01993, eta: 12:28:51, time: 3.271, data_time: 0.463, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7937, loss_cls: 1.8601, loss: 1.8601 2020-05-07 15:10:26,376 - mmaction - INFO - Epoch [160][100/627] lr: 0.01993, eta: 12:27:40, time: 3.161, data_time: 0.148, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7917, loss_cls: 1.8726, loss: 1.8726 2020-05-07 15:11:30,389 - mmaction - INFO - Epoch [160][120/627] lr: 0.01993, eta: 12:26:29, time: 3.205, data_time: 0.020, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7479, loss_cls: 1.9688, loss: 1.9688 2020-05-07 15:12:37,780 - mmaction - INFO - Epoch [160][140/627] lr: 0.01993, eta: 12:25:20, time: 3.366, data_time: 0.001, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7333, loss_cls: 2.0840, loss: 2.0840 2020-05-07 15:13:41,153 - mmaction - INFO - Epoch [160][160/627] lr: 0.01993, eta: 12:24:08, time: 3.173, data_time: 0.005, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.8249, loss: 1.8249 2020-05-07 15:14:55,199 - mmaction - INFO - Epoch [160][180/627] lr: 0.01993, eta: 12:23:02, time: 3.700, data_time: 0.001, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7625, loss_cls: 2.0413, loss: 2.0413 2020-05-07 15:16:01,634 - mmaction - INFO - Epoch [160][200/627] lr: 0.01993, eta: 12:21:53, time: 3.322, data_time: 0.003, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7104, loss_cls: 2.1793, loss: 2.1793 2020-05-07 15:17:06,543 - mmaction - INFO - Epoch [160][220/627] lr: 0.01993, eta: 12:20:42, time: 3.245, data_time: 0.003, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7813, loss_cls: 1.9048, loss: 1.9048 2020-05-07 15:18:07,139 - mmaction - INFO - Epoch [160][240/627] lr: 0.01993, eta: 12:19:30, time: 3.030, data_time: 0.016, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7750, loss_cls: 1.8915, loss: 1.8915 2020-05-07 15:19:12,075 - mmaction - INFO - Epoch [160][260/627] lr: 0.01993, eta: 12:18:19, time: 3.249, data_time: 0.004, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7604, loss_cls: 2.0388, loss: 2.0388 2020-05-07 15:20:24,944 - mmaction - INFO - Epoch [160][280/627] lr: 0.01993, eta: 12:17:13, time: 3.643, data_time: 0.002, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7958, loss_cls: 1.8452, loss: 1.8452 2020-05-07 15:21:30,732 - mmaction - INFO - Epoch [160][300/627] lr: 0.01993, eta: 12:16:03, time: 3.288, data_time: 0.002, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7396, loss_cls: 2.0631, loss: 2.0631 2020-05-07 15:22:36,165 - mmaction - INFO - Epoch [160][320/627] lr: 0.01993, eta: 12:14:53, time: 3.274, data_time: 0.004, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7312, loss_cls: 2.0867, loss: 2.0867 2020-05-07 15:23:42,684 - mmaction - INFO - Epoch [160][340/627] lr: 0.01993, eta: 12:13:43, time: 3.324, data_time: 0.001, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7792, loss_cls: 1.8657, loss: 1.8657 2020-05-07 15:24:43,142 - mmaction - INFO - Epoch [160][360/627] lr: 0.01993, eta: 12:12:31, time: 3.018, data_time: 0.003, memory: 14492, top1_acc: 0.5625, top5_acc: 0.8146, loss_cls: 1.8035, loss: 1.8035 2020-05-07 15:25:44,715 - mmaction - INFO - Epoch [160][380/627] lr: 0.01993, eta: 12:11:19, time: 3.077, data_time: 0.006, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7854, loss_cls: 1.9259, loss: 1.9259 2020-05-07 15:26:50,540 - mmaction - INFO - Epoch [160][400/627] lr: 0.01993, eta: 12:10:09, time: 3.298, data_time: 0.008, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7667, loss_cls: 1.9830, loss: 1.9830 2020-05-07 15:27:52,687 - mmaction - INFO - Epoch [160][420/627] lr: 0.01993, eta: 12:08:57, time: 3.106, data_time: 0.002, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7833, loss_cls: 1.9060, loss: 1.9060 2020-05-07 15:28:56,971 - mmaction - INFO - Epoch [160][440/627] lr: 0.01993, eta: 12:07:47, time: 3.212, data_time: 0.003, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7917, loss_cls: 1.8839, loss: 1.8839 2020-05-07 15:30:02,948 - mmaction - INFO - Epoch [160][460/627] lr: 0.01993, eta: 12:06:37, time: 3.301, data_time: 0.005, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7854, loss_cls: 1.9516, loss: 1.9516 2020-05-07 15:31:10,026 - mmaction - INFO - Epoch [160][480/627] lr: 0.01993, eta: 12:05:28, time: 3.354, data_time: 0.022, memory: 14492, top1_acc: 0.5833, top5_acc: 0.7958, loss_cls: 1.8583, loss: 1.8583 2020-05-07 15:32:17,977 - mmaction - INFO - Epoch [160][500/627] lr: 0.01993, eta: 12:04:19, time: 3.398, data_time: 0.003, memory: 14492, top1_acc: 0.5167, top5_acc: 0.7708, loss_cls: 1.9975, loss: 1.9975 2020-05-07 15:33:24,135 - mmaction - INFO - Epoch [160][520/627] lr: 0.01993, eta: 12:03:09, time: 3.302, data_time: 0.306, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7333, loss_cls: 2.0676, loss: 2.0676 2020-05-07 15:34:27,025 - mmaction - INFO - Epoch [160][540/627] lr: 0.01993, eta: 12:01:58, time: 3.149, data_time: 1.193, memory: 14492, top1_acc: 0.5562, top5_acc: 0.7625, loss_cls: 1.9250, loss: 1.9250 2020-05-07 15:35:31,674 - mmaction - INFO - Epoch [160][560/627] lr: 0.01993, eta: 12:00:47, time: 3.233, data_time: 0.003, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7729, loss_cls: 2.0272, loss: 2.0272 2020-05-07 15:36:36,511 - mmaction - INFO - Epoch [160][580/627] lr: 0.01993, eta: 11:59:37, time: 3.244, data_time: 0.003, memory: 14492, top1_acc: 0.5354, top5_acc: 0.7375, loss_cls: 2.0661, loss: 2.0661 2020-05-07 15:37:38,792 - mmaction - INFO - Epoch [160][600/627] lr: 0.01993, eta: 11:58:26, time: 3.109, data_time: 0.001, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7521, loss_cls: 2.0025, loss: 2.0025 2020-05-07 15:38:40,753 - mmaction - INFO - Epoch [160][620/627] lr: 0.01993, eta: 11:57:14, time: 3.099, data_time: 0.005, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7708, loss_cls: 1.8309, loss: 1.8309 2020-05-07 15:42:54,248 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 15:42:55,491 - mmaction - INFO - top1_acc 0.5707 top5_acc 0.8034 2020-05-07 15:42:55,491 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 15:42:55,725 - mmaction - INFO - mean_acc 0.5706 2020-05-07 15:42:55,735 - mmaction - INFO - Epoch [160][627/627] lr: 0.01993, top1_acc: 0.5707, top5_acc: 0.8034, mean_class_accuracy: 0.5706 2020-05-07 15:44:24,145 - mmaction - INFO - Epoch [161][20/627] lr: 0.01809, eta: 11:55:40, time: 4.418, data_time: 1.248, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7563, loss_cls: 1.9614, loss: 1.9614 2020-05-07 15:45:29,057 - mmaction - INFO - Epoch [161][40/627] lr: 0.01809, eta: 11:54:29, time: 3.246, data_time: 0.003, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7521, loss_cls: 1.9587, loss: 1.9587 2020-05-07 15:46:32,929 - mmaction - INFO - Epoch [161][60/627] lr: 0.01809, eta: 11:53:19, time: 3.193, data_time: 0.195, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7583, loss_cls: 1.9141, loss: 1.9141 2020-05-07 15:47:32,544 - mmaction - INFO - Epoch [161][80/627] lr: 0.01809, eta: 11:52:06, time: 2.979, data_time: 0.033, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7604, loss_cls: 1.9959, loss: 1.9959 2020-05-07 15:48:38,412 - mmaction - INFO - Epoch [161][100/627] lr: 0.01809, eta: 11:50:56, time: 3.292, data_time: 0.088, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7667, loss_cls: 1.9720, loss: 1.9720 2020-05-07 15:49:40,113 - mmaction - INFO - Epoch [161][120/627] lr: 0.01809, eta: 11:49:45, time: 3.083, data_time: 0.018, memory: 14492, top1_acc: 0.5687, top5_acc: 0.7667, loss_cls: 1.9757, loss: 1.9757 2020-05-07 15:50:42,527 - mmaction - INFO - Epoch [161][140/627] lr: 0.01809, eta: 11:48:34, time: 3.126, data_time: 0.006, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7771, loss_cls: 1.8806, loss: 1.8806 2020-05-07 15:51:42,174 - mmaction - INFO - Epoch [161][160/627] lr: 0.01809, eta: 11:47:21, time: 2.982, data_time: 0.002, memory: 14492, top1_acc: 0.5917, top5_acc: 0.7667, loss_cls: 1.8447, loss: 1.8447 2020-05-07 15:52:49,666 - mmaction - INFO - Epoch [161][180/627] lr: 0.01809, eta: 11:46:12, time: 3.372, data_time: 0.017, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8438, loss_cls: 1.6061, loss: 1.6061 2020-05-07 15:53:52,924 - mmaction - INFO - Epoch [161][200/627] lr: 0.01809, eta: 11:45:01, time: 3.165, data_time: 0.005, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7542, loss_cls: 2.0263, loss: 2.0263 2020-05-07 15:54:53,843 - mmaction - INFO - Epoch [161][220/627] lr: 0.01809, eta: 11:43:49, time: 3.048, data_time: 0.003, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7750, loss_cls: 1.8627, loss: 1.8627 2020-05-07 15:55:56,722 - mmaction - INFO - Epoch [161][240/627] lr: 0.01809, eta: 11:42:38, time: 3.138, data_time: 0.001, memory: 14492, top1_acc: 0.5063, top5_acc: 0.7604, loss_cls: 1.9951, loss: 1.9951 2020-05-07 15:56:57,823 - mmaction - INFO - Epoch [161][260/627] lr: 0.01809, eta: 11:41:27, time: 3.058, data_time: 0.007, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7792, loss_cls: 1.8520, loss: 1.8520 2020-05-07 15:58:00,057 - mmaction - INFO - Epoch [161][280/627] lr: 0.01809, eta: 11:40:15, time: 3.114, data_time: 0.003, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7771, loss_cls: 1.8735, loss: 1.8735 2020-05-07 15:58:59,430 - mmaction - INFO - Epoch [161][300/627] lr: 0.01809, eta: 11:39:03, time: 2.965, data_time: 0.001, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7625, loss_cls: 2.0123, loss: 2.0123 2020-05-07 15:59:59,639 - mmaction - INFO - Epoch [161][320/627] lr: 0.01809, eta: 11:37:51, time: 3.011, data_time: 0.004, memory: 14492, top1_acc: 0.5687, top5_acc: 0.7937, loss_cls: 1.8751, loss: 1.8751 2020-05-07 16:01:03,004 - mmaction - INFO - Epoch [161][340/627] lr: 0.01809, eta: 11:36:40, time: 3.166, data_time: 0.073, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8000, loss_cls: 1.7174, loss: 1.7174 2020-05-07 16:02:02,330 - mmaction - INFO - Epoch [161][360/627] lr: 0.01809, eta: 11:35:27, time: 2.970, data_time: 0.381, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7104, loss_cls: 2.1299, loss: 2.1299 2020-05-07 16:03:01,286 - mmaction - INFO - Epoch [161][380/627] lr: 0.01809, eta: 11:34:15, time: 2.948, data_time: 0.130, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7833, loss_cls: 1.9077, loss: 1.9077 2020-05-07 16:04:00,547 - mmaction - INFO - Epoch [161][400/627] lr: 0.01809, eta: 11:33:02, time: 2.959, data_time: 0.002, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7479, loss_cls: 2.0287, loss: 2.0287 2020-05-07 16:05:50,305 - mmaction - INFO - Epoch [161][420/627] lr: 0.01809, eta: 11:32:11, time: 5.491, data_time: 0.005, memory: 14492, top1_acc: 0.5458, top5_acc: 0.8083, loss_cls: 1.9310, loss: 1.9310 2020-05-07 16:06:53,246 - mmaction - INFO - Epoch [161][440/627] lr: 0.01809, eta: 11:31:01, time: 3.145, data_time: 0.093, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7687, loss_cls: 1.9867, loss: 1.9867 2020-05-07 16:07:56,395 - mmaction - INFO - Epoch [161][460/627] lr: 0.01809, eta: 11:29:50, time: 3.161, data_time: 0.007, memory: 14492, top1_acc: 0.5083, top5_acc: 0.7667, loss_cls: 1.9901, loss: 1.9901 2020-05-07 16:09:00,323 - mmaction - INFO - Epoch [161][480/627] lr: 0.01809, eta: 11:28:39, time: 3.192, data_time: 0.002, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7708, loss_cls: 1.9308, loss: 1.9308 2020-05-07 16:09:58,642 - mmaction - INFO - Epoch [161][500/627] lr: 0.01809, eta: 11:27:26, time: 2.917, data_time: 0.005, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7583, loss_cls: 1.9683, loss: 1.9683 2020-05-07 16:10:58,470 - mmaction - INFO - Epoch [161][520/627] lr: 0.01809, eta: 11:26:14, time: 2.995, data_time: 0.006, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7750, loss_cls: 1.9821, loss: 1.9821 2020-05-07 16:12:01,619 - mmaction - INFO - Epoch [161][540/627] lr: 0.01809, eta: 11:25:04, time: 3.157, data_time: 0.007, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7542, loss_cls: 1.9032, loss: 1.9032 2020-05-07 16:13:03,889 - mmaction - INFO - Epoch [161][560/627] lr: 0.01809, eta: 11:23:52, time: 3.110, data_time: 0.001, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7792, loss_cls: 1.8909, loss: 1.8909 2020-05-07 16:14:06,645 - mmaction - INFO - Epoch [161][580/627] lr: 0.01809, eta: 11:22:42, time: 3.140, data_time: 0.005, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7583, loss_cls: 2.0095, loss: 2.0095 2020-05-07 16:15:08,667 - mmaction - INFO - Epoch [161][600/627] lr: 0.01809, eta: 11:21:30, time: 3.101, data_time: 0.002, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7979, loss_cls: 1.7045, loss: 1.7045 2020-05-07 16:16:11,367 - mmaction - INFO - Epoch [161][620/627] lr: 0.01809, eta: 11:20:20, time: 3.136, data_time: 0.003, memory: 14492, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8186, loss: 1.8186 2020-05-07 16:18:50,568 - mmaction - INFO - Epoch [162][20/627] lr: 0.01634, eta: 11:19:01, time: 6.283, data_time: 3.105, memory: 14492, top1_acc: 0.5438, top5_acc: 0.7771, loss_cls: 1.9093, loss: 1.9093 2020-05-07 16:19:50,868 - mmaction - INFO - Epoch [162][40/627] lr: 0.01634, eta: 11:17:49, time: 3.017, data_time: 0.003, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7771, loss_cls: 1.8693, loss: 1.8693 2020-05-07 16:20:50,743 - mmaction - INFO - Epoch [162][60/627] lr: 0.01634, eta: 11:16:37, time: 2.990, data_time: 0.001, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.8189, loss: 1.8189 2020-05-07 16:21:59,213 - mmaction - INFO - Epoch [162][80/627] lr: 0.01634, eta: 11:15:28, time: 3.426, data_time: 0.035, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7563, loss_cls: 1.9283, loss: 1.9283 2020-05-07 16:22:59,938 - mmaction - INFO - Epoch [162][100/627] lr: 0.01634, eta: 11:14:17, time: 3.038, data_time: 0.648, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7833, loss_cls: 1.8688, loss: 1.8688 2020-05-07 16:24:14,147 - mmaction - INFO - Epoch [162][120/627] lr: 0.01634, eta: 11:13:10, time: 3.710, data_time: 0.402, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7562, loss_cls: 1.9340, loss: 1.9340 2020-05-07 16:25:15,743 - mmaction - INFO - Epoch [162][140/627] lr: 0.01634, eta: 11:11:59, time: 3.078, data_time: 0.001, memory: 14492, top1_acc: 0.5250, top5_acc: 0.7438, loss_cls: 2.0161, loss: 2.0161 2020-05-07 16:26:17,853 - mmaction - INFO - Epoch [162][160/627] lr: 0.01634, eta: 11:10:48, time: 3.104, data_time: 0.003, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7583, loss_cls: 1.8769, loss: 1.8769 2020-05-07 16:27:17,668 - mmaction - INFO - Epoch [162][180/627] lr: 0.01634, eta: 11:09:36, time: 2.993, data_time: 0.004, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.9156, loss: 1.9156 2020-05-07 16:28:19,096 - mmaction - INFO - Epoch [162][200/627] lr: 0.01634, eta: 11:08:25, time: 3.070, data_time: 0.011, memory: 14492, top1_acc: 0.5813, top5_acc: 0.7854, loss_cls: 1.9289, loss: 1.9289 2020-05-07 16:29:18,273 - mmaction - INFO - Epoch [162][220/627] lr: 0.01634, eta: 11:07:13, time: 2.961, data_time: 0.003, memory: 14492, top1_acc: 0.5271, top5_acc: 0.7625, loss_cls: 2.0171, loss: 2.0171 2020-05-07 16:30:22,790 - mmaction - INFO - Epoch [162][240/627] lr: 0.01634, eta: 11:06:02, time: 3.225, data_time: 0.020, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7687, loss_cls: 1.8463, loss: 1.8463 2020-05-07 16:31:21,872 - mmaction - INFO - Epoch [162][260/627] lr: 0.01634, eta: 11:04:50, time: 2.955, data_time: 0.002, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8062, loss_cls: 1.7641, loss: 1.7641 2020-05-07 16:32:26,119 - mmaction - INFO - Epoch [162][280/627] lr: 0.01634, eta: 11:03:40, time: 3.206, data_time: 0.001, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7979, loss_cls: 1.7299, loss: 1.7299 2020-05-07 16:33:26,723 - mmaction - INFO - Epoch [162][300/627] lr: 0.01634, eta: 11:02:28, time: 3.034, data_time: 0.007, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7521, loss_cls: 1.9590, loss: 1.9590 2020-05-07 16:34:25,391 - mmaction - INFO - Epoch [162][320/627] lr: 0.01634, eta: 11:01:16, time: 2.934, data_time: 0.802, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7771, loss_cls: 1.9355, loss: 1.9355 2020-05-07 16:35:26,488 - mmaction - INFO - Epoch [162][340/627] lr: 0.01634, eta: 11:00:05, time: 3.050, data_time: 0.397, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7417, loss_cls: 2.0431, loss: 2.0431 2020-05-07 16:36:27,225 - mmaction - INFO - Epoch [162][360/627] lr: 0.01634, eta: 10:58:53, time: 3.040, data_time: 0.007, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7896, loss_cls: 1.7943, loss: 1.7943 2020-05-07 16:37:27,639 - mmaction - INFO - Epoch [162][380/627] lr: 0.01634, eta: 10:57:42, time: 3.021, data_time: 0.003, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7854, loss_cls: 1.8939, loss: 1.8939 2020-05-07 16:38:29,800 - mmaction - INFO - Epoch [162][400/627] lr: 0.01634, eta: 10:56:31, time: 3.108, data_time: 0.005, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7625, loss_cls: 1.8563, loss: 1.8563 2020-05-07 16:39:27,446 - mmaction - INFO - Epoch [162][420/627] lr: 0.01634, eta: 10:55:18, time: 2.883, data_time: 0.003, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7583, loss_cls: 2.0367, loss: 2.0367 2020-05-07 16:40:29,188 - mmaction - INFO - Epoch [162][440/627] lr: 0.01634, eta: 10:54:07, time: 3.089, data_time: 0.011, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8000, loss_cls: 1.7691, loss: 1.7691 2020-05-07 16:41:32,975 - mmaction - INFO - Epoch [162][460/627] lr: 0.01634, eta: 10:52:57, time: 3.182, data_time: 0.460, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7917, loss_cls: 1.8295, loss: 1.8295 2020-05-07 16:42:32,014 - mmaction - INFO - Epoch [162][480/627] lr: 0.01634, eta: 10:51:45, time: 2.955, data_time: 1.086, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7792, loss_cls: 1.8127, loss: 1.8127 2020-05-07 16:43:38,740 - mmaction - INFO - Epoch [162][500/627] lr: 0.01634, eta: 10:50:36, time: 3.335, data_time: 0.131, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7729, loss_cls: 1.9299, loss: 1.9299 2020-05-07 16:44:42,342 - mmaction - INFO - Epoch [162][520/627] lr: 0.01634, eta: 10:49:25, time: 3.186, data_time: 0.007, memory: 14492, top1_acc: 0.5292, top5_acc: 0.7562, loss_cls: 2.0681, loss: 2.0681 2020-05-07 16:45:46,474 - mmaction - INFO - Epoch [162][540/627] lr: 0.01634, eta: 10:48:15, time: 3.203, data_time: 0.001, memory: 14492, top1_acc: 0.5792, top5_acc: 0.8125, loss_cls: 1.7356, loss: 1.7356 2020-05-07 16:46:48,641 - mmaction - INFO - Epoch [162][560/627] lr: 0.01634, eta: 10:47:05, time: 3.107, data_time: 0.018, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7792, loss_cls: 1.8704, loss: 1.8704 2020-05-07 16:47:51,039 - mmaction - INFO - Epoch [162][580/627] lr: 0.01634, eta: 10:45:54, time: 3.119, data_time: 0.006, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7625, loss_cls: 1.9260, loss: 1.9260 2020-05-07 16:48:51,551 - mmaction - INFO - Epoch [162][600/627] lr: 0.01634, eta: 10:44:42, time: 3.030, data_time: 0.007, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7875, loss_cls: 1.8348, loss: 1.8348 2020-05-07 16:49:53,742 - mmaction - INFO - Epoch [162][620/627] lr: 0.01634, eta: 10:43:32, time: 3.107, data_time: 0.002, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7625, loss_cls: 2.0053, loss: 2.0053 2020-05-07 16:52:14,572 - mmaction - INFO - Epoch [163][20/627] lr: 0.01468, eta: 10:42:10, time: 5.976, data_time: 3.029, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7604, loss_cls: 1.8576, loss: 1.8576 2020-05-07 16:53:15,484 - mmaction - INFO - Epoch [163][40/627] lr: 0.01468, eta: 10:40:58, time: 3.048, data_time: 0.005, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8021, loss_cls: 1.7455, loss: 1.7455 2020-05-07 16:54:19,277 - mmaction - INFO - Epoch [163][60/627] lr: 0.01468, eta: 10:39:48, time: 3.185, data_time: 0.338, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7500, loss_cls: 2.0730, loss: 2.0730 2020-05-07 16:55:20,028 - mmaction - INFO - Epoch [163][80/627] lr: 0.01468, eta: 10:38:37, time: 3.043, data_time: 0.087, memory: 14492, top1_acc: 0.5562, top5_acc: 0.7771, loss_cls: 1.8575, loss: 1.8575 2020-05-07 16:56:17,269 - mmaction - INFO - Epoch [163][100/627] lr: 0.01468, eta: 10:37:24, time: 2.862, data_time: 0.026, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7542, loss_cls: 2.0598, loss: 2.0598 2020-05-07 16:57:19,276 - mmaction - INFO - Epoch [163][120/627] lr: 0.01468, eta: 10:36:14, time: 3.100, data_time: 0.002, memory: 14492, top1_acc: 0.5833, top5_acc: 0.7729, loss_cls: 1.9112, loss: 1.9112 2020-05-07 16:58:19,997 - mmaction - INFO - Epoch [163][140/627] lr: 0.01468, eta: 10:35:02, time: 3.034, data_time: 0.003, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7562, loss_cls: 1.9897, loss: 1.9897 2020-05-07 16:59:20,790 - mmaction - INFO - Epoch [163][160/627] lr: 0.01468, eta: 10:33:51, time: 3.041, data_time: 0.293, memory: 14492, top1_acc: 0.5312, top5_acc: 0.7417, loss_cls: 1.9712, loss: 1.9712 2020-05-07 17:00:33,651 - mmaction - INFO - Epoch [163][180/627] lr: 0.01468, eta: 10:32:45, time: 3.644, data_time: 2.116, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7875, loss_cls: 1.7958, loss: 1.7958 2020-05-07 17:01:37,309 - mmaction - INFO - Epoch [163][200/627] lr: 0.01468, eta: 10:31:34, time: 3.184, data_time: 0.689, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7854, loss_cls: 1.8990, loss: 1.8990 2020-05-07 17:02:49,991 - mmaction - INFO - Epoch [163][220/627] lr: 0.01468, eta: 10:30:28, time: 3.635, data_time: 0.939, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7562, loss_cls: 1.8526, loss: 1.8526 2020-05-07 17:03:55,562 - mmaction - INFO - Epoch [163][240/627] lr: 0.01468, eta: 10:29:18, time: 3.276, data_time: 1.435, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7729, loss_cls: 1.8057, loss: 1.8057 2020-05-07 17:05:00,114 - mmaction - INFO - Epoch [163][260/627] lr: 0.01468, eta: 10:28:08, time: 3.227, data_time: 0.331, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7542, loss_cls: 1.9437, loss: 1.9437 2020-05-07 17:06:13,270 - mmaction - INFO - Epoch [163][280/627] lr: 0.01468, eta: 10:27:02, time: 3.659, data_time: 0.108, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7583, loss_cls: 1.8979, loss: 1.8979 2020-05-07 17:07:16,567 - mmaction - INFO - Epoch [163][300/627] lr: 0.01468, eta: 10:25:52, time: 3.160, data_time: 0.031, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7938, loss_cls: 1.7735, loss: 1.7735 2020-05-07 17:08:28,511 - mmaction - INFO - Epoch [163][320/627] lr: 0.01468, eta: 10:24:45, time: 3.600, data_time: 0.263, memory: 14492, top1_acc: 0.5458, top5_acc: 0.7604, loss_cls: 1.9997, loss: 1.9997 2020-05-07 17:09:29,379 - mmaction - INFO - Epoch [163][340/627] lr: 0.01468, eta: 10:23:33, time: 3.043, data_time: 0.022, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7688, loss_cls: 1.7885, loss: 1.7885 2020-05-07 17:10:38,810 - mmaction - INFO - Epoch [163][360/627] lr: 0.01468, eta: 10:22:25, time: 3.474, data_time: 0.006, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7938, loss_cls: 1.8085, loss: 1.8085 2020-05-07 17:11:42,959 - mmaction - INFO - Epoch [163][380/627] lr: 0.01468, eta: 10:21:16, time: 3.207, data_time: 0.004, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7771, loss_cls: 1.9175, loss: 1.9175 2020-05-07 17:12:50,151 - mmaction - INFO - Epoch [163][400/627] lr: 0.01468, eta: 10:20:07, time: 3.361, data_time: 0.003, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7854, loss_cls: 1.8862, loss: 1.8862 2020-05-07 17:13:53,342 - mmaction - INFO - Epoch [163][420/627] lr: 0.01468, eta: 10:18:57, time: 3.157, data_time: 0.002, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7854, loss_cls: 1.8223, loss: 1.8223 2020-05-07 17:14:58,175 - mmaction - INFO - Epoch [163][440/627] lr: 0.01468, eta: 10:17:47, time: 3.245, data_time: 0.005, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7958, loss_cls: 1.7881, loss: 1.7881 2020-05-07 17:16:00,587 - mmaction - INFO - Epoch [163][460/627] lr: 0.01468, eta: 10:16:36, time: 3.116, data_time: 0.002, memory: 14492, top1_acc: 0.5188, top5_acc: 0.7437, loss_cls: 2.0117, loss: 2.0117 2020-05-07 17:17:04,491 - mmaction - INFO - Epoch [163][480/627] lr: 0.01468, eta: 10:15:26, time: 3.200, data_time: 0.006, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7792, loss_cls: 1.8586, loss: 1.8586 2020-05-07 17:18:14,707 - mmaction - INFO - Epoch [163][500/627] lr: 0.01468, eta: 10:14:19, time: 3.510, data_time: 0.003, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7667, loss_cls: 1.9582, loss: 1.9582 2020-05-07 17:19:22,691 - mmaction - INFO - Epoch [163][520/627] lr: 0.01468, eta: 10:13:10, time: 3.399, data_time: 0.002, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7813, loss_cls: 1.8823, loss: 1.8823 2020-05-07 17:20:30,843 - mmaction - INFO - Epoch [163][540/627] lr: 0.01468, eta: 10:12:02, time: 3.405, data_time: 0.003, memory: 14492, top1_acc: 0.5208, top5_acc: 0.7792, loss_cls: 1.9437, loss: 1.9437 2020-05-07 17:21:31,557 - mmaction - INFO - Epoch [163][560/627] lr: 0.01468, eta: 10:10:51, time: 3.034, data_time: 0.129, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8104, loss_cls: 1.6978, loss: 1.6978 2020-05-07 17:22:35,786 - mmaction - INFO - Epoch [163][580/627] lr: 0.01468, eta: 10:09:41, time: 3.216, data_time: 0.452, memory: 14492, top1_acc: 0.6062, top5_acc: 0.8208, loss_cls: 1.6987, loss: 1.6987 2020-05-07 17:23:39,246 - mmaction - INFO - Epoch [163][600/627] lr: 0.01468, eta: 10:08:31, time: 3.170, data_time: 0.496, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7917, loss_cls: 1.8360, loss: 1.8360 2020-05-07 17:24:46,689 - mmaction - INFO - Epoch [163][620/627] lr: 0.01468, eta: 10:07:22, time: 3.371, data_time: 0.324, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7688, loss_cls: 1.9236, loss: 1.9236 2020-05-07 17:27:07,842 - mmaction - INFO - Epoch [164][20/627] lr: 0.01311, eta: 10:05:59, time: 5.831, data_time: 3.179, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8000, loss_cls: 1.6955, loss: 1.6955 2020-05-07 17:28:14,476 - mmaction - INFO - Epoch [164][40/627] lr: 0.01311, eta: 10:04:50, time: 3.334, data_time: 0.011, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7979, loss_cls: 1.7626, loss: 1.7626 2020-05-07 17:29:20,816 - mmaction - INFO - Epoch [164][60/627] lr: 0.01311, eta: 10:03:41, time: 3.317, data_time: 0.020, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8021, loss_cls: 1.6686, loss: 1.6686 2020-05-07 17:30:29,192 - mmaction - INFO - Epoch [164][80/627] lr: 0.01311, eta: 10:02:32, time: 3.418, data_time: 0.002, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7562, loss_cls: 1.9877, loss: 1.9877 2020-05-07 17:31:32,747 - mmaction - INFO - Epoch [164][100/627] lr: 0.01311, eta: 10:01:22, time: 3.179, data_time: 0.003, memory: 14492, top1_acc: 0.5812, top5_acc: 0.8042, loss_cls: 1.7370, loss: 1.7370 2020-05-07 17:32:38,119 - mmaction - INFO - Epoch [164][120/627] lr: 0.01311, eta: 10:00:13, time: 3.265, data_time: 0.001, memory: 14492, top1_acc: 0.5792, top5_acc: 0.7729, loss_cls: 1.8736, loss: 1.8736 2020-05-07 17:33:39,238 - mmaction - INFO - Epoch [164][140/627] lr: 0.01311, eta: 9:59:02, time: 3.059, data_time: 0.005, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7833, loss_cls: 1.8804, loss: 1.8804 2020-05-07 17:34:41,245 - mmaction - INFO - Epoch [164][160/627] lr: 0.01311, eta: 9:57:51, time: 3.098, data_time: 0.030, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7667, loss_cls: 1.9408, loss: 1.9408 2020-05-07 17:35:46,552 - mmaction - INFO - Epoch [164][180/627] lr: 0.01311, eta: 9:56:42, time: 3.264, data_time: 0.004, memory: 14492, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 1.9832, loss: 1.9832 2020-05-07 17:36:59,316 - mmaction - INFO - Epoch [164][200/627] lr: 0.01311, eta: 9:55:35, time: 3.638, data_time: 0.004, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7667, loss_cls: 1.9633, loss: 1.9633 2020-05-07 17:38:02,652 - mmaction - INFO - Epoch [164][220/627] lr: 0.01311, eta: 9:54:25, time: 3.170, data_time: 0.004, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7542, loss_cls: 1.9919, loss: 1.9919 2020-05-07 17:39:06,943 - mmaction - INFO - Epoch [164][240/627] lr: 0.01311, eta: 9:53:16, time: 3.212, data_time: 0.003, memory: 14492, top1_acc: 0.5813, top5_acc: 0.8062, loss_cls: 1.7115, loss: 1.7115 2020-05-07 17:40:10,419 - mmaction - INFO - Epoch [164][260/627] lr: 0.01311, eta: 9:52:06, time: 3.171, data_time: 0.012, memory: 14492, top1_acc: 0.5875, top5_acc: 0.8229, loss_cls: 1.7137, loss: 1.7137 2020-05-07 17:41:15,751 - mmaction - INFO - Epoch [164][280/627] lr: 0.01311, eta: 9:50:56, time: 3.269, data_time: 0.039, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7646, loss_cls: 1.8241, loss: 1.8241 2020-05-07 17:42:25,477 - mmaction - INFO - Epoch [164][300/627] lr: 0.01311, eta: 9:49:48, time: 3.483, data_time: 0.026, memory: 14492, top1_acc: 0.5875, top5_acc: 0.7875, loss_cls: 1.7591, loss: 1.7591 2020-05-07 17:43:42,413 - mmaction - INFO - Epoch [164][320/627] lr: 0.01311, eta: 9:48:43, time: 3.852, data_time: 0.006, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7479, loss_cls: 2.0345, loss: 2.0345 2020-05-07 17:44:51,815 - mmaction - INFO - Epoch [164][340/627] lr: 0.01311, eta: 9:47:35, time: 3.466, data_time: 0.153, memory: 14492, top1_acc: 0.6021, top5_acc: 0.8063, loss_cls: 1.7153, loss: 1.7153 2020-05-07 17:46:00,931 - mmaction - INFO - Epoch [164][360/627] lr: 0.01311, eta: 9:46:27, time: 3.457, data_time: 0.948, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7833, loss_cls: 1.8856, loss: 1.8856 2020-05-07 17:47:06,000 - mmaction - INFO - Epoch [164][380/627] lr: 0.01311, eta: 9:45:17, time: 3.255, data_time: 0.062, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7812, loss_cls: 1.8810, loss: 1.8810 2020-05-07 17:48:08,888 - mmaction - INFO - Epoch [164][400/627] lr: 0.01311, eta: 9:44:07, time: 3.143, data_time: 0.002, memory: 14492, top1_acc: 0.5792, top5_acc: 0.8042, loss_cls: 1.7634, loss: 1.7634 2020-05-07 17:49:15,847 - mmaction - INFO - Epoch [164][420/627] lr: 0.01311, eta: 9:42:59, time: 3.350, data_time: 0.003, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8042, loss_cls: 1.7721, loss: 1.7721 2020-05-07 17:50:20,064 - mmaction - INFO - Epoch [164][440/627] lr: 0.01311, eta: 9:41:49, time: 3.207, data_time: 0.002, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7479, loss_cls: 2.0049, loss: 2.0049 2020-05-07 17:51:31,074 - mmaction - INFO - Epoch [164][460/627] lr: 0.01311, eta: 9:40:41, time: 3.553, data_time: 0.005, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7937, loss_cls: 1.8277, loss: 1.8277 2020-05-07 17:52:37,918 - mmaction - INFO - Epoch [164][480/627] lr: 0.01311, eta: 9:39:33, time: 3.340, data_time: 0.003, memory: 14492, top1_acc: 0.5417, top5_acc: 0.7562, loss_cls: 1.9906, loss: 1.9906 2020-05-07 17:53:53,688 - mmaction - INFO - Epoch [164][500/627] lr: 0.01311, eta: 9:38:27, time: 3.792, data_time: 0.005, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7146, loss_cls: 2.0706, loss: 2.0706 2020-05-07 17:55:10,587 - mmaction - INFO - Epoch [164][520/627] lr: 0.01311, eta: 9:37:21, time: 3.841, data_time: 0.107, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7833, loss_cls: 1.8836, loss: 1.8836 2020-05-07 17:56:24,008 - mmaction - INFO - Epoch [164][540/627] lr: 0.01311, eta: 9:36:15, time: 3.672, data_time: 0.005, memory: 14492, top1_acc: 0.5792, top5_acc: 0.7729, loss_cls: 1.8431, loss: 1.8431 2020-05-07 17:57:34,723 - mmaction - INFO - Epoch [164][560/627] lr: 0.01311, eta: 9:35:07, time: 3.539, data_time: 0.004, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7667, loss_cls: 1.9186, loss: 1.9186 2020-05-07 17:58:43,177 - mmaction - INFO - Epoch [164][580/627] lr: 0.01311, eta: 9:33:59, time: 3.422, data_time: 0.001, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7833, loss_cls: 1.8741, loss: 1.8741 2020-05-07 17:59:54,674 - mmaction - INFO - Epoch [164][600/627] lr: 0.01311, eta: 9:32:51, time: 3.574, data_time: 0.001, memory: 14492, top1_acc: 0.5813, top5_acc: 0.8062, loss_cls: 1.7686, loss: 1.7686 2020-05-07 18:01:09,987 - mmaction - INFO - Epoch [164][620/627] lr: 0.01311, eta: 9:31:45, time: 3.767, data_time: 0.002, memory: 14492, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.9306, loss: 1.9306 2020-05-07 18:04:27,688 - mmaction - INFO - Epoch [165][20/627] lr: 0.01162, eta: 9:30:34, time: 7.776, data_time: 4.546, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8083, loss_cls: 1.6796, loss: 1.6796 2020-05-07 18:05:38,503 - mmaction - INFO - Epoch [165][40/627] lr: 0.01162, eta: 9:29:26, time: 3.544, data_time: 0.537, memory: 14492, top1_acc: 0.5729, top5_acc: 0.8000, loss_cls: 1.7722, loss: 1.7722 2020-05-07 18:06:44,689 - mmaction - INFO - Epoch [165][60/627] lr: 0.01162, eta: 9:28:17, time: 3.304, data_time: 0.002, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7563, loss_cls: 1.9873, loss: 1.9873 2020-05-07 18:07:52,858 - mmaction - INFO - Epoch [165][80/627] lr: 0.01162, eta: 9:27:09, time: 3.410, data_time: 0.007, memory: 14492, top1_acc: 0.6250, top5_acc: 0.7833, loss_cls: 1.7643, loss: 1.7643 2020-05-07 18:09:02,619 - mmaction - INFO - Epoch [165][100/627] lr: 0.01162, eta: 9:26:01, time: 3.491, data_time: 0.006, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8042, loss_cls: 1.6938, loss: 1.6938 2020-05-07 18:10:10,620 - mmaction - INFO - Epoch [165][120/627] lr: 0.01162, eta: 9:24:52, time: 3.401, data_time: 0.003, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7896, loss_cls: 1.7846, loss: 1.7846 2020-05-07 18:11:16,346 - mmaction - INFO - Epoch [165][140/627] lr: 0.01162, eta: 9:23:43, time: 3.287, data_time: 0.002, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8104, loss_cls: 1.7041, loss: 1.7041 2020-05-07 18:12:25,206 - mmaction - INFO - Epoch [165][160/627] lr: 0.01162, eta: 9:22:35, time: 3.441, data_time: 0.001, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7729, loss_cls: 1.9052, loss: 1.9052 2020-05-07 18:13:31,454 - mmaction - INFO - Epoch [165][180/627] lr: 0.01162, eta: 9:21:26, time: 3.314, data_time: 0.004, memory: 14492, top1_acc: 0.5813, top5_acc: 0.7812, loss_cls: 1.8428, loss: 1.8428 2020-05-07 18:14:46,939 - mmaction - INFO - Epoch [165][200/627] lr: 0.01162, eta: 9:20:19, time: 3.770, data_time: 0.001, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7854, loss_cls: 1.7813, loss: 1.7813 2020-05-07 18:15:51,710 - mmaction - INFO - Epoch [165][220/627] lr: 0.01162, eta: 9:19:10, time: 3.239, data_time: 0.005, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7875, loss_cls: 1.7921, loss: 1.7921 2020-05-07 18:17:01,339 - mmaction - INFO - Epoch [165][240/627] lr: 0.01162, eta: 9:18:02, time: 3.484, data_time: 0.005, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7792, loss_cls: 1.8370, loss: 1.8370 2020-05-07 18:18:06,440 - mmaction - INFO - Epoch [165][260/627] lr: 0.01162, eta: 9:16:52, time: 3.251, data_time: 0.001, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7729, loss_cls: 1.8669, loss: 1.8669 2020-05-07 18:19:14,304 - mmaction - INFO - Epoch [165][280/627] lr: 0.01162, eta: 9:15:44, time: 3.395, data_time: 0.005, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7833, loss_cls: 1.8104, loss: 1.8104 2020-05-07 18:20:30,417 - mmaction - INFO - Epoch [165][300/627] lr: 0.01162, eta: 9:14:38, time: 3.806, data_time: 0.004, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8083, loss_cls: 1.7173, loss: 1.7173 2020-05-07 18:21:45,449 - mmaction - INFO - Epoch [165][320/627] lr: 0.01162, eta: 9:13:32, time: 3.750, data_time: 0.010, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7396, loss_cls: 2.0141, loss: 2.0141 2020-05-07 18:22:53,694 - mmaction - INFO - Epoch [165][340/627] lr: 0.01162, eta: 9:12:23, time: 3.415, data_time: 0.069, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7667, loss_cls: 1.8708, loss: 1.8708 2020-05-07 18:24:03,949 - mmaction - INFO - Epoch [165][360/627] lr: 0.01162, eta: 9:11:15, time: 3.512, data_time: 0.002, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7792, loss_cls: 1.8726, loss: 1.8726 2020-05-07 18:25:15,612 - mmaction - INFO - Epoch [165][380/627] lr: 0.01162, eta: 9:10:08, time: 3.580, data_time: 0.004, memory: 14492, top1_acc: 0.5771, top5_acc: 0.8042, loss_cls: 1.8218, loss: 1.8218 2020-05-07 18:26:22,913 - mmaction - INFO - Epoch [165][400/627] lr: 0.01162, eta: 9:08:59, time: 3.367, data_time: 0.006, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7667, loss_cls: 1.8356, loss: 1.8356 2020-05-07 18:27:27,430 - mmaction - INFO - Epoch [165][420/627] lr: 0.01162, eta: 9:07:50, time: 3.226, data_time: 0.004, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7688, loss_cls: 1.9038, loss: 1.9038 2020-05-07 18:28:29,283 - mmaction - INFO - Epoch [165][440/627] lr: 0.01162, eta: 9:06:39, time: 3.093, data_time: 0.004, memory: 14492, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7872, loss: 1.7872 2020-05-07 18:29:32,876 - mmaction - INFO - Epoch [165][460/627] lr: 0.01162, eta: 9:05:29, time: 3.178, data_time: 0.003, memory: 14492, top1_acc: 0.5667, top5_acc: 0.8125, loss_cls: 1.7922, loss: 1.7922 2020-05-07 18:30:34,284 - mmaction - INFO - Epoch [165][480/627] lr: 0.01162, eta: 9:04:19, time: 3.071, data_time: 0.005, memory: 14492, top1_acc: 0.5937, top5_acc: 0.7875, loss_cls: 1.7229, loss: 1.7229 2020-05-07 18:31:42,520 - mmaction - INFO - Epoch [165][500/627] lr: 0.01162, eta: 9:03:10, time: 3.413, data_time: 0.006, memory: 14492, top1_acc: 0.5396, top5_acc: 0.7771, loss_cls: 1.8474, loss: 1.8474 2020-05-07 18:32:51,235 - mmaction - INFO - Epoch [165][520/627] lr: 0.01162, eta: 9:02:02, time: 3.433, data_time: 0.004, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7854, loss_cls: 1.7621, loss: 1.7621 2020-05-07 18:33:55,611 - mmaction - INFO - Epoch [165][540/627] lr: 0.01162, eta: 9:00:53, time: 3.224, data_time: 0.220, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7875, loss_cls: 1.7362, loss: 1.7362 2020-05-07 18:35:07,005 - mmaction - INFO - Epoch [165][560/627] lr: 0.01162, eta: 8:59:45, time: 3.568, data_time: 0.105, memory: 14492, top1_acc: 0.5729, top5_acc: 0.8125, loss_cls: 1.7399, loss: 1.7399 2020-05-07 18:36:22,481 - mmaction - INFO - Epoch [165][580/627] lr: 0.01162, eta: 8:58:39, time: 3.774, data_time: 0.003, memory: 14492, top1_acc: 0.5542, top5_acc: 0.7833, loss_cls: 1.8443, loss: 1.8443 2020-05-07 18:37:28,596 - mmaction - INFO - Epoch [165][600/627] lr: 0.01162, eta: 8:57:30, time: 3.304, data_time: 0.042, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7562, loss_cls: 1.9159, loss: 1.9159 2020-05-07 18:38:45,417 - mmaction - INFO - Epoch [165][620/627] lr: 0.01162, eta: 8:56:24, time: 3.844, data_time: 0.004, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8062, loss_cls: 1.7008, loss: 1.7008 2020-05-07 18:42:48,347 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 18:42:49,481 - mmaction - INFO - top1_acc 0.5949 top5_acc 0.8167 2020-05-07 18:42:49,481 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 18:42:49,651 - mmaction - INFO - mean_acc 0.5948 2020-05-07 18:42:49,661 - mmaction - INFO - Epoch [165][627/627] lr: 0.01162, top1_acc: 0.5949, top5_acc: 0.8167, mean_class_accuracy: 0.5948 2020-05-07 18:44:53,360 - mmaction - INFO - Epoch [166][20/627] lr: 0.01022, eta: 8:55:01, time: 6.177, data_time: 2.566, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7875, loss_cls: 1.7476, loss: 1.7476 2020-05-07 18:45:57,468 - mmaction - INFO - Epoch [166][40/627] lr: 0.01022, eta: 8:53:51, time: 3.210, data_time: 0.005, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.8484, loss: 1.8484 2020-05-07 18:47:01,776 - mmaction - INFO - Epoch [166][60/627] lr: 0.01022, eta: 8:52:42, time: 3.215, data_time: 0.002, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7979, loss_cls: 1.8397, loss: 1.8397 2020-05-07 18:48:07,902 - mmaction - INFO - Epoch [166][80/627] lr: 0.01022, eta: 8:51:33, time: 3.305, data_time: 0.002, memory: 14492, top1_acc: 0.5917, top5_acc: 0.7938, loss_cls: 1.7586, loss: 1.7586 2020-05-07 18:49:18,425 - mmaction - INFO - Epoch [166][100/627] lr: 0.01022, eta: 8:50:25, time: 3.525, data_time: 0.003, memory: 14492, top1_acc: 0.5521, top5_acc: 0.7667, loss_cls: 1.8925, loss: 1.8925 2020-05-07 18:50:23,493 - mmaction - INFO - Epoch [166][120/627] lr: 0.01022, eta: 8:49:15, time: 3.252, data_time: 0.005, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7896, loss_cls: 1.8911, loss: 1.8911 2020-05-07 18:51:30,525 - mmaction - INFO - Epoch [166][140/627] lr: 0.01022, eta: 8:48:07, time: 3.355, data_time: 0.027, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7875, loss_cls: 1.7901, loss: 1.7901 2020-05-07 18:52:33,766 - mmaction - INFO - Epoch [166][160/627] lr: 0.01022, eta: 8:46:57, time: 3.161, data_time: 0.011, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7896, loss_cls: 1.7051, loss: 1.7051 2020-05-07 18:53:42,165 - mmaction - INFO - Epoch [166][180/627] lr: 0.01022, eta: 8:45:48, time: 3.419, data_time: 0.205, memory: 14492, top1_acc: 0.5687, top5_acc: 0.7542, loss_cls: 1.8435, loss: 1.8435 2020-05-07 18:54:49,658 - mmaction - INFO - Epoch [166][200/627] lr: 0.01022, eta: 8:44:40, time: 3.376, data_time: 0.896, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7854, loss_cls: 1.8286, loss: 1.8286 2020-05-07 18:55:51,750 - mmaction - INFO - Epoch [166][220/627] lr: 0.01022, eta: 8:43:29, time: 3.105, data_time: 0.243, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7833, loss_cls: 1.7966, loss: 1.7966 2020-05-07 18:56:59,170 - mmaction - INFO - Epoch [166][240/627] lr: 0.01022, eta: 8:42:21, time: 3.370, data_time: 0.001, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7833, loss_cls: 1.7959, loss: 1.7959 2020-05-07 18:58:08,084 - mmaction - INFO - Epoch [166][260/627] lr: 0.01022, eta: 8:41:13, time: 3.443, data_time: 0.001, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7917, loss_cls: 1.7518, loss: 1.7518 2020-05-07 18:59:15,019 - mmaction - INFO - Epoch [166][280/627] lr: 0.01022, eta: 8:40:04, time: 3.350, data_time: 0.004, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8104, loss_cls: 1.8210, loss: 1.8210 2020-05-07 19:00:18,828 - mmaction - INFO - Epoch [166][300/627] lr: 0.01022, eta: 8:38:54, time: 3.190, data_time: 0.029, memory: 14492, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.7191, loss: 1.7191 2020-05-07 19:01:48,794 - mmaction - INFO - Epoch [166][320/627] lr: 0.01022, eta: 8:37:52, time: 4.455, data_time: 0.002, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8146, loss_cls: 1.6763, loss: 1.6763 2020-05-07 19:03:23,919 - mmaction - INFO - Epoch [166][340/627] lr: 0.01022, eta: 8:36:51, time: 4.798, data_time: 0.055, memory: 14492, top1_acc: 0.5708, top5_acc: 0.7938, loss_cls: 1.7553, loss: 1.7553 2020-05-07 19:04:50,130 - mmaction - INFO - Epoch [166][360/627] lr: 0.01022, eta: 8:35:48, time: 4.310, data_time: 0.010, memory: 14492, top1_acc: 0.6021, top5_acc: 0.8000, loss_cls: 1.7032, loss: 1.7032 2020-05-07 19:06:12,677 - mmaction - INFO - Epoch [166][380/627] lr: 0.01022, eta: 8:34:43, time: 4.130, data_time: 1.285, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7792, loss_cls: 1.7733, loss: 1.7733 2020-05-07 19:07:27,801 - mmaction - INFO - Epoch [166][400/627] lr: 0.01022, eta: 8:33:37, time: 3.753, data_time: 0.639, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7729, loss_cls: 1.8505, loss: 1.8505 2020-05-07 19:08:41,201 - mmaction - INFO - Epoch [166][420/627] lr: 0.01022, eta: 8:32:30, time: 3.668, data_time: 0.004, memory: 14492, top1_acc: 0.5688, top5_acc: 0.8083, loss_cls: 1.7228, loss: 1.7228 2020-05-07 19:09:55,909 - mmaction - INFO - Epoch [166][440/627] lr: 0.01022, eta: 8:31:23, time: 3.740, data_time: 0.035, memory: 14492, top1_acc: 0.5938, top5_acc: 0.7688, loss_cls: 1.8647, loss: 1.8647 2020-05-07 19:11:09,975 - mmaction - INFO - Epoch [166][460/627] lr: 0.01022, eta: 8:30:16, time: 3.703, data_time: 0.002, memory: 14492, top1_acc: 0.5833, top5_acc: 0.8063, loss_cls: 1.7326, loss: 1.7326 2020-05-07 19:12:19,441 - mmaction - INFO - Epoch [166][480/627] lr: 0.01022, eta: 8:29:08, time: 3.473, data_time: 0.002, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7479, loss_cls: 1.8930, loss: 1.8930 2020-05-07 19:13:32,443 - mmaction - INFO - Epoch [166][500/627] lr: 0.01022, eta: 8:28:01, time: 3.649, data_time: 0.002, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8000, loss_cls: 1.7112, loss: 1.7112 2020-05-07 19:14:50,225 - mmaction - INFO - Epoch [166][520/627] lr: 0.01022, eta: 8:26:55, time: 3.887, data_time: 0.004, memory: 14492, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.7135, loss: 1.7135 2020-05-07 19:16:03,748 - mmaction - INFO - Epoch [166][540/627] lr: 0.01022, eta: 8:25:48, time: 3.679, data_time: 0.005, memory: 14492, top1_acc: 0.5917, top5_acc: 0.7729, loss_cls: 1.8016, loss: 1.8016 2020-05-07 19:17:10,122 - mmaction - INFO - Epoch [166][560/627] lr: 0.01022, eta: 8:24:39, time: 3.319, data_time: 0.004, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7812, loss_cls: 1.7425, loss: 1.7425 2020-05-07 19:18:17,758 - mmaction - INFO - Epoch [166][580/627] lr: 0.01022, eta: 8:23:30, time: 3.382, data_time: 0.002, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7813, loss_cls: 1.8699, loss: 1.8699 2020-05-07 19:19:27,275 - mmaction - INFO - Epoch [166][600/627] lr: 0.01022, eta: 8:22:22, time: 3.474, data_time: 0.002, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7979, loss_cls: 1.7314, loss: 1.7314 2020-05-07 19:20:44,265 - mmaction - INFO - Epoch [166][620/627] lr: 0.01022, eta: 8:21:16, time: 3.849, data_time: 0.004, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8167, loss_cls: 1.6445, loss: 1.6445 2020-05-07 19:23:46,415 - mmaction - INFO - Epoch [167][20/627] lr: 0.00891, eta: 8:19:57, time: 7.069, data_time: 3.666, memory: 14492, top1_acc: 0.5813, top5_acc: 0.8167, loss_cls: 1.7262, loss: 1.7262 2020-05-07 19:24:57,359 - mmaction - INFO - Epoch [167][40/627] lr: 0.00891, eta: 8:18:49, time: 3.543, data_time: 0.056, memory: 14492, top1_acc: 0.5833, top5_acc: 0.8042, loss_cls: 1.7611, loss: 1.7611 2020-05-07 19:26:00,726 - mmaction - INFO - Epoch [167][60/627] lr: 0.00891, eta: 8:17:39, time: 3.170, data_time: 0.007, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8000, loss_cls: 1.7233, loss: 1.7233 2020-05-07 19:27:04,618 - mmaction - INFO - Epoch [167][80/627] lr: 0.00891, eta: 8:16:29, time: 3.198, data_time: 0.005, memory: 14492, top1_acc: 0.5937, top5_acc: 0.8146, loss_cls: 1.7304, loss: 1.7304 2020-05-07 19:28:06,767 - mmaction - INFO - Epoch [167][100/627] lr: 0.00891, eta: 8:15:19, time: 3.105, data_time: 0.003, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7937, loss_cls: 1.7465, loss: 1.7465 2020-05-07 19:29:09,822 - mmaction - INFO - Epoch [167][120/627] lr: 0.00891, eta: 8:14:09, time: 3.156, data_time: 0.004, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7896, loss_cls: 1.8240, loss: 1.8240 2020-05-07 19:30:16,355 - mmaction - INFO - Epoch [167][140/627] lr: 0.00891, eta: 8:13:00, time: 3.324, data_time: 0.020, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7854, loss_cls: 1.8107, loss: 1.8107 2020-05-07 19:31:18,822 - mmaction - INFO - Epoch [167][160/627] lr: 0.00891, eta: 8:11:50, time: 3.122, data_time: 0.004, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8208, loss_cls: 1.6731, loss: 1.6731 2020-05-07 19:32:22,138 - mmaction - INFO - Epoch [167][180/627] lr: 0.00891, eta: 8:10:40, time: 3.166, data_time: 0.006, memory: 14492, top1_acc: 0.5979, top5_acc: 0.8062, loss_cls: 1.7345, loss: 1.7345 2020-05-07 19:33:40,543 - mmaction - INFO - Epoch [167][200/627] lr: 0.00891, eta: 8:09:34, time: 3.923, data_time: 0.005, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8146, loss_cls: 1.6923, loss: 1.6923 2020-05-07 19:34:43,891 - mmaction - INFO - Epoch [167][220/627] lr: 0.00891, eta: 8:08:24, time: 3.168, data_time: 0.143, memory: 14492, top1_acc: 0.5979, top5_acc: 0.8021, loss_cls: 1.7194, loss: 1.7194 2020-05-07 19:35:54,441 - mmaction - INFO - Epoch [167][240/627] lr: 0.00891, eta: 8:07:16, time: 3.528, data_time: 0.391, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7896, loss_cls: 1.7297, loss: 1.7297 2020-05-07 19:37:08,726 - mmaction - INFO - Epoch [167][260/627] lr: 0.00891, eta: 8:06:10, time: 3.713, data_time: 0.240, memory: 14492, top1_acc: 0.6167, top5_acc: 0.7958, loss_cls: 1.7131, loss: 1.7131 2020-05-07 19:38:23,751 - mmaction - INFO - Epoch [167][280/627] lr: 0.00891, eta: 8:05:03, time: 3.747, data_time: 0.003, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7812, loss_cls: 1.7955, loss: 1.7955 2020-05-07 19:39:34,476 - mmaction - INFO - Epoch [167][300/627] lr: 0.00891, eta: 8:03:55, time: 3.539, data_time: 0.005, memory: 14492, top1_acc: 0.6708, top5_acc: 0.8396, loss_cls: 1.4955, loss: 1.4955 2020-05-07 19:40:44,927 - mmaction - INFO - Epoch [167][320/627] lr: 0.00891, eta: 8:02:47, time: 3.524, data_time: 0.002, memory: 14492, top1_acc: 0.5500, top5_acc: 0.7500, loss_cls: 1.9966, loss: 1.9966 2020-05-07 19:41:56,816 - mmaction - INFO - Epoch [167][340/627] lr: 0.00891, eta: 8:01:39, time: 3.595, data_time: 0.002, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7604, loss_cls: 1.8668, loss: 1.8668 2020-05-07 19:43:07,742 - mmaction - INFO - Epoch [167][360/627] lr: 0.00891, eta: 8:00:31, time: 3.546, data_time: 0.001, memory: 14492, top1_acc: 0.5667, top5_acc: 0.7688, loss_cls: 1.8902, loss: 1.8902 2020-05-07 19:44:19,315 - mmaction - INFO - Epoch [167][380/627] lr: 0.00891, eta: 7:59:24, time: 3.574, data_time: 0.011, memory: 14492, top1_acc: 0.5979, top5_acc: 0.8167, loss_cls: 1.7294, loss: 1.7294 2020-05-07 19:45:30,624 - mmaction - INFO - Epoch [167][400/627] lr: 0.00891, eta: 7:58:16, time: 3.570, data_time: 0.067, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7604, loss_cls: 1.9581, loss: 1.9581 2020-05-07 19:46:45,732 - mmaction - INFO - Epoch [167][420/627] lr: 0.00891, eta: 7:57:09, time: 3.751, data_time: 0.029, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7625, loss_cls: 1.9266, loss: 1.9266 2020-05-07 19:47:53,002 - mmaction - INFO - Epoch [167][440/627] lr: 0.00891, eta: 7:56:00, time: 3.365, data_time: 0.006, memory: 14492, top1_acc: 0.5917, top5_acc: 0.7771, loss_cls: 1.8972, loss: 1.8972 2020-05-07 19:48:58,920 - mmaction - INFO - Epoch [167][460/627] lr: 0.00891, eta: 7:54:51, time: 3.299, data_time: 0.005, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7667, loss_cls: 1.8672, loss: 1.8672 2020-05-07 19:50:07,498 - mmaction - INFO - Epoch [167][480/627] lr: 0.00891, eta: 7:53:43, time: 3.427, data_time: 0.019, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8021, loss_cls: 1.6666, loss: 1.6666 2020-05-07 19:51:20,075 - mmaction - INFO - Epoch [167][500/627] lr: 0.00891, eta: 7:52:35, time: 3.632, data_time: 1.265, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7958, loss_cls: 1.7213, loss: 1.7213 2020-05-07 19:52:27,597 - mmaction - INFO - Epoch [167][520/627] lr: 0.00891, eta: 7:51:26, time: 3.370, data_time: 0.119, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7958, loss_cls: 1.7306, loss: 1.7306 2020-05-07 19:53:35,457 - mmaction - INFO - Epoch [167][540/627] lr: 0.00891, eta: 7:50:18, time: 3.394, data_time: 0.006, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7729, loss_cls: 1.7853, loss: 1.7853 2020-05-07 19:54:48,100 - mmaction - INFO - Epoch [167][560/627] lr: 0.00891, eta: 7:49:10, time: 3.634, data_time: 0.005, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7896, loss_cls: 1.8463, loss: 1.8463 2020-05-07 19:55:51,335 - mmaction - INFO - Epoch [167][580/627] lr: 0.00891, eta: 7:48:00, time: 3.162, data_time: 0.932, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7833, loss_cls: 1.8754, loss: 1.8754 2020-05-07 19:56:55,061 - mmaction - INFO - Epoch [167][600/627] lr: 0.00891, eta: 7:46:51, time: 3.188, data_time: 1.523, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7833, loss_cls: 1.8400, loss: 1.8400 2020-05-07 19:57:59,018 - mmaction - INFO - Epoch [167][620/627] lr: 0.00891, eta: 7:45:41, time: 3.195, data_time: 1.362, memory: 14492, top1_acc: 0.5750, top5_acc: 0.7604, loss_cls: 1.9443, loss: 1.9443 2020-05-07 20:00:29,458 - mmaction - INFO - Epoch [168][20/627] lr: 0.00769, eta: 7:44:18, time: 6.522, data_time: 3.203, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7875, loss_cls: 1.7576, loss: 1.7576 2020-05-07 20:01:33,248 - mmaction - INFO - Epoch [168][40/627] lr: 0.00769, eta: 7:43:08, time: 3.188, data_time: 0.030, memory: 14492, top1_acc: 0.6354, top5_acc: 0.7875, loss_cls: 1.6778, loss: 1.6778 2020-05-07 20:02:37,290 - mmaction - INFO - Epoch [168][60/627] lr: 0.00769, eta: 7:41:59, time: 3.200, data_time: 0.050, memory: 14492, top1_acc: 0.5833, top5_acc: 0.7542, loss_cls: 1.8582, loss: 1.8582 2020-05-07 20:03:44,544 - mmaction - INFO - Epoch [168][80/627] lr: 0.00769, eta: 7:40:50, time: 3.359, data_time: 0.201, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7958, loss_cls: 1.7018, loss: 1.7018 2020-05-07 20:04:49,896 - mmaction - INFO - Epoch [168][100/627] lr: 0.00769, eta: 7:39:41, time: 3.275, data_time: 0.311, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7938, loss_cls: 1.8491, loss: 1.8491 2020-05-07 20:05:57,347 - mmaction - INFO - Epoch [168][120/627] lr: 0.00769, eta: 7:38:32, time: 3.374, data_time: 0.283, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8187, loss_cls: 1.5941, loss: 1.5941 2020-05-07 20:06:58,974 - mmaction - INFO - Epoch [168][140/627] lr: 0.00769, eta: 7:37:22, time: 3.080, data_time: 0.022, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8188, loss_cls: 1.7079, loss: 1.7079 2020-05-07 20:07:59,566 - mmaction - INFO - Epoch [168][160/627] lr: 0.00769, eta: 7:36:11, time: 3.030, data_time: 0.002, memory: 14492, top1_acc: 0.5771, top5_acc: 0.8042, loss_cls: 1.7934, loss: 1.7934 2020-05-07 20:08:57,530 - mmaction - INFO - Epoch [168][180/627] lr: 0.00769, eta: 7:35:00, time: 2.893, data_time: 0.001, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7937, loss_cls: 1.8193, loss: 1.8193 2020-05-07 20:09:59,912 - mmaction - INFO - Epoch [168][200/627] lr: 0.00769, eta: 7:33:50, time: 3.124, data_time: 0.006, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8333, loss_cls: 1.5745, loss: 1.5745 2020-05-07 20:11:08,263 - mmaction - INFO - Epoch [168][220/627] lr: 0.00769, eta: 7:32:42, time: 3.414, data_time: 0.001, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7646, loss_cls: 1.9277, loss: 1.9277 2020-05-07 20:12:10,448 - mmaction - INFO - Epoch [168][240/627] lr: 0.00769, eta: 7:31:32, time: 3.110, data_time: 0.517, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7750, loss_cls: 1.9035, loss: 1.9035 2020-05-07 20:13:10,673 - mmaction - INFO - Epoch [168][260/627] lr: 0.00769, eta: 7:30:21, time: 3.011, data_time: 0.150, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8396, loss_cls: 1.5843, loss: 1.5843 2020-05-07 20:14:10,549 - mmaction - INFO - Epoch [168][280/627] lr: 0.00769, eta: 7:29:11, time: 2.996, data_time: 0.003, memory: 14492, top1_acc: 0.6062, top5_acc: 0.7958, loss_cls: 1.7436, loss: 1.7436 2020-05-07 20:15:11,212 - mmaction - INFO - Epoch [168][300/627] lr: 0.00769, eta: 7:28:00, time: 3.033, data_time: 0.397, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7688, loss_cls: 1.8621, loss: 1.8621 2020-05-07 20:16:10,671 - mmaction - INFO - Epoch [168][320/627] lr: 0.00769, eta: 7:26:50, time: 2.968, data_time: 0.243, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8042, loss_cls: 1.6755, loss: 1.6755 2020-05-07 20:17:09,499 - mmaction - INFO - Epoch [168][340/627] lr: 0.00769, eta: 7:25:39, time: 2.940, data_time: 0.590, memory: 14492, top1_acc: 0.5917, top5_acc: 0.8104, loss_cls: 1.7805, loss: 1.7805 2020-05-07 20:18:11,257 - mmaction - INFO - Epoch [168][360/627] lr: 0.00769, eta: 7:24:29, time: 3.089, data_time: 0.007, memory: 14492, top1_acc: 0.6083, top5_acc: 0.8167, loss_cls: 1.6461, loss: 1.6461 2020-05-07 20:19:12,282 - mmaction - INFO - Epoch [168][380/627] lr: 0.00769, eta: 7:23:19, time: 3.053, data_time: 0.812, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8146, loss_cls: 1.6006, loss: 1.6006 2020-05-07 20:20:14,751 - mmaction - INFO - Epoch [168][400/627] lr: 0.00769, eta: 7:22:09, time: 3.103, data_time: 0.556, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7896, loss_cls: 1.7714, loss: 1.7714 2020-05-07 20:21:13,986 - mmaction - INFO - Epoch [168][420/627] lr: 0.00769, eta: 7:20:58, time: 2.984, data_time: 0.031, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7542, loss_cls: 1.8921, loss: 1.8921 2020-05-07 20:22:19,619 - mmaction - INFO - Epoch [168][440/627] lr: 0.00769, eta: 7:19:49, time: 3.281, data_time: 0.002, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8083, loss_cls: 1.7201, loss: 1.7201 2020-05-07 20:23:22,618 - mmaction - INFO - Epoch [168][460/627] lr: 0.00769, eta: 7:18:39, time: 3.150, data_time: 0.006, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8229, loss_cls: 1.6778, loss: 1.6778 2020-05-07 20:24:25,195 - mmaction - INFO - Epoch [168][480/627] lr: 0.00769, eta: 7:17:29, time: 3.127, data_time: 0.003, memory: 14492, top1_acc: 0.6312, top5_acc: 0.8167, loss_cls: 1.6147, loss: 1.6147 2020-05-07 20:25:25,364 - mmaction - INFO - Epoch [168][500/627] lr: 0.00769, eta: 7:16:19, time: 3.009, data_time: 0.045, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7896, loss_cls: 1.7306, loss: 1.7306 2020-05-07 20:26:27,759 - mmaction - INFO - Epoch [168][520/627] lr: 0.00769, eta: 7:15:09, time: 3.118, data_time: 0.021, memory: 14492, top1_acc: 0.5875, top5_acc: 0.7896, loss_cls: 1.7672, loss: 1.7672 2020-05-07 20:27:34,678 - mmaction - INFO - Epoch [168][540/627] lr: 0.00769, eta: 7:14:00, time: 3.349, data_time: 0.008, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7833, loss_cls: 1.7938, loss: 1.7938 2020-05-07 20:28:33,559 - mmaction - INFO - Epoch [168][560/627] lr: 0.00769, eta: 7:12:50, time: 2.946, data_time: 0.003, memory: 14492, top1_acc: 0.5229, top5_acc: 0.7583, loss_cls: 2.0077, loss: 2.0077 2020-05-07 20:29:36,397 - mmaction - INFO - Epoch [168][580/627] lr: 0.00769, eta: 7:11:40, time: 3.140, data_time: 1.124, memory: 14492, top1_acc: 0.5604, top5_acc: 0.7812, loss_cls: 1.8896, loss: 1.8896 2020-05-07 20:30:40,113 - mmaction - INFO - Epoch [168][600/627] lr: 0.00769, eta: 7:10:31, time: 3.187, data_time: 0.285, memory: 14492, top1_acc: 0.5563, top5_acc: 0.7896, loss_cls: 1.8184, loss: 1.8184 2020-05-07 20:31:44,714 - mmaction - INFO - Epoch [168][620/627] lr: 0.00769, eta: 7:09:21, time: 3.227, data_time: 0.002, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8042, loss_cls: 1.7054, loss: 1.7054 2020-05-07 20:33:29,443 - mmaction - INFO - Epoch [169][20/627] lr: 0.00656, eta: 7:07:46, time: 4.023, data_time: 1.298, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8187, loss_cls: 1.5270, loss: 1.5270 2020-05-07 20:34:31,579 - mmaction - INFO - Epoch [169][40/627] lr: 0.00656, eta: 7:06:37, time: 3.107, data_time: 0.002, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7833, loss_cls: 1.8134, loss: 1.8134 2020-05-07 20:35:36,118 - mmaction - INFO - Epoch [169][60/627] lr: 0.00656, eta: 7:05:27, time: 3.223, data_time: 0.132, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7979, loss_cls: 1.7509, loss: 1.7509 2020-05-07 20:36:37,839 - mmaction - INFO - Epoch [169][80/627] lr: 0.00656, eta: 7:04:17, time: 3.087, data_time: 0.005, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8146, loss_cls: 1.6745, loss: 1.6745 2020-05-07 20:37:39,216 - mmaction - INFO - Epoch [169][100/627] lr: 0.00656, eta: 7:03:07, time: 3.069, data_time: 0.003, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8042, loss_cls: 1.6583, loss: 1.6583 2020-05-07 20:38:47,187 - mmaction - INFO - Epoch [169][120/627] lr: 0.00656, eta: 7:01:59, time: 3.396, data_time: 0.003, memory: 14492, top1_acc: 0.5854, top5_acc: 0.8313, loss_cls: 1.7314, loss: 1.7314 2020-05-07 20:39:50,340 - mmaction - INFO - Epoch [169][140/627] lr: 0.00656, eta: 7:00:49, time: 3.163, data_time: 0.006, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8021, loss_cls: 1.7186, loss: 1.7186 2020-05-07 20:40:54,568 - mmaction - INFO - Epoch [169][160/627] lr: 0.00656, eta: 6:59:40, time: 3.204, data_time: 0.001, memory: 14492, top1_acc: 0.6062, top5_acc: 0.7958, loss_cls: 1.6158, loss: 1.6158 2020-05-07 20:42:02,497 - mmaction - INFO - Epoch [169][180/627] lr: 0.00656, eta: 6:58:32, time: 3.400, data_time: 0.025, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8083, loss_cls: 1.6671, loss: 1.6671 2020-05-07 20:43:09,420 - mmaction - INFO - Epoch [169][200/627] lr: 0.00656, eta: 6:57:23, time: 3.347, data_time: 0.006, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8000, loss_cls: 1.6545, loss: 1.6545 2020-05-07 20:44:40,387 - mmaction - INFO - Epoch [169][220/627] lr: 0.00656, eta: 6:56:19, time: 4.552, data_time: 0.005, memory: 14492, top1_acc: 0.5771, top5_acc: 0.8000, loss_cls: 1.7216, loss: 1.7216 2020-05-07 20:45:55,298 - mmaction - INFO - Epoch [169][240/627] lr: 0.00656, eta: 6:55:12, time: 3.745, data_time: 0.005, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7833, loss_cls: 1.8685, loss: 1.8685 2020-05-07 20:47:00,325 - mmaction - INFO - Epoch [169][260/627] lr: 0.00656, eta: 6:54:03, time: 3.249, data_time: 0.021, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8167, loss_cls: 1.5977, loss: 1.5977 2020-05-07 20:48:08,996 - mmaction - INFO - Epoch [169][280/627] lr: 0.00656, eta: 6:52:55, time: 3.434, data_time: 0.004, memory: 14492, top1_acc: 0.5813, top5_acc: 0.8042, loss_cls: 1.7390, loss: 1.7390 2020-05-07 20:49:16,282 - mmaction - INFO - Epoch [169][300/627] lr: 0.00656, eta: 6:51:46, time: 3.362, data_time: 0.004, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7688, loss_cls: 1.8798, loss: 1.8798 2020-05-07 20:50:21,136 - mmaction - INFO - Epoch [169][320/627] lr: 0.00656, eta: 6:50:37, time: 3.247, data_time: 0.005, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7938, loss_cls: 1.7687, loss: 1.7687 2020-05-07 20:51:26,010 - mmaction - INFO - Epoch [169][340/627] lr: 0.00656, eta: 6:49:28, time: 3.243, data_time: 0.001, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7896, loss_cls: 1.7992, loss: 1.7992 2020-05-07 20:52:34,590 - mmaction - INFO - Epoch [169][360/627] lr: 0.00656, eta: 6:48:20, time: 3.427, data_time: 0.001, memory: 14492, top1_acc: 0.6188, top5_acc: 0.7958, loss_cls: 1.7273, loss: 1.7273 2020-05-07 20:53:41,553 - mmaction - INFO - Epoch [169][380/627] lr: 0.00656, eta: 6:47:11, time: 3.350, data_time: 0.004, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6926, loss: 1.6926 2020-05-07 20:54:45,797 - mmaction - INFO - Epoch [169][400/627] lr: 0.00656, eta: 6:46:02, time: 3.210, data_time: 0.002, memory: 14492, top1_acc: 0.5792, top5_acc: 0.7771, loss_cls: 1.8871, loss: 1.8871 2020-05-07 20:55:49,439 - mmaction - INFO - Epoch [169][420/627] lr: 0.00656, eta: 6:44:52, time: 3.178, data_time: 0.004, memory: 14492, top1_acc: 0.6125, top5_acc: 0.7979, loss_cls: 1.7297, loss: 1.7297 2020-05-07 20:56:52,389 - mmaction - INFO - Epoch [169][440/627] lr: 0.00656, eta: 6:43:43, time: 3.152, data_time: 0.007, memory: 14492, top1_acc: 0.6563, top5_acc: 0.8187, loss_cls: 1.5942, loss: 1.5942 2020-05-07 20:57:55,953 - mmaction - INFO - Epoch [169][460/627] lr: 0.00656, eta: 6:42:33, time: 3.177, data_time: 0.004, memory: 14492, top1_acc: 0.6062, top5_acc: 0.8229, loss_cls: 1.6019, loss: 1.6019 2020-05-07 20:59:00,342 - mmaction - INFO - Epoch [169][480/627] lr: 0.00656, eta: 6:41:24, time: 3.222, data_time: 0.005, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8208, loss_cls: 1.6663, loss: 1.6663 2020-05-07 21:00:13,425 - mmaction - INFO - Epoch [169][500/627] lr: 0.00656, eta: 6:40:17, time: 3.647, data_time: 0.198, memory: 14492, top1_acc: 0.6021, top5_acc: 0.8083, loss_cls: 1.7465, loss: 1.7465 2020-05-07 21:01:28,757 - mmaction - INFO - Epoch [169][520/627] lr: 0.00656, eta: 6:39:10, time: 3.774, data_time: 0.011, memory: 14492, top1_acc: 0.6021, top5_acc: 0.8292, loss_cls: 1.6303, loss: 1.6303 2020-05-07 21:02:50,411 - mmaction - INFO - Epoch [169][540/627] lr: 0.00656, eta: 6:38:04, time: 4.079, data_time: 0.004, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8083, loss_cls: 1.6642, loss: 1.6642 2020-05-07 21:04:06,057 - mmaction - INFO - Epoch [169][560/627] lr: 0.00656, eta: 6:36:57, time: 3.784, data_time: 0.008, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8250, loss_cls: 1.6370, loss: 1.6370 2020-05-07 21:05:19,612 - mmaction - INFO - Epoch [169][580/627] lr: 0.00656, eta: 6:35:50, time: 3.676, data_time: 0.003, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7875, loss_cls: 1.7483, loss: 1.7483 2020-05-07 21:06:30,666 - mmaction - INFO - Epoch [169][600/627] lr: 0.00656, eta: 6:34:42, time: 3.553, data_time: 0.005, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7750, loss_cls: 1.7553, loss: 1.7553 2020-05-07 21:07:43,344 - mmaction - INFO - Epoch [169][620/627] lr: 0.00656, eta: 6:33:34, time: 3.637, data_time: 0.005, memory: 14492, top1_acc: 0.5479, top5_acc: 0.7604, loss_cls: 1.8762, loss: 1.8762 2020-05-07 21:11:02,241 - mmaction - INFO - Epoch [170][20/627] lr: 0.00551, eta: 6:32:15, time: 7.920, data_time: 4.582, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8125, loss_cls: 1.6446, loss: 1.6446 2020-05-07 21:12:07,225 - mmaction - INFO - Epoch [170][40/627] lr: 0.00551, eta: 6:31:06, time: 3.249, data_time: 0.002, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8062, loss_cls: 1.7331, loss: 1.7331 2020-05-07 21:13:15,941 - mmaction - INFO - Epoch [170][60/627] lr: 0.00551, eta: 6:29:58, time: 3.433, data_time: 0.002, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8417, loss_cls: 1.5265, loss: 1.5265 2020-05-07 21:14:24,530 - mmaction - INFO - Epoch [170][80/627] lr: 0.00551, eta: 6:28:50, time: 3.433, data_time: 0.005, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8021, loss_cls: 1.6693, loss: 1.6693 2020-05-07 21:15:29,663 - mmaction - INFO - Epoch [170][100/627] lr: 0.00551, eta: 6:27:40, time: 3.257, data_time: 0.001, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7958, loss_cls: 1.7069, loss: 1.7069 2020-05-07 21:16:37,908 - mmaction - INFO - Epoch [170][120/627] lr: 0.00551, eta: 6:26:32, time: 3.413, data_time: 0.028, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8083, loss_cls: 1.6947, loss: 1.6947 2020-05-07 21:17:42,682 - mmaction - INFO - Epoch [170][140/627] lr: 0.00551, eta: 6:25:23, time: 3.237, data_time: 0.001, memory: 14492, top1_acc: 0.6208, top5_acc: 0.7979, loss_cls: 1.6645, loss: 1.6645 2020-05-07 21:18:46,839 - mmaction - INFO - Epoch [170][160/627] lr: 0.00551, eta: 6:24:13, time: 3.207, data_time: 0.002, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7937, loss_cls: 1.7479, loss: 1.7479 2020-05-07 21:19:52,068 - mmaction - INFO - Epoch [170][180/627] lr: 0.00551, eta: 6:23:04, time: 3.259, data_time: 0.003, memory: 14492, top1_acc: 0.5979, top5_acc: 0.8062, loss_cls: 1.7852, loss: 1.7852 2020-05-07 21:20:57,435 - mmaction - INFO - Epoch [170][200/627] lr: 0.00551, eta: 6:21:55, time: 3.272, data_time: 0.005, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7979, loss_cls: 1.7103, loss: 1.7103 2020-05-07 21:22:07,985 - mmaction - INFO - Epoch [170][220/627] lr: 0.00551, eta: 6:20:47, time: 3.528, data_time: 0.001, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7917, loss_cls: 1.7035, loss: 1.7035 2020-05-07 21:23:18,597 - mmaction - INFO - Epoch [170][240/627] lr: 0.00551, eta: 6:19:39, time: 3.529, data_time: 0.003, memory: 14492, top1_acc: 0.6313, top5_acc: 0.7958, loss_cls: 1.6078, loss: 1.6078 2020-05-07 21:24:32,871 - mmaction - INFO - Epoch [170][260/627] lr: 0.00551, eta: 6:18:32, time: 3.711, data_time: 0.103, memory: 14492, top1_acc: 0.6313, top5_acc: 0.7917, loss_cls: 1.6726, loss: 1.6726 2020-05-07 21:25:50,169 - mmaction - INFO - Epoch [170][280/627] lr: 0.00551, eta: 6:17:25, time: 3.868, data_time: 0.004, memory: 14492, top1_acc: 0.5917, top5_acc: 0.7854, loss_cls: 1.7748, loss: 1.7748 2020-05-07 21:26:58,810 - mmaction - INFO - Epoch [170][300/627] lr: 0.00551, eta: 6:16:17, time: 3.429, data_time: 0.001, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8208, loss_cls: 1.6040, loss: 1.6040 2020-05-07 21:28:09,197 - mmaction - INFO - Epoch [170][320/627] lr: 0.00551, eta: 6:15:09, time: 3.522, data_time: 0.004, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8083, loss_cls: 1.6467, loss: 1.6467 2020-05-07 21:29:15,652 - mmaction - INFO - Epoch [170][340/627] lr: 0.00551, eta: 6:14:00, time: 3.322, data_time: 0.031, memory: 14492, top1_acc: 0.5875, top5_acc: 0.8021, loss_cls: 1.8586, loss: 1.8586 2020-05-07 21:30:20,940 - mmaction - INFO - Epoch [170][360/627] lr: 0.00551, eta: 6:12:51, time: 3.262, data_time: 0.005, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7958, loss_cls: 1.6709, loss: 1.6709 2020-05-07 21:31:27,024 - mmaction - INFO - Epoch [170][380/627] lr: 0.00551, eta: 6:11:42, time: 3.299, data_time: 0.006, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8063, loss_cls: 1.6301, loss: 1.6301 2020-05-07 21:32:43,124 - mmaction - INFO - Epoch [170][400/627] lr: 0.00551, eta: 6:10:35, time: 3.815, data_time: 0.051, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7875, loss_cls: 1.7987, loss: 1.7987 2020-05-07 21:33:51,114 - mmaction - INFO - Epoch [170][420/627] lr: 0.00551, eta: 6:09:26, time: 3.394, data_time: 0.001, memory: 14492, top1_acc: 0.5687, top5_acc: 0.8083, loss_cls: 1.7930, loss: 1.7930 2020-05-07 21:35:02,122 - mmaction - INFO - Epoch [170][440/627] lr: 0.00551, eta: 6:08:19, time: 3.556, data_time: 0.007, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7958, loss_cls: 1.8367, loss: 1.8367 2020-05-07 21:36:07,795 - mmaction - INFO - Epoch [170][460/627] lr: 0.00551, eta: 6:07:10, time: 3.284, data_time: 0.002, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7583, loss_cls: 1.8658, loss: 1.8658 2020-05-07 21:37:25,942 - mmaction - INFO - Epoch [170][480/627] lr: 0.00551, eta: 6:06:03, time: 3.907, data_time: 0.173, memory: 14492, top1_acc: 0.6021, top5_acc: 0.7979, loss_cls: 1.6967, loss: 1.6967 2020-05-07 21:38:31,983 - mmaction - INFO - Epoch [170][500/627] lr: 0.00551, eta: 6:04:54, time: 3.301, data_time: 0.001, memory: 14492, top1_acc: 0.6312, top5_acc: 0.8271, loss_cls: 1.5819, loss: 1.5819 2020-05-07 21:39:42,325 - mmaction - INFO - Epoch [170][520/627] lr: 0.00551, eta: 6:03:46, time: 3.514, data_time: 0.002, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8229, loss_cls: 1.5726, loss: 1.5726 2020-05-07 21:41:13,264 - mmaction - INFO - Epoch [170][540/627] lr: 0.00551, eta: 6:02:42, time: 4.544, data_time: 0.023, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8146, loss_cls: 1.5599, loss: 1.5599 2020-05-07 21:42:41,427 - mmaction - INFO - Epoch [170][560/627] lr: 0.00551, eta: 6:01:37, time: 4.412, data_time: 0.023, memory: 14492, top1_acc: 0.5979, top5_acc: 0.8146, loss_cls: 1.6912, loss: 1.6912 2020-05-07 21:44:00,694 - mmaction - INFO - Epoch [170][580/627] lr: 0.00551, eta: 6:00:30, time: 3.967, data_time: 0.004, memory: 14492, top1_acc: 0.5875, top5_acc: 0.7792, loss_cls: 1.8090, loss: 1.8090 2020-05-07 21:45:32,636 - mmaction - INFO - Epoch [170][600/627] lr: 0.00551, eta: 5:59:26, time: 4.591, data_time: 0.001, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7917, loss_cls: 1.7408, loss: 1.7408 2020-05-07 21:46:45,227 - mmaction - INFO - Epoch [170][620/627] lr: 0.00551, eta: 5:58:18, time: 3.635, data_time: 0.012, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7917, loss_cls: 1.6914, loss: 1.6914 2020-05-07 21:50:49,905 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-07 21:50:50,771 - mmaction - INFO - top1_acc 0.6057 top5_acc 0.8271 2020-05-07 21:50:50,771 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-07 21:50:50,841 - mmaction - INFO - mean_acc 0.6056 2020-05-07 21:50:50,852 - mmaction - INFO - Epoch [170][627/627] lr: 0.00551, top1_acc: 0.6057, top5_acc: 0.8271, mean_class_accuracy: 0.6056 2020-05-07 21:52:16,677 - mmaction - INFO - Epoch [171][20/627] lr: 0.00456, eta: 5:56:45, time: 4.289, data_time: 1.729, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8083, loss_cls: 1.6383, loss: 1.6383 2020-05-07 21:53:25,393 - mmaction - INFO - Epoch [171][40/627] lr: 0.00456, eta: 5:55:36, time: 3.437, data_time: 0.132, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8104, loss_cls: 1.7269, loss: 1.7269 2020-05-07 21:54:30,931 - mmaction - INFO - Epoch [171][60/627] lr: 0.00456, eta: 5:54:27, time: 3.273, data_time: 0.227, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7979, loss_cls: 1.6683, loss: 1.6683 2020-05-07 21:55:34,832 - mmaction - INFO - Epoch [171][80/627] lr: 0.00456, eta: 5:53:18, time: 3.200, data_time: 0.025, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8229, loss_cls: 1.5716, loss: 1.5716 2020-05-07 21:56:41,663 - mmaction - INFO - Epoch [171][100/627] lr: 0.00456, eta: 5:52:09, time: 3.340, data_time: 0.001, memory: 14492, top1_acc: 0.5875, top5_acc: 0.8042, loss_cls: 1.7251, loss: 1.7251 2020-05-07 21:57:51,392 - mmaction - INFO - Epoch [171][120/627] lr: 0.00456, eta: 5:51:01, time: 3.486, data_time: 0.017, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8063, loss_cls: 1.7617, loss: 1.7617 2020-05-07 21:58:55,593 - mmaction - INFO - Epoch [171][140/627] lr: 0.00456, eta: 5:49:52, time: 3.208, data_time: 0.964, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8083, loss_cls: 1.6369, loss: 1.6369 2020-05-07 22:00:00,467 - mmaction - INFO - Epoch [171][160/627] lr: 0.00456, eta: 5:48:42, time: 3.245, data_time: 0.561, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7979, loss_cls: 1.6569, loss: 1.6569 2020-05-07 22:01:08,072 - mmaction - INFO - Epoch [171][180/627] lr: 0.00456, eta: 5:47:34, time: 3.380, data_time: 0.028, memory: 14492, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7441, loss: 1.7441 2020-05-07 22:02:15,286 - mmaction - INFO - Epoch [171][200/627] lr: 0.00456, eta: 5:46:25, time: 3.362, data_time: 0.003, memory: 14492, top1_acc: 0.6375, top5_acc: 0.7979, loss_cls: 1.6368, loss: 1.6368 2020-05-07 22:03:22,949 - mmaction - INFO - Epoch [171][220/627] lr: 0.00456, eta: 5:45:16, time: 3.377, data_time: 0.021, memory: 14492, top1_acc: 0.5687, top5_acc: 0.7625, loss_cls: 1.8574, loss: 1.8574 2020-05-07 22:04:38,874 - mmaction - INFO - Epoch [171][240/627] lr: 0.00456, eta: 5:44:09, time: 3.800, data_time: 0.078, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7958, loss_cls: 1.6802, loss: 1.6802 2020-05-07 22:05:48,352 - mmaction - INFO - Epoch [171][260/627] lr: 0.00456, eta: 5:43:01, time: 3.473, data_time: 0.003, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7813, loss_cls: 1.8377, loss: 1.8377 2020-05-07 22:06:57,784 - mmaction - INFO - Epoch [171][280/627] lr: 0.00456, eta: 5:41:53, time: 3.474, data_time: 0.006, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7875, loss_cls: 1.8041, loss: 1.8041 2020-05-07 22:08:01,409 - mmaction - INFO - Epoch [171][300/627] lr: 0.00456, eta: 5:40:43, time: 3.180, data_time: 0.276, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8167, loss_cls: 1.7140, loss: 1.7140 2020-05-07 22:09:09,251 - mmaction - INFO - Epoch [171][320/627] lr: 0.00456, eta: 5:39:35, time: 3.395, data_time: 0.022, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8104, loss_cls: 1.6325, loss: 1.6325 2020-05-07 22:10:17,171 - mmaction - INFO - Epoch [171][340/627] lr: 0.00456, eta: 5:38:26, time: 3.393, data_time: 0.001, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8146, loss_cls: 1.6454, loss: 1.6454 2020-05-07 22:11:24,303 - mmaction - INFO - Epoch [171][360/627] lr: 0.00456, eta: 5:37:17, time: 3.358, data_time: 0.005, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7813, loss_cls: 1.7411, loss: 1.7411 2020-05-07 22:12:33,837 - mmaction - INFO - Epoch [171][380/627] lr: 0.00456, eta: 5:36:09, time: 3.475, data_time: 0.022, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7958, loss_cls: 1.6897, loss: 1.6897 2020-05-07 22:13:42,096 - mmaction - INFO - Epoch [171][400/627] lr: 0.00456, eta: 5:35:01, time: 3.416, data_time: 0.004, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6792, loss: 1.6792 2020-05-07 22:14:50,763 - mmaction - INFO - Epoch [171][420/627] lr: 0.00456, eta: 5:33:52, time: 3.429, data_time: 0.004, memory: 14492, top1_acc: 0.6167, top5_acc: 0.7979, loss_cls: 1.7395, loss: 1.7395 2020-05-07 22:15:59,059 - mmaction - INFO - Epoch [171][440/627] lr: 0.00456, eta: 5:32:44, time: 3.417, data_time: 0.006, memory: 14492, top1_acc: 0.6521, top5_acc: 0.8292, loss_cls: 1.5147, loss: 1.5147 2020-05-07 22:17:05,328 - mmaction - INFO - Epoch [171][460/627] lr: 0.00456, eta: 5:31:35, time: 3.313, data_time: 0.012, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8208, loss_cls: 1.6399, loss: 1.6399 2020-05-07 22:18:09,856 - mmaction - INFO - Epoch [171][480/627] lr: 0.00456, eta: 5:30:26, time: 3.228, data_time: 0.273, memory: 14492, top1_acc: 0.5333, top5_acc: 0.7500, loss_cls: 1.9750, loss: 1.9750 2020-05-07 22:19:17,021 - mmaction - INFO - Epoch [171][500/627] lr: 0.00456, eta: 5:29:17, time: 3.357, data_time: 0.081, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8125, loss_cls: 1.6658, loss: 1.6658 2020-05-07 22:20:23,776 - mmaction - INFO - Epoch [171][520/627] lr: 0.00456, eta: 5:28:08, time: 3.338, data_time: 0.004, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8417, loss_cls: 1.5892, loss: 1.5892 2020-05-07 22:21:31,963 - mmaction - INFO - Epoch [171][540/627] lr: 0.00456, eta: 5:27:00, time: 3.411, data_time: 0.007, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8167, loss_cls: 1.6511, loss: 1.6511 2020-05-07 22:22:41,885 - mmaction - INFO - Epoch [171][560/627] lr: 0.00456, eta: 5:25:51, time: 3.493, data_time: 0.003, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8187, loss_cls: 1.6250, loss: 1.6250 2020-05-07 22:23:52,981 - mmaction - INFO - Epoch [171][580/627] lr: 0.00456, eta: 5:24:43, time: 3.556, data_time: 0.006, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7771, loss_cls: 1.8483, loss: 1.8483 2020-05-07 22:25:03,425 - mmaction - INFO - Epoch [171][600/627] lr: 0.00456, eta: 5:23:35, time: 3.505, data_time: 0.005, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8146, loss_cls: 1.6723, loss: 1.6723 2020-05-07 22:26:12,369 - mmaction - INFO - Epoch [171][620/627] lr: 0.00456, eta: 5:22:27, time: 3.466, data_time: 0.021, memory: 14492, top1_acc: 0.6479, top5_acc: 0.8250, loss_cls: 1.5356, loss: 1.5356 2020-05-07 22:29:06,418 - mmaction - INFO - Epoch [172][20/627] lr: 0.00369, eta: 5:21:00, time: 6.591, data_time: 3.600, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8312, loss_cls: 1.4680, loss: 1.4680 2020-05-07 22:30:10,083 - mmaction - INFO - Epoch [172][40/627] lr: 0.00369, eta: 5:19:51, time: 3.185, data_time: 0.003, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8208, loss_cls: 1.6684, loss: 1.6684 2020-05-07 22:31:18,960 - mmaction - INFO - Epoch [172][60/627] lr: 0.00369, eta: 5:18:43, time: 3.440, data_time: 0.035, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8042, loss_cls: 1.6588, loss: 1.6588 2020-05-07 22:32:27,829 - mmaction - INFO - Epoch [172][80/627] lr: 0.00369, eta: 5:17:34, time: 3.446, data_time: 0.005, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8479, loss_cls: 1.5024, loss: 1.5024 2020-05-07 22:33:34,902 - mmaction - INFO - Epoch [172][100/627] lr: 0.00369, eta: 5:16:26, time: 3.355, data_time: 0.351, memory: 14492, top1_acc: 0.5875, top5_acc: 0.8167, loss_cls: 1.7205, loss: 1.7205 2020-05-07 22:34:43,377 - mmaction - INFO - Epoch [172][120/627] lr: 0.00369, eta: 5:15:17, time: 3.421, data_time: 1.825, memory: 14492, top1_acc: 0.5833, top5_acc: 0.7917, loss_cls: 1.7830, loss: 1.7830 2020-05-07 22:35:48,913 - mmaction - INFO - Epoch [172][140/627] lr: 0.00369, eta: 5:14:08, time: 3.280, data_time: 1.762, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8083, loss_cls: 1.7889, loss: 1.7889 2020-05-07 22:36:53,964 - mmaction - INFO - Epoch [172][160/627] lr: 0.00369, eta: 5:12:59, time: 3.251, data_time: 1.224, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.5911, loss: 1.5911 2020-05-07 22:37:59,074 - mmaction - INFO - Epoch [172][180/627] lr: 0.00369, eta: 5:11:50, time: 3.251, data_time: 0.837, memory: 14492, top1_acc: 0.5938, top5_acc: 0.7875, loss_cls: 1.6826, loss: 1.6826 2020-05-07 22:39:04,480 - mmaction - INFO - Epoch [172][200/627] lr: 0.00369, eta: 5:10:41, time: 3.276, data_time: 1.355, memory: 14492, top1_acc: 0.5833, top5_acc: 0.8062, loss_cls: 1.7241, loss: 1.7241 2020-05-07 22:40:23,201 - mmaction - INFO - Epoch [172][220/627] lr: 0.00369, eta: 5:09:34, time: 3.933, data_time: 1.733, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8271, loss_cls: 1.5901, loss: 1.5901 2020-05-07 22:41:32,489 - mmaction - INFO - Epoch [172][240/627] lr: 0.00369, eta: 5:08:26, time: 3.466, data_time: 0.013, memory: 14492, top1_acc: 0.5625, top5_acc: 0.7708, loss_cls: 1.9062, loss: 1.9062 2020-05-07 22:43:01,444 - mmaction - INFO - Epoch [172][260/627] lr: 0.00369, eta: 5:07:20, time: 4.446, data_time: 0.002, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8333, loss_cls: 1.5444, loss: 1.5444 2020-05-07 22:44:33,172 - mmaction - INFO - Epoch [172][280/627] lr: 0.00369, eta: 5:06:15, time: 4.586, data_time: 0.029, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8125, loss_cls: 1.6284, loss: 1.6284 2020-05-07 22:45:58,068 - mmaction - INFO - Epoch [172][300/627] lr: 0.00369, eta: 5:05:09, time: 4.246, data_time: 0.008, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7958, loss_cls: 1.7017, loss: 1.7017 2020-05-07 22:47:18,668 - mmaction - INFO - Epoch [172][320/627] lr: 0.00369, eta: 5:04:03, time: 4.033, data_time: 0.005, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8188, loss_cls: 1.6467, loss: 1.6467 2020-05-07 22:48:41,618 - mmaction - INFO - Epoch [172][340/627] lr: 0.00369, eta: 5:02:56, time: 4.143, data_time: 0.001, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8125, loss_cls: 1.6345, loss: 1.6345 2020-05-07 22:49:57,911 - mmaction - INFO - Epoch [172][360/627] lr: 0.00369, eta: 5:01:49, time: 3.814, data_time: 0.005, memory: 14492, top1_acc: 0.6062, top5_acc: 0.8083, loss_cls: 1.7595, loss: 1.7595 2020-05-07 22:51:13,698 - mmaction - INFO - Epoch [172][380/627] lr: 0.00369, eta: 5:00:41, time: 3.791, data_time: 0.005, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8313, loss_cls: 1.4830, loss: 1.4830 2020-05-07 22:52:27,648 - mmaction - INFO - Epoch [172][400/627] lr: 0.00369, eta: 4:59:34, time: 3.695, data_time: 0.124, memory: 14492, top1_acc: 0.5917, top5_acc: 0.8229, loss_cls: 1.6957, loss: 1.6957 2020-05-07 22:53:38,865 - mmaction - INFO - Epoch [172][420/627] lr: 0.00369, eta: 4:58:25, time: 3.566, data_time: 1.929, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8187, loss_cls: 1.5692, loss: 1.5692 2020-05-07 22:54:55,120 - mmaction - INFO - Epoch [172][440/627] lr: 0.00369, eta: 4:57:18, time: 3.811, data_time: 0.925, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8271, loss_cls: 1.5888, loss: 1.5888 2020-05-07 22:56:05,338 - mmaction - INFO - Epoch [172][460/627] lr: 0.00369, eta: 4:56:10, time: 3.513, data_time: 0.152, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7875, loss_cls: 1.7524, loss: 1.7524 2020-05-07 22:57:23,228 - mmaction - INFO - Epoch [172][480/627] lr: 0.00369, eta: 4:55:02, time: 3.890, data_time: 1.516, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8208, loss_cls: 1.6517, loss: 1.6517 2020-05-07 22:58:32,296 - mmaction - INFO - Epoch [172][500/627] lr: 0.00369, eta: 4:53:54, time: 3.454, data_time: 1.367, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7771, loss_cls: 1.8140, loss: 1.8140 2020-05-07 22:59:40,157 - mmaction - INFO - Epoch [172][520/627] lr: 0.00369, eta: 4:52:45, time: 3.395, data_time: 0.308, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7896, loss_cls: 1.7396, loss: 1.7396 2020-05-07 23:01:00,531 - mmaction - INFO - Epoch [172][540/627] lr: 0.00369, eta: 4:51:38, time: 4.020, data_time: 0.257, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8083, loss_cls: 1.6812, loss: 1.6812 2020-05-07 23:02:24,396 - mmaction - INFO - Epoch [172][560/627] lr: 0.00369, eta: 4:50:32, time: 4.190, data_time: 0.001, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8104, loss_cls: 1.6087, loss: 1.6087 2020-05-07 23:03:40,769 - mmaction - INFO - Epoch [172][580/627] lr: 0.00369, eta: 4:49:24, time: 3.821, data_time: 0.220, memory: 14492, top1_acc: 0.6500, top5_acc: 0.8188, loss_cls: 1.5524, loss: 1.5524 2020-05-07 23:04:59,823 - mmaction - INFO - Epoch [172][600/627] lr: 0.00369, eta: 4:48:17, time: 3.951, data_time: 0.092, memory: 14492, top1_acc: 0.5750, top5_acc: 0.8229, loss_cls: 1.7108, loss: 1.7108 2020-05-07 23:06:18,651 - mmaction - INFO - Epoch [172][620/627] lr: 0.00369, eta: 4:47:10, time: 3.941, data_time: 0.019, memory: 14492, top1_acc: 0.5688, top5_acc: 0.7833, loss_cls: 1.8960, loss: 1.8960 2020-05-07 23:09:34,104 - mmaction - INFO - Epoch [173][20/627] lr: 0.00292, eta: 4:45:46, time: 7.663, data_time: 4.482, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8167, loss_cls: 1.6744, loss: 1.6744 2020-05-07 23:10:47,403 - mmaction - INFO - Epoch [173][40/627] lr: 0.00292, eta: 4:44:38, time: 3.665, data_time: 0.013, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7979, loss_cls: 1.6590, loss: 1.6590 2020-05-07 23:11:57,290 - mmaction - INFO - Epoch [173][60/627] lr: 0.00292, eta: 4:43:30, time: 3.497, data_time: 0.006, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8125, loss_cls: 1.6131, loss: 1.6131 2020-05-07 23:13:14,869 - mmaction - INFO - Epoch [173][80/627] lr: 0.00292, eta: 4:42:22, time: 3.874, data_time: 0.209, memory: 14492, top1_acc: 0.6583, top5_acc: 0.8292, loss_cls: 1.4854, loss: 1.4854 2020-05-07 23:14:34,962 - mmaction - INFO - Epoch [173][100/627] lr: 0.00292, eta: 4:41:15, time: 4.009, data_time: 0.474, memory: 14492, top1_acc: 0.6625, top5_acc: 0.8396, loss_cls: 1.4490, loss: 1.4490 2020-05-07 23:15:56,986 - mmaction - INFO - Epoch [173][120/627] lr: 0.00292, eta: 4:40:08, time: 4.099, data_time: 0.033, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8333, loss_cls: 1.5671, loss: 1.5671 2020-05-07 23:17:10,437 - mmaction - INFO - Epoch [173][140/627] lr: 0.00292, eta: 4:39:00, time: 3.677, data_time: 0.007, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7958, loss_cls: 1.7621, loss: 1.7621 2020-05-07 23:18:30,549 - mmaction - INFO - Epoch [173][160/627] lr: 0.00292, eta: 4:37:53, time: 4.003, data_time: 0.032, memory: 14492, top1_acc: 0.5938, top5_acc: 0.7854, loss_cls: 1.7930, loss: 1.7930 2020-05-07 23:19:50,032 - mmaction - INFO - Epoch [173][180/627] lr: 0.00292, eta: 4:36:46, time: 3.977, data_time: 0.004, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7854, loss_cls: 1.7807, loss: 1.7807 2020-05-07 23:21:09,567 - mmaction - INFO - Epoch [173][200/627] lr: 0.00292, eta: 4:35:39, time: 3.977, data_time: 0.006, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7833, loss_cls: 1.7282, loss: 1.7282 2020-05-07 23:22:29,243 - mmaction - INFO - Epoch [173][220/627] lr: 0.00292, eta: 4:34:31, time: 3.979, data_time: 0.001, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.6351, loss: 1.6351 2020-05-07 23:23:45,158 - mmaction - INFO - Epoch [173][240/627] lr: 0.00292, eta: 4:33:24, time: 3.798, data_time: 0.006, memory: 14492, top1_acc: 0.5979, top5_acc: 0.8083, loss_cls: 1.6559, loss: 1.6559 2020-05-07 23:24:56,903 - mmaction - INFO - Epoch [173][260/627] lr: 0.00292, eta: 4:32:15, time: 3.589, data_time: 0.009, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7833, loss_cls: 1.7415, loss: 1.7415 2020-05-07 23:26:13,739 - mmaction - INFO - Epoch [173][280/627] lr: 0.00292, eta: 4:31:08, time: 3.838, data_time: 0.002, memory: 14492, top1_acc: 0.6687, top5_acc: 0.8313, loss_cls: 1.4874, loss: 1.4874 2020-05-07 23:27:28,963 - mmaction - INFO - Epoch [173][300/627] lr: 0.00292, eta: 4:30:00, time: 3.760, data_time: 0.007, memory: 14492, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.8531, loss: 1.8531 2020-05-07 23:28:35,105 - mmaction - INFO - Epoch [173][320/627] lr: 0.00292, eta: 4:28:51, time: 3.312, data_time: 0.006, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8021, loss_cls: 1.7213, loss: 1.7213 2020-05-07 23:29:41,984 - mmaction - INFO - Epoch [173][340/627] lr: 0.00292, eta: 4:27:42, time: 3.344, data_time: 0.015, memory: 14492, top1_acc: 0.5875, top5_acc: 0.7667, loss_cls: 1.8918, loss: 1.8918 2020-05-07 23:30:56,539 - mmaction - INFO - Epoch [173][360/627] lr: 0.00292, eta: 4:26:34, time: 3.728, data_time: 0.002, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8125, loss_cls: 1.5856, loss: 1.5856 2020-05-07 23:32:10,294 - mmaction - INFO - Epoch [173][380/627] lr: 0.00292, eta: 4:25:26, time: 3.688, data_time: 0.019, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7896, loss_cls: 1.6507, loss: 1.6507 2020-05-07 23:33:19,436 - mmaction - INFO - Epoch [173][400/627] lr: 0.00292, eta: 4:24:17, time: 3.455, data_time: 0.001, memory: 14492, top1_acc: 0.6083, top5_acc: 0.8167, loss_cls: 1.7243, loss: 1.7243 2020-05-07 23:34:31,126 - mmaction - INFO - Epoch [173][420/627] lr: 0.00292, eta: 4:23:09, time: 3.585, data_time: 0.003, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8021, loss_cls: 1.6565, loss: 1.6565 2020-05-07 23:35:37,862 - mmaction - INFO - Epoch [173][440/627] lr: 0.00292, eta: 4:22:00, time: 3.337, data_time: 0.355, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8063, loss_cls: 1.6609, loss: 1.6609 2020-05-07 23:36:43,398 - mmaction - INFO - Epoch [173][460/627] lr: 0.00292, eta: 4:20:51, time: 3.276, data_time: 0.428, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8146, loss_cls: 1.5517, loss: 1.5517 2020-05-07 23:37:51,347 - mmaction - INFO - Epoch [173][480/627] lr: 0.00292, eta: 4:19:42, time: 3.398, data_time: 0.019, memory: 14492, top1_acc: 0.6312, top5_acc: 0.8063, loss_cls: 1.5565, loss: 1.5565 2020-05-07 23:39:03,147 - mmaction - INFO - Epoch [173][500/627] lr: 0.00292, eta: 4:18:34, time: 3.590, data_time: 0.002, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8083, loss_cls: 1.6050, loss: 1.6050 2020-05-07 23:40:08,134 - mmaction - INFO - Epoch [173][520/627] lr: 0.00292, eta: 4:17:25, time: 3.248, data_time: 0.011, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8354, loss_cls: 1.5869, loss: 1.5869 2020-05-07 23:41:15,194 - mmaction - INFO - Epoch [173][540/627] lr: 0.00292, eta: 4:16:16, time: 3.350, data_time: 0.012, memory: 14492, top1_acc: 0.6083, top5_acc: 0.8229, loss_cls: 1.6375, loss: 1.6375 2020-05-07 23:42:25,651 - mmaction - INFO - Epoch [173][560/627] lr: 0.00292, eta: 4:15:07, time: 3.526, data_time: 0.042, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8125, loss_cls: 1.6114, loss: 1.6114 2020-05-07 23:43:41,905 - mmaction - INFO - Epoch [173][580/627] lr: 0.00292, eta: 4:13:59, time: 3.814, data_time: 0.003, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8146, loss_cls: 1.5799, loss: 1.5799 2020-05-07 23:45:13,283 - mmaction - INFO - Epoch [173][600/627] lr: 0.00292, eta: 4:12:53, time: 4.565, data_time: 0.001, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8208, loss_cls: 1.5031, loss: 1.5031 2020-05-07 23:46:34,917 - mmaction - INFO - Epoch [173][620/627] lr: 0.00292, eta: 4:11:46, time: 4.086, data_time: 0.005, memory: 14492, top1_acc: 0.6125, top5_acc: 0.7937, loss_cls: 1.6697, loss: 1.6697 2020-05-07 23:51:09,092 - mmaction - INFO - Epoch [174][20/627] lr: 0.00224, eta: 4:10:30, time: 11.539, data_time: 7.074, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8187, loss_cls: 1.6602, loss: 1.6602 2020-05-07 23:52:58,601 - mmaction - INFO - Epoch [174][40/627] lr: 0.00224, eta: 4:09:26, time: 5.477, data_time: 0.007, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8229, loss_cls: 1.5794, loss: 1.5794 2020-05-07 23:54:35,881 - mmaction - INFO - Epoch [174][60/627] lr: 0.00224, eta: 4:08:21, time: 4.866, data_time: 0.004, memory: 14492, top1_acc: 0.6083, top5_acc: 0.8083, loss_cls: 1.6433, loss: 1.6433 2020-05-07 23:55:56,155 - mmaction - INFO - Epoch [174][80/627] lr: 0.00224, eta: 4:07:13, time: 4.012, data_time: 0.002, memory: 14492, top1_acc: 0.6021, top5_acc: 0.8396, loss_cls: 1.5830, loss: 1.5830 2020-05-07 23:57:12,157 - mmaction - INFO - Epoch [174][100/627] lr: 0.00224, eta: 4:06:05, time: 3.800, data_time: 0.014, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8083, loss_cls: 1.6364, loss: 1.6364 2020-05-07 23:58:24,966 - mmaction - INFO - Epoch [174][120/627] lr: 0.00224, eta: 4:04:57, time: 3.641, data_time: 0.005, memory: 14492, top1_acc: 0.6062, top5_acc: 0.7917, loss_cls: 1.7436, loss: 1.7436 2020-05-07 23:59:35,008 - mmaction - INFO - Epoch [174][140/627] lr: 0.00224, eta: 4:03:48, time: 3.502, data_time: 0.003, memory: 14492, top1_acc: 0.6167, top5_acc: 0.7917, loss_cls: 1.6966, loss: 1.6966 2020-05-08 00:00:49,172 - mmaction - INFO - Epoch [174][160/627] lr: 0.00224, eta: 4:02:40, time: 3.708, data_time: 0.003, memory: 14492, top1_acc: 0.5917, top5_acc: 0.8083, loss_cls: 1.6817, loss: 1.6817 2020-05-08 00:02:13,231 - mmaction - INFO - Epoch [174][180/627] lr: 0.00224, eta: 4:01:33, time: 4.204, data_time: 0.008, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8125, loss_cls: 1.6068, loss: 1.6068 2020-05-08 00:03:31,434 - mmaction - INFO - Epoch [174][200/627] lr: 0.00224, eta: 4:00:25, time: 3.909, data_time: 0.003, memory: 14492, top1_acc: 0.5854, top5_acc: 0.8083, loss_cls: 1.7072, loss: 1.7072 2020-05-08 00:04:50,874 - mmaction - INFO - Epoch [174][220/627] lr: 0.00224, eta: 3:59:17, time: 3.973, data_time: 0.004, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8083, loss_cls: 1.6582, loss: 1.6582 2020-05-08 00:05:58,177 - mmaction - INFO - Epoch [174][240/627] lr: 0.00224, eta: 3:58:08, time: 3.367, data_time: 0.003, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7917, loss_cls: 1.7541, loss: 1.7541 2020-05-08 00:07:10,177 - mmaction - INFO - Epoch [174][260/627] lr: 0.00224, eta: 3:57:00, time: 3.596, data_time: 0.010, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8125, loss_cls: 1.5561, loss: 1.5561 2020-05-08 00:08:20,911 - mmaction - INFO - Epoch [174][280/627] lr: 0.00224, eta: 3:55:51, time: 3.537, data_time: 0.005, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8188, loss_cls: 1.7183, loss: 1.7183 2020-05-08 00:09:38,222 - mmaction - INFO - Epoch [174][300/627] lr: 0.00224, eta: 3:54:43, time: 3.865, data_time: 0.004, memory: 14492, top1_acc: 0.6063, top5_acc: 0.7979, loss_cls: 1.6616, loss: 1.6616 2020-05-08 00:10:56,127 - mmaction - INFO - Epoch [174][320/627] lr: 0.00224, eta: 3:53:35, time: 3.896, data_time: 0.008, memory: 14492, top1_acc: 0.5750, top5_acc: 0.8021, loss_cls: 1.7139, loss: 1.7139 2020-05-08 00:12:11,060 - mmaction - INFO - Epoch [174][340/627] lr: 0.00224, eta: 3:52:27, time: 3.748, data_time: 0.007, memory: 14492, top1_acc: 0.5896, top5_acc: 0.8000, loss_cls: 1.7906, loss: 1.7906 2020-05-08 00:13:28,205 - mmaction - INFO - Epoch [174][360/627] lr: 0.00224, eta: 3:51:19, time: 3.859, data_time: 0.003, memory: 14492, top1_acc: 0.6021, top5_acc: 0.7958, loss_cls: 1.7601, loss: 1.7601 2020-05-08 00:14:47,091 - mmaction - INFO - Epoch [174][380/627] lr: 0.00224, eta: 3:50:11, time: 3.942, data_time: 0.001, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8313, loss_cls: 1.5583, loss: 1.5583 2020-05-08 00:16:04,105 - mmaction - INFO - Epoch [174][400/627] lr: 0.00224, eta: 3:49:03, time: 3.852, data_time: 0.004, memory: 14492, top1_acc: 0.6062, top5_acc: 0.8188, loss_cls: 1.6054, loss: 1.6054 2020-05-08 00:17:18,897 - mmaction - INFO - Epoch [174][420/627] lr: 0.00224, eta: 3:47:55, time: 3.737, data_time: 0.002, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7854, loss_cls: 1.6923, loss: 1.6923 2020-05-08 00:18:34,106 - mmaction - INFO - Epoch [174][440/627] lr: 0.00224, eta: 3:46:47, time: 3.763, data_time: 0.005, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8063, loss_cls: 1.5996, loss: 1.5996 2020-05-08 00:19:46,384 - mmaction - INFO - Epoch [174][460/627] lr: 0.00224, eta: 3:45:38, time: 3.614, data_time: 0.006, memory: 14492, top1_acc: 0.5687, top5_acc: 0.8104, loss_cls: 1.8003, loss: 1.8003 2020-05-08 00:21:06,902 - mmaction - INFO - Epoch [174][480/627] lr: 0.00224, eta: 3:44:30, time: 4.026, data_time: 0.003, memory: 14492, top1_acc: 0.5583, top5_acc: 0.7687, loss_cls: 1.8681, loss: 1.8681 2020-05-08 00:22:31,226 - mmaction - INFO - Epoch [174][500/627] lr: 0.00224, eta: 3:43:23, time: 4.217, data_time: 0.004, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8187, loss_cls: 1.5701, loss: 1.5701 2020-05-08 00:23:58,110 - mmaction - INFO - Epoch [174][520/627] lr: 0.00224, eta: 3:42:16, time: 4.339, data_time: 0.004, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8104, loss_cls: 1.5975, loss: 1.5975 2020-05-08 00:25:20,187 - mmaction - INFO - Epoch [174][540/627] lr: 0.00224, eta: 3:41:08, time: 4.109, data_time: 0.034, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8125, loss_cls: 1.5768, loss: 1.5768 2020-05-08 00:26:37,184 - mmaction - INFO - Epoch [174][560/627] lr: 0.00224, eta: 3:40:00, time: 3.849, data_time: 0.023, memory: 14492, top1_acc: 0.6125, top5_acc: 0.7792, loss_cls: 1.6917, loss: 1.6917 2020-05-08 00:27:54,469 - mmaction - INFO - Epoch [174][580/627] lr: 0.00224, eta: 3:38:52, time: 3.860, data_time: 0.002, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8167, loss_cls: 1.6463, loss: 1.6463 2020-05-08 00:29:11,429 - mmaction - INFO - Epoch [174][600/627] lr: 0.00224, eta: 3:37:44, time: 3.845, data_time: 0.006, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7729, loss_cls: 1.8257, loss: 1.8257 2020-05-08 00:30:30,552 - mmaction - INFO - Epoch [174][620/627] lr: 0.00224, eta: 3:36:36, time: 3.962, data_time: 0.012, memory: 14492, top1_acc: 0.6646, top5_acc: 0.8583, loss_cls: 1.3960, loss: 1.3960 2020-05-08 00:35:06,307 - mmaction - INFO - Epoch [175][20/627] lr: 0.00164, eta: 3:35:18, time: 12.067, data_time: 8.291, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7875, loss_cls: 1.6800, loss: 1.6800 2020-05-08 00:36:20,210 - mmaction - INFO - Epoch [175][40/627] lr: 0.00164, eta: 3:34:10, time: 3.691, data_time: 0.001, memory: 14492, top1_acc: 0.6563, top5_acc: 0.8437, loss_cls: 1.4721, loss: 1.4721 2020-05-08 00:37:30,728 - mmaction - INFO - Epoch [175][60/627] lr: 0.00164, eta: 3:33:01, time: 3.528, data_time: 0.005, memory: 14492, top1_acc: 0.5917, top5_acc: 0.7833, loss_cls: 1.8436, loss: 1.8436 2020-05-08 00:38:40,934 - mmaction - INFO - Epoch [175][80/627] lr: 0.00164, eta: 3:31:52, time: 3.510, data_time: 0.003, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8062, loss_cls: 1.6612, loss: 1.6612 2020-05-08 00:39:57,176 - mmaction - INFO - Epoch [175][100/627] lr: 0.00164, eta: 3:30:43, time: 3.805, data_time: 0.025, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8042, loss_cls: 1.5853, loss: 1.5853 2020-05-08 00:41:37,301 - mmaction - INFO - Epoch [175][120/627] lr: 0.00164, eta: 3:29:37, time: 5.012, data_time: 0.010, memory: 14492, top1_acc: 0.6187, top5_acc: 0.8125, loss_cls: 1.6200, loss: 1.6200 2020-05-08 00:43:07,138 - mmaction - INFO - Epoch [175][140/627] lr: 0.00164, eta: 3:28:30, time: 4.483, data_time: 0.014, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8250, loss_cls: 1.5519, loss: 1.5519 2020-05-08 00:44:31,103 - mmaction - INFO - Epoch [175][160/627] lr: 0.00164, eta: 3:27:23, time: 4.206, data_time: 0.014, memory: 14492, top1_acc: 0.6063, top5_acc: 0.8208, loss_cls: 1.6289, loss: 1.6289 2020-05-08 00:45:47,911 - mmaction - INFO - Epoch [175][180/627] lr: 0.00164, eta: 3:26:14, time: 3.839, data_time: 0.005, memory: 14492, top1_acc: 0.6708, top5_acc: 0.8500, loss_cls: 1.5078, loss: 1.5078 2020-05-08 00:47:33,932 - mmaction - INFO - Epoch [175][200/627] lr: 0.00164, eta: 3:25:09, time: 5.300, data_time: 0.009, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8042, loss_cls: 1.6110, loss: 1.6110 2020-05-08 00:49:22,408 - mmaction - INFO - Epoch [175][220/627] lr: 0.00164, eta: 3:24:03, time: 5.427, data_time: 0.770, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8375, loss_cls: 1.4832, loss: 1.4832 2020-05-08 00:51:01,271 - mmaction - INFO - Epoch [175][240/627] lr: 0.00164, eta: 3:22:57, time: 4.934, data_time: 1.748, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8271, loss_cls: 1.5879, loss: 1.5879 2020-05-08 00:52:27,006 - mmaction - INFO - Epoch [175][260/627] lr: 0.00164, eta: 3:21:49, time: 4.297, data_time: 0.116, memory: 14492, top1_acc: 0.6312, top5_acc: 0.8229, loss_cls: 1.5443, loss: 1.5443 2020-05-08 00:53:46,148 - mmaction - INFO - Epoch [175][280/627] lr: 0.00164, eta: 3:20:41, time: 3.959, data_time: 0.003, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8125, loss_cls: 1.6122, loss: 1.6122 2020-05-08 00:55:04,018 - mmaction - INFO - Epoch [175][300/627] lr: 0.00164, eta: 3:19:33, time: 3.892, data_time: 0.002, memory: 14492, top1_acc: 0.6312, top5_acc: 0.8042, loss_cls: 1.6438, loss: 1.6438 2020-05-08 00:56:35,085 - mmaction - INFO - Epoch [175][320/627] lr: 0.00164, eta: 3:18:26, time: 4.553, data_time: 0.003, memory: 14492, top1_acc: 0.6521, top5_acc: 0.8354, loss_cls: 1.5259, loss: 1.5259 2020-05-08 00:57:57,951 - mmaction - INFO - Epoch [175][340/627] lr: 0.00164, eta: 3:17:18, time: 4.143, data_time: 0.016, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7833, loss_cls: 1.7373, loss: 1.7373 2020-05-08 00:59:19,526 - mmaction - INFO - Epoch [175][360/627] lr: 0.00164, eta: 3:16:10, time: 4.080, data_time: 0.029, memory: 14492, top1_acc: 0.6146, top5_acc: 0.7958, loss_cls: 1.6520, loss: 1.6520 2020-05-08 01:00:37,096 - mmaction - INFO - Epoch [175][380/627] lr: 0.00164, eta: 3:15:01, time: 3.879, data_time: 0.003, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8188, loss_cls: 1.6294, loss: 1.6294 2020-05-08 01:02:11,201 - mmaction - INFO - Epoch [175][400/627] lr: 0.00164, eta: 3:13:54, time: 4.706, data_time: 0.003, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8000, loss_cls: 1.6721, loss: 1.6721 2020-05-08 01:03:49,710 - mmaction - INFO - Epoch [175][420/627] lr: 0.00164, eta: 3:12:48, time: 4.922, data_time: 0.584, memory: 14492, top1_acc: 0.6604, top5_acc: 0.7896, loss_cls: 1.5920, loss: 1.5920 2020-05-08 01:05:17,670 - mmaction - INFO - Epoch [175][440/627] lr: 0.00164, eta: 3:11:40, time: 4.394, data_time: 2.637, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8083, loss_cls: 1.6436, loss: 1.6436 2020-05-08 01:06:54,407 - mmaction - INFO - Epoch [175][460/627] lr: 0.00164, eta: 3:10:33, time: 4.841, data_time: 0.085, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8250, loss_cls: 1.5416, loss: 1.5416 2020-05-08 01:08:29,661 - mmaction - INFO - Epoch [175][480/627] lr: 0.00164, eta: 3:09:26, time: 4.753, data_time: 0.013, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7917, loss_cls: 1.7438, loss: 1.7438 2020-05-08 01:09:54,447 - mmaction - INFO - Epoch [175][500/627] lr: 0.00164, eta: 3:08:18, time: 4.247, data_time: 0.018, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8354, loss_cls: 1.5536, loss: 1.5536 2020-05-08 01:11:14,519 - mmaction - INFO - Epoch [175][520/627] lr: 0.00164, eta: 3:07:10, time: 4.008, data_time: 0.006, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7958, loss_cls: 1.7213, loss: 1.7213 2020-05-08 01:12:31,549 - mmaction - INFO - Epoch [175][540/627] lr: 0.00164, eta: 3:06:02, time: 3.852, data_time: 0.800, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8042, loss_cls: 1.5947, loss: 1.5947 2020-05-08 01:13:50,645 - mmaction - INFO - Epoch [175][560/627] lr: 0.00164, eta: 3:04:53, time: 3.949, data_time: 0.005, memory: 14492, top1_acc: 0.6063, top5_acc: 0.7812, loss_cls: 1.7278, loss: 1.7278 2020-05-08 01:15:09,135 - mmaction - INFO - Epoch [175][580/627] lr: 0.00164, eta: 3:03:45, time: 3.931, data_time: 0.014, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8125, loss_cls: 1.6913, loss: 1.6913 2020-05-08 01:16:29,716 - mmaction - INFO - Epoch [175][600/627] lr: 0.00164, eta: 3:02:36, time: 4.028, data_time: 0.112, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8271, loss_cls: 1.5891, loss: 1.5891 2020-05-08 01:17:46,934 - mmaction - INFO - Epoch [175][620/627] lr: 0.00164, eta: 3:01:28, time: 3.860, data_time: 0.001, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7833, loss_cls: 1.8006, loss: 1.8006 2020-05-08 01:23:07,835 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-08 01:23:08,979 - mmaction - INFO - top1_acc 0.6171 top5_acc 0.8318 2020-05-08 01:23:08,979 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-08 01:23:09,431 - mmaction - INFO - mean_acc 0.6171 2020-05-08 01:23:09,442 - mmaction - INFO - Epoch [175][627/627] lr: 0.00164, top1_acc: 0.6171, top5_acc: 0.8318, mean_class_accuracy: 0.6171 2020-05-08 01:25:21,099 - mmaction - INFO - Epoch [176][20/627] lr: 0.00114, eta: 2:59:57, time: 6.576, data_time: 2.637, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8208, loss_cls: 1.5763, loss: 1.5763 2020-05-08 01:26:32,101 - mmaction - INFO - Epoch [176][40/627] lr: 0.00114, eta: 2:58:48, time: 3.553, data_time: 0.004, memory: 14492, top1_acc: 0.5875, top5_acc: 0.7979, loss_cls: 1.6843, loss: 1.6843 2020-05-08 01:27:43,093 - mmaction - INFO - Epoch [176][60/627] lr: 0.00114, eta: 2:57:39, time: 3.549, data_time: 0.259, memory: 14492, top1_acc: 0.6438, top5_acc: 0.8292, loss_cls: 1.5693, loss: 1.5693 2020-05-08 01:28:55,926 - mmaction - INFO - Epoch [176][80/627] lr: 0.00114, eta: 2:56:30, time: 3.637, data_time: 0.002, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.5759, loss: 1.5759 2020-05-08 01:30:08,845 - mmaction - INFO - Epoch [176][100/627] lr: 0.00114, eta: 2:55:21, time: 3.649, data_time: 0.006, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8521, loss_cls: 1.5096, loss: 1.5096 2020-05-08 01:31:18,454 - mmaction - INFO - Epoch [176][120/627] lr: 0.00114, eta: 2:54:11, time: 3.478, data_time: 0.003, memory: 14492, top1_acc: 0.5875, top5_acc: 0.8063, loss_cls: 1.7553, loss: 1.7553 2020-05-08 01:32:32,622 - mmaction - INFO - Epoch [176][140/627] lr: 0.00114, eta: 2:53:02, time: 3.707, data_time: 0.005, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8167, loss_cls: 1.6657, loss: 1.6657 2020-05-08 01:33:43,896 - mmaction - INFO - Epoch [176][160/627] lr: 0.00114, eta: 2:51:53, time: 3.567, data_time: 0.019, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8292, loss_cls: 1.5085, loss: 1.5085 2020-05-08 01:34:55,810 - mmaction - INFO - Epoch [176][180/627] lr: 0.00114, eta: 2:50:44, time: 3.594, data_time: 0.003, memory: 14492, top1_acc: 0.6042, top5_acc: 0.7979, loss_cls: 1.6216, loss: 1.6216 2020-05-08 01:36:14,165 - mmaction - INFO - Epoch [176][200/627] lr: 0.00114, eta: 2:49:35, time: 3.921, data_time: 0.060, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8042, loss_cls: 1.7021, loss: 1.7021 2020-05-08 01:37:25,077 - mmaction - INFO - Epoch [176][220/627] lr: 0.00114, eta: 2:48:26, time: 3.546, data_time: 0.002, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8437, loss_cls: 1.4401, loss: 1.4401 2020-05-08 01:38:38,999 - mmaction - INFO - Epoch [176][240/627] lr: 0.00114, eta: 2:47:17, time: 3.694, data_time: 0.009, memory: 14492, top1_acc: 0.6208, top5_acc: 0.7979, loss_cls: 1.7371, loss: 1.7371 2020-05-08 01:39:46,496 - mmaction - INFO - Epoch [176][260/627] lr: 0.00114, eta: 2:46:08, time: 3.374, data_time: 0.004, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8146, loss_cls: 1.6631, loss: 1.6631 2020-05-08 01:40:53,665 - mmaction - INFO - Epoch [176][280/627] lr: 0.00114, eta: 2:44:58, time: 3.358, data_time: 0.005, memory: 14492, top1_acc: 0.5854, top5_acc: 0.7667, loss_cls: 1.7847, loss: 1.7847 2020-05-08 01:42:09,377 - mmaction - INFO - Epoch [176][300/627] lr: 0.00114, eta: 2:43:49, time: 3.775, data_time: 0.010, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8021, loss_cls: 1.6464, loss: 1.6464 2020-05-08 01:43:24,992 - mmaction - INFO - Epoch [176][320/627] lr: 0.00114, eta: 2:42:41, time: 3.793, data_time: 0.020, memory: 14492, top1_acc: 0.5958, top5_acc: 0.7917, loss_cls: 1.7996, loss: 1.7996 2020-05-08 01:44:40,488 - mmaction - INFO - Epoch [176][340/627] lr: 0.00114, eta: 2:41:32, time: 3.776, data_time: 0.003, memory: 14492, top1_acc: 0.6146, top5_acc: 0.7958, loss_cls: 1.6829, loss: 1.6829 2020-05-08 01:45:57,679 - mmaction - INFO - Epoch [176][360/627] lr: 0.00114, eta: 2:40:23, time: 3.859, data_time: 0.002, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8250, loss_cls: 1.6102, loss: 1.6102 2020-05-08 01:47:18,921 - mmaction - INFO - Epoch [176][380/627] lr: 0.00114, eta: 2:39:14, time: 4.059, data_time: 0.085, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8187, loss_cls: 1.5725, loss: 1.5725 2020-05-08 01:48:29,955 - mmaction - INFO - Epoch [176][400/627] lr: 0.00114, eta: 2:38:05, time: 3.555, data_time: 0.023, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8021, loss_cls: 1.7234, loss: 1.7234 2020-05-08 01:49:46,960 - mmaction - INFO - Epoch [176][420/627] lr: 0.00114, eta: 2:36:56, time: 3.848, data_time: 0.001, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8042, loss_cls: 1.5949, loss: 1.5949 2020-05-08 01:51:06,974 - mmaction - INFO - Epoch [176][440/627] lr: 0.00114, eta: 2:35:48, time: 4.004, data_time: 0.004, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8271, loss_cls: 1.5034, loss: 1.5034 2020-05-08 01:52:20,879 - mmaction - INFO - Epoch [176][460/627] lr: 0.00114, eta: 2:34:39, time: 3.694, data_time: 0.001, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8250, loss_cls: 1.6907, loss: 1.6907 2020-05-08 01:53:33,461 - mmaction - INFO - Epoch [176][480/627] lr: 0.00114, eta: 2:33:29, time: 3.624, data_time: 0.002, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8042, loss_cls: 1.5456, loss: 1.5456 2020-05-08 01:55:03,033 - mmaction - INFO - Epoch [176][500/627] lr: 0.00114, eta: 2:32:21, time: 4.476, data_time: 0.010, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8396, loss_cls: 1.5102, loss: 1.5102 2020-05-08 01:56:29,222 - mmaction - INFO - Epoch [176][520/627] lr: 0.00114, eta: 2:31:13, time: 4.313, data_time: 0.066, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8229, loss_cls: 1.5621, loss: 1.5621 2020-05-08 01:57:55,917 - mmaction - INFO - Epoch [176][540/627] lr: 0.00114, eta: 2:30:05, time: 4.307, data_time: 0.008, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8167, loss_cls: 1.5681, loss: 1.5681 2020-05-08 01:59:32,018 - mmaction - INFO - Epoch [176][560/627] lr: 0.00114, eta: 2:28:57, time: 4.829, data_time: 0.046, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8333, loss_cls: 1.5008, loss: 1.5008 2020-05-08 02:01:00,711 - mmaction - INFO - Epoch [176][580/627] lr: 0.00114, eta: 2:27:49, time: 4.429, data_time: 0.785, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6345, loss: 1.6345 2020-05-08 02:02:43,736 - mmaction - INFO - Epoch [176][600/627] lr: 0.00114, eta: 2:26:42, time: 5.130, data_time: 0.135, memory: 14492, top1_acc: 0.6917, top5_acc: 0.8354, loss_cls: 1.4840, loss: 1.4840 2020-05-08 02:04:13,134 - mmaction - INFO - Epoch [176][620/627] lr: 0.00114, eta: 2:25:34, time: 4.478, data_time: 0.038, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8063, loss_cls: 1.5719, loss: 1.5719 2020-05-08 02:09:29,653 - mmaction - INFO - Epoch [177][20/627] lr: 0.00073, eta: 2:24:12, time: 13.554, data_time: 11.063, memory: 14492, top1_acc: 0.6688, top5_acc: 0.8417, loss_cls: 1.3802, loss: 1.3802 2020-05-08 02:11:04,968 - mmaction - INFO - Epoch [177][40/627] lr: 0.00073, eta: 2:23:04, time: 4.767, data_time: 0.020, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8271, loss_cls: 1.5915, loss: 1.5915 2020-05-08 02:12:31,020 - mmaction - INFO - Epoch [177][60/627] lr: 0.00073, eta: 2:21:55, time: 4.301, data_time: 0.296, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8000, loss_cls: 1.6649, loss: 1.6649 2020-05-08 02:13:51,547 - mmaction - INFO - Epoch [177][80/627] lr: 0.00073, eta: 2:20:46, time: 4.011, data_time: 0.050, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8292, loss_cls: 1.5576, loss: 1.5576 2020-05-08 02:15:06,126 - mmaction - INFO - Epoch [177][100/627] lr: 0.00073, eta: 2:19:37, time: 3.746, data_time: 0.018, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8083, loss_cls: 1.6682, loss: 1.6682 2020-05-08 02:16:25,363 - mmaction - INFO - Epoch [177][120/627] lr: 0.00073, eta: 2:18:28, time: 3.938, data_time: 0.001, memory: 14492, top1_acc: 0.6042, top5_acc: 0.8000, loss_cls: 1.6027, loss: 1.6027 2020-05-08 02:17:40,237 - mmaction - INFO - Epoch [177][140/627] lr: 0.00073, eta: 2:17:19, time: 3.765, data_time: 0.134, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8042, loss_cls: 1.6800, loss: 1.6800 2020-05-08 02:18:55,018 - mmaction - INFO - Epoch [177][160/627] lr: 0.00073, eta: 2:16:10, time: 3.739, data_time: 0.025, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8333, loss_cls: 1.5320, loss: 1.5320 2020-05-08 02:20:11,954 - mmaction - INFO - Epoch [177][180/627] lr: 0.00073, eta: 2:15:00, time: 3.841, data_time: 0.003, memory: 14492, top1_acc: 0.6562, top5_acc: 0.8187, loss_cls: 1.5283, loss: 1.5283 2020-05-08 02:21:44,437 - mmaction - INFO - Epoch [177][200/627] lr: 0.00073, eta: 2:13:52, time: 4.594, data_time: 0.039, memory: 14492, top1_acc: 0.6063, top5_acc: 0.8250, loss_cls: 1.6513, loss: 1.6513 2020-05-08 02:23:26,333 - mmaction - INFO - Epoch [177][220/627] lr: 0.00073, eta: 2:12:45, time: 5.095, data_time: 0.153, memory: 14492, top1_acc: 0.5729, top5_acc: 0.7688, loss_cls: 1.8271, loss: 1.8271 2020-05-08 02:24:54,854 - mmaction - INFO - Epoch [177][240/627] lr: 0.00073, eta: 2:11:36, time: 4.462, data_time: 0.321, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8333, loss_cls: 1.5238, loss: 1.5238 2020-05-08 02:26:27,926 - mmaction - INFO - Epoch [177][260/627] lr: 0.00073, eta: 2:10:28, time: 4.654, data_time: 0.003, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.5688, loss: 1.5688 2020-05-08 02:27:52,070 - mmaction - INFO - Epoch [177][280/627] lr: 0.00073, eta: 2:09:19, time: 4.206, data_time: 0.002, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8354, loss_cls: 1.5375, loss: 1.5375 2020-05-08 02:29:07,287 - mmaction - INFO - Epoch [177][300/627] lr: 0.00073, eta: 2:08:10, time: 3.760, data_time: 0.003, memory: 14492, top1_acc: 0.6479, top5_acc: 0.8271, loss_cls: 1.5600, loss: 1.5600 2020-05-08 02:30:31,927 - mmaction - INFO - Epoch [177][320/627] lr: 0.00073, eta: 2:07:01, time: 4.235, data_time: 0.005, memory: 14492, top1_acc: 0.6562, top5_acc: 0.8354, loss_cls: 1.4282, loss: 1.4282 2020-05-08 02:31:50,252 - mmaction - INFO - Epoch [177][340/627] lr: 0.00073, eta: 2:05:52, time: 3.896, data_time: 0.017, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8292, loss_cls: 1.5564, loss: 1.5564 2020-05-08 02:33:04,531 - mmaction - INFO - Epoch [177][360/627] lr: 0.00073, eta: 2:04:42, time: 3.733, data_time: 0.217, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8354, loss_cls: 1.5306, loss: 1.5306 2020-05-08 02:34:21,015 - mmaction - INFO - Epoch [177][380/627] lr: 0.00073, eta: 2:03:33, time: 3.824, data_time: 0.942, memory: 14492, top1_acc: 0.6187, top5_acc: 0.8271, loss_cls: 1.6259, loss: 1.6259 2020-05-08 02:35:50,624 - mmaction - INFO - Epoch [177][400/627] lr: 0.00073, eta: 2:02:24, time: 4.481, data_time: 0.003, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8417, loss_cls: 1.5521, loss: 1.5521 2020-05-08 02:37:16,236 - mmaction - INFO - Epoch [177][420/627] lr: 0.00073, eta: 2:01:16, time: 4.280, data_time: 0.002, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6745, loss: 1.6745 2020-05-08 02:38:30,416 - mmaction - INFO - Epoch [177][440/627] lr: 0.00073, eta: 2:00:06, time: 3.710, data_time: 0.004, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7833, loss_cls: 1.7740, loss: 1.7740 2020-05-08 02:39:43,027 - mmaction - INFO - Epoch [177][460/627] lr: 0.00073, eta: 1:58:57, time: 3.629, data_time: 0.002, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5651, loss: 1.5651 2020-05-08 02:40:55,998 - mmaction - INFO - Epoch [177][480/627] lr: 0.00073, eta: 1:57:47, time: 3.650, data_time: 0.004, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8208, loss_cls: 1.5369, loss: 1.5369 2020-05-08 02:42:10,629 - mmaction - INFO - Epoch [177][500/627] lr: 0.00073, eta: 1:56:38, time: 3.733, data_time: 0.007, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8271, loss_cls: 1.5284, loss: 1.5284 2020-05-08 02:43:30,915 - mmaction - INFO - Epoch [177][520/627] lr: 0.00073, eta: 1:55:28, time: 4.011, data_time: 0.002, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8167, loss_cls: 1.6775, loss: 1.6775 2020-05-08 02:44:52,068 - mmaction - INFO - Epoch [177][540/627] lr: 0.00073, eta: 1:54:19, time: 4.053, data_time: 0.004, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8063, loss_cls: 1.7031, loss: 1.7031 2020-05-08 02:46:17,118 - mmaction - INFO - Epoch [177][560/627] lr: 0.00073, eta: 1:53:10, time: 4.261, data_time: 0.663, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8208, loss_cls: 1.6353, loss: 1.6353 2020-05-08 02:47:43,223 - mmaction - INFO - Epoch [177][580/627] lr: 0.00073, eta: 1:52:01, time: 4.303, data_time: 0.002, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8375, loss_cls: 1.6079, loss: 1.6079 2020-05-08 02:49:33,585 - mmaction - INFO - Epoch [177][600/627] lr: 0.00073, eta: 1:50:54, time: 5.503, data_time: 0.021, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8000, loss_cls: 1.6993, loss: 1.6993 2020-05-08 02:50:56,334 - mmaction - INFO - Epoch [177][620/627] lr: 0.00073, eta: 1:49:45, time: 4.151, data_time: 0.660, memory: 14492, top1_acc: 0.6083, top5_acc: 0.8042, loss_cls: 1.6408, loss: 1.6408 2020-05-08 02:57:11,592 - mmaction - INFO - Epoch [178][20/627] lr: 0.00041, eta: 1:48:22, time: 16.390, data_time: 12.070, memory: 14492, top1_acc: 0.6250, top5_acc: 0.8208, loss_cls: 1.5803, loss: 1.5803 2020-05-08 02:58:35,139 - mmaction - INFO - Epoch [178][40/627] lr: 0.00041, eta: 1:47:12, time: 4.186, data_time: 0.013, memory: 14492, top1_acc: 0.6292, top5_acc: 0.7958, loss_cls: 1.7013, loss: 1.7013 2020-05-08 02:59:47,516 - mmaction - INFO - Epoch [178][60/627] lr: 0.00041, eta: 1:46:03, time: 3.617, data_time: 0.001, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8187, loss_cls: 1.6255, loss: 1.6255 2020-05-08 03:01:11,196 - mmaction - INFO - Epoch [178][80/627] lr: 0.00041, eta: 1:44:53, time: 4.182, data_time: 0.005, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8146, loss_cls: 1.5752, loss: 1.5752 2020-05-08 03:02:49,285 - mmaction - INFO - Epoch [178][100/627] lr: 0.00041, eta: 1:43:45, time: 4.903, data_time: 0.104, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8208, loss_cls: 1.5940, loss: 1.5940 2020-05-08 03:04:18,138 - mmaction - INFO - Epoch [178][120/627] lr: 0.00041, eta: 1:42:36, time: 4.440, data_time: 0.030, memory: 14492, top1_acc: 0.6646, top5_acc: 0.8500, loss_cls: 1.3797, loss: 1.3797 2020-05-08 03:05:57,823 - mmaction - INFO - Epoch [178][140/627] lr: 0.00041, eta: 1:41:27, time: 4.965, data_time: 0.012, memory: 14492, top1_acc: 0.6187, top5_acc: 0.8354, loss_cls: 1.5659, loss: 1.5659 2020-05-08 03:07:20,549 - mmaction - INFO - Epoch [178][160/627] lr: 0.00041, eta: 1:40:18, time: 4.162, data_time: 0.031, memory: 14492, top1_acc: 0.6583, top5_acc: 0.8417, loss_cls: 1.4766, loss: 1.4766 2020-05-08 03:08:41,218 - mmaction - INFO - Epoch [178][180/627] lr: 0.00041, eta: 1:39:08, time: 4.032, data_time: 0.001, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8313, loss_cls: 1.6082, loss: 1.6082 2020-05-08 03:10:06,804 - mmaction - INFO - Epoch [178][200/627] lr: 0.00041, eta: 1:37:59, time: 4.275, data_time: 0.002, memory: 14492, top1_acc: 0.6708, top5_acc: 0.8604, loss_cls: 1.3793, loss: 1.3793 2020-05-08 03:11:20,156 - mmaction - INFO - Epoch [178][220/627] lr: 0.00041, eta: 1:36:49, time: 3.669, data_time: 0.008, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8229, loss_cls: 1.5812, loss: 1.5812 2020-05-08 03:12:34,322 - mmaction - INFO - Epoch [178][240/627] lr: 0.00041, eta: 1:35:39, time: 3.713, data_time: 0.010, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7937, loss_cls: 1.7757, loss: 1.7757 2020-05-08 03:13:45,355 - mmaction - INFO - Epoch [178][260/627] lr: 0.00041, eta: 1:34:29, time: 3.550, data_time: 0.001, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8062, loss_cls: 1.6618, loss: 1.6618 2020-05-08 03:15:01,408 - mmaction - INFO - Epoch [178][280/627] lr: 0.00041, eta: 1:33:20, time: 3.788, data_time: 0.003, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8229, loss_cls: 1.5461, loss: 1.5461 2020-05-08 03:16:14,992 - mmaction - INFO - Epoch [178][300/627] lr: 0.00041, eta: 1:32:10, time: 3.694, data_time: 0.022, memory: 14492, top1_acc: 0.5646, top5_acc: 0.7875, loss_cls: 1.7796, loss: 1.7796 2020-05-08 03:17:27,789 - mmaction - INFO - Epoch [178][320/627] lr: 0.00041, eta: 1:31:00, time: 3.642, data_time: 0.028, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8146, loss_cls: 1.6634, loss: 1.6634 2020-05-08 03:18:39,143 - mmaction - INFO - Epoch [178][340/627] lr: 0.00041, eta: 1:29:50, time: 3.566, data_time: 0.035, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8438, loss_cls: 1.4970, loss: 1.4970 2020-05-08 03:19:45,396 - mmaction - INFO - Epoch [178][360/627] lr: 0.00041, eta: 1:28:40, time: 3.312, data_time: 0.002, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8208, loss_cls: 1.5618, loss: 1.5618 2020-05-08 03:20:52,418 - mmaction - INFO - Epoch [178][380/627] lr: 0.00041, eta: 1:27:30, time: 3.343, data_time: 0.003, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8333, loss_cls: 1.5446, loss: 1.5446 2020-05-08 03:22:01,533 - mmaction - INFO - Epoch [178][400/627] lr: 0.00041, eta: 1:26:20, time: 3.465, data_time: 0.024, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8104, loss_cls: 1.6644, loss: 1.6644 2020-05-08 03:23:22,341 - mmaction - INFO - Epoch [178][420/627] lr: 0.00041, eta: 1:25:10, time: 4.040, data_time: 0.002, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8354, loss_cls: 1.5187, loss: 1.5187 2020-05-08 03:24:31,904 - mmaction - INFO - Epoch [178][440/627] lr: 0.00041, eta: 1:24:00, time: 3.476, data_time: 0.002, memory: 14492, top1_acc: 0.6104, top5_acc: 0.7979, loss_cls: 1.6853, loss: 1.6853 2020-05-08 03:25:43,569 - mmaction - INFO - Epoch [178][460/627] lr: 0.00041, eta: 1:22:51, time: 3.584, data_time: 0.006, memory: 14492, top1_acc: 0.5771, top5_acc: 0.7896, loss_cls: 1.7587, loss: 1.7587 2020-05-08 03:27:00,528 - mmaction - INFO - Epoch [178][480/627] lr: 0.00041, eta: 1:21:41, time: 3.847, data_time: 0.003, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8146, loss_cls: 1.6636, loss: 1.6636 2020-05-08 03:28:05,876 - mmaction - INFO - Epoch [178][500/627] lr: 0.00041, eta: 1:20:31, time: 3.270, data_time: 0.007, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8396, loss_cls: 1.5507, loss: 1.5507 2020-05-08 03:29:11,131 - mmaction - INFO - Epoch [178][520/627] lr: 0.00041, eta: 1:19:21, time: 3.260, data_time: 0.001, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8250, loss_cls: 1.5644, loss: 1.5644 2020-05-08 03:30:17,762 - mmaction - INFO - Epoch [178][540/627] lr: 0.00041, eta: 1:18:11, time: 3.331, data_time: 0.782, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8458, loss_cls: 1.5231, loss: 1.5231 2020-05-08 03:31:26,178 - mmaction - INFO - Epoch [178][560/627] lr: 0.00041, eta: 1:17:01, time: 3.420, data_time: 1.539, memory: 14492, top1_acc: 0.6625, top5_acc: 0.8083, loss_cls: 1.5766, loss: 1.5766 2020-05-08 03:32:30,550 - mmaction - INFO - Epoch [178][580/627] lr: 0.00041, eta: 1:15:50, time: 3.221, data_time: 1.657, memory: 14492, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6660, loss: 1.6660 2020-05-08 03:33:38,300 - mmaction - INFO - Epoch [178][600/627] lr: 0.00041, eta: 1:14:40, time: 3.386, data_time: 0.635, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.5997, loss: 1.5997 2020-05-08 03:34:50,923 - mmaction - INFO - Epoch [178][620/627] lr: 0.00041, eta: 1:13:30, time: 3.634, data_time: 0.645, memory: 14492, top1_acc: 0.6146, top5_acc: 0.8167, loss_cls: 1.6174, loss: 1.6174 2020-05-08 03:37:51,741 - mmaction - INFO - Epoch [179][20/627] lr: 0.00018, eta: 1:11:57, time: 7.018, data_time: 4.380, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8292, loss_cls: 1.5737, loss: 1.5737 2020-05-08 03:38:56,962 - mmaction - INFO - Epoch [179][40/627] lr: 0.00018, eta: 1:10:47, time: 3.263, data_time: 0.763, memory: 14492, top1_acc: 0.6063, top5_acc: 0.8062, loss_cls: 1.6394, loss: 1.6394 2020-05-08 03:40:04,295 - mmaction - INFO - Epoch [179][60/627] lr: 0.00018, eta: 1:09:37, time: 3.366, data_time: 0.593, memory: 14492, top1_acc: 0.5896, top5_acc: 0.7875, loss_cls: 1.7498, loss: 1.7498 2020-05-08 03:41:11,309 - mmaction - INFO - Epoch [179][80/627] lr: 0.00018, eta: 1:08:27, time: 3.352, data_time: 0.710, memory: 14492, top1_acc: 0.6667, top5_acc: 0.8562, loss_cls: 1.4164, loss: 1.4164 2020-05-08 03:42:19,914 - mmaction - INFO - Epoch [179][100/627] lr: 0.00018, eta: 1:07:17, time: 3.424, data_time: 0.001, memory: 14492, top1_acc: 0.6417, top5_acc: 0.8229, loss_cls: 1.5667, loss: 1.5667 2020-05-08 03:43:31,994 - mmaction - INFO - Epoch [179][120/627] lr: 0.00018, eta: 1:06:07, time: 3.608, data_time: 0.007, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8354, loss_cls: 1.5407, loss: 1.5407 2020-05-08 03:44:38,188 - mmaction - INFO - Epoch [179][140/627] lr: 0.00018, eta: 1:04:57, time: 3.306, data_time: 0.061, memory: 14492, top1_acc: 0.6187, top5_acc: 0.8250, loss_cls: 1.5931, loss: 1.5931 2020-05-08 03:45:43,643 - mmaction - INFO - Epoch [179][160/627] lr: 0.00018, eta: 1:03:47, time: 3.278, data_time: 0.313, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8146, loss_cls: 1.6443, loss: 1.6443 2020-05-08 03:46:46,885 - mmaction - INFO - Epoch [179][180/627] lr: 0.00018, eta: 1:02:37, time: 3.163, data_time: 0.002, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8104, loss_cls: 1.6635, loss: 1.6635 2020-05-08 03:47:52,787 - mmaction - INFO - Epoch [179][200/627] lr: 0.00018, eta: 1:01:27, time: 3.236, data_time: 0.013, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8167, loss_cls: 1.5081, loss: 1.5081 2020-05-08 03:49:07,579 - mmaction - INFO - Epoch [179][220/627] lr: 0.00018, eta: 1:00:17, time: 3.796, data_time: 0.061, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8250, loss_cls: 1.6331, loss: 1.6331 2020-05-08 03:50:17,570 - mmaction - INFO - Epoch [179][240/627] lr: 0.00018, eta: 0:59:07, time: 3.499, data_time: 0.004, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8292, loss_cls: 1.5813, loss: 1.5813 2020-05-08 03:51:26,831 - mmaction - INFO - Epoch [179][260/627] lr: 0.00018, eta: 0:57:57, time: 3.464, data_time: 0.006, memory: 14492, top1_acc: 0.6229, top5_acc: 0.7979, loss_cls: 1.6234, loss: 1.6234 2020-05-08 03:52:31,544 - mmaction - INFO - Epoch [179][280/627] lr: 0.00018, eta: 0:56:47, time: 3.235, data_time: 0.021, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8208, loss_cls: 1.4966, loss: 1.4966 2020-05-08 03:53:43,951 - mmaction - INFO - Epoch [179][300/627] lr: 0.00018, eta: 0:55:37, time: 3.620, data_time: 0.003, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8188, loss_cls: 1.6097, loss: 1.6097 2020-05-08 03:55:09,366 - mmaction - INFO - Epoch [179][320/627] lr: 0.00018, eta: 0:54:27, time: 4.269, data_time: 0.002, memory: 14492, top1_acc: 0.5938, top5_acc: 0.8063, loss_cls: 1.6605, loss: 1.6605 2020-05-08 03:56:14,524 - mmaction - INFO - Epoch [179][340/627] lr: 0.00018, eta: 0:53:17, time: 3.261, data_time: 0.017, memory: 14492, top1_acc: 0.6500, top5_acc: 0.8313, loss_cls: 1.5535, loss: 1.5535 2020-05-08 03:57:50,227 - mmaction - INFO - Epoch [179][360/627] lr: 0.00018, eta: 0:52:08, time: 4.779, data_time: 0.375, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8458, loss_cls: 1.4536, loss: 1.4536 2020-05-08 03:59:12,709 - mmaction - INFO - Epoch [179][380/627] lr: 0.00018, eta: 0:50:58, time: 4.129, data_time: 0.009, memory: 14492, top1_acc: 0.6437, top5_acc: 0.8146, loss_cls: 1.6018, loss: 1.6018 2020-05-08 04:00:35,531 - mmaction - INFO - Epoch [179][400/627] lr: 0.00018, eta: 0:49:48, time: 4.129, data_time: 0.003, memory: 14492, top1_acc: 0.6438, top5_acc: 0.8083, loss_cls: 1.5831, loss: 1.5831 2020-05-08 04:02:13,896 - mmaction - INFO - Epoch [179][420/627] lr: 0.00018, eta: 0:48:39, time: 4.932, data_time: 0.131, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8271, loss_cls: 1.5546, loss: 1.5546 2020-05-08 04:03:46,387 - mmaction - INFO - Epoch [179][440/627] lr: 0.00018, eta: 0:47:30, time: 4.621, data_time: 0.019, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8167, loss_cls: 1.6719, loss: 1.6719 2020-05-08 04:05:09,417 - mmaction - INFO - Epoch [179][460/627] lr: 0.00018, eta: 0:46:20, time: 4.151, data_time: 0.005, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8333, loss_cls: 1.6095, loss: 1.6095 2020-05-08 04:06:27,711 - mmaction - INFO - Epoch [179][480/627] lr: 0.00018, eta: 0:45:10, time: 3.918, data_time: 0.005, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8083, loss_cls: 1.6580, loss: 1.6580 2020-05-08 04:07:45,808 - mmaction - INFO - Epoch [179][500/627] lr: 0.00018, eta: 0:44:00, time: 3.895, data_time: 0.003, memory: 14492, top1_acc: 0.6167, top5_acc: 0.8229, loss_cls: 1.6451, loss: 1.6451 2020-05-08 04:09:02,482 - mmaction - INFO - Epoch [179][520/627] lr: 0.00018, eta: 0:42:50, time: 3.844, data_time: 0.016, memory: 14492, top1_acc: 0.6083, top5_acc: 0.8229, loss_cls: 1.5690, loss: 1.5690 2020-05-08 04:10:25,227 - mmaction - INFO - Epoch [179][540/627] lr: 0.00018, eta: 0:41:40, time: 4.137, data_time: 0.001, memory: 14492, top1_acc: 0.6208, top5_acc: 0.8271, loss_cls: 1.5029, loss: 1.5029 2020-05-08 04:11:30,655 - mmaction - INFO - Epoch [179][560/627] lr: 0.00018, eta: 0:40:30, time: 3.270, data_time: 0.027, memory: 14492, top1_acc: 0.6521, top5_acc: 0.8333, loss_cls: 1.4554, loss: 1.4554 2020-05-08 04:12:45,460 - mmaction - INFO - Epoch [179][580/627] lr: 0.00018, eta: 0:39:20, time: 3.738, data_time: 0.404, memory: 14492, top1_acc: 0.6437, top5_acc: 0.8083, loss_cls: 1.4897, loss: 1.4897 2020-05-08 04:13:56,174 - mmaction - INFO - Epoch [179][600/627] lr: 0.00018, eta: 0:38:10, time: 3.540, data_time: 0.232, memory: 14492, top1_acc: 0.6333, top5_acc: 0.8125, loss_cls: 1.5794, loss: 1.5794 2020-05-08 04:15:02,164 - mmaction - INFO - Epoch [179][620/627] lr: 0.00018, eta: 0:37:00, time: 3.298, data_time: 0.040, memory: 14492, top1_acc: 0.5958, top5_acc: 0.8188, loss_cls: 1.6799, loss: 1.6799 2020-05-08 04:18:43,155 - mmaction - INFO - Epoch [180][20/627] lr: 0.00005, eta: 0:35:27, time: 9.062, data_time: 5.753, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8208, loss_cls: 1.4872, loss: 1.4872 2020-05-08 04:19:45,818 - mmaction - INFO - Epoch [180][40/627] lr: 0.00005, eta: 0:34:17, time: 3.135, data_time: 0.006, memory: 14492, top1_acc: 0.6104, top5_acc: 0.8229, loss_cls: 1.5912, loss: 1.5912 2020-05-08 04:20:51,575 - mmaction - INFO - Epoch [180][60/627] lr: 0.00005, eta: 0:33:06, time: 3.287, data_time: 0.002, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8146, loss_cls: 1.6438, loss: 1.6438 2020-05-08 04:22:04,568 - mmaction - INFO - Epoch [180][80/627] lr: 0.00005, eta: 0:31:56, time: 3.648, data_time: 0.002, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8042, loss_cls: 1.6755, loss: 1.6755 2020-05-08 04:23:15,187 - mmaction - INFO - Epoch [180][100/627] lr: 0.00005, eta: 0:30:46, time: 3.530, data_time: 0.050, memory: 14492, top1_acc: 0.6271, top5_acc: 0.7917, loss_cls: 1.6438, loss: 1.6438 2020-05-08 04:24:22,230 - mmaction - INFO - Epoch [180][120/627] lr: 0.00005, eta: 0:29:36, time: 3.351, data_time: 0.006, memory: 14492, top1_acc: 0.6167, top5_acc: 0.7937, loss_cls: 1.7054, loss: 1.7054 2020-05-08 04:25:32,426 - mmaction - INFO - Epoch [180][140/627] lr: 0.00005, eta: 0:28:26, time: 3.513, data_time: 0.006, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8333, loss_cls: 1.5637, loss: 1.5637 2020-05-08 04:26:36,303 - mmaction - INFO - Epoch [180][160/627] lr: 0.00005, eta: 0:27:16, time: 3.191, data_time: 0.002, memory: 14492, top1_acc: 0.5979, top5_acc: 0.7896, loss_cls: 1.7185, loss: 1.7185 2020-05-08 04:27:40,322 - mmaction - INFO - Epoch [180][180/627] lr: 0.00005, eta: 0:26:06, time: 3.203, data_time: 0.294, memory: 14492, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4550, loss: 1.4550 2020-05-08 04:28:45,099 - mmaction - INFO - Epoch [180][200/627] lr: 0.00005, eta: 0:24:56, time: 3.239, data_time: 0.260, memory: 14492, top1_acc: 0.6188, top5_acc: 0.8083, loss_cls: 1.6501, loss: 1.6501 2020-05-08 04:29:55,397 - mmaction - INFO - Epoch [180][220/627] lr: 0.00005, eta: 0:23:46, time: 3.517, data_time: 0.272, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8167, loss_cls: 1.7130, loss: 1.7130 2020-05-08 04:30:58,623 - mmaction - INFO - Epoch [180][240/627] lr: 0.00005, eta: 0:22:35, time: 3.156, data_time: 0.024, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8292, loss_cls: 1.5630, loss: 1.5630 2020-05-08 04:32:06,654 - mmaction - INFO - Epoch [180][260/627] lr: 0.00005, eta: 0:21:25, time: 3.406, data_time: 0.007, memory: 14492, top1_acc: 0.6500, top5_acc: 0.8104, loss_cls: 1.5528, loss: 1.5528 2020-05-08 04:33:13,685 - mmaction - INFO - Epoch [180][280/627] lr: 0.00005, eta: 0:20:15, time: 3.351, data_time: 0.061, memory: 14492, top1_acc: 0.6271, top5_acc: 0.8042, loss_cls: 1.6515, loss: 1.6515 2020-05-08 04:34:18,804 - mmaction - INFO - Epoch [180][300/627] lr: 0.00005, eta: 0:19:05, time: 3.249, data_time: 0.004, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8208, loss_cls: 1.5838, loss: 1.5838 2020-05-08 04:35:48,920 - mmaction - INFO - Epoch [180][320/627] lr: 0.00005, eta: 0:17:55, time: 4.509, data_time: 0.010, memory: 14492, top1_acc: 0.6000, top5_acc: 0.8062, loss_cls: 1.7363, loss: 1.7363 2020-05-08 04:37:03,539 - mmaction - INFO - Epoch [180][340/627] lr: 0.00005, eta: 0:16:45, time: 3.734, data_time: 0.053, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8208, loss_cls: 1.5288, loss: 1.5288 2020-05-08 04:38:11,687 - mmaction - INFO - Epoch [180][360/627] lr: 0.00005, eta: 0:15:35, time: 3.409, data_time: 0.005, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8458, loss_cls: 1.5002, loss: 1.5002 2020-05-08 04:39:18,381 - mmaction - INFO - Epoch [180][380/627] lr: 0.00005, eta: 0:14:25, time: 3.331, data_time: 0.002, memory: 14492, top1_acc: 0.6313, top5_acc: 0.8146, loss_cls: 1.6167, loss: 1.6167 2020-05-08 04:40:25,449 - mmaction - INFO - Epoch [180][400/627] lr: 0.00005, eta: 0:13:15, time: 3.346, data_time: 0.030, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8396, loss_cls: 1.4758, loss: 1.4758 2020-05-08 04:41:39,898 - mmaction - INFO - Epoch [180][420/627] lr: 0.00005, eta: 0:12:05, time: 3.733, data_time: 0.663, memory: 14492, top1_acc: 0.6229, top5_acc: 0.8271, loss_cls: 1.5609, loss: 1.5609 2020-05-08 04:42:53,193 - mmaction - INFO - Epoch [180][440/627] lr: 0.00005, eta: 0:10:55, time: 3.664, data_time: 0.288, memory: 14492, top1_acc: 0.6563, top5_acc: 0.8229, loss_cls: 1.4793, loss: 1.4793 2020-05-08 04:44:11,754 - mmaction - INFO - Epoch [180][460/627] lr: 0.00005, eta: 0:09:45, time: 3.929, data_time: 0.079, memory: 14492, top1_acc: 0.6354, top5_acc: 0.8292, loss_cls: 1.6149, loss: 1.6149 2020-05-08 04:45:23,647 - mmaction - INFO - Epoch [180][480/627] lr: 0.00005, eta: 0:08:35, time: 3.594, data_time: 0.516, memory: 14492, top1_acc: 0.6125, top5_acc: 0.8292, loss_cls: 1.5512, loss: 1.5512 2020-05-08 04:46:35,324 - mmaction - INFO - Epoch [180][500/627] lr: 0.00005, eta: 0:07:25, time: 3.584, data_time: 0.296, memory: 14492, top1_acc: 0.6396, top5_acc: 0.8208, loss_cls: 1.5636, loss: 1.5636 2020-05-08 04:47:44,824 - mmaction - INFO - Epoch [180][520/627] lr: 0.00005, eta: 0:06:14, time: 3.477, data_time: 0.170, memory: 14492, top1_acc: 0.6542, top5_acc: 0.8354, loss_cls: 1.5132, loss: 1.5132 2020-05-08 04:49:04,550 - mmaction - INFO - Epoch [180][540/627] lr: 0.00005, eta: 0:05:04, time: 3.975, data_time: 0.001, memory: 14492, top1_acc: 0.6083, top5_acc: 0.7792, loss_cls: 1.7005, loss: 1.7005 2020-05-08 04:50:45,264 - mmaction - INFO - Epoch [180][560/627] lr: 0.00005, eta: 0:03:54, time: 5.016, data_time: 0.543, memory: 14492, top1_acc: 0.6458, top5_acc: 0.8396, loss_cls: 1.4864, loss: 1.4864 2020-05-08 04:52:10,773 - mmaction - INFO - Epoch [180][580/627] lr: 0.00005, eta: 0:02:44, time: 4.299, data_time: 0.041, memory: 14492, top1_acc: 0.6375, top5_acc: 0.8417, loss_cls: 1.5389, loss: 1.5389 2020-05-08 04:53:35,975 - mmaction - INFO - Epoch [180][600/627] lr: 0.00005, eta: 0:01:34, time: 4.256, data_time: 0.055, memory: 14492, top1_acc: 0.6000, top5_acc: 0.7958, loss_cls: 1.7377, loss: 1.7377 2020-05-08 04:55:02,770 - mmaction - INFO - Epoch [180][620/627] lr: 0.00005, eta: 0:00:24, time: 4.342, data_time: 0.013, memory: 14492, top1_acc: 0.6292, top5_acc: 0.8042, loss_cls: 1.6078, loss: 1.6078 2020-05-08 05:01:05,485 - mmaction - INFO - Evaluating top_k_accuracy... 2020-05-08 05:01:06,755 - mmaction - INFO - top1_acc 0.6185 top5_acc 0.8326 2020-05-08 05:01:06,755 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-05-08 05:01:07,806 - mmaction - INFO - mean_acc 0.6184 2020-05-08 05:01:07,890 - mmaction - INFO - Epoch [180][627/627] lr: 0.00005, top1_acc: 0.6185, top5_acc: 0.8326, mean_class_accuracy: 0.6184