2020-07-04 02:53:24,626 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 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_1565134926719/_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: 4.1.0 MMCV: 0.6.2 MMAction: 0.1.0+c9992ce ------------------------------------------------------------ 2020-07-04 02:53:24,627 - mmaction - INFO - Distributed training: True 2020-07-04 02:53:24,627 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction-lite/configs/tsn/flow-8seg-t5.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, in_channels=10, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustrenew/DATAshare/duanhaodong/TVL1' data_root_val = '/mnt/lustrenew/DATAshare/duanhaodong/TVL1_val' ann_file_train = 'data/kinetics400/kinetics_train_tvl1_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_tvl1_hd320.txt' img_norm_cfg = dict( mean=[128, 128], std=[128, 128]) 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=5, frame_interval=1, num_clips=8), 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='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=5, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=5, frame_interval=1, num_clips=25, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{}_{:05d}.jpg', modality_name='Flow', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{}_{:05d}.jpg', modality_name='Flow', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{}_{:05d}.jpg', modality_name='Flow', pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.0075, 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='step', step=[70, 100]) total_epochs = 110 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/flow-8seg-t5/' load_from = None resume_from = None workflow = [('train', 5)] 2020-07-04 02:53:25,470 - mmaction - WARNING - The model and loaded state dict do not match exactly size mismatch for conv1.weight: copying a param with shape torch.Size([64, 3, 7, 7]) from checkpoint, the shape in current model is torch.Size([64, 10, 7, 7]). unexpected key in source state_dict: fc.weight, fc.bias 2020-07-04 02:53:48,656 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-198, work_dir: /mnt/lustre/duanhaodong/mmaction-lite/work_dirs/flow-8seg-t5 2020-07-04 02:53:48,656 - mmaction - INFO - workflow: [('train', 5)], max: 110 epochs 2020-07-04 02:56:18,931 - mmaction - INFO - Epoch [1][20/627] lr: 7.500e-03, eta: 5 days, 23:41:20, time: 7.502, data_time: 5.753, memory: 8473, top1_acc: 0.0042, top5_acc: 0.0167, loss_cls: 6.0108, loss: 6.0108 2020-07-04 02:56:42,034 - mmaction - INFO - Epoch [1][40/627] lr: 7.500e-03, eta: 3 days, 10:58:06, time: 1.164, data_time: 0.030, memory: 8473, top1_acc: 0.0083, top5_acc: 0.0292, loss_cls: 5.9284, loss: 5.9284 2020-07-04 02:57:05,974 - mmaction - INFO - Epoch [1][60/627] lr: 7.500e-03, eta: 2 days, 14:54:42, time: 1.194, data_time: 0.005, memory: 8473, top1_acc: 0.0000, top5_acc: 0.0167, loss_cls: 5.8864, loss: 5.8864 2020-07-04 02:57:28,194 - mmaction - INFO - Epoch [1][80/627] lr: 7.500e-03, eta: 2 days, 4:29:38, time: 1.113, data_time: 0.008, memory: 8473, top1_acc: 0.0083, top5_acc: 0.0667, loss_cls: 5.8521, loss: 5.8521 2020-07-04 02:57:50,641 - mmaction - INFO - Epoch [1][100/627] lr: 7.500e-03, eta: 1 day, 22:15:49, time: 1.119, data_time: 0.009, memory: 8473, top1_acc: 0.0125, top5_acc: 0.0500, loss_cls: 5.7635, loss: 5.7635 2020-07-04 02:58:14,052 - mmaction - INFO - Epoch [1][120/627] lr: 7.500e-03, eta: 1 day, 18:16:35, time: 1.172, data_time: 0.009, memory: 8473, top1_acc: 0.0083, top5_acc: 0.0708, loss_cls: 5.7077, loss: 5.7077 2020-07-04 02:58:36,283 - mmaction - INFO - Epoch [1][140/627] lr: 7.500e-03, eta: 1 day, 15:15:55, time: 1.113, data_time: 0.006, memory: 8473, top1_acc: 0.0125, top5_acc: 0.0708, loss_cls: 5.7717, loss: 5.7717 2020-07-04 02:58:59,622 - mmaction - INFO - Epoch [1][160/627] lr: 7.500e-03, eta: 1 day, 13:08:08, time: 1.167, data_time: 0.007, memory: 8473, top1_acc: 0.0333, top5_acc: 0.0875, loss_cls: 5.7039, loss: 5.7039 2020-07-04 02:59:22,290 - mmaction - INFO - Epoch [1][180/627] lr: 7.500e-03, eta: 1 day, 11:24:44, time: 1.136, data_time: 0.005, memory: 8473, top1_acc: 0.0042, top5_acc: 0.0667, loss_cls: 5.7260, loss: 5.7260 2020-07-04 02:59:45,100 - mmaction - INFO - Epoch [1][200/627] lr: 7.500e-03, eta: 1 day, 10:01:48, time: 1.135, data_time: 0.004, memory: 8473, top1_acc: 0.0167, top5_acc: 0.0458, loss_cls: 5.6784, loss: 5.6784 2020-07-04 03:00:15,090 - mmaction - INFO - Epoch [1][220/627] lr: 7.500e-03, eta: 1 day, 9:31:52, time: 1.500, data_time: 0.008, memory: 8473, top1_acc: 0.0500, top5_acc: 0.0833, loss_cls: 5.6465, loss: 5.6465 2020-07-04 03:00:34,053 - mmaction - INFO - Epoch [1][240/627] lr: 7.500e-03, eta: 1 day, 8:14:05, time: 0.947, data_time: 0.072, memory: 8473, top1_acc: 0.0208, top5_acc: 0.0708, loss_cls: 5.5384, loss: 5.5384 2020-07-04 03:00:56,950 - mmaction - INFO - Epoch [1][260/627] lr: 7.500e-03, eta: 1 day, 7:25:50, time: 1.147, data_time: 0.088, memory: 8473, top1_acc: 0.0208, top5_acc: 0.0833, loss_cls: 5.5219, loss: 5.5219 2020-07-04 03:01:20,536 - mmaction - INFO - Epoch [1][280/627] lr: 7.500e-03, eta: 1 day, 6:46:40, time: 1.174, data_time: 0.246, memory: 8473, top1_acc: 0.0333, top5_acc: 0.0958, loss_cls: 5.5404, loss: 5.5404 2020-07-04 03:01:43,372 - mmaction - INFO - Epoch [1][300/627] lr: 7.500e-03, eta: 1 day, 6:10:29, time: 1.146, data_time: 0.068, memory: 8473, top1_acc: 0.0333, top5_acc: 0.1000, loss_cls: 5.4206, loss: 5.4206 2020-07-04 03:02:06,096 - mmaction - INFO - Epoch [1][320/627] lr: 7.500e-03, eta: 1 day, 5:38:06, time: 1.136, data_time: 0.007, memory: 8473, top1_acc: 0.0208, top5_acc: 0.0875, loss_cls: 5.4320, loss: 5.4320 2020-07-04 03:02:29,186 - mmaction - INFO - Epoch [1][340/627] lr: 7.500e-03, eta: 1 day, 5:11:01, time: 1.159, data_time: 0.009, memory: 8473, top1_acc: 0.0208, top5_acc: 0.0708, loss_cls: 5.4693, loss: 5.4693 2020-07-04 03:02:51,659 - mmaction - INFO - Epoch [1][360/627] lr: 7.500e-03, eta: 1 day, 4:44:38, time: 1.123, data_time: 0.002, memory: 8473, top1_acc: 0.0333, top5_acc: 0.1000, loss_cls: 5.3644, loss: 5.3644 2020-07-04 03:03:14,969 - mmaction - INFO - Epoch [1][380/627] lr: 7.500e-03, eta: 1 day, 4:23:24, time: 1.164, data_time: 0.005, memory: 8473, top1_acc: 0.0667, top5_acc: 0.1750, loss_cls: 5.2257, loss: 5.2257 2020-07-04 03:03:36,869 - mmaction - INFO - Epoch [1][400/627] lr: 7.500e-03, eta: 1 day, 4:00:04, time: 1.090, data_time: 0.007, memory: 8473, top1_acc: 0.0417, top5_acc: 0.1375, loss_cls: 5.2972, loss: 5.2972 2020-07-04 03:03:59,631 - mmaction - INFO - Epoch [1][420/627] lr: 7.500e-03, eta: 1 day, 3:41:53, time: 1.145, data_time: 0.009, memory: 8473, top1_acc: 0.0458, top5_acc: 0.1208, loss_cls: 5.2822, loss: 5.2822 2020-07-04 03:04:22,270 - mmaction - INFO - Epoch [1][440/627] lr: 7.500e-03, eta: 1 day, 3:24:32, time: 1.130, data_time: 0.006, memory: 8473, top1_acc: 0.0542, top5_acc: 0.1708, loss_cls: 5.0875, loss: 5.0875 2020-07-04 03:04:44,300 - mmaction - INFO - Epoch [1][460/627] lr: 7.500e-03, eta: 1 day, 3:07:05, time: 1.098, data_time: 0.006, memory: 8473, top1_acc: 0.0417, top5_acc: 0.1500, loss_cls: 5.1384, loss: 5.1384 2020-07-04 03:05:07,567 - mmaction - INFO - Epoch [1][480/627] lr: 7.500e-03, eta: 1 day, 2:54:12, time: 1.164, data_time: 0.007, memory: 8473, top1_acc: 0.0500, top5_acc: 0.1500, loss_cls: 5.1814, loss: 5.1814 2020-07-04 03:05:29,583 - mmaction - INFO - Epoch [1][500/627] lr: 7.500e-03, eta: 1 day, 2:39:40, time: 1.106, data_time: 0.006, memory: 8473, top1_acc: 0.0417, top5_acc: 0.1292, loss_cls: 5.1512, loss: 5.1512 2020-07-04 03:05:52,935 - mmaction - INFO - Epoch [1][520/627] lr: 7.500e-03, eta: 1 day, 2:28:44, time: 1.163, data_time: 0.003, memory: 8473, top1_acc: 0.0458, top5_acc: 0.1583, loss_cls: 5.1510, loss: 5.1510 2020-07-04 03:06:15,730 - mmaction - INFO - Epoch [1][540/627] lr: 7.500e-03, eta: 1 day, 2:17:23, time: 1.135, data_time: 0.005, memory: 8473, top1_acc: 0.0292, top5_acc: 0.1292, loss_cls: 5.3160, loss: 5.3160 2020-07-04 03:06:37,650 - mmaction - INFO - Epoch [1][560/627] lr: 7.500e-03, eta: 1 day, 2:05:13, time: 1.096, data_time: 0.013, memory: 8473, top1_acc: 0.0625, top5_acc: 0.1625, loss_cls: 5.1280, loss: 5.1280 2020-07-04 03:07:00,548 - mmaction - INFO - Epoch [1][580/627] lr: 7.500e-03, eta: 1 day, 1:55:57, time: 1.149, data_time: 0.011, memory: 8473, top1_acc: 0.0792, top5_acc: 0.2208, loss_cls: 4.9667, loss: 4.9667 2020-07-04 03:07:24,199 - mmaction - INFO - Epoch [1][600/627] lr: 7.500e-03, eta: 1 day, 1:48:41, time: 1.186, data_time: 0.010, memory: 8473, top1_acc: 0.0417, top5_acc: 0.1458, loss_cls: 4.9924, loss: 4.9924 2020-07-04 03:07:47,946 - mmaction - INFO - Epoch [1][620/627] lr: 7.500e-03, eta: 1 day, 1:41:39, time: 1.180, data_time: 0.004, memory: 8473, top1_acc: 0.0250, top5_acc: 0.2208, loss_cls: 4.9831, loss: 4.9831 2020-07-04 03:10:31,915 - mmaction - INFO - Epoch [2][20/627] lr: 7.500e-03, eta: 1 day, 5:01:47, time: 7.530, data_time: 6.505, memory: 8473, top1_acc: 0.0458, top5_acc: 0.1458, loss_cls: 5.0283, loss: 5.0283 2020-07-04 03:10:54,704 - mmaction - INFO - Epoch [2][40/627] lr: 7.500e-03, eta: 1 day, 4:47:47, time: 1.134, data_time: 0.005, memory: 8473, top1_acc: 0.0667, top5_acc: 0.1958, loss_cls: 4.9408, loss: 4.9408 2020-07-04 03:11:17,532 - mmaction - INFO - Epoch [2][60/627] lr: 7.500e-03, eta: 1 day, 4:34:52, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.0542, top5_acc: 0.1833, loss_cls: 4.9455, loss: 4.9455 2020-07-04 03:11:41,447 - mmaction - INFO - Epoch [2][80/627] lr: 7.500e-03, eta: 1 day, 4:24:21, time: 1.196, data_time: 0.007, memory: 8473, top1_acc: 0.0708, top5_acc: 0.2208, loss_cls: 4.8364, loss: 4.8364 2020-07-04 03:12:03,850 - mmaction - INFO - Epoch [2][100/627] lr: 7.500e-03, eta: 1 day, 4:12:07, time: 1.123, data_time: 0.004, memory: 8473, top1_acc: 0.0583, top5_acc: 0.2167, loss_cls: 4.8415, loss: 4.8415 2020-07-04 03:12:26,492 - mmaction - INFO - Epoch [2][120/627] lr: 7.500e-03, eta: 1 day, 4:00:44, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.1042, top5_acc: 0.2000, loss_cls: 4.9403, loss: 4.9403 2020-07-04 03:12:48,169 - mmaction - INFO - Epoch [2][140/627] lr: 7.500e-03, eta: 1 day, 3:48:31, time: 1.083, data_time: 0.003, memory: 8473, top1_acc: 0.0833, top5_acc: 0.2125, loss_cls: 4.8041, loss: 4.8041 2020-07-04 03:13:10,478 - mmaction - INFO - Epoch [2][160/627] lr: 7.500e-03, eta: 1 day, 3:37:49, time: 1.114, data_time: 0.004, memory: 8473, top1_acc: 0.0708, top5_acc: 0.1958, loss_cls: 4.7749, loss: 4.7749 2020-07-04 03:13:33,519 - mmaction - INFO - Epoch [2][180/627] lr: 7.500e-03, eta: 1 day, 3:28:42, time: 1.152, data_time: 0.005, memory: 8473, top1_acc: 0.0542, top5_acc: 0.2167, loss_cls: 4.8838, loss: 4.8838 2020-07-04 03:13:57,214 - mmaction - INFO - Epoch [2][200/627] lr: 7.500e-03, eta: 1 day, 3:20:49, time: 1.182, data_time: 0.008, memory: 8473, top1_acc: 0.0583, top5_acc: 0.1875, loss_cls: 4.8722, loss: 4.8722 2020-07-04 03:14:18,785 - mmaction - INFO - Epoch [2][220/627] lr: 7.500e-03, eta: 1 day, 3:10:39, time: 1.083, data_time: 0.009, memory: 8473, top1_acc: 0.0667, top5_acc: 0.1917, loss_cls: 5.0039, loss: 5.0039 2020-07-04 03:14:42,324 - mmaction - INFO - Epoch [2][240/627] lr: 7.500e-03, eta: 1 day, 3:03:26, time: 1.179, data_time: 0.006, memory: 8473, top1_acc: 0.0667, top5_acc: 0.2208, loss_cls: 4.8420, loss: 4.8420 2020-07-04 03:15:05,136 - mmaction - INFO - Epoch [2][260/627] lr: 7.500e-03, eta: 1 day, 2:55:24, time: 1.135, data_time: 0.004, memory: 8473, top1_acc: 0.0667, top5_acc: 0.2250, loss_cls: 4.8217, loss: 4.8217 2020-07-04 03:15:27,147 - mmaction - INFO - Epoch [2][280/627] lr: 7.500e-03, eta: 1 day, 2:46:52, time: 1.102, data_time: 0.007, memory: 8473, top1_acc: 0.0833, top5_acc: 0.2458, loss_cls: 4.6647, loss: 4.6647 2020-07-04 03:15:49,043 - mmaction - INFO - Epoch [2][300/627] lr: 7.500e-03, eta: 1 day, 2:38:32, time: 1.095, data_time: 0.009, memory: 8473, top1_acc: 0.0708, top5_acc: 0.2167, loss_cls: 4.7243, loss: 4.7243 2020-07-04 03:16:12,007 - mmaction - INFO - Epoch [2][320/627] lr: 7.500e-03, eta: 1 day, 2:31:50, time: 1.149, data_time: 0.006, memory: 8473, top1_acc: 0.0708, top5_acc: 0.2375, loss_cls: 4.8780, loss: 4.8780 2020-07-04 03:16:34,504 - mmaction - INFO - Epoch [2][340/627] lr: 7.500e-03, eta: 1 day, 2:24:45, time: 1.122, data_time: 0.057, memory: 8473, top1_acc: 0.1000, top5_acc: 0.2708, loss_cls: 4.5927, loss: 4.5927 2020-07-04 03:16:59,335 - mmaction - INFO - Epoch [2][360/627] lr: 7.500e-03, eta: 1 day, 2:20:35, time: 1.237, data_time: 0.299, memory: 8473, top1_acc: 0.1000, top5_acc: 0.2708, loss_cls: 4.6555, loss: 4.6555 2020-07-04 03:17:20,857 - mmaction - INFO - Epoch [2][380/627] lr: 7.500e-03, eta: 1 day, 2:12:59, time: 1.078, data_time: 0.199, memory: 8473, top1_acc: 0.0917, top5_acc: 0.1833, loss_cls: 4.8113, loss: 4.8113 2020-07-04 03:17:43,111 - mmaction - INFO - Epoch [2][400/627] lr: 7.500e-03, eta: 1 day, 2:06:33, time: 1.118, data_time: 0.338, memory: 8473, top1_acc: 0.0833, top5_acc: 0.2250, loss_cls: 4.7397, loss: 4.7397 2020-07-04 03:18:06,698 - mmaction - INFO - Epoch [2][420/627] lr: 7.500e-03, eta: 1 day, 2:01:34, time: 1.174, data_time: 0.214, memory: 8473, top1_acc: 0.0917, top5_acc: 0.2458, loss_cls: 4.7740, loss: 4.7740 2020-07-04 03:18:28,933 - mmaction - INFO - Epoch [2][440/627] lr: 7.500e-03, eta: 1 day, 1:55:31, time: 1.116, data_time: 0.091, memory: 8473, top1_acc: 0.1125, top5_acc: 0.2792, loss_cls: 4.5617, loss: 4.5617 2020-07-04 03:18:52,777 - mmaction - INFO - Epoch [2][460/627] lr: 7.500e-03, eta: 1 day, 1:51:15, time: 1.191, data_time: 0.008, memory: 8473, top1_acc: 0.0792, top5_acc: 0.2250, loss_cls: 4.7088, loss: 4.7088 2020-07-04 03:19:14,342 - mmaction - INFO - Epoch [2][480/627] lr: 7.500e-03, eta: 1 day, 1:44:50, time: 1.079, data_time: 0.006, memory: 8473, top1_acc: 0.1000, top5_acc: 0.2208, loss_cls: 4.6509, loss: 4.6509 2020-07-04 03:19:37,001 - mmaction - INFO - Epoch [2][500/627] lr: 7.500e-03, eta: 1 day, 1:39:41, time: 1.132, data_time: 0.008, memory: 8473, top1_acc: 0.1042, top5_acc: 0.2083, loss_cls: 4.7549, loss: 4.7549 2020-07-04 03:20:00,399 - mmaction - INFO - Epoch [2][520/627] lr: 7.500e-03, eta: 1 day, 1:35:24, time: 1.168, data_time: 0.006, memory: 8473, top1_acc: 0.0917, top5_acc: 0.2667, loss_cls: 4.5143, loss: 4.5143 2020-07-04 03:20:22,941 - mmaction - INFO - Epoch [2][540/627] lr: 7.500e-03, eta: 1 day, 1:30:31, time: 1.129, data_time: 0.012, memory: 8473, top1_acc: 0.1000, top5_acc: 0.2625, loss_cls: 4.6512, loss: 4.6512 2020-07-04 03:20:45,386 - mmaction - INFO - Epoch [2][560/627] lr: 7.500e-03, eta: 1 day, 1:25:39, time: 1.122, data_time: 0.216, memory: 8473, top1_acc: 0.0958, top5_acc: 0.2583, loss_cls: 4.6726, loss: 4.6726 2020-07-04 03:21:09,021 - mmaction - INFO - Epoch [2][580/627] lr: 7.500e-03, eta: 1 day, 1:22:07, time: 1.186, data_time: 0.016, memory: 8473, top1_acc: 0.1167, top5_acc: 0.2667, loss_cls: 4.4987, loss: 4.4987 2020-07-04 03:21:30,385 - mmaction - INFO - Epoch [2][600/627] lr: 7.500e-03, eta: 1 day, 1:16:28, time: 1.065, data_time: 0.009, memory: 8473, top1_acc: 0.0958, top5_acc: 0.2458, loss_cls: 4.5501, loss: 4.5501 2020-07-04 03:21:53,348 - mmaction - INFO - Epoch [2][620/627] lr: 7.500e-03, eta: 1 day, 1:12:32, time: 1.151, data_time: 0.101, memory: 8473, top1_acc: 0.1250, top5_acc: 0.2458, loss_cls: 4.5756, loss: 4.5756 2020-07-04 03:24:27,932 - mmaction - INFO - Epoch [3][20/627] lr: 7.500e-03, eta: 1 day, 2:49:05, time: 7.294, data_time: 6.267, memory: 8473, top1_acc: 0.1125, top5_acc: 0.2542, loss_cls: 4.6254, loss: 4.6254 2020-07-04 03:24:51,280 - mmaction - INFO - Epoch [3][40/627] lr: 7.500e-03, eta: 1 day, 2:44:06, time: 1.167, data_time: 0.055, memory: 8473, top1_acc: 0.0875, top5_acc: 0.3042, loss_cls: 4.4881, loss: 4.4881 2020-07-04 03:25:13,611 - mmaction - INFO - Epoch [3][60/627] lr: 7.500e-03, eta: 1 day, 2:38:28, time: 1.121, data_time: 0.006, memory: 8473, top1_acc: 0.1125, top5_acc: 0.2458, loss_cls: 4.5481, loss: 4.5481 2020-07-04 03:25:35,788 - mmaction - INFO - Epoch [3][80/627] lr: 7.500e-03, eta: 1 day, 2:32:41, time: 1.104, data_time: 0.001, memory: 8473, top1_acc: 0.1208, top5_acc: 0.2792, loss_cls: 4.5027, loss: 4.5027 2020-07-04 03:25:59,299 - mmaction - INFO - Epoch [3][100/627] lr: 7.500e-03, eta: 1 day, 2:28:12, time: 1.172, data_time: 0.008, memory: 8473, top1_acc: 0.0917, top5_acc: 0.2750, loss_cls: 4.3806, loss: 4.3806 2020-07-04 03:26:21,174 - mmaction - INFO - Epoch [3][120/627] lr: 7.500e-03, eta: 1 day, 2:22:37, time: 1.097, data_time: 0.009, memory: 8473, top1_acc: 0.1083, top5_acc: 0.2875, loss_cls: 4.5251, loss: 4.5251 2020-07-04 03:26:43,679 - mmaction - INFO - Epoch [3][140/627] lr: 7.500e-03, eta: 1 day, 2:17:41, time: 1.129, data_time: 0.009, memory: 8473, top1_acc: 0.1042, top5_acc: 0.2625, loss_cls: 4.4803, loss: 4.4803 2020-07-04 03:27:06,464 - mmaction - INFO - Epoch [3][160/627] lr: 7.500e-03, eta: 1 day, 2:13:05, time: 1.141, data_time: 0.003, memory: 8473, top1_acc: 0.1417, top5_acc: 0.3417, loss_cls: 4.3098, loss: 4.3098 2020-07-04 03:27:29,125 - mmaction - INFO - Epoch [3][180/627] lr: 7.500e-03, eta: 1 day, 2:08:28, time: 1.132, data_time: 0.004, memory: 8473, top1_acc: 0.0833, top5_acc: 0.2708, loss_cls: 4.4382, loss: 4.4382 2020-07-04 03:27:51,530 - mmaction - INFO - Epoch [3][200/627] lr: 7.500e-03, eta: 1 day, 2:03:42, time: 1.116, data_time: 0.001, memory: 8473, top1_acc: 0.1125, top5_acc: 0.3167, loss_cls: 4.4835, loss: 4.4835 2020-07-04 03:28:14,246 - mmaction - INFO - Epoch [3][220/627] lr: 7.500e-03, eta: 1 day, 1:59:24, time: 1.138, data_time: 0.007, memory: 8473, top1_acc: 0.0833, top5_acc: 0.2625, loss_cls: 4.6291, loss: 4.6291 2020-07-04 03:28:37,228 - mmaction - INFO - Epoch [3][240/627] lr: 7.500e-03, eta: 1 day, 1:55:21, time: 1.148, data_time: 0.003, memory: 8473, top1_acc: 0.0958, top5_acc: 0.2625, loss_cls: 4.5166, loss: 4.5166 2020-07-04 03:29:00,824 - mmaction - INFO - Epoch [3][260/627] lr: 7.500e-03, eta: 1 day, 1:51:49, time: 1.175, data_time: 0.006, memory: 8473, top1_acc: 0.1375, top5_acc: 0.2833, loss_cls: 4.3852, loss: 4.3852 2020-07-04 03:29:23,427 - mmaction - INFO - Epoch [3][280/627] lr: 7.500e-03, eta: 1 day, 1:47:41, time: 1.131, data_time: 0.009, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3208, loss_cls: 4.3785, loss: 4.3785 2020-07-04 03:29:46,041 - mmaction - INFO - Epoch [3][300/627] lr: 7.500e-03, eta: 1 day, 1:43:39, time: 1.129, data_time: 0.011, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3208, loss_cls: 4.3524, loss: 4.3524 2020-07-04 03:30:08,066 - mmaction - INFO - Epoch [3][320/627] lr: 7.500e-03, eta: 1 day, 1:39:24, time: 1.109, data_time: 0.010, memory: 8473, top1_acc: 0.1250, top5_acc: 0.3000, loss_cls: 4.3506, loss: 4.3506 2020-07-04 03:30:30,351 - mmaction - INFO - Epoch [3][340/627] lr: 7.500e-03, eta: 1 day, 1:35:16, time: 1.109, data_time: 0.002, memory: 8473, top1_acc: 0.1208, top5_acc: 0.2583, loss_cls: 4.4192, loss: 4.4192 2020-07-04 03:30:52,979 - mmaction - INFO - Epoch [3][360/627] lr: 7.500e-03, eta: 1 day, 1:31:30, time: 1.129, data_time: 0.012, memory: 8473, top1_acc: 0.1500, top5_acc: 0.3583, loss_cls: 4.2656, loss: 4.2656 2020-07-04 03:31:16,763 - mmaction - INFO - Epoch [3][380/627] lr: 7.500e-03, eta: 1 day, 1:28:40, time: 1.192, data_time: 0.013, memory: 8473, top1_acc: 0.1167, top5_acc: 0.2792, loss_cls: 4.4648, loss: 4.4648 2020-07-04 03:31:38,582 - mmaction - INFO - Epoch [3][400/627] lr: 7.500e-03, eta: 1 day, 1:24:33, time: 1.092, data_time: 0.007, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3083, loss_cls: 4.4146, loss: 4.4146 2020-07-04 03:32:01,291 - mmaction - INFO - Epoch [3][420/627] lr: 7.500e-03, eta: 1 day, 1:21:06, time: 1.135, data_time: 0.009, memory: 8473, top1_acc: 0.1083, top5_acc: 0.3042, loss_cls: 4.4126, loss: 4.4126 2020-07-04 03:32:23,785 - mmaction - INFO - Epoch [3][440/627] lr: 7.500e-03, eta: 1 day, 1:17:37, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3083, loss_cls: 4.4068, loss: 4.4068 2020-07-04 03:32:47,205 - mmaction - INFO - Epoch [3][460/627] lr: 7.500e-03, eta: 1 day, 1:14:49, time: 1.174, data_time: 0.007, memory: 8473, top1_acc: 0.1875, top5_acc: 0.3708, loss_cls: 4.2709, loss: 4.2709 2020-07-04 03:33:10,380 - mmaction - INFO - Epoch [3][480/627] lr: 7.500e-03, eta: 1 day, 1:11:46, time: 1.151, data_time: 0.002, memory: 8473, top1_acc: 0.1375, top5_acc: 0.3042, loss_cls: 4.4091, loss: 4.4091 2020-07-04 03:33:32,402 - mmaction - INFO - Epoch [3][500/627] lr: 7.500e-03, eta: 1 day, 1:08:16, time: 1.109, data_time: 0.012, memory: 8473, top1_acc: 0.0833, top5_acc: 0.2792, loss_cls: 4.4819, loss: 4.4819 2020-07-04 03:33:55,382 - mmaction - INFO - Epoch [3][520/627] lr: 7.500e-03, eta: 1 day, 1:05:15, time: 1.143, data_time: 0.001, memory: 8473, top1_acc: 0.1083, top5_acc: 0.3667, loss_cls: 4.3800, loss: 4.3800 2020-07-04 03:34:17,230 - mmaction - INFO - Epoch [3][540/627] lr: 7.500e-03, eta: 1 day, 1:01:40, time: 1.094, data_time: 0.009, memory: 8473, top1_acc: 0.1375, top5_acc: 0.3292, loss_cls: 4.2930, loss: 4.2930 2020-07-04 03:34:40,186 - mmaction - INFO - Epoch [3][560/627] lr: 7.500e-03, eta: 1 day, 0:58:48, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.1375, top5_acc: 0.2958, loss_cls: 4.3805, loss: 4.3805 2020-07-04 03:35:04,092 - mmaction - INFO - Epoch [3][580/627] lr: 7.500e-03, eta: 1 day, 0:56:38, time: 1.198, data_time: 0.012, memory: 8473, top1_acc: 0.1542, top5_acc: 0.3750, loss_cls: 4.2997, loss: 4.2997 2020-07-04 03:35:24,802 - mmaction - INFO - Epoch [3][600/627] lr: 7.500e-03, eta: 1 day, 0:52:32, time: 1.035, data_time: 0.005, memory: 8473, top1_acc: 0.1208, top5_acc: 0.3125, loss_cls: 4.3546, loss: 4.3546 2020-07-04 03:35:47,847 - mmaction - INFO - Epoch [3][620/627] lr: 7.500e-03, eta: 1 day, 0:49:53, time: 1.149, data_time: 0.009, memory: 8473, top1_acc: 0.1417, top5_acc: 0.3625, loss_cls: 4.2090, loss: 4.2090 2020-07-04 03:38:27,025 - mmaction - INFO - Epoch [4][20/627] lr: 7.500e-03, eta: 1 day, 1:56:42, time: 7.532, data_time: 5.432, memory: 8473, top1_acc: 0.1292, top5_acc: 0.3417, loss_cls: 4.2178, loss: 4.2178 2020-07-04 03:38:49,799 - mmaction - INFO - Epoch [4][40/627] lr: 7.500e-03, eta: 1 day, 1:53:18, time: 1.140, data_time: 0.009, memory: 8473, top1_acc: 0.1167, top5_acc: 0.3375, loss_cls: 4.1768, loss: 4.1768 2020-07-04 03:39:13,435 - mmaction - INFO - Epoch [4][60/627] lr: 7.500e-03, eta: 1 day, 1:50:26, time: 1.182, data_time: 0.004, memory: 8473, top1_acc: 0.1250, top5_acc: 0.3625, loss_cls: 4.2801, loss: 4.2801 2020-07-04 03:39:35,301 - mmaction - INFO - Epoch [4][80/627] lr: 7.500e-03, eta: 1 day, 1:46:37, time: 1.092, data_time: 0.007, memory: 8473, top1_acc: 0.1292, top5_acc: 0.3458, loss_cls: 4.2702, loss: 4.2702 2020-07-04 03:39:57,957 - mmaction - INFO - Epoch [4][100/627] lr: 7.500e-03, eta: 1 day, 1:43:17, time: 1.130, data_time: 0.005, memory: 8473, top1_acc: 0.1458, top5_acc: 0.3208, loss_cls: 4.2689, loss: 4.2689 2020-07-04 03:40:21,002 - mmaction - INFO - Epoch [4][120/627] lr: 7.500e-03, eta: 1 day, 1:40:14, time: 1.151, data_time: 0.011, memory: 8473, top1_acc: 0.0958, top5_acc: 0.2917, loss_cls: 4.3748, loss: 4.3748 2020-07-04 03:40:43,313 - mmaction - INFO - Epoch [4][140/627] lr: 7.500e-03, eta: 1 day, 1:36:54, time: 1.120, data_time: 0.009, memory: 8473, top1_acc: 0.1417, top5_acc: 0.3708, loss_cls: 4.1446, loss: 4.1446 2020-07-04 03:41:05,979 - mmaction - INFO - Epoch [4][160/627] lr: 7.500e-03, eta: 1 day, 1:33:42, time: 1.126, data_time: 0.007, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3000, loss_cls: 4.2822, loss: 4.2822 2020-07-04 03:41:28,230 - mmaction - INFO - Epoch [4][180/627] lr: 7.500e-03, eta: 1 day, 1:30:28, time: 1.118, data_time: 0.012, memory: 8473, top1_acc: 0.1208, top5_acc: 0.3208, loss_cls: 4.2628, loss: 4.2628 2020-07-04 03:41:51,429 - mmaction - INFO - Epoch [4][200/627] lr: 7.500e-03, eta: 1 day, 1:27:41, time: 1.156, data_time: 0.018, memory: 8473, top1_acc: 0.1417, top5_acc: 0.3667, loss_cls: 4.1725, loss: 4.1725 2020-07-04 03:42:14,219 - mmaction - INFO - Epoch [4][220/627] lr: 7.500e-03, eta: 1 day, 1:24:45, time: 1.137, data_time: 0.018, memory: 8473, top1_acc: 0.1708, top5_acc: 0.3625, loss_cls: 4.2084, loss: 4.2084 2020-07-04 03:42:36,108 - mmaction - INFO - Epoch [4][240/627] lr: 7.500e-03, eta: 1 day, 1:21:31, time: 1.104, data_time: 0.128, memory: 8473, top1_acc: 0.1500, top5_acc: 0.3458, loss_cls: 4.3026, loss: 4.3026 2020-07-04 03:42:59,116 - mmaction - INFO - Epoch [4][260/627] lr: 7.500e-03, eta: 1 day, 1:18:49, time: 1.149, data_time: 0.071, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3708, loss_cls: 4.1262, loss: 4.1262 2020-07-04 03:43:21,887 - mmaction - INFO - Epoch [4][280/627] lr: 7.500e-03, eta: 1 day, 1:16:04, time: 1.142, data_time: 0.008, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3417, loss_cls: 4.1634, loss: 4.1634 2020-07-04 03:43:45,057 - mmaction - INFO - Epoch [4][300/627] lr: 7.500e-03, eta: 1 day, 1:13:30, time: 1.154, data_time: 0.001, memory: 8473, top1_acc: 0.1292, top5_acc: 0.3333, loss_cls: 4.2836, loss: 4.2836 2020-07-04 03:44:07,719 - mmaction - INFO - Epoch [4][320/627] lr: 7.500e-03, eta: 1 day, 1:10:46, time: 1.135, data_time: 0.005, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4250, loss_cls: 3.9851, loss: 3.9851 2020-07-04 03:44:30,061 - mmaction - INFO - Epoch [4][340/627] lr: 7.500e-03, eta: 1 day, 1:07:52, time: 1.113, data_time: 0.007, memory: 8473, top1_acc: 0.1833, top5_acc: 0.3958, loss_cls: 4.0797, loss: 4.0797 2020-07-04 03:44:52,694 - mmaction - INFO - Epoch [4][360/627] lr: 7.500e-03, eta: 1 day, 1:05:13, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.1583, top5_acc: 0.3958, loss_cls: 4.1424, loss: 4.1424 2020-07-04 03:45:15,494 - mmaction - INFO - Epoch [4][380/627] lr: 7.500e-03, eta: 1 day, 1:02:40, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.1458, top5_acc: 0.3708, loss_cls: 4.1653, loss: 4.1653 2020-07-04 03:45:38,159 - mmaction - INFO - Epoch [4][400/627] lr: 7.500e-03, eta: 1 day, 1:00:07, time: 1.136, data_time: 0.010, memory: 8473, top1_acc: 0.1708, top5_acc: 0.3583, loss_cls: 4.1514, loss: 4.1514 2020-07-04 03:46:01,523 - mmaction - INFO - Epoch [4][420/627] lr: 7.500e-03, eta: 1 day, 0:57:53, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.1417, top5_acc: 0.3417, loss_cls: 4.0950, loss: 4.0950 2020-07-04 03:46:24,436 - mmaction - INFO - Epoch [4][440/627] lr: 7.500e-03, eta: 1 day, 0:55:28, time: 1.142, data_time: 0.006, memory: 8473, top1_acc: 0.1333, top5_acc: 0.3250, loss_cls: 4.2775, loss: 4.2775 2020-07-04 03:46:46,360 - mmaction - INFO - Epoch [4][460/627] lr: 7.500e-03, eta: 1 day, 0:52:40, time: 1.099, data_time: 0.012, memory: 8473, top1_acc: 0.1792, top5_acc: 0.3792, loss_cls: 4.2223, loss: 4.2223 2020-07-04 03:47:09,746 - mmaction - INFO - Epoch [4][480/627] lr: 7.500e-03, eta: 1 day, 0:50:35, time: 1.170, data_time: 0.006, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4042, loss_cls: 4.0810, loss: 4.0810 2020-07-04 03:47:32,419 - mmaction - INFO - Epoch [4][500/627] lr: 7.500e-03, eta: 1 day, 0:48:12, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.1583, top5_acc: 0.3708, loss_cls: 4.0351, loss: 4.0351 2020-07-04 03:47:54,259 - mmaction - INFO - Epoch [4][520/627] lr: 7.500e-03, eta: 1 day, 0:45:28, time: 1.093, data_time: 0.005, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3667, loss_cls: 4.0679, loss: 4.0679 2020-07-04 03:48:16,979 - mmaction - INFO - Epoch [4][540/627] lr: 7.500e-03, eta: 1 day, 0:43:07, time: 1.133, data_time: 0.007, memory: 8473, top1_acc: 0.1458, top5_acc: 0.3583, loss_cls: 4.1755, loss: 4.1755 2020-07-04 03:48:39,465 - mmaction - INFO - Epoch [4][560/627] lr: 7.500e-03, eta: 1 day, 0:40:43, time: 1.121, data_time: 0.008, memory: 8473, top1_acc: 0.1375, top5_acc: 0.3375, loss_cls: 4.2397, loss: 4.2397 2020-07-04 03:49:02,265 - mmaction - INFO - Epoch [4][580/627] lr: 7.500e-03, eta: 1 day, 0:38:35, time: 1.149, data_time: 0.013, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3917, loss_cls: 4.0557, loss: 4.0557 2020-07-04 03:49:25,378 - mmaction - INFO - Epoch [4][600/627] lr: 7.500e-03, eta: 1 day, 0:36:33, time: 1.156, data_time: 0.001, memory: 8473, top1_acc: 0.1375, top5_acc: 0.3208, loss_cls: 4.1579, loss: 4.1579 2020-07-04 03:49:47,644 - mmaction - INFO - Epoch [4][620/627] lr: 7.500e-03, eta: 1 day, 0:34:08, time: 1.109, data_time: 0.003, memory: 8473, top1_acc: 0.1708, top5_acc: 0.3500, loss_cls: 4.0318, loss: 4.0318 2020-07-04 03:52:31,617 - mmaction - INFO - Epoch [5][20/627] lr: 7.500e-03, eta: 1 day, 1:26:57, time: 7.894, data_time: 5.684, memory: 8473, top1_acc: 0.1708, top5_acc: 0.3875, loss_cls: 4.1056, loss: 4.1056 2020-07-04 03:52:54,126 - mmaction - INFO - Epoch [5][40/627] lr: 7.500e-03, eta: 1 day, 1:24:17, time: 1.124, data_time: 0.006, memory: 8473, top1_acc: 0.1292, top5_acc: 0.3542, loss_cls: 4.1194, loss: 4.1194 2020-07-04 03:53:17,442 - mmaction - INFO - Epoch [5][60/627] lr: 7.500e-03, eta: 1 day, 1:22:00, time: 1.166, data_time: 0.004, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3625, loss_cls: 4.1057, loss: 4.1057 2020-07-04 03:53:39,231 - mmaction - INFO - Epoch [5][80/627] lr: 7.500e-03, eta: 1 day, 1:19:06, time: 1.088, data_time: 0.007, memory: 8473, top1_acc: 0.1750, top5_acc: 0.4000, loss_cls: 4.0897, loss: 4.0897 2020-07-04 03:54:01,729 - mmaction - INFO - Epoch [5][100/627] lr: 7.500e-03, eta: 1 day, 1:16:30, time: 1.122, data_time: 0.006, memory: 8473, top1_acc: 0.1583, top5_acc: 0.4125, loss_cls: 4.0377, loss: 4.0377 2020-07-04 03:54:24,114 - mmaction - INFO - Epoch [5][120/627] lr: 7.500e-03, eta: 1 day, 1:13:59, time: 1.126, data_time: 0.013, memory: 8473, top1_acc: 0.1583, top5_acc: 0.3583, loss_cls: 4.1533, loss: 4.1533 2020-07-04 03:54:47,084 - mmaction - INFO - Epoch [5][140/627] lr: 7.500e-03, eta: 1 day, 1:11:39, time: 1.144, data_time: 0.002, memory: 8473, top1_acc: 0.1708, top5_acc: 0.4333, loss_cls: 3.9979, loss: 3.9979 2020-07-04 03:55:09,978 - mmaction - INFO - Epoch [5][160/627] lr: 7.500e-03, eta: 1 day, 1:09:21, time: 1.145, data_time: 0.077, memory: 8473, top1_acc: 0.1458, top5_acc: 0.3708, loss_cls: 4.1767, loss: 4.1767 2020-07-04 03:55:32,920 - mmaction - INFO - Epoch [5][180/627] lr: 7.500e-03, eta: 1 day, 1:07:06, time: 1.148, data_time: 0.005, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3792, loss_cls: 4.0622, loss: 4.0622 2020-07-04 03:55:56,211 - mmaction - INFO - Epoch [5][200/627] lr: 7.500e-03, eta: 1 day, 1:04:58, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.1917, top5_acc: 0.3667, loss_cls: 4.0677, loss: 4.0677 2020-07-04 03:56:18,574 - mmaction - INFO - Epoch [5][220/627] lr: 7.500e-03, eta: 1 day, 1:02:34, time: 1.122, data_time: 0.011, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3667, loss_cls: 4.0645, loss: 4.0645 2020-07-04 03:56:40,945 - mmaction - INFO - Epoch [5][240/627] lr: 7.500e-03, eta: 1 day, 1:00:12, time: 1.123, data_time: 0.010, memory: 8473, top1_acc: 0.1250, top5_acc: 0.3833, loss_cls: 4.0354, loss: 4.0354 2020-07-04 03:57:03,089 - mmaction - INFO - Epoch [5][260/627] lr: 7.500e-03, eta: 1 day, 0:57:43, time: 1.104, data_time: 0.016, memory: 8473, top1_acc: 0.1958, top5_acc: 0.3875, loss_cls: 3.9215, loss: 3.9215 2020-07-04 03:57:25,633 - mmaction - INFO - Epoch [5][280/627] lr: 7.500e-03, eta: 1 day, 0:55:26, time: 1.126, data_time: 0.008, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3458, loss_cls: 4.0628, loss: 4.0628 2020-07-04 03:57:49,228 - mmaction - INFO - Epoch [5][300/627] lr: 7.500e-03, eta: 1 day, 0:53:37, time: 1.182, data_time: 0.035, memory: 8473, top1_acc: 0.1583, top5_acc: 0.3750, loss_cls: 4.1229, loss: 4.1229 2020-07-04 03:58:11,379 - mmaction - INFO - Epoch [5][320/627] lr: 7.500e-03, eta: 1 day, 0:51:12, time: 1.103, data_time: 0.008, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4250, loss_cls: 3.9067, loss: 3.9067 2020-07-04 03:58:33,685 - mmaction - INFO - Epoch [5][340/627] lr: 7.500e-03, eta: 1 day, 0:48:57, time: 1.120, data_time: 0.010, memory: 8473, top1_acc: 0.1792, top5_acc: 0.4750, loss_cls: 3.7271, loss: 3.7271 2020-07-04 03:58:56,026 - mmaction - INFO - Epoch [5][360/627] lr: 7.500e-03, eta: 1 day, 0:46:41, time: 1.116, data_time: 0.008, memory: 8473, top1_acc: 0.1583, top5_acc: 0.3625, loss_cls: 4.2309, loss: 4.2309 2020-07-04 03:59:19,592 - mmaction - INFO - Epoch [5][380/627] lr: 7.500e-03, eta: 1 day, 0:44:56, time: 1.179, data_time: 0.006, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3625, loss_cls: 4.0314, loss: 4.0314 2020-07-04 03:59:43,054 - mmaction - INFO - Epoch [5][400/627] lr: 7.500e-03, eta: 1 day, 0:43:09, time: 1.172, data_time: 0.008, memory: 8473, top1_acc: 0.1875, top5_acc: 0.3750, loss_cls: 4.0453, loss: 4.0453 2020-07-04 04:00:15,868 - mmaction - INFO - Epoch [5][420/627] lr: 7.500e-03, eta: 1 day, 0:44:54, time: 1.639, data_time: 0.007, memory: 8473, top1_acc: 0.2042, top5_acc: 0.3917, loss_cls: 4.0293, loss: 4.0293 2020-07-04 04:00:33,773 - mmaction - INFO - Epoch [5][440/627] lr: 7.500e-03, eta: 1 day, 0:41:06, time: 0.900, data_time: 0.018, memory: 8473, top1_acc: 0.1833, top5_acc: 0.3917, loss_cls: 3.9555, loss: 3.9555 2020-07-04 04:00:57,849 - mmaction - INFO - Epoch [5][460/627] lr: 7.500e-03, eta: 1 day, 0:39:32, time: 1.196, data_time: 0.015, memory: 8473, top1_acc: 0.1750, top5_acc: 0.4208, loss_cls: 4.0035, loss: 4.0035 2020-07-04 04:01:20,694 - mmaction - INFO - Epoch [5][480/627] lr: 7.500e-03, eta: 1 day, 0:37:40, time: 1.152, data_time: 0.012, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4208, loss_cls: 3.8419, loss: 3.8419 2020-07-04 04:01:44,696 - mmaction - INFO - Epoch [5][500/627] lr: 7.500e-03, eta: 1 day, 0:36:09, time: 1.197, data_time: 0.005, memory: 8473, top1_acc: 0.1500, top5_acc: 0.3417, loss_cls: 4.0643, loss: 4.0643 2020-07-04 04:02:06,758 - mmaction - INFO - Epoch [5][520/627] lr: 7.500e-03, eta: 1 day, 0:33:57, time: 1.101, data_time: 0.007, memory: 8473, top1_acc: 0.2083, top5_acc: 0.3875, loss_cls: 3.9103, loss: 3.9103 2020-07-04 04:02:29,542 - mmaction - INFO - Epoch [5][540/627] lr: 7.500e-03, eta: 1 day, 0:32:03, time: 1.140, data_time: 0.007, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3625, loss_cls: 4.0754, loss: 4.0754 2020-07-04 04:02:52,678 - mmaction - INFO - Epoch [5][560/627] lr: 7.500e-03, eta: 1 day, 0:30:15, time: 1.150, data_time: 0.009, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3833, loss_cls: 4.0112, loss: 4.0112 2020-07-04 04:03:14,447 - mmaction - INFO - Epoch [5][580/627] lr: 7.500e-03, eta: 1 day, 0:28:04, time: 1.094, data_time: 0.013, memory: 8473, top1_acc: 0.2000, top5_acc: 0.4250, loss_cls: 3.9524, loss: 3.9524 2020-07-04 04:03:37,579 - mmaction - INFO - Epoch [5][600/627] lr: 7.500e-03, eta: 1 day, 0:26:18, time: 1.151, data_time: 0.010, memory: 8473, top1_acc: 0.2000, top5_acc: 0.3625, loss_cls: 4.0839, loss: 4.0839 2020-07-04 04:04:00,269 - mmaction - INFO - Epoch [5][620/627] lr: 7.500e-03, eta: 1 day, 0:24:29, time: 1.141, data_time: 0.012, memory: 8473, top1_acc: 0.1708, top5_acc: 0.3833, loss_cls: 4.0174, loss: 4.0174 2020-07-04 04:04:14,107 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-04 04:09:10,592 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 04:09:11,568 - mmaction - INFO - top1_acc 0.1995 top5_acc 0.4281 2020-07-04 04:09:11,568 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 04:09:11,636 - mmaction - INFO - mean_acc 0.1994 2020-07-04 04:09:11,643 - mmaction - INFO - Epoch [5][627/627] lr: 7.500e-03, top1_acc: 0.1995, top5_acc: 0.4281, mean_class_accuracy: 0.1994 2020-07-04 04:11:37,560 - mmaction - INFO - Epoch [6][20/627] lr: 7.500e-03, eta: 1 day, 1:02:03, time: 7.290, data_time: 5.428, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4042, loss_cls: 3.9580, loss: 3.9580 2020-07-04 04:12:00,442 - mmaction - INFO - Epoch [6][40/627] lr: 7.500e-03, eta: 1 day, 1:00:04, time: 1.148, data_time: 0.007, memory: 8473, top1_acc: 0.2042, top5_acc: 0.3917, loss_cls: 3.9860, loss: 3.9860 2020-07-04 04:12:24,187 - mmaction - INFO - Epoch [6][60/627] lr: 7.500e-03, eta: 1 day, 0:58:22, time: 1.186, data_time: 0.001, memory: 8473, top1_acc: 0.1208, top5_acc: 0.3083, loss_cls: 4.1786, loss: 4.1786 2020-07-04 04:12:45,200 - mmaction - INFO - Epoch [6][80/627] lr: 7.500e-03, eta: 1 day, 0:55:45, time: 1.050, data_time: 0.006, memory: 8473, top1_acc: 0.2167, top5_acc: 0.3875, loss_cls: 4.0593, loss: 4.0593 2020-07-04 04:13:07,777 - mmaction - INFO - Epoch [6][100/627] lr: 7.500e-03, eta: 1 day, 0:53:41, time: 1.127, data_time: 0.003, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4208, loss_cls: 3.9421, loss: 3.9421 2020-07-04 04:13:30,319 - mmaction - INFO - Epoch [6][120/627] lr: 7.500e-03, eta: 1 day, 0:51:37, time: 1.123, data_time: 0.025, memory: 8473, top1_acc: 0.2042, top5_acc: 0.4458, loss_cls: 3.7733, loss: 3.7733 2020-07-04 04:13:53,005 - mmaction - INFO - Epoch [6][140/627] lr: 7.500e-03, eta: 1 day, 0:49:39, time: 1.137, data_time: 0.012, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4167, loss_cls: 3.7811, loss: 3.7811 2020-07-04 04:14:14,862 - mmaction - INFO - Epoch [6][160/627] lr: 7.500e-03, eta: 1 day, 0:47:26, time: 1.095, data_time: 0.007, memory: 8473, top1_acc: 0.2000, top5_acc: 0.4375, loss_cls: 3.7566, loss: 3.7566 2020-07-04 04:14:37,753 - mmaction - INFO - Epoch [6][180/627] lr: 7.500e-03, eta: 1 day, 0:45:33, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4167, loss_cls: 4.0387, loss: 4.0387 2020-07-04 04:15:00,436 - mmaction - INFO - Epoch [6][200/627] lr: 7.500e-03, eta: 1 day, 0:43:36, time: 1.129, data_time: 0.006, memory: 8473, top1_acc: 0.1833, top5_acc: 0.3792, loss_cls: 3.9820, loss: 3.9820 2020-07-04 04:15:23,265 - mmaction - INFO - Epoch [6][220/627] lr: 7.500e-03, eta: 1 day, 0:41:45, time: 1.143, data_time: 0.015, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4375, loss_cls: 3.7700, loss: 3.7700 2020-07-04 04:15:45,423 - mmaction - INFO - Epoch [6][240/627] lr: 7.500e-03, eta: 1 day, 0:39:43, time: 1.111, data_time: 0.010, memory: 8473, top1_acc: 0.1833, top5_acc: 0.3792, loss_cls: 4.0625, loss: 4.0625 2020-07-04 04:16:08,461 - mmaction - INFO - Epoch [6][260/627] lr: 7.500e-03, eta: 1 day, 0:37:58, time: 1.151, data_time: 0.153, memory: 8473, top1_acc: 0.1375, top5_acc: 0.3917, loss_cls: 4.0566, loss: 4.0566 2020-07-04 04:16:30,954 - mmaction - INFO - Epoch [6][280/627] lr: 7.500e-03, eta: 1 day, 0:36:04, time: 1.125, data_time: 0.045, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4542, loss_cls: 3.8073, loss: 3.8073 2020-07-04 04:16:53,782 - mmaction - INFO - Epoch [6][300/627] lr: 7.500e-03, eta: 1 day, 0:34:19, time: 1.147, data_time: 0.068, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3583, loss_cls: 4.0233, loss: 4.0233 2020-07-04 04:17:15,843 - mmaction - INFO - Epoch [6][320/627] lr: 7.500e-03, eta: 1 day, 0:32:17, time: 1.099, data_time: 0.048, memory: 8473, top1_acc: 0.1750, top5_acc: 0.3708, loss_cls: 3.9754, loss: 3.9754 2020-07-04 04:17:38,249 - mmaction - INFO - Epoch [6][340/627] lr: 7.500e-03, eta: 1 day, 0:30:24, time: 1.120, data_time: 0.009, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4875, loss_cls: 3.6960, loss: 3.6960 2020-07-04 04:18:01,371 - mmaction - INFO - Epoch [6][360/627] lr: 7.500e-03, eta: 1 day, 0:28:46, time: 1.158, data_time: 0.026, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4458, loss_cls: 3.8604, loss: 3.8604 2020-07-04 04:18:24,541 - mmaction - INFO - Epoch [6][380/627] lr: 7.500e-03, eta: 1 day, 0:27:06, time: 1.148, data_time: 0.031, memory: 8473, top1_acc: 0.1542, top5_acc: 0.3708, loss_cls: 4.0862, loss: 4.0862 2020-07-04 04:18:46,839 - mmaction - INFO - Epoch [6][400/627] lr: 7.500e-03, eta: 1 day, 0:25:18, time: 1.125, data_time: 0.038, memory: 8473, top1_acc: 0.1792, top5_acc: 0.3667, loss_cls: 3.9857, loss: 3.9857 2020-07-04 04:19:09,117 - mmaction - INFO - Epoch [6][420/627] lr: 7.500e-03, eta: 1 day, 0:23:25, time: 1.110, data_time: 0.007, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3625, loss_cls: 3.9847, loss: 3.9847 2020-07-04 04:19:31,446 - mmaction - INFO - Epoch [6][440/627] lr: 7.500e-03, eta: 1 day, 0:21:36, time: 1.118, data_time: 0.007, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4042, loss_cls: 3.9688, loss: 3.9688 2020-07-04 04:19:53,994 - mmaction - INFO - Epoch [6][460/627] lr: 7.500e-03, eta: 1 day, 0:19:53, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4417, loss_cls: 3.6048, loss: 3.6048 2020-07-04 04:20:17,074 - mmaction - INFO - Epoch [6][480/627] lr: 7.500e-03, eta: 1 day, 0:18:16, time: 1.145, data_time: 0.001, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4333, loss_cls: 3.8292, loss: 3.8292 2020-07-04 04:20:39,893 - mmaction - INFO - Epoch [6][500/627] lr: 7.500e-03, eta: 1 day, 0:16:40, time: 1.145, data_time: 0.014, memory: 8473, top1_acc: 0.1917, top5_acc: 0.3917, loss_cls: 3.8656, loss: 3.8656 2020-07-04 04:21:03,844 - mmaction - INFO - Epoch [6][520/627] lr: 7.500e-03, eta: 1 day, 0:15:24, time: 1.202, data_time: 0.006, memory: 8473, top1_acc: 0.2042, top5_acc: 0.4083, loss_cls: 4.0012, loss: 4.0012 2020-07-04 04:21:25,833 - mmaction - INFO - Epoch [6][540/627] lr: 7.500e-03, eta: 1 day, 0:13:31, time: 1.094, data_time: 0.004, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4292, loss_cls: 3.9157, loss: 3.9157 2020-07-04 04:21:48,051 - mmaction - INFO - Epoch [6][560/627] lr: 7.500e-03, eta: 1 day, 0:11:47, time: 1.117, data_time: 0.006, memory: 8473, top1_acc: 0.1833, top5_acc: 0.4167, loss_cls: 3.8926, loss: 3.8926 2020-07-04 04:22:10,795 - mmaction - INFO - Epoch [6][580/627] lr: 7.500e-03, eta: 1 day, 0:10:07, time: 1.126, data_time: 0.004, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4333, loss_cls: 3.8001, loss: 3.8001 2020-07-04 04:22:32,810 - mmaction - INFO - Epoch [6][600/627] lr: 7.500e-03, eta: 1 day, 0:08:22, time: 1.109, data_time: 0.012, memory: 8473, top1_acc: 0.1667, top5_acc: 0.4125, loss_cls: 3.9950, loss: 3.9950 2020-07-04 04:22:56,478 - mmaction - INFO - Epoch [6][620/627] lr: 7.500e-03, eta: 1 day, 0:07:05, time: 1.186, data_time: 0.008, memory: 8473, top1_acc: 0.2000, top5_acc: 0.4000, loss_cls: 3.9896, loss: 3.9896 2020-07-04 04:25:33,001 - mmaction - INFO - Epoch [7][20/627] lr: 7.500e-03, eta: 1 day, 0:38:48, time: 7.422, data_time: 5.851, memory: 8473, top1_acc: 0.1583, top5_acc: 0.3833, loss_cls: 3.9826, loss: 3.9826 2020-07-04 04:25:55,760 - mmaction - INFO - Epoch [7][40/627] lr: 7.500e-03, eta: 1 day, 0:37:03, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.1292, top5_acc: 0.3750, loss_cls: 4.2433, loss: 4.2433 2020-07-04 04:26:19,707 - mmaction - INFO - Epoch [7][60/627] lr: 7.500e-03, eta: 1 day, 0:35:41, time: 1.198, data_time: 0.006, memory: 8473, top1_acc: 0.1500, top5_acc: 0.3708, loss_cls: 4.0570, loss: 4.0570 2020-07-04 04:26:41,668 - mmaction - INFO - Epoch [7][80/627] lr: 7.500e-03, eta: 1 day, 0:33:45, time: 1.098, data_time: 0.009, memory: 8473, top1_acc: 0.2000, top5_acc: 0.4500, loss_cls: 3.7797, loss: 3.7797 2020-07-04 04:27:04,083 - mmaction - INFO - Epoch [7][100/627] lr: 7.500e-03, eta: 1 day, 0:31:58, time: 1.119, data_time: 0.052, memory: 8473, top1_acc: 0.1875, top5_acc: 0.3708, loss_cls: 4.0005, loss: 4.0005 2020-07-04 04:27:26,780 - mmaction - INFO - Epoch [7][120/627] lr: 7.500e-03, eta: 1 day, 0:30:15, time: 1.133, data_time: 0.051, memory: 8473, top1_acc: 0.1917, top5_acc: 0.3708, loss_cls: 4.0538, loss: 4.0538 2020-07-04 04:27:50,112 - mmaction - INFO - Epoch [7][140/627] lr: 7.500e-03, eta: 1 day, 0:28:46, time: 1.170, data_time: 0.009, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4292, loss_cls: 3.8189, loss: 3.8189 2020-07-04 04:28:12,254 - mmaction - INFO - Epoch [7][160/627] lr: 7.500e-03, eta: 1 day, 0:26:56, time: 1.104, data_time: 0.009, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4667, loss_cls: 3.8459, loss: 3.8459 2020-07-04 04:28:35,485 - mmaction - INFO - Epoch [7][180/627] lr: 7.500e-03, eta: 1 day, 0:25:27, time: 1.165, data_time: 0.010, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4583, loss_cls: 3.8851, loss: 3.8851 2020-07-04 04:28:57,659 - mmaction - INFO - Epoch [7][200/627] lr: 7.500e-03, eta: 1 day, 0:23:39, time: 1.106, data_time: 0.009, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4208, loss_cls: 3.8194, loss: 3.8194 2020-07-04 04:29:19,928 - mmaction - INFO - Epoch [7][220/627] lr: 7.500e-03, eta: 1 day, 0:21:56, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.2042, top5_acc: 0.4167, loss_cls: 3.8380, loss: 3.8380 2020-07-04 04:29:43,452 - mmaction - INFO - Epoch [7][240/627] lr: 7.500e-03, eta: 1 day, 0:20:31, time: 1.172, data_time: 0.009, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.7297, loss: 3.7297 2020-07-04 04:30:06,083 - mmaction - INFO - Epoch [7][260/627] lr: 7.500e-03, eta: 1 day, 0:18:56, time: 1.138, data_time: 0.010, memory: 8473, top1_acc: 0.1958, top5_acc: 0.3958, loss_cls: 3.9266, loss: 3.9266 2020-07-04 04:30:29,667 - mmaction - INFO - Epoch [7][280/627] lr: 7.500e-03, eta: 1 day, 0:17:34, time: 1.176, data_time: 0.004, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4500, loss_cls: 3.7139, loss: 3.7139 2020-07-04 04:30:51,627 - mmaction - INFO - Epoch [7][300/627] lr: 7.500e-03, eta: 1 day, 0:15:48, time: 1.099, data_time: 0.009, memory: 8473, top1_acc: 0.2042, top5_acc: 0.3958, loss_cls: 3.8820, loss: 3.8820 2020-07-04 04:31:13,348 - mmaction - INFO - Epoch [7][320/627] lr: 7.500e-03, eta: 1 day, 0:13:59, time: 1.088, data_time: 0.005, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4333, loss_cls: 3.6537, loss: 3.6537 2020-07-04 04:31:36,809 - mmaction - INFO - Epoch [7][340/627] lr: 7.500e-03, eta: 1 day, 0:12:39, time: 1.175, data_time: 0.013, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4708, loss_cls: 3.7303, loss: 3.7303 2020-07-04 04:31:59,344 - mmaction - INFO - Epoch [7][360/627] lr: 7.500e-03, eta: 1 day, 0:11:02, time: 1.123, data_time: 0.051, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4583, loss_cls: 3.7222, loss: 3.7222 2020-07-04 04:32:22,297 - mmaction - INFO - Epoch [7][380/627] lr: 7.500e-03, eta: 1 day, 0:09:34, time: 1.148, data_time: 0.009, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4208, loss_cls: 3.9072, loss: 3.9072 2020-07-04 04:32:45,324 - mmaction - INFO - Epoch [7][400/627] lr: 7.500e-03, eta: 1 day, 0:08:09, time: 1.153, data_time: 0.005, memory: 8473, top1_acc: 0.2667, top5_acc: 0.4542, loss_cls: 3.5911, loss: 3.5911 2020-07-04 04:33:07,196 - mmaction - INFO - Epoch [7][420/627] lr: 7.500e-03, eta: 1 day, 0:06:26, time: 1.096, data_time: 0.003, memory: 8473, top1_acc: 0.2250, top5_acc: 0.4417, loss_cls: 3.8264, loss: 3.8264 2020-07-04 04:33:30,380 - mmaction - INFO - Epoch [7][440/627] lr: 7.500e-03, eta: 1 day, 0:05:02, time: 1.153, data_time: 0.005, memory: 8473, top1_acc: 0.2250, top5_acc: 0.4417, loss_cls: 3.8571, loss: 3.8571 2020-07-04 04:33:53,449 - mmaction - INFO - Epoch [7][460/627] lr: 7.500e-03, eta: 1 day, 0:03:39, time: 1.156, data_time: 0.007, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4917, loss_cls: 3.6317, loss: 3.6317 2020-07-04 04:34:14,546 - mmaction - INFO - Epoch [7][480/627] lr: 7.500e-03, eta: 1 day, 0:01:46, time: 1.055, data_time: 0.096, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4542, loss_cls: 3.7035, loss: 3.7035 2020-07-04 04:34:37,049 - mmaction - INFO - Epoch [7][500/627] lr: 7.500e-03, eta: 1 day, 0:00:14, time: 1.122, data_time: 0.149, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4708, loss_cls: 3.7870, loss: 3.7870 2020-07-04 04:35:00,756 - mmaction - INFO - Epoch [7][520/627] lr: 7.500e-03, eta: 23:59:04, time: 1.190, data_time: 0.097, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4625, loss_cls: 3.6140, loss: 3.6140 2020-07-04 04:35:24,040 - mmaction - INFO - Epoch [7][540/627] lr: 7.500e-03, eta: 23:57:44, time: 1.159, data_time: 0.003, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4250, loss_cls: 3.8505, loss: 3.8505 2020-07-04 04:35:45,927 - mmaction - INFO - Epoch [7][560/627] lr: 7.500e-03, eta: 23:56:07, time: 1.097, data_time: 0.010, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4625, loss_cls: 3.6926, loss: 3.6926 2020-07-04 04:36:08,134 - mmaction - INFO - Epoch [7][580/627] lr: 7.500e-03, eta: 23:54:33, time: 1.108, data_time: 0.004, memory: 8473, top1_acc: 0.1792, top5_acc: 0.4292, loss_cls: 3.7419, loss: 3.7419 2020-07-04 04:36:31,062 - mmaction - INFO - Epoch [7][600/627] lr: 7.500e-03, eta: 23:53:11, time: 1.146, data_time: 0.008, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4958, loss_cls: 3.5216, loss: 3.5216 2020-07-04 04:36:53,731 - mmaction - INFO - Epoch [7][620/627] lr: 7.500e-03, eta: 23:51:48, time: 1.137, data_time: 0.007, memory: 8473, top1_acc: 0.2250, top5_acc: 0.4542, loss_cls: 3.6850, loss: 3.6850 2020-07-04 04:39:30,596 - mmaction - INFO - Epoch [8][20/627] lr: 7.500e-03, eta: 1 day, 0:18:43, time: 7.436, data_time: 5.625, memory: 8473, top1_acc: 0.1792, top5_acc: 0.4292, loss_cls: 3.8005, loss: 3.8005 2020-07-04 04:39:52,714 - mmaction - INFO - Epoch [8][40/627] lr: 7.500e-03, eta: 1 day, 0:17:04, time: 1.108, data_time: 0.009, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4708, loss_cls: 3.6797, loss: 3.6797 2020-07-04 04:40:16,360 - mmaction - INFO - Epoch [8][60/627] lr: 7.500e-03, eta: 1 day, 0:15:45, time: 1.176, data_time: 0.004, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4875, loss_cls: 3.5837, loss: 3.5837 2020-07-04 04:40:39,010 - mmaction - INFO - Epoch [8][80/627] lr: 7.500e-03, eta: 1 day, 0:14:15, time: 1.135, data_time: 0.011, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4667, loss_cls: 3.6303, loss: 3.6303 2020-07-04 04:41:01,834 - mmaction - INFO - Epoch [8][100/627] lr: 7.500e-03, eta: 1 day, 0:12:48, time: 1.142, data_time: 0.011, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4375, loss_cls: 3.8119, loss: 3.8119 2020-07-04 04:41:24,119 - mmaction - INFO - Epoch [8][120/627] lr: 7.500e-03, eta: 1 day, 0:11:13, time: 1.115, data_time: 0.006, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4667, loss_cls: 3.6859, loss: 3.6859 2020-07-04 04:41:46,818 - mmaction - INFO - Epoch [8][140/627] lr: 7.500e-03, eta: 1 day, 0:09:44, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4375, loss_cls: 3.5876, loss: 3.5876 2020-07-04 04:42:10,250 - mmaction - INFO - Epoch [8][160/627] lr: 7.500e-03, eta: 1 day, 0:08:26, time: 1.170, data_time: 0.007, memory: 8473, top1_acc: 0.1667, top5_acc: 0.3917, loss_cls: 3.9378, loss: 3.9378 2020-07-04 04:42:31,283 - mmaction - INFO - Epoch [8][180/627] lr: 7.500e-03, eta: 1 day, 0:06:36, time: 1.055, data_time: 0.009, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4875, loss_cls: 3.6333, loss: 3.6333 2020-07-04 04:42:54,384 - mmaction - INFO - Epoch [8][200/627] lr: 7.500e-03, eta: 1 day, 0:05:15, time: 1.152, data_time: 0.007, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4667, loss_cls: 3.6378, loss: 3.6378 2020-07-04 04:43:17,071 - mmaction - INFO - Epoch [8][220/627] lr: 7.500e-03, eta: 1 day, 0:03:49, time: 1.136, data_time: 0.052, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5125, loss_cls: 3.5115, loss: 3.5115 2020-07-04 04:43:40,560 - mmaction - INFO - Epoch [8][240/627] lr: 7.500e-03, eta: 1 day, 0:02:35, time: 1.177, data_time: 0.009, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4458, loss_cls: 3.8275, loss: 3.8275 2020-07-04 04:44:02,954 - mmaction - INFO - Epoch [8][260/627] lr: 7.500e-03, eta: 1 day, 0:01:04, time: 1.116, data_time: 0.003, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4417, loss_cls: 3.7553, loss: 3.7553 2020-07-04 04:44:26,056 - mmaction - INFO - Epoch [8][280/627] lr: 7.500e-03, eta: 23:59:47, time: 1.161, data_time: 0.010, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4375, loss_cls: 3.7856, loss: 3.7856 2020-07-04 04:44:47,802 - mmaction - INFO - Epoch [8][300/627] lr: 7.500e-03, eta: 23:58:08, time: 1.080, data_time: 0.001, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4250, loss_cls: 3.9065, loss: 3.9065 2020-07-04 04:45:10,587 - mmaction - INFO - Epoch [8][320/627] lr: 7.500e-03, eta: 23:56:46, time: 1.142, data_time: 0.011, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4875, loss_cls: 3.5571, loss: 3.5571 2020-07-04 04:45:33,403 - mmaction - INFO - Epoch [8][340/627] lr: 7.500e-03, eta: 23:55:25, time: 1.140, data_time: 0.006, memory: 8473, top1_acc: 0.2042, top5_acc: 0.3875, loss_cls: 3.8556, loss: 3.8556 2020-07-04 04:45:56,466 - mmaction - INFO - Epoch [8][360/627] lr: 7.500e-03, eta: 23:54:07, time: 1.154, data_time: 0.007, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4708, loss_cls: 3.6314, loss: 3.6314 2020-07-04 04:46:19,288 - mmaction - INFO - Epoch [8][380/627] lr: 7.500e-03, eta: 23:52:45, time: 1.133, data_time: 0.009, memory: 8473, top1_acc: 0.2417, top5_acc: 0.4250, loss_cls: 3.7675, loss: 3.7675 2020-07-04 04:46:43,167 - mmaction - INFO - Epoch [8][400/627] lr: 7.500e-03, eta: 23:51:40, time: 1.197, data_time: 0.015, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4583, loss_cls: 3.5888, loss: 3.5888 2020-07-04 04:47:04,107 - mmaction - INFO - Epoch [8][420/627] lr: 7.500e-03, eta: 23:49:58, time: 1.058, data_time: 0.014, memory: 8473, top1_acc: 0.2792, top5_acc: 0.4750, loss_cls: 3.5205, loss: 3.5205 2020-07-04 04:47:27,692 - mmaction - INFO - Epoch [8][440/627] lr: 7.500e-03, eta: 23:48:48, time: 1.175, data_time: 0.005, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4958, loss_cls: 3.5295, loss: 3.5295 2020-07-04 04:47:49,573 - mmaction - INFO - Epoch [8][460/627] lr: 7.500e-03, eta: 23:47:16, time: 1.087, data_time: 0.006, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4542, loss_cls: 3.6722, loss: 3.6722 2020-07-04 04:48:12,106 - mmaction - INFO - Epoch [8][480/627] lr: 7.500e-03, eta: 23:45:56, time: 1.136, data_time: 0.015, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4542, loss_cls: 3.6469, loss: 3.6469 2020-07-04 04:48:34,571 - mmaction - INFO - Epoch [8][500/627] lr: 7.500e-03, eta: 23:44:32, time: 1.115, data_time: 0.058, memory: 8473, top1_acc: 0.2000, top5_acc: 0.4583, loss_cls: 3.7544, loss: 3.7544 2020-07-04 04:48:57,464 - mmaction - INFO - Epoch [8][520/627] lr: 7.500e-03, eta: 23:43:17, time: 1.147, data_time: 0.014, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4875, loss_cls: 3.5591, loss: 3.5591 2020-07-04 04:49:19,966 - mmaction - INFO - Epoch [8][540/627] lr: 7.500e-03, eta: 23:41:57, time: 1.128, data_time: 0.009, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4167, loss_cls: 3.8500, loss: 3.8500 2020-07-04 04:49:43,265 - mmaction - INFO - Epoch [8][560/627] lr: 7.500e-03, eta: 23:40:47, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.2333, top5_acc: 0.5042, loss_cls: 3.5240, loss: 3.5240 2020-07-04 04:50:05,744 - mmaction - INFO - Epoch [8][580/627] lr: 7.500e-03, eta: 23:39:26, time: 1.121, data_time: 0.010, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4875, loss_cls: 3.6477, loss: 3.6477 2020-07-04 04:50:29,162 - mmaction - INFO - Epoch [8][600/627] lr: 7.500e-03, eta: 23:38:19, time: 1.175, data_time: 0.022, memory: 8473, top1_acc: 0.2792, top5_acc: 0.4417, loss_cls: 3.7249, loss: 3.7249 2020-07-04 04:50:51,027 - mmaction - INFO - Epoch [8][620/627] lr: 7.500e-03, eta: 23:36:52, time: 1.092, data_time: 0.008, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4292, loss_cls: 3.7724, loss: 3.7724 2020-07-04 04:53:37,960 - mmaction - INFO - Epoch [9][20/627] lr: 7.500e-03, eta: 1 day, 0:02:10, time: 7.915, data_time: 6.975, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4125, loss_cls: 3.6684, loss: 3.6684 2020-07-04 04:54:00,927 - mmaction - INFO - Epoch [9][40/627] lr: 7.500e-03, eta: 1 day, 0:00:52, time: 1.150, data_time: 0.056, memory: 8473, top1_acc: 0.2375, top5_acc: 0.5083, loss_cls: 3.5611, loss: 3.5611 2020-07-04 04:54:23,539 - mmaction - INFO - Epoch [9][60/627] lr: 7.500e-03, eta: 23:59:28, time: 1.130, data_time: 0.005, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4792, loss_cls: 3.6458, loss: 3.6458 2020-07-04 04:54:46,700 - mmaction - INFO - Epoch [9][80/627] lr: 7.500e-03, eta: 23:58:13, time: 1.157, data_time: 0.008, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4625, loss_cls: 3.6255, loss: 3.6255 2020-07-04 04:55:09,335 - mmaction - INFO - Epoch [9][100/627] lr: 7.500e-03, eta: 23:56:52, time: 1.137, data_time: 0.006, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4708, loss_cls: 3.4850, loss: 3.4850 2020-07-04 04:55:31,552 - mmaction - INFO - Epoch [9][120/627] lr: 7.500e-03, eta: 23:55:25, time: 1.107, data_time: 0.001, memory: 8473, top1_acc: 0.2417, top5_acc: 0.4708, loss_cls: 3.5904, loss: 3.5904 2020-07-04 04:55:54,466 - mmaction - INFO - Epoch [9][140/627] lr: 7.500e-03, eta: 23:54:07, time: 1.144, data_time: 0.008, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4375, loss_cls: 3.7636, loss: 3.7636 2020-07-04 04:56:17,853 - mmaction - INFO - Epoch [9][160/627] lr: 7.500e-03, eta: 23:52:57, time: 1.173, data_time: 0.017, memory: 8473, top1_acc: 0.1958, top5_acc: 0.4250, loss_cls: 3.8522, loss: 3.8522 2020-07-04 04:56:38,311 - mmaction - INFO - Epoch [9][180/627] lr: 7.500e-03, eta: 23:51:09, time: 1.018, data_time: 0.005, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4417, loss_cls: 3.6992, loss: 3.6992 2020-07-04 04:57:02,713 - mmaction - INFO - Epoch [9][200/627] lr: 7.500e-03, eta: 23:50:11, time: 1.221, data_time: 0.007, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4583, loss_cls: 3.5385, loss: 3.5385 2020-07-04 04:57:24,689 - mmaction - INFO - Epoch [9][220/627] lr: 7.500e-03, eta: 23:48:43, time: 1.093, data_time: 0.023, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4750, loss_cls: 3.5467, loss: 3.5467 2020-07-04 04:57:47,130 - mmaction - INFO - Epoch [9][240/627] lr: 7.500e-03, eta: 23:47:24, time: 1.129, data_time: 0.012, memory: 8473, top1_acc: 0.2667, top5_acc: 0.4625, loss_cls: 3.6529, loss: 3.6529 2020-07-04 04:58:10,762 - mmaction - INFO - Epoch [9][260/627] lr: 7.500e-03, eta: 23:46:16, time: 1.177, data_time: 0.008, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5042, loss_cls: 3.6391, loss: 3.6391 2020-07-04 04:58:32,851 - mmaction - INFO - Epoch [9][280/627] lr: 7.500e-03, eta: 23:44:53, time: 1.107, data_time: 0.017, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4875, loss_cls: 3.4647, loss: 3.4647 2020-07-04 04:58:56,964 - mmaction - INFO - Epoch [9][300/627] lr: 7.500e-03, eta: 23:43:53, time: 1.205, data_time: 0.009, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4667, loss_cls: 3.6868, loss: 3.6868 2020-07-04 04:59:19,379 - mmaction - INFO - Epoch [9][320/627] lr: 7.500e-03, eta: 23:42:34, time: 1.123, data_time: 0.009, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4375, loss_cls: 3.7487, loss: 3.7487 2020-07-04 04:59:40,878 - mmaction - INFO - Epoch [9][340/627] lr: 7.500e-03, eta: 23:41:04, time: 1.075, data_time: 0.007, memory: 8473, top1_acc: 0.2667, top5_acc: 0.4500, loss_cls: 3.6412, loss: 3.6412 2020-07-04 05:00:02,998 - mmaction - INFO - Epoch [9][360/627] lr: 7.500e-03, eta: 23:39:42, time: 1.107, data_time: 0.005, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4750, loss_cls: 3.6711, loss: 3.6711 2020-07-04 05:00:32,684 - mmaction - INFO - Epoch [9][380/627] lr: 7.500e-03, eta: 23:39:47, time: 1.475, data_time: 0.073, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4792, loss_cls: 3.5918, loss: 3.5918 2020-07-04 05:00:55,839 - mmaction - INFO - Epoch [9][400/627] lr: 7.500e-03, eta: 23:38:37, time: 1.158, data_time: 0.050, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4833, loss_cls: 3.4979, loss: 3.4979 2020-07-04 05:01:17,952 - mmaction - INFO - Epoch [9][420/627] lr: 7.500e-03, eta: 23:37:17, time: 1.110, data_time: 0.013, memory: 8473, top1_acc: 0.2250, top5_acc: 0.5125, loss_cls: 3.5350, loss: 3.5350 2020-07-04 05:01:41,205 - mmaction - INFO - Epoch [9][440/627] lr: 7.500e-03, eta: 23:36:09, time: 1.162, data_time: 0.013, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4875, loss_cls: 3.5158, loss: 3.5158 2020-07-04 05:02:03,722 - mmaction - INFO - Epoch [9][460/627] lr: 7.500e-03, eta: 23:34:55, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5000, loss_cls: 3.4963, loss: 3.4963 2020-07-04 05:02:26,574 - mmaction - INFO - Epoch [9][480/627] lr: 7.500e-03, eta: 23:33:42, time: 1.137, data_time: 0.001, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4875, loss_cls: 3.7156, loss: 3.7156 2020-07-04 05:02:49,312 - mmaction - INFO - Epoch [9][500/627] lr: 7.500e-03, eta: 23:32:30, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5083, loss_cls: 3.4062, loss: 3.4062 2020-07-04 05:03:11,620 - mmaction - INFO - Epoch [9][520/627] lr: 7.500e-03, eta: 23:31:12, time: 1.114, data_time: 0.008, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4375, loss_cls: 3.6776, loss: 3.6776 2020-07-04 05:03:34,299 - mmaction - INFO - Epoch [9][540/627] lr: 7.500e-03, eta: 23:30:00, time: 1.135, data_time: 0.007, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4458, loss_cls: 3.7199, loss: 3.7199 2020-07-04 05:03:56,764 - mmaction - INFO - Epoch [9][560/627] lr: 7.500e-03, eta: 23:28:45, time: 1.123, data_time: 0.009, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4958, loss_cls: 3.5126, loss: 3.5126 2020-07-04 05:04:20,057 - mmaction - INFO - Epoch [9][580/627] lr: 7.500e-03, eta: 23:27:41, time: 1.166, data_time: 0.017, memory: 8473, top1_acc: 0.1917, top5_acc: 0.4500, loss_cls: 3.6119, loss: 3.6119 2020-07-04 05:04:42,002 - mmaction - INFO - Epoch [9][600/627] lr: 7.500e-03, eta: 23:26:21, time: 1.097, data_time: 0.008, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4625, loss_cls: 3.6285, loss: 3.6285 2020-07-04 05:05:04,783 - mmaction - INFO - Epoch [9][620/627] lr: 7.500e-03, eta: 23:25:09, time: 1.133, data_time: 0.005, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4750, loss_cls: 3.7337, loss: 3.7337 2020-07-04 05:07:40,220 - mmaction - INFO - Epoch [10][20/627] lr: 7.500e-03, eta: 23:44:30, time: 7.150, data_time: 6.012, memory: 8473, top1_acc: 0.2500, top5_acc: 0.5542, loss_cls: 3.4063, loss: 3.4063 2020-07-04 05:08:03,245 - mmaction - INFO - Epoch [10][40/627] lr: 7.500e-03, eta: 23:43:18, time: 1.148, data_time: 0.010, memory: 8473, top1_acc: 0.2042, top5_acc: 0.4417, loss_cls: 3.6954, loss: 3.6954 2020-07-04 05:08:26,010 - mmaction - INFO - Epoch [10][60/627] lr: 7.500e-03, eta: 23:42:05, time: 1.141, data_time: 0.009, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4375, loss_cls: 3.5684, loss: 3.5684 2020-07-04 05:08:49,414 - mmaction - INFO - Epoch [10][80/627] lr: 7.500e-03, eta: 23:40:59, time: 1.173, data_time: 0.009, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4583, loss_cls: 3.7175, loss: 3.7175 2020-07-04 05:09:11,882 - mmaction - INFO - Epoch [10][100/627] lr: 7.500e-03, eta: 23:39:42, time: 1.122, data_time: 0.004, memory: 8473, top1_acc: 0.2792, top5_acc: 0.4917, loss_cls: 3.6122, loss: 3.6122 2020-07-04 05:09:34,411 - mmaction - INFO - Epoch [10][120/627] lr: 7.500e-03, eta: 23:38:27, time: 1.126, data_time: 0.009, memory: 8473, top1_acc: 0.2417, top5_acc: 0.4542, loss_cls: 3.6338, loss: 3.6338 2020-07-04 05:09:56,972 - mmaction - INFO - Epoch [10][140/627] lr: 7.500e-03, eta: 23:37:12, time: 1.128, data_time: 0.006, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5417, loss_cls: 3.3386, loss: 3.3386 2020-07-04 05:10:19,518 - mmaction - INFO - Epoch [10][160/627] lr: 7.500e-03, eta: 23:35:58, time: 1.129, data_time: 0.008, memory: 8473, top1_acc: 0.1875, top5_acc: 0.4542, loss_cls: 3.7861, loss: 3.7861 2020-07-04 05:10:42,128 - mmaction - INFO - Epoch [10][180/627] lr: 7.500e-03, eta: 23:34:44, time: 1.126, data_time: 0.004, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4750, loss_cls: 3.6389, loss: 3.6389 2020-07-04 05:11:05,551 - mmaction - INFO - Epoch [10][200/627] lr: 7.500e-03, eta: 23:33:41, time: 1.178, data_time: 0.011, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4792, loss_cls: 3.4173, loss: 3.4173 2020-07-04 05:11:28,220 - mmaction - INFO - Epoch [10][220/627] lr: 7.500e-03, eta: 23:32:28, time: 1.130, data_time: 0.002, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4833, loss_cls: 3.5122, loss: 3.5122 2020-07-04 05:11:50,713 - mmaction - INFO - Epoch [10][240/627] lr: 7.500e-03, eta: 23:31:15, time: 1.128, data_time: 0.008, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4708, loss_cls: 3.7263, loss: 3.7263 2020-07-04 05:12:13,950 - mmaction - INFO - Epoch [10][260/627] lr: 7.500e-03, eta: 23:30:09, time: 1.157, data_time: 0.002, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4542, loss_cls: 3.8265, loss: 3.8265 2020-07-04 05:12:36,430 - mmaction - INFO - Epoch [10][280/627] lr: 7.500e-03, eta: 23:28:55, time: 1.119, data_time: 0.010, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4708, loss_cls: 3.5862, loss: 3.5862 2020-07-04 05:12:58,563 - mmaction - INFO - Epoch [10][300/627] lr: 7.500e-03, eta: 23:27:40, time: 1.114, data_time: 0.011, memory: 8473, top1_acc: 0.2750, top5_acc: 0.4917, loss_cls: 3.4743, loss: 3.4743 2020-07-04 05:13:20,688 - mmaction - INFO - Epoch [10][320/627] lr: 7.500e-03, eta: 23:26:22, time: 1.099, data_time: 0.015, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4583, loss_cls: 3.6036, loss: 3.6036 2020-07-04 05:13:43,584 - mmaction - INFO - Epoch [10][340/627] lr: 7.500e-03, eta: 23:25:15, time: 1.149, data_time: 0.012, memory: 8473, top1_acc: 0.2750, top5_acc: 0.4750, loss_cls: 3.6029, loss: 3.6029 2020-07-04 05:14:06,492 - mmaction - INFO - Epoch [10][360/627] lr: 7.500e-03, eta: 23:24:09, time: 1.152, data_time: 0.018, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4833, loss_cls: 3.4912, loss: 3.4912 2020-07-04 05:14:28,771 - mmaction - INFO - Epoch [10][380/627] lr: 7.500e-03, eta: 23:22:55, time: 1.110, data_time: 0.259, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4375, loss_cls: 3.6772, loss: 3.6772 2020-07-04 05:14:51,449 - mmaction - INFO - Epoch [10][400/627] lr: 7.500e-03, eta: 23:21:45, time: 1.132, data_time: 0.236, memory: 8473, top1_acc: 0.2083, top5_acc: 0.5083, loss_cls: 3.5440, loss: 3.5440 2020-07-04 05:15:14,778 - mmaction - INFO - Epoch [10][420/627] lr: 7.500e-03, eta: 23:20:42, time: 1.159, data_time: 0.205, memory: 8473, top1_acc: 0.2375, top5_acc: 0.5125, loss_cls: 3.5004, loss: 3.5004 2020-07-04 05:15:37,298 - mmaction - INFO - Epoch [10][440/627] lr: 7.500e-03, eta: 23:19:33, time: 1.131, data_time: 0.113, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4000, loss_cls: 3.7716, loss: 3.7716 2020-07-04 05:16:00,653 - mmaction - INFO - Epoch [10][460/627] lr: 7.500e-03, eta: 23:18:31, time: 1.166, data_time: 0.329, memory: 8473, top1_acc: 0.2417, top5_acc: 0.4917, loss_cls: 3.5600, loss: 3.5600 2020-07-04 05:16:22,482 - mmaction - INFO - Epoch [10][480/627] lr: 7.500e-03, eta: 23:17:15, time: 1.094, data_time: 0.205, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5292, loss_cls: 3.3724, loss: 3.3724 2020-07-04 05:16:45,911 - mmaction - INFO - Epoch [10][500/627] lr: 7.500e-03, eta: 23:16:14, time: 1.167, data_time: 0.180, memory: 8473, top1_acc: 0.2292, top5_acc: 0.5417, loss_cls: 3.4431, loss: 3.4431 2020-07-04 05:17:07,622 - mmaction - INFO - Epoch [10][520/627] lr: 7.500e-03, eta: 23:14:58, time: 1.093, data_time: 0.352, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4917, loss_cls: 3.6622, loss: 3.6622 2020-07-04 05:17:30,975 - mmaction - INFO - Epoch [10][540/627] lr: 7.500e-03, eta: 23:13:56, time: 1.156, data_time: 0.115, memory: 8473, top1_acc: 0.2958, top5_acc: 0.4917, loss_cls: 3.4542, loss: 3.4542 2020-07-04 05:17:51,872 - mmaction - INFO - Epoch [10][560/627] lr: 7.500e-03, eta: 23:12:33, time: 1.055, data_time: 0.175, memory: 8473, top1_acc: 0.2417, top5_acc: 0.4708, loss_cls: 3.5232, loss: 3.5232 2020-07-04 05:18:14,230 - mmaction - INFO - Epoch [10][580/627] lr: 7.500e-03, eta: 23:11:24, time: 1.119, data_time: 0.047, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4875, loss_cls: 3.5254, loss: 3.5254 2020-07-04 05:18:37,185 - mmaction - INFO - Epoch [10][600/627] lr: 7.500e-03, eta: 23:10:20, time: 1.146, data_time: 0.006, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4667, loss_cls: 3.5936, loss: 3.5936 2020-07-04 05:18:59,435 - mmaction - INFO - Epoch [10][620/627] lr: 7.500e-03, eta: 23:09:10, time: 1.115, data_time: 0.010, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5250, loss_cls: 3.4022, loss: 3.4022 2020-07-04 05:19:06,683 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-04 05:21:59,675 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 05:22:00,608 - mmaction - INFO - top1_acc 0.2639 top5_acc 0.5164 2020-07-04 05:22:00,609 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 05:22:00,673 - mmaction - INFO - mean_acc 0.2637 2020-07-04 05:22:00,681 - mmaction - INFO - Epoch [10][627/627] lr: 7.500e-03, top1_acc: 0.2639, top5_acc: 0.5164, mean_class_accuracy: 0.2637 2020-07-04 05:24:29,712 - mmaction - INFO - Epoch [11][20/627] lr: 7.500e-03, eta: 23:27:21, time: 7.445, data_time: 6.692, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4750, loss_cls: 3.6570, loss: 3.6570 2020-07-04 05:24:51,128 - mmaction - INFO - Epoch [11][40/627] lr: 7.500e-03, eta: 23:25:59, time: 1.070, data_time: 0.275, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5167, loss_cls: 3.4822, loss: 3.4822 2020-07-04 05:25:14,343 - mmaction - INFO - Epoch [11][60/627] lr: 7.500e-03, eta: 23:24:56, time: 1.166, data_time: 0.352, memory: 8473, top1_acc: 0.2083, top5_acc: 0.4417, loss_cls: 3.7541, loss: 3.7541 2020-07-04 05:25:36,971 - mmaction - INFO - Epoch [11][80/627] lr: 7.500e-03, eta: 23:23:47, time: 1.133, data_time: 0.002, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5042, loss_cls: 3.5886, loss: 3.5886 2020-07-04 05:26:00,302 - mmaction - INFO - Epoch [11][100/627] lr: 7.500e-03, eta: 23:22:45, time: 1.164, data_time: 0.001, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4208, loss_cls: 3.7676, loss: 3.7676 2020-07-04 05:26:21,229 - mmaction - INFO - Epoch [11][120/627] lr: 7.500e-03, eta: 23:21:19, time: 1.044, data_time: 0.185, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4500, loss_cls: 3.7001, loss: 3.7001 2020-07-04 05:26:44,279 - mmaction - INFO - Epoch [11][140/627] lr: 7.500e-03, eta: 23:20:15, time: 1.155, data_time: 0.435, memory: 8473, top1_acc: 0.2250, top5_acc: 0.4292, loss_cls: 3.7868, loss: 3.7868 2020-07-04 05:27:07,823 - mmaction - INFO - Epoch [11][160/627] lr: 7.500e-03, eta: 23:19:15, time: 1.174, data_time: 0.453, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5000, loss_cls: 3.5601, loss: 3.5601 2020-07-04 05:27:29,204 - mmaction - INFO - Epoch [11][180/627] lr: 7.500e-03, eta: 23:17:56, time: 1.072, data_time: 0.372, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4750, loss_cls: 3.7395, loss: 3.7395 2020-07-04 05:27:52,606 - mmaction - INFO - Epoch [11][200/627] lr: 7.500e-03, eta: 23:16:56, time: 1.169, data_time: 0.297, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4208, loss_cls: 3.5946, loss: 3.5946 2020-07-04 05:28:14,927 - mmaction - INFO - Epoch [11][220/627] lr: 7.500e-03, eta: 23:15:45, time: 1.114, data_time: 0.345, memory: 8473, top1_acc: 0.2250, top5_acc: 0.4667, loss_cls: 3.6826, loss: 3.6826 2020-07-04 05:28:38,059 - mmaction - INFO - Epoch [11][240/627] lr: 7.500e-03, eta: 23:14:43, time: 1.155, data_time: 0.247, memory: 8473, top1_acc: 0.2792, top5_acc: 0.4958, loss_cls: 3.4421, loss: 3.4421 2020-07-04 05:29:01,240 - mmaction - INFO - Epoch [11][260/627] lr: 7.500e-03, eta: 23:13:42, time: 1.163, data_time: 0.010, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5458, loss_cls: 3.3895, loss: 3.3895 2020-07-04 05:29:23,858 - mmaction - INFO - Epoch [11][280/627] lr: 7.500e-03, eta: 23:12:36, time: 1.130, data_time: 0.008, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4667, loss_cls: 3.5287, loss: 3.5287 2020-07-04 05:29:46,161 - mmaction - INFO - Epoch [11][300/627] lr: 7.500e-03, eta: 23:11:27, time: 1.116, data_time: 0.006, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4583, loss_cls: 3.6325, loss: 3.6325 2020-07-04 05:30:08,298 - mmaction - INFO - Epoch [11][320/627] lr: 7.500e-03, eta: 23:10:16, time: 1.107, data_time: 0.007, memory: 8473, top1_acc: 0.2208, top5_acc: 0.4542, loss_cls: 3.7632, loss: 3.7632 2020-07-04 05:30:31,323 - mmaction - INFO - Epoch [11][340/627] lr: 7.500e-03, eta: 23:09:14, time: 1.150, data_time: 0.005, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4958, loss_cls: 3.5479, loss: 3.5479 2020-07-04 05:30:53,899 - mmaction - INFO - Epoch [11][360/627] lr: 7.500e-03, eta: 23:08:07, time: 1.123, data_time: 0.008, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4750, loss_cls: 3.6024, loss: 3.6024 2020-07-04 05:31:17,107 - mmaction - INFO - Epoch [11][380/627] lr: 7.500e-03, eta: 23:07:08, time: 1.165, data_time: 0.012, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4875, loss_cls: 3.6602, loss: 3.6602 2020-07-04 05:31:38,809 - mmaction - INFO - Epoch [11][400/627] lr: 7.500e-03, eta: 23:05:55, time: 1.086, data_time: 0.010, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4542, loss_cls: 3.5366, loss: 3.5366 2020-07-04 05:32:02,017 - mmaction - INFO - Epoch [11][420/627] lr: 7.500e-03, eta: 23:04:57, time: 1.164, data_time: 0.008, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4958, loss_cls: 3.4956, loss: 3.4956 2020-07-04 05:32:24,129 - mmaction - INFO - Epoch [11][440/627] lr: 7.500e-03, eta: 23:03:47, time: 1.101, data_time: 0.003, memory: 8473, top1_acc: 0.2667, top5_acc: 0.4833, loss_cls: 3.4996, loss: 3.4996 2020-07-04 05:32:46,469 - mmaction - INFO - Epoch [11][460/627] lr: 7.500e-03, eta: 23:02:40, time: 1.119, data_time: 0.011, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4792, loss_cls: 3.4826, loss: 3.4826 2020-07-04 05:33:09,355 - mmaction - INFO - Epoch [11][480/627] lr: 7.500e-03, eta: 23:01:39, time: 1.142, data_time: 0.005, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5083, loss_cls: 3.4738, loss: 3.4738 2020-07-04 05:33:31,343 - mmaction - INFO - Epoch [11][500/627] lr: 7.500e-03, eta: 23:00:30, time: 1.105, data_time: 0.010, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5000, loss_cls: 3.4318, loss: 3.4318 2020-07-04 05:33:54,186 - mmaction - INFO - Epoch [11][520/627] lr: 7.500e-03, eta: 22:59:29, time: 1.142, data_time: 0.046, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.4986, loss: 3.4986 2020-07-04 05:34:17,296 - mmaction - INFO - Epoch [11][540/627] lr: 7.500e-03, eta: 22:58:29, time: 1.151, data_time: 0.005, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4792, loss_cls: 3.4708, loss: 3.4708 2020-07-04 05:34:39,792 - mmaction - INFO - Epoch [11][560/627] lr: 7.500e-03, eta: 22:57:25, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.2125, top5_acc: 0.4542, loss_cls: 3.6410, loss: 3.6410 2020-07-04 05:35:02,056 - mmaction - INFO - Epoch [11][580/627] lr: 7.500e-03, eta: 22:56:19, time: 1.110, data_time: 0.008, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5125, loss_cls: 3.3548, loss: 3.3548 2020-07-04 05:35:23,570 - mmaction - INFO - Epoch [11][600/627] lr: 7.500e-03, eta: 22:55:07, time: 1.080, data_time: 0.039, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5500, loss_cls: 3.3162, loss: 3.3162 2020-07-04 05:35:46,097 - mmaction - INFO - Epoch [11][620/627] lr: 7.500e-03, eta: 22:54:04, time: 1.126, data_time: 0.132, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5292, loss_cls: 3.4172, loss: 3.4172 2020-07-04 05:38:23,664 - mmaction - INFO - Epoch [12][20/627] lr: 7.500e-03, eta: 23:10:12, time: 7.388, data_time: 6.320, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4750, loss_cls: 3.5972, loss: 3.5972 2020-07-04 05:38:46,131 - mmaction - INFO - Epoch [12][40/627] lr: 7.500e-03, eta: 23:09:06, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4708, loss_cls: 3.5725, loss: 3.5725 2020-07-04 05:39:08,962 - mmaction - INFO - Epoch [12][60/627] lr: 7.500e-03, eta: 23:08:03, time: 1.142, data_time: 0.070, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5083, loss_cls: 3.5260, loss: 3.5260 2020-07-04 05:39:30,950 - mmaction - INFO - Epoch [12][80/627] lr: 7.500e-03, eta: 23:06:54, time: 1.104, data_time: 0.039, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5083, loss_cls: 3.5086, loss: 3.5086 2020-07-04 05:39:53,202 - mmaction - INFO - Epoch [12][100/627] lr: 7.500e-03, eta: 23:05:46, time: 1.110, data_time: 0.141, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 3.3756, loss: 3.3756 2020-07-04 05:40:16,316 - mmaction - INFO - Epoch [12][120/627] lr: 7.500e-03, eta: 23:04:46, time: 1.154, data_time: 0.178, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5250, loss_cls: 3.4303, loss: 3.4303 2020-07-04 05:40:39,695 - mmaction - INFO - Epoch [12][140/627] lr: 7.500e-03, eta: 23:03:49, time: 1.169, data_time: 0.006, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5292, loss_cls: 3.3020, loss: 3.3020 2020-07-04 05:41:01,785 - mmaction - INFO - Epoch [12][160/627] lr: 7.500e-03, eta: 23:02:39, time: 1.098, data_time: 0.008, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5167, loss_cls: 3.4732, loss: 3.4732 2020-07-04 05:41:24,691 - mmaction - INFO - Epoch [12][180/627] lr: 7.500e-03, eta: 23:01:39, time: 1.148, data_time: 0.013, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5083, loss_cls: 3.4522, loss: 3.4522 2020-07-04 05:41:47,231 - mmaction - INFO - Epoch [12][200/627] lr: 7.500e-03, eta: 23:00:35, time: 1.128, data_time: 0.013, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4958, loss_cls: 3.3339, loss: 3.3339 2020-07-04 05:42:10,217 - mmaction - INFO - Epoch [12][220/627] lr: 7.500e-03, eta: 22:59:36, time: 1.153, data_time: 0.009, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5208, loss_cls: 3.4342, loss: 3.4342 2020-07-04 05:42:33,372 - mmaction - INFO - Epoch [12][240/627] lr: 7.500e-03, eta: 22:58:39, time: 1.160, data_time: 0.008, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5292, loss_cls: 3.3975, loss: 3.3975 2020-07-04 05:42:55,525 - mmaction - INFO - Epoch [12][260/627] lr: 7.500e-03, eta: 22:57:32, time: 1.105, data_time: 0.001, memory: 8473, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.3562, loss: 3.3562 2020-07-04 05:43:17,298 - mmaction - INFO - Epoch [12][280/627] lr: 7.500e-03, eta: 22:56:21, time: 1.081, data_time: 0.006, memory: 8473, top1_acc: 0.2333, top5_acc: 0.4958, loss_cls: 3.5196, loss: 3.5196 2020-07-04 05:43:40,837 - mmaction - INFO - Epoch [12][300/627] lr: 7.500e-03, eta: 22:55:27, time: 1.180, data_time: 0.011, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5042, loss_cls: 3.4188, loss: 3.4188 2020-07-04 05:44:04,506 - mmaction - INFO - Epoch [12][320/627] lr: 7.500e-03, eta: 22:54:33, time: 1.178, data_time: 0.012, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4875, loss_cls: 3.4372, loss: 3.4372 2020-07-04 05:44:27,157 - mmaction - INFO - Epoch [12][340/627] lr: 7.500e-03, eta: 22:53:33, time: 1.140, data_time: 0.014, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5292, loss_cls: 3.2170, loss: 3.2170 2020-07-04 05:44:49,287 - mmaction - INFO - Epoch [12][360/627] lr: 7.500e-03, eta: 22:52:28, time: 1.107, data_time: 0.010, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5458, loss_cls: 3.4204, loss: 3.4204 2020-07-04 05:45:11,419 - mmaction - INFO - Epoch [12][380/627] lr: 7.500e-03, eta: 22:51:23, time: 1.108, data_time: 0.006, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5250, loss_cls: 3.3181, loss: 3.3181 2020-07-04 05:45:34,351 - mmaction - INFO - Epoch [12][400/627] lr: 7.500e-03, eta: 22:50:23, time: 1.139, data_time: 0.005, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5167, loss_cls: 3.3182, loss: 3.3182 2020-07-04 05:45:55,999 - mmaction - INFO - Epoch [12][420/627] lr: 7.500e-03, eta: 22:49:16, time: 1.093, data_time: 0.013, memory: 8473, top1_acc: 0.2250, top5_acc: 0.4500, loss_cls: 3.6667, loss: 3.6667 2020-07-04 05:46:18,634 - mmaction - INFO - Epoch [12][440/627] lr: 7.500e-03, eta: 22:48:15, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5708, loss_cls: 3.2147, loss: 3.2147 2020-07-04 05:46:41,820 - mmaction - INFO - Epoch [12][460/627] lr: 7.500e-03, eta: 22:47:20, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5167, loss_cls: 3.4606, loss: 3.4606 2020-07-04 05:47:04,055 - mmaction - INFO - Epoch [12][480/627] lr: 7.500e-03, eta: 22:46:16, time: 1.110, data_time: 0.007, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5083, loss_cls: 3.3558, loss: 3.3558 2020-07-04 05:47:26,774 - mmaction - INFO - Epoch [12][500/627] lr: 7.500e-03, eta: 22:45:18, time: 1.140, data_time: 0.007, memory: 8473, top1_acc: 0.2667, top5_acc: 0.4875, loss_cls: 3.4366, loss: 3.4366 2020-07-04 05:47:49,952 - mmaction - INFO - Epoch [12][520/627] lr: 7.500e-03, eta: 22:44:22, time: 1.155, data_time: 0.004, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5083, loss_cls: 3.5450, loss: 3.5450 2020-07-04 05:48:11,606 - mmaction - INFO - Epoch [12][540/627] lr: 7.500e-03, eta: 22:43:14, time: 1.083, data_time: 0.006, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5833, loss_cls: 3.1938, loss: 3.1938 2020-07-04 05:48:34,700 - mmaction - INFO - Epoch [12][560/627] lr: 7.500e-03, eta: 22:42:19, time: 1.152, data_time: 0.007, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5542, loss_cls: 3.3779, loss: 3.3779 2020-07-04 05:48:57,366 - mmaction - INFO - Epoch [12][580/627] lr: 7.500e-03, eta: 22:41:20, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5792, loss_cls: 3.2133, loss: 3.2133 2020-07-04 05:49:20,128 - mmaction - INFO - Epoch [12][600/627] lr: 7.500e-03, eta: 22:40:23, time: 1.142, data_time: 0.009, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5542, loss_cls: 3.3673, loss: 3.3673 2020-07-04 05:49:43,514 - mmaction - INFO - Epoch [12][620/627] lr: 7.500e-03, eta: 22:39:29, time: 1.160, data_time: 0.001, memory: 8473, top1_acc: 0.2417, top5_acc: 0.4792, loss_cls: 3.4114, loss: 3.4114 2020-07-04 05:52:22,856 - mmaction - INFO - Epoch [13][20/627] lr: 7.500e-03, eta: 22:54:32, time: 7.554, data_time: 6.758, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5458, loss_cls: 3.3267, loss: 3.3267 2020-07-04 05:52:44,821 - mmaction - INFO - Epoch [13][40/627] lr: 7.500e-03, eta: 22:53:25, time: 1.099, data_time: 0.053, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5250, loss_cls: 3.3780, loss: 3.3780 2020-07-04 05:53:07,231 - mmaction - INFO - Epoch [13][60/627] lr: 7.500e-03, eta: 22:52:22, time: 1.119, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5917, loss_cls: 3.1785, loss: 3.1785 2020-07-04 05:53:30,297 - mmaction - INFO - Epoch [13][80/627] lr: 7.500e-03, eta: 22:51:25, time: 1.155, data_time: 0.010, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4750, loss_cls: 3.5003, loss: 3.5003 2020-07-04 05:53:53,276 - mmaction - INFO - Epoch [13][100/627] lr: 7.500e-03, eta: 22:50:28, time: 1.150, data_time: 0.006, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5417, loss_cls: 3.2220, loss: 3.2220 2020-07-04 05:54:15,907 - mmaction - INFO - Epoch [13][120/627] lr: 7.500e-03, eta: 22:49:28, time: 1.131, data_time: 0.009, memory: 8473, top1_acc: 0.2958, top5_acc: 0.4958, loss_cls: 3.4012, loss: 3.4012 2020-07-04 05:54:39,076 - mmaction - INFO - Epoch [13][140/627] lr: 7.500e-03, eta: 22:48:32, time: 1.157, data_time: 0.009, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5375, loss_cls: 3.2920, loss: 3.2920 2020-07-04 05:55:01,337 - mmaction - INFO - Epoch [13][160/627] lr: 7.500e-03, eta: 22:47:29, time: 1.114, data_time: 0.006, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4667, loss_cls: 3.6110, loss: 3.6110 2020-07-04 05:55:24,607 - mmaction - INFO - Epoch [13][180/627] lr: 7.500e-03, eta: 22:46:33, time: 1.159, data_time: 0.005, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5250, loss_cls: 3.3443, loss: 3.3443 2020-07-04 05:55:47,748 - mmaction - INFO - Epoch [13][200/627] lr: 7.500e-03, eta: 22:45:38, time: 1.157, data_time: 0.015, memory: 8473, top1_acc: 0.2000, top5_acc: 0.4875, loss_cls: 3.5557, loss: 3.5557 2020-07-04 05:56:10,988 - mmaction - INFO - Epoch [13][220/627] lr: 7.500e-03, eta: 22:44:44, time: 1.164, data_time: 0.010, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5417, loss_cls: 3.3345, loss: 3.3345 2020-07-04 05:56:33,176 - mmaction - INFO - Epoch [13][240/627] lr: 7.500e-03, eta: 22:43:41, time: 1.110, data_time: 0.008, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5458, loss_cls: 3.3012, loss: 3.3012 2020-07-04 05:56:55,444 - mmaction - INFO - Epoch [13][260/627] lr: 7.500e-03, eta: 22:42:40, time: 1.120, data_time: 0.008, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5458, loss_cls: 3.3139, loss: 3.3139 2020-07-04 05:57:18,726 - mmaction - INFO - Epoch [13][280/627] lr: 7.500e-03, eta: 22:41:46, time: 1.161, data_time: 0.003, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5167, loss_cls: 3.3823, loss: 3.3823 2020-07-04 05:57:41,471 - mmaction - INFO - Epoch [13][300/627] lr: 7.500e-03, eta: 22:40:48, time: 1.137, data_time: 0.005, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5042, loss_cls: 3.4254, loss: 3.4254 2020-07-04 05:58:04,768 - mmaction - INFO - Epoch [13][320/627] lr: 7.500e-03, eta: 22:39:55, time: 1.168, data_time: 0.005, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5000, loss_cls: 3.4695, loss: 3.4695 2020-07-04 05:58:25,993 - mmaction - INFO - Epoch [13][340/627] lr: 7.500e-03, eta: 22:38:46, time: 1.058, data_time: 0.001, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5167, loss_cls: 3.4011, loss: 3.4011 2020-07-04 05:58:49,263 - mmaction - INFO - Epoch [13][360/627] lr: 7.500e-03, eta: 22:37:52, time: 1.162, data_time: 0.008, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5625, loss_cls: 3.3635, loss: 3.3635 2020-07-04 05:59:11,247 - mmaction - INFO - Epoch [13][380/627] lr: 7.500e-03, eta: 22:36:49, time: 1.097, data_time: 0.007, memory: 8473, top1_acc: 0.2167, top5_acc: 0.5042, loss_cls: 3.5434, loss: 3.5434 2020-07-04 05:59:34,335 - mmaction - INFO - Epoch [13][400/627] lr: 7.500e-03, eta: 22:35:55, time: 1.154, data_time: 0.011, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5458, loss_cls: 3.2806, loss: 3.2806 2020-07-04 05:59:56,918 - mmaction - INFO - Epoch [13][420/627] lr: 7.500e-03, eta: 22:34:57, time: 1.131, data_time: 0.009, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5833, loss_cls: 3.1935, loss: 3.1935 2020-07-04 06:00:22,832 - mmaction - INFO - Epoch [13][440/627] lr: 7.500e-03, eta: 22:34:24, time: 1.293, data_time: 0.010, memory: 8473, top1_acc: 0.2042, top5_acc: 0.4375, loss_cls: 3.6665, loss: 3.6665 2020-07-04 06:00:46,676 - mmaction - INFO - Epoch [13][460/627] lr: 7.500e-03, eta: 22:33:37, time: 1.198, data_time: 0.065, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4958, loss_cls: 3.5794, loss: 3.5794 2020-07-04 06:01:09,689 - mmaction - INFO - Epoch [13][480/627] lr: 7.500e-03, eta: 22:32:43, time: 1.149, data_time: 0.015, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4792, loss_cls: 3.5438, loss: 3.5438 2020-07-04 06:01:33,126 - mmaction - INFO - Epoch [13][500/627] lr: 7.500e-03, eta: 22:31:52, time: 1.171, data_time: 0.064, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5292, loss_cls: 3.2127, loss: 3.2127 2020-07-04 06:01:56,144 - mmaction - INFO - Epoch [13][520/627] lr: 7.500e-03, eta: 22:30:58, time: 1.153, data_time: 0.079, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4958, loss_cls: 3.4805, loss: 3.4805 2020-07-04 06:02:17,483 - mmaction - INFO - Epoch [13][540/627] lr: 7.500e-03, eta: 22:29:52, time: 1.069, data_time: 0.005, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5667, loss_cls: 3.2614, loss: 3.2614 2020-07-04 06:02:40,658 - mmaction - INFO - Epoch [13][560/627] lr: 7.500e-03, eta: 22:28:59, time: 1.156, data_time: 0.006, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4917, loss_cls: 3.5632, loss: 3.5632 2020-07-04 06:03:03,054 - mmaction - INFO - Epoch [13][580/627] lr: 7.500e-03, eta: 22:28:02, time: 1.125, data_time: 0.007, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5083, loss_cls: 3.5374, loss: 3.5374 2020-07-04 06:03:25,708 - mmaction - INFO - Epoch [13][600/627] lr: 7.500e-03, eta: 22:27:06, time: 1.131, data_time: 0.004, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5417, loss_cls: 3.3336, loss: 3.3336 2020-07-04 06:03:48,640 - mmaction - INFO - Epoch [13][620/627] lr: 7.500e-03, eta: 22:26:12, time: 1.144, data_time: 0.002, memory: 8473, top1_acc: 0.2667, top5_acc: 0.4917, loss_cls: 3.4951, loss: 3.4951 2020-07-04 06:06:32,934 - mmaction - INFO - Epoch [14][20/627] lr: 7.500e-03, eta: 22:39:53, time: 7.555, data_time: 6.262, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5167, loss_cls: 3.3898, loss: 3.3898 2020-07-04 06:06:56,699 - mmaction - INFO - Epoch [14][40/627] lr: 7.500e-03, eta: 22:39:04, time: 1.186, data_time: 0.007, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5500, loss_cls: 3.2390, loss: 3.2390 2020-07-04 06:07:19,308 - mmaction - INFO - Epoch [14][60/627] lr: 7.500e-03, eta: 22:38:06, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5500, loss_cls: 3.0885, loss: 3.0885 2020-07-04 06:07:41,658 - mmaction - INFO - Epoch [14][80/627] lr: 7.500e-03, eta: 22:37:05, time: 1.110, data_time: 0.002, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5000, loss_cls: 3.3653, loss: 3.3653 2020-07-04 06:08:04,751 - mmaction - INFO - Epoch [14][100/627] lr: 7.500e-03, eta: 22:36:11, time: 1.156, data_time: 0.010, memory: 8473, top1_acc: 0.2542, top5_acc: 0.4750, loss_cls: 3.4687, loss: 3.4687 2020-07-04 06:08:27,672 - mmaction - INFO - Epoch [14][120/627] lr: 7.500e-03, eta: 22:35:17, time: 1.150, data_time: 0.010, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6042, loss_cls: 2.9817, loss: 2.9817 2020-07-04 06:08:50,742 - mmaction - INFO - Epoch [14][140/627] lr: 7.500e-03, eta: 22:34:23, time: 1.154, data_time: 0.005, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5375, loss_cls: 3.1717, loss: 3.1717 2020-07-04 06:09:12,769 - mmaction - INFO - Epoch [14][160/627] lr: 7.500e-03, eta: 22:33:21, time: 1.099, data_time: 0.007, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5750, loss_cls: 3.2404, loss: 3.2404 2020-07-04 06:09:34,986 - mmaction - INFO - Epoch [14][180/627] lr: 7.500e-03, eta: 22:32:21, time: 1.113, data_time: 0.007, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5375, loss_cls: 3.4108, loss: 3.4108 2020-07-04 06:09:57,457 - mmaction - INFO - Epoch [14][200/627] lr: 7.500e-03, eta: 22:31:22, time: 1.115, data_time: 0.007, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4458, loss_cls: 3.6008, loss: 3.6008 2020-07-04 06:10:19,822 - mmaction - INFO - Epoch [14][220/627] lr: 7.500e-03, eta: 22:30:24, time: 1.122, data_time: 0.013, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5375, loss_cls: 3.3636, loss: 3.3636 2020-07-04 06:10:43,079 - mmaction - INFO - Epoch [14][240/627] lr: 7.500e-03, eta: 22:29:33, time: 1.167, data_time: 0.012, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4833, loss_cls: 3.5364, loss: 3.5364 2020-07-04 06:11:06,273 - mmaction - INFO - Epoch [14][260/627] lr: 7.500e-03, eta: 22:28:40, time: 1.160, data_time: 0.005, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5250, loss_cls: 3.3476, loss: 3.3476 2020-07-04 06:11:28,812 - mmaction - INFO - Epoch [14][280/627] lr: 7.500e-03, eta: 22:27:43, time: 1.119, data_time: 0.007, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4500, loss_cls: 3.6187, loss: 3.6187 2020-07-04 06:11:51,451 - mmaction - INFO - Epoch [14][300/627] lr: 7.500e-03, eta: 22:26:48, time: 1.144, data_time: 0.013, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4833, loss_cls: 3.5317, loss: 3.5317 2020-07-04 06:12:14,167 - mmaction - INFO - Epoch [14][320/627] lr: 7.500e-03, eta: 22:25:52, time: 1.128, data_time: 0.004, memory: 8473, top1_acc: 0.2167, top5_acc: 0.4708, loss_cls: 3.6222, loss: 3.6222 2020-07-04 06:12:36,117 - mmaction - INFO - Epoch [14][340/627] lr: 7.500e-03, eta: 22:24:52, time: 1.101, data_time: 0.008, memory: 8473, top1_acc: 0.2458, top5_acc: 0.5167, loss_cls: 3.5177, loss: 3.5177 2020-07-04 06:12:58,339 - mmaction - INFO - Epoch [14][360/627] lr: 7.500e-03, eta: 22:23:54, time: 1.111, data_time: 0.005, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5583, loss_cls: 3.2135, loss: 3.2135 2020-07-04 06:13:21,295 - mmaction - INFO - Epoch [14][380/627] lr: 7.500e-03, eta: 22:23:00, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.2792, top5_acc: 0.4917, loss_cls: 3.4910, loss: 3.4910 2020-07-04 06:13:44,825 - mmaction - INFO - Epoch [14][400/627] lr: 7.500e-03, eta: 22:22:11, time: 1.172, data_time: 0.007, memory: 8473, top1_acc: 0.2958, top5_acc: 0.4958, loss_cls: 3.4685, loss: 3.4685 2020-07-04 06:14:06,912 - mmaction - INFO - Epoch [14][420/627] lr: 7.500e-03, eta: 22:21:13, time: 1.107, data_time: 0.015, memory: 8473, top1_acc: 0.3042, top5_acc: 0.4917, loss_cls: 3.4225, loss: 3.4225 2020-07-04 06:14:29,211 - mmaction - INFO - Epoch [14][440/627] lr: 7.500e-03, eta: 22:20:15, time: 1.114, data_time: 0.008, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5542, loss_cls: 3.3135, loss: 3.3135 2020-07-04 06:14:50,820 - mmaction - INFO - Epoch [14][460/627] lr: 7.500e-03, eta: 22:19:14, time: 1.088, data_time: 0.013, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5458, loss_cls: 3.3228, loss: 3.3228 2020-07-04 06:15:14,130 - mmaction - INFO - Epoch [14][480/627] lr: 7.500e-03, eta: 22:18:24, time: 1.162, data_time: 0.002, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5000, loss_cls: 3.4087, loss: 3.4087 2020-07-04 06:15:36,955 - mmaction - INFO - Epoch [14][500/627] lr: 7.500e-03, eta: 22:17:31, time: 1.143, data_time: 0.006, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4625, loss_cls: 3.5825, loss: 3.5825 2020-07-04 06:16:00,471 - mmaction - INFO - Epoch [14][520/627] lr: 7.500e-03, eta: 22:16:42, time: 1.164, data_time: 0.003, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5333, loss_cls: 3.2375, loss: 3.2375 2020-07-04 06:16:22,268 - mmaction - INFO - Epoch [14][540/627] lr: 7.500e-03, eta: 22:15:43, time: 1.096, data_time: 0.018, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5125, loss_cls: 3.3242, loss: 3.3242 2020-07-04 06:16:44,495 - mmaction - INFO - Epoch [14][560/627] lr: 7.500e-03, eta: 22:14:46, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5125, loss_cls: 3.3497, loss: 3.3497 2020-07-04 06:17:07,970 - mmaction - INFO - Epoch [14][580/627] lr: 7.500e-03, eta: 22:13:59, time: 1.176, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5458, loss_cls: 3.1605, loss: 3.1605 2020-07-04 06:17:30,877 - mmaction - INFO - Epoch [14][600/627] lr: 7.500e-03, eta: 22:13:05, time: 1.135, data_time: 0.001, memory: 8473, top1_acc: 0.2292, top5_acc: 0.4667, loss_cls: 3.5827, loss: 3.5827 2020-07-04 06:17:52,492 - mmaction - INFO - Epoch [14][620/627] lr: 7.500e-03, eta: 22:12:06, time: 1.091, data_time: 0.015, memory: 8473, top1_acc: 0.2375, top5_acc: 0.5000, loss_cls: 3.4955, loss: 3.4955 2020-07-04 06:20:21,630 - mmaction - INFO - Epoch [15][20/627] lr: 7.500e-03, eta: 22:23:42, time: 7.138, data_time: 5.162, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5250, loss_cls: 3.4602, loss: 3.4602 2020-07-04 06:20:45,248 - mmaction - INFO - Epoch [15][40/627] lr: 7.500e-03, eta: 22:22:53, time: 1.182, data_time: 0.008, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5083, loss_cls: 3.3424, loss: 3.3424 2020-07-04 06:21:07,192 - mmaction - INFO - Epoch [15][60/627] lr: 7.500e-03, eta: 22:21:53, time: 1.094, data_time: 0.008, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5292, loss_cls: 3.3426, loss: 3.3426 2020-07-04 06:21:29,662 - mmaction - INFO - Epoch [15][80/627] lr: 7.500e-03, eta: 22:20:58, time: 1.131, data_time: 0.015, memory: 8473, top1_acc: 0.2167, top5_acc: 0.5083, loss_cls: 3.3528, loss: 3.3528 2020-07-04 06:21:51,766 - mmaction - INFO - Epoch [15][100/627] lr: 7.500e-03, eta: 22:19:59, time: 1.102, data_time: 0.002, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5500, loss_cls: 3.4175, loss: 3.4175 2020-07-04 06:22:13,944 - mmaction - INFO - Epoch [15][120/627] lr: 7.500e-03, eta: 22:19:01, time: 1.103, data_time: 0.009, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5333, loss_cls: 3.3441, loss: 3.3441 2020-07-04 06:22:37,474 - mmaction - INFO - Epoch [15][140/627] lr: 7.500e-03, eta: 22:18:13, time: 1.183, data_time: 0.011, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5583, loss_cls: 3.2499, loss: 3.2499 2020-07-04 06:22:59,421 - mmaction - INFO - Epoch [15][160/627] lr: 7.500e-03, eta: 22:17:14, time: 1.095, data_time: 0.008, memory: 8473, top1_acc: 0.2458, top5_acc: 0.4958, loss_cls: 3.4973, loss: 3.4973 2020-07-04 06:23:22,726 - mmaction - INFO - Epoch [15][180/627] lr: 7.500e-03, eta: 22:16:25, time: 1.170, data_time: 0.007, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4958, loss_cls: 3.5706, loss: 3.5706 2020-07-04 06:23:45,076 - mmaction - INFO - Epoch [15][200/627] lr: 7.500e-03, eta: 22:15:29, time: 1.112, data_time: 0.001, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5583, loss_cls: 3.2146, loss: 3.2146 2020-07-04 06:24:08,254 - mmaction - INFO - Epoch [15][220/627] lr: 7.500e-03, eta: 22:14:38, time: 1.154, data_time: 0.009, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5250, loss_cls: 3.3630, loss: 3.3630 2020-07-04 06:24:28,716 - mmaction - INFO - Epoch [15][240/627] lr: 7.500e-03, eta: 22:13:30, time: 1.028, data_time: 0.011, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5250, loss_cls: 3.2778, loss: 3.2778 2020-07-04 06:24:51,740 - mmaction - INFO - Epoch [15][260/627] lr: 7.500e-03, eta: 22:12:39, time: 1.153, data_time: 0.009, memory: 8473, top1_acc: 0.2583, top5_acc: 0.4792, loss_cls: 3.4129, loss: 3.4129 2020-07-04 06:25:14,715 - mmaction - INFO - Epoch [15][280/627] lr: 7.500e-03, eta: 22:11:48, time: 1.147, data_time: 0.004, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5000, loss_cls: 3.4517, loss: 3.4517 2020-07-04 06:25:37,130 - mmaction - INFO - Epoch [15][300/627] lr: 7.500e-03, eta: 22:10:54, time: 1.124, data_time: 0.006, memory: 8473, top1_acc: 0.2500, top5_acc: 0.5417, loss_cls: 3.4227, loss: 3.4227 2020-07-04 06:26:00,286 - mmaction - INFO - Epoch [15][320/627] lr: 7.500e-03, eta: 22:10:03, time: 1.155, data_time: 0.003, memory: 8473, top1_acc: 0.2458, top5_acc: 0.5333, loss_cls: 3.4106, loss: 3.4106 2020-07-04 06:26:22,909 - mmaction - INFO - Epoch [15][340/627] lr: 7.500e-03, eta: 22:09:11, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5125, loss_cls: 3.3287, loss: 3.3287 2020-07-04 06:26:46,491 - mmaction - INFO - Epoch [15][360/627] lr: 7.500e-03, eta: 22:08:23, time: 1.172, data_time: 0.003, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5625, loss_cls: 3.2637, loss: 3.2637 2020-07-04 06:27:08,660 - mmaction - INFO - Epoch [15][380/627] lr: 7.500e-03, eta: 22:07:28, time: 1.117, data_time: 0.012, memory: 8473, top1_acc: 0.2500, top5_acc: 0.4625, loss_cls: 3.6339, loss: 3.6339 2020-07-04 06:27:31,892 - mmaction - INFO - Epoch [15][400/627] lr: 7.500e-03, eta: 22:06:40, time: 1.162, data_time: 0.002, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5125, loss_cls: 3.3113, loss: 3.3113 2020-07-04 06:27:53,749 - mmaction - INFO - Epoch [15][420/627] lr: 7.500e-03, eta: 22:05:41, time: 1.088, data_time: 0.004, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5167, loss_cls: 3.4183, loss: 3.4183 2020-07-04 06:28:17,158 - mmaction - INFO - Epoch [15][440/627] lr: 7.500e-03, eta: 22:04:54, time: 1.170, data_time: 0.005, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5167, loss_cls: 3.5316, loss: 3.5316 2020-07-04 06:28:39,339 - mmaction - INFO - Epoch [15][460/627] lr: 7.500e-03, eta: 22:03:59, time: 1.108, data_time: 0.008, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5833, loss_cls: 3.0503, loss: 3.0503 2020-07-04 06:29:02,572 - mmaction - INFO - Epoch [15][480/627] lr: 7.500e-03, eta: 22:03:10, time: 1.162, data_time: 0.006, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5333, loss_cls: 3.1571, loss: 3.1571 2020-07-04 06:29:23,953 - mmaction - INFO - Epoch [15][500/627] lr: 7.500e-03, eta: 22:02:10, time: 1.070, data_time: 0.009, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5375, loss_cls: 3.2112, loss: 3.2112 2020-07-04 06:29:46,366 - mmaction - INFO - Epoch [15][520/627] lr: 7.500e-03, eta: 22:01:17, time: 1.120, data_time: 0.004, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5208, loss_cls: 3.2994, loss: 3.2994 2020-07-04 06:30:09,281 - mmaction - INFO - Epoch [15][540/627] lr: 7.500e-03, eta: 22:00:27, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.2375, top5_acc: 0.4792, loss_cls: 3.5226, loss: 3.5226 2020-07-04 06:30:32,318 - mmaction - INFO - Epoch [15][560/627] lr: 7.500e-03, eta: 21:59:37, time: 1.148, data_time: 0.005, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5042, loss_cls: 3.3592, loss: 3.3592 2020-07-04 06:30:55,714 - mmaction - INFO - Epoch [15][580/627] lr: 7.500e-03, eta: 21:58:51, time: 1.172, data_time: 0.012, memory: 8473, top1_acc: 0.2875, top5_acc: 0.4875, loss_cls: 3.3649, loss: 3.3649 2020-07-04 06:31:17,397 - mmaction - INFO - Epoch [15][600/627] lr: 7.500e-03, eta: 21:57:54, time: 1.090, data_time: 0.007, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5125, loss_cls: 3.4423, loss: 3.4423 2020-07-04 06:31:39,994 - mmaction - INFO - Epoch [15][620/627] lr: 7.500e-03, eta: 21:57:02, time: 1.126, data_time: 0.004, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5375, loss_cls: 3.3716, loss: 3.3716 2020-07-04 06:31:46,969 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-04 06:34:43,646 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 06:34:44,604 - mmaction - INFO - top1_acc 0.3278 top5_acc 0.5957 2020-07-04 06:34:44,604 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 06:34:44,676 - mmaction - INFO - mean_acc 0.3277 2020-07-04 06:34:44,683 - mmaction - INFO - Epoch [15][627/627] lr: 7.500e-03, top1_acc: 0.3278, top5_acc: 0.5957, mean_class_accuracy: 0.3277 2020-07-04 06:37:05,369 - mmaction - INFO - Epoch [16][20/627] lr: 7.500e-03, eta: 22:07:28, time: 7.029, data_time: 5.617, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5375, loss_cls: 3.3290, loss: 3.3290 2020-07-04 06:37:28,634 - mmaction - INFO - Epoch [16][40/627] lr: 7.500e-03, eta: 22:06:40, time: 1.166, data_time: 0.005, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.2162, loss: 3.2162 2020-07-04 06:37:51,998 - mmaction - INFO - Epoch [16][60/627] lr: 7.500e-03, eta: 22:05:52, time: 1.167, data_time: 0.002, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4917, loss_cls: 3.5441, loss: 3.5441 2020-07-04 06:38:14,109 - mmaction - INFO - Epoch [16][80/627] lr: 7.500e-03, eta: 22:04:55, time: 1.099, data_time: 0.007, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5417, loss_cls: 3.2153, loss: 3.2153 2020-07-04 06:38:36,787 - mmaction - INFO - Epoch [16][100/627] lr: 7.500e-03, eta: 22:04:04, time: 1.140, data_time: 0.011, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5583, loss_cls: 3.1385, loss: 3.1385 2020-07-04 06:38:59,359 - mmaction - INFO - Epoch [16][120/627] lr: 7.500e-03, eta: 22:03:11, time: 1.123, data_time: 0.008, memory: 8473, top1_acc: 0.2958, top5_acc: 0.6042, loss_cls: 3.0908, loss: 3.0908 2020-07-04 06:39:21,943 - mmaction - INFO - Epoch [16][140/627] lr: 7.500e-03, eta: 22:02:19, time: 1.135, data_time: 0.010, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5667, loss_cls: 3.1704, loss: 3.1704 2020-07-04 06:39:44,162 - mmaction - INFO - Epoch [16][160/627] lr: 7.500e-03, eta: 22:01:24, time: 1.105, data_time: 0.008, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5542, loss_cls: 3.1551, loss: 3.1551 2020-07-04 06:40:06,809 - mmaction - INFO - Epoch [16][180/627] lr: 7.500e-03, eta: 22:00:32, time: 1.137, data_time: 0.011, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5417, loss_cls: 3.3119, loss: 3.3119 2020-07-04 06:40:30,052 - mmaction - INFO - Epoch [16][200/627] lr: 7.500e-03, eta: 21:59:44, time: 1.159, data_time: 0.006, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5125, loss_cls: 3.4183, loss: 3.4183 2020-07-04 06:40:52,058 - mmaction - INFO - Epoch [16][220/627] lr: 7.500e-03, eta: 21:58:49, time: 1.107, data_time: 0.012, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5333, loss_cls: 3.3449, loss: 3.3449 2020-07-04 06:41:15,046 - mmaction - INFO - Epoch [16][240/627] lr: 7.500e-03, eta: 21:58:00, time: 1.150, data_time: 0.011, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5292, loss_cls: 3.1394, loss: 3.1394 2020-07-04 06:41:38,563 - mmaction - INFO - Epoch [16][260/627] lr: 7.500e-03, eta: 21:57:14, time: 1.175, data_time: 0.005, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4750, loss_cls: 3.4071, loss: 3.4071 2020-07-04 06:42:00,873 - mmaction - INFO - Epoch [16][280/627] lr: 7.500e-03, eta: 21:56:21, time: 1.117, data_time: 0.003, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5417, loss_cls: 3.1964, loss: 3.1964 2020-07-04 06:42:23,481 - mmaction - INFO - Epoch [16][300/627] lr: 7.500e-03, eta: 21:55:29, time: 1.126, data_time: 0.005, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5667, loss_cls: 3.1810, loss: 3.1810 2020-07-04 06:42:46,113 - mmaction - INFO - Epoch [16][320/627] lr: 7.500e-03, eta: 21:54:39, time: 1.136, data_time: 0.006, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5167, loss_cls: 3.3298, loss: 3.3298 2020-07-04 06:43:09,689 - mmaction - INFO - Epoch [16][340/627] lr: 7.500e-03, eta: 21:53:53, time: 1.174, data_time: 0.005, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6208, loss_cls: 2.8702, loss: 2.8702 2020-07-04 06:43:30,685 - mmaction - INFO - Epoch [16][360/627] lr: 7.500e-03, eta: 21:52:52, time: 1.050, data_time: 0.007, memory: 8473, top1_acc: 0.2833, top5_acc: 0.4875, loss_cls: 3.3953, loss: 3.3953 2020-07-04 06:43:53,111 - mmaction - INFO - Epoch [16][380/627] lr: 7.500e-03, eta: 21:52:00, time: 1.122, data_time: 0.010, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5167, loss_cls: 3.3997, loss: 3.3997 2020-07-04 06:44:15,393 - mmaction - INFO - Epoch [16][400/627] lr: 7.500e-03, eta: 21:51:08, time: 1.117, data_time: 0.006, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5083, loss_cls: 3.4439, loss: 3.4439 2020-07-04 06:44:39,932 - mmaction - INFO - Epoch [16][420/627] lr: 7.500e-03, eta: 21:50:28, time: 1.220, data_time: 0.005, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5500, loss_cls: 3.0485, loss: 3.0485 2020-07-04 06:45:01,595 - mmaction - INFO - Epoch [16][440/627] lr: 7.500e-03, eta: 21:49:32, time: 1.087, data_time: 0.011, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5667, loss_cls: 3.1914, loss: 3.1914 2020-07-04 06:45:24,466 - mmaction - INFO - Epoch [16][460/627] lr: 7.500e-03, eta: 21:48:43, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5625, loss_cls: 3.3313, loss: 3.3313 2020-07-04 06:45:47,630 - mmaction - INFO - Epoch [16][480/627] lr: 7.500e-03, eta: 21:47:56, time: 1.154, data_time: 0.012, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5000, loss_cls: 3.4254, loss: 3.4254 2020-07-04 06:46:10,332 - mmaction - INFO - Epoch [16][500/627] lr: 7.500e-03, eta: 21:47:07, time: 1.144, data_time: 0.013, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5167, loss_cls: 3.3297, loss: 3.3297 2020-07-04 06:46:32,585 - mmaction - INFO - Epoch [16][520/627] lr: 7.500e-03, eta: 21:46:15, time: 1.109, data_time: 0.006, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5667, loss_cls: 3.1784, loss: 3.1784 2020-07-04 06:46:55,970 - mmaction - INFO - Epoch [16][540/627] lr: 7.500e-03, eta: 21:45:30, time: 1.171, data_time: 0.007, memory: 8473, top1_acc: 0.2500, top5_acc: 0.5292, loss_cls: 3.4265, loss: 3.4265 2020-07-04 06:47:18,276 - mmaction - INFO - Epoch [16][560/627] lr: 7.500e-03, eta: 21:44:39, time: 1.118, data_time: 0.007, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5750, loss_cls: 3.1071, loss: 3.1071 2020-07-04 06:47:39,278 - mmaction - INFO - Epoch [16][580/627] lr: 7.500e-03, eta: 21:43:39, time: 1.046, data_time: 0.002, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5792, loss_cls: 3.1384, loss: 3.1384 2020-07-04 06:48:02,022 - mmaction - INFO - Epoch [16][600/627] lr: 7.500e-03, eta: 21:42:50, time: 1.137, data_time: 0.008, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5792, loss_cls: 3.2507, loss: 3.2507 2020-07-04 06:48:24,919 - mmaction - INFO - Epoch [16][620/627] lr: 7.500e-03, eta: 21:42:02, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5208, loss_cls: 3.3799, loss: 3.3799 2020-07-04 06:50:44,164 - mmaction - INFO - Epoch [17][20/627] lr: 7.500e-03, eta: 21:50:51, time: 6.604, data_time: 5.383, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5625, loss_cls: 3.1012, loss: 3.1012 2020-07-04 06:51:06,725 - mmaction - INFO - Epoch [17][40/627] lr: 7.500e-03, eta: 21:50:00, time: 1.131, data_time: 0.007, memory: 8473, top1_acc: 0.3167, top5_acc: 0.6083, loss_cls: 3.1621, loss: 3.1621 2020-07-04 06:51:29,254 - mmaction - INFO - Epoch [17][60/627] lr: 7.500e-03, eta: 21:49:09, time: 1.118, data_time: 0.003, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5125, loss_cls: 3.2915, loss: 3.2915 2020-07-04 06:51:51,688 - mmaction - INFO - Epoch [17][80/627] lr: 7.500e-03, eta: 21:48:17, time: 1.125, data_time: 0.016, memory: 8473, top1_acc: 0.2708, top5_acc: 0.4875, loss_cls: 3.5068, loss: 3.5068 2020-07-04 06:52:14,623 - mmaction - INFO - Epoch [17][100/627] lr: 7.500e-03, eta: 21:47:29, time: 1.145, data_time: 0.008, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5000, loss_cls: 3.5126, loss: 3.5126 2020-07-04 06:52:37,247 - mmaction - INFO - Epoch [17][120/627] lr: 7.500e-03, eta: 21:46:40, time: 1.138, data_time: 0.014, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5458, loss_cls: 3.2080, loss: 3.2080 2020-07-04 06:52:59,961 - mmaction - INFO - Epoch [17][140/627] lr: 7.500e-03, eta: 21:45:49, time: 1.130, data_time: 0.003, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5667, loss_cls: 3.2288, loss: 3.2288 2020-07-04 06:53:22,321 - mmaction - INFO - Epoch [17][160/627] lr: 7.500e-03, eta: 21:44:59, time: 1.126, data_time: 0.009, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5667, loss_cls: 3.1946, loss: 3.1946 2020-07-04 06:53:45,410 - mmaction - INFO - Epoch [17][180/627] lr: 7.500e-03, eta: 21:44:11, time: 1.146, data_time: 0.003, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5708, loss_cls: 3.1784, loss: 3.1784 2020-07-04 06:54:08,076 - mmaction - INFO - Epoch [17][200/627] lr: 7.500e-03, eta: 21:43:21, time: 1.133, data_time: 0.010, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5708, loss_cls: 3.2458, loss: 3.2458 2020-07-04 06:54:30,961 - mmaction - INFO - Epoch [17][220/627] lr: 7.500e-03, eta: 21:42:34, time: 1.148, data_time: 0.012, memory: 8473, top1_acc: 0.2500, top5_acc: 0.5250, loss_cls: 3.3980, loss: 3.3980 2020-07-04 06:54:53,576 - mmaction - INFO - Epoch [17][240/627] lr: 7.500e-03, eta: 21:41:45, time: 1.136, data_time: 0.006, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5083, loss_cls: 3.2877, loss: 3.2877 2020-07-04 06:55:15,305 - mmaction - INFO - Epoch [17][260/627] lr: 7.500e-03, eta: 21:40:50, time: 1.083, data_time: 0.004, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6000, loss_cls: 2.9966, loss: 2.9966 2020-07-04 06:55:37,416 - mmaction - INFO - Epoch [17][280/627] lr: 7.500e-03, eta: 21:39:58, time: 1.103, data_time: 0.004, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5292, loss_cls: 3.2427, loss: 3.2427 2020-07-04 06:55:59,655 - mmaction - INFO - Epoch [17][300/627] lr: 7.500e-03, eta: 21:39:06, time: 1.108, data_time: 0.006, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5500, loss_cls: 3.1238, loss: 3.1238 2020-07-04 06:56:22,342 - mmaction - INFO - Epoch [17][320/627] lr: 7.500e-03, eta: 21:38:18, time: 1.138, data_time: 0.012, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5417, loss_cls: 3.1718, loss: 3.1718 2020-07-04 06:56:44,701 - mmaction - INFO - Epoch [17][340/627] lr: 7.500e-03, eta: 21:37:27, time: 1.119, data_time: 0.007, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5500, loss_cls: 3.2276, loss: 3.2276 2020-07-04 06:57:07,559 - mmaction - INFO - Epoch [17][360/627] lr: 7.500e-03, eta: 21:36:40, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5250, loss_cls: 3.2383, loss: 3.2383 2020-07-04 06:57:30,568 - mmaction - INFO - Epoch [17][380/627] lr: 7.500e-03, eta: 21:35:53, time: 1.148, data_time: 0.007, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5375, loss_cls: 3.3419, loss: 3.3419 2020-07-04 06:57:53,728 - mmaction - INFO - Epoch [17][400/627] lr: 7.500e-03, eta: 21:35:08, time: 1.159, data_time: 0.006, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5583, loss_cls: 3.1908, loss: 3.1908 2020-07-04 06:58:17,025 - mmaction - INFO - Epoch [17][420/627] lr: 7.500e-03, eta: 21:34:23, time: 1.163, data_time: 0.008, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5333, loss_cls: 3.4054, loss: 3.4054 2020-07-04 06:58:38,443 - mmaction - INFO - Epoch [17][440/627] lr: 7.500e-03, eta: 21:33:28, time: 1.074, data_time: 0.008, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5375, loss_cls: 3.3527, loss: 3.3527 2020-07-04 06:59:00,966 - mmaction - INFO - Epoch [17][460/627] lr: 7.500e-03, eta: 21:32:39, time: 1.124, data_time: 0.006, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5792, loss_cls: 3.0895, loss: 3.0895 2020-07-04 06:59:23,945 - mmaction - INFO - Epoch [17][480/627] lr: 7.500e-03, eta: 21:31:52, time: 1.144, data_time: 0.006, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5542, loss_cls: 3.1123, loss: 3.1123 2020-07-04 06:59:45,722 - mmaction - INFO - Epoch [17][500/627] lr: 7.500e-03, eta: 21:30:59, time: 1.090, data_time: 0.014, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5625, loss_cls: 3.1142, loss: 3.1142 2020-07-04 07:00:15,003 - mmaction - INFO - Epoch [17][520/627] lr: 7.500e-03, eta: 21:30:48, time: 1.465, data_time: 0.011, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5292, loss_cls: 3.4064, loss: 3.4064 2020-07-04 07:00:34,864 - mmaction - INFO - Epoch [17][540/627] lr: 7.500e-03, eta: 21:29:46, time: 0.998, data_time: 0.030, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5833, loss_cls: 3.1466, loss: 3.1466 2020-07-04 07:00:58,884 - mmaction - INFO - Epoch [17][560/627] lr: 7.500e-03, eta: 21:29:05, time: 1.202, data_time: 0.139, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5917, loss_cls: 3.1354, loss: 3.1354 2020-07-04 07:01:21,221 - mmaction - INFO - Epoch [17][580/627] lr: 7.500e-03, eta: 21:28:16, time: 1.115, data_time: 0.003, memory: 8473, top1_acc: 0.3250, top5_acc: 0.6125, loss_cls: 3.0916, loss: 3.0916 2020-07-04 07:01:44,568 - mmaction - INFO - Epoch [17][600/627] lr: 7.500e-03, eta: 21:27:32, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5417, loss_cls: 3.2471, loss: 3.2471 2020-07-04 07:02:07,245 - mmaction - INFO - Epoch [17][620/627] lr: 7.500e-03, eta: 21:26:44, time: 1.129, data_time: 0.006, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5042, loss_cls: 3.3748, loss: 3.3748 2020-07-04 07:04:49,419 - mmaction - INFO - Epoch [18][20/627] lr: 7.500e-03, eta: 21:36:25, time: 7.431, data_time: 6.489, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5875, loss_cls: 3.0497, loss: 3.0497 2020-07-04 07:05:12,432 - mmaction - INFO - Epoch [18][40/627] lr: 7.500e-03, eta: 21:35:38, time: 1.151, data_time: 0.008, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5125, loss_cls: 3.3773, loss: 3.3773 2020-07-04 07:05:34,901 - mmaction - INFO - Epoch [18][60/627] lr: 7.500e-03, eta: 21:34:48, time: 1.123, data_time: 0.006, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5417, loss_cls: 3.2039, loss: 3.2039 2020-07-04 07:05:57,438 - mmaction - INFO - Epoch [18][80/627] lr: 7.500e-03, eta: 21:33:59, time: 1.124, data_time: 0.007, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5458, loss_cls: 3.1615, loss: 3.1615 2020-07-04 07:06:19,795 - mmaction - INFO - Epoch [18][100/627] lr: 7.500e-03, eta: 21:33:09, time: 1.123, data_time: 0.012, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5542, loss_cls: 3.1447, loss: 3.1447 2020-07-04 07:06:42,471 - mmaction - INFO - Epoch [18][120/627] lr: 7.500e-03, eta: 21:32:21, time: 1.134, data_time: 0.004, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5375, loss_cls: 3.2923, loss: 3.2923 2020-07-04 07:07:05,455 - mmaction - INFO - Epoch [18][140/627] lr: 7.500e-03, eta: 21:31:35, time: 1.147, data_time: 0.006, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5417, loss_cls: 3.1781, loss: 3.1781 2020-07-04 07:07:28,304 - mmaction - INFO - Epoch [18][160/627] lr: 7.500e-03, eta: 21:30:47, time: 1.140, data_time: 0.006, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5708, loss_cls: 3.2542, loss: 3.2542 2020-07-04 07:07:51,332 - mmaction - INFO - Epoch [18][180/627] lr: 7.500e-03, eta: 21:30:01, time: 1.152, data_time: 0.008, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5375, loss_cls: 3.3167, loss: 3.3167 2020-07-04 07:08:13,984 - mmaction - INFO - Epoch [18][200/627] lr: 7.500e-03, eta: 21:29:13, time: 1.130, data_time: 0.009, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5333, loss_cls: 3.2255, loss: 3.2255 2020-07-04 07:08:36,600 - mmaction - INFO - Epoch [18][220/627] lr: 7.500e-03, eta: 21:28:26, time: 1.137, data_time: 0.010, memory: 8473, top1_acc: 0.2875, top5_acc: 0.4958, loss_cls: 3.3982, loss: 3.3982 2020-07-04 07:08:59,594 - mmaction - INFO - Epoch [18][240/627] lr: 7.500e-03, eta: 21:27:40, time: 1.147, data_time: 0.006, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5792, loss_cls: 3.2332, loss: 3.2332 2020-07-04 07:09:21,647 - mmaction - INFO - Epoch [18][260/627] lr: 7.500e-03, eta: 21:26:49, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5625, loss_cls: 3.1329, loss: 3.1329 2020-07-04 07:09:44,877 - mmaction - INFO - Epoch [18][280/627] lr: 7.500e-03, eta: 21:26:04, time: 1.154, data_time: 0.003, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5583, loss_cls: 3.3340, loss: 3.3340 2020-07-04 07:10:07,600 - mmaction - INFO - Epoch [18][300/627] lr: 7.500e-03, eta: 21:25:17, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.3032, loss: 3.3032 2020-07-04 07:10:30,270 - mmaction - INFO - Epoch [18][320/627] lr: 7.500e-03, eta: 21:24:30, time: 1.134, data_time: 0.004, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5750, loss_cls: 3.1403, loss: 3.1403 2020-07-04 07:10:52,437 - mmaction - INFO - Epoch [18][340/627] lr: 7.500e-03, eta: 21:23:41, time: 1.110, data_time: 0.007, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5542, loss_cls: 3.4035, loss: 3.4035 2020-07-04 07:11:15,693 - mmaction - INFO - Epoch [18][360/627] lr: 7.500e-03, eta: 21:22:56, time: 1.158, data_time: 0.002, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5708, loss_cls: 3.1828, loss: 3.1828 2020-07-04 07:11:38,129 - mmaction - INFO - Epoch [18][380/627] lr: 7.500e-03, eta: 21:22:08, time: 1.122, data_time: 0.009, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5208, loss_cls: 3.3104, loss: 3.3104 2020-07-04 07:12:00,034 - mmaction - INFO - Epoch [18][400/627] lr: 7.500e-03, eta: 21:21:17, time: 1.097, data_time: 0.007, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5500, loss_cls: 3.1326, loss: 3.1326 2020-07-04 07:12:23,016 - mmaction - INFO - Epoch [18][420/627] lr: 7.500e-03, eta: 21:20:32, time: 1.149, data_time: 0.008, memory: 8473, top1_acc: 0.2542, top5_acc: 0.5083, loss_cls: 3.4435, loss: 3.4435 2020-07-04 07:12:45,075 - mmaction - INFO - Epoch [18][440/627] lr: 7.500e-03, eta: 21:19:42, time: 1.105, data_time: 0.006, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5417, loss_cls: 3.3085, loss: 3.3085 2020-07-04 07:13:07,172 - mmaction - INFO - Epoch [18][460/627] lr: 7.500e-03, eta: 21:18:52, time: 1.103, data_time: 0.007, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5333, loss_cls: 3.3739, loss: 3.3739 2020-07-04 07:13:30,261 - mmaction - INFO - Epoch [18][480/627] lr: 7.500e-03, eta: 21:18:08, time: 1.154, data_time: 0.006, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5583, loss_cls: 3.2084, loss: 3.2084 2020-07-04 07:13:52,812 - mmaction - INFO - Epoch [18][500/627] lr: 7.500e-03, eta: 21:17:20, time: 1.123, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6125, loss_cls: 3.1006, loss: 3.1006 2020-07-04 07:14:15,590 - mmaction - INFO - Epoch [18][520/627] lr: 7.500e-03, eta: 21:16:35, time: 1.144, data_time: 0.010, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5375, loss_cls: 3.1995, loss: 3.1995 2020-07-04 07:14:37,511 - mmaction - INFO - Epoch [18][540/627] lr: 7.500e-03, eta: 21:15:45, time: 1.093, data_time: 0.007, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5458, loss_cls: 3.2812, loss: 3.2812 2020-07-04 07:15:00,263 - mmaction - INFO - Epoch [18][560/627] lr: 7.500e-03, eta: 21:14:59, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5500, loss_cls: 3.1628, loss: 3.1628 2020-07-04 07:15:23,865 - mmaction - INFO - Epoch [18][580/627] lr: 7.500e-03, eta: 21:14:17, time: 1.176, data_time: 0.008, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5000, loss_cls: 3.4443, loss: 3.4443 2020-07-04 07:15:46,395 - mmaction - INFO - Epoch [18][600/627] lr: 7.500e-03, eta: 21:13:31, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.2417, top5_acc: 0.5042, loss_cls: 3.4020, loss: 3.4020 2020-07-04 07:16:08,541 - mmaction - INFO - Epoch [18][620/627] lr: 7.500e-03, eta: 21:12:42, time: 1.102, data_time: 0.007, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5292, loss_cls: 3.2787, loss: 3.2787 2020-07-04 07:18:43,148 - mmaction - INFO - Epoch [19][20/627] lr: 7.500e-03, eta: 21:21:34, time: 7.352, data_time: 6.621, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5375, loss_cls: 3.2740, loss: 3.2740 2020-07-04 07:19:05,407 - mmaction - INFO - Epoch [19][40/627] lr: 7.500e-03, eta: 21:20:45, time: 1.113, data_time: 0.419, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5167, loss_cls: 3.3196, loss: 3.3196 2020-07-04 07:19:27,774 - mmaction - INFO - Epoch [19][60/627] lr: 7.500e-03, eta: 21:19:56, time: 1.116, data_time: 0.427, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5875, loss_cls: 3.1405, loss: 3.1405 2020-07-04 07:19:50,248 - mmaction - INFO - Epoch [19][80/627] lr: 7.500e-03, eta: 21:19:09, time: 1.129, data_time: 0.328, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6042, loss_cls: 2.8643, loss: 2.8643 2020-07-04 07:20:13,533 - mmaction - INFO - Epoch [19][100/627] lr: 7.500e-03, eta: 21:18:25, time: 1.160, data_time: 0.117, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5708, loss_cls: 3.1626, loss: 3.1626 2020-07-04 07:20:35,785 - mmaction - INFO - Epoch [19][120/627] lr: 7.500e-03, eta: 21:17:36, time: 1.114, data_time: 0.030, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5667, loss_cls: 3.1727, loss: 3.1727 2020-07-04 07:20:58,857 - mmaction - INFO - Epoch [19][140/627] lr: 7.500e-03, eta: 21:16:51, time: 1.150, data_time: 0.126, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5500, loss_cls: 3.1074, loss: 3.1074 2020-07-04 07:21:21,497 - mmaction - INFO - Epoch [19][160/627] lr: 7.500e-03, eta: 21:16:05, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5958, loss_cls: 2.9355, loss: 2.9355 2020-07-04 07:21:44,488 - mmaction - INFO - Epoch [19][180/627] lr: 7.500e-03, eta: 21:15:20, time: 1.144, data_time: 0.003, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5292, loss_cls: 3.2774, loss: 3.2774 2020-07-04 07:22:07,026 - mmaction - INFO - Epoch [19][200/627] lr: 7.500e-03, eta: 21:14:33, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5708, loss_cls: 3.1345, loss: 3.1345 2020-07-04 07:22:28,809 - mmaction - INFO - Epoch [19][220/627] lr: 7.500e-03, eta: 21:13:42, time: 1.089, data_time: 0.007, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.2975, loss: 3.2975 2020-07-04 07:22:51,427 - mmaction - INFO - Epoch [19][240/627] lr: 7.500e-03, eta: 21:12:56, time: 1.133, data_time: 0.010, memory: 8473, top1_acc: 0.3000, top5_acc: 0.6042, loss_cls: 3.0891, loss: 3.0891 2020-07-04 07:23:14,342 - mmaction - INFO - Epoch [19][260/627] lr: 7.500e-03, eta: 21:12:11, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5417, loss_cls: 3.2872, loss: 3.2872 2020-07-04 07:23:37,009 - mmaction - INFO - Epoch [19][280/627] lr: 7.500e-03, eta: 21:11:25, time: 1.136, data_time: 0.009, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5000, loss_cls: 3.4344, loss: 3.4344 2020-07-04 07:23:59,137 - mmaction - INFO - Epoch [19][300/627] lr: 7.500e-03, eta: 21:10:36, time: 1.101, data_time: 0.003, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5500, loss_cls: 3.2072, loss: 3.2072 2020-07-04 07:24:23,571 - mmaction - INFO - Epoch [19][320/627] lr: 7.500e-03, eta: 21:09:58, time: 1.218, data_time: 0.012, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5875, loss_cls: 3.0521, loss: 3.0521 2020-07-04 07:24:45,512 - mmaction - INFO - Epoch [19][340/627] lr: 7.500e-03, eta: 21:09:09, time: 1.100, data_time: 0.012, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5292, loss_cls: 3.1875, loss: 3.1875 2020-07-04 07:25:07,670 - mmaction - INFO - Epoch [19][360/627] lr: 7.500e-03, eta: 21:08:21, time: 1.107, data_time: 0.012, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5458, loss_cls: 3.2297, loss: 3.2297 2020-07-04 07:25:29,949 - mmaction - INFO - Epoch [19][380/627] lr: 7.500e-03, eta: 21:07:34, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 3.1610, loss: 3.1610 2020-07-04 07:25:52,479 - mmaction - INFO - Epoch [19][400/627] lr: 7.500e-03, eta: 21:06:48, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.2833, top5_acc: 0.4833, loss_cls: 3.4216, loss: 3.4216 2020-07-04 07:26:15,059 - mmaction - INFO - Epoch [19][420/627] lr: 7.500e-03, eta: 21:06:02, time: 1.124, data_time: 0.001, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5875, loss_cls: 3.1110, loss: 3.1110 2020-07-04 07:26:37,561 - mmaction - INFO - Epoch [19][440/627] lr: 7.500e-03, eta: 21:05:14, time: 1.115, data_time: 0.009, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5458, loss_cls: 3.2328, loss: 3.2328 2020-07-04 07:26:58,407 - mmaction - INFO - Epoch [19][460/627] lr: 7.500e-03, eta: 21:04:21, time: 1.050, data_time: 0.016, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5917, loss_cls: 3.0673, loss: 3.0673 2020-07-04 07:27:21,188 - mmaction - INFO - Epoch [19][480/627] lr: 7.500e-03, eta: 21:03:37, time: 1.145, data_time: 0.011, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5250, loss_cls: 3.2154, loss: 3.2154 2020-07-04 07:27:43,888 - mmaction - INFO - Epoch [19][500/627] lr: 7.500e-03, eta: 21:02:51, time: 1.129, data_time: 0.002, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5833, loss_cls: 3.0093, loss: 3.0093 2020-07-04 07:28:06,328 - mmaction - INFO - Epoch [19][520/627] lr: 7.500e-03, eta: 21:02:05, time: 1.121, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5417, loss_cls: 3.1903, loss: 3.1903 2020-07-04 07:28:29,281 - mmaction - INFO - Epoch [19][540/627] lr: 7.500e-03, eta: 21:01:21, time: 1.146, data_time: 0.014, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5417, loss_cls: 3.2572, loss: 3.2572 2020-07-04 07:28:52,376 - mmaction - INFO - Epoch [19][560/627] lr: 7.500e-03, eta: 21:00:39, time: 1.161, data_time: 0.011, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5792, loss_cls: 3.1085, loss: 3.1085 2020-07-04 07:29:14,559 - mmaction - INFO - Epoch [19][580/627] lr: 7.500e-03, eta: 20:59:51, time: 1.101, data_time: 0.013, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5417, loss_cls: 3.0963, loss: 3.0963 2020-07-04 07:29:38,156 - mmaction - INFO - Epoch [19][600/627] lr: 7.500e-03, eta: 20:59:12, time: 1.187, data_time: 0.065, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5708, loss_cls: 3.0505, loss: 3.0505 2020-07-04 07:29:59,466 - mmaction - INFO - Epoch [19][620/627] lr: 7.500e-03, eta: 20:58:20, time: 1.059, data_time: 0.008, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5042, loss_cls: 3.3966, loss: 3.3966 2020-07-04 07:32:37,447 - mmaction - INFO - Epoch [20][20/627] lr: 7.500e-03, eta: 21:06:51, time: 7.506, data_time: 6.350, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5708, loss_cls: 3.1996, loss: 3.1996 2020-07-04 07:33:00,110 - mmaction - INFO - Epoch [20][40/627] lr: 7.500e-03, eta: 21:06:05, time: 1.135, data_time: 0.007, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5000, loss_cls: 3.3857, loss: 3.3857 2020-07-04 07:33:22,290 - mmaction - INFO - Epoch [20][60/627] lr: 7.500e-03, eta: 21:05:18, time: 1.110, data_time: 0.004, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5708, loss_cls: 3.2695, loss: 3.2695 2020-07-04 07:33:44,059 - mmaction - INFO - Epoch [20][80/627] lr: 7.500e-03, eta: 21:04:27, time: 1.086, data_time: 0.007, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5917, loss_cls: 3.0877, loss: 3.0877 2020-07-04 07:34:07,013 - mmaction - INFO - Epoch [20][100/627] lr: 7.500e-03, eta: 21:03:44, time: 1.150, data_time: 0.007, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5917, loss_cls: 3.0301, loss: 3.0301 2020-07-04 07:34:29,113 - mmaction - INFO - Epoch [20][120/627] lr: 7.500e-03, eta: 21:02:55, time: 1.103, data_time: 0.008, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5417, loss_cls: 3.3622, loss: 3.3622 2020-07-04 07:34:51,014 - mmaction - INFO - Epoch [20][140/627] lr: 7.500e-03, eta: 21:02:07, time: 1.095, data_time: 0.019, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5500, loss_cls: 3.2382, loss: 3.2382 2020-07-04 07:35:14,497 - mmaction - INFO - Epoch [20][160/627] lr: 7.500e-03, eta: 21:01:25, time: 1.169, data_time: 0.130, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5792, loss_cls: 3.0700, loss: 3.0700 2020-07-04 07:35:36,960 - mmaction - INFO - Epoch [20][180/627] lr: 7.500e-03, eta: 21:00:39, time: 1.127, data_time: 0.056, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5667, loss_cls: 3.1035, loss: 3.1035 2020-07-04 07:36:00,701 - mmaction - INFO - Epoch [20][200/627] lr: 7.500e-03, eta: 20:59:59, time: 1.187, data_time: 0.150, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.9365, loss: 2.9365 2020-07-04 07:36:23,242 - mmaction - INFO - Epoch [20][220/627] lr: 7.500e-03, eta: 20:59:14, time: 1.129, data_time: 0.010, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5625, loss_cls: 3.1261, loss: 3.1261 2020-07-04 07:36:45,597 - mmaction - INFO - Epoch [20][240/627] lr: 7.500e-03, eta: 20:58:27, time: 1.119, data_time: 0.096, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5458, loss_cls: 3.1887, loss: 3.1887 2020-07-04 07:37:07,775 - mmaction - INFO - Epoch [20][260/627] lr: 7.500e-03, eta: 20:57:40, time: 1.107, data_time: 0.316, memory: 8473, top1_acc: 0.2833, top5_acc: 0.4792, loss_cls: 3.3946, loss: 3.3946 2020-07-04 07:37:30,543 - mmaction - INFO - Epoch [20][280/627] lr: 7.500e-03, eta: 20:56:56, time: 1.139, data_time: 0.388, memory: 8473, top1_acc: 0.2375, top5_acc: 0.5417, loss_cls: 3.2874, loss: 3.2874 2020-07-04 07:37:53,328 - mmaction - INFO - Epoch [20][300/627] lr: 7.500e-03, eta: 20:56:12, time: 1.141, data_time: 0.327, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5375, loss_cls: 3.2811, loss: 3.2811 2020-07-04 07:38:15,562 - mmaction - INFO - Epoch [20][320/627] lr: 7.500e-03, eta: 20:55:25, time: 1.114, data_time: 0.290, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5458, loss_cls: 3.2006, loss: 3.2006 2020-07-04 07:38:38,648 - mmaction - INFO - Epoch [20][340/627] lr: 7.500e-03, eta: 20:54:42, time: 1.150, data_time: 0.323, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5042, loss_cls: 3.3501, loss: 3.3501 2020-07-04 07:39:01,124 - mmaction - INFO - Epoch [20][360/627] lr: 7.500e-03, eta: 20:53:57, time: 1.125, data_time: 0.168, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5958, loss_cls: 3.1029, loss: 3.1029 2020-07-04 07:39:23,792 - mmaction - INFO - Epoch [20][380/627] lr: 7.500e-03, eta: 20:53:13, time: 1.133, data_time: 0.037, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5667, loss_cls: 3.2630, loss: 3.2630 2020-07-04 07:39:45,746 - mmaction - INFO - Epoch [20][400/627] lr: 7.500e-03, eta: 20:52:25, time: 1.100, data_time: 0.006, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5208, loss_cls: 3.2449, loss: 3.2449 2020-07-04 07:40:07,821 - mmaction - INFO - Epoch [20][420/627] lr: 7.500e-03, eta: 20:51:38, time: 1.106, data_time: 0.009, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5417, loss_cls: 3.2299, loss: 3.2299 2020-07-04 07:40:30,957 - mmaction - INFO - Epoch [20][440/627] lr: 7.500e-03, eta: 20:50:56, time: 1.151, data_time: 0.002, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5542, loss_cls: 3.2295, loss: 3.2295 2020-07-04 07:40:54,304 - mmaction - INFO - Epoch [20][460/627] lr: 7.500e-03, eta: 20:50:15, time: 1.168, data_time: 0.010, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5292, loss_cls: 3.1747, loss: 3.1747 2020-07-04 07:41:16,225 - mmaction - INFO - Epoch [20][480/627] lr: 7.500e-03, eta: 20:49:28, time: 1.101, data_time: 0.007, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6292, loss_cls: 2.9890, loss: 2.9890 2020-07-04 07:41:38,523 - mmaction - INFO - Epoch [20][500/627] lr: 7.500e-03, eta: 20:48:42, time: 1.114, data_time: 0.001, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5792, loss_cls: 3.1164, loss: 3.1164 2020-07-04 07:42:01,491 - mmaction - INFO - Epoch [20][520/627] lr: 7.500e-03, eta: 20:47:59, time: 1.143, data_time: 0.005, memory: 8473, top1_acc: 0.2625, top5_acc: 0.4917, loss_cls: 3.4761, loss: 3.4761 2020-07-04 07:42:24,434 - mmaction - INFO - Epoch [20][540/627] lr: 7.500e-03, eta: 20:47:17, time: 1.151, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6042, loss_cls: 3.0245, loss: 3.0245 2020-07-04 07:42:46,646 - mmaction - INFO - Epoch [20][560/627] lr: 7.500e-03, eta: 20:46:31, time: 1.108, data_time: 0.008, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5667, loss_cls: 3.1000, loss: 3.1000 2020-07-04 07:43:09,679 - mmaction - INFO - Epoch [20][580/627] lr: 7.500e-03, eta: 20:45:49, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5542, loss_cls: 3.1615, loss: 3.1615 2020-07-04 07:43:31,595 - mmaction - INFO - Epoch [20][600/627] lr: 7.500e-03, eta: 20:45:01, time: 1.086, data_time: 0.005, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5542, loss_cls: 3.2123, loss: 3.2123 2020-07-04 07:43:54,070 - mmaction - INFO - Epoch [20][620/627] lr: 7.500e-03, eta: 20:44:17, time: 1.125, data_time: 0.011, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5458, loss_cls: 3.2790, loss: 3.2790 2020-07-04 07:44:02,631 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-04 07:47:02,733 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 07:47:03,691 - mmaction - INFO - top1_acc 0.3290 top5_acc 0.5827 2020-07-04 07:47:03,697 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 07:47:03,762 - mmaction - INFO - mean_acc 0.3287 2020-07-04 07:47:03,770 - mmaction - INFO - Epoch [20][627/627] lr: 7.500e-03, top1_acc: 0.3290, top5_acc: 0.5827, mean_class_accuracy: 0.3287 2020-07-04 07:49:30,090 - mmaction - INFO - Epoch [21][20/627] lr: 7.500e-03, eta: 20:51:58, time: 7.314, data_time: 6.356, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5458, loss_cls: 3.3755, loss: 3.3755 2020-07-04 07:49:52,824 - mmaction - INFO - Epoch [21][40/627] lr: 7.500e-03, eta: 20:51:14, time: 1.136, data_time: 0.003, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5583, loss_cls: 3.3686, loss: 3.3686 2020-07-04 07:50:14,990 - mmaction - INFO - Epoch [21][60/627] lr: 7.500e-03, eta: 20:50:27, time: 1.105, data_time: 0.003, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 3.0396, loss: 3.0396 2020-07-04 07:50:38,474 - mmaction - INFO - Epoch [21][80/627] lr: 7.500e-03, eta: 20:49:46, time: 1.173, data_time: 0.009, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6125, loss_cls: 3.0265, loss: 3.0265 2020-07-04 07:51:01,363 - mmaction - INFO - Epoch [21][100/627] lr: 7.500e-03, eta: 20:49:04, time: 1.150, data_time: 0.007, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5667, loss_cls: 3.1633, loss: 3.1633 2020-07-04 07:51:23,143 - mmaction - INFO - Epoch [21][120/627] lr: 7.500e-03, eta: 20:48:15, time: 1.089, data_time: 0.004, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5458, loss_cls: 3.3742, loss: 3.3742 2020-07-04 07:51:45,486 - mmaction - INFO - Epoch [21][140/627] lr: 7.500e-03, eta: 20:47:30, time: 1.113, data_time: 0.001, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5625, loss_cls: 3.3051, loss: 3.3051 2020-07-04 07:52:08,088 - mmaction - INFO - Epoch [21][160/627] lr: 7.500e-03, eta: 20:46:45, time: 1.129, data_time: 0.008, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5500, loss_cls: 3.1191, loss: 3.1191 2020-07-04 07:52:30,638 - mmaction - INFO - Epoch [21][180/627] lr: 7.500e-03, eta: 20:46:01, time: 1.129, data_time: 0.006, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5375, loss_cls: 3.2122, loss: 3.2122 2020-07-04 07:52:52,361 - mmaction - INFO - Epoch [21][200/627] lr: 7.500e-03, eta: 20:45:13, time: 1.087, data_time: 0.008, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5042, loss_cls: 3.4982, loss: 3.4982 2020-07-04 07:53:15,449 - mmaction - INFO - Epoch [21][220/627] lr: 7.500e-03, eta: 20:44:31, time: 1.153, data_time: 0.005, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5667, loss_cls: 3.1499, loss: 3.1499 2020-07-04 07:53:37,777 - mmaction - INFO - Epoch [21][240/627] lr: 7.500e-03, eta: 20:43:46, time: 1.116, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5958, loss_cls: 3.0063, loss: 3.0063 2020-07-04 07:54:01,275 - mmaction - INFO - Epoch [21][260/627] lr: 7.500e-03, eta: 20:43:06, time: 1.174, data_time: 0.051, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5708, loss_cls: 3.1327, loss: 3.1327 2020-07-04 07:54:23,376 - mmaction - INFO - Epoch [21][280/627] lr: 7.500e-03, eta: 20:42:19, time: 1.101, data_time: 0.154, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.9934, loss: 2.9934 2020-07-04 07:54:46,550 - mmaction - INFO - Epoch [21][300/627] lr: 7.500e-03, eta: 20:41:38, time: 1.159, data_time: 0.148, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6208, loss_cls: 2.9041, loss: 2.9041 2020-07-04 07:55:08,992 - mmaction - INFO - Epoch [21][320/627] lr: 7.500e-03, eta: 20:40:54, time: 1.124, data_time: 0.059, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5667, loss_cls: 3.1414, loss: 3.1414 2020-07-04 07:55:31,186 - mmaction - INFO - Epoch [21][340/627] lr: 7.500e-03, eta: 20:40:08, time: 1.105, data_time: 0.112, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5667, loss_cls: 3.2390, loss: 3.2390 2020-07-04 07:55:53,797 - mmaction - INFO - Epoch [21][360/627] lr: 7.500e-03, eta: 20:39:25, time: 1.141, data_time: 0.280, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5500, loss_cls: 3.1368, loss: 3.1368 2020-07-04 07:56:16,049 - mmaction - INFO - Epoch [21][380/627] lr: 7.500e-03, eta: 20:38:40, time: 1.107, data_time: 0.347, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5833, loss_cls: 2.9323, loss: 2.9323 2020-07-04 07:56:38,379 - mmaction - INFO - Epoch [21][400/627] lr: 7.500e-03, eta: 20:37:55, time: 1.114, data_time: 0.267, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5750, loss_cls: 3.2428, loss: 3.2428 2020-07-04 07:57:01,530 - mmaction - INFO - Epoch [21][420/627] lr: 7.500e-03, eta: 20:37:14, time: 1.159, data_time: 0.102, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5792, loss_cls: 3.1902, loss: 3.1902 2020-07-04 07:57:23,730 - mmaction - INFO - Epoch [21][440/627] lr: 7.500e-03, eta: 20:36:29, time: 1.113, data_time: 0.113, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5792, loss_cls: 3.1631, loss: 3.1631 2020-07-04 07:57:45,652 - mmaction - INFO - Epoch [21][460/627] lr: 7.500e-03, eta: 20:35:42, time: 1.093, data_time: 0.200, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5750, loss_cls: 3.2016, loss: 3.2016 2020-07-04 07:58:08,684 - mmaction - INFO - Epoch [21][480/627] lr: 7.500e-03, eta: 20:35:01, time: 1.154, data_time: 0.188, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5208, loss_cls: 3.2598, loss: 3.2598 2020-07-04 07:58:32,018 - mmaction - INFO - Epoch [21][500/627] lr: 7.500e-03, eta: 20:34:22, time: 1.169, data_time: 0.206, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 3.2447, loss: 3.2447 2020-07-04 07:58:53,921 - mmaction - INFO - Epoch [21][520/627] lr: 7.500e-03, eta: 20:33:35, time: 1.093, data_time: 0.005, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5708, loss_cls: 3.1235, loss: 3.1235 2020-07-04 07:59:16,943 - mmaction - INFO - Epoch [21][540/627] lr: 7.500e-03, eta: 20:32:54, time: 1.147, data_time: 0.082, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5458, loss_cls: 3.2044, loss: 3.2044 2020-07-04 07:59:39,154 - mmaction - INFO - Epoch [21][560/627] lr: 7.500e-03, eta: 20:32:09, time: 1.115, data_time: 0.037, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 3.0736, loss: 3.0736 2020-07-04 08:00:02,203 - mmaction - INFO - Epoch [21][580/627] lr: 7.500e-03, eta: 20:31:28, time: 1.150, data_time: 0.008, memory: 8473, top1_acc: 0.3292, top5_acc: 0.6042, loss_cls: 3.1424, loss: 3.1424 2020-07-04 08:00:26,264 - mmaction - INFO - Epoch [21][600/627] lr: 7.500e-03, eta: 20:30:52, time: 1.203, data_time: 0.053, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5542, loss_cls: 3.1881, loss: 3.1881 2020-07-04 08:00:49,712 - mmaction - INFO - Epoch [21][620/627] lr: 7.500e-03, eta: 20:30:12, time: 1.171, data_time: 0.031, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5333, loss_cls: 3.1944, loss: 3.1944 2020-07-04 08:03:37,253 - mmaction - INFO - Epoch [22][20/627] lr: 7.500e-03, eta: 20:37:49, time: 7.609, data_time: 6.328, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5583, loss_cls: 3.1580, loss: 3.1580 2020-07-04 08:04:00,670 - mmaction - INFO - Epoch [22][40/627] lr: 7.500e-03, eta: 20:37:08, time: 1.160, data_time: 0.003, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5250, loss_cls: 3.2039, loss: 3.2039 2020-07-04 08:04:22,189 - mmaction - INFO - Epoch [22][60/627] lr: 7.500e-03, eta: 20:36:21, time: 1.084, data_time: 0.013, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5583, loss_cls: 3.1854, loss: 3.1854 2020-07-04 08:04:45,695 - mmaction - INFO - Epoch [22][80/627] lr: 7.500e-03, eta: 20:35:41, time: 1.176, data_time: 0.011, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5708, loss_cls: 3.1860, loss: 3.1860 2020-07-04 08:05:07,927 - mmaction - INFO - Epoch [22][100/627] lr: 7.500e-03, eta: 20:34:56, time: 1.111, data_time: 0.004, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5250, loss_cls: 3.2332, loss: 3.2332 2020-07-04 08:05:30,630 - mmaction - INFO - Epoch [22][120/627] lr: 7.500e-03, eta: 20:34:13, time: 1.133, data_time: 0.005, memory: 8473, top1_acc: 0.2958, top5_acc: 0.6000, loss_cls: 3.0333, loss: 3.0333 2020-07-04 08:05:52,169 - mmaction - INFO - Epoch [22][140/627] lr: 7.500e-03, eta: 20:33:25, time: 1.076, data_time: 0.009, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5417, loss_cls: 3.2695, loss: 3.2695 2020-07-04 08:06:15,829 - mmaction - INFO - Epoch [22][160/627] lr: 7.500e-03, eta: 20:32:46, time: 1.185, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6250, loss_cls: 2.8919, loss: 2.8919 2020-07-04 08:06:38,195 - mmaction - INFO - Epoch [22][180/627] lr: 7.500e-03, eta: 20:32:03, time: 1.121, data_time: 0.008, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5500, loss_cls: 3.1519, loss: 3.1519 2020-07-04 08:07:00,464 - mmaction - INFO - Epoch [22][200/627] lr: 7.500e-03, eta: 20:31:18, time: 1.107, data_time: 0.067, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 3.1522, loss: 3.1522 2020-07-04 08:07:22,988 - mmaction - INFO - Epoch [22][220/627] lr: 7.500e-03, eta: 20:30:34, time: 1.127, data_time: 0.028, memory: 8473, top1_acc: 0.2833, top5_acc: 0.5042, loss_cls: 3.3398, loss: 3.3398 2020-07-04 08:07:46,062 - mmaction - INFO - Epoch [22][240/627] lr: 7.500e-03, eta: 20:29:53, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5167, loss_cls: 3.2906, loss: 3.2906 2020-07-04 08:08:08,383 - mmaction - INFO - Epoch [22][260/627] lr: 7.500e-03, eta: 20:29:09, time: 1.116, data_time: 0.014, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5917, loss_cls: 2.9183, loss: 2.9183 2020-07-04 08:08:30,785 - mmaction - INFO - Epoch [22][280/627] lr: 7.500e-03, eta: 20:28:25, time: 1.117, data_time: 0.006, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5917, loss_cls: 3.0383, loss: 3.0383 2020-07-04 08:08:53,392 - mmaction - INFO - Epoch [22][300/627] lr: 7.500e-03, eta: 20:27:43, time: 1.132, data_time: 0.012, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5500, loss_cls: 3.1905, loss: 3.1905 2020-07-04 08:09:15,411 - mmaction - INFO - Epoch [22][320/627] lr: 7.500e-03, eta: 20:26:58, time: 1.103, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5917, loss_cls: 3.0153, loss: 3.0153 2020-07-04 08:09:37,594 - mmaction - INFO - Epoch [22][340/627] lr: 7.500e-03, eta: 20:26:13, time: 1.107, data_time: 0.007, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6083, loss_cls: 3.0067, loss: 3.0067 2020-07-04 08:10:00,722 - mmaction - INFO - Epoch [22][360/627] lr: 7.500e-03, eta: 20:25:32, time: 1.151, data_time: 0.007, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5542, loss_cls: 3.2176, loss: 3.2176 2020-07-04 08:10:23,970 - mmaction - INFO - Epoch [22][380/627] lr: 7.500e-03, eta: 20:24:53, time: 1.168, data_time: 0.015, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5583, loss_cls: 3.1114, loss: 3.1114 2020-07-04 08:10:47,233 - mmaction - INFO - Epoch [22][400/627] lr: 7.500e-03, eta: 20:24:13, time: 1.164, data_time: 0.008, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5542, loss_cls: 3.1486, loss: 3.1486 2020-07-04 08:11:09,175 - mmaction - INFO - Epoch [22][420/627] lr: 7.500e-03, eta: 20:23:28, time: 1.097, data_time: 0.006, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5875, loss_cls: 3.0960, loss: 3.0960 2020-07-04 08:11:31,408 - mmaction - INFO - Epoch [22][440/627] lr: 7.500e-03, eta: 20:22:44, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5250, loss_cls: 3.2876, loss: 3.2876 2020-07-04 08:11:54,697 - mmaction - INFO - Epoch [22][460/627] lr: 7.500e-03, eta: 20:22:04, time: 1.160, data_time: 0.005, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5458, loss_cls: 3.3511, loss: 3.3511 2020-07-04 08:12:18,026 - mmaction - INFO - Epoch [22][480/627] lr: 7.500e-03, eta: 20:21:24, time: 1.163, data_time: 0.009, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5708, loss_cls: 3.0395, loss: 3.0395 2020-07-04 08:12:39,368 - mmaction - INFO - Epoch [22][500/627] lr: 7.500e-03, eta: 20:20:38, time: 1.074, data_time: 0.010, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5458, loss_cls: 3.1909, loss: 3.1909 2020-07-04 08:13:01,694 - mmaction - INFO - Epoch [22][520/627] lr: 7.500e-03, eta: 20:19:55, time: 1.118, data_time: 0.003, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5917, loss_cls: 2.9849, loss: 2.9849 2020-07-04 08:13:23,914 - mmaction - INFO - Epoch [22][540/627] lr: 7.500e-03, eta: 20:19:11, time: 1.109, data_time: 0.003, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5500, loss_cls: 3.2637, loss: 3.2637 2020-07-04 08:13:47,022 - mmaction - INFO - Epoch [22][560/627] lr: 7.500e-03, eta: 20:18:31, time: 1.153, data_time: 0.003, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 3.0652, loss: 3.0652 2020-07-04 08:14:08,630 - mmaction - INFO - Epoch [22][580/627] lr: 7.500e-03, eta: 20:17:44, time: 1.076, data_time: 0.008, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5958, loss_cls: 3.0717, loss: 3.0717 2020-07-04 08:14:31,679 - mmaction - INFO - Epoch [22][600/627] lr: 7.500e-03, eta: 20:17:04, time: 1.150, data_time: 0.019, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5750, loss_cls: 3.0708, loss: 3.0708 2020-07-04 08:14:54,586 - mmaction - INFO - Epoch [22][620/627] lr: 7.500e-03, eta: 20:16:24, time: 1.149, data_time: 0.065, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6042, loss_cls: 3.0075, loss: 3.0075 2020-07-04 08:17:09,399 - mmaction - INFO - Epoch [23][20/627] lr: 7.500e-03, eta: 20:22:00, time: 6.443, data_time: 4.853, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5333, loss_cls: 3.2215, loss: 3.2215 2020-07-04 08:17:32,741 - mmaction - INFO - Epoch [23][40/627] lr: 7.500e-03, eta: 20:21:20, time: 1.163, data_time: 0.003, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5833, loss_cls: 3.0640, loss: 3.0640 2020-07-04 08:17:54,870 - mmaction - INFO - Epoch [23][60/627] lr: 7.500e-03, eta: 20:20:36, time: 1.108, data_time: 0.007, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5625, loss_cls: 3.0813, loss: 3.0813 2020-07-04 08:18:17,428 - mmaction - INFO - Epoch [23][80/627] lr: 7.500e-03, eta: 20:19:53, time: 1.125, data_time: 0.010, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5750, loss_cls: 3.2112, loss: 3.2112 2020-07-04 08:18:39,321 - mmaction - INFO - Epoch [23][100/627] lr: 7.500e-03, eta: 20:19:08, time: 1.096, data_time: 0.010, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5500, loss_cls: 3.2115, loss: 3.2115 2020-07-04 08:19:03,078 - mmaction - INFO - Epoch [23][120/627] lr: 7.500e-03, eta: 20:18:31, time: 1.192, data_time: 0.046, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5417, loss_cls: 3.1848, loss: 3.1848 2020-07-04 08:19:25,972 - mmaction - INFO - Epoch [23][140/627] lr: 7.500e-03, eta: 20:17:49, time: 1.142, data_time: 0.007, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.1378, loss: 3.1378 2020-07-04 08:19:48,940 - mmaction - INFO - Epoch [23][160/627] lr: 7.500e-03, eta: 20:17:08, time: 1.146, data_time: 0.007, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5542, loss_cls: 3.1687, loss: 3.1687 2020-07-04 08:20:10,974 - mmaction - INFO - Epoch [23][180/627] lr: 7.500e-03, eta: 20:16:24, time: 1.105, data_time: 0.012, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5542, loss_cls: 3.0485, loss: 3.0485 2020-07-04 08:20:32,690 - mmaction - INFO - Epoch [23][200/627] lr: 7.500e-03, eta: 20:15:39, time: 1.085, data_time: 0.005, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5583, loss_cls: 3.1062, loss: 3.1062 2020-07-04 08:20:55,499 - mmaction - INFO - Epoch [23][220/627] lr: 7.500e-03, eta: 20:14:58, time: 1.139, data_time: 0.009, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5708, loss_cls: 3.1335, loss: 3.1335 2020-07-04 08:21:18,811 - mmaction - INFO - Epoch [23][240/627] lr: 7.500e-03, eta: 20:14:19, time: 1.168, data_time: 0.007, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5708, loss_cls: 3.0698, loss: 3.0698 2020-07-04 08:21:40,825 - mmaction - INFO - Epoch [23][260/627] lr: 7.500e-03, eta: 20:13:34, time: 1.101, data_time: 0.009, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5792, loss_cls: 3.2303, loss: 3.2303 2020-07-04 08:22:03,379 - mmaction - INFO - Epoch [23][280/627] lr: 7.500e-03, eta: 20:12:53, time: 1.130, data_time: 0.005, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 3.0631, loss: 3.0631 2020-07-04 08:22:25,694 - mmaction - INFO - Epoch [23][300/627] lr: 7.500e-03, eta: 20:12:10, time: 1.113, data_time: 0.006, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6042, loss_cls: 3.0404, loss: 3.0404 2020-07-04 08:22:49,353 - mmaction - INFO - Epoch [23][320/627] lr: 7.500e-03, eta: 20:11:32, time: 1.179, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5667, loss_cls: 3.0109, loss: 3.0109 2020-07-04 08:23:11,242 - mmaction - INFO - Epoch [23][340/627] lr: 7.500e-03, eta: 20:10:47, time: 1.087, data_time: 0.012, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 3.1460, loss: 3.1460 2020-07-04 08:23:33,651 - mmaction - INFO - Epoch [23][360/627] lr: 7.500e-03, eta: 20:10:05, time: 1.132, data_time: 0.017, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5417, loss_cls: 3.2028, loss: 3.2028 2020-07-04 08:23:55,362 - mmaction - INFO - Epoch [23][380/627] lr: 7.500e-03, eta: 20:09:20, time: 1.084, data_time: 0.007, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5500, loss_cls: 3.3046, loss: 3.3046 2020-07-04 08:24:18,369 - mmaction - INFO - Epoch [23][400/627] lr: 7.500e-03, eta: 20:08:40, time: 1.148, data_time: 0.006, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6292, loss_cls: 2.8384, loss: 2.8384 2020-07-04 08:24:41,241 - mmaction - INFO - Epoch [23][420/627] lr: 7.500e-03, eta: 20:08:00, time: 1.151, data_time: 0.011, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5250, loss_cls: 3.2405, loss: 3.2405 2020-07-04 08:25:03,686 - mmaction - INFO - Epoch [23][440/627] lr: 7.500e-03, eta: 20:07:18, time: 1.114, data_time: 0.001, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5542, loss_cls: 3.0465, loss: 3.0465 2020-07-04 08:25:26,483 - mmaction - INFO - Epoch [23][460/627] lr: 7.500e-03, eta: 20:06:37, time: 1.140, data_time: 0.010, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5375, loss_cls: 3.1414, loss: 3.1414 2020-07-04 08:25:49,530 - mmaction - INFO - Epoch [23][480/627] lr: 7.500e-03, eta: 20:05:58, time: 1.155, data_time: 0.013, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5625, loss_cls: 3.0869, loss: 3.0869 2020-07-04 08:26:11,351 - mmaction - INFO - Epoch [23][500/627] lr: 7.500e-03, eta: 20:05:14, time: 1.094, data_time: 0.007, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.1099, loss: 3.1099 2020-07-04 08:26:33,933 - mmaction - INFO - Epoch [23][520/627] lr: 7.500e-03, eta: 20:04:32, time: 1.124, data_time: 0.007, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5125, loss_cls: 3.4713, loss: 3.4713 2020-07-04 08:26:57,493 - mmaction - INFO - Epoch [23][540/627] lr: 7.500e-03, eta: 20:03:54, time: 1.172, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5958, loss_cls: 2.9409, loss: 2.9409 2020-07-04 08:27:20,200 - mmaction - INFO - Epoch [23][560/627] lr: 7.500e-03, eta: 20:03:14, time: 1.137, data_time: 0.018, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5792, loss_cls: 3.1813, loss: 3.1813 2020-07-04 08:27:40,884 - mmaction - INFO - Epoch [23][580/627] lr: 7.500e-03, eta: 20:02:26, time: 1.039, data_time: 0.013, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5875, loss_cls: 2.9282, loss: 2.9282 2020-07-04 08:28:03,260 - mmaction - INFO - Epoch [23][600/627] lr: 7.500e-03, eta: 20:01:45, time: 1.126, data_time: 0.011, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5958, loss_cls: 2.9653, loss: 2.9653 2020-07-04 08:28:26,158 - mmaction - INFO - Epoch [23][620/627] lr: 7.500e-03, eta: 20:01:04, time: 1.139, data_time: 0.001, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5333, loss_cls: 3.2792, loss: 3.2792 2020-07-04 08:30:53,737 - mmaction - INFO - Epoch [24][20/627] lr: 7.500e-03, eta: 20:07:06, time: 7.038, data_time: 5.198, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5708, loss_cls: 3.1508, loss: 3.1508 2020-07-04 08:31:16,248 - mmaction - INFO - Epoch [24][40/627] lr: 7.500e-03, eta: 20:06:24, time: 1.124, data_time: 0.005, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5708, loss_cls: 3.0670, loss: 3.0670 2020-07-04 08:31:39,530 - mmaction - INFO - Epoch [24][60/627] lr: 7.500e-03, eta: 20:05:45, time: 1.164, data_time: 0.007, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5667, loss_cls: 3.2476, loss: 3.2476 2020-07-04 08:32:02,229 - mmaction - INFO - Epoch [24][80/627] lr: 7.500e-03, eta: 20:05:03, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5417, loss_cls: 3.2723, loss: 3.2723 2020-07-04 08:32:25,046 - mmaction - INFO - Epoch [24][100/627] lr: 7.500e-03, eta: 20:04:23, time: 1.146, data_time: 0.010, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5458, loss_cls: 3.2442, loss: 3.2442 2020-07-04 08:32:47,372 - mmaction - INFO - Epoch [24][120/627] lr: 7.500e-03, eta: 20:03:41, time: 1.114, data_time: 0.004, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5708, loss_cls: 3.0996, loss: 3.0996 2020-07-04 08:33:10,250 - mmaction - INFO - Epoch [24][140/627] lr: 7.500e-03, eta: 20:03:01, time: 1.143, data_time: 0.008, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5542, loss_cls: 3.2797, loss: 3.2797 2020-07-04 08:33:33,281 - mmaction - INFO - Epoch [24][160/627] lr: 7.500e-03, eta: 20:02:21, time: 1.157, data_time: 0.007, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.1733, loss: 3.1733 2020-07-04 08:33:55,831 - mmaction - INFO - Epoch [24][180/627] lr: 7.500e-03, eta: 20:01:40, time: 1.122, data_time: 0.005, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5833, loss_cls: 3.1226, loss: 3.1226 2020-07-04 08:34:17,552 - mmaction - INFO - Epoch [24][200/627] lr: 7.500e-03, eta: 20:00:55, time: 1.086, data_time: 0.007, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5875, loss_cls: 3.1061, loss: 3.1061 2020-07-04 08:34:39,308 - mmaction - INFO - Epoch [24][220/627] lr: 7.500e-03, eta: 20:00:11, time: 1.092, data_time: 0.009, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5542, loss_cls: 3.0960, loss: 3.0960 2020-07-04 08:35:03,752 - mmaction - INFO - Epoch [24][240/627] lr: 7.500e-03, eta: 19:59:37, time: 1.222, data_time: 0.139, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6125, loss_cls: 2.8730, loss: 2.8730 2020-07-04 08:35:24,765 - mmaction - INFO - Epoch [24][260/627] lr: 7.500e-03, eta: 19:58:50, time: 1.047, data_time: 0.003, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5500, loss_cls: 3.1894, loss: 3.1894 2020-07-04 08:35:47,147 - mmaction - INFO - Epoch [24][280/627] lr: 7.500e-03, eta: 19:58:09, time: 1.124, data_time: 0.062, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5792, loss_cls: 3.1719, loss: 3.1719 2020-07-04 08:36:09,855 - mmaction - INFO - Epoch [24][300/627] lr: 7.500e-03, eta: 19:57:28, time: 1.131, data_time: 0.005, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5875, loss_cls: 3.1343, loss: 3.1343 2020-07-04 08:36:33,759 - mmaction - INFO - Epoch [24][320/627] lr: 7.500e-03, eta: 19:56:52, time: 1.197, data_time: 0.136, memory: 8473, top1_acc: 0.3250, top5_acc: 0.6083, loss_cls: 3.0404, loss: 3.0404 2020-07-04 08:36:56,942 - mmaction - INFO - Epoch [24][340/627] lr: 7.500e-03, eta: 19:56:14, time: 1.159, data_time: 0.019, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5750, loss_cls: 2.9893, loss: 2.9893 2020-07-04 08:37:18,857 - mmaction - INFO - Epoch [24][360/627] lr: 7.500e-03, eta: 19:55:30, time: 1.097, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5958, loss_cls: 3.0476, loss: 3.0476 2020-07-04 08:37:42,157 - mmaction - INFO - Epoch [24][380/627] lr: 7.500e-03, eta: 19:54:52, time: 1.158, data_time: 0.003, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5792, loss_cls: 3.1077, loss: 3.1077 2020-07-04 08:38:04,000 - mmaction - INFO - Epoch [24][400/627] lr: 7.500e-03, eta: 19:54:09, time: 1.099, data_time: 0.012, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5458, loss_cls: 3.1558, loss: 3.1558 2020-07-04 08:38:25,017 - mmaction - INFO - Epoch [24][420/627] lr: 7.500e-03, eta: 19:53:23, time: 1.051, data_time: 0.003, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5333, loss_cls: 3.2051, loss: 3.2051 2020-07-04 08:38:48,134 - mmaction - INFO - Epoch [24][440/627] lr: 7.500e-03, eta: 19:52:44, time: 1.151, data_time: 0.034, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6000, loss_cls: 2.9304, loss: 2.9304 2020-07-04 08:39:10,333 - mmaction - INFO - Epoch [24][460/627] lr: 7.500e-03, eta: 19:52:02, time: 1.109, data_time: 0.007, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.8522, loss: 2.8522 2020-07-04 08:39:32,648 - mmaction - INFO - Epoch [24][480/627] lr: 7.500e-03, eta: 19:51:21, time: 1.119, data_time: 0.069, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5958, loss_cls: 2.9631, loss: 2.9631 2020-07-04 08:39:57,147 - mmaction - INFO - Epoch [24][500/627] lr: 7.500e-03, eta: 19:50:47, time: 1.225, data_time: 0.049, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5875, loss_cls: 3.0344, loss: 3.0344 2020-07-04 08:40:18,824 - mmaction - INFO - Epoch [24][520/627] lr: 7.500e-03, eta: 19:50:04, time: 1.087, data_time: 0.007, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6167, loss_cls: 3.0984, loss: 3.0984 2020-07-04 08:40:41,614 - mmaction - INFO - Epoch [24][540/627] lr: 7.500e-03, eta: 19:49:23, time: 1.132, data_time: 0.002, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6125, loss_cls: 3.0201, loss: 3.0201 2020-07-04 08:41:03,010 - mmaction - INFO - Epoch [24][560/627] lr: 7.500e-03, eta: 19:48:39, time: 1.077, data_time: 0.009, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5875, loss_cls: 3.0876, loss: 3.0876 2020-07-04 08:41:26,197 - mmaction - INFO - Epoch [24][580/627] lr: 7.500e-03, eta: 19:48:01, time: 1.155, data_time: 0.004, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5792, loss_cls: 2.9210, loss: 2.9210 2020-07-04 08:41:49,025 - mmaction - INFO - Epoch [24][600/627] lr: 7.500e-03, eta: 19:47:22, time: 1.142, data_time: 0.007, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5500, loss_cls: 3.2657, loss: 3.2657 2020-07-04 08:42:12,862 - mmaction - INFO - Epoch [24][620/627] lr: 7.500e-03, eta: 19:46:46, time: 1.187, data_time: 0.009, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5625, loss_cls: 2.9856, loss: 2.9856 2020-07-04 08:44:48,953 - mmaction - INFO - Epoch [25][20/627] lr: 7.500e-03, eta: 19:53:00, time: 7.515, data_time: 5.242, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5292, loss_cls: 3.2568, loss: 3.2568 2020-07-04 08:45:12,214 - mmaction - INFO - Epoch [25][40/627] lr: 7.500e-03, eta: 19:52:22, time: 1.161, data_time: 0.004, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6333, loss_cls: 2.8611, loss: 2.8611 2020-07-04 08:45:34,210 - mmaction - INFO - Epoch [25][60/627] lr: 7.500e-03, eta: 19:51:39, time: 1.105, data_time: 0.006, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5792, loss_cls: 3.1396, loss: 3.1396 2020-07-04 08:45:57,061 - mmaction - INFO - Epoch [25][80/627] lr: 7.500e-03, eta: 19:50:59, time: 1.140, data_time: 0.004, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5958, loss_cls: 3.0875, loss: 3.0875 2020-07-04 08:46:19,505 - mmaction - INFO - Epoch [25][100/627] lr: 7.500e-03, eta: 19:50:18, time: 1.124, data_time: 0.026, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6417, loss_cls: 2.9009, loss: 2.9009 2020-07-04 08:46:42,019 - mmaction - INFO - Epoch [25][120/627] lr: 7.500e-03, eta: 19:49:37, time: 1.123, data_time: 0.005, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5917, loss_cls: 3.0944, loss: 3.0944 2020-07-04 08:47:04,091 - mmaction - INFO - Epoch [25][140/627] lr: 7.500e-03, eta: 19:48:55, time: 1.104, data_time: 0.006, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 3.3674, loss: 3.3674 2020-07-04 08:47:26,702 - mmaction - INFO - Epoch [25][160/627] lr: 7.500e-03, eta: 19:48:15, time: 1.129, data_time: 0.008, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5708, loss_cls: 3.0876, loss: 3.0876 2020-07-04 08:47:49,331 - mmaction - INFO - Epoch [25][180/627] lr: 7.500e-03, eta: 19:47:35, time: 1.135, data_time: 0.006, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5708, loss_cls: 3.0465, loss: 3.0465 2020-07-04 08:48:12,044 - mmaction - INFO - Epoch [25][200/627] lr: 7.500e-03, eta: 19:46:54, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5083, loss_cls: 3.3105, loss: 3.3105 2020-07-04 08:48:34,450 - mmaction - INFO - Epoch [25][220/627] lr: 7.500e-03, eta: 19:46:14, time: 1.124, data_time: 0.008, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6208, loss_cls: 2.8915, loss: 2.8915 2020-07-04 08:48:57,579 - mmaction - INFO - Epoch [25][240/627] lr: 7.500e-03, eta: 19:45:35, time: 1.152, data_time: 0.059, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6292, loss_cls: 2.9114, loss: 2.9114 2020-07-04 08:49:20,035 - mmaction - INFO - Epoch [25][260/627] lr: 7.500e-03, eta: 19:44:54, time: 1.124, data_time: 0.010, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5583, loss_cls: 3.2137, loss: 3.2137 2020-07-04 08:49:42,646 - mmaction - INFO - Epoch [25][280/627] lr: 7.500e-03, eta: 19:44:14, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5875, loss_cls: 3.0496, loss: 3.0496 2020-07-04 08:50:05,424 - mmaction - INFO - Epoch [25][300/627] lr: 7.500e-03, eta: 19:43:35, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5958, loss_cls: 2.8540, loss: 2.8540 2020-07-04 08:50:27,708 - mmaction - INFO - Epoch [25][320/627] lr: 7.500e-03, eta: 19:42:54, time: 1.116, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5875, loss_cls: 3.1110, loss: 3.1110 2020-07-04 08:50:50,731 - mmaction - INFO - Epoch [25][340/627] lr: 7.500e-03, eta: 19:42:15, time: 1.155, data_time: 0.008, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5750, loss_cls: 3.0210, loss: 3.0210 2020-07-04 08:51:12,175 - mmaction - INFO - Epoch [25][360/627] lr: 7.500e-03, eta: 19:41:32, time: 1.073, data_time: 0.002, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6125, loss_cls: 2.8676, loss: 2.8676 2020-07-04 08:51:35,676 - mmaction - INFO - Epoch [25][380/627] lr: 7.500e-03, eta: 19:40:55, time: 1.174, data_time: 0.004, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6333, loss_cls: 3.0126, loss: 3.0126 2020-07-04 08:51:57,929 - mmaction - INFO - Epoch [25][400/627] lr: 7.500e-03, eta: 19:40:13, time: 1.107, data_time: 0.002, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5625, loss_cls: 3.0144, loss: 3.0144 2020-07-04 08:52:21,634 - mmaction - INFO - Epoch [25][420/627] lr: 7.500e-03, eta: 19:39:37, time: 1.186, data_time: 0.010, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5958, loss_cls: 3.0982, loss: 3.0982 2020-07-04 08:52:42,992 - mmaction - INFO - Epoch [25][440/627] lr: 7.500e-03, eta: 19:38:53, time: 1.070, data_time: 0.007, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5917, loss_cls: 2.9391, loss: 2.9391 2020-07-04 08:53:06,387 - mmaction - INFO - Epoch [25][460/627] lr: 7.500e-03, eta: 19:38:16, time: 1.169, data_time: 0.005, memory: 8473, top1_acc: 0.2667, top5_acc: 0.5250, loss_cls: 3.1953, loss: 3.1953 2020-07-04 08:53:28,485 - mmaction - INFO - Epoch [25][480/627] lr: 7.500e-03, eta: 19:37:35, time: 1.105, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5833, loss_cls: 3.0054, loss: 3.0054 2020-07-04 08:53:51,479 - mmaction - INFO - Epoch [25][500/627] lr: 7.500e-03, eta: 19:36:57, time: 1.149, data_time: 0.005, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5750, loss_cls: 3.0399, loss: 3.0399 2020-07-04 08:54:14,656 - mmaction - INFO - Epoch [25][520/627] lr: 7.500e-03, eta: 19:36:19, time: 1.161, data_time: 0.005, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5958, loss_cls: 3.1157, loss: 3.1157 2020-07-04 08:54:38,044 - mmaction - INFO - Epoch [25][540/627] lr: 7.500e-03, eta: 19:35:42, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.3250, top5_acc: 0.6000, loss_cls: 3.0606, loss: 3.0606 2020-07-04 08:54:59,841 - mmaction - INFO - Epoch [25][560/627] lr: 7.500e-03, eta: 19:35:00, time: 1.092, data_time: 0.007, memory: 8473, top1_acc: 0.2708, top5_acc: 0.5542, loss_cls: 3.2653, loss: 3.2653 2020-07-04 08:55:22,306 - mmaction - INFO - Epoch [25][580/627] lr: 7.500e-03, eta: 19:34:20, time: 1.121, data_time: 0.007, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6083, loss_cls: 2.9219, loss: 2.9219 2020-07-04 08:55:45,036 - mmaction - INFO - Epoch [25][600/627] lr: 7.500e-03, eta: 19:33:41, time: 1.135, data_time: 0.009, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5500, loss_cls: 3.1712, loss: 3.1712 2020-07-04 08:56:06,893 - mmaction - INFO - Epoch [25][620/627] lr: 7.500e-03, eta: 19:32:59, time: 1.094, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6000, loss_cls: 2.9997, loss: 2.9997 2020-07-04 08:56:15,546 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-04 08:59:16,812 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 08:59:17,773 - mmaction - INFO - top1_acc 0.3777 top5_acc 0.6400 2020-07-04 08:59:17,773 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 08:59:17,848 - mmaction - INFO - mean_acc 0.3774 2020-07-04 08:59:17,855 - mmaction - INFO - Epoch [25][627/627] lr: 7.500e-03, top1_acc: 0.3777, top5_acc: 0.6400, mean_class_accuracy: 0.3774 2020-07-04 09:02:05,750 - mmaction - INFO - Epoch [26][20/627] lr: 7.500e-03, eta: 19:39:52, time: 8.390, data_time: 7.423, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5417, loss_cls: 3.1472, loss: 3.1472 2020-07-04 09:02:27,509 - mmaction - INFO - Epoch [26][40/627] lr: 7.500e-03, eta: 19:39:09, time: 1.089, data_time: 0.040, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6125, loss_cls: 2.8088, loss: 2.8088 2020-07-04 09:02:50,182 - mmaction - INFO - Epoch [26][60/627] lr: 7.500e-03, eta: 19:38:29, time: 1.129, data_time: 0.050, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5417, loss_cls: 3.1933, loss: 3.1933 2020-07-04 09:03:13,137 - mmaction - INFO - Epoch [26][80/627] lr: 7.500e-03, eta: 19:37:50, time: 1.152, data_time: 0.014, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5708, loss_cls: 3.0331, loss: 3.0331 2020-07-04 09:03:35,596 - mmaction - INFO - Epoch [26][100/627] lr: 7.500e-03, eta: 19:37:10, time: 1.122, data_time: 0.009, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6083, loss_cls: 2.9049, loss: 2.9049 2020-07-04 09:03:57,264 - mmaction - INFO - Epoch [26][120/627] lr: 7.500e-03, eta: 19:36:27, time: 1.078, data_time: 0.034, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6333, loss_cls: 2.8393, loss: 2.8393 2020-07-04 09:04:20,445 - mmaction - INFO - Epoch [26][140/627] lr: 7.500e-03, eta: 19:35:49, time: 1.162, data_time: 0.017, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6292, loss_cls: 2.8810, loss: 2.8810 2020-07-04 09:04:42,476 - mmaction - INFO - Epoch [26][160/627] lr: 7.500e-03, eta: 19:35:07, time: 1.105, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.9070, loss: 2.9070 2020-07-04 09:05:04,195 - mmaction - INFO - Epoch [26][180/627] lr: 7.500e-03, eta: 19:34:25, time: 1.085, data_time: 0.005, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6042, loss_cls: 2.9535, loss: 2.9535 2020-07-04 09:05:27,342 - mmaction - INFO - Epoch [26][200/627] lr: 7.500e-03, eta: 19:33:47, time: 1.155, data_time: 0.006, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5500, loss_cls: 3.1433, loss: 3.1433 2020-07-04 09:05:49,846 - mmaction - INFO - Epoch [26][220/627] lr: 7.500e-03, eta: 19:33:07, time: 1.129, data_time: 0.010, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6292, loss_cls: 2.7681, loss: 2.7681 2020-07-04 09:06:13,037 - mmaction - INFO - Epoch [26][240/627] lr: 7.500e-03, eta: 19:32:29, time: 1.161, data_time: 0.004, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6292, loss_cls: 2.9943, loss: 2.9943 2020-07-04 09:06:35,999 - mmaction - INFO - Epoch [26][260/627] lr: 7.500e-03, eta: 19:31:51, time: 1.149, data_time: 0.006, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5875, loss_cls: 3.0207, loss: 3.0207 2020-07-04 09:06:58,605 - mmaction - INFO - Epoch [26][280/627] lr: 7.500e-03, eta: 19:31:11, time: 1.126, data_time: 0.009, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5708, loss_cls: 3.1876, loss: 3.1876 2020-07-04 09:07:21,549 - mmaction - INFO - Epoch [26][300/627] lr: 7.500e-03, eta: 19:30:33, time: 1.150, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5833, loss_cls: 2.9998, loss: 2.9998 2020-07-04 09:07:43,548 - mmaction - INFO - Epoch [26][320/627] lr: 7.500e-03, eta: 19:29:52, time: 1.101, data_time: 0.003, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5958, loss_cls: 3.0143, loss: 3.0143 2020-07-04 09:08:05,670 - mmaction - INFO - Epoch [26][340/627] lr: 7.500e-03, eta: 19:29:11, time: 1.102, data_time: 0.005, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5792, loss_cls: 2.9903, loss: 2.9903 2020-07-04 09:08:29,287 - mmaction - INFO - Epoch [26][360/627] lr: 7.500e-03, eta: 19:28:34, time: 1.169, data_time: 0.006, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6083, loss_cls: 2.8446, loss: 2.8446 2020-07-04 09:08:52,192 - mmaction - INFO - Epoch [26][380/627] lr: 7.500e-03, eta: 19:27:56, time: 1.155, data_time: 0.021, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5833, loss_cls: 3.0346, loss: 3.0346 2020-07-04 09:09:13,076 - mmaction - INFO - Epoch [26][400/627] lr: 7.500e-03, eta: 19:27:11, time: 1.046, data_time: 0.058, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6000, loss_cls: 3.0761, loss: 3.0761 2020-07-04 09:09:35,992 - mmaction - INFO - Epoch [26][420/627] lr: 7.500e-03, eta: 19:26:33, time: 1.144, data_time: 0.008, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5625, loss_cls: 3.1983, loss: 3.1983 2020-07-04 09:09:58,141 - mmaction - INFO - Epoch [26][440/627] lr: 7.500e-03, eta: 19:25:52, time: 1.109, data_time: 0.008, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5583, loss_cls: 3.1642, loss: 3.1642 2020-07-04 09:10:20,370 - mmaction - INFO - Epoch [26][460/627] lr: 7.500e-03, eta: 19:25:12, time: 1.116, data_time: 0.015, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6500, loss_cls: 2.8294, loss: 2.8294 2020-07-04 09:10:44,382 - mmaction - INFO - Epoch [26][480/627] lr: 7.500e-03, eta: 19:24:38, time: 1.199, data_time: 0.008, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6250, loss_cls: 2.8283, loss: 2.8283 2020-07-04 09:11:06,197 - mmaction - INFO - Epoch [26][500/627] lr: 7.500e-03, eta: 19:23:56, time: 1.094, data_time: 0.003, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5667, loss_cls: 3.0454, loss: 3.0454 2020-07-04 09:11:28,825 - mmaction - INFO - Epoch [26][520/627] lr: 7.500e-03, eta: 19:23:17, time: 1.127, data_time: 0.003, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6417, loss_cls: 2.8324, loss: 2.8324 2020-07-04 09:11:51,902 - mmaction - INFO - Epoch [26][540/627] lr: 7.500e-03, eta: 19:22:40, time: 1.153, data_time: 0.005, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5625, loss_cls: 3.1548, loss: 3.1548 2020-07-04 09:12:14,040 - mmaction - INFO - Epoch [26][560/627] lr: 7.500e-03, eta: 19:21:59, time: 1.111, data_time: 0.010, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5292, loss_cls: 3.2074, loss: 3.2074 2020-07-04 09:12:37,429 - mmaction - INFO - Epoch [26][580/627] lr: 7.500e-03, eta: 19:21:23, time: 1.163, data_time: 0.002, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5708, loss_cls: 3.0156, loss: 3.0156 2020-07-04 09:12:59,848 - mmaction - INFO - Epoch [26][600/627] lr: 7.500e-03, eta: 19:20:43, time: 1.121, data_time: 0.012, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6167, loss_cls: 2.8666, loss: 2.8666 2020-07-04 09:13:21,406 - mmaction - INFO - Epoch [26][620/627] lr: 7.500e-03, eta: 19:20:01, time: 1.081, data_time: 0.009, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5667, loss_cls: 2.9247, loss: 2.9247 2020-07-04 09:16:41,688 - mmaction - INFO - Epoch [27][20/627] lr: 7.500e-03, eta: 19:27:45, time: 9.523, data_time: 7.816, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6167, loss_cls: 2.7864, loss: 2.7864 2020-07-04 09:17:04,657 - mmaction - INFO - Epoch [27][40/627] lr: 7.500e-03, eta: 19:27:07, time: 1.152, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6250, loss_cls: 2.8268, loss: 2.8268 2020-07-04 09:17:26,601 - mmaction - INFO - Epoch [27][60/627] lr: 7.500e-03, eta: 19:26:25, time: 1.097, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.7758, loss: 2.7758 2020-07-04 09:17:49,575 - mmaction - INFO - Epoch [27][80/627] lr: 7.500e-03, eta: 19:25:47, time: 1.147, data_time: 0.009, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5417, loss_cls: 3.0919, loss: 3.0919 2020-07-04 09:18:12,771 - mmaction - INFO - Epoch [27][100/627] lr: 7.500e-03, eta: 19:25:09, time: 1.159, data_time: 0.009, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5958, loss_cls: 3.0751, loss: 3.0751 2020-07-04 09:18:36,234 - mmaction - INFO - Epoch [27][120/627] lr: 7.500e-03, eta: 19:24:33, time: 1.176, data_time: 0.012, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5542, loss_cls: 3.1003, loss: 3.1003 2020-07-04 09:18:57,734 - mmaction - INFO - Epoch [27][140/627] lr: 7.500e-03, eta: 19:23:50, time: 1.076, data_time: 0.007, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5708, loss_cls: 3.0662, loss: 3.0662 2020-07-04 09:19:20,528 - mmaction - INFO - Epoch [27][160/627] lr: 7.500e-03, eta: 19:23:11, time: 1.138, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6542, loss_cls: 2.6826, loss: 2.6826 2020-07-04 09:19:42,676 - mmaction - INFO - Epoch [27][180/627] lr: 7.500e-03, eta: 19:22:31, time: 1.109, data_time: 0.008, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5625, loss_cls: 3.1441, loss: 3.1441 2020-07-04 09:20:05,400 - mmaction - INFO - Epoch [27][200/627] lr: 7.500e-03, eta: 19:21:52, time: 1.138, data_time: 0.008, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5292, loss_cls: 3.2016, loss: 3.2016 2020-07-04 09:20:28,639 - mmaction - INFO - Epoch [27][220/627] lr: 7.500e-03, eta: 19:21:15, time: 1.160, data_time: 0.003, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5625, loss_cls: 3.1220, loss: 3.1220 2020-07-04 09:20:50,830 - mmaction - INFO - Epoch [27][240/627] lr: 7.500e-03, eta: 19:20:34, time: 1.110, data_time: 0.019, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5667, loss_cls: 3.0363, loss: 3.0363 2020-07-04 09:21:12,582 - mmaction - INFO - Epoch [27][260/627] lr: 7.500e-03, eta: 19:19:52, time: 1.081, data_time: 0.008, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5875, loss_cls: 2.9675, loss: 2.9675 2020-07-04 09:21:35,586 - mmaction - INFO - Epoch [27][280/627] lr: 7.500e-03, eta: 19:19:14, time: 1.151, data_time: 0.011, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5833, loss_cls: 3.0714, loss: 3.0714 2020-07-04 09:21:58,059 - mmaction - INFO - Epoch [27][300/627] lr: 7.500e-03, eta: 19:18:35, time: 1.128, data_time: 0.013, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5625, loss_cls: 2.9870, loss: 2.9870 2020-07-04 09:22:21,549 - mmaction - INFO - Epoch [27][320/627] lr: 7.500e-03, eta: 19:17:59, time: 1.171, data_time: 0.005, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5958, loss_cls: 3.0571, loss: 3.0571 2020-07-04 09:22:43,634 - mmaction - INFO - Epoch [27][340/627] lr: 7.500e-03, eta: 19:17:18, time: 1.106, data_time: 0.011, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5708, loss_cls: 3.0483, loss: 3.0483 2020-07-04 09:23:04,868 - mmaction - INFO - Epoch [27][360/627] lr: 7.500e-03, eta: 19:16:35, time: 1.062, data_time: 0.006, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5875, loss_cls: 2.9578, loss: 2.9578 2020-07-04 09:23:27,841 - mmaction - INFO - Epoch [27][380/627] lr: 7.500e-03, eta: 19:15:57, time: 1.148, data_time: 0.008, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5208, loss_cls: 3.2846, loss: 3.2846 2020-07-04 09:23:51,868 - mmaction - INFO - Epoch [27][400/627] lr: 7.500e-03, eta: 19:15:23, time: 1.202, data_time: 0.007, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5667, loss_cls: 3.0917, loss: 3.0917 2020-07-04 09:24:13,972 - mmaction - INFO - Epoch [27][420/627] lr: 7.500e-03, eta: 19:14:42, time: 1.098, data_time: 0.043, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5917, loss_cls: 2.9183, loss: 2.9183 2020-07-04 09:24:35,131 - mmaction - INFO - Epoch [27][440/627] lr: 7.500e-03, eta: 19:13:59, time: 1.063, data_time: 0.016, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6042, loss_cls: 2.9230, loss: 2.9230 2020-07-04 09:24:58,825 - mmaction - INFO - Epoch [27][460/627] lr: 7.500e-03, eta: 19:13:24, time: 1.181, data_time: 0.008, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5083, loss_cls: 3.1594, loss: 3.1594 2020-07-04 09:25:21,781 - mmaction - INFO - Epoch [27][480/627] lr: 7.500e-03, eta: 19:12:46, time: 1.150, data_time: 0.016, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5000, loss_cls: 3.3370, loss: 3.3370 2020-07-04 09:25:44,400 - mmaction - INFO - Epoch [27][500/627] lr: 7.500e-03, eta: 19:12:08, time: 1.136, data_time: 0.010, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.7199, loss: 2.7199 2020-07-04 09:26:06,965 - mmaction - INFO - Epoch [27][520/627] lr: 7.500e-03, eta: 19:11:29, time: 1.127, data_time: 0.052, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5875, loss_cls: 2.9585, loss: 2.9585 2020-07-04 09:26:28,840 - mmaction - INFO - Epoch [27][540/627] lr: 7.500e-03, eta: 19:10:48, time: 1.091, data_time: 0.015, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5833, loss_cls: 2.9681, loss: 2.9681 2020-07-04 09:26:51,257 - mmaction - INFO - Epoch [27][560/627] lr: 7.500e-03, eta: 19:10:09, time: 1.120, data_time: 0.139, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6042, loss_cls: 2.9423, loss: 2.9423 2020-07-04 09:27:13,184 - mmaction - INFO - Epoch [27][580/627] lr: 7.500e-03, eta: 19:09:29, time: 1.101, data_time: 0.134, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6125, loss_cls: 2.9070, loss: 2.9070 2020-07-04 09:27:36,073 - mmaction - INFO - Epoch [27][600/627] lr: 7.500e-03, eta: 19:08:51, time: 1.142, data_time: 0.068, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5583, loss_cls: 3.0432, loss: 3.0432 2020-07-04 09:27:59,254 - mmaction - INFO - Epoch [27][620/627] lr: 7.500e-03, eta: 19:08:15, time: 1.161, data_time: 0.025, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6417, loss_cls: 2.8904, loss: 2.8904 2020-07-04 09:31:07,997 - mmaction - INFO - Epoch [28][20/627] lr: 7.500e-03, eta: 19:15:05, time: 9.061, data_time: 7.645, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5792, loss_cls: 3.0271, loss: 3.0271 2020-07-04 09:31:30,935 - mmaction - INFO - Epoch [28][40/627] lr: 7.500e-03, eta: 19:14:28, time: 1.148, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6417, loss_cls: 2.8264, loss: 2.8264 2020-07-04 09:31:53,131 - mmaction - INFO - Epoch [28][60/627] lr: 7.500e-03, eta: 19:13:47, time: 1.105, data_time: 0.012, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5542, loss_cls: 2.9751, loss: 2.9751 2020-07-04 09:32:15,492 - mmaction - INFO - Epoch [28][80/627] lr: 7.500e-03, eta: 19:13:08, time: 1.123, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6083, loss_cls: 2.9910, loss: 2.9910 2020-07-04 09:32:38,547 - mmaction - INFO - Epoch [28][100/627] lr: 7.500e-03, eta: 19:12:30, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5917, loss_cls: 3.0128, loss: 3.0128 2020-07-04 09:33:00,977 - mmaction - INFO - Epoch [28][120/627] lr: 7.500e-03, eta: 19:11:51, time: 1.118, data_time: 0.005, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5542, loss_cls: 3.2798, loss: 3.2798 2020-07-04 09:33:23,947 - mmaction - INFO - Epoch [28][140/627] lr: 7.500e-03, eta: 19:11:13, time: 1.145, data_time: 0.007, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6417, loss_cls: 2.7643, loss: 2.7643 2020-07-04 09:33:47,013 - mmaction - INFO - Epoch [28][160/627] lr: 7.500e-03, eta: 19:10:35, time: 1.153, data_time: 0.009, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5583, loss_cls: 3.0929, loss: 3.0929 2020-07-04 09:34:08,327 - mmaction - INFO - Epoch [28][180/627] lr: 7.500e-03, eta: 19:09:52, time: 1.065, data_time: 0.012, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6167, loss_cls: 2.9171, loss: 2.9171 2020-07-04 09:34:30,924 - mmaction - INFO - Epoch [28][200/627] lr: 7.500e-03, eta: 19:09:14, time: 1.132, data_time: 0.029, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5875, loss_cls: 3.2126, loss: 3.2126 2020-07-04 09:34:53,404 - mmaction - INFO - Epoch [28][220/627] lr: 7.500e-03, eta: 19:08:35, time: 1.124, data_time: 0.070, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6125, loss_cls: 2.9213, loss: 2.9213 2020-07-04 09:35:16,540 - mmaction - INFO - Epoch [28][240/627] lr: 7.500e-03, eta: 19:07:58, time: 1.156, data_time: 0.140, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6042, loss_cls: 2.9220, loss: 2.9220 2020-07-04 09:35:38,935 - mmaction - INFO - Epoch [28][260/627] lr: 7.500e-03, eta: 19:07:19, time: 1.124, data_time: 0.313, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5583, loss_cls: 3.0332, loss: 3.0332 2020-07-04 09:36:02,012 - mmaction - INFO - Epoch [28][280/627] lr: 7.500e-03, eta: 19:06:41, time: 1.147, data_time: 0.423, memory: 8473, top1_acc: 0.3292, top5_acc: 0.6000, loss_cls: 2.9482, loss: 2.9482 2020-07-04 09:36:24,886 - mmaction - INFO - Epoch [28][300/627] lr: 7.500e-03, eta: 19:06:04, time: 1.146, data_time: 0.424, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.8066, loss: 2.8066 2020-07-04 09:36:46,569 - mmaction - INFO - Epoch [28][320/627] lr: 7.500e-03, eta: 19:05:23, time: 1.090, data_time: 0.138, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5583, loss_cls: 3.0633, loss: 3.0633 2020-07-04 09:37:09,429 - mmaction - INFO - Epoch [28][340/627] lr: 7.500e-03, eta: 19:04:45, time: 1.138, data_time: 0.293, memory: 8473, top1_acc: 0.3292, top5_acc: 0.6167, loss_cls: 2.9400, loss: 2.9400 2020-07-04 09:37:32,119 - mmaction - INFO - Epoch [28][360/627] lr: 7.500e-03, eta: 19:04:07, time: 1.136, data_time: 0.167, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5792, loss_cls: 3.0401, loss: 3.0401 2020-07-04 09:37:54,046 - mmaction - INFO - Epoch [28][380/627] lr: 7.500e-03, eta: 19:03:26, time: 1.097, data_time: 0.013, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6042, loss_cls: 3.0994, loss: 3.0994 2020-07-04 09:38:16,441 - mmaction - INFO - Epoch [28][400/627] lr: 7.500e-03, eta: 19:02:48, time: 1.123, data_time: 0.013, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5750, loss_cls: 3.0177, loss: 3.0177 2020-07-04 09:38:38,344 - mmaction - INFO - Epoch [28][420/627] lr: 7.500e-03, eta: 19:02:07, time: 1.095, data_time: 0.001, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6125, loss_cls: 2.8804, loss: 2.8804 2020-07-04 09:39:01,388 - mmaction - INFO - Epoch [28][440/627] lr: 7.500e-03, eta: 19:01:30, time: 1.151, data_time: 0.004, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5583, loss_cls: 3.1780, loss: 3.1780 2020-07-04 09:39:24,818 - mmaction - INFO - Epoch [28][460/627] lr: 7.500e-03, eta: 19:00:54, time: 1.165, data_time: 0.002, memory: 8473, top1_acc: 0.2958, top5_acc: 0.6042, loss_cls: 3.0538, loss: 3.0538 2020-07-04 09:39:45,957 - mmaction - INFO - Epoch [28][480/627] lr: 7.500e-03, eta: 19:00:11, time: 1.058, data_time: 0.012, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6000, loss_cls: 2.9542, loss: 2.9542 2020-07-04 09:40:09,338 - mmaction - INFO - Epoch [28][500/627] lr: 7.500e-03, eta: 18:59:36, time: 1.170, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5875, loss_cls: 3.0165, loss: 3.0165 2020-07-04 09:40:33,544 - mmaction - INFO - Epoch [28][520/627] lr: 7.500e-03, eta: 18:59:02, time: 1.202, data_time: 0.006, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6333, loss_cls: 2.8519, loss: 2.8519 2020-07-04 09:40:54,754 - mmaction - INFO - Epoch [28][540/627] lr: 7.500e-03, eta: 18:58:20, time: 1.068, data_time: 0.017, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6167, loss_cls: 2.8705, loss: 2.8705 2020-07-04 09:41:18,434 - mmaction - INFO - Epoch [28][560/627] lr: 7.500e-03, eta: 18:57:45, time: 1.185, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5917, loss_cls: 2.9442, loss: 2.9442 2020-07-04 09:41:40,021 - mmaction - INFO - Epoch [28][580/627] lr: 7.500e-03, eta: 18:57:04, time: 1.080, data_time: 0.009, memory: 8473, top1_acc: 0.3125, top5_acc: 0.6292, loss_cls: 2.9344, loss: 2.9344 2020-07-04 09:42:02,685 - mmaction - INFO - Epoch [28][600/627] lr: 7.500e-03, eta: 18:56:26, time: 1.135, data_time: 0.005, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5708, loss_cls: 2.9988, loss: 2.9988 2020-07-04 09:42:26,758 - mmaction - INFO - Epoch [28][620/627] lr: 7.500e-03, eta: 18:55:52, time: 1.196, data_time: 0.006, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6167, loss_cls: 3.0165, loss: 3.0165 2020-07-04 09:45:09,258 - mmaction - INFO - Epoch [29][20/627] lr: 7.500e-03, eta: 19:01:07, time: 7.773, data_time: 5.468, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6125, loss_cls: 2.8220, loss: 2.8220 2020-07-04 09:45:32,230 - mmaction - INFO - Epoch [29][40/627] lr: 7.500e-03, eta: 19:00:29, time: 1.147, data_time: 0.004, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5792, loss_cls: 3.1267, loss: 3.1267 2020-07-04 09:45:54,111 - mmaction - INFO - Epoch [29][60/627] lr: 7.500e-03, eta: 18:59:49, time: 1.094, data_time: 0.006, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5792, loss_cls: 2.9307, loss: 2.9307 2020-07-04 09:46:16,808 - mmaction - INFO - Epoch [29][80/627] lr: 7.500e-03, eta: 18:59:10, time: 1.134, data_time: 0.010, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5875, loss_cls: 2.9915, loss: 2.9915 2020-07-04 09:46:39,664 - mmaction - INFO - Epoch [29][100/627] lr: 7.500e-03, eta: 18:58:33, time: 1.147, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5750, loss_cls: 3.1046, loss: 3.1046 2020-07-04 09:47:01,879 - mmaction - INFO - Epoch [29][120/627] lr: 7.500e-03, eta: 18:57:54, time: 1.108, data_time: 0.028, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 2.9311, loss: 2.9311 2020-07-04 09:47:24,287 - mmaction - INFO - Epoch [29][140/627] lr: 7.500e-03, eta: 18:57:15, time: 1.117, data_time: 0.004, memory: 8473, top1_acc: 0.2583, top5_acc: 0.5125, loss_cls: 3.4299, loss: 3.4299 2020-07-04 09:47:46,526 - mmaction - INFO - Epoch [29][160/627] lr: 7.500e-03, eta: 18:56:35, time: 1.115, data_time: 0.019, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5833, loss_cls: 3.0239, loss: 3.0239 2020-07-04 09:48:09,596 - mmaction - INFO - Epoch [29][180/627] lr: 7.500e-03, eta: 18:55:59, time: 1.153, data_time: 0.004, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5625, loss_cls: 3.1273, loss: 3.1273 2020-07-04 09:48:32,521 - mmaction - INFO - Epoch [29][200/627] lr: 7.500e-03, eta: 18:55:21, time: 1.144, data_time: 0.005, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6375, loss_cls: 2.7644, loss: 2.7644 2020-07-04 09:48:55,649 - mmaction - INFO - Epoch [29][220/627] lr: 7.500e-03, eta: 18:54:45, time: 1.159, data_time: 0.008, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5708, loss_cls: 3.1140, loss: 3.1140 2020-07-04 09:49:17,111 - mmaction - INFO - Epoch [29][240/627] lr: 7.500e-03, eta: 18:54:03, time: 1.069, data_time: 0.007, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5542, loss_cls: 3.1683, loss: 3.1683 2020-07-04 09:49:39,167 - mmaction - INFO - Epoch [29][260/627] lr: 7.500e-03, eta: 18:53:24, time: 1.109, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6542, loss_cls: 2.6916, loss: 2.6916 2020-07-04 09:50:02,341 - mmaction - INFO - Epoch [29][280/627] lr: 7.500e-03, eta: 18:52:47, time: 1.156, data_time: 0.005, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6167, loss_cls: 2.9075, loss: 2.9075 2020-07-04 09:50:25,737 - mmaction - INFO - Epoch [29][300/627] lr: 7.500e-03, eta: 18:52:12, time: 1.173, data_time: 0.004, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5875, loss_cls: 2.9598, loss: 2.9598 2020-07-04 09:50:48,950 - mmaction - INFO - Epoch [29][320/627] lr: 7.500e-03, eta: 18:51:35, time: 1.150, data_time: 0.054, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5958, loss_cls: 2.9747, loss: 2.9747 2020-07-04 09:51:12,494 - mmaction - INFO - Epoch [29][340/627] lr: 7.500e-03, eta: 18:51:00, time: 1.179, data_time: 0.016, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5958, loss_cls: 3.0183, loss: 3.0183 2020-07-04 09:51:35,031 - mmaction - INFO - Epoch [29][360/627] lr: 7.500e-03, eta: 18:50:22, time: 1.125, data_time: 0.010, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6125, loss_cls: 2.9852, loss: 2.9852 2020-07-04 09:51:56,707 - mmaction - INFO - Epoch [29][380/627] lr: 7.500e-03, eta: 18:49:42, time: 1.089, data_time: 0.015, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6167, loss_cls: 2.8165, loss: 2.8165 2020-07-04 09:52:19,799 - mmaction - INFO - Epoch [29][400/627] lr: 7.500e-03, eta: 18:49:05, time: 1.151, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6000, loss_cls: 2.9822, loss: 2.9822 2020-07-04 09:52:42,972 - mmaction - INFO - Epoch [29][420/627] lr: 7.500e-03, eta: 18:48:29, time: 1.163, data_time: 0.013, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.8756, loss: 2.8756 2020-07-04 09:53:04,746 - mmaction - INFO - Epoch [29][440/627] lr: 7.500e-03, eta: 18:47:49, time: 1.089, data_time: 0.005, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6125, loss_cls: 2.9382, loss: 2.9382 2020-07-04 09:53:27,667 - mmaction - INFO - Epoch [29][460/627] lr: 7.500e-03, eta: 18:47:12, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5708, loss_cls: 2.9842, loss: 2.9842 2020-07-04 09:53:50,043 - mmaction - INFO - Epoch [29][480/627] lr: 7.500e-03, eta: 18:46:34, time: 1.121, data_time: 0.012, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6375, loss_cls: 2.7949, loss: 2.7949 2020-07-04 09:54:12,037 - mmaction - INFO - Epoch [29][500/627] lr: 7.500e-03, eta: 18:45:55, time: 1.108, data_time: 0.012, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5792, loss_cls: 3.0094, loss: 3.0094 2020-07-04 09:54:34,599 - mmaction - INFO - Epoch [29][520/627] lr: 7.500e-03, eta: 18:45:17, time: 1.123, data_time: 0.001, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 3.0810, loss: 3.0810 2020-07-04 09:54:57,898 - mmaction - INFO - Epoch [29][540/627] lr: 7.500e-03, eta: 18:44:41, time: 1.160, data_time: 0.008, memory: 8473, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.1602, loss: 3.1602 2020-07-04 09:55:19,074 - mmaction - INFO - Epoch [29][560/627] lr: 7.500e-03, eta: 18:44:00, time: 1.065, data_time: 0.063, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6000, loss_cls: 2.8105, loss: 2.8105 2020-07-04 09:55:42,318 - mmaction - INFO - Epoch [29][580/627] lr: 7.500e-03, eta: 18:43:24, time: 1.160, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6333, loss_cls: 2.8927, loss: 2.8927 2020-07-04 09:56:04,959 - mmaction - INFO - Epoch [29][600/627] lr: 7.500e-03, eta: 18:42:46, time: 1.131, data_time: 0.006, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5667, loss_cls: 3.0221, loss: 3.0221 2020-07-04 09:56:27,340 - mmaction - INFO - Epoch [29][620/627] lr: 7.500e-03, eta: 18:42:09, time: 1.125, data_time: 0.010, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.7893, loss: 2.7893 2020-07-04 09:58:46,107 - mmaction - INFO - Epoch [30][20/627] lr: 7.500e-03, eta: 18:45:59, time: 6.570, data_time: 5.822, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5667, loss_cls: 3.1295, loss: 3.1295 2020-07-04 09:59:09,479 - mmaction - INFO - Epoch [30][40/627] lr: 7.500e-03, eta: 18:45:24, time: 1.175, data_time: 0.332, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5625, loss_cls: 3.1902, loss: 3.1902 2020-07-04 09:59:31,864 - mmaction - INFO - Epoch [30][60/627] lr: 7.500e-03, eta: 18:44:46, time: 1.121, data_time: 0.139, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.7658, loss: 2.7658 2020-07-04 09:59:54,680 - mmaction - INFO - Epoch [30][80/627] lr: 7.500e-03, eta: 18:44:09, time: 1.140, data_time: 0.021, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6250, loss_cls: 2.9036, loss: 2.9036 2020-07-04 10:00:23,544 - mmaction - INFO - Epoch [30][100/627] lr: 7.500e-03, eta: 18:43:48, time: 1.438, data_time: 0.027, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6167, loss_cls: 2.8969, loss: 2.8969 2020-07-04 10:00:46,372 - mmaction - INFO - Epoch [30][120/627] lr: 7.500e-03, eta: 18:43:11, time: 1.146, data_time: 0.014, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 3.0285, loss: 3.0285 2020-07-04 10:01:09,616 - mmaction - INFO - Epoch [30][140/627] lr: 7.500e-03, eta: 18:42:35, time: 1.160, data_time: 0.005, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5917, loss_cls: 2.8441, loss: 2.8441 2020-07-04 10:01:33,219 - mmaction - INFO - Epoch [30][160/627] lr: 7.500e-03, eta: 18:42:00, time: 1.177, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6167, loss_cls: 2.7707, loss: 2.7707 2020-07-04 10:01:55,699 - mmaction - INFO - Epoch [30][180/627] lr: 7.500e-03, eta: 18:41:23, time: 1.132, data_time: 0.013, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6375, loss_cls: 2.7216, loss: 2.7216 2020-07-04 10:02:18,550 - mmaction - INFO - Epoch [30][200/627] lr: 7.500e-03, eta: 18:40:46, time: 1.140, data_time: 0.002, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5792, loss_cls: 3.0741, loss: 3.0741 2020-07-04 10:02:40,729 - mmaction - INFO - Epoch [30][220/627] lr: 7.500e-03, eta: 18:40:07, time: 1.108, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5750, loss_cls: 3.0523, loss: 3.0523 2020-07-04 10:03:03,740 - mmaction - INFO - Epoch [30][240/627] lr: 7.500e-03, eta: 18:39:31, time: 1.151, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5792, loss_cls: 2.9045, loss: 2.9045 2020-07-04 10:03:26,605 - mmaction - INFO - Epoch [30][260/627] lr: 7.500e-03, eta: 18:38:54, time: 1.139, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6083, loss_cls: 2.8623, loss: 2.8623 2020-07-04 10:03:48,963 - mmaction - INFO - Epoch [30][280/627] lr: 7.500e-03, eta: 18:38:16, time: 1.122, data_time: 0.010, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5708, loss_cls: 3.0280, loss: 3.0280 2020-07-04 10:04:11,645 - mmaction - INFO - Epoch [30][300/627] lr: 7.500e-03, eta: 18:37:38, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5667, loss_cls: 3.0817, loss: 3.0817 2020-07-04 10:04:33,922 - mmaction - INFO - Epoch [30][320/627] lr: 7.500e-03, eta: 18:37:00, time: 1.117, data_time: 0.007, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5625, loss_cls: 2.9935, loss: 2.9935 2020-07-04 10:04:56,613 - mmaction - INFO - Epoch [30][340/627] lr: 7.500e-03, eta: 18:36:23, time: 1.136, data_time: 0.006, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5875, loss_cls: 3.0091, loss: 3.0091 2020-07-04 10:05:18,949 - mmaction - INFO - Epoch [30][360/627] lr: 7.500e-03, eta: 18:35:45, time: 1.112, data_time: 0.002, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5792, loss_cls: 2.9840, loss: 2.9840 2020-07-04 10:05:42,324 - mmaction - INFO - Epoch [30][380/627] lr: 7.500e-03, eta: 18:35:10, time: 1.168, data_time: 0.011, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6042, loss_cls: 2.9677, loss: 2.9677 2020-07-04 10:06:04,449 - mmaction - INFO - Epoch [30][400/627] lr: 7.500e-03, eta: 18:34:31, time: 1.110, data_time: 0.009, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6042, loss_cls: 2.9051, loss: 2.9051 2020-07-04 10:06:26,693 - mmaction - INFO - Epoch [30][420/627] lr: 7.500e-03, eta: 18:33:53, time: 1.110, data_time: 0.006, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6208, loss_cls: 2.9516, loss: 2.9516 2020-07-04 10:06:48,930 - mmaction - INFO - Epoch [30][440/627] lr: 7.500e-03, eta: 18:33:15, time: 1.112, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5125, loss_cls: 3.1495, loss: 3.1495 2020-07-04 10:07:12,721 - mmaction - INFO - Epoch [30][460/627] lr: 7.500e-03, eta: 18:32:41, time: 1.189, data_time: 0.008, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 2.9633, loss: 2.9633 2020-07-04 10:07:34,810 - mmaction - INFO - Epoch [30][480/627] lr: 7.500e-03, eta: 18:32:03, time: 1.109, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5708, loss_cls: 2.9839, loss: 2.9839 2020-07-04 10:07:58,324 - mmaction - INFO - Epoch [30][500/627] lr: 7.500e-03, eta: 18:31:28, time: 1.173, data_time: 0.029, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5875, loss_cls: 2.9559, loss: 2.9559 2020-07-04 10:08:19,690 - mmaction - INFO - Epoch [30][520/627] lr: 7.500e-03, eta: 18:30:48, time: 1.067, data_time: 0.029, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6083, loss_cls: 2.7921, loss: 2.7921 2020-07-04 10:08:43,805 - mmaction - INFO - Epoch [30][540/627] lr: 7.500e-03, eta: 18:30:15, time: 1.211, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6417, loss_cls: 2.7598, loss: 2.7598 2020-07-04 10:09:05,716 - mmaction - INFO - Epoch [30][560/627] lr: 7.500e-03, eta: 18:29:36, time: 1.089, data_time: 0.001, memory: 8473, top1_acc: 0.3292, top5_acc: 0.6042, loss_cls: 3.0234, loss: 3.0234 2020-07-04 10:09:28,701 - mmaction - INFO - Epoch [30][580/627] lr: 7.500e-03, eta: 18:29:00, time: 1.152, data_time: 0.007, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6000, loss_cls: 3.0123, loss: 3.0123 2020-07-04 10:09:49,302 - mmaction - INFO - Epoch [30][600/627] lr: 7.500e-03, eta: 18:28:18, time: 1.031, data_time: 0.006, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5500, loss_cls: 3.1410, loss: 3.1410 2020-07-04 10:10:12,281 - mmaction - INFO - Epoch [30][620/627] lr: 7.500e-03, eta: 18:27:42, time: 1.146, data_time: 0.003, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6333, loss_cls: 2.8133, loss: 2.8133 2020-07-04 10:10:25,293 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-04 10:13:29,233 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 10:13:30,165 - mmaction - INFO - top1_acc 0.3972 top5_acc 0.6587 2020-07-04 10:13:30,165 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 10:13:30,222 - mmaction - INFO - mean_acc 0.3969 2020-07-04 10:13:30,229 - mmaction - INFO - Epoch [30][627/627] lr: 7.500e-03, top1_acc: 0.3972, top5_acc: 0.6587, mean_class_accuracy: 0.3969 2020-07-04 10:15:43,103 - mmaction - INFO - Epoch [31][20/627] lr: 7.500e-03, eta: 18:31:24, time: 6.633, data_time: 5.870, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6125, loss_cls: 2.8785, loss: 2.8785 2020-07-04 10:16:04,794 - mmaction - INFO - Epoch [31][40/627] lr: 7.500e-03, eta: 18:30:44, time: 1.089, data_time: 0.399, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5917, loss_cls: 3.0068, loss: 3.0068 2020-07-04 10:16:28,122 - mmaction - INFO - Epoch [31][60/627] lr: 7.500e-03, eta: 18:30:09, time: 1.163, data_time: 0.213, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5917, loss_cls: 2.9708, loss: 2.9708 2020-07-04 10:16:51,250 - mmaction - INFO - Epoch [31][80/627] lr: 7.500e-03, eta: 18:29:33, time: 1.157, data_time: 0.073, memory: 8473, top1_acc: 0.3917, top5_acc: 0.5833, loss_cls: 2.8207, loss: 2.8207 2020-07-04 10:17:13,668 - mmaction - INFO - Epoch [31][100/627] lr: 7.500e-03, eta: 18:28:56, time: 1.125, data_time: 0.009, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5958, loss_cls: 2.9199, loss: 2.9199 2020-07-04 10:17:35,589 - mmaction - INFO - Epoch [31][120/627] lr: 7.500e-03, eta: 18:28:17, time: 1.091, data_time: 0.075, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5833, loss_cls: 2.9403, loss: 2.9403 2020-07-04 10:17:58,347 - mmaction - INFO - Epoch [31][140/627] lr: 7.500e-03, eta: 18:27:40, time: 1.145, data_time: 0.157, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6292, loss_cls: 2.8789, loss: 2.8789 2020-07-04 10:18:22,132 - mmaction - INFO - Epoch [31][160/627] lr: 7.500e-03, eta: 18:27:06, time: 1.187, data_time: 0.046, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6125, loss_cls: 2.9486, loss: 2.9486 2020-07-04 10:18:43,033 - mmaction - INFO - Epoch [31][180/627] lr: 7.500e-03, eta: 18:26:25, time: 1.046, data_time: 0.020, memory: 8473, top1_acc: 0.3292, top5_acc: 0.6000, loss_cls: 2.8834, loss: 2.8834 2020-07-04 10:19:05,545 - mmaction - INFO - Epoch [31][200/627] lr: 7.500e-03, eta: 18:25:48, time: 1.128, data_time: 0.138, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6000, loss_cls: 3.0052, loss: 3.0052 2020-07-04 10:19:27,416 - mmaction - INFO - Epoch [31][220/627] lr: 7.500e-03, eta: 18:25:09, time: 1.093, data_time: 0.264, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5833, loss_cls: 2.9764, loss: 2.9764 2020-07-04 10:19:51,011 - mmaction - INFO - Epoch [31][240/627] lr: 7.500e-03, eta: 18:24:34, time: 1.176, data_time: 0.021, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6167, loss_cls: 2.8737, loss: 2.8737 2020-07-04 10:20:13,845 - mmaction - INFO - Epoch [31][260/627] lr: 7.500e-03, eta: 18:23:58, time: 1.144, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.6874, loss: 2.6874 2020-07-04 10:20:35,806 - mmaction - INFO - Epoch [31][280/627] lr: 7.500e-03, eta: 18:23:20, time: 1.097, data_time: 0.004, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6042, loss_cls: 2.8147, loss: 2.8147 2020-07-04 10:20:59,516 - mmaction - INFO - Epoch [31][300/627] lr: 7.500e-03, eta: 18:22:45, time: 1.182, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5958, loss_cls: 2.8107, loss: 2.8107 2020-07-04 10:21:22,216 - mmaction - INFO - Epoch [31][320/627] lr: 7.500e-03, eta: 18:22:09, time: 1.143, data_time: 0.012, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6333, loss_cls: 3.1448, loss: 3.1448 2020-07-04 10:21:44,541 - mmaction - INFO - Epoch [31][340/627] lr: 7.500e-03, eta: 18:21:32, time: 1.113, data_time: 0.006, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5958, loss_cls: 3.0421, loss: 3.0421 2020-07-04 10:22:07,090 - mmaction - INFO - Epoch [31][360/627] lr: 7.500e-03, eta: 18:20:54, time: 1.118, data_time: 0.008, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5833, loss_cls: 3.1003, loss: 3.1003 2020-07-04 10:22:30,037 - mmaction - INFO - Epoch [31][380/627] lr: 7.500e-03, eta: 18:20:19, time: 1.153, data_time: 0.013, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6583, loss_cls: 2.8668, loss: 2.8668 2020-07-04 10:22:52,707 - mmaction - INFO - Epoch [31][400/627] lr: 7.500e-03, eta: 18:19:42, time: 1.133, data_time: 0.011, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5583, loss_cls: 3.0327, loss: 3.0327 2020-07-04 10:23:14,851 - mmaction - INFO - Epoch [31][420/627] lr: 7.500e-03, eta: 18:19:05, time: 1.114, data_time: 0.008, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6458, loss_cls: 2.8026, loss: 2.8026 2020-07-04 10:23:37,598 - mmaction - INFO - Epoch [31][440/627] lr: 7.500e-03, eta: 18:18:28, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5750, loss_cls: 3.1580, loss: 3.1580 2020-07-04 10:23:59,889 - mmaction - INFO - Epoch [31][460/627] lr: 7.500e-03, eta: 18:17:51, time: 1.112, data_time: 0.009, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6125, loss_cls: 2.9314, loss: 2.9314 2020-07-04 10:24:23,362 - mmaction - INFO - Epoch [31][480/627] lr: 7.500e-03, eta: 18:17:17, time: 1.179, data_time: 0.014, memory: 8473, top1_acc: 0.3958, top5_acc: 0.5958, loss_cls: 2.7602, loss: 2.7602 2020-07-04 10:24:45,491 - mmaction - INFO - Epoch [31][500/627] lr: 7.500e-03, eta: 18:16:39, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5792, loss_cls: 2.9823, loss: 2.9823 2020-07-04 10:25:09,500 - mmaction - INFO - Epoch [31][520/627] lr: 7.500e-03, eta: 18:16:06, time: 1.201, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6375, loss_cls: 2.7813, loss: 2.7813 2020-07-04 10:25:30,930 - mmaction - INFO - Epoch [31][540/627] lr: 7.500e-03, eta: 18:15:26, time: 1.065, data_time: 0.005, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5750, loss_cls: 3.0364, loss: 3.0364 2020-07-04 10:25:53,940 - mmaction - INFO - Epoch [31][560/627] lr: 7.500e-03, eta: 18:14:51, time: 1.157, data_time: 0.014, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6375, loss_cls: 2.7264, loss: 2.7264 2020-07-04 10:26:16,488 - mmaction - INFO - Epoch [31][580/627] lr: 7.500e-03, eta: 18:14:14, time: 1.126, data_time: 0.005, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6500, loss_cls: 2.8202, loss: 2.8202 2020-07-04 10:26:38,918 - mmaction - INFO - Epoch [31][600/627] lr: 7.500e-03, eta: 18:13:38, time: 1.122, data_time: 0.017, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5917, loss_cls: 3.1169, loss: 3.1169 2020-07-04 10:27:02,812 - mmaction - INFO - Epoch [31][620/627] lr: 7.500e-03, eta: 18:13:05, time: 1.196, data_time: 0.008, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6250, loss_cls: 2.8801, loss: 2.8801 2020-07-04 10:29:42,748 - mmaction - INFO - Epoch [32][20/627] lr: 7.500e-03, eta: 18:17:27, time: 7.641, data_time: 5.964, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.1110, loss: 3.1110 2020-07-04 10:30:05,374 - mmaction - INFO - Epoch [32][40/627] lr: 7.500e-03, eta: 18:16:50, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6625, loss_cls: 2.6897, loss: 2.6897 2020-07-04 10:30:28,325 - mmaction - INFO - Epoch [32][60/627] lr: 7.500e-03, eta: 18:16:14, time: 1.148, data_time: 0.005, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5958, loss_cls: 2.9022, loss: 2.9022 2020-07-04 10:30:50,119 - mmaction - INFO - Epoch [32][80/627] lr: 7.500e-03, eta: 18:15:36, time: 1.089, data_time: 0.010, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5917, loss_cls: 2.9491, loss: 2.9491 2020-07-04 10:31:12,909 - mmaction - INFO - Epoch [32][100/627] lr: 7.500e-03, eta: 18:15:00, time: 1.141, data_time: 0.006, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6208, loss_cls: 2.8343, loss: 2.8343 2020-07-04 10:31:35,869 - mmaction - INFO - Epoch [32][120/627] lr: 7.500e-03, eta: 18:14:24, time: 1.145, data_time: 0.005, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6125, loss_cls: 3.0186, loss: 3.0186 2020-07-04 10:31:59,070 - mmaction - INFO - Epoch [32][140/627] lr: 7.500e-03, eta: 18:13:48, time: 1.158, data_time: 0.010, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5917, loss_cls: 3.0644, loss: 3.0644 2020-07-04 10:32:21,987 - mmaction - INFO - Epoch [32][160/627] lr: 7.500e-03, eta: 18:13:13, time: 1.149, data_time: 0.009, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 3.0129, loss: 3.0129 2020-07-04 10:32:45,508 - mmaction - INFO - Epoch [32][180/627] lr: 7.500e-03, eta: 18:12:39, time: 1.176, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6167, loss_cls: 2.7057, loss: 2.7057 2020-07-04 10:33:08,577 - mmaction - INFO - Epoch [32][200/627] lr: 7.500e-03, eta: 18:12:03, time: 1.156, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6417, loss_cls: 2.6768, loss: 2.6768 2020-07-04 10:33:30,300 - mmaction - INFO - Epoch [32][220/627] lr: 7.500e-03, eta: 18:11:25, time: 1.087, data_time: 0.006, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6125, loss_cls: 2.9010, loss: 2.9010 2020-07-04 10:33:52,664 - mmaction - INFO - Epoch [32][240/627] lr: 7.500e-03, eta: 18:10:47, time: 1.115, data_time: 0.003, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5958, loss_cls: 2.9797, loss: 2.9797 2020-07-04 10:34:15,615 - mmaction - INFO - Epoch [32][260/627] lr: 7.500e-03, eta: 18:10:12, time: 1.147, data_time: 0.009, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5958, loss_cls: 2.9158, loss: 2.9158 2020-07-04 10:34:38,196 - mmaction - INFO - Epoch [32][280/627] lr: 7.500e-03, eta: 18:09:35, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5750, loss_cls: 3.0273, loss: 3.0273 2020-07-04 10:34:59,951 - mmaction - INFO - Epoch [32][300/627] lr: 7.500e-03, eta: 18:08:56, time: 1.081, data_time: 0.149, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5750, loss_cls: 2.9503, loss: 2.9503 2020-07-04 10:35:21,305 - mmaction - INFO - Epoch [32][320/627] lr: 7.500e-03, eta: 18:08:18, time: 1.078, data_time: 0.122, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5583, loss_cls: 3.0863, loss: 3.0863 2020-07-04 10:35:44,220 - mmaction - INFO - Epoch [32][340/627] lr: 7.500e-03, eta: 18:07:42, time: 1.141, data_time: 0.008, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5583, loss_cls: 3.0863, loss: 3.0863 2020-07-04 10:36:07,549 - mmaction - INFO - Epoch [32][360/627] lr: 7.500e-03, eta: 18:07:07, time: 1.166, data_time: 0.010, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 2.9173, loss: 2.9173 2020-07-04 10:36:31,253 - mmaction - INFO - Epoch [32][380/627] lr: 7.500e-03, eta: 18:06:34, time: 1.185, data_time: 0.013, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6375, loss_cls: 2.8447, loss: 2.8447 2020-07-04 10:36:53,803 - mmaction - INFO - Epoch [32][400/627] lr: 7.500e-03, eta: 18:05:57, time: 1.126, data_time: 0.041, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6000, loss_cls: 2.9642, loss: 2.9642 2020-07-04 10:37:16,762 - mmaction - INFO - Epoch [32][420/627] lr: 7.500e-03, eta: 18:05:22, time: 1.148, data_time: 0.015, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.7079, loss: 2.7079 2020-07-04 10:37:39,109 - mmaction - INFO - Epoch [32][440/627] lr: 7.500e-03, eta: 18:04:45, time: 1.115, data_time: 0.012, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6000, loss_cls: 2.9024, loss: 2.9024 2020-07-04 10:38:01,112 - mmaction - INFO - Epoch [32][460/627] lr: 7.500e-03, eta: 18:04:07, time: 1.104, data_time: 0.018, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.9723, loss: 2.9723 2020-07-04 10:38:23,370 - mmaction - INFO - Epoch [32][480/627] lr: 7.500e-03, eta: 18:03:31, time: 1.118, data_time: 0.011, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5958, loss_cls: 3.0217, loss: 3.0217 2020-07-04 10:38:45,430 - mmaction - INFO - Epoch [32][500/627] lr: 7.500e-03, eta: 18:02:53, time: 1.104, data_time: 0.009, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5625, loss_cls: 3.0865, loss: 3.0865 2020-07-04 10:39:08,417 - mmaction - INFO - Epoch [32][520/627] lr: 7.500e-03, eta: 18:02:18, time: 1.145, data_time: 0.005, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6542, loss_cls: 2.7170, loss: 2.7170 2020-07-04 10:39:30,275 - mmaction - INFO - Epoch [32][540/627] lr: 7.500e-03, eta: 18:01:40, time: 1.095, data_time: 0.012, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6250, loss_cls: 2.8655, loss: 2.8655 2020-07-04 10:39:54,181 - mmaction - INFO - Epoch [32][560/627] lr: 7.500e-03, eta: 18:01:07, time: 1.190, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.7035, loss: 2.7035 2020-07-04 10:40:18,014 - mmaction - INFO - Epoch [32][580/627] lr: 7.500e-03, eta: 18:00:32, time: 1.148, data_time: 0.022, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6083, loss_cls: 2.8580, loss: 2.8580 2020-07-04 10:40:38,334 - mmaction - INFO - Epoch [32][600/627] lr: 7.500e-03, eta: 17:59:53, time: 1.069, data_time: 0.111, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.7890, loss: 2.7890 2020-07-04 10:41:01,892 - mmaction - INFO - Epoch [32][620/627] lr: 7.500e-03, eta: 17:59:20, time: 1.180, data_time: 0.002, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6250, loss_cls: 2.8980, loss: 2.8980 2020-07-04 10:43:37,357 - mmaction - INFO - Epoch [33][20/627] lr: 7.500e-03, eta: 18:03:20, time: 7.463, data_time: 5.465, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5792, loss_cls: 2.9689, loss: 2.9689 2020-07-04 10:43:59,549 - mmaction - INFO - Epoch [33][40/627] lr: 7.500e-03, eta: 18:02:43, time: 1.111, data_time: 0.007, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6500, loss_cls: 2.6885, loss: 2.6885 2020-07-04 10:44:23,073 - mmaction - INFO - Epoch [33][60/627] lr: 7.500e-03, eta: 18:02:09, time: 1.176, data_time: 0.004, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6167, loss_cls: 2.9288, loss: 2.9288 2020-07-04 10:44:45,490 - mmaction - INFO - Epoch [33][80/627] lr: 7.500e-03, eta: 18:01:32, time: 1.120, data_time: 0.004, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5500, loss_cls: 3.2214, loss: 3.2214 2020-07-04 10:45:08,159 - mmaction - INFO - Epoch [33][100/627] lr: 7.500e-03, eta: 18:00:56, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 2.9123, loss: 2.9123 2020-07-04 10:45:30,890 - mmaction - INFO - Epoch [33][120/627] lr: 7.500e-03, eta: 18:00:20, time: 1.135, data_time: 0.003, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6292, loss_cls: 2.6993, loss: 2.6993 2020-07-04 10:45:52,573 - mmaction - INFO - Epoch [33][140/627] lr: 7.500e-03, eta: 17:59:42, time: 1.082, data_time: 0.008, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6208, loss_cls: 2.8927, loss: 2.8927 2020-07-04 10:46:15,262 - mmaction - INFO - Epoch [33][160/627] lr: 7.500e-03, eta: 17:59:06, time: 1.134, data_time: 0.006, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.8220, loss: 2.8220 2020-07-04 10:46:37,707 - mmaction - INFO - Epoch [33][180/627] lr: 7.500e-03, eta: 17:58:30, time: 1.128, data_time: 0.009, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5333, loss_cls: 3.0307, loss: 3.0307 2020-07-04 10:47:00,165 - mmaction - INFO - Epoch [33][200/627] lr: 7.500e-03, eta: 17:57:53, time: 1.116, data_time: 0.002, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6167, loss_cls: 2.8265, loss: 2.8265 2020-07-04 10:47:22,588 - mmaction - INFO - Epoch [33][220/627] lr: 7.500e-03, eta: 17:57:16, time: 1.123, data_time: 0.051, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5458, loss_cls: 3.1462, loss: 3.1462 2020-07-04 10:47:46,256 - mmaction - INFO - Epoch [33][240/627] lr: 7.500e-03, eta: 17:56:43, time: 1.186, data_time: 0.113, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5667, loss_cls: 3.1829, loss: 3.1829 2020-07-04 10:48:08,031 - mmaction - INFO - Epoch [33][260/627] lr: 7.500e-03, eta: 17:56:05, time: 1.084, data_time: 0.008, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5792, loss_cls: 3.0816, loss: 3.0816 2020-07-04 10:48:29,977 - mmaction - INFO - Epoch [33][280/627] lr: 7.500e-03, eta: 17:55:28, time: 1.101, data_time: 0.009, memory: 8473, top1_acc: 0.2750, top5_acc: 0.5667, loss_cls: 3.1735, loss: 3.1735 2020-07-04 10:48:52,854 - mmaction - INFO - Epoch [33][300/627] lr: 7.500e-03, eta: 17:54:52, time: 1.141, data_time: 0.008, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6000, loss_cls: 2.8407, loss: 2.8407 2020-07-04 10:49:15,225 - mmaction - INFO - Epoch [33][320/627] lr: 7.500e-03, eta: 17:54:16, time: 1.121, data_time: 0.013, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5708, loss_cls: 3.0343, loss: 3.0343 2020-07-04 10:49:37,874 - mmaction - INFO - Epoch [33][340/627] lr: 7.500e-03, eta: 17:53:40, time: 1.132, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5958, loss_cls: 2.8835, loss: 2.8835 2020-07-04 10:50:00,921 - mmaction - INFO - Epoch [33][360/627] lr: 7.500e-03, eta: 17:53:05, time: 1.153, data_time: 0.005, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6333, loss_cls: 2.9372, loss: 2.9372 2020-07-04 10:50:22,556 - mmaction - INFO - Epoch [33][380/627] lr: 7.500e-03, eta: 17:52:27, time: 1.077, data_time: 0.033, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5750, loss_cls: 2.9356, loss: 2.9356 2020-07-04 10:50:47,018 - mmaction - INFO - Epoch [33][400/627] lr: 7.500e-03, eta: 17:51:56, time: 1.226, data_time: 0.013, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6208, loss_cls: 2.7700, loss: 2.7700 2020-07-04 10:51:08,608 - mmaction - INFO - Epoch [33][420/627] lr: 7.500e-03, eta: 17:51:17, time: 1.079, data_time: 0.007, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6083, loss_cls: 2.7190, loss: 2.7190 2020-07-04 10:51:30,775 - mmaction - INFO - Epoch [33][440/627] lr: 7.500e-03, eta: 17:50:41, time: 1.110, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5792, loss_cls: 2.9386, loss: 2.9386 2020-07-04 10:51:54,592 - mmaction - INFO - Epoch [33][460/627] lr: 7.500e-03, eta: 17:50:08, time: 1.193, data_time: 0.006, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5542, loss_cls: 3.2352, loss: 3.2352 2020-07-04 10:52:17,637 - mmaction - INFO - Epoch [33][480/627] lr: 7.500e-03, eta: 17:49:33, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5792, loss_cls: 3.1038, loss: 3.1038 2020-07-04 10:52:38,908 - mmaction - INFO - Epoch [33][500/627] lr: 7.500e-03, eta: 17:48:54, time: 1.064, data_time: 0.001, memory: 8473, top1_acc: 0.3917, top5_acc: 0.5792, loss_cls: 2.8363, loss: 2.8363 2020-07-04 10:53:01,953 - mmaction - INFO - Epoch [33][520/627] lr: 7.500e-03, eta: 17:48:20, time: 1.147, data_time: 0.001, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5958, loss_cls: 2.9588, loss: 2.9588 2020-07-04 10:53:25,263 - mmaction - INFO - Epoch [33][540/627] lr: 7.500e-03, eta: 17:47:46, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5750, loss_cls: 3.0731, loss: 3.0731 2020-07-04 10:53:46,880 - mmaction - INFO - Epoch [33][560/627] lr: 7.500e-03, eta: 17:47:08, time: 1.085, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6042, loss_cls: 2.9482, loss: 2.9482 2020-07-04 10:54:09,952 - mmaction - INFO - Epoch [33][580/627] lr: 7.500e-03, eta: 17:46:33, time: 1.152, data_time: 0.007, memory: 8473, top1_acc: 0.3167, top5_acc: 0.6333, loss_cls: 2.9007, loss: 2.9007 2020-07-04 10:54:33,008 - mmaction - INFO - Epoch [33][600/627] lr: 7.500e-03, eta: 17:45:59, time: 1.154, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5958, loss_cls: 2.8798, loss: 2.8798 2020-07-04 10:54:56,268 - mmaction - INFO - Epoch [33][620/627] lr: 7.500e-03, eta: 17:45:25, time: 1.163, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6167, loss_cls: 2.7450, loss: 2.7450 2020-07-04 10:57:38,464 - mmaction - INFO - Epoch [34][20/627] lr: 7.500e-03, eta: 17:49:27, time: 7.751, data_time: 5.631, memory: 8473, top1_acc: 0.2875, top5_acc: 0.5833, loss_cls: 3.0920, loss: 3.0920 2020-07-04 10:58:00,946 - mmaction - INFO - Epoch [34][40/627] lr: 7.500e-03, eta: 17:48:51, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6833, loss_cls: 2.6438, loss: 2.6438 2020-07-04 10:58:22,761 - mmaction - INFO - Epoch [34][60/627] lr: 7.500e-03, eta: 17:48:13, time: 1.092, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6708, loss_cls: 2.5399, loss: 2.5399 2020-07-04 10:58:45,693 - mmaction - INFO - Epoch [34][80/627] lr: 7.500e-03, eta: 17:47:38, time: 1.145, data_time: 0.009, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6542, loss_cls: 2.6087, loss: 2.6087 2020-07-04 10:59:08,038 - mmaction - INFO - Epoch [34][100/627] lr: 7.500e-03, eta: 17:47:02, time: 1.123, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6708, loss_cls: 2.6494, loss: 2.6494 2020-07-04 10:59:31,142 - mmaction - INFO - Epoch [34][120/627] lr: 7.500e-03, eta: 17:46:27, time: 1.149, data_time: 0.005, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6500, loss_cls: 2.6580, loss: 2.6580 2020-07-04 10:59:52,675 - mmaction - INFO - Epoch [34][140/627] lr: 7.500e-03, eta: 17:45:49, time: 1.081, data_time: 0.012, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6000, loss_cls: 3.0714, loss: 3.0714 2020-07-04 11:00:20,538 - mmaction - INFO - Epoch [34][160/627] lr: 7.500e-03, eta: 17:45:25, time: 1.388, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6417, loss_cls: 2.7293, loss: 2.7293 2020-07-04 11:00:43,156 - mmaction - INFO - Epoch [34][180/627] lr: 7.500e-03, eta: 17:44:49, time: 1.131, data_time: 0.038, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6417, loss_cls: 2.7640, loss: 2.7640 2020-07-04 11:01:06,009 - mmaction - INFO - Epoch [34][200/627] lr: 7.500e-03, eta: 17:44:14, time: 1.142, data_time: 0.188, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.8144, loss: 2.8144 2020-07-04 11:01:29,941 - mmaction - INFO - Epoch [34][220/627] lr: 7.500e-03, eta: 17:43:42, time: 1.197, data_time: 0.019, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6000, loss_cls: 2.9176, loss: 2.9176 2020-07-04 11:01:51,869 - mmaction - INFO - Epoch [34][240/627] lr: 7.500e-03, eta: 17:43:05, time: 1.102, data_time: 0.187, memory: 8473, top1_acc: 0.3167, top5_acc: 0.5625, loss_cls: 3.0007, loss: 3.0007 2020-07-04 11:02:14,858 - mmaction - INFO - Epoch [34][260/627] lr: 7.500e-03, eta: 17:42:30, time: 1.143, data_time: 0.018, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5708, loss_cls: 3.1268, loss: 3.1268 2020-07-04 11:02:36,929 - mmaction - INFO - Epoch [34][280/627] lr: 7.500e-03, eta: 17:41:53, time: 1.101, data_time: 0.012, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6250, loss_cls: 2.8692, loss: 2.8692 2020-07-04 11:03:00,550 - mmaction - INFO - Epoch [34][300/627] lr: 7.500e-03, eta: 17:41:20, time: 1.185, data_time: 0.012, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5917, loss_cls: 2.9260, loss: 2.9260 2020-07-04 11:03:23,200 - mmaction - INFO - Epoch [34][320/627] lr: 7.500e-03, eta: 17:40:44, time: 1.133, data_time: 0.009, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6500, loss_cls: 2.7260, loss: 2.7260 2020-07-04 11:03:45,661 - mmaction - INFO - Epoch [34][340/627] lr: 7.500e-03, eta: 17:40:09, time: 1.124, data_time: 0.007, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5208, loss_cls: 3.1999, loss: 3.1999 2020-07-04 11:04:07,976 - mmaction - INFO - Epoch [34][360/627] lr: 7.500e-03, eta: 17:39:33, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6000, loss_cls: 2.9788, loss: 2.9788 2020-07-04 11:04:30,795 - mmaction - INFO - Epoch [34][380/627] lr: 7.500e-03, eta: 17:38:57, time: 1.138, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6500, loss_cls: 2.7728, loss: 2.7728 2020-07-04 11:04:53,675 - mmaction - INFO - Epoch [34][400/627] lr: 7.500e-03, eta: 17:38:23, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5583, loss_cls: 2.9512, loss: 2.9512 2020-07-04 11:05:16,858 - mmaction - INFO - Epoch [34][420/627] lr: 7.500e-03, eta: 17:37:49, time: 1.159, data_time: 0.006, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 2.8831, loss: 2.8831 2020-07-04 11:05:39,789 - mmaction - INFO - Epoch [34][440/627] lr: 7.500e-03, eta: 17:37:14, time: 1.150, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.5792, loss_cls: 2.9264, loss: 2.9264 2020-07-04 11:06:02,552 - mmaction - INFO - Epoch [34][460/627] lr: 7.500e-03, eta: 17:36:39, time: 1.136, data_time: 0.001, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6333, loss_cls: 2.8062, loss: 2.8062 2020-07-04 11:06:25,307 - mmaction - INFO - Epoch [34][480/627] lr: 7.500e-03, eta: 17:36:04, time: 1.134, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6417, loss_cls: 2.7965, loss: 2.7965 2020-07-04 11:06:47,727 - mmaction - INFO - Epoch [34][500/627] lr: 7.500e-03, eta: 17:35:28, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6167, loss_cls: 2.8644, loss: 2.8644 2020-07-04 11:07:09,853 - mmaction - INFO - Epoch [34][520/627] lr: 7.500e-03, eta: 17:34:52, time: 1.106, data_time: 0.042, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6042, loss_cls: 2.8635, loss: 2.8635 2020-07-04 11:07:32,879 - mmaction - INFO - Epoch [34][540/627] lr: 7.500e-03, eta: 17:34:18, time: 1.154, data_time: 0.104, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6000, loss_cls: 2.8972, loss: 2.8972 2020-07-04 11:07:55,633 - mmaction - INFO - Epoch [34][560/627] lr: 7.500e-03, eta: 17:33:43, time: 1.134, data_time: 0.135, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6083, loss_cls: 2.9455, loss: 2.9455 2020-07-04 11:08:17,625 - mmaction - INFO - Epoch [34][580/627] lr: 7.500e-03, eta: 17:33:06, time: 1.105, data_time: 0.256, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5792, loss_cls: 2.8794, loss: 2.8794 2020-07-04 11:08:40,898 - mmaction - INFO - Epoch [34][600/627] lr: 7.500e-03, eta: 17:32:32, time: 1.164, data_time: 0.181, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6250, loss_cls: 2.7200, loss: 2.7200 2020-07-04 11:09:04,066 - mmaction - INFO - Epoch [34][620/627] lr: 7.500e-03, eta: 17:31:58, time: 1.150, data_time: 0.052, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6042, loss_cls: 2.9544, loss: 2.9544 2020-07-04 11:12:09,050 - mmaction - INFO - Epoch [35][20/627] lr: 7.500e-03, eta: 17:36:25, time: 8.572, data_time: 7.337, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6083, loss_cls: 2.7987, loss: 2.7987 2020-07-04 11:12:31,560 - mmaction - INFO - Epoch [35][40/627] lr: 7.500e-03, eta: 17:35:50, time: 1.126, data_time: 0.007, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5750, loss_cls: 3.1110, loss: 3.1110 2020-07-04 11:12:54,051 - mmaction - INFO - Epoch [35][60/627] lr: 7.500e-03, eta: 17:35:14, time: 1.127, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.8346, loss: 2.8346 2020-07-04 11:13:16,869 - mmaction - INFO - Epoch [35][80/627] lr: 7.500e-03, eta: 17:34:39, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6208, loss_cls: 2.8382, loss: 2.8382 2020-07-04 11:13:39,091 - mmaction - INFO - Epoch [35][100/627] lr: 7.500e-03, eta: 17:34:03, time: 1.111, data_time: 0.002, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5625, loss_cls: 3.0347, loss: 3.0347 2020-07-04 11:14:02,254 - mmaction - INFO - Epoch [35][120/627] lr: 7.500e-03, eta: 17:33:28, time: 1.157, data_time: 0.001, memory: 8473, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.3005, loss: 3.3005 2020-07-04 11:14:24,570 - mmaction - INFO - Epoch [35][140/627] lr: 7.500e-03, eta: 17:32:52, time: 1.111, data_time: 0.005, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.4928, loss: 2.4928 2020-07-04 11:14:47,154 - mmaction - INFO - Epoch [35][160/627] lr: 7.500e-03, eta: 17:32:17, time: 1.131, data_time: 0.009, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5750, loss_cls: 3.1608, loss: 3.1608 2020-07-04 11:15:08,797 - mmaction - INFO - Epoch [35][180/627] lr: 7.500e-03, eta: 17:31:39, time: 1.086, data_time: 0.008, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6083, loss_cls: 2.8772, loss: 2.8772 2020-07-04 11:15:31,083 - mmaction - INFO - Epoch [35][200/627] lr: 7.500e-03, eta: 17:31:03, time: 1.108, data_time: 0.002, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6250, loss_cls: 2.7542, loss: 2.7542 2020-07-04 11:15:54,161 - mmaction - INFO - Epoch [35][220/627] lr: 7.500e-03, eta: 17:30:29, time: 1.155, data_time: 0.011, memory: 8473, top1_acc: 0.3083, top5_acc: 0.5792, loss_cls: 2.9869, loss: 2.9869 2020-07-04 11:16:17,670 - mmaction - INFO - Epoch [35][240/627] lr: 7.500e-03, eta: 17:29:55, time: 1.176, data_time: 0.006, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6792, loss_cls: 2.6504, loss: 2.6504 2020-07-04 11:16:39,406 - mmaction - INFO - Epoch [35][260/627] lr: 7.500e-03, eta: 17:29:18, time: 1.087, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6458, loss_cls: 2.7701, loss: 2.7701 2020-07-04 11:17:01,442 - mmaction - INFO - Epoch [35][280/627] lr: 7.500e-03, eta: 17:28:42, time: 1.100, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5792, loss_cls: 2.9449, loss: 2.9449 2020-07-04 11:17:23,774 - mmaction - INFO - Epoch [35][300/627] lr: 7.500e-03, eta: 17:28:06, time: 1.117, data_time: 0.010, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5750, loss_cls: 2.8988, loss: 2.8988 2020-07-04 11:17:47,277 - mmaction - INFO - Epoch [35][320/627] lr: 7.500e-03, eta: 17:27:33, time: 1.181, data_time: 0.007, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5875, loss_cls: 2.8813, loss: 2.8813 2020-07-04 11:18:10,321 - mmaction - INFO - Epoch [35][340/627] lr: 7.500e-03, eta: 17:26:58, time: 1.148, data_time: 0.001, memory: 8473, top1_acc: 0.3292, top5_acc: 0.5958, loss_cls: 2.9558, loss: 2.9558 2020-07-04 11:18:32,925 - mmaction - INFO - Epoch [35][360/627] lr: 7.500e-03, eta: 17:26:23, time: 1.124, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5875, loss_cls: 3.1623, loss: 3.1623 2020-07-04 11:18:55,158 - mmaction - INFO - Epoch [35][380/627] lr: 7.500e-03, eta: 17:25:47, time: 1.117, data_time: 0.011, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5875, loss_cls: 3.0497, loss: 3.0497 2020-07-04 11:19:17,242 - mmaction - INFO - Epoch [35][400/627] lr: 7.500e-03, eta: 17:25:11, time: 1.098, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.7810, loss: 2.7810 2020-07-04 11:19:39,978 - mmaction - INFO - Epoch [35][420/627] lr: 7.500e-03, eta: 17:24:36, time: 1.136, data_time: 0.015, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6125, loss_cls: 2.7849, loss: 2.7849 2020-07-04 11:20:01,716 - mmaction - INFO - Epoch [35][440/627] lr: 7.500e-03, eta: 17:23:59, time: 1.090, data_time: 0.078, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 2.9601, loss: 2.9601 2020-07-04 11:20:23,920 - mmaction - INFO - Epoch [35][460/627] lr: 7.500e-03, eta: 17:23:23, time: 1.115, data_time: 0.010, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5667, loss_cls: 3.0078, loss: 3.0078 2020-07-04 11:20:47,657 - mmaction - INFO - Epoch [35][480/627] lr: 7.500e-03, eta: 17:22:51, time: 1.185, data_time: 0.008, memory: 8473, top1_acc: 0.3000, top5_acc: 0.6167, loss_cls: 3.0266, loss: 3.0266 2020-07-04 11:21:09,670 - mmaction - INFO - Epoch [35][500/627] lr: 7.500e-03, eta: 17:22:15, time: 1.105, data_time: 0.007, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5875, loss_cls: 2.9090, loss: 2.9090 2020-07-04 11:21:32,791 - mmaction - INFO - Epoch [35][520/627] lr: 7.500e-03, eta: 17:21:41, time: 1.152, data_time: 0.005, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5750, loss_cls: 3.0599, loss: 3.0599 2020-07-04 11:21:56,056 - mmaction - INFO - Epoch [35][540/627] lr: 7.500e-03, eta: 17:21:07, time: 1.162, data_time: 0.006, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6000, loss_cls: 2.9141, loss: 2.9141 2020-07-04 11:22:18,134 - mmaction - INFO - Epoch [35][560/627] lr: 7.500e-03, eta: 17:20:31, time: 1.096, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.8883, loss: 2.8883 2020-07-04 11:22:40,314 - mmaction - INFO - Epoch [35][580/627] lr: 7.500e-03, eta: 17:19:55, time: 1.117, data_time: 0.019, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5792, loss_cls: 2.9873, loss: 2.9873 2020-07-04 11:23:02,759 - mmaction - INFO - Epoch [35][600/627] lr: 7.500e-03, eta: 17:19:20, time: 1.122, data_time: 0.007, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6292, loss_cls: 2.9728, loss: 2.9728 2020-07-04 11:23:25,530 - mmaction - INFO - Epoch [35][620/627] lr: 7.500e-03, eta: 17:18:45, time: 1.140, data_time: 0.012, memory: 8473, top1_acc: 0.3167, top5_acc: 0.6042, loss_cls: 2.9768, loss: 2.9768 2020-07-04 11:23:33,444 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-04 11:26:35,224 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 11:26:36,205 - mmaction - INFO - top1_acc 0.4116 top5_acc 0.6680 2020-07-04 11:26:36,205 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 11:26:36,285 - mmaction - INFO - mean_acc 0.4115 2020-07-04 11:26:36,293 - mmaction - INFO - Epoch [35][627/627] lr: 7.500e-03, top1_acc: 0.4116, top5_acc: 0.6680, mean_class_accuracy: 0.4115 2020-07-04 11:29:00,715 - mmaction - INFO - Epoch [36][20/627] lr: 7.500e-03, eta: 17:22:02, time: 7.216, data_time: 5.626, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6042, loss_cls: 2.8658, loss: 2.8658 2020-07-04 11:29:22,444 - mmaction - INFO - Epoch [36][40/627] lr: 7.500e-03, eta: 17:21:25, time: 1.088, data_time: 0.006, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6042, loss_cls: 2.8439, loss: 2.8439 2020-07-04 11:29:45,550 - mmaction - INFO - Epoch [36][60/627] lr: 7.500e-03, eta: 17:20:51, time: 1.151, data_time: 0.004, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5792, loss_cls: 2.8045, loss: 2.8045 2020-07-04 11:30:07,993 - mmaction - INFO - Epoch [36][80/627] lr: 7.500e-03, eta: 17:20:15, time: 1.128, data_time: 0.011, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6000, loss_cls: 3.0015, loss: 3.0015 2020-07-04 11:30:29,863 - mmaction - INFO - Epoch [36][100/627] lr: 7.500e-03, eta: 17:19:39, time: 1.092, data_time: 0.002, memory: 8473, top1_acc: 0.3125, top5_acc: 0.6083, loss_cls: 2.9734, loss: 2.9734 2020-07-04 11:30:52,719 - mmaction - INFO - Epoch [36][120/627] lr: 7.500e-03, eta: 17:19:04, time: 1.141, data_time: 0.006, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5958, loss_cls: 2.9047, loss: 2.9047 2020-07-04 11:31:16,129 - mmaction - INFO - Epoch [36][140/627] lr: 7.500e-03, eta: 17:18:31, time: 1.170, data_time: 0.006, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6000, loss_cls: 2.8027, loss: 2.8027 2020-07-04 11:31:38,935 - mmaction - INFO - Epoch [36][160/627] lr: 7.500e-03, eta: 17:17:56, time: 1.142, data_time: 0.014, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6167, loss_cls: 2.8846, loss: 2.8846 2020-07-04 11:32:01,557 - mmaction - INFO - Epoch [36][180/627] lr: 7.500e-03, eta: 17:17:21, time: 1.129, data_time: 0.006, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6125, loss_cls: 3.0161, loss: 3.0161 2020-07-04 11:32:24,581 - mmaction - INFO - Epoch [36][200/627] lr: 7.500e-03, eta: 17:16:47, time: 1.153, data_time: 0.010, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.4590, loss: 2.4590 2020-07-04 11:32:47,505 - mmaction - INFO - Epoch [36][220/627] lr: 7.500e-03, eta: 17:16:13, time: 1.139, data_time: 0.005, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.8567, loss: 2.8567 2020-07-04 11:33:09,844 - mmaction - INFO - Epoch [36][240/627] lr: 7.500e-03, eta: 17:15:37, time: 1.123, data_time: 0.012, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6292, loss_cls: 2.8078, loss: 2.8078 2020-07-04 11:33:32,423 - mmaction - INFO - Epoch [36][260/627] lr: 7.500e-03, eta: 17:15:02, time: 1.126, data_time: 0.009, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6167, loss_cls: 2.9252, loss: 2.9252 2020-07-04 11:33:54,258 - mmaction - INFO - Epoch [36][280/627] lr: 7.500e-03, eta: 17:14:26, time: 1.088, data_time: 0.009, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6458, loss_cls: 2.8063, loss: 2.8063 2020-07-04 11:34:16,570 - mmaction - INFO - Epoch [36][300/627] lr: 7.500e-03, eta: 17:13:50, time: 1.117, data_time: 0.015, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.7414, loss: 2.7414 2020-07-04 11:34:38,944 - mmaction - INFO - Epoch [36][320/627] lr: 7.500e-03, eta: 17:13:15, time: 1.122, data_time: 0.011, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 3.0631, loss: 3.0631 2020-07-04 11:35:01,018 - mmaction - INFO - Epoch [36][340/627] lr: 7.500e-03, eta: 17:12:39, time: 1.106, data_time: 0.010, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5625, loss_cls: 3.0464, loss: 3.0464 2020-07-04 11:35:23,942 - mmaction - INFO - Epoch [36][360/627] lr: 7.500e-03, eta: 17:12:05, time: 1.146, data_time: 0.006, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.6050, loss: 2.6050 2020-07-04 11:35:46,326 - mmaction - INFO - Epoch [36][380/627] lr: 7.500e-03, eta: 17:11:30, time: 1.112, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6333, loss_cls: 2.7255, loss: 2.7255 2020-07-04 11:36:09,499 - mmaction - INFO - Epoch [36][400/627] lr: 7.500e-03, eta: 17:10:56, time: 1.163, data_time: 0.013, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5542, loss_cls: 3.0476, loss: 3.0476 2020-07-04 11:36:31,684 - mmaction - INFO - Epoch [36][420/627] lr: 7.500e-03, eta: 17:10:21, time: 1.115, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6292, loss_cls: 2.8732, loss: 2.8732 2020-07-04 11:36:54,294 - mmaction - INFO - Epoch [36][440/627] lr: 7.500e-03, eta: 17:09:46, time: 1.130, data_time: 0.006, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6583, loss_cls: 2.6067, loss: 2.6067 2020-07-04 11:37:15,895 - mmaction - INFO - Epoch [36][460/627] lr: 7.500e-03, eta: 17:09:09, time: 1.080, data_time: 0.003, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6250, loss_cls: 2.8495, loss: 2.8495 2020-07-04 11:37:38,621 - mmaction - INFO - Epoch [36][480/627] lr: 7.500e-03, eta: 17:08:35, time: 1.133, data_time: 0.006, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6333, loss_cls: 2.8770, loss: 2.8770 2020-07-04 11:38:01,544 - mmaction - INFO - Epoch [36][500/627] lr: 7.500e-03, eta: 17:08:01, time: 1.144, data_time: 0.006, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6250, loss_cls: 2.8719, loss: 2.8719 2020-07-04 11:38:24,189 - mmaction - INFO - Epoch [36][520/627] lr: 7.500e-03, eta: 17:07:27, time: 1.136, data_time: 0.012, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 2.9156, loss: 2.9156 2020-07-04 11:38:46,606 - mmaction - INFO - Epoch [36][540/627] lr: 7.500e-03, eta: 17:06:51, time: 1.119, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5833, loss_cls: 3.0551, loss: 3.0551 2020-07-04 11:39:08,392 - mmaction - INFO - Epoch [36][560/627] lr: 7.500e-03, eta: 17:06:15, time: 1.084, data_time: 0.009, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6208, loss_cls: 2.7972, loss: 2.7972 2020-07-04 11:39:32,196 - mmaction - INFO - Epoch [36][580/627] lr: 7.500e-03, eta: 17:05:43, time: 1.191, data_time: 0.015, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.8576, loss: 2.8576 2020-07-04 11:39:54,905 - mmaction - INFO - Epoch [36][600/627] lr: 7.500e-03, eta: 17:05:09, time: 1.138, data_time: 0.012, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6292, loss_cls: 2.7677, loss: 2.7677 2020-07-04 11:40:17,004 - mmaction - INFO - Epoch [36][620/627] lr: 7.500e-03, eta: 17:04:33, time: 1.105, data_time: 0.012, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 3.0466, loss: 3.0466 2020-07-04 11:42:51,076 - mmaction - INFO - Epoch [37][20/627] lr: 7.500e-03, eta: 17:07:46, time: 7.352, data_time: 5.280, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6333, loss_cls: 2.6713, loss: 2.6713 2020-07-04 11:43:13,587 - mmaction - INFO - Epoch [37][40/627] lr: 7.500e-03, eta: 17:07:11, time: 1.119, data_time: 0.005, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6667, loss_cls: 2.7453, loss: 2.7453 2020-07-04 11:43:35,990 - mmaction - INFO - Epoch [37][60/627] lr: 7.500e-03, eta: 17:06:36, time: 1.124, data_time: 0.010, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6583, loss_cls: 2.7160, loss: 2.7160 2020-07-04 11:43:57,769 - mmaction - INFO - Epoch [37][80/627] lr: 7.500e-03, eta: 17:05:59, time: 1.089, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6750, loss_cls: 2.6799, loss: 2.6799 2020-07-04 11:44:20,991 - mmaction - INFO - Epoch [37][100/627] lr: 7.500e-03, eta: 17:05:26, time: 1.162, data_time: 0.010, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6000, loss_cls: 2.8303, loss: 2.8303 2020-07-04 11:44:44,235 - mmaction - INFO - Epoch [37][120/627] lr: 7.500e-03, eta: 17:04:52, time: 1.157, data_time: 0.006, memory: 8473, top1_acc: 0.3000, top5_acc: 0.5667, loss_cls: 3.1504, loss: 3.1504 2020-07-04 11:45:06,523 - mmaction - INFO - Epoch [37][140/627] lr: 7.500e-03, eta: 17:04:17, time: 1.122, data_time: 0.014, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5833, loss_cls: 2.9239, loss: 2.9239 2020-07-04 11:45:29,072 - mmaction - INFO - Epoch [37][160/627] lr: 7.500e-03, eta: 17:03:42, time: 1.125, data_time: 0.003, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6250, loss_cls: 2.7726, loss: 2.7726 2020-07-04 11:45:51,078 - mmaction - INFO - Epoch [37][180/627] lr: 7.500e-03, eta: 17:03:06, time: 1.098, data_time: 0.008, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5458, loss_cls: 3.0375, loss: 3.0375 2020-07-04 11:46:14,310 - mmaction - INFO - Epoch [37][200/627] lr: 7.500e-03, eta: 17:02:33, time: 1.163, data_time: 0.008, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5917, loss_cls: 2.9681, loss: 2.9681 2020-07-04 11:46:36,865 - mmaction - INFO - Epoch [37][220/627] lr: 7.500e-03, eta: 17:01:59, time: 1.130, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6333, loss_cls: 2.7894, loss: 2.7894 2020-07-04 11:46:59,176 - mmaction - INFO - Epoch [37][240/627] lr: 7.500e-03, eta: 17:01:23, time: 1.111, data_time: 0.019, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5958, loss_cls: 2.8257, loss: 2.8257 2020-07-04 11:47:21,555 - mmaction - INFO - Epoch [37][260/627] lr: 7.500e-03, eta: 17:00:48, time: 1.122, data_time: 0.105, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6292, loss_cls: 2.8180, loss: 2.8180 2020-07-04 11:47:44,636 - mmaction - INFO - Epoch [37][280/627] lr: 7.500e-03, eta: 17:00:15, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6333, loss_cls: 2.8489, loss: 2.8489 2020-07-04 11:48:06,389 - mmaction - INFO - Epoch [37][300/627] lr: 7.500e-03, eta: 16:59:39, time: 1.086, data_time: 0.003, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6167, loss_cls: 2.8583, loss: 2.8583 2020-07-04 11:48:28,640 - mmaction - INFO - Epoch [37][320/627] lr: 7.500e-03, eta: 16:59:03, time: 1.112, data_time: 0.007, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6208, loss_cls: 2.9298, loss: 2.9298 2020-07-04 11:48:52,059 - mmaction - INFO - Epoch [37][340/627] lr: 7.500e-03, eta: 16:58:30, time: 1.168, data_time: 0.006, memory: 8473, top1_acc: 0.3167, top5_acc: 0.6167, loss_cls: 3.0501, loss: 3.0501 2020-07-04 11:49:14,463 - mmaction - INFO - Epoch [37][360/627] lr: 7.500e-03, eta: 16:57:56, time: 1.122, data_time: 0.019, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6250, loss_cls: 2.8818, loss: 2.8818 2020-07-04 11:49:35,976 - mmaction - INFO - Epoch [37][380/627] lr: 7.500e-03, eta: 16:57:19, time: 1.075, data_time: 0.010, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6583, loss_cls: 2.7264, loss: 2.7264 2020-07-04 11:49:59,042 - mmaction - INFO - Epoch [37][400/627] lr: 7.500e-03, eta: 16:56:46, time: 1.160, data_time: 0.008, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5708, loss_cls: 3.0647, loss: 3.0647 2020-07-04 11:50:21,704 - mmaction - INFO - Epoch [37][420/627] lr: 7.500e-03, eta: 16:56:11, time: 1.125, data_time: 0.006, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.7744, loss: 2.7744 2020-07-04 11:50:44,532 - mmaction - INFO - Epoch [37][440/627] lr: 7.500e-03, eta: 16:55:38, time: 1.147, data_time: 0.047, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 2.7174, loss: 2.7174 2020-07-04 11:51:06,775 - mmaction - INFO - Epoch [37][460/627] lr: 7.500e-03, eta: 16:55:02, time: 1.110, data_time: 0.004, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6375, loss_cls: 2.7642, loss: 2.7642 2020-07-04 11:51:29,036 - mmaction - INFO - Epoch [37][480/627] lr: 7.500e-03, eta: 16:54:28, time: 1.118, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6458, loss_cls: 2.6479, loss: 2.6479 2020-07-04 11:51:51,822 - mmaction - INFO - Epoch [37][500/627] lr: 7.500e-03, eta: 16:53:53, time: 1.132, data_time: 0.001, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5958, loss_cls: 2.9905, loss: 2.9905 2020-07-04 11:52:14,297 - mmaction - INFO - Epoch [37][520/627] lr: 7.500e-03, eta: 16:53:19, time: 1.122, data_time: 0.012, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5958, loss_cls: 3.0864, loss: 3.0864 2020-07-04 11:52:36,094 - mmaction - INFO - Epoch [37][540/627] lr: 7.500e-03, eta: 16:52:43, time: 1.093, data_time: 0.011, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6208, loss_cls: 2.9714, loss: 2.9714 2020-07-04 11:52:59,739 - mmaction - INFO - Epoch [37][560/627] lr: 7.500e-03, eta: 16:52:11, time: 1.185, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.6950, loss: 2.6950 2020-07-04 11:53:21,244 - mmaction - INFO - Epoch [37][580/627] lr: 7.500e-03, eta: 16:51:35, time: 1.077, data_time: 0.009, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6458, loss_cls: 2.7434, loss: 2.7434 2020-07-04 11:53:44,324 - mmaction - INFO - Epoch [37][600/627] lr: 7.500e-03, eta: 16:51:01, time: 1.151, data_time: 0.027, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6458, loss_cls: 2.7807, loss: 2.7807 2020-07-04 11:54:07,389 - mmaction - INFO - Epoch [37][620/627] lr: 7.500e-03, eta: 16:50:28, time: 1.153, data_time: 0.078, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5792, loss_cls: 2.9078, loss: 2.9078 2020-07-04 11:56:54,561 - mmaction - INFO - Epoch [38][20/627] lr: 7.500e-03, eta: 16:53:56, time: 7.978, data_time: 6.555, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5875, loss_cls: 2.9149, loss: 2.9149 2020-07-04 11:57:16,507 - mmaction - INFO - Epoch [38][40/627] lr: 7.500e-03, eta: 16:53:20, time: 1.093, data_time: 0.006, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5417, loss_cls: 3.0531, loss: 3.0531 2020-07-04 11:57:38,819 - mmaction - INFO - Epoch [38][60/627] lr: 7.500e-03, eta: 16:52:46, time: 1.125, data_time: 0.010, memory: 8473, top1_acc: 0.3083, top5_acc: 0.6250, loss_cls: 2.8402, loss: 2.8402 2020-07-04 11:58:02,102 - mmaction - INFO - Epoch [38][80/627] lr: 7.500e-03, eta: 16:52:13, time: 1.164, data_time: 0.004, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5833, loss_cls: 2.8423, loss: 2.8423 2020-07-04 11:58:24,674 - mmaction - INFO - Epoch [38][100/627] lr: 7.500e-03, eta: 16:51:38, time: 1.125, data_time: 0.001, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6042, loss_cls: 2.8588, loss: 2.8588 2020-07-04 11:58:47,660 - mmaction - INFO - Epoch [38][120/627] lr: 7.500e-03, eta: 16:51:04, time: 1.148, data_time: 0.007, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6083, loss_cls: 3.0119, loss: 3.0119 2020-07-04 11:59:10,469 - mmaction - INFO - Epoch [38][140/627] lr: 7.500e-03, eta: 16:50:30, time: 1.137, data_time: 0.008, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6125, loss_cls: 2.7659, loss: 2.7659 2020-07-04 11:59:32,486 - mmaction - INFO - Epoch [38][160/627] lr: 7.500e-03, eta: 16:49:55, time: 1.104, data_time: 0.017, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6125, loss_cls: 2.9323, loss: 2.9323 2020-07-04 11:59:55,338 - mmaction - INFO - Epoch [38][180/627] lr: 7.500e-03, eta: 16:49:21, time: 1.141, data_time: 0.006, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.7709, loss: 2.7709 2020-07-04 12:00:21,208 - mmaction - INFO - Epoch [38][200/627] lr: 7.500e-03, eta: 16:48:53, time: 1.293, data_time: 0.012, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6000, loss_cls: 2.8792, loss: 2.8792 2020-07-04 12:00:44,982 - mmaction - INFO - Epoch [38][220/627] lr: 7.500e-03, eta: 16:48:21, time: 1.193, data_time: 0.013, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5958, loss_cls: 2.9341, loss: 2.9341 2020-07-04 12:01:07,914 - mmaction - INFO - Epoch [38][240/627] lr: 7.500e-03, eta: 16:47:48, time: 1.148, data_time: 0.005, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6250, loss_cls: 2.8264, loss: 2.8264 2020-07-04 12:01:31,642 - mmaction - INFO - Epoch [38][260/627] lr: 7.500e-03, eta: 16:47:16, time: 1.185, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6708, loss_cls: 2.6167, loss: 2.6167 2020-07-04 12:01:53,231 - mmaction - INFO - Epoch [38][280/627] lr: 7.500e-03, eta: 16:46:40, time: 1.084, data_time: 0.005, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5875, loss_cls: 2.9233, loss: 2.9233 2020-07-04 12:02:16,188 - mmaction - INFO - Epoch [38][300/627] lr: 7.500e-03, eta: 16:46:06, time: 1.140, data_time: 0.001, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6083, loss_cls: 2.8093, loss: 2.8093 2020-07-04 12:02:38,267 - mmaction - INFO - Epoch [38][320/627] lr: 7.500e-03, eta: 16:45:31, time: 1.109, data_time: 0.012, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6125, loss_cls: 2.8076, loss: 2.8076 2020-07-04 12:03:01,099 - mmaction - INFO - Epoch [38][340/627] lr: 7.500e-03, eta: 16:44:57, time: 1.140, data_time: 0.004, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6083, loss_cls: 2.7761, loss: 2.7761 2020-07-04 12:03:24,061 - mmaction - INFO - Epoch [38][360/627] lr: 7.500e-03, eta: 16:44:24, time: 1.149, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6042, loss_cls: 2.9132, loss: 2.9132 2020-07-04 12:03:46,618 - mmaction - INFO - Epoch [38][380/627] lr: 7.500e-03, eta: 16:43:49, time: 1.126, data_time: 0.004, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6375, loss_cls: 2.7503, loss: 2.7503 2020-07-04 12:04:08,378 - mmaction - INFO - Epoch [38][400/627] lr: 7.500e-03, eta: 16:43:13, time: 1.084, data_time: 0.009, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6250, loss_cls: 2.8013, loss: 2.8013 2020-07-04 12:04:31,568 - mmaction - INFO - Epoch [38][420/627] lr: 7.500e-03, eta: 16:42:41, time: 1.164, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6458, loss_cls: 2.8266, loss: 2.8266 2020-07-04 12:04:54,304 - mmaction - INFO - Epoch [38][440/627] lr: 7.500e-03, eta: 16:42:07, time: 1.135, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6500, loss_cls: 2.7362, loss: 2.7362 2020-07-04 12:05:16,317 - mmaction - INFO - Epoch [38][460/627] lr: 7.500e-03, eta: 16:41:32, time: 1.105, data_time: 0.007, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5792, loss_cls: 2.9321, loss: 2.9321 2020-07-04 12:05:38,559 - mmaction - INFO - Epoch [38][480/627] lr: 7.500e-03, eta: 16:40:57, time: 1.110, data_time: 0.007, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6625, loss_cls: 2.7868, loss: 2.7868 2020-07-04 12:06:01,321 - mmaction - INFO - Epoch [38][500/627] lr: 7.500e-03, eta: 16:40:23, time: 1.138, data_time: 0.005, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6542, loss_cls: 2.8052, loss: 2.8052 2020-07-04 12:06:23,992 - mmaction - INFO - Epoch [38][520/627] lr: 7.500e-03, eta: 16:39:49, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.7201, loss: 2.7201 2020-07-04 12:06:47,333 - mmaction - INFO - Epoch [38][540/627] lr: 7.500e-03, eta: 16:39:17, time: 1.166, data_time: 0.003, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.8823, loss: 2.8823 2020-07-04 12:07:10,136 - mmaction - INFO - Epoch [38][560/627] lr: 7.500e-03, eta: 16:38:43, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6375, loss_cls: 2.9822, loss: 2.9822 2020-07-04 12:07:31,677 - mmaction - INFO - Epoch [38][580/627] lr: 7.500e-03, eta: 16:38:07, time: 1.082, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6000, loss_cls: 2.8138, loss: 2.8138 2020-07-04 12:07:54,538 - mmaction - INFO - Epoch [38][600/627] lr: 7.500e-03, eta: 16:37:34, time: 1.146, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6375, loss_cls: 2.7907, loss: 2.7907 2020-07-04 12:08:16,636 - mmaction - INFO - Epoch [38][620/627] lr: 7.500e-03, eta: 16:36:59, time: 1.102, data_time: 0.001, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6417, loss_cls: 2.7124, loss: 2.7124 2020-07-04 12:11:11,268 - mmaction - INFO - Epoch [39][20/627] lr: 7.500e-03, eta: 16:40:20, time: 8.053, data_time: 6.794, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5833, loss_cls: 2.9800, loss: 2.9800 2020-07-04 12:11:33,040 - mmaction - INFO - Epoch [39][40/627] lr: 7.500e-03, eta: 16:39:45, time: 1.086, data_time: 0.005, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6167, loss_cls: 2.9132, loss: 2.9132 2020-07-04 12:11:55,386 - mmaction - INFO - Epoch [39][60/627] lr: 7.500e-03, eta: 16:39:10, time: 1.120, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6167, loss_cls: 2.8862, loss: 2.8862 2020-07-04 12:12:18,713 - mmaction - INFO - Epoch [39][80/627] lr: 7.500e-03, eta: 16:38:37, time: 1.165, data_time: 0.007, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6500, loss_cls: 2.6555, loss: 2.6555 2020-07-04 12:12:39,973 - mmaction - INFO - Epoch [39][100/627] lr: 7.500e-03, eta: 16:38:01, time: 1.064, data_time: 0.006, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 2.9491, loss: 2.9491 2020-07-04 12:13:02,491 - mmaction - INFO - Epoch [39][120/627] lr: 7.500e-03, eta: 16:37:26, time: 1.123, data_time: 0.030, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6417, loss_cls: 2.7343, loss: 2.7343 2020-07-04 12:13:25,576 - mmaction - INFO - Epoch [39][140/627] lr: 7.500e-03, eta: 16:36:53, time: 1.155, data_time: 0.016, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.8349, loss: 2.8349 2020-07-04 12:13:48,218 - mmaction - INFO - Epoch [39][160/627] lr: 7.500e-03, eta: 16:36:19, time: 1.129, data_time: 0.010, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6042, loss_cls: 2.7106, loss: 2.7106 2020-07-04 12:14:11,704 - mmaction - INFO - Epoch [39][180/627] lr: 7.500e-03, eta: 16:35:47, time: 1.178, data_time: 0.011, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6833, loss_cls: 2.5243, loss: 2.5243 2020-07-04 12:14:34,288 - mmaction - INFO - Epoch [39][200/627] lr: 7.500e-03, eta: 16:35:13, time: 1.133, data_time: 0.009, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6833, loss_cls: 2.6123, loss: 2.6123 2020-07-04 12:14:56,475 - mmaction - INFO - Epoch [39][220/627] lr: 7.500e-03, eta: 16:34:38, time: 1.106, data_time: 0.003, memory: 8473, top1_acc: 0.3292, top5_acc: 0.6000, loss_cls: 2.9034, loss: 2.9034 2020-07-04 12:15:19,314 - mmaction - INFO - Epoch [39][240/627] lr: 7.500e-03, eta: 16:34:04, time: 1.141, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6375, loss_cls: 2.8088, loss: 2.8088 2020-07-04 12:15:40,981 - mmaction - INFO - Epoch [39][260/627] lr: 7.500e-03, eta: 16:33:29, time: 1.087, data_time: 0.007, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.7757, loss: 2.7757 2020-07-04 12:16:04,570 - mmaction - INFO - Epoch [39][280/627] lr: 7.500e-03, eta: 16:32:57, time: 1.177, data_time: 0.004, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6500, loss_cls: 2.6259, loss: 2.6259 2020-07-04 12:16:27,310 - mmaction - INFO - Epoch [39][300/627] lr: 7.500e-03, eta: 16:32:23, time: 1.137, data_time: 0.009, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5625, loss_cls: 2.9494, loss: 2.9494 2020-07-04 12:16:50,423 - mmaction - INFO - Epoch [39][320/627] lr: 7.500e-03, eta: 16:31:50, time: 1.156, data_time: 0.005, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5917, loss_cls: 2.9541, loss: 2.9541 2020-07-04 12:17:12,889 - mmaction - INFO - Epoch [39][340/627] lr: 7.500e-03, eta: 16:31:16, time: 1.122, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6375, loss_cls: 2.8155, loss: 2.8155 2020-07-04 12:17:35,073 - mmaction - INFO - Epoch [39][360/627] lr: 7.500e-03, eta: 16:30:41, time: 1.110, data_time: 0.006, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6417, loss_cls: 2.6755, loss: 2.6755 2020-07-04 12:17:58,370 - mmaction - INFO - Epoch [39][380/627] lr: 7.500e-03, eta: 16:30:09, time: 1.164, data_time: 0.009, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6500, loss_cls: 2.7038, loss: 2.7038 2020-07-04 12:18:20,976 - mmaction - INFO - Epoch [39][400/627] lr: 7.500e-03, eta: 16:29:35, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6375, loss_cls: 2.8260, loss: 2.8260 2020-07-04 12:18:43,570 - mmaction - INFO - Epoch [39][420/627] lr: 7.500e-03, eta: 16:29:01, time: 1.129, data_time: 0.004, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5958, loss_cls: 2.9375, loss: 2.9375 2020-07-04 12:19:06,122 - mmaction - INFO - Epoch [39][440/627] lr: 7.500e-03, eta: 16:28:27, time: 1.125, data_time: 0.009, memory: 8473, top1_acc: 0.3125, top5_acc: 0.6125, loss_cls: 2.8342, loss: 2.8342 2020-07-04 12:19:27,490 - mmaction - INFO - Epoch [39][460/627] lr: 7.500e-03, eta: 16:27:51, time: 1.071, data_time: 0.058, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6458, loss_cls: 2.6161, loss: 2.6161 2020-07-04 12:19:50,505 - mmaction - INFO - Epoch [39][480/627] lr: 7.500e-03, eta: 16:27:18, time: 1.151, data_time: 0.106, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6792, loss_cls: 2.6108, loss: 2.6108 2020-07-04 12:20:14,112 - mmaction - INFO - Epoch [39][500/627] lr: 7.500e-03, eta: 16:26:46, time: 1.180, data_time: 0.011, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5958, loss_cls: 2.9310, loss: 2.9310 2020-07-04 12:20:36,888 - mmaction - INFO - Epoch [39][520/627] lr: 7.500e-03, eta: 16:26:13, time: 1.139, data_time: 0.005, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6083, loss_cls: 2.8451, loss: 2.8451 2020-07-04 12:20:59,537 - mmaction - INFO - Epoch [39][540/627] lr: 7.500e-03, eta: 16:25:39, time: 1.128, data_time: 0.008, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5792, loss_cls: 2.8809, loss: 2.8809 2020-07-04 12:21:22,497 - mmaction - INFO - Epoch [39][560/627] lr: 7.500e-03, eta: 16:25:06, time: 1.150, data_time: 0.013, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.7633, loss: 2.7633 2020-07-04 12:21:46,094 - mmaction - INFO - Epoch [39][580/627] lr: 7.500e-03, eta: 16:24:34, time: 1.173, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6875, loss_cls: 2.6810, loss: 2.6810 2020-07-04 12:22:07,617 - mmaction - INFO - Epoch [39][600/627] lr: 7.500e-03, eta: 16:23:59, time: 1.084, data_time: 0.013, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.5875, loss: 2.5875 2020-07-04 12:22:30,373 - mmaction - INFO - Epoch [39][620/627] lr: 7.500e-03, eta: 16:23:26, time: 1.139, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5708, loss_cls: 2.9345, loss: 2.9345 2020-07-04 12:25:09,501 - mmaction - INFO - Epoch [40][20/627] lr: 7.500e-03, eta: 16:26:19, time: 7.547, data_time: 6.359, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6042, loss_cls: 2.8331, loss: 2.8331 2020-07-04 12:25:33,541 - mmaction - INFO - Epoch [40][40/627] lr: 7.500e-03, eta: 16:25:48, time: 1.204, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6375, loss_cls: 2.7654, loss: 2.7654 2020-07-04 12:25:56,356 - mmaction - INFO - Epoch [40][60/627] lr: 7.500e-03, eta: 16:25:15, time: 1.143, data_time: 0.003, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.7963, loss: 2.7963 2020-07-04 12:26:16,938 - mmaction - INFO - Epoch [40][80/627] lr: 7.500e-03, eta: 16:24:37, time: 1.023, data_time: 0.004, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5958, loss_cls: 2.9782, loss: 2.9782 2020-07-04 12:26:39,710 - mmaction - INFO - Epoch [40][100/627] lr: 7.500e-03, eta: 16:24:03, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6625, loss_cls: 2.7286, loss: 2.7286 2020-07-04 12:27:02,525 - mmaction - INFO - Epoch [40][120/627] lr: 7.500e-03, eta: 16:23:30, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6333, loss_cls: 2.8790, loss: 2.8790 2020-07-04 12:27:24,971 - mmaction - INFO - Epoch [40][140/627] lr: 7.500e-03, eta: 16:22:56, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6333, loss_cls: 2.7207, loss: 2.7207 2020-07-04 12:27:48,233 - mmaction - INFO - Epoch [40][160/627] lr: 7.500e-03, eta: 16:22:23, time: 1.158, data_time: 0.009, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6500, loss_cls: 2.6729, loss: 2.6729 2020-07-04 12:28:11,695 - mmaction - INFO - Epoch [40][180/627] lr: 7.500e-03, eta: 16:21:51, time: 1.174, data_time: 0.011, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5875, loss_cls: 2.8820, loss: 2.8820 2020-07-04 12:28:33,604 - mmaction - INFO - Epoch [40][200/627] lr: 7.500e-03, eta: 16:21:16, time: 1.100, data_time: 0.013, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6125, loss_cls: 2.8048, loss: 2.8048 2020-07-04 12:28:56,586 - mmaction - INFO - Epoch [40][220/627] lr: 7.500e-03, eta: 16:20:43, time: 1.146, data_time: 0.005, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6167, loss_cls: 2.7805, loss: 2.7805 2020-07-04 12:29:19,410 - mmaction - INFO - Epoch [40][240/627] lr: 7.500e-03, eta: 16:20:10, time: 1.140, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.5875, loss_cls: 3.0532, loss: 3.0532 2020-07-04 12:29:42,678 - mmaction - INFO - Epoch [40][260/627] lr: 7.500e-03, eta: 16:19:37, time: 1.163, data_time: 0.013, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6500, loss_cls: 2.7163, loss: 2.7163 2020-07-04 12:30:05,071 - mmaction - INFO - Epoch [40][280/627] lr: 7.500e-03, eta: 16:19:04, time: 1.127, data_time: 0.011, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6875, loss_cls: 2.6471, loss: 2.6471 2020-07-04 12:30:27,175 - mmaction - INFO - Epoch [40][300/627] lr: 7.500e-03, eta: 16:18:29, time: 1.098, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5792, loss_cls: 3.1181, loss: 3.1181 2020-07-04 12:30:50,437 - mmaction - INFO - Epoch [40][320/627] lr: 7.500e-03, eta: 16:17:56, time: 1.160, data_time: 0.022, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5958, loss_cls: 2.8181, loss: 2.8181 2020-07-04 12:31:12,730 - mmaction - INFO - Epoch [40][340/627] lr: 7.500e-03, eta: 16:17:23, time: 1.125, data_time: 0.014, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6750, loss_cls: 2.6373, loss: 2.6373 2020-07-04 12:31:35,450 - mmaction - INFO - Epoch [40][360/627] lr: 7.500e-03, eta: 16:16:49, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5750, loss_cls: 2.9811, loss: 2.9811 2020-07-04 12:31:57,644 - mmaction - INFO - Epoch [40][380/627] lr: 7.500e-03, eta: 16:16:15, time: 1.106, data_time: 0.013, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.7748, loss: 2.7748 2020-07-04 12:32:19,911 - mmaction - INFO - Epoch [40][400/627] lr: 7.500e-03, eta: 16:15:41, time: 1.117, data_time: 0.013, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6417, loss_cls: 2.7174, loss: 2.7174 2020-07-04 12:32:41,409 - mmaction - INFO - Epoch [40][420/627] lr: 7.500e-03, eta: 16:15:05, time: 1.080, data_time: 0.077, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6292, loss_cls: 2.7046, loss: 2.7046 2020-07-04 12:33:05,286 - mmaction - INFO - Epoch [40][440/627] lr: 7.500e-03, eta: 16:14:34, time: 1.196, data_time: 0.067, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.7729, loss: 2.7729 2020-07-04 12:33:28,149 - mmaction - INFO - Epoch [40][460/627] lr: 7.500e-03, eta: 16:14:01, time: 1.141, data_time: 0.003, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5500, loss_cls: 3.1235, loss: 3.1235 2020-07-04 12:33:50,346 - mmaction - INFO - Epoch [40][480/627] lr: 7.500e-03, eta: 16:13:27, time: 1.111, data_time: 0.007, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5833, loss_cls: 2.9590, loss: 2.9590 2020-07-04 12:34:13,952 - mmaction - INFO - Epoch [40][500/627] lr: 7.500e-03, eta: 16:12:55, time: 1.181, data_time: 0.004, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6375, loss_cls: 2.9701, loss: 2.9701 2020-07-04 12:34:36,502 - mmaction - INFO - Epoch [40][520/627] lr: 7.500e-03, eta: 16:12:21, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6000, loss_cls: 2.8732, loss: 2.8732 2020-07-04 12:34:58,781 - mmaction - INFO - Epoch [40][540/627] lr: 7.500e-03, eta: 16:11:47, time: 1.111, data_time: 0.010, memory: 8473, top1_acc: 0.2917, top5_acc: 0.5792, loss_cls: 3.0425, loss: 3.0425 2020-07-04 12:35:23,296 - mmaction - INFO - Epoch [40][560/627] lr: 7.500e-03, eta: 16:11:18, time: 1.231, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5917, loss_cls: 2.9501, loss: 2.9501 2020-07-04 12:35:46,948 - mmaction - INFO - Epoch [40][580/627] lr: 7.500e-03, eta: 16:10:46, time: 1.175, data_time: 0.029, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6458, loss_cls: 2.8313, loss: 2.8313 2020-07-04 12:36:10,507 - mmaction - INFO - Epoch [40][600/627] lr: 7.500e-03, eta: 16:10:14, time: 1.181, data_time: 0.047, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6250, loss_cls: 2.7891, loss: 2.7891 2020-07-04 12:36:33,229 - mmaction - INFO - Epoch [40][620/627] lr: 7.500e-03, eta: 16:09:41, time: 1.136, data_time: 0.014, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6458, loss_cls: 2.6998, loss: 2.6998 2020-07-04 12:36:40,647 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-04 12:39:41,322 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 12:39:42,305 - mmaction - INFO - top1_acc 0.4239 top5_acc 0.6847 2020-07-04 12:39:42,306 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 12:39:42,368 - mmaction - INFO - mean_acc 0.4237 2020-07-04 12:39:42,375 - mmaction - INFO - Epoch [40][627/627] lr: 7.500e-03, top1_acc: 0.4239, top5_acc: 0.6847, mean_class_accuracy: 0.4237 2020-07-04 12:42:15,712 - mmaction - INFO - Epoch [41][20/627] lr: 7.500e-03, eta: 16:12:30, time: 7.661, data_time: 6.480, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6583, loss_cls: 2.7870, loss: 2.7870 2020-07-04 12:42:38,541 - mmaction - INFO - Epoch [41][40/627] lr: 7.500e-03, eta: 16:11:57, time: 1.140, data_time: 0.007, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6208, loss_cls: 2.8270, loss: 2.8270 2020-07-04 12:43:00,573 - mmaction - INFO - Epoch [41][60/627] lr: 7.500e-03, eta: 16:11:23, time: 1.104, data_time: 0.065, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6973, loss: 2.6973 2020-07-04 12:43:23,039 - mmaction - INFO - Epoch [41][80/627] lr: 7.500e-03, eta: 16:10:49, time: 1.122, data_time: 0.051, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6292, loss_cls: 2.8694, loss: 2.8694 2020-07-04 12:43:46,364 - mmaction - INFO - Epoch [41][100/627] lr: 7.500e-03, eta: 16:10:17, time: 1.165, data_time: 0.011, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6208, loss_cls: 2.7776, loss: 2.7776 2020-07-04 12:44:09,031 - mmaction - INFO - Epoch [41][120/627] lr: 7.500e-03, eta: 16:09:43, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.7570, loss: 2.7570 2020-07-04 12:44:32,320 - mmaction - INFO - Epoch [41][140/627] lr: 7.500e-03, eta: 16:09:11, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6458, loss_cls: 2.7418, loss: 2.7418 2020-07-04 12:44:53,999 - mmaction - INFO - Epoch [41][160/627] lr: 7.500e-03, eta: 16:08:36, time: 1.084, data_time: 0.005, memory: 8473, top1_acc: 0.4042, top5_acc: 0.5875, loss_cls: 2.7450, loss: 2.7450 2020-07-04 12:45:17,797 - mmaction - INFO - Epoch [41][180/627] lr: 7.500e-03, eta: 16:08:04, time: 1.188, data_time: 0.005, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.7051, loss: 2.7051 2020-07-04 12:45:38,370 - mmaction - INFO - Epoch [41][200/627] lr: 7.500e-03, eta: 16:07:28, time: 1.031, data_time: 0.009, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6417, loss_cls: 2.7226, loss: 2.7226 2020-07-04 12:46:02,159 - mmaction - INFO - Epoch [41][220/627] lr: 7.500e-03, eta: 16:06:56, time: 1.189, data_time: 0.004, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6250, loss_cls: 2.7202, loss: 2.7202 2020-07-04 12:46:24,692 - mmaction - INFO - Epoch [41][240/627] lr: 7.500e-03, eta: 16:06:23, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5792, loss_cls: 2.9577, loss: 2.9577 2020-07-04 12:46:46,568 - mmaction - INFO - Epoch [41][260/627] lr: 7.500e-03, eta: 16:05:48, time: 1.091, data_time: 0.004, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6917, loss_cls: 2.5050, loss: 2.5050 2020-07-04 12:47:09,971 - mmaction - INFO - Epoch [41][280/627] lr: 7.500e-03, eta: 16:05:16, time: 1.166, data_time: 0.004, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5833, loss_cls: 2.9883, loss: 2.9883 2020-07-04 12:47:32,126 - mmaction - INFO - Epoch [41][300/627] lr: 7.500e-03, eta: 16:04:42, time: 1.105, data_time: 0.010, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6417, loss_cls: 2.6041, loss: 2.6041 2020-07-04 12:47:55,065 - mmaction - INFO - Epoch [41][320/627] lr: 7.500e-03, eta: 16:04:09, time: 1.154, data_time: 0.012, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.8532, loss: 2.8532 2020-07-04 12:48:17,755 - mmaction - INFO - Epoch [41][340/627] lr: 7.500e-03, eta: 16:03:36, time: 1.133, data_time: 0.007, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5958, loss_cls: 3.0148, loss: 3.0148 2020-07-04 12:48:39,342 - mmaction - INFO - Epoch [41][360/627] lr: 7.500e-03, eta: 16:03:01, time: 1.083, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6583, loss_cls: 2.7613, loss: 2.7613 2020-07-04 12:49:01,685 - mmaction - INFO - Epoch [41][380/627] lr: 7.500e-03, eta: 16:02:27, time: 1.116, data_time: 0.002, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5625, loss_cls: 2.9845, loss: 2.9845 2020-07-04 12:49:24,757 - mmaction - INFO - Epoch [41][400/627] lr: 7.500e-03, eta: 16:01:55, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.4083, top5_acc: 0.5958, loss_cls: 2.9024, loss: 2.9024 2020-07-04 12:49:46,817 - mmaction - INFO - Epoch [41][420/627] lr: 7.500e-03, eta: 16:01:20, time: 1.100, data_time: 0.001, memory: 8473, top1_acc: 0.3042, top5_acc: 0.5875, loss_cls: 3.0528, loss: 3.0528 2020-07-04 12:50:10,953 - mmaction - INFO - Epoch [41][440/627] lr: 7.500e-03, eta: 16:00:50, time: 1.207, data_time: 0.007, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5917, loss_cls: 2.9234, loss: 2.9234 2020-07-04 12:50:33,208 - mmaction - INFO - Epoch [41][460/627] lr: 7.500e-03, eta: 16:00:16, time: 1.114, data_time: 0.004, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.7109, loss: 2.7109 2020-07-04 12:50:55,217 - mmaction - INFO - Epoch [41][480/627] lr: 7.500e-03, eta: 15:59:42, time: 1.098, data_time: 0.002, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6292, loss_cls: 2.7058, loss: 2.7058 2020-07-04 12:51:18,207 - mmaction - INFO - Epoch [41][500/627] lr: 7.500e-03, eta: 15:59:09, time: 1.153, data_time: 0.007, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5958, loss_cls: 2.8910, loss: 2.8910 2020-07-04 12:51:39,499 - mmaction - INFO - Epoch [41][520/627] lr: 7.500e-03, eta: 15:58:34, time: 1.062, data_time: 0.002, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6167, loss_cls: 2.7844, loss: 2.7844 2020-07-04 12:52:02,391 - mmaction - INFO - Epoch [41][540/627] lr: 7.500e-03, eta: 15:58:01, time: 1.143, data_time: 0.004, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6042, loss_cls: 2.8452, loss: 2.8452 2020-07-04 12:52:24,891 - mmaction - INFO - Epoch [41][560/627] lr: 7.500e-03, eta: 15:57:28, time: 1.125, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6083, loss_cls: 2.7691, loss: 2.7691 2020-07-04 12:52:47,019 - mmaction - INFO - Epoch [41][580/627] lr: 7.500e-03, eta: 15:56:54, time: 1.111, data_time: 0.060, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6333, loss_cls: 2.8210, loss: 2.8210 2020-07-04 12:53:10,009 - mmaction - INFO - Epoch [41][600/627] lr: 7.500e-03, eta: 15:56:22, time: 1.147, data_time: 0.002, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6042, loss_cls: 2.9026, loss: 2.9026 2020-07-04 12:53:33,443 - mmaction - INFO - Epoch [41][620/627] lr: 7.500e-03, eta: 15:55:50, time: 1.167, data_time: 0.036, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 2.9914, loss: 2.9914 2020-07-04 12:56:13,856 - mmaction - INFO - Epoch [42][20/627] lr: 7.500e-03, eta: 15:58:28, time: 7.560, data_time: 6.290, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6458, loss_cls: 2.9160, loss: 2.9160 2020-07-04 12:56:36,543 - mmaction - INFO - Epoch [42][40/627] lr: 7.500e-03, eta: 15:57:55, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6375, loss_cls: 2.6650, loss: 2.6650 2020-07-04 12:56:59,250 - mmaction - INFO - Epoch [42][60/627] lr: 7.500e-03, eta: 15:57:22, time: 1.141, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6333, loss_cls: 2.7975, loss: 2.7975 2020-07-04 12:57:21,717 - mmaction - INFO - Epoch [42][80/627] lr: 7.500e-03, eta: 15:56:48, time: 1.121, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6750, loss_cls: 2.5463, loss: 2.5463 2020-07-04 12:57:42,997 - mmaction - INFO - Epoch [42][100/627] lr: 7.500e-03, eta: 15:56:13, time: 1.063, data_time: 0.005, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6500, loss_cls: 2.7418, loss: 2.7418 2020-07-04 12:58:05,929 - mmaction - INFO - Epoch [42][120/627] lr: 7.500e-03, eta: 15:55:40, time: 1.146, data_time: 0.009, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6042, loss_cls: 2.8204, loss: 2.8204 2020-07-04 12:58:28,985 - mmaction - INFO - Epoch [42][140/627] lr: 7.500e-03, eta: 15:55:07, time: 1.148, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6167, loss_cls: 2.7864, loss: 2.7864 2020-07-04 12:58:52,032 - mmaction - INFO - Epoch [42][160/627] lr: 7.500e-03, eta: 15:54:35, time: 1.156, data_time: 0.056, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6333, loss_cls: 2.6656, loss: 2.6656 2020-07-04 12:59:14,190 - mmaction - INFO - Epoch [42][180/627] lr: 7.500e-03, eta: 15:54:01, time: 1.109, data_time: 0.011, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6292, loss_cls: 2.8682, loss: 2.8682 2020-07-04 12:59:36,858 - mmaction - INFO - Epoch [42][200/627] lr: 7.500e-03, eta: 15:53:28, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6167, loss_cls: 2.8181, loss: 2.8181 2020-07-04 12:59:59,999 - mmaction - INFO - Epoch [42][220/627] lr: 7.500e-03, eta: 15:52:56, time: 1.158, data_time: 0.011, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6542, loss_cls: 2.5857, loss: 2.5857 2020-07-04 13:00:26,889 - mmaction - INFO - Epoch [42][240/627] lr: 7.500e-03, eta: 15:52:30, time: 1.341, data_time: 0.056, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6500, loss_cls: 2.5909, loss: 2.5909 2020-07-04 13:00:50,892 - mmaction - INFO - Epoch [42][260/627] lr: 7.500e-03, eta: 15:51:59, time: 1.193, data_time: 0.039, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6083, loss_cls: 2.9310, loss: 2.9310 2020-07-04 13:01:14,394 - mmaction - INFO - Epoch [42][280/627] lr: 7.500e-03, eta: 15:51:27, time: 1.183, data_time: 0.019, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6583, loss_cls: 2.7984, loss: 2.7984 2020-07-04 13:01:37,095 - mmaction - INFO - Epoch [42][300/627] lr: 7.500e-03, eta: 15:50:54, time: 1.129, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6125, loss_cls: 2.8608, loss: 2.8608 2020-07-04 13:01:58,885 - mmaction - INFO - Epoch [42][320/627] lr: 7.500e-03, eta: 15:50:20, time: 1.102, data_time: 0.019, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6625, loss_cls: 2.7748, loss: 2.7748 2020-07-04 13:02:22,206 - mmaction - INFO - Epoch [42][340/627] lr: 7.500e-03, eta: 15:49:48, time: 1.165, data_time: 0.003, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5958, loss_cls: 2.8130, loss: 2.8130 2020-07-04 13:02:45,020 - mmaction - INFO - Epoch [42][360/627] lr: 7.500e-03, eta: 15:49:15, time: 1.135, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6042, loss_cls: 2.7520, loss: 2.7520 2020-07-04 13:03:06,773 - mmaction - INFO - Epoch [42][380/627] lr: 7.500e-03, eta: 15:48:41, time: 1.088, data_time: 0.010, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.8284, loss: 2.8284 2020-07-04 13:03:29,696 - mmaction - INFO - Epoch [42][400/627] lr: 7.500e-03, eta: 15:48:09, time: 1.153, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6333, loss_cls: 2.6431, loss: 2.6431 2020-07-04 13:03:52,753 - mmaction - INFO - Epoch [42][420/627] lr: 7.500e-03, eta: 15:47:36, time: 1.149, data_time: 0.005, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6167, loss_cls: 2.8835, loss: 2.8835 2020-07-04 13:04:14,337 - mmaction - INFO - Epoch [42][440/627] lr: 7.500e-03, eta: 15:47:01, time: 1.078, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6708, loss_cls: 2.5206, loss: 2.5206 2020-07-04 13:04:37,645 - mmaction - INFO - Epoch [42][460/627] lr: 7.500e-03, eta: 15:46:30, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6375, loss_cls: 2.6974, loss: 2.6974 2020-07-04 13:04:59,772 - mmaction - INFO - Epoch [42][480/627] lr: 7.500e-03, eta: 15:45:56, time: 1.109, data_time: 0.027, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5667, loss_cls: 2.9874, loss: 2.9874 2020-07-04 13:05:22,819 - mmaction - INFO - Epoch [42][500/627] lr: 7.500e-03, eta: 15:45:24, time: 1.146, data_time: 0.006, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5583, loss_cls: 3.0115, loss: 3.0115 2020-07-04 13:05:44,510 - mmaction - INFO - Epoch [42][520/627] lr: 7.500e-03, eta: 15:44:49, time: 1.089, data_time: 0.010, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.6332, loss: 2.6332 2020-07-04 13:06:08,529 - mmaction - INFO - Epoch [42][540/627] lr: 7.500e-03, eta: 15:44:19, time: 1.202, data_time: 0.051, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6083, loss_cls: 2.9144, loss: 2.9144 2020-07-04 13:06:31,043 - mmaction - INFO - Epoch [42][560/627] lr: 7.500e-03, eta: 15:43:46, time: 1.123, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6375, loss_cls: 2.7849, loss: 2.7849 2020-07-04 13:06:53,331 - mmaction - INFO - Epoch [42][580/627] lr: 7.500e-03, eta: 15:43:12, time: 1.116, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.7917, loss: 2.7917 2020-07-04 13:07:15,067 - mmaction - INFO - Epoch [42][600/627] lr: 7.500e-03, eta: 15:42:38, time: 1.087, data_time: 0.006, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6625, loss_cls: 2.7246, loss: 2.7246 2020-07-04 13:07:38,320 - mmaction - INFO - Epoch [42][620/627] lr: 7.500e-03, eta: 15:42:06, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6208, loss_cls: 2.8418, loss: 2.8418 2020-07-04 13:10:29,813 - mmaction - INFO - Epoch [43][20/627] lr: 7.500e-03, eta: 15:44:45, time: 7.807, data_time: 6.737, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6167, loss_cls: 2.7212, loss: 2.7212 2020-07-04 13:10:53,249 - mmaction - INFO - Epoch [43][40/627] lr: 7.500e-03, eta: 15:44:13, time: 1.178, data_time: 0.108, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6208, loss_cls: 2.7957, loss: 2.7957 2020-07-04 13:11:15,566 - mmaction - INFO - Epoch [43][60/627] lr: 7.500e-03, eta: 15:43:40, time: 1.108, data_time: 0.006, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.9070, loss: 2.9070 2020-07-04 13:11:37,922 - mmaction - INFO - Epoch [43][80/627] lr: 7.500e-03, eta: 15:43:06, time: 1.123, data_time: 0.140, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5875, loss_cls: 2.9199, loss: 2.9199 2020-07-04 13:12:00,261 - mmaction - INFO - Epoch [43][100/627] lr: 7.500e-03, eta: 15:42:33, time: 1.115, data_time: 0.004, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6750, loss_cls: 2.6418, loss: 2.6418 2020-07-04 13:12:24,442 - mmaction - INFO - Epoch [43][120/627] lr: 7.500e-03, eta: 15:42:02, time: 1.207, data_time: 0.009, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6292, loss_cls: 2.7590, loss: 2.7590 2020-07-04 13:12:45,901 - mmaction - INFO - Epoch [43][140/627] lr: 7.500e-03, eta: 15:41:27, time: 1.073, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6000, loss_cls: 2.8557, loss: 2.8557 2020-07-04 13:13:08,182 - mmaction - INFO - Epoch [43][160/627] lr: 7.500e-03, eta: 15:40:54, time: 1.114, data_time: 0.010, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6292, loss_cls: 2.8050, loss: 2.8050 2020-07-04 13:13:31,148 - mmaction - INFO - Epoch [43][180/627] lr: 7.500e-03, eta: 15:40:22, time: 1.151, data_time: 0.007, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6042, loss_cls: 2.8670, loss: 2.8670 2020-07-04 13:13:53,151 - mmaction - INFO - Epoch [43][200/627] lr: 7.500e-03, eta: 15:39:48, time: 1.099, data_time: 0.005, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.5430, loss: 2.5430 2020-07-04 13:14:15,135 - mmaction - INFO - Epoch [43][220/627] lr: 7.500e-03, eta: 15:39:14, time: 1.103, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6417, loss_cls: 2.8412, loss: 2.8412 2020-07-04 13:14:38,392 - mmaction - INFO - Epoch [43][240/627] lr: 7.500e-03, eta: 15:38:42, time: 1.158, data_time: 0.001, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6042, loss_cls: 2.8678, loss: 2.8678 2020-07-04 13:15:01,306 - mmaction - INFO - Epoch [43][260/627] lr: 7.500e-03, eta: 15:38:10, time: 1.148, data_time: 0.010, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 2.7578, loss: 2.7578 2020-07-04 13:15:23,606 - mmaction - INFO - Epoch [43][280/627] lr: 7.500e-03, eta: 15:37:36, time: 1.115, data_time: 0.004, memory: 8473, top1_acc: 0.3042, top5_acc: 0.6000, loss_cls: 3.0271, loss: 3.0271 2020-07-04 13:15:46,493 - mmaction - INFO - Epoch [43][300/627] lr: 7.500e-03, eta: 15:37:04, time: 1.144, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6083, loss_cls: 2.7832, loss: 2.7832 2020-07-04 13:16:08,928 - mmaction - INFO - Epoch [43][320/627] lr: 7.500e-03, eta: 15:36:31, time: 1.120, data_time: 0.005, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.6920, loss: 2.6920 2020-07-04 13:16:30,692 - mmaction - INFO - Epoch [43][340/627] lr: 7.500e-03, eta: 15:35:57, time: 1.091, data_time: 0.009, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5625, loss_cls: 3.1599, loss: 3.1599 2020-07-04 13:16:53,636 - mmaction - INFO - Epoch [43][360/627] lr: 7.500e-03, eta: 15:35:24, time: 1.145, data_time: 0.004, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6417, loss_cls: 2.7725, loss: 2.7725 2020-07-04 13:17:15,454 - mmaction - INFO - Epoch [43][380/627] lr: 7.500e-03, eta: 15:34:50, time: 1.088, data_time: 0.009, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5833, loss_cls: 3.0140, loss: 3.0140 2020-07-04 13:17:38,878 - mmaction - INFO - Epoch [43][400/627] lr: 7.500e-03, eta: 15:34:19, time: 1.174, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6417, loss_cls: 2.7061, loss: 2.7061 2020-07-04 13:18:01,696 - mmaction - INFO - Epoch [43][420/627] lr: 7.500e-03, eta: 15:33:46, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6292, loss_cls: 2.7588, loss: 2.7588 2020-07-04 13:18:25,281 - mmaction - INFO - Epoch [43][440/627] lr: 7.500e-03, eta: 15:33:15, time: 1.178, data_time: 0.007, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6625, loss_cls: 2.6511, loss: 2.6511 2020-07-04 13:18:47,905 - mmaction - INFO - Epoch [43][460/627] lr: 7.500e-03, eta: 15:32:42, time: 1.132, data_time: 0.011, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6292, loss_cls: 2.6691, loss: 2.6691 2020-07-04 13:19:08,775 - mmaction - INFO - Epoch [43][480/627] lr: 7.500e-03, eta: 15:32:07, time: 1.044, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5917, loss_cls: 2.9185, loss: 2.9185 2020-07-04 13:19:31,163 - mmaction - INFO - Epoch [43][500/627] lr: 7.500e-03, eta: 15:31:34, time: 1.116, data_time: 0.010, memory: 8473, top1_acc: 0.3375, top5_acc: 0.5833, loss_cls: 2.8790, loss: 2.8790 2020-07-04 13:19:53,437 - mmaction - INFO - Epoch [43][520/627] lr: 7.500e-03, eta: 15:31:01, time: 1.122, data_time: 0.010, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.8509, loss: 2.8509 2020-07-04 13:20:17,358 - mmaction - INFO - Epoch [43][540/627] lr: 7.500e-03, eta: 15:30:30, time: 1.191, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6458, loss_cls: 2.7484, loss: 2.7484 2020-07-04 13:20:39,409 - mmaction - INFO - Epoch [43][560/627] lr: 7.500e-03, eta: 15:29:57, time: 1.102, data_time: 0.091, memory: 8473, top1_acc: 0.3958, top5_acc: 0.5875, loss_cls: 2.8248, loss: 2.8248 2020-07-04 13:21:02,405 - mmaction - INFO - Epoch [43][580/627] lr: 7.500e-03, eta: 15:29:25, time: 1.155, data_time: 0.128, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6292, loss_cls: 2.7381, loss: 2.7381 2020-07-04 13:21:24,243 - mmaction - INFO - Epoch [43][600/627] lr: 7.500e-03, eta: 15:28:51, time: 1.089, data_time: 0.051, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6292, loss_cls: 2.6853, loss: 2.6853 2020-07-04 13:21:46,803 - mmaction - INFO - Epoch [43][620/627] lr: 7.500e-03, eta: 15:28:18, time: 1.125, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6750, loss_cls: 2.7252, loss: 2.7252 2020-07-04 13:24:24,570 - mmaction - INFO - Epoch [44][20/627] lr: 7.500e-03, eta: 15:30:43, time: 7.585, data_time: 5.235, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6458, loss_cls: 2.8182, loss: 2.8182 2020-07-04 13:24:48,558 - mmaction - INFO - Epoch [44][40/627] lr: 7.500e-03, eta: 15:30:12, time: 1.200, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6292, loss_cls: 2.6628, loss: 2.6628 2020-07-04 13:25:09,537 - mmaction - INFO - Epoch [44][60/627] lr: 7.500e-03, eta: 15:29:37, time: 1.051, data_time: 0.007, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6542, loss_cls: 2.8480, loss: 2.8480 2020-07-04 13:25:33,028 - mmaction - INFO - Epoch [44][80/627] lr: 7.500e-03, eta: 15:29:05, time: 1.176, data_time: 0.004, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6667, loss_cls: 2.7027, loss: 2.7027 2020-07-04 13:25:55,176 - mmaction - INFO - Epoch [44][100/627] lr: 7.500e-03, eta: 15:28:32, time: 1.107, data_time: 0.007, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6292, loss_cls: 2.6189, loss: 2.6189 2020-07-04 13:26:17,565 - mmaction - INFO - Epoch [44][120/627] lr: 7.500e-03, eta: 15:27:59, time: 1.117, data_time: 0.003, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6250, loss_cls: 2.7915, loss: 2.7915 2020-07-04 13:26:39,992 - mmaction - INFO - Epoch [44][140/627] lr: 7.500e-03, eta: 15:27:26, time: 1.117, data_time: 0.054, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6458, loss_cls: 2.6232, loss: 2.6232 2020-07-04 13:27:02,704 - mmaction - INFO - Epoch [44][160/627] lr: 7.500e-03, eta: 15:26:53, time: 1.136, data_time: 0.012, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6833, loss_cls: 2.4808, loss: 2.4808 2020-07-04 13:27:25,950 - mmaction - INFO - Epoch [44][180/627] lr: 7.500e-03, eta: 15:26:21, time: 1.167, data_time: 0.010, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6000, loss_cls: 2.8388, loss: 2.8388 2020-07-04 13:27:47,742 - mmaction - INFO - Epoch [44][200/627] lr: 7.500e-03, eta: 15:25:48, time: 1.092, data_time: 0.007, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5875, loss_cls: 2.9962, loss: 2.9962 2020-07-04 13:28:11,665 - mmaction - INFO - Epoch [44][220/627] lr: 7.500e-03, eta: 15:25:17, time: 1.193, data_time: 0.001, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6792, loss_cls: 2.5037, loss: 2.5037 2020-07-04 13:28:34,465 - mmaction - INFO - Epoch [44][240/627] lr: 7.500e-03, eta: 15:24:44, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6083, loss_cls: 2.7234, loss: 2.7234 2020-07-04 13:28:56,793 - mmaction - INFO - Epoch [44][260/627] lr: 7.500e-03, eta: 15:24:11, time: 1.117, data_time: 0.009, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6417, loss_cls: 2.7171, loss: 2.7171 2020-07-04 13:29:19,483 - mmaction - INFO - Epoch [44][280/627] lr: 7.500e-03, eta: 15:23:39, time: 1.136, data_time: 0.013, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6250, loss_cls: 2.6472, loss: 2.6472 2020-07-04 13:29:42,585 - mmaction - INFO - Epoch [44][300/627] lr: 7.500e-03, eta: 15:23:07, time: 1.151, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5875, loss_cls: 2.8864, loss: 2.8864 2020-07-04 13:30:05,614 - mmaction - INFO - Epoch [44][320/627] lr: 7.500e-03, eta: 15:22:35, time: 1.150, data_time: 0.015, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6167, loss_cls: 2.8497, loss: 2.8497 2020-07-04 13:30:28,260 - mmaction - INFO - Epoch [44][340/627] lr: 7.500e-03, eta: 15:22:02, time: 1.134, data_time: 0.013, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6458, loss_cls: 2.7135, loss: 2.7135 2020-07-04 13:30:50,359 - mmaction - INFO - Epoch [44][360/627] lr: 7.500e-03, eta: 15:21:29, time: 1.110, data_time: 0.019, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.8561, loss: 2.8561 2020-07-04 13:31:11,534 - mmaction - INFO - Epoch [44][380/627] lr: 7.500e-03, eta: 15:20:54, time: 1.058, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6417, loss_cls: 2.7406, loss: 2.7406 2020-07-04 13:31:34,169 - mmaction - INFO - Epoch [44][400/627] lr: 7.500e-03, eta: 15:20:22, time: 1.137, data_time: 0.010, memory: 8473, top1_acc: 0.2625, top5_acc: 0.5958, loss_cls: 3.0262, loss: 3.0262 2020-07-04 13:31:57,523 - mmaction - INFO - Epoch [44][420/627] lr: 7.500e-03, eta: 15:19:51, time: 1.165, data_time: 0.001, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6208, loss_cls: 2.7391, loss: 2.7391 2020-07-04 13:32:19,642 - mmaction - INFO - Epoch [44][440/627] lr: 7.500e-03, eta: 15:19:17, time: 1.105, data_time: 0.005, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5917, loss_cls: 3.0531, loss: 3.0531 2020-07-04 13:32:42,385 - mmaction - INFO - Epoch [44][460/627] lr: 7.500e-03, eta: 15:18:45, time: 1.138, data_time: 0.181, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6083, loss_cls: 2.9158, loss: 2.9158 2020-07-04 13:33:05,106 - mmaction - INFO - Epoch [44][480/627] lr: 7.500e-03, eta: 15:18:13, time: 1.134, data_time: 0.100, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6292, loss_cls: 2.8059, loss: 2.8059 2020-07-04 13:33:28,420 - mmaction - INFO - Epoch [44][500/627] lr: 7.500e-03, eta: 15:17:41, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.6391, loss: 2.6391 2020-07-04 13:33:49,530 - mmaction - INFO - Epoch [44][520/627] lr: 7.500e-03, eta: 15:17:07, time: 1.055, data_time: 0.072, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6417, loss_cls: 2.6106, loss: 2.6106 2020-07-04 13:34:13,180 - mmaction - INFO - Epoch [44][540/627] lr: 7.500e-03, eta: 15:16:36, time: 1.181, data_time: 0.020, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6000, loss_cls: 2.9124, loss: 2.9124 2020-07-04 13:34:35,979 - mmaction - INFO - Epoch [44][560/627] lr: 7.500e-03, eta: 15:16:04, time: 1.144, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6792, loss_cls: 2.5594, loss: 2.5594 2020-07-04 13:34:57,788 - mmaction - INFO - Epoch [44][580/627] lr: 7.500e-03, eta: 15:15:30, time: 1.087, data_time: 0.005, memory: 8473, top1_acc: 0.3208, top5_acc: 0.5875, loss_cls: 3.0253, loss: 3.0253 2020-07-04 13:35:20,960 - mmaction - INFO - Epoch [44][600/627] lr: 7.500e-03, eta: 15:14:58, time: 1.158, data_time: 0.039, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.8120, loss: 2.8120 2020-07-04 13:35:43,504 - mmaction - INFO - Epoch [44][620/627] lr: 7.500e-03, eta: 15:14:26, time: 1.125, data_time: 0.099, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6167, loss_cls: 2.7792, loss: 2.7792 2020-07-04 13:38:19,949 - mmaction - INFO - Epoch [45][20/627] lr: 7.500e-03, eta: 15:16:39, time: 7.418, data_time: 6.152, memory: 8473, top1_acc: 0.4000, top5_acc: 0.5917, loss_cls: 2.8996, loss: 2.8996 2020-07-04 13:38:41,823 - mmaction - INFO - Epoch [45][40/627] lr: 7.500e-03, eta: 15:16:05, time: 1.096, data_time: 0.007, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6292, loss_cls: 2.8672, loss: 2.8672 2020-07-04 13:39:04,845 - mmaction - INFO - Epoch [45][60/627] lr: 7.500e-03, eta: 15:15:33, time: 1.145, data_time: 0.001, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5833, loss_cls: 3.0456, loss: 3.0456 2020-07-04 13:39:28,038 - mmaction - INFO - Epoch [45][80/627] lr: 7.500e-03, eta: 15:15:01, time: 1.160, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6667, loss_cls: 2.6528, loss: 2.6528 2020-07-04 13:39:51,167 - mmaction - INFO - Epoch [45][100/627] lr: 7.500e-03, eta: 15:14:30, time: 1.160, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6625, loss_cls: 2.5458, loss: 2.5458 2020-07-04 13:40:13,469 - mmaction - INFO - Epoch [45][120/627] lr: 7.500e-03, eta: 15:13:56, time: 1.105, data_time: 0.003, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6500, loss_cls: 2.7092, loss: 2.7092 2020-07-04 13:40:36,337 - mmaction - INFO - Epoch [45][140/627] lr: 7.500e-03, eta: 15:13:25, time: 1.151, data_time: 0.014, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6542, loss_cls: 2.7380, loss: 2.7380 2020-07-04 13:40:58,324 - mmaction - INFO - Epoch [45][160/627] lr: 7.500e-03, eta: 15:12:51, time: 1.102, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6500, loss_cls: 2.7227, loss: 2.7227 2020-07-04 13:41:20,991 - mmaction - INFO - Epoch [45][180/627] lr: 7.500e-03, eta: 15:12:19, time: 1.132, data_time: 0.003, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.7217, loss: 2.7217 2020-07-04 13:41:43,431 - mmaction - INFO - Epoch [45][200/627] lr: 7.500e-03, eta: 15:11:46, time: 1.122, data_time: 0.009, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6000, loss_cls: 2.9466, loss: 2.9466 2020-07-04 13:42:06,237 - mmaction - INFO - Epoch [45][220/627] lr: 7.500e-03, eta: 15:11:14, time: 1.139, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6333, loss_cls: 2.8094, loss: 2.8094 2020-07-04 13:42:28,726 - mmaction - INFO - Epoch [45][240/627] lr: 7.500e-03, eta: 15:10:41, time: 1.124, data_time: 0.006, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7000, loss_cls: 2.4574, loss: 2.4574 2020-07-04 13:42:51,244 - mmaction - INFO - Epoch [45][260/627] lr: 7.500e-03, eta: 15:10:09, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6417, loss_cls: 2.6772, loss: 2.6772 2020-07-04 13:43:13,043 - mmaction - INFO - Epoch [45][280/627] lr: 7.500e-03, eta: 15:09:35, time: 1.091, data_time: 0.017, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6833, loss_cls: 2.5602, loss: 2.5602 2020-07-04 13:43:36,666 - mmaction - INFO - Epoch [45][300/627] lr: 7.500e-03, eta: 15:09:04, time: 1.181, data_time: 0.005, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6375, loss_cls: 2.6916, loss: 2.6916 2020-07-04 13:43:59,073 - mmaction - INFO - Epoch [45][320/627] lr: 7.500e-03, eta: 15:08:32, time: 1.122, data_time: 0.010, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6083, loss_cls: 2.8486, loss: 2.8486 2020-07-04 13:44:22,224 - mmaction - INFO - Epoch [45][340/627] lr: 7.500e-03, eta: 15:08:00, time: 1.156, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6125, loss_cls: 2.8625, loss: 2.8625 2020-07-04 13:44:44,553 - mmaction - INFO - Epoch [45][360/627] lr: 7.500e-03, eta: 15:07:27, time: 1.114, data_time: 0.007, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6458, loss_cls: 2.6810, loss: 2.6810 2020-07-04 13:45:07,324 - mmaction - INFO - Epoch [45][380/627] lr: 7.500e-03, eta: 15:06:55, time: 1.140, data_time: 0.009, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5667, loss_cls: 3.1141, loss: 3.1141 2020-07-04 13:45:30,408 - mmaction - INFO - Epoch [45][400/627] lr: 7.500e-03, eta: 15:06:24, time: 1.157, data_time: 0.007, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.7627, loss: 2.7627 2020-07-04 13:45:52,482 - mmaction - INFO - Epoch [45][420/627] lr: 7.500e-03, eta: 15:05:51, time: 1.102, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5917, loss_cls: 2.9934, loss: 2.9934 2020-07-04 13:46:14,758 - mmaction - INFO - Epoch [45][440/627] lr: 7.500e-03, eta: 15:05:18, time: 1.114, data_time: 0.006, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7333, loss_cls: 2.4010, loss: 2.4010 2020-07-04 13:46:36,929 - mmaction - INFO - Epoch [45][460/627] lr: 7.500e-03, eta: 15:04:45, time: 1.112, data_time: 0.008, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6458, loss_cls: 2.7160, loss: 2.7160 2020-07-04 13:46:59,077 - mmaction - INFO - Epoch [45][480/627] lr: 7.500e-03, eta: 15:04:12, time: 1.108, data_time: 0.001, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 2.5071, loss: 2.5071 2020-07-04 13:47:21,836 - mmaction - INFO - Epoch [45][500/627] lr: 7.500e-03, eta: 15:03:40, time: 1.135, data_time: 0.001, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6625, loss_cls: 2.6345, loss: 2.6345 2020-07-04 13:47:44,547 - mmaction - INFO - Epoch [45][520/627] lr: 7.500e-03, eta: 15:03:08, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6208, loss_cls: 2.8655, loss: 2.8655 2020-07-04 13:48:06,978 - mmaction - INFO - Epoch [45][540/627] lr: 7.500e-03, eta: 15:02:36, time: 1.122, data_time: 0.004, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6333, loss_cls: 2.6731, loss: 2.6731 2020-07-04 13:48:29,137 - mmaction - INFO - Epoch [45][560/627] lr: 7.500e-03, eta: 15:02:03, time: 1.105, data_time: 0.006, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6083, loss_cls: 2.8329, loss: 2.8329 2020-07-04 13:48:52,050 - mmaction - INFO - Epoch [45][580/627] lr: 7.500e-03, eta: 15:01:31, time: 1.147, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6667, loss_cls: 2.6750, loss: 2.6750 2020-07-04 13:49:14,406 - mmaction - INFO - Epoch [45][600/627] lr: 7.500e-03, eta: 15:00:58, time: 1.112, data_time: 0.017, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6542, loss_cls: 2.6260, loss: 2.6260 2020-07-04 13:49:37,274 - mmaction - INFO - Epoch [45][620/627] lr: 7.500e-03, eta: 15:00:27, time: 1.149, data_time: 0.011, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6042, loss_cls: 2.8801, loss: 2.8801 2020-07-04 13:49:45,195 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-04 13:52:49,896 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 13:52:50,848 - mmaction - INFO - top1_acc 0.4263 top5_acc 0.6877 2020-07-04 13:52:50,848 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 13:52:50,913 - mmaction - INFO - mean_acc 0.4263 2020-07-04 13:52:50,921 - mmaction - INFO - Epoch [45][627/627] lr: 7.500e-03, top1_acc: 0.4263, top5_acc: 0.6877, mean_class_accuracy: 0.4263 2020-07-04 13:55:23,157 - mmaction - INFO - Epoch [46][20/627] lr: 7.500e-03, eta: 15:02:38, time: 7.597, data_time: 6.545, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6167, loss_cls: 2.7117, loss: 2.7117 2020-07-04 13:55:46,621 - mmaction - INFO - Epoch [46][40/627] lr: 7.500e-03, eta: 15:02:08, time: 1.182, data_time: 0.015, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6583, loss_cls: 2.7298, loss: 2.7298 2020-07-04 13:56:09,901 - mmaction - INFO - Epoch [46][60/627] lr: 7.500e-03, eta: 15:01:36, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6167, loss_cls: 2.6527, loss: 2.6527 2020-07-04 13:56:33,511 - mmaction - INFO - Epoch [46][80/627] lr: 7.500e-03, eta: 15:01:05, time: 1.176, data_time: 0.009, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6125, loss_cls: 2.8480, loss: 2.8480 2020-07-04 13:56:55,958 - mmaction - INFO - Epoch [46][100/627] lr: 7.500e-03, eta: 15:00:33, time: 1.128, data_time: 0.011, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6208, loss_cls: 2.7226, loss: 2.7226 2020-07-04 13:57:18,039 - mmaction - INFO - Epoch [46][120/627] lr: 7.500e-03, eta: 15:00:00, time: 1.107, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.6743, loss: 2.6743 2020-07-04 13:57:41,081 - mmaction - INFO - Epoch [46][140/627] lr: 7.500e-03, eta: 14:59:28, time: 1.147, data_time: 0.003, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6042, loss_cls: 2.8871, loss: 2.8871 2020-07-04 13:58:05,060 - mmaction - INFO - Epoch [46][160/627] lr: 7.500e-03, eta: 14:58:58, time: 1.204, data_time: 0.012, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6625, loss_cls: 2.5700, loss: 2.5700 2020-07-04 13:58:27,513 - mmaction - INFO - Epoch [46][180/627] lr: 7.500e-03, eta: 14:58:26, time: 1.121, data_time: 0.003, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6458, loss_cls: 2.7122, loss: 2.7122 2020-07-04 13:58:50,121 - mmaction - INFO - Epoch [46][200/627] lr: 7.500e-03, eta: 14:57:53, time: 1.127, data_time: 0.007, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6250, loss_cls: 2.7506, loss: 2.7506 2020-07-04 13:59:13,269 - mmaction - INFO - Epoch [46][220/627] lr: 7.500e-03, eta: 14:57:22, time: 1.162, data_time: 0.009, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6542, loss_cls: 2.6601, loss: 2.6601 2020-07-04 13:59:35,410 - mmaction - INFO - Epoch [46][240/627] lr: 7.500e-03, eta: 14:56:49, time: 1.106, data_time: 0.007, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6542, loss_cls: 2.6373, loss: 2.6373 2020-07-04 13:59:59,142 - mmaction - INFO - Epoch [46][260/627] lr: 7.500e-03, eta: 14:56:18, time: 1.187, data_time: 0.005, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.6841, loss: 2.6841 2020-07-04 14:00:24,242 - mmaction - INFO - Epoch [46][280/627] lr: 7.500e-03, eta: 14:55:50, time: 1.252, data_time: 0.008, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6500, loss_cls: 2.7773, loss: 2.7773 2020-07-04 14:00:48,036 - mmaction - INFO - Epoch [46][300/627] lr: 7.500e-03, eta: 14:55:19, time: 1.189, data_time: 0.011, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6333, loss_cls: 2.8668, loss: 2.8668 2020-07-04 14:01:10,643 - mmaction - INFO - Epoch [46][320/627] lr: 7.500e-03, eta: 14:54:47, time: 1.126, data_time: 0.007, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6917, loss_cls: 2.5217, loss: 2.5217 2020-07-04 14:01:33,424 - mmaction - INFO - Epoch [46][340/627] lr: 7.500e-03, eta: 14:54:15, time: 1.141, data_time: 0.012, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6167, loss_cls: 2.7882, loss: 2.7882 2020-07-04 14:01:56,768 - mmaction - INFO - Epoch [46][360/627] lr: 7.500e-03, eta: 14:53:44, time: 1.170, data_time: 0.010, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6458, loss_cls: 2.5781, loss: 2.5781 2020-07-04 14:02:19,370 - mmaction - INFO - Epoch [46][380/627] lr: 7.500e-03, eta: 14:53:12, time: 1.134, data_time: 0.006, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5792, loss_cls: 2.8804, loss: 2.8804 2020-07-04 14:02:41,717 - mmaction - INFO - Epoch [46][400/627] lr: 7.500e-03, eta: 14:52:39, time: 1.111, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6833, loss_cls: 2.5614, loss: 2.5614 2020-07-04 14:03:04,386 - mmaction - INFO - Epoch [46][420/627] lr: 7.500e-03, eta: 14:52:08, time: 1.141, data_time: 0.009, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6125, loss_cls: 2.7394, loss: 2.7394 2020-07-04 14:03:27,244 - mmaction - INFO - Epoch [46][440/627] lr: 7.500e-03, eta: 14:51:36, time: 1.143, data_time: 0.005, memory: 8473, top1_acc: 0.3792, top5_acc: 0.5917, loss_cls: 2.9693, loss: 2.9693 2020-07-04 14:03:49,434 - mmaction - INFO - Epoch [46][460/627] lr: 7.500e-03, eta: 14:51:03, time: 1.106, data_time: 0.001, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.7720, loss: 2.7720 2020-07-04 14:04:11,742 - mmaction - INFO - Epoch [46][480/627] lr: 7.500e-03, eta: 14:50:31, time: 1.114, data_time: 0.014, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5875, loss_cls: 2.8694, loss: 2.8694 2020-07-04 14:04:34,979 - mmaction - INFO - Epoch [46][500/627] lr: 7.500e-03, eta: 14:49:59, time: 1.161, data_time: 0.009, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6458, loss_cls: 2.8168, loss: 2.8168 2020-07-04 14:04:56,161 - mmaction - INFO - Epoch [46][520/627] lr: 7.500e-03, eta: 14:49:25, time: 1.060, data_time: 0.006, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.7707, loss: 2.7707 2020-07-04 14:05:19,633 - mmaction - INFO - Epoch [46][540/627] lr: 7.500e-03, eta: 14:48:55, time: 1.173, data_time: 0.008, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5792, loss_cls: 2.9231, loss: 2.9231 2020-07-04 14:05:42,978 - mmaction - INFO - Epoch [46][560/627] lr: 7.500e-03, eta: 14:48:24, time: 1.163, data_time: 0.006, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6667, loss_cls: 2.6017, loss: 2.6017 2020-07-04 14:06:05,373 - mmaction - INFO - Epoch [46][580/627] lr: 7.500e-03, eta: 14:47:51, time: 1.125, data_time: 0.010, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.7777, loss: 2.7777 2020-07-04 14:06:26,745 - mmaction - INFO - Epoch [46][600/627] lr: 7.500e-03, eta: 14:47:18, time: 1.067, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6125, loss_cls: 2.7878, loss: 2.7878 2020-07-04 14:06:48,946 - mmaction - INFO - Epoch [46][620/627] lr: 7.500e-03, eta: 14:46:45, time: 1.113, data_time: 0.006, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.8884, loss: 2.8884 2020-07-04 14:10:42,830 - mmaction - INFO - Epoch [47][20/627] lr: 7.500e-03, eta: 14:50:23, time: 10.906, data_time: 9.887, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6000, loss_cls: 2.8938, loss: 2.8938 2020-07-04 14:11:06,342 - mmaction - INFO - Epoch [47][40/627] lr: 7.500e-03, eta: 14:49:52, time: 1.175, data_time: 0.098, memory: 8473, top1_acc: 0.3375, top5_acc: 0.6208, loss_cls: 2.7432, loss: 2.7432 2020-07-04 14:11:28,918 - mmaction - INFO - Epoch [47][60/627] lr: 7.500e-03, eta: 14:49:20, time: 1.133, data_time: 0.006, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5958, loss_cls: 2.8248, loss: 2.8248 2020-07-04 14:11:51,722 - mmaction - INFO - Epoch [47][80/627] lr: 7.500e-03, eta: 14:48:48, time: 1.140, data_time: 0.004, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6375, loss_cls: 2.8005, loss: 2.8005 2020-07-04 14:12:16,164 - mmaction - INFO - Epoch [47][100/627] lr: 7.500e-03, eta: 14:48:18, time: 1.213, data_time: 0.001, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6292, loss_cls: 2.7472, loss: 2.7472 2020-07-04 14:12:38,120 - mmaction - INFO - Epoch [47][120/627] lr: 7.500e-03, eta: 14:47:45, time: 1.101, data_time: 0.017, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6333, loss_cls: 2.8103, loss: 2.8103 2020-07-04 14:12:59,359 - mmaction - INFO - Epoch [47][140/627] lr: 7.500e-03, eta: 14:47:11, time: 1.060, data_time: 0.007, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6209, loss: 2.6209 2020-07-04 14:13:22,419 - mmaction - INFO - Epoch [47][160/627] lr: 7.500e-03, eta: 14:46:39, time: 1.155, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6458, loss_cls: 2.6455, loss: 2.6455 2020-07-04 14:13:45,835 - mmaction - INFO - Epoch [47][180/627] lr: 7.500e-03, eta: 14:46:08, time: 1.172, data_time: 0.007, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6083, loss_cls: 2.7677, loss: 2.7677 2020-07-04 14:14:07,915 - mmaction - INFO - Epoch [47][200/627] lr: 7.500e-03, eta: 14:45:35, time: 1.103, data_time: 0.009, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.4939, loss: 2.4939 2020-07-04 14:14:29,665 - mmaction - INFO - Epoch [47][220/627] lr: 7.500e-03, eta: 14:45:02, time: 1.090, data_time: 0.014, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6000, loss_cls: 2.8554, loss: 2.8554 2020-07-04 14:14:52,448 - mmaction - INFO - Epoch [47][240/627] lr: 7.500e-03, eta: 14:44:30, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6083, loss_cls: 2.8204, loss: 2.8204 2020-07-04 14:15:14,681 - mmaction - INFO - Epoch [47][260/627] lr: 7.500e-03, eta: 14:43:58, time: 1.114, data_time: 0.011, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6708, loss_cls: 2.6984, loss: 2.6984 2020-07-04 14:15:37,466 - mmaction - INFO - Epoch [47][280/627] lr: 7.500e-03, eta: 14:43:26, time: 1.131, data_time: 0.012, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6458, loss_cls: 2.7836, loss: 2.7836 2020-07-04 14:16:00,539 - mmaction - INFO - Epoch [47][300/627] lr: 7.500e-03, eta: 14:42:55, time: 1.169, data_time: 0.094, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6500, loss_cls: 2.6553, loss: 2.6553 2020-07-04 14:16:22,292 - mmaction - INFO - Epoch [47][320/627] lr: 7.500e-03, eta: 14:42:21, time: 1.086, data_time: 0.048, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.7367, loss: 2.7367 2020-07-04 14:16:45,271 - mmaction - INFO - Epoch [47][340/627] lr: 7.500e-03, eta: 14:41:50, time: 1.146, data_time: 0.167, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6042, loss_cls: 2.7739, loss: 2.7739 2020-07-04 14:17:08,137 - mmaction - INFO - Epoch [47][360/627] lr: 7.500e-03, eta: 14:41:18, time: 1.149, data_time: 0.062, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6208, loss_cls: 2.7060, loss: 2.7060 2020-07-04 14:17:31,250 - mmaction - INFO - Epoch [47][380/627] lr: 7.500e-03, eta: 14:40:46, time: 1.145, data_time: 0.170, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6417, loss_cls: 2.6909, loss: 2.6909 2020-07-04 14:17:53,814 - mmaction - INFO - Epoch [47][400/627] lr: 7.500e-03, eta: 14:40:14, time: 1.126, data_time: 0.051, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6083, loss_cls: 2.8407, loss: 2.8407 2020-07-04 14:18:15,523 - mmaction - INFO - Epoch [47][420/627] lr: 7.500e-03, eta: 14:39:41, time: 1.094, data_time: 0.014, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6500, loss_cls: 2.6448, loss: 2.6448 2020-07-04 14:18:39,199 - mmaction - INFO - Epoch [47][440/627] lr: 7.500e-03, eta: 14:39:11, time: 1.187, data_time: 0.008, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.6724, loss: 2.6724 2020-07-04 14:19:00,987 - mmaction - INFO - Epoch [47][460/627] lr: 7.500e-03, eta: 14:38:38, time: 1.077, data_time: 0.006, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6194, loss: 2.6194 2020-07-04 14:19:22,098 - mmaction - INFO - Epoch [47][480/627] lr: 7.500e-03, eta: 14:38:04, time: 1.064, data_time: 0.015, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6083, loss_cls: 2.7425, loss: 2.7425 2020-07-04 14:19:46,160 - mmaction - INFO - Epoch [47][500/627] lr: 7.500e-03, eta: 14:37:34, time: 1.208, data_time: 0.009, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6042, loss_cls: 2.9456, loss: 2.9456 2020-07-04 14:20:08,535 - mmaction - INFO - Epoch [47][520/627] lr: 7.500e-03, eta: 14:37:01, time: 1.112, data_time: 0.011, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6083, loss_cls: 2.7858, loss: 2.7858 2020-07-04 14:20:31,289 - mmaction - INFO - Epoch [47][540/627] lr: 7.500e-03, eta: 14:36:30, time: 1.140, data_time: 0.009, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6333, loss_cls: 2.6331, loss: 2.6331 2020-07-04 14:20:53,444 - mmaction - INFO - Epoch [47][560/627] lr: 7.500e-03, eta: 14:35:57, time: 1.106, data_time: 0.010, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6083, loss_cls: 2.8741, loss: 2.8741 2020-07-04 14:21:16,460 - mmaction - INFO - Epoch [47][580/627] lr: 7.500e-03, eta: 14:35:26, time: 1.152, data_time: 0.011, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5792, loss_cls: 2.9277, loss: 2.9277 2020-07-04 14:21:38,447 - mmaction - INFO - Epoch [47][600/627] lr: 7.500e-03, eta: 14:34:53, time: 1.104, data_time: 0.010, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6667, loss_cls: 2.7201, loss: 2.7201 2020-07-04 14:22:00,787 - mmaction - INFO - Epoch [47][620/627] lr: 7.500e-03, eta: 14:34:21, time: 1.110, data_time: 0.002, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6792, loss_cls: 2.6148, loss: 2.6148 2020-07-04 14:24:56,927 - mmaction - INFO - Epoch [48][20/627] lr: 7.500e-03, eta: 14:36:41, time: 8.364, data_time: 6.235, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6583, loss_cls: 2.6076, loss: 2.6076 2020-07-04 14:25:19,681 - mmaction - INFO - Epoch [48][40/627] lr: 7.500e-03, eta: 14:36:09, time: 1.134, data_time: 0.007, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6083, loss_cls: 2.8888, loss: 2.8888 2020-07-04 14:25:42,272 - mmaction - INFO - Epoch [48][60/627] lr: 7.500e-03, eta: 14:35:37, time: 1.130, data_time: 0.010, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6625, loss_cls: 2.7202, loss: 2.7202 2020-07-04 14:26:04,511 - mmaction - INFO - Epoch [48][80/627] lr: 7.500e-03, eta: 14:35:05, time: 1.118, data_time: 0.013, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6083, loss_cls: 2.7602, loss: 2.7602 2020-07-04 14:26:27,148 - mmaction - INFO - Epoch [48][100/627] lr: 7.500e-03, eta: 14:34:33, time: 1.133, data_time: 0.004, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6500, loss_cls: 2.7536, loss: 2.7536 2020-07-04 14:26:49,817 - mmaction - INFO - Epoch [48][120/627] lr: 7.500e-03, eta: 14:34:01, time: 1.135, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6458, loss_cls: 2.7873, loss: 2.7873 2020-07-04 14:27:11,852 - mmaction - INFO - Epoch [48][140/627] lr: 7.500e-03, eta: 14:33:28, time: 1.097, data_time: 0.001, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6250, loss_cls: 2.7077, loss: 2.7077 2020-07-04 14:27:35,128 - mmaction - INFO - Epoch [48][160/627] lr: 7.500e-03, eta: 14:32:57, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6333, loss_cls: 2.7833, loss: 2.7833 2020-07-04 14:27:59,143 - mmaction - INFO - Epoch [48][180/627] lr: 7.500e-03, eta: 14:32:27, time: 1.200, data_time: 0.006, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6375, loss_cls: 2.7352, loss: 2.7352 2020-07-04 14:28:20,834 - mmaction - INFO - Epoch [48][200/627] lr: 7.500e-03, eta: 14:31:54, time: 1.080, data_time: 0.005, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5583, loss_cls: 3.0326, loss: 3.0326 2020-07-04 14:28:42,756 - mmaction - INFO - Epoch [48][220/627] lr: 7.500e-03, eta: 14:31:21, time: 1.098, data_time: 0.012, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6375, loss_cls: 2.8419, loss: 2.8419 2020-07-04 14:29:04,728 - mmaction - INFO - Epoch [48][240/627] lr: 7.500e-03, eta: 14:30:48, time: 1.102, data_time: 0.007, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6625, loss_cls: 2.5826, loss: 2.5826 2020-07-04 14:29:27,496 - mmaction - INFO - Epoch [48][260/627] lr: 7.500e-03, eta: 14:30:16, time: 1.135, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6458, loss_cls: 2.7254, loss: 2.7254 2020-07-04 14:29:50,981 - mmaction - INFO - Epoch [48][280/627] lr: 7.500e-03, eta: 14:29:46, time: 1.175, data_time: 0.010, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6375, loss_cls: 2.6890, loss: 2.6890 2020-07-04 14:30:14,066 - mmaction - INFO - Epoch [48][300/627] lr: 7.500e-03, eta: 14:29:14, time: 1.151, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6042, loss_cls: 2.6871, loss: 2.6871 2020-07-04 14:30:36,567 - mmaction - INFO - Epoch [48][320/627] lr: 7.500e-03, eta: 14:28:42, time: 1.129, data_time: 0.010, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5833, loss_cls: 2.8138, loss: 2.8138 2020-07-04 14:30:58,682 - mmaction - INFO - Epoch [48][340/627] lr: 7.500e-03, eta: 14:28:10, time: 1.109, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5875, loss_cls: 2.8739, loss: 2.8739 2020-07-04 14:31:21,496 - mmaction - INFO - Epoch [48][360/627] lr: 7.500e-03, eta: 14:27:38, time: 1.137, data_time: 0.052, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6583, loss_cls: 2.7651, loss: 2.7651 2020-07-04 14:31:44,624 - mmaction - INFO - Epoch [48][380/627] lr: 7.500e-03, eta: 14:27:07, time: 1.155, data_time: 0.055, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6667, loss_cls: 2.5998, loss: 2.5998 2020-07-04 14:32:08,022 - mmaction - INFO - Epoch [48][400/627] lr: 7.500e-03, eta: 14:26:36, time: 1.169, data_time: 0.195, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6333, loss_cls: 2.7962, loss: 2.7962 2020-07-04 14:32:29,696 - mmaction - INFO - Epoch [48][420/627] lr: 7.500e-03, eta: 14:26:03, time: 1.086, data_time: 0.378, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6333, loss_cls: 2.7390, loss: 2.7390 2020-07-04 14:32:52,443 - mmaction - INFO - Epoch [48][440/627] lr: 7.500e-03, eta: 14:25:32, time: 1.134, data_time: 0.431, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6792, loss_cls: 2.5655, loss: 2.5655 2020-07-04 14:33:15,165 - mmaction - INFO - Epoch [48][460/627] lr: 7.500e-03, eta: 14:25:00, time: 1.140, data_time: 0.416, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5875, loss_cls: 2.9472, loss: 2.9472 2020-07-04 14:33:37,504 - mmaction - INFO - Epoch [48][480/627] lr: 7.500e-03, eta: 14:24:28, time: 1.115, data_time: 0.408, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6208, loss_cls: 2.6868, loss: 2.6868 2020-07-04 14:33:59,385 - mmaction - INFO - Epoch [48][500/627] lr: 7.500e-03, eta: 14:23:55, time: 1.092, data_time: 0.392, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6000, loss_cls: 2.8117, loss: 2.8117 2020-07-04 14:34:22,789 - mmaction - INFO - Epoch [48][520/627] lr: 7.500e-03, eta: 14:23:25, time: 1.172, data_time: 0.456, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7125, loss_cls: 2.4925, loss: 2.4925 2020-07-04 14:34:45,314 - mmaction - INFO - Epoch [48][540/627] lr: 7.500e-03, eta: 14:22:53, time: 1.126, data_time: 0.294, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6375, loss_cls: 2.6128, loss: 2.6128 2020-07-04 14:35:07,016 - mmaction - INFO - Epoch [48][560/627] lr: 7.500e-03, eta: 14:22:20, time: 1.088, data_time: 0.074, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6625, loss_cls: 2.7500, loss: 2.7500 2020-07-04 14:35:29,655 - mmaction - INFO - Epoch [48][580/627] lr: 7.500e-03, eta: 14:21:48, time: 1.130, data_time: 0.076, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.7482, loss: 2.7482 2020-07-04 14:35:52,223 - mmaction - INFO - Epoch [48][600/627] lr: 7.500e-03, eta: 14:21:17, time: 1.133, data_time: 0.216, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.5240, loss: 2.5240 2020-07-04 14:36:15,441 - mmaction - INFO - Epoch [48][620/627] lr: 7.500e-03, eta: 14:20:45, time: 1.152, data_time: 0.219, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5875, loss_cls: 2.9493, loss: 2.9493 2020-07-04 14:39:21,737 - mmaction - INFO - Epoch [49][20/627] lr: 7.500e-03, eta: 14:23:14, time: 8.949, data_time: 5.322, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6625, loss_cls: 2.5681, loss: 2.5681 2020-07-04 14:39:44,609 - mmaction - INFO - Epoch [49][40/627] lr: 7.500e-03, eta: 14:22:43, time: 1.143, data_time: 0.011, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6500, loss_cls: 2.5822, loss: 2.5822 2020-07-04 14:40:06,668 - mmaction - INFO - Epoch [49][60/627] lr: 7.500e-03, eta: 14:22:10, time: 1.104, data_time: 0.006, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5958, loss_cls: 2.7608, loss: 2.7608 2020-07-04 14:40:30,597 - mmaction - INFO - Epoch [49][80/627] lr: 7.500e-03, eta: 14:21:40, time: 1.193, data_time: 0.005, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6000, loss_cls: 2.7974, loss: 2.7974 2020-07-04 14:40:53,733 - mmaction - INFO - Epoch [49][100/627] lr: 7.500e-03, eta: 14:21:09, time: 1.154, data_time: 0.013, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6125, loss_cls: 2.9362, loss: 2.9362 2020-07-04 14:41:17,177 - mmaction - INFO - Epoch [49][120/627] lr: 7.500e-03, eta: 14:20:38, time: 1.170, data_time: 0.012, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6583, loss_cls: 2.7225, loss: 2.7225 2020-07-04 14:41:38,254 - mmaction - INFO - Epoch [49][140/627] lr: 7.500e-03, eta: 14:20:04, time: 1.062, data_time: 0.015, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6042, loss_cls: 2.6989, loss: 2.6989 2020-07-04 14:42:01,195 - mmaction - INFO - Epoch [49][160/627] lr: 7.500e-03, eta: 14:19:33, time: 1.147, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6625, loss_cls: 2.6386, loss: 2.6386 2020-07-04 14:42:23,495 - mmaction - INFO - Epoch [49][180/627] lr: 7.500e-03, eta: 14:19:01, time: 1.117, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.7369, loss: 2.7369 2020-07-04 14:42:46,329 - mmaction - INFO - Epoch [49][200/627] lr: 7.500e-03, eta: 14:18:29, time: 1.136, data_time: 0.004, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6667, loss_cls: 2.6951, loss: 2.6951 2020-07-04 14:43:08,677 - mmaction - INFO - Epoch [49][220/627] lr: 7.500e-03, eta: 14:17:57, time: 1.125, data_time: 0.013, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6208, loss_cls: 2.6469, loss: 2.6469 2020-07-04 14:43:31,052 - mmaction - INFO - Epoch [49][240/627] lr: 7.500e-03, eta: 14:17:25, time: 1.116, data_time: 0.003, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6833, loss_cls: 2.7243, loss: 2.7243 2020-07-04 14:43:52,804 - mmaction - INFO - Epoch [49][260/627] lr: 7.500e-03, eta: 14:16:52, time: 1.084, data_time: 0.008, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6625, loss_cls: 2.6960, loss: 2.6960 2020-07-04 14:44:15,898 - mmaction - INFO - Epoch [49][280/627] lr: 7.500e-03, eta: 14:16:21, time: 1.156, data_time: 0.009, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5708, loss_cls: 2.9852, loss: 2.9852 2020-07-04 14:44:37,928 - mmaction - INFO - Epoch [49][300/627] lr: 7.500e-03, eta: 14:15:48, time: 1.102, data_time: 0.010, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6417, loss_cls: 2.6963, loss: 2.6963 2020-07-04 14:45:00,474 - mmaction - INFO - Epoch [49][320/627] lr: 7.500e-03, eta: 14:15:17, time: 1.132, data_time: 0.014, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6083, loss_cls: 2.8399, loss: 2.8399 2020-07-04 14:45:23,696 - mmaction - INFO - Epoch [49][340/627] lr: 7.500e-03, eta: 14:14:46, time: 1.158, data_time: 0.012, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6292, loss_cls: 2.7499, loss: 2.7499 2020-07-04 14:45:46,018 - mmaction - INFO - Epoch [49][360/627] lr: 7.500e-03, eta: 14:14:14, time: 1.116, data_time: 0.006, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6667, loss_cls: 2.6150, loss: 2.6150 2020-07-04 14:46:08,658 - mmaction - INFO - Epoch [49][380/627] lr: 7.500e-03, eta: 14:13:42, time: 1.130, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5833, loss_cls: 2.8385, loss: 2.8385 2020-07-04 14:46:31,468 - mmaction - INFO - Epoch [49][400/627] lr: 7.500e-03, eta: 14:13:11, time: 1.142, data_time: 0.031, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6750, loss_cls: 2.6860, loss: 2.6860 2020-07-04 14:46:54,268 - mmaction - INFO - Epoch [49][420/627] lr: 7.500e-03, eta: 14:12:39, time: 1.140, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.7577, loss: 2.7577 2020-07-04 14:47:16,905 - mmaction - INFO - Epoch [49][440/627] lr: 7.500e-03, eta: 14:12:08, time: 1.135, data_time: 0.007, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6167, loss_cls: 2.7467, loss: 2.7467 2020-07-04 14:47:39,717 - mmaction - INFO - Epoch [49][460/627] lr: 7.500e-03, eta: 14:11:36, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6458, loss_cls: 2.7115, loss: 2.7115 2020-07-04 14:48:01,937 - mmaction - INFO - Epoch [49][480/627] lr: 7.500e-03, eta: 14:11:04, time: 1.112, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6458, loss_cls: 2.7207, loss: 2.7207 2020-07-04 14:48:26,160 - mmaction - INFO - Epoch [49][500/627] lr: 7.500e-03, eta: 14:10:35, time: 1.210, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6708, loss_cls: 2.5247, loss: 2.5247 2020-07-04 14:48:48,026 - mmaction - INFO - Epoch [49][520/627] lr: 7.500e-03, eta: 14:10:02, time: 1.094, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6958, loss_cls: 2.5184, loss: 2.5184 2020-07-04 14:49:10,438 - mmaction - INFO - Epoch [49][540/627] lr: 7.500e-03, eta: 14:09:30, time: 1.123, data_time: 0.005, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.7247, loss: 2.7247 2020-07-04 14:49:32,998 - mmaction - INFO - Epoch [49][560/627] lr: 7.500e-03, eta: 14:08:59, time: 1.125, data_time: 0.007, memory: 8473, top1_acc: 0.3958, top5_acc: 0.7083, loss_cls: 2.5604, loss: 2.5604 2020-07-04 14:49:56,071 - mmaction - INFO - Epoch [49][580/627] lr: 7.500e-03, eta: 14:08:28, time: 1.152, data_time: 0.006, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6417, loss_cls: 2.5932, loss: 2.5932 2020-07-04 14:50:17,883 - mmaction - INFO - Epoch [49][600/627] lr: 7.500e-03, eta: 14:07:55, time: 1.089, data_time: 0.011, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5875, loss_cls: 2.8198, loss: 2.8198 2020-07-04 14:50:40,743 - mmaction - INFO - Epoch [49][620/627] lr: 7.500e-03, eta: 14:07:24, time: 1.150, data_time: 0.009, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5833, loss_cls: 2.9603, loss: 2.9603 2020-07-04 14:53:35,012 - mmaction - INFO - Epoch [50][20/627] lr: 7.500e-03, eta: 14:09:29, time: 8.251, data_time: 7.437, memory: 8473, top1_acc: 0.3583, top5_acc: 0.5958, loss_cls: 3.0072, loss: 3.0072 2020-07-04 14:53:57,725 - mmaction - INFO - Epoch [50][40/627] lr: 7.500e-03, eta: 14:08:57, time: 1.141, data_time: 0.397, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6583, loss_cls: 2.5412, loss: 2.5412 2020-07-04 14:54:20,532 - mmaction - INFO - Epoch [50][60/627] lr: 7.500e-03, eta: 14:08:26, time: 1.133, data_time: 0.307, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6500, loss_cls: 2.7460, loss: 2.7460 2020-07-04 14:54:42,705 - mmaction - INFO - Epoch [50][80/627] lr: 7.500e-03, eta: 14:07:53, time: 1.116, data_time: 0.030, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.7139, loss: 2.7139 2020-07-04 14:55:06,027 - mmaction - INFO - Epoch [50][100/627] lr: 7.500e-03, eta: 14:07:23, time: 1.164, data_time: 0.024, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6750, loss_cls: 2.4359, loss: 2.4359 2020-07-04 14:55:27,844 - mmaction - INFO - Epoch [50][120/627] lr: 7.500e-03, eta: 14:06:50, time: 1.083, data_time: 0.005, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6750, loss_cls: 2.5908, loss: 2.5908 2020-07-04 14:55:50,612 - mmaction - INFO - Epoch [50][140/627] lr: 7.500e-03, eta: 14:06:18, time: 1.144, data_time: 0.016, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.6720, loss: 2.6720 2020-07-04 14:56:13,144 - mmaction - INFO - Epoch [50][160/627] lr: 7.500e-03, eta: 14:05:47, time: 1.129, data_time: 0.007, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5875, loss_cls: 2.9789, loss: 2.9789 2020-07-04 14:56:35,142 - mmaction - INFO - Epoch [50][180/627] lr: 7.500e-03, eta: 14:05:14, time: 1.098, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6250, loss_cls: 2.7290, loss: 2.7290 2020-07-04 14:56:58,267 - mmaction - INFO - Epoch [50][200/627] lr: 7.500e-03, eta: 14:04:43, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6542, loss_cls: 2.5678, loss: 2.5678 2020-07-04 14:57:20,628 - mmaction - INFO - Epoch [50][220/627] lr: 7.500e-03, eta: 14:04:11, time: 1.118, data_time: 0.011, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6000, loss_cls: 2.9631, loss: 2.9631 2020-07-04 14:57:43,025 - mmaction - INFO - Epoch [50][240/627] lr: 7.500e-03, eta: 14:03:40, time: 1.121, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6375, loss_cls: 2.6963, loss: 2.6963 2020-07-04 14:58:06,832 - mmaction - INFO - Epoch [50][260/627] lr: 7.500e-03, eta: 14:03:10, time: 1.191, data_time: 0.010, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6583, loss_cls: 2.8069, loss: 2.8069 2020-07-04 14:58:29,641 - mmaction - INFO - Epoch [50][280/627] lr: 7.500e-03, eta: 14:02:38, time: 1.137, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6458, loss_cls: 2.7436, loss: 2.7436 2020-07-04 14:58:51,156 - mmaction - INFO - Epoch [50][300/627] lr: 7.500e-03, eta: 14:02:05, time: 1.079, data_time: 0.013, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.7233, loss: 2.7233 2020-07-04 14:59:14,061 - mmaction - INFO - Epoch [50][320/627] lr: 7.500e-03, eta: 14:01:34, time: 1.147, data_time: 0.007, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.7071, loss: 2.7071 2020-07-04 14:59:36,605 - mmaction - INFO - Epoch [50][340/627] lr: 7.500e-03, eta: 14:01:03, time: 1.124, data_time: 0.005, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6333, loss_cls: 2.7123, loss: 2.7123 2020-07-04 15:00:00,160 - mmaction - INFO - Epoch [50][360/627] lr: 7.500e-03, eta: 14:00:32, time: 1.176, data_time: 0.010, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6083, loss_cls: 2.7392, loss: 2.7392 2020-07-04 15:00:25,281 - mmaction - INFO - Epoch [50][380/627] lr: 7.500e-03, eta: 14:00:04, time: 1.264, data_time: 0.025, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6500, loss_cls: 2.5883, loss: 2.5883 2020-07-04 15:00:49,124 - mmaction - INFO - Epoch [50][400/627] lr: 7.500e-03, eta: 13:59:34, time: 1.193, data_time: 0.049, memory: 8473, top1_acc: 0.3250, top5_acc: 0.6167, loss_cls: 2.9550, loss: 2.9550 2020-07-04 15:01:12,019 - mmaction - INFO - Epoch [50][420/627] lr: 7.500e-03, eta: 13:59:03, time: 1.142, data_time: 0.001, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6750, loss_cls: 2.6754, loss: 2.6754 2020-07-04 15:01:36,032 - mmaction - INFO - Epoch [50][440/627] lr: 7.500e-03, eta: 13:58:33, time: 1.203, data_time: 0.005, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6292, loss_cls: 2.7055, loss: 2.7055 2020-07-04 15:01:58,225 - mmaction - INFO - Epoch [50][460/627] lr: 7.500e-03, eta: 13:58:01, time: 1.109, data_time: 0.001, memory: 8473, top1_acc: 0.3833, top5_acc: 0.5958, loss_cls: 2.8903, loss: 2.8903 2020-07-04 15:02:20,594 - mmaction - INFO - Epoch [50][480/627] lr: 7.500e-03, eta: 13:57:29, time: 1.119, data_time: 0.006, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6292, loss_cls: 2.7336, loss: 2.7336 2020-07-04 15:02:42,716 - mmaction - INFO - Epoch [50][500/627] lr: 7.500e-03, eta: 13:56:57, time: 1.103, data_time: 0.004, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.6485, loss: 2.6485 2020-07-04 15:03:05,665 - mmaction - INFO - Epoch [50][520/627] lr: 7.500e-03, eta: 13:56:26, time: 1.144, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6375, loss_cls: 2.6811, loss: 2.6811 2020-07-04 15:03:28,377 - mmaction - INFO - Epoch [50][540/627] lr: 7.500e-03, eta: 13:55:55, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6042, loss_cls: 2.7925, loss: 2.7925 2020-07-04 15:03:51,243 - mmaction - INFO - Epoch [50][560/627] lr: 7.500e-03, eta: 13:55:24, time: 1.143, data_time: 0.013, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7042, loss_cls: 2.3835, loss: 2.3835 2020-07-04 15:04:12,982 - mmaction - INFO - Epoch [50][580/627] lr: 7.500e-03, eta: 13:54:51, time: 1.094, data_time: 0.011, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6264, loss: 2.6264 2020-07-04 15:04:34,614 - mmaction - INFO - Epoch [50][600/627] lr: 7.500e-03, eta: 13:54:19, time: 1.079, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.5917, loss_cls: 2.7636, loss: 2.7636 2020-07-04 15:04:58,979 - mmaction - INFO - Epoch [50][620/627] lr: 7.500e-03, eta: 13:53:49, time: 1.212, data_time: 0.006, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6500, loss_cls: 2.7616, loss: 2.7616 2020-07-04 15:05:13,905 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-04 15:08:08,742 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 15:08:09,690 - mmaction - INFO - top1_acc 0.4399 top5_acc 0.6969 2020-07-04 15:08:09,690 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 15:08:09,768 - mmaction - INFO - mean_acc 0.4397 2020-07-04 15:08:09,776 - mmaction - INFO - Epoch [50][627/627] lr: 7.500e-03, top1_acc: 0.4399, top5_acc: 0.6969, mean_class_accuracy: 0.4397 2020-07-04 15:10:29,808 - mmaction - INFO - Epoch [51][20/627] lr: 7.500e-03, eta: 13:55:18, time: 6.996, data_time: 6.239, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.7020, loss: 2.7020 2020-07-04 15:10:53,135 - mmaction - INFO - Epoch [51][40/627] lr: 7.500e-03, eta: 13:54:47, time: 1.163, data_time: 0.427, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6458, loss_cls: 2.8646, loss: 2.8646 2020-07-04 15:11:15,069 - mmaction - INFO - Epoch [51][60/627] lr: 7.500e-03, eta: 13:54:15, time: 1.099, data_time: 0.163, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6000, loss_cls: 2.8044, loss: 2.8044 2020-07-04 15:11:37,659 - mmaction - INFO - Epoch [51][80/627] lr: 7.500e-03, eta: 13:53:44, time: 1.131, data_time: 0.009, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6375, loss_cls: 2.7312, loss: 2.7312 2020-07-04 15:11:59,680 - mmaction - INFO - Epoch [51][100/627] lr: 7.500e-03, eta: 13:53:11, time: 1.101, data_time: 0.007, memory: 8473, top1_acc: 0.3500, top5_acc: 0.5833, loss_cls: 2.9562, loss: 2.9562 2020-07-04 15:12:21,998 - mmaction - INFO - Epoch [51][120/627] lr: 7.500e-03, eta: 13:52:40, time: 1.117, data_time: 0.005, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5875, loss_cls: 2.9380, loss: 2.9380 2020-07-04 15:12:44,847 - mmaction - INFO - Epoch [51][140/627] lr: 7.500e-03, eta: 13:52:08, time: 1.140, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6250, loss_cls: 2.8694, loss: 2.8694 2020-07-04 15:13:08,822 - mmaction - INFO - Epoch [51][160/627] lr: 7.500e-03, eta: 13:51:38, time: 1.177, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.5918, loss: 2.5918 2020-07-04 15:13:29,656 - mmaction - INFO - Epoch [51][180/627] lr: 7.500e-03, eta: 13:51:05, time: 1.069, data_time: 0.090, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.6798, loss: 2.6798 2020-07-04 15:13:52,602 - mmaction - INFO - Epoch [51][200/627] lr: 7.500e-03, eta: 13:50:34, time: 1.141, data_time: 0.004, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6792, loss_cls: 2.5860, loss: 2.5860 2020-07-04 15:14:15,574 - mmaction - INFO - Epoch [51][220/627] lr: 7.500e-03, eta: 13:50:03, time: 1.151, data_time: 0.009, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6292, loss_cls: 2.8679, loss: 2.8679 2020-07-04 15:14:38,725 - mmaction - INFO - Epoch [51][240/627] lr: 7.500e-03, eta: 13:49:32, time: 1.157, data_time: 0.009, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6083, loss_cls: 2.8934, loss: 2.8934 2020-07-04 15:15:01,304 - mmaction - INFO - Epoch [51][260/627] lr: 7.500e-03, eta: 13:49:01, time: 1.125, data_time: 0.010, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.5092, loss: 2.5092 2020-07-04 15:15:24,391 - mmaction - INFO - Epoch [51][280/627] lr: 7.500e-03, eta: 13:48:30, time: 1.158, data_time: 0.009, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6042, loss_cls: 2.7441, loss: 2.7441 2020-07-04 15:15:47,064 - mmaction - INFO - Epoch [51][300/627] lr: 7.500e-03, eta: 13:47:59, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.6638, loss: 2.6638 2020-07-04 15:16:10,241 - mmaction - INFO - Epoch [51][320/627] lr: 7.500e-03, eta: 13:47:28, time: 1.160, data_time: 0.003, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6292, loss_cls: 2.7003, loss: 2.7003 2020-07-04 15:16:31,686 - mmaction - INFO - Epoch [51][340/627] lr: 7.500e-03, eta: 13:46:55, time: 1.066, data_time: 0.002, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6333, loss_cls: 2.6997, loss: 2.6997 2020-07-04 15:16:54,129 - mmaction - INFO - Epoch [51][360/627] lr: 7.500e-03, eta: 13:46:24, time: 1.128, data_time: 0.015, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6417, loss_cls: 2.8704, loss: 2.8704 2020-07-04 15:17:17,163 - mmaction - INFO - Epoch [51][380/627] lr: 7.500e-03, eta: 13:45:53, time: 1.141, data_time: 0.005, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6167, loss_cls: 2.8055, loss: 2.8055 2020-07-04 15:17:40,024 - mmaction - INFO - Epoch [51][400/627] lr: 7.500e-03, eta: 13:45:22, time: 1.145, data_time: 0.013, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6542, loss_cls: 2.8056, loss: 2.8056 2020-07-04 15:18:02,355 - mmaction - INFO - Epoch [51][420/627] lr: 7.500e-03, eta: 13:44:50, time: 1.117, data_time: 0.012, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6167, loss_cls: 2.7878, loss: 2.7878 2020-07-04 15:18:24,720 - mmaction - INFO - Epoch [51][440/627] lr: 7.500e-03, eta: 13:44:19, time: 1.119, data_time: 0.014, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6375, loss_cls: 2.8265, loss: 2.8265 2020-07-04 15:18:48,051 - mmaction - INFO - Epoch [51][460/627] lr: 7.500e-03, eta: 13:43:48, time: 1.168, data_time: 0.010, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.5764, loss: 2.5764 2020-07-04 15:19:10,332 - mmaction - INFO - Epoch [51][480/627] lr: 7.500e-03, eta: 13:43:17, time: 1.108, data_time: 0.009, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6292, loss_cls: 2.6652, loss: 2.6652 2020-07-04 15:19:32,871 - mmaction - INFO - Epoch [51][500/627] lr: 7.500e-03, eta: 13:42:45, time: 1.135, data_time: 0.017, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6250, loss_cls: 2.7408, loss: 2.7408 2020-07-04 15:19:54,928 - mmaction - INFO - Epoch [51][520/627] lr: 7.500e-03, eta: 13:42:14, time: 1.108, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6792, loss_cls: 2.4598, loss: 2.4598 2020-07-04 15:20:18,273 - mmaction - INFO - Epoch [51][540/627] lr: 7.500e-03, eta: 13:41:43, time: 1.160, data_time: 0.041, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6000, loss_cls: 2.8856, loss: 2.8856 2020-07-04 15:20:41,417 - mmaction - INFO - Epoch [51][560/627] lr: 7.500e-03, eta: 13:41:12, time: 1.158, data_time: 0.012, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6958, loss_cls: 2.2942, loss: 2.2942 2020-07-04 15:21:03,441 - mmaction - INFO - Epoch [51][580/627] lr: 7.500e-03, eta: 13:40:40, time: 1.093, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7167, loss_cls: 2.5276, loss: 2.5276 2020-07-04 15:21:26,808 - mmaction - INFO - Epoch [51][600/627] lr: 7.500e-03, eta: 13:40:10, time: 1.169, data_time: 0.017, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6625, loss_cls: 2.6026, loss: 2.6026 2020-07-04 15:21:48,056 - mmaction - INFO - Epoch [51][620/627] lr: 7.500e-03, eta: 13:39:38, time: 1.070, data_time: 0.020, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6292, loss_cls: 2.9498, loss: 2.9498 2020-07-04 15:24:42,148 - mmaction - INFO - Epoch [52][20/627] lr: 7.500e-03, eta: 13:41:32, time: 8.308, data_time: 6.829, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6542, loss_cls: 2.6858, loss: 2.6858 2020-07-04 15:25:05,004 - mmaction - INFO - Epoch [52][40/627] lr: 7.500e-03, eta: 13:41:01, time: 1.146, data_time: 0.013, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6125, loss_cls: 2.7441, loss: 2.7441 2020-07-04 15:25:26,846 - mmaction - INFO - Epoch [52][60/627] lr: 7.500e-03, eta: 13:40:29, time: 1.091, data_time: 0.005, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6458, loss_cls: 2.6077, loss: 2.6077 2020-07-04 15:25:50,492 - mmaction - INFO - Epoch [52][80/627] lr: 7.500e-03, eta: 13:39:59, time: 1.188, data_time: 0.010, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.7382, loss: 2.7382 2020-07-04 15:26:13,865 - mmaction - INFO - Epoch [52][100/627] lr: 7.500e-03, eta: 13:39:28, time: 1.165, data_time: 0.001, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6167, loss_cls: 2.7995, loss: 2.7995 2020-07-04 15:26:36,312 - mmaction - INFO - Epoch [52][120/627] lr: 7.500e-03, eta: 13:38:57, time: 1.121, data_time: 0.007, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.9497, loss: 2.9497 2020-07-04 15:26:59,134 - mmaction - INFO - Epoch [52][140/627] lr: 7.500e-03, eta: 13:38:26, time: 1.144, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6375, loss_cls: 2.6091, loss: 2.6091 2020-07-04 15:27:22,223 - mmaction - INFO - Epoch [52][160/627] lr: 7.500e-03, eta: 13:37:55, time: 1.156, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6333, loss_cls: 2.7340, loss: 2.7340 2020-07-04 15:27:43,858 - mmaction - INFO - Epoch [52][180/627] lr: 7.500e-03, eta: 13:37:23, time: 1.080, data_time: 0.005, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6875, loss_cls: 2.6499, loss: 2.6499 2020-07-04 15:28:05,984 - mmaction - INFO - Epoch [52][200/627] lr: 7.500e-03, eta: 13:36:51, time: 1.105, data_time: 0.044, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6667, loss_cls: 2.5484, loss: 2.5484 2020-07-04 15:28:28,343 - mmaction - INFO - Epoch [52][220/627] lr: 7.500e-03, eta: 13:36:19, time: 1.122, data_time: 0.013, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6625, loss_cls: 2.6888, loss: 2.6888 2020-07-04 15:28:51,964 - mmaction - INFO - Epoch [52][240/627] lr: 7.500e-03, eta: 13:35:49, time: 1.173, data_time: 0.061, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6708, loss_cls: 2.6119, loss: 2.6119 2020-07-04 15:29:15,046 - mmaction - INFO - Epoch [52][260/627] lr: 7.500e-03, eta: 13:35:19, time: 1.154, data_time: 0.012, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6000, loss_cls: 2.9615, loss: 2.9615 2020-07-04 15:29:37,154 - mmaction - INFO - Epoch [52][280/627] lr: 7.500e-03, eta: 13:34:47, time: 1.107, data_time: 0.012, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6083, loss_cls: 2.7643, loss: 2.7643 2020-07-04 15:30:01,094 - mmaction - INFO - Epoch [52][300/627] lr: 7.500e-03, eta: 13:34:17, time: 1.203, data_time: 0.010, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6708, loss_cls: 2.4565, loss: 2.4565 2020-07-04 15:30:22,404 - mmaction - INFO - Epoch [52][320/627] lr: 7.500e-03, eta: 13:33:44, time: 1.055, data_time: 0.001, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6458, loss_cls: 2.5513, loss: 2.5513 2020-07-04 15:30:45,429 - mmaction - INFO - Epoch [52][340/627] lr: 7.500e-03, eta: 13:33:14, time: 1.158, data_time: 0.064, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6542, loss_cls: 2.6290, loss: 2.6290 2020-07-04 15:31:08,746 - mmaction - INFO - Epoch [52][360/627] lr: 7.500e-03, eta: 13:32:43, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6625, loss_cls: 2.8237, loss: 2.8237 2020-07-04 15:31:31,056 - mmaction - INFO - Epoch [52][380/627] lr: 7.500e-03, eta: 13:32:12, time: 1.112, data_time: 0.010, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6667, loss_cls: 2.7092, loss: 2.7092 2020-07-04 15:31:53,671 - mmaction - INFO - Epoch [52][400/627] lr: 7.500e-03, eta: 13:31:41, time: 1.131, data_time: 0.011, memory: 8473, top1_acc: 0.3417, top5_acc: 0.5875, loss_cls: 2.8733, loss: 2.8733 2020-07-04 15:32:16,197 - mmaction - INFO - Epoch [52][420/627] lr: 7.500e-03, eta: 13:31:09, time: 1.133, data_time: 0.011, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6667, loss_cls: 2.6302, loss: 2.6302 2020-07-04 15:32:39,007 - mmaction - INFO - Epoch [52][440/627] lr: 7.500e-03, eta: 13:30:38, time: 1.133, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6917, loss_cls: 2.5459, loss: 2.5459 2020-07-04 15:33:00,928 - mmaction - INFO - Epoch [52][460/627] lr: 7.500e-03, eta: 13:30:07, time: 1.106, data_time: 0.012, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6583, loss_cls: 2.6144, loss: 2.6144 2020-07-04 15:33:23,565 - mmaction - INFO - Epoch [52][480/627] lr: 7.500e-03, eta: 13:29:36, time: 1.127, data_time: 0.002, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6542, loss_cls: 2.6473, loss: 2.6473 2020-07-04 15:33:45,830 - mmaction - INFO - Epoch [52][500/627] lr: 7.500e-03, eta: 13:29:04, time: 1.110, data_time: 0.010, memory: 8473, top1_acc: 0.3958, top5_acc: 0.5792, loss_cls: 2.8867, loss: 2.8867 2020-07-04 15:34:09,068 - mmaction - INFO - Epoch [52][520/627] lr: 7.500e-03, eta: 13:28:33, time: 1.154, data_time: 0.010, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7208, loss_cls: 2.3741, loss: 2.3741 2020-07-04 15:34:31,620 - mmaction - INFO - Epoch [52][540/627] lr: 7.500e-03, eta: 13:28:03, time: 1.139, data_time: 0.022, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6583, loss_cls: 2.6636, loss: 2.6636 2020-07-04 15:34:54,251 - mmaction - INFO - Epoch [52][560/627] lr: 7.500e-03, eta: 13:27:31, time: 1.123, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5329, loss: 2.5329 2020-07-04 15:35:16,596 - mmaction - INFO - Epoch [52][580/627] lr: 7.500e-03, eta: 13:27:00, time: 1.118, data_time: 0.018, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6500, loss_cls: 2.8452, loss: 2.8452 2020-07-04 15:35:39,601 - mmaction - INFO - Epoch [52][600/627] lr: 7.500e-03, eta: 13:26:30, time: 1.161, data_time: 0.057, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6750, loss_cls: 2.5989, loss: 2.5989 2020-07-04 15:36:01,923 - mmaction - INFO - Epoch [52][620/627] lr: 7.500e-03, eta: 13:25:58, time: 1.108, data_time: 0.233, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6458, loss_cls: 2.7286, loss: 2.7286 2020-07-04 15:38:47,703 - mmaction - INFO - Epoch [53][20/627] lr: 7.500e-03, eta: 13:27:37, time: 7.840, data_time: 6.994, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6208, loss_cls: 2.7959, loss: 2.7959 2020-07-04 15:39:10,130 - mmaction - INFO - Epoch [53][40/627] lr: 7.500e-03, eta: 13:27:05, time: 1.122, data_time: 0.187, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6583, loss_cls: 2.5876, loss: 2.5876 2020-07-04 15:39:32,630 - mmaction - INFO - Epoch [53][60/627] lr: 7.500e-03, eta: 13:26:34, time: 1.129, data_time: 0.090, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6208, loss_cls: 2.6842, loss: 2.6842 2020-07-04 15:39:55,514 - mmaction - INFO - Epoch [53][80/627] lr: 7.500e-03, eta: 13:26:03, time: 1.138, data_time: 0.164, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6125, loss_cls: 2.9096, loss: 2.9096 2020-07-04 15:40:18,280 - mmaction - INFO - Epoch [53][100/627] lr: 7.500e-03, eta: 13:25:32, time: 1.138, data_time: 0.258, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6125, loss_cls: 2.7988, loss: 2.7988 2020-07-04 15:40:41,466 - mmaction - INFO - Epoch [53][120/627] lr: 7.500e-03, eta: 13:25:02, time: 1.155, data_time: 0.093, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6667, loss_cls: 2.6905, loss: 2.6905 2020-07-04 15:41:03,302 - mmaction - INFO - Epoch [53][140/627] lr: 7.500e-03, eta: 13:24:30, time: 1.098, data_time: 0.096, memory: 8473, top1_acc: 0.3708, top5_acc: 0.5542, loss_cls: 2.9313, loss: 2.9313 2020-07-04 15:41:26,816 - mmaction - INFO - Epoch [53][160/627] lr: 7.500e-03, eta: 13:24:00, time: 1.175, data_time: 0.175, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6167, loss_cls: 2.7010, loss: 2.7010 2020-07-04 15:41:49,389 - mmaction - INFO - Epoch [53][180/627] lr: 7.500e-03, eta: 13:23:29, time: 1.126, data_time: 0.123, memory: 8473, top1_acc: 0.3458, top5_acc: 0.5875, loss_cls: 2.8165, loss: 2.8165 2020-07-04 15:42:11,717 - mmaction - INFO - Epoch [53][200/627] lr: 7.500e-03, eta: 13:22:57, time: 1.114, data_time: 0.077, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.7194, loss: 2.7194 2020-07-04 15:42:34,355 - mmaction - INFO - Epoch [53][220/627] lr: 7.500e-03, eta: 13:22:26, time: 1.139, data_time: 0.043, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.7243, loss: 2.7243 2020-07-04 15:42:58,030 - mmaction - INFO - Epoch [53][240/627] lr: 7.500e-03, eta: 13:21:56, time: 1.184, data_time: 0.005, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6542, loss_cls: 2.6827, loss: 2.6827 2020-07-04 15:43:20,353 - mmaction - INFO - Epoch [53][260/627] lr: 7.500e-03, eta: 13:21:25, time: 1.116, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6458, loss_cls: 2.6365, loss: 2.6365 2020-07-04 15:43:43,708 - mmaction - INFO - Epoch [53][280/627] lr: 7.500e-03, eta: 13:20:55, time: 1.164, data_time: 0.005, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6458, loss_cls: 2.7629, loss: 2.7629 2020-07-04 15:44:06,353 - mmaction - INFO - Epoch [53][300/627] lr: 7.500e-03, eta: 13:20:24, time: 1.129, data_time: 0.212, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6083, loss_cls: 2.7606, loss: 2.7606 2020-07-04 15:44:29,832 - mmaction - INFO - Epoch [53][320/627] lr: 7.500e-03, eta: 13:19:54, time: 1.178, data_time: 0.265, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6667, loss_cls: 2.6388, loss: 2.6388 2020-07-04 15:44:52,295 - mmaction - INFO - Epoch [53][340/627] lr: 7.500e-03, eta: 13:19:22, time: 1.119, data_time: 0.086, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6708, loss_cls: 2.5235, loss: 2.5235 2020-07-04 15:45:14,714 - mmaction - INFO - Epoch [53][360/627] lr: 7.500e-03, eta: 13:18:51, time: 1.123, data_time: 0.119, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6250, loss_cls: 2.7544, loss: 2.7544 2020-07-04 15:45:37,863 - mmaction - INFO - Epoch [53][380/627] lr: 7.500e-03, eta: 13:18:21, time: 1.155, data_time: 0.186, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6292, loss_cls: 2.7166, loss: 2.7166 2020-07-04 15:46:01,103 - mmaction - INFO - Epoch [53][400/627] lr: 7.500e-03, eta: 13:17:50, time: 1.162, data_time: 0.357, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6375, loss_cls: 2.6504, loss: 2.6504 2020-07-04 15:46:22,997 - mmaction - INFO - Epoch [53][420/627] lr: 7.500e-03, eta: 13:17:19, time: 1.097, data_time: 0.294, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.8036, loss: 2.8036 2020-07-04 15:46:45,108 - mmaction - INFO - Epoch [53][440/627] lr: 7.500e-03, eta: 13:16:47, time: 1.108, data_time: 0.038, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6458, loss_cls: 2.6877, loss: 2.6877 2020-07-04 15:47:08,277 - mmaction - INFO - Epoch [53][460/627] lr: 7.500e-03, eta: 13:16:17, time: 1.158, data_time: 0.032, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6667, loss_cls: 2.5166, loss: 2.5166 2020-07-04 15:47:32,221 - mmaction - INFO - Epoch [53][480/627] lr: 7.500e-03, eta: 13:15:47, time: 1.185, data_time: 0.166, memory: 8473, top1_acc: 0.3125, top5_acc: 0.5667, loss_cls: 3.0915, loss: 3.0915 2020-07-04 15:47:55,421 - mmaction - INFO - Epoch [53][500/627] lr: 7.500e-03, eta: 13:15:17, time: 1.173, data_time: 0.469, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6000, loss_cls: 2.7580, loss: 2.7580 2020-07-04 15:48:17,366 - mmaction - INFO - Epoch [53][520/627] lr: 7.500e-03, eta: 13:14:45, time: 1.094, data_time: 0.398, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6458, loss_cls: 2.6169, loss: 2.6169 2020-07-04 15:48:39,052 - mmaction - INFO - Epoch [53][540/627] lr: 7.500e-03, eta: 13:14:13, time: 1.084, data_time: 0.264, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6375, loss_cls: 2.6908, loss: 2.6908 2020-07-04 15:49:01,847 - mmaction - INFO - Epoch [53][560/627] lr: 7.500e-03, eta: 13:13:43, time: 1.144, data_time: 0.031, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6792, loss_cls: 2.5126, loss: 2.5126 2020-07-04 15:49:24,758 - mmaction - INFO - Epoch [53][580/627] lr: 7.500e-03, eta: 13:13:12, time: 1.139, data_time: 0.005, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6375, loss_cls: 2.7184, loss: 2.7184 2020-07-04 15:49:47,063 - mmaction - INFO - Epoch [53][600/627] lr: 7.500e-03, eta: 13:12:41, time: 1.120, data_time: 0.044, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6708, loss_cls: 2.5301, loss: 2.5301 2020-07-04 15:50:10,116 - mmaction - INFO - Epoch [53][620/627] lr: 7.500e-03, eta: 13:12:10, time: 1.151, data_time: 0.052, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6000, loss_cls: 2.8407, loss: 2.8407 2020-07-04 15:52:48,481 - mmaction - INFO - Epoch [54][20/627] lr: 7.500e-03, eta: 13:13:37, time: 7.484, data_time: 6.658, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6542, loss_cls: 2.6784, loss: 2.6784 2020-07-04 15:53:11,727 - mmaction - INFO - Epoch [54][40/627] lr: 7.500e-03, eta: 13:13:06, time: 1.155, data_time: 0.134, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6833, loss_cls: 2.5465, loss: 2.5465 2020-07-04 15:53:34,761 - mmaction - INFO - Epoch [54][60/627] lr: 7.500e-03, eta: 13:12:36, time: 1.153, data_time: 0.010, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.5807, loss: 2.5807 2020-07-04 15:53:57,724 - mmaction - INFO - Epoch [54][80/627] lr: 7.500e-03, eta: 13:12:05, time: 1.150, data_time: 0.010, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6292, loss_cls: 2.6799, loss: 2.6799 2020-07-04 15:54:19,911 - mmaction - INFO - Epoch [54][100/627] lr: 7.500e-03, eta: 13:11:34, time: 1.109, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6083, loss_cls: 2.7082, loss: 2.7082 2020-07-04 15:54:42,720 - mmaction - INFO - Epoch [54][120/627] lr: 7.500e-03, eta: 13:11:03, time: 1.144, data_time: 0.010, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6167, loss_cls: 2.7053, loss: 2.7053 2020-07-04 15:55:05,373 - mmaction - INFO - Epoch [54][140/627] lr: 7.500e-03, eta: 13:10:32, time: 1.128, data_time: 0.002, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.6688, loss: 2.6688 2020-07-04 15:55:28,608 - mmaction - INFO - Epoch [54][160/627] lr: 7.500e-03, eta: 13:10:02, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.5644, loss: 2.5644 2020-07-04 15:55:51,242 - mmaction - INFO - Epoch [54][180/627] lr: 7.500e-03, eta: 13:09:31, time: 1.129, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6083, loss_cls: 2.7951, loss: 2.7951 2020-07-04 15:56:14,566 - mmaction - INFO - Epoch [54][200/627] lr: 7.500e-03, eta: 13:09:01, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7000, loss_cls: 2.4161, loss: 2.4161 2020-07-04 15:56:35,401 - mmaction - INFO - Epoch [54][220/627] lr: 7.500e-03, eta: 13:08:28, time: 1.048, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6542, loss_cls: 2.5244, loss: 2.5244 2020-07-04 15:56:59,035 - mmaction - INFO - Epoch [54][240/627] lr: 7.500e-03, eta: 13:07:58, time: 1.174, data_time: 0.003, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.6684, loss: 2.6684 2020-07-04 15:57:21,248 - mmaction - INFO - Epoch [54][260/627] lr: 7.500e-03, eta: 13:07:27, time: 1.113, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.7455, loss: 2.7455 2020-07-04 15:57:44,187 - mmaction - INFO - Epoch [54][280/627] lr: 7.500e-03, eta: 13:06:56, time: 1.146, data_time: 0.009, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6500, loss_cls: 2.7001, loss: 2.7001 2020-07-04 15:58:06,986 - mmaction - INFO - Epoch [54][300/627] lr: 7.500e-03, eta: 13:06:26, time: 1.140, data_time: 0.007, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6458, loss_cls: 2.7368, loss: 2.7368 2020-07-04 15:58:29,708 - mmaction - INFO - Epoch [54][320/627] lr: 7.500e-03, eta: 13:05:55, time: 1.138, data_time: 0.010, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6375, loss_cls: 2.6248, loss: 2.6248 2020-07-04 15:58:52,465 - mmaction - INFO - Epoch [54][340/627] lr: 7.500e-03, eta: 13:05:24, time: 1.136, data_time: 0.005, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6708, loss_cls: 2.6840, loss: 2.6840 2020-07-04 15:59:15,385 - mmaction - INFO - Epoch [54][360/627] lr: 7.500e-03, eta: 13:04:54, time: 1.148, data_time: 0.007, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6208, loss_cls: 2.8332, loss: 2.8332 2020-07-04 15:59:38,114 - mmaction - INFO - Epoch [54][380/627] lr: 7.500e-03, eta: 13:04:23, time: 1.133, data_time: 0.009, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6458, loss_cls: 2.6679, loss: 2.6679 2020-07-04 16:00:01,261 - mmaction - INFO - Epoch [54][400/627] lr: 7.500e-03, eta: 13:03:53, time: 1.162, data_time: 0.010, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6292, loss_cls: 2.7843, loss: 2.7843 2020-07-04 16:00:27,284 - mmaction - INFO - Epoch [54][420/627] lr: 7.500e-03, eta: 13:03:25, time: 1.298, data_time: 0.028, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.6664, loss: 2.6664 2020-07-04 16:00:51,312 - mmaction - INFO - Epoch [54][440/627] lr: 7.500e-03, eta: 13:02:56, time: 1.203, data_time: 0.079, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6375, loss_cls: 2.7735, loss: 2.7735 2020-07-04 16:01:14,734 - mmaction - INFO - Epoch [54][460/627] lr: 7.500e-03, eta: 13:02:26, time: 1.172, data_time: 0.024, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.7091, loss: 2.7091 2020-07-04 16:01:37,826 - mmaction - INFO - Epoch [54][480/627] lr: 7.500e-03, eta: 13:01:56, time: 1.156, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5841, loss: 2.5841 2020-07-04 16:01:59,458 - mmaction - INFO - Epoch [54][500/627] lr: 7.500e-03, eta: 13:01:24, time: 1.081, data_time: 0.007, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6875, loss_cls: 2.3997, loss: 2.3997 2020-07-04 16:02:22,410 - mmaction - INFO - Epoch [54][520/627] lr: 7.500e-03, eta: 13:00:53, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.7535, loss: 2.7535 2020-07-04 16:02:45,278 - mmaction - INFO - Epoch [54][540/627] lr: 7.500e-03, eta: 13:00:23, time: 1.139, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6417, loss_cls: 2.7628, loss: 2.7628 2020-07-04 16:03:07,687 - mmaction - INFO - Epoch [54][560/627] lr: 7.500e-03, eta: 12:59:52, time: 1.123, data_time: 0.013, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6667, loss_cls: 2.6660, loss: 2.6660 2020-07-04 16:03:30,129 - mmaction - INFO - Epoch [54][580/627] lr: 7.500e-03, eta: 12:59:21, time: 1.122, data_time: 0.008, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6042, loss_cls: 2.8008, loss: 2.8008 2020-07-04 16:03:53,760 - mmaction - INFO - Epoch [54][600/627] lr: 7.500e-03, eta: 12:58:51, time: 1.175, data_time: 0.011, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.6050, loss: 2.6050 2020-07-04 16:04:16,537 - mmaction - INFO - Epoch [54][620/627] lr: 7.500e-03, eta: 12:58:21, time: 1.149, data_time: 0.014, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7042, loss_cls: 2.4859, loss: 2.4859 2020-07-04 16:07:25,607 - mmaction - INFO - Epoch [55][20/627] lr: 7.500e-03, eta: 13:00:08, time: 8.675, data_time: 7.445, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.7625, loss: 2.7625 2020-07-04 16:07:49,351 - mmaction - INFO - Epoch [55][40/627] lr: 7.500e-03, eta: 12:59:38, time: 1.187, data_time: 0.015, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.6316, loss: 2.6316 2020-07-04 16:08:12,538 - mmaction - INFO - Epoch [55][60/627] lr: 7.500e-03, eta: 12:59:08, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6250, loss_cls: 2.9085, loss: 2.9085 2020-07-04 16:08:35,103 - mmaction - INFO - Epoch [55][80/627] lr: 7.500e-03, eta: 12:58:37, time: 1.119, data_time: 0.002, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6333, loss_cls: 2.6853, loss: 2.6853 2020-07-04 16:08:57,419 - mmaction - INFO - Epoch [55][100/627] lr: 7.500e-03, eta: 12:58:05, time: 1.118, data_time: 0.011, memory: 8473, top1_acc: 0.4083, top5_acc: 0.5958, loss_cls: 2.6245, loss: 2.6245 2020-07-04 16:09:19,500 - mmaction - INFO - Epoch [55][120/627] lr: 7.500e-03, eta: 12:57:34, time: 1.105, data_time: 0.013, memory: 8473, top1_acc: 0.3458, top5_acc: 0.6458, loss_cls: 2.5742, loss: 2.5742 2020-07-04 16:09:42,205 - mmaction - INFO - Epoch [55][140/627] lr: 7.500e-03, eta: 12:57:03, time: 1.138, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6708, loss_cls: 2.5350, loss: 2.5350 2020-07-04 16:10:05,754 - mmaction - INFO - Epoch [55][160/627] lr: 7.500e-03, eta: 12:56:33, time: 1.179, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6708, loss_cls: 2.6045, loss: 2.6045 2020-07-04 16:10:28,421 - mmaction - INFO - Epoch [55][180/627] lr: 7.500e-03, eta: 12:56:03, time: 1.129, data_time: 0.004, memory: 8473, top1_acc: 0.3750, top5_acc: 0.5958, loss_cls: 2.8345, loss: 2.8345 2020-07-04 16:10:50,536 - mmaction - INFO - Epoch [55][200/627] lr: 7.500e-03, eta: 12:55:31, time: 1.107, data_time: 0.011, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6292, loss_cls: 2.7563, loss: 2.7563 2020-07-04 16:11:14,508 - mmaction - INFO - Epoch [55][220/627] lr: 7.500e-03, eta: 12:55:02, time: 1.202, data_time: 0.008, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.6999, loss: 2.6999 2020-07-04 16:11:36,890 - mmaction - INFO - Epoch [55][240/627] lr: 7.500e-03, eta: 12:54:31, time: 1.117, data_time: 0.007, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6208, loss_cls: 2.7663, loss: 2.7663 2020-07-04 16:11:59,208 - mmaction - INFO - Epoch [55][260/627] lr: 7.500e-03, eta: 12:54:00, time: 1.120, data_time: 0.006, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6792, loss_cls: 2.4585, loss: 2.4585 2020-07-04 16:12:21,725 - mmaction - INFO - Epoch [55][280/627] lr: 7.500e-03, eta: 12:53:29, time: 1.124, data_time: 0.005, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6750, loss_cls: 2.6409, loss: 2.6409 2020-07-04 16:12:45,946 - mmaction - INFO - Epoch [55][300/627] lr: 7.500e-03, eta: 12:53:00, time: 1.211, data_time: 0.004, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6559, loss: 2.6559 2020-07-04 16:13:07,834 - mmaction - INFO - Epoch [55][320/627] lr: 7.500e-03, eta: 12:52:28, time: 1.093, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6917, loss_cls: 2.4629, loss: 2.4629 2020-07-04 16:13:30,299 - mmaction - INFO - Epoch [55][340/627] lr: 7.500e-03, eta: 12:51:57, time: 1.121, data_time: 0.008, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.5049, loss: 2.5049 2020-07-04 16:13:52,396 - mmaction - INFO - Epoch [55][360/627] lr: 7.500e-03, eta: 12:51:26, time: 1.108, data_time: 0.010, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.5728, loss: 2.5728 2020-07-04 16:14:16,322 - mmaction - INFO - Epoch [55][380/627] lr: 7.500e-03, eta: 12:50:57, time: 1.199, data_time: 0.008, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5833, loss_cls: 2.7517, loss: 2.7517 2020-07-04 16:14:38,273 - mmaction - INFO - Epoch [55][400/627] lr: 7.500e-03, eta: 12:50:25, time: 1.094, data_time: 0.003, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6458, loss_cls: 2.7497, loss: 2.7497 2020-07-04 16:15:01,769 - mmaction - INFO - Epoch [55][420/627] lr: 7.500e-03, eta: 12:49:56, time: 1.175, data_time: 0.006, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6208, loss_cls: 2.7374, loss: 2.7374 2020-07-04 16:15:25,761 - mmaction - INFO - Epoch [55][440/627] lr: 7.500e-03, eta: 12:49:26, time: 1.193, data_time: 0.006, memory: 8473, top1_acc: 0.3542, top5_acc: 0.5917, loss_cls: 2.8919, loss: 2.8919 2020-07-04 16:15:47,160 - mmaction - INFO - Epoch [55][460/627] lr: 7.500e-03, eta: 12:48:55, time: 1.080, data_time: 0.016, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6333, loss_cls: 2.6991, loss: 2.6991 2020-07-04 16:16:10,529 - mmaction - INFO - Epoch [55][480/627] lr: 7.500e-03, eta: 12:48:25, time: 1.165, data_time: 0.002, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.6703, loss: 2.6703 2020-07-04 16:16:33,346 - mmaction - INFO - Epoch [55][500/627] lr: 7.500e-03, eta: 12:47:54, time: 1.136, data_time: 0.009, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6833, loss_cls: 2.5052, loss: 2.5052 2020-07-04 16:16:55,597 - mmaction - INFO - Epoch [55][520/627] lr: 7.500e-03, eta: 12:47:23, time: 1.117, data_time: 0.011, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6167, loss_cls: 2.8833, loss: 2.8833 2020-07-04 16:17:19,501 - mmaction - INFO - Epoch [55][540/627] lr: 7.500e-03, eta: 12:46:54, time: 1.189, data_time: 0.009, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6292, loss_cls: 2.7142, loss: 2.7142 2020-07-04 16:17:40,785 - mmaction - INFO - Epoch [55][560/627] lr: 7.500e-03, eta: 12:46:22, time: 1.071, data_time: 0.013, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6167, loss_cls: 2.7498, loss: 2.7498 2020-07-04 16:18:04,576 - mmaction - INFO - Epoch [55][580/627] lr: 7.500e-03, eta: 12:45:52, time: 1.188, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.6291, loss: 2.6291 2020-07-04 16:18:27,859 - mmaction - INFO - Epoch [55][600/627] lr: 7.500e-03, eta: 12:45:22, time: 1.165, data_time: 0.049, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6625, loss_cls: 2.6858, loss: 2.6858 2020-07-04 16:18:50,973 - mmaction - INFO - Epoch [55][620/627] lr: 7.500e-03, eta: 12:44:52, time: 1.155, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6292, loss_cls: 2.6127, loss: 2.6127 2020-07-04 16:18:59,521 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-04 16:22:04,379 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 16:22:05,345 - mmaction - INFO - top1_acc 0.4647 top5_acc 0.7215 2020-07-04 16:22:05,345 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 16:22:05,420 - mmaction - INFO - mean_acc 0.4645 2020-07-04 16:22:05,428 - mmaction - INFO - Epoch [55][627/627] lr: 7.500e-03, top1_acc: 0.4647, top5_acc: 0.7215, mean_class_accuracy: 0.4645 2020-07-04 16:24:37,627 - mmaction - INFO - Epoch [56][20/627] lr: 7.500e-03, eta: 12:46:12, time: 7.603, data_time: 6.074, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6917, loss_cls: 2.4553, loss: 2.4553 2020-07-04 16:25:01,039 - mmaction - INFO - Epoch [56][40/627] lr: 7.500e-03, eta: 12:45:42, time: 1.173, data_time: 0.007, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.7793, loss: 2.7793 2020-07-04 16:25:23,579 - mmaction - INFO - Epoch [56][60/627] lr: 7.500e-03, eta: 12:45:12, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6292, loss_cls: 2.7426, loss: 2.7426 2020-07-04 16:25:46,549 - mmaction - INFO - Epoch [56][80/627] lr: 7.500e-03, eta: 12:44:41, time: 1.144, data_time: 0.001, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6583, loss_cls: 2.4731, loss: 2.4731 2020-07-04 16:26:09,352 - mmaction - INFO - Epoch [56][100/627] lr: 7.500e-03, eta: 12:44:11, time: 1.144, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6750, loss_cls: 2.4096, loss: 2.4096 2020-07-04 16:26:30,921 - mmaction - INFO - Epoch [56][120/627] lr: 7.500e-03, eta: 12:43:39, time: 1.075, data_time: 0.001, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6833, loss_cls: 2.5975, loss: 2.5975 2020-07-04 16:26:54,814 - mmaction - INFO - Epoch [56][140/627] lr: 7.500e-03, eta: 12:43:10, time: 1.194, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6833, loss_cls: 2.5273, loss: 2.5273 2020-07-04 16:27:17,214 - mmaction - INFO - Epoch [56][160/627] lr: 7.500e-03, eta: 12:42:39, time: 1.113, data_time: 0.005, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6958, loss_cls: 2.4937, loss: 2.4937 2020-07-04 16:27:41,098 - mmaction - INFO - Epoch [56][180/627] lr: 7.500e-03, eta: 12:42:09, time: 1.200, data_time: 0.012, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6458, loss_cls: 2.7150, loss: 2.7150 2020-07-04 16:28:04,568 - mmaction - INFO - Epoch [56][200/627] lr: 7.500e-03, eta: 12:41:39, time: 1.170, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6167, loss_cls: 2.8239, loss: 2.8239 2020-07-04 16:28:27,732 - mmaction - INFO - Epoch [56][220/627] lr: 7.500e-03, eta: 12:41:09, time: 1.166, data_time: 0.013, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.5339, loss: 2.5339 2020-07-04 16:28:50,075 - mmaction - INFO - Epoch [56][240/627] lr: 7.500e-03, eta: 12:40:38, time: 1.116, data_time: 0.003, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6000, loss_cls: 2.9370, loss: 2.9370 2020-07-04 16:29:13,730 - mmaction - INFO - Epoch [56][260/627] lr: 7.500e-03, eta: 12:40:09, time: 1.178, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6583, loss_cls: 2.5909, loss: 2.5909 2020-07-04 16:29:36,356 - mmaction - INFO - Epoch [56][280/627] lr: 7.500e-03, eta: 12:39:38, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6750, loss_cls: 2.6031, loss: 2.6031 2020-07-04 16:30:00,023 - mmaction - INFO - Epoch [56][300/627] lr: 7.500e-03, eta: 12:39:09, time: 1.185, data_time: 0.010, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6667, loss_cls: 2.6534, loss: 2.6534 2020-07-04 16:30:23,179 - mmaction - INFO - Epoch [56][320/627] lr: 7.500e-03, eta: 12:38:38, time: 1.155, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5544, loss: 2.5544 2020-07-04 16:30:44,194 - mmaction - INFO - Epoch [56][340/627] lr: 7.500e-03, eta: 12:38:06, time: 1.052, data_time: 0.013, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6292, loss_cls: 2.6590, loss: 2.6590 2020-07-04 16:31:07,123 - mmaction - INFO - Epoch [56][360/627] lr: 7.500e-03, eta: 12:37:36, time: 1.149, data_time: 0.007, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6375, loss_cls: 2.7898, loss: 2.7898 2020-07-04 16:31:30,282 - mmaction - INFO - Epoch [56][380/627] lr: 7.500e-03, eta: 12:37:06, time: 1.157, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6208, loss_cls: 2.7576, loss: 2.7576 2020-07-04 16:31:53,151 - mmaction - INFO - Epoch [56][400/627] lr: 7.500e-03, eta: 12:36:36, time: 1.143, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6667, loss_cls: 2.5549, loss: 2.5549 2020-07-04 16:32:17,198 - mmaction - INFO - Epoch [56][420/627] lr: 7.500e-03, eta: 12:36:07, time: 1.205, data_time: 0.006, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6208, loss_cls: 2.7715, loss: 2.7715 2020-07-04 16:32:40,086 - mmaction - INFO - Epoch [56][440/627] lr: 7.500e-03, eta: 12:35:36, time: 1.142, data_time: 0.004, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6250, loss_cls: 2.7204, loss: 2.7204 2020-07-04 16:33:01,921 - mmaction - INFO - Epoch [56][460/627] lr: 7.500e-03, eta: 12:35:05, time: 1.093, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6167, loss_cls: 2.7649, loss: 2.7649 2020-07-04 16:33:24,090 - mmaction - INFO - Epoch [56][480/627] lr: 7.500e-03, eta: 12:34:34, time: 1.112, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6458, loss_cls: 2.7199, loss: 2.7199 2020-07-04 16:33:47,338 - mmaction - INFO - Epoch [56][500/627] lr: 7.500e-03, eta: 12:34:04, time: 1.159, data_time: 0.001, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.5678, loss: 2.5678 2020-07-04 16:34:10,128 - mmaction - INFO - Epoch [56][520/627] lr: 7.500e-03, eta: 12:33:34, time: 1.138, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6250, loss_cls: 2.8067, loss: 2.8067 2020-07-04 16:34:33,499 - mmaction - INFO - Epoch [56][540/627] lr: 7.500e-03, eta: 12:33:04, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6833, loss_cls: 2.5500, loss: 2.5500 2020-07-04 16:34:56,203 - mmaction - INFO - Epoch [56][560/627] lr: 7.500e-03, eta: 12:32:33, time: 1.135, data_time: 0.011, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6542, loss_cls: 2.5819, loss: 2.5819 2020-07-04 16:35:19,380 - mmaction - INFO - Epoch [56][580/627] lr: 7.500e-03, eta: 12:32:03, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6417, loss_cls: 2.5959, loss: 2.5959 2020-07-04 16:35:42,120 - mmaction - INFO - Epoch [56][600/627] lr: 7.500e-03, eta: 12:31:33, time: 1.142, data_time: 0.046, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6417, loss_cls: 2.6618, loss: 2.6618 2020-07-04 16:36:05,772 - mmaction - INFO - Epoch [56][620/627] lr: 7.500e-03, eta: 12:31:04, time: 1.181, data_time: 0.051, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.6910, loss: 2.6910 2020-07-04 16:38:42,823 - mmaction - INFO - Epoch [57][20/627] lr: 7.500e-03, eta: 12:32:16, time: 7.429, data_time: 6.302, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6792, loss_cls: 2.6222, loss: 2.6222 2020-07-04 16:39:05,729 - mmaction - INFO - Epoch [57][40/627] lr: 7.500e-03, eta: 12:31:46, time: 1.145, data_time: 0.010, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6500, loss_cls: 2.8157, loss: 2.8157 2020-07-04 16:39:28,312 - mmaction - INFO - Epoch [57][60/627] lr: 7.500e-03, eta: 12:31:15, time: 1.131, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6625, loss_cls: 2.5580, loss: 2.5580 2020-07-04 16:39:51,074 - mmaction - INFO - Epoch [57][80/627] lr: 7.500e-03, eta: 12:30:45, time: 1.136, data_time: 0.009, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6125, loss_cls: 2.8961, loss: 2.8961 2020-07-04 16:40:14,543 - mmaction - INFO - Epoch [57][100/627] lr: 7.500e-03, eta: 12:30:15, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6333, loss_cls: 2.4957, loss: 2.4957 2020-07-04 16:40:37,183 - mmaction - INFO - Epoch [57][120/627] lr: 7.500e-03, eta: 12:29:45, time: 1.139, data_time: 0.013, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6792, loss_cls: 2.6443, loss: 2.6443 2020-07-04 16:41:00,190 - mmaction - INFO - Epoch [57][140/627] lr: 7.500e-03, eta: 12:29:15, time: 1.152, data_time: 0.009, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6417, loss_cls: 2.6511, loss: 2.6511 2020-07-04 16:41:22,308 - mmaction - INFO - Epoch [57][160/627] lr: 7.500e-03, eta: 12:28:44, time: 1.104, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6458, loss_cls: 2.6262, loss: 2.6262 2020-07-04 16:41:45,729 - mmaction - INFO - Epoch [57][180/627] lr: 7.500e-03, eta: 12:28:14, time: 1.172, data_time: 0.006, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6417, loss_cls: 2.7677, loss: 2.7677 2020-07-04 16:42:09,547 - mmaction - INFO - Epoch [57][200/627] lr: 7.500e-03, eta: 12:27:44, time: 1.189, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6083, loss_cls: 2.7578, loss: 2.7578 2020-07-04 16:42:31,245 - mmaction - INFO - Epoch [57][220/627] lr: 7.500e-03, eta: 12:27:13, time: 1.087, data_time: 0.010, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6417, loss_cls: 2.7240, loss: 2.7240 2020-07-04 16:42:55,131 - mmaction - INFO - Epoch [57][240/627] lr: 7.500e-03, eta: 12:26:44, time: 1.191, data_time: 0.008, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4014, loss: 2.4014 2020-07-04 16:43:18,079 - mmaction - INFO - Epoch [57][260/627] lr: 7.500e-03, eta: 12:26:14, time: 1.153, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.7609, loss: 2.7609 2020-07-04 16:43:40,598 - mmaction - INFO - Epoch [57][280/627] lr: 7.500e-03, eta: 12:25:43, time: 1.122, data_time: 0.005, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6875, loss_cls: 2.3985, loss: 2.3985 2020-07-04 16:44:02,730 - mmaction - INFO - Epoch [57][300/627] lr: 7.500e-03, eta: 12:25:12, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.5710, loss: 2.5710 2020-07-04 16:44:26,878 - mmaction - INFO - Epoch [57][320/627] lr: 7.500e-03, eta: 12:24:43, time: 1.211, data_time: 0.009, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6250, loss_cls: 2.7832, loss: 2.7832 2020-07-04 16:44:49,660 - mmaction - INFO - Epoch [57][340/627] lr: 7.500e-03, eta: 12:24:13, time: 1.134, data_time: 0.002, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.6389, loss: 2.6389 2020-07-04 16:45:13,015 - mmaction - INFO - Epoch [57][360/627] lr: 7.500e-03, eta: 12:23:43, time: 1.165, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.6007, loss: 2.6007 2020-07-04 16:45:35,315 - mmaction - INFO - Epoch [57][380/627] lr: 7.500e-03, eta: 12:23:12, time: 1.119, data_time: 0.010, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6833, loss_cls: 2.4209, loss: 2.4209 2020-07-04 16:45:58,028 - mmaction - INFO - Epoch [57][400/627] lr: 7.500e-03, eta: 12:22:42, time: 1.136, data_time: 0.005, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.7248, loss: 2.7248 2020-07-04 16:46:20,421 - mmaction - INFO - Epoch [57][420/627] lr: 7.500e-03, eta: 12:22:11, time: 1.120, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6417, loss_cls: 2.7337, loss: 2.7337 2020-07-04 16:46:42,697 - mmaction - INFO - Epoch [57][440/627] lr: 7.500e-03, eta: 12:21:41, time: 1.116, data_time: 0.005, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6792, loss_cls: 2.5517, loss: 2.5517 2020-07-04 16:47:06,043 - mmaction - INFO - Epoch [57][460/627] lr: 7.500e-03, eta: 12:21:11, time: 1.165, data_time: 0.002, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.4992, loss: 2.4992 2020-07-04 16:47:29,027 - mmaction - INFO - Epoch [57][480/627] lr: 7.500e-03, eta: 12:20:41, time: 1.151, data_time: 0.007, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.6681, loss: 2.6681 2020-07-04 16:47:51,616 - mmaction - INFO - Epoch [57][500/627] lr: 7.500e-03, eta: 12:20:10, time: 1.123, data_time: 0.044, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7083, loss_cls: 2.3693, loss: 2.3693 2020-07-04 16:48:14,944 - mmaction - INFO - Epoch [57][520/627] lr: 7.500e-03, eta: 12:19:41, time: 1.166, data_time: 0.011, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 2.5458, loss: 2.5458 2020-07-04 16:48:37,378 - mmaction - INFO - Epoch [57][540/627] lr: 7.500e-03, eta: 12:19:10, time: 1.120, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6417, loss_cls: 2.7743, loss: 2.7743 2020-07-04 16:48:59,726 - mmaction - INFO - Epoch [57][560/627] lr: 7.500e-03, eta: 12:18:39, time: 1.121, data_time: 0.013, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6167, loss_cls: 2.8409, loss: 2.8409 2020-07-04 16:49:22,223 - mmaction - INFO - Epoch [57][580/627] lr: 7.500e-03, eta: 12:18:09, time: 1.124, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6542, loss_cls: 2.5971, loss: 2.5971 2020-07-04 16:49:45,661 - mmaction - INFO - Epoch [57][600/627] lr: 7.500e-03, eta: 12:17:39, time: 1.175, data_time: 0.030, memory: 8473, top1_acc: 0.3417, top5_acc: 0.6208, loss_cls: 2.7923, loss: 2.7923 2020-07-04 16:50:08,890 - mmaction - INFO - Epoch [57][620/627] lr: 7.500e-03, eta: 12:17:10, time: 1.156, data_time: 0.010, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6875, loss_cls: 2.4555, loss: 2.4555 2020-07-04 16:52:47,404 - mmaction - INFO - Epoch [58][20/627] lr: 7.500e-03, eta: 12:18:20, time: 7.508, data_time: 6.391, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6708, loss_cls: 2.5563, loss: 2.5563 2020-07-04 16:53:09,858 - mmaction - INFO - Epoch [58][40/627] lr: 7.500e-03, eta: 12:17:49, time: 1.129, data_time: 0.012, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6750, loss_cls: 2.5552, loss: 2.5552 2020-07-04 16:53:33,243 - mmaction - INFO - Epoch [58][60/627] lr: 7.500e-03, eta: 12:17:20, time: 1.168, data_time: 0.005, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6792, loss_cls: 2.4089, loss: 2.4089 2020-07-04 16:53:56,195 - mmaction - INFO - Epoch [58][80/627] lr: 7.500e-03, eta: 12:16:49, time: 1.148, data_time: 0.009, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6667, loss_cls: 2.5322, loss: 2.5322 2020-07-04 16:54:19,355 - mmaction - INFO - Epoch [58][100/627] lr: 7.500e-03, eta: 12:16:20, time: 1.159, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.5950, loss: 2.5950 2020-07-04 16:54:42,640 - mmaction - INFO - Epoch [58][120/627] lr: 7.500e-03, eta: 12:15:50, time: 1.168, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6792, loss_cls: 2.5057, loss: 2.5057 2020-07-04 16:55:04,754 - mmaction - INFO - Epoch [58][140/627] lr: 7.500e-03, eta: 12:15:19, time: 1.102, data_time: 0.007, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6750, loss_cls: 2.6845, loss: 2.6845 2020-07-04 16:55:29,003 - mmaction - INFO - Epoch [58][160/627] lr: 7.500e-03, eta: 12:14:50, time: 1.211, data_time: 0.009, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.5870, loss: 2.5870 2020-07-04 16:55:51,023 - mmaction - INFO - Epoch [58][180/627] lr: 7.500e-03, eta: 12:14:19, time: 1.102, data_time: 0.058, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6792, loss_cls: 2.4226, loss: 2.4226 2020-07-04 16:56:14,250 - mmaction - INFO - Epoch [58][200/627] lr: 7.500e-03, eta: 12:13:49, time: 1.159, data_time: 0.009, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7042, loss_cls: 2.4416, loss: 2.4416 2020-07-04 16:56:37,089 - mmaction - INFO - Epoch [58][220/627] lr: 7.500e-03, eta: 12:13:19, time: 1.146, data_time: 0.012, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6875, loss_cls: 2.5276, loss: 2.5276 2020-07-04 16:56:58,817 - mmaction - INFO - Epoch [58][240/627] lr: 7.500e-03, eta: 12:12:48, time: 1.088, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 2.6018, loss: 2.6018 2020-07-04 16:57:20,794 - mmaction - INFO - Epoch [58][260/627] lr: 7.500e-03, eta: 12:12:17, time: 1.102, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6750, loss_cls: 2.4892, loss: 2.4892 2020-07-04 16:57:44,972 - mmaction - INFO - Epoch [58][280/627] lr: 7.500e-03, eta: 12:11:48, time: 1.209, data_time: 0.001, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6417, loss_cls: 2.6655, loss: 2.6655 2020-07-04 16:58:07,372 - mmaction - INFO - Epoch [58][300/627] lr: 7.500e-03, eta: 12:11:17, time: 1.117, data_time: 0.002, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6750, loss_cls: 2.5458, loss: 2.5458 2020-07-04 16:58:30,033 - mmaction - INFO - Epoch [58][320/627] lr: 7.500e-03, eta: 12:10:47, time: 1.128, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6792, loss_cls: 2.5734, loss: 2.5734 2020-07-04 16:58:53,508 - mmaction - INFO - Epoch [58][340/627] lr: 7.500e-03, eta: 12:10:17, time: 1.131, data_time: 0.009, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7042, loss_cls: 2.4764, loss: 2.4764 2020-07-04 16:59:15,353 - mmaction - INFO - Epoch [58][360/627] lr: 7.500e-03, eta: 12:09:47, time: 1.141, data_time: 0.063, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6792, loss_cls: 2.5952, loss: 2.5952 2020-07-04 16:59:38,110 - mmaction - INFO - Epoch [58][380/627] lr: 7.500e-03, eta: 12:09:16, time: 1.138, data_time: 0.006, memory: 8473, top1_acc: 0.3250, top5_acc: 0.5667, loss_cls: 3.0228, loss: 3.0228 2020-07-04 17:00:01,976 - mmaction - INFO - Epoch [58][400/627] lr: 7.500e-03, eta: 12:08:47, time: 1.188, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.3820, loss: 2.3820 2020-07-04 17:00:27,160 - mmaction - INFO - Epoch [58][420/627] lr: 7.500e-03, eta: 12:08:19, time: 1.266, data_time: 0.018, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7042, loss_cls: 2.4694, loss: 2.4694 2020-07-04 17:00:50,984 - mmaction - INFO - Epoch [58][440/627] lr: 7.500e-03, eta: 12:07:50, time: 1.183, data_time: 0.050, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.5035, loss: 2.5035 2020-07-04 17:01:14,429 - mmaction - INFO - Epoch [58][460/627] lr: 7.500e-03, eta: 12:07:21, time: 1.172, data_time: 0.051, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6458, loss_cls: 2.6134, loss: 2.6134 2020-07-04 17:01:37,448 - mmaction - INFO - Epoch [58][480/627] lr: 7.500e-03, eta: 12:06:51, time: 1.156, data_time: 0.017, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.7480, loss: 2.7480 2020-07-04 17:01:59,417 - mmaction - INFO - Epoch [58][500/627] lr: 7.500e-03, eta: 12:06:20, time: 1.098, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6875, loss_cls: 2.4314, loss: 2.4314 2020-07-04 17:02:23,560 - mmaction - INFO - Epoch [58][520/627] lr: 7.500e-03, eta: 12:05:51, time: 1.206, data_time: 0.010, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6542, loss_cls: 2.6211, loss: 2.6211 2020-07-04 17:02:45,625 - mmaction - INFO - Epoch [58][540/627] lr: 7.500e-03, eta: 12:05:20, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7000, loss_cls: 2.3921, loss: 2.3921 2020-07-04 17:03:08,994 - mmaction - INFO - Epoch [58][560/627] lr: 7.500e-03, eta: 12:04:51, time: 1.165, data_time: 0.006, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6500, loss_cls: 2.6842, loss: 2.6842 2020-07-04 17:03:31,209 - mmaction - INFO - Epoch [58][580/627] lr: 7.500e-03, eta: 12:04:20, time: 1.108, data_time: 0.006, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7083, loss_cls: 2.5199, loss: 2.5199 2020-07-04 17:03:54,737 - mmaction - INFO - Epoch [58][600/627] lr: 7.500e-03, eta: 12:03:51, time: 1.179, data_time: 0.011, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6208, loss_cls: 2.7838, loss: 2.7838 2020-07-04 17:04:16,253 - mmaction - INFO - Epoch [58][620/627] lr: 7.500e-03, eta: 12:03:20, time: 1.076, data_time: 0.006, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.4731, loss: 2.4731 2020-07-04 17:07:12,590 - mmaction - INFO - Epoch [59][20/627] lr: 7.500e-03, eta: 12:04:36, time: 8.057, data_time: 6.884, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6458, loss_cls: 2.6771, loss: 2.6771 2020-07-04 17:07:34,633 - mmaction - INFO - Epoch [59][40/627] lr: 7.500e-03, eta: 12:04:05, time: 1.105, data_time: 0.006, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7167, loss_cls: 2.3174, loss: 2.3174 2020-07-04 17:07:57,346 - mmaction - INFO - Epoch [59][60/627] lr: 7.500e-03, eta: 12:03:35, time: 1.135, data_time: 0.003, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6542, loss_cls: 2.5790, loss: 2.5790 2020-07-04 17:08:19,942 - mmaction - INFO - Epoch [59][80/627] lr: 7.500e-03, eta: 12:03:04, time: 1.133, data_time: 0.028, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6542, loss_cls: 2.6983, loss: 2.6983 2020-07-04 17:08:42,953 - mmaction - INFO - Epoch [59][100/627] lr: 7.500e-03, eta: 12:02:34, time: 1.147, data_time: 0.042, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6208, loss_cls: 2.8358, loss: 2.8358 2020-07-04 17:09:06,653 - mmaction - INFO - Epoch [59][120/627] lr: 7.500e-03, eta: 12:02:05, time: 1.186, data_time: 0.007, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6333, loss_cls: 2.7310, loss: 2.7310 2020-07-04 17:09:28,750 - mmaction - INFO - Epoch [59][140/627] lr: 7.500e-03, eta: 12:01:34, time: 1.101, data_time: 0.003, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6125, loss_cls: 2.7959, loss: 2.7959 2020-07-04 17:09:52,485 - mmaction - INFO - Epoch [59][160/627] lr: 7.500e-03, eta: 12:01:05, time: 1.185, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6583, loss_cls: 2.6087, loss: 2.6087 2020-07-04 17:10:15,231 - mmaction - INFO - Epoch [59][180/627] lr: 7.500e-03, eta: 12:00:35, time: 1.141, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6542, loss_cls: 2.6051, loss: 2.6051 2020-07-04 17:10:39,027 - mmaction - INFO - Epoch [59][200/627] lr: 7.500e-03, eta: 12:00:06, time: 1.189, data_time: 0.008, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6458, loss_cls: 2.7901, loss: 2.7901 2020-07-04 17:11:03,110 - mmaction - INFO - Epoch [59][220/627] lr: 7.500e-03, eta: 11:59:37, time: 1.205, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6417, loss_cls: 2.7544, loss: 2.7544 2020-07-04 17:11:24,405 - mmaction - INFO - Epoch [59][240/627] lr: 7.500e-03, eta: 11:59:05, time: 1.064, data_time: 0.005, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6625, loss_cls: 2.5939, loss: 2.5939 2020-07-04 17:11:46,562 - mmaction - INFO - Epoch [59][260/627] lr: 7.500e-03, eta: 11:58:35, time: 1.109, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6750, loss_cls: 2.4523, loss: 2.4523 2020-07-04 17:12:09,508 - mmaction - INFO - Epoch [59][280/627] lr: 7.500e-03, eta: 11:58:05, time: 1.145, data_time: 0.003, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6542, loss_cls: 2.6739, loss: 2.6739 2020-07-04 17:12:33,414 - mmaction - INFO - Epoch [59][300/627] lr: 7.500e-03, eta: 11:57:36, time: 1.196, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7250, loss_cls: 2.3987, loss: 2.3987 2020-07-04 17:12:56,672 - mmaction - INFO - Epoch [59][320/627] lr: 7.500e-03, eta: 11:57:06, time: 1.162, data_time: 0.004, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6792, loss_cls: 2.4428, loss: 2.4428 2020-07-04 17:13:19,085 - mmaction - INFO - Epoch [59][340/627] lr: 7.500e-03, eta: 11:56:36, time: 1.119, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6458, loss_cls: 2.7580, loss: 2.7580 2020-07-04 17:13:41,040 - mmaction - INFO - Epoch [59][360/627] lr: 7.500e-03, eta: 11:56:05, time: 1.096, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6208, loss_cls: 2.6294, loss: 2.6294 2020-07-04 17:14:02,904 - mmaction - INFO - Epoch [59][380/627] lr: 7.500e-03, eta: 11:55:34, time: 1.092, data_time: 0.010, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6375, loss_cls: 2.5565, loss: 2.5565 2020-07-04 17:14:26,849 - mmaction - INFO - Epoch [59][400/627] lr: 7.500e-03, eta: 11:55:05, time: 1.198, data_time: 0.009, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6417, loss_cls: 2.6032, loss: 2.6032 2020-07-04 17:14:50,162 - mmaction - INFO - Epoch [59][420/627] lr: 7.500e-03, eta: 11:54:35, time: 1.171, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6167, loss_cls: 2.5560, loss: 2.5560 2020-07-04 17:15:12,215 - mmaction - INFO - Epoch [59][440/627] lr: 7.500e-03, eta: 11:54:05, time: 1.096, data_time: 0.058, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.6952, loss: 2.6952 2020-07-04 17:15:35,187 - mmaction - INFO - Epoch [59][460/627] lr: 7.500e-03, eta: 11:53:35, time: 1.152, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.5030, loss: 2.5030 2020-07-04 17:15:58,624 - mmaction - INFO - Epoch [59][480/627] lr: 7.500e-03, eta: 11:53:05, time: 1.171, data_time: 0.075, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6375, loss_cls: 2.7417, loss: 2.7417 2020-07-04 17:16:21,690 - mmaction - INFO - Epoch [59][500/627] lr: 7.500e-03, eta: 11:52:36, time: 1.153, data_time: 0.008, memory: 8473, top1_acc: 0.3333, top5_acc: 0.6333, loss_cls: 2.8721, loss: 2.8721 2020-07-04 17:16:45,223 - mmaction - INFO - Epoch [59][520/627] lr: 7.500e-03, eta: 11:52:06, time: 1.178, data_time: 0.010, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6375, loss_cls: 2.7380, loss: 2.7380 2020-07-04 17:17:07,917 - mmaction - INFO - Epoch [59][540/627] lr: 7.500e-03, eta: 11:51:36, time: 1.139, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6917, loss_cls: 2.4661, loss: 2.4661 2020-07-04 17:17:30,280 - mmaction - INFO - Epoch [59][560/627] lr: 7.500e-03, eta: 11:51:06, time: 1.113, data_time: 0.003, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6417, loss_cls: 2.6475, loss: 2.6475 2020-07-04 17:17:52,766 - mmaction - INFO - Epoch [59][580/627] lr: 7.500e-03, eta: 11:50:36, time: 1.128, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6833, loss_cls: 2.4942, loss: 2.4942 2020-07-04 17:18:15,084 - mmaction - INFO - Epoch [59][600/627] lr: 7.500e-03, eta: 11:50:05, time: 1.114, data_time: 0.005, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6917, loss_cls: 2.5055, loss: 2.5055 2020-07-04 17:18:39,004 - mmaction - INFO - Epoch [59][620/627] lr: 7.500e-03, eta: 11:49:36, time: 1.193, data_time: 0.004, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6708, loss_cls: 2.5697, loss: 2.5697 2020-07-04 17:21:20,321 - mmaction - INFO - Epoch [60][20/627] lr: 7.500e-03, eta: 11:50:42, time: 7.688, data_time: 6.460, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6542, loss_cls: 2.7315, loss: 2.7315 2020-07-04 17:21:43,780 - mmaction - INFO - Epoch [60][40/627] lr: 7.500e-03, eta: 11:50:13, time: 1.169, data_time: 0.009, memory: 8473, top1_acc: 0.3333, top5_acc: 0.5500, loss_cls: 3.1103, loss: 3.1103 2020-07-04 17:22:06,145 - mmaction - INFO - Epoch [60][60/627] lr: 7.500e-03, eta: 11:49:42, time: 1.124, data_time: 0.011, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6667, loss_cls: 2.5079, loss: 2.5079 2020-07-04 17:22:29,656 - mmaction - INFO - Epoch [60][80/627] lr: 7.500e-03, eta: 11:49:13, time: 1.179, data_time: 0.008, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6458, loss_cls: 2.6906, loss: 2.6906 2020-07-04 17:22:51,664 - mmaction - INFO - Epoch [60][100/627] lr: 7.500e-03, eta: 11:48:42, time: 1.096, data_time: 0.001, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6292, loss_cls: 2.6794, loss: 2.6794 2020-07-04 17:23:13,457 - mmaction - INFO - Epoch [60][120/627] lr: 7.500e-03, eta: 11:48:11, time: 1.093, data_time: 0.011, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6167, loss_cls: 2.7923, loss: 2.7923 2020-07-04 17:23:36,486 - mmaction - INFO - Epoch [60][140/627] lr: 7.500e-03, eta: 11:47:42, time: 1.149, data_time: 0.002, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6625, loss_cls: 2.7004, loss: 2.7004 2020-07-04 17:24:00,714 - mmaction - INFO - Epoch [60][160/627] lr: 7.500e-03, eta: 11:47:13, time: 1.215, data_time: 0.015, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6583, loss_cls: 2.7934, loss: 2.7934 2020-07-04 17:24:21,956 - mmaction - INFO - Epoch [60][180/627] lr: 7.500e-03, eta: 11:46:41, time: 1.062, data_time: 0.005, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6083, loss_cls: 2.8263, loss: 2.8263 2020-07-04 17:24:45,466 - mmaction - INFO - Epoch [60][200/627] lr: 7.500e-03, eta: 11:46:12, time: 1.173, data_time: 0.002, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6542, loss_cls: 2.7084, loss: 2.7084 2020-07-04 17:25:08,945 - mmaction - INFO - Epoch [60][220/627] lr: 7.500e-03, eta: 11:45:43, time: 1.171, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.5917, loss_cls: 2.7499, loss: 2.7499 2020-07-04 17:25:32,411 - mmaction - INFO - Epoch [60][240/627] lr: 7.500e-03, eta: 11:45:13, time: 1.170, data_time: 0.006, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6083, loss_cls: 2.7008, loss: 2.7008 2020-07-04 17:25:55,198 - mmaction - INFO - Epoch [60][260/627] lr: 7.500e-03, eta: 11:44:43, time: 1.141, data_time: 0.009, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6792, loss_cls: 2.5172, loss: 2.5172 2020-07-04 17:26:17,635 - mmaction - INFO - Epoch [60][280/627] lr: 7.500e-03, eta: 11:44:13, time: 1.127, data_time: 0.010, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6458, loss_cls: 2.6895, loss: 2.6895 2020-07-04 17:26:40,843 - mmaction - INFO - Epoch [60][300/627] lr: 7.500e-03, eta: 11:43:43, time: 1.157, data_time: 0.002, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6292, loss_cls: 2.6055, loss: 2.6055 2020-07-04 17:27:03,304 - mmaction - INFO - Epoch [60][320/627] lr: 7.500e-03, eta: 11:43:13, time: 1.127, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6792, loss_cls: 2.6228, loss: 2.6228 2020-07-04 17:27:26,253 - mmaction - INFO - Epoch [60][340/627] lr: 7.500e-03, eta: 11:42:43, time: 1.142, data_time: 0.003, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6542, loss_cls: 2.5385, loss: 2.5385 2020-07-04 17:27:48,528 - mmaction - INFO - Epoch [60][360/627] lr: 7.500e-03, eta: 11:42:13, time: 1.113, data_time: 0.007, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5766, loss: 2.5766 2020-07-04 17:28:10,781 - mmaction - INFO - Epoch [60][380/627] lr: 7.500e-03, eta: 11:41:43, time: 1.113, data_time: 0.011, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.4310, loss: 2.4310 2020-07-04 17:28:34,661 - mmaction - INFO - Epoch [60][400/627] lr: 7.500e-03, eta: 11:41:14, time: 1.196, data_time: 0.007, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5958, loss_cls: 2.8118, loss: 2.8118 2020-07-04 17:28:58,350 - mmaction - INFO - Epoch [60][420/627] lr: 7.500e-03, eta: 11:40:45, time: 1.182, data_time: 0.008, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6167, loss_cls: 2.8529, loss: 2.8529 2020-07-04 17:29:20,068 - mmaction - INFO - Epoch [60][440/627] lr: 7.500e-03, eta: 11:40:14, time: 1.089, data_time: 0.008, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.3862, loss: 2.3862 2020-07-04 17:29:43,622 - mmaction - INFO - Epoch [60][460/627] lr: 7.500e-03, eta: 11:39:44, time: 1.174, data_time: 0.007, memory: 8473, top1_acc: 0.4083, top5_acc: 0.7125, loss_cls: 2.3562, loss: 2.3562 2020-07-04 17:30:06,009 - mmaction - INFO - Epoch [60][480/627] lr: 7.500e-03, eta: 11:39:14, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6500, loss_cls: 2.5742, loss: 2.5742 2020-07-04 17:30:29,519 - mmaction - INFO - Epoch [60][500/627] lr: 7.500e-03, eta: 11:38:45, time: 1.174, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6333, loss_cls: 2.6242, loss: 2.6242 2020-07-04 17:30:52,476 - mmaction - INFO - Epoch [60][520/627] lr: 7.500e-03, eta: 11:38:15, time: 1.150, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.4379, loss: 2.4379 2020-07-04 17:31:13,967 - mmaction - INFO - Epoch [60][540/627] lr: 7.500e-03, eta: 11:37:44, time: 1.073, data_time: 0.012, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6417, loss_cls: 2.8282, loss: 2.8282 2020-07-04 17:31:36,753 - mmaction - INFO - Epoch [60][560/627] lr: 7.500e-03, eta: 11:37:14, time: 1.138, data_time: 0.023, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6667, loss_cls: 2.6089, loss: 2.6089 2020-07-04 17:31:59,956 - mmaction - INFO - Epoch [60][580/627] lr: 7.500e-03, eta: 11:36:45, time: 1.164, data_time: 0.027, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.5766, loss: 2.5766 2020-07-04 17:32:24,139 - mmaction - INFO - Epoch [60][600/627] lr: 7.500e-03, eta: 11:36:16, time: 1.210, data_time: 0.002, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6458, loss_cls: 2.6144, loss: 2.6144 2020-07-04 17:32:45,801 - mmaction - INFO - Epoch [60][620/627] lr: 7.500e-03, eta: 11:35:45, time: 1.065, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5911, loss: 2.5911 2020-07-04 17:32:54,363 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-04 17:35:55,191 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 17:35:56,155 - mmaction - INFO - top1_acc 0.4632 top5_acc 0.7203 2020-07-04 17:35:56,155 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 17:35:56,233 - mmaction - INFO - mean_acc 0.4631 2020-07-04 17:35:56,241 - mmaction - INFO - Epoch [60][627/627] lr: 7.500e-03, top1_acc: 0.4632, top5_acc: 0.7203, mean_class_accuracy: 0.4631 2020-07-04 17:38:20,337 - mmaction - INFO - Epoch [61][20/627] lr: 7.500e-03, eta: 11:36:39, time: 7.199, data_time: 5.303, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6625, loss_cls: 2.5810, loss: 2.5810 2020-07-04 17:38:43,761 - mmaction - INFO - Epoch [61][40/627] lr: 7.500e-03, eta: 11:36:10, time: 1.170, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6667, loss_cls: 2.5243, loss: 2.5243 2020-07-04 17:39:06,560 - mmaction - INFO - Epoch [61][60/627] lr: 7.500e-03, eta: 11:35:40, time: 1.141, data_time: 0.007, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6875, loss_cls: 2.4909, loss: 2.4909 2020-07-04 17:39:30,137 - mmaction - INFO - Epoch [61][80/627] lr: 7.500e-03, eta: 11:35:11, time: 1.177, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6750, loss_cls: 2.5011, loss: 2.5011 2020-07-04 17:39:51,782 - mmaction - INFO - Epoch [61][100/627] lr: 7.500e-03, eta: 11:34:40, time: 1.084, data_time: 0.007, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6625, loss_cls: 2.6679, loss: 2.6679 2020-07-04 17:40:13,263 - mmaction - INFO - Epoch [61][120/627] lr: 7.500e-03, eta: 11:34:09, time: 1.076, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6125, loss_cls: 2.7281, loss: 2.7281 2020-07-04 17:40:37,401 - mmaction - INFO - Epoch [61][140/627] lr: 7.500e-03, eta: 11:33:40, time: 1.199, data_time: 0.004, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6542, loss_cls: 2.5777, loss: 2.5777 2020-07-04 17:40:58,482 - mmaction - INFO - Epoch [61][160/627] lr: 7.500e-03, eta: 11:33:09, time: 1.062, data_time: 0.011, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.6469, loss: 2.6469 2020-07-04 17:41:21,280 - mmaction - INFO - Epoch [61][180/627] lr: 7.500e-03, eta: 11:32:39, time: 1.139, data_time: 0.004, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7083, loss_cls: 2.4495, loss: 2.4495 2020-07-04 17:41:43,959 - mmaction - INFO - Epoch [61][200/627] lr: 7.500e-03, eta: 11:32:09, time: 1.133, data_time: 0.006, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6750, loss_cls: 2.5891, loss: 2.5891 2020-07-04 17:42:07,109 - mmaction - INFO - Epoch [61][220/627] lr: 7.500e-03, eta: 11:31:40, time: 1.158, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6167, loss_cls: 2.7407, loss: 2.7407 2020-07-04 17:42:29,197 - mmaction - INFO - Epoch [61][240/627] lr: 7.500e-03, eta: 11:31:09, time: 1.104, data_time: 0.007, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.3524, loss: 2.3524 2020-07-04 17:42:52,561 - mmaction - INFO - Epoch [61][260/627] lr: 7.500e-03, eta: 11:30:40, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6708, loss_cls: 2.4727, loss: 2.4727 2020-07-04 17:43:15,460 - mmaction - INFO - Epoch [61][280/627] lr: 7.500e-03, eta: 11:30:10, time: 1.148, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6250, loss_cls: 2.7493, loss: 2.7493 2020-07-04 17:43:39,208 - mmaction - INFO - Epoch [61][300/627] lr: 7.500e-03, eta: 11:29:41, time: 1.187, data_time: 0.008, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6500, loss_cls: 2.5075, loss: 2.5075 2020-07-04 17:44:01,041 - mmaction - INFO - Epoch [61][320/627] lr: 7.500e-03, eta: 11:29:10, time: 1.090, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6458, loss_cls: 2.6973, loss: 2.6973 2020-07-04 17:44:24,136 - mmaction - INFO - Epoch [61][340/627] lr: 7.500e-03, eta: 11:28:41, time: 1.157, data_time: 0.009, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.5963, loss: 2.5963 2020-07-04 17:44:46,560 - mmaction - INFO - Epoch [61][360/627] lr: 7.500e-03, eta: 11:28:11, time: 1.119, data_time: 0.005, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7000, loss_cls: 2.4242, loss: 2.4242 2020-07-04 17:45:08,794 - mmaction - INFO - Epoch [61][380/627] lr: 7.500e-03, eta: 11:27:40, time: 1.114, data_time: 0.010, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6208, loss_cls: 2.8145, loss: 2.8145 2020-07-04 17:45:31,202 - mmaction - INFO - Epoch [61][400/627] lr: 7.500e-03, eta: 11:27:10, time: 1.121, data_time: 0.005, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6375, loss_cls: 2.7857, loss: 2.7857 2020-07-04 17:45:54,681 - mmaction - INFO - Epoch [61][420/627] lr: 7.500e-03, eta: 11:26:41, time: 1.176, data_time: 0.004, memory: 8473, top1_acc: 0.4167, top5_acc: 0.7000, loss_cls: 2.4638, loss: 2.4638 2020-07-04 17:46:17,908 - mmaction - INFO - Epoch [61][440/627] lr: 7.500e-03, eta: 11:26:12, time: 1.156, data_time: 0.006, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.3137, loss: 2.3137 2020-07-04 17:46:41,241 - mmaction - INFO - Epoch [61][460/627] lr: 7.500e-03, eta: 11:25:42, time: 1.173, data_time: 0.009, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6875, loss_cls: 2.5060, loss: 2.5060 2020-07-04 17:47:03,906 - mmaction - INFO - Epoch [61][480/627] lr: 7.500e-03, eta: 11:25:12, time: 1.128, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6250, loss_cls: 2.8367, loss: 2.8367 2020-07-04 17:47:27,414 - mmaction - INFO - Epoch [61][500/627] lr: 7.500e-03, eta: 11:24:43, time: 1.180, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6667, loss_cls: 2.6021, loss: 2.6021 2020-07-04 17:47:49,030 - mmaction - INFO - Epoch [61][520/627] lr: 7.500e-03, eta: 11:24:13, time: 1.080, data_time: 0.007, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6583, loss_cls: 2.6604, loss: 2.6604 2020-07-04 17:48:12,476 - mmaction - INFO - Epoch [61][540/627] lr: 7.500e-03, eta: 11:23:43, time: 1.171, data_time: 0.004, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7125, loss_cls: 2.2610, loss: 2.2610 2020-07-04 17:48:34,783 - mmaction - INFO - Epoch [61][560/627] lr: 7.500e-03, eta: 11:23:13, time: 1.117, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6542, loss_cls: 2.6888, loss: 2.6888 2020-07-04 17:48:58,414 - mmaction - INFO - Epoch [61][580/627] lr: 7.500e-03, eta: 11:22:44, time: 1.184, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6542, loss_cls: 2.6285, loss: 2.6285 2020-07-04 17:49:21,011 - mmaction - INFO - Epoch [61][600/627] lr: 7.500e-03, eta: 11:22:14, time: 1.121, data_time: 0.005, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6917, loss_cls: 2.5614, loss: 2.5614 2020-07-04 17:49:43,105 - mmaction - INFO - Epoch [61][620/627] lr: 7.500e-03, eta: 11:21:44, time: 1.108, data_time: 0.013, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6292, loss_cls: 2.6947, loss: 2.6947 2020-07-04 17:52:22,943 - mmaction - INFO - Epoch [62][20/627] lr: 7.500e-03, eta: 11:22:41, time: 7.611, data_time: 4.869, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6667, loss_cls: 2.5792, loss: 2.5792 2020-07-04 17:52:46,245 - mmaction - INFO - Epoch [62][40/627] lr: 7.500e-03, eta: 11:22:12, time: 1.168, data_time: 0.009, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6708, loss_cls: 2.6033, loss: 2.6033 2020-07-04 17:53:08,448 - mmaction - INFO - Epoch [62][60/627] lr: 7.500e-03, eta: 11:21:42, time: 1.112, data_time: 0.006, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6708, loss_cls: 2.5299, loss: 2.5299 2020-07-04 17:53:32,042 - mmaction - INFO - Epoch [62][80/627] lr: 7.500e-03, eta: 11:21:13, time: 1.183, data_time: 0.004, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6208, loss_cls: 2.7745, loss: 2.7745 2020-07-04 17:53:54,807 - mmaction - INFO - Epoch [62][100/627] lr: 7.500e-03, eta: 11:20:43, time: 1.136, data_time: 0.002, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6583, loss_cls: 2.6554, loss: 2.6554 2020-07-04 17:54:19,113 - mmaction - INFO - Epoch [62][120/627] lr: 7.500e-03, eta: 11:20:14, time: 1.212, data_time: 0.007, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7167, loss_cls: 2.4575, loss: 2.4575 2020-07-04 17:54:42,375 - mmaction - INFO - Epoch [62][140/627] lr: 7.500e-03, eta: 11:19:45, time: 1.165, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6500, loss_cls: 2.7390, loss: 2.7390 2020-07-04 17:55:04,562 - mmaction - INFO - Epoch [62][160/627] lr: 7.500e-03, eta: 11:19:15, time: 1.112, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6583, loss_cls: 2.6722, loss: 2.6722 2020-07-04 17:55:25,714 - mmaction - INFO - Epoch [62][180/627] lr: 7.500e-03, eta: 11:18:44, time: 1.056, data_time: 0.002, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6292, loss_cls: 2.8478, loss: 2.8478 2020-07-04 17:55:49,029 - mmaction - INFO - Epoch [62][200/627] lr: 7.500e-03, eta: 11:18:14, time: 1.159, data_time: 0.008, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.3679, loss: 2.3679 2020-07-04 17:56:12,358 - mmaction - INFO - Epoch [62][220/627] lr: 7.500e-03, eta: 11:17:45, time: 1.173, data_time: 0.011, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6417, loss_cls: 2.5400, loss: 2.5400 2020-07-04 17:56:36,189 - mmaction - INFO - Epoch [62][240/627] lr: 7.500e-03, eta: 11:17:16, time: 1.191, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7042, loss_cls: 2.4677, loss: 2.4677 2020-07-04 17:56:57,407 - mmaction - INFO - Epoch [62][260/627] lr: 7.500e-03, eta: 11:16:45, time: 1.063, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7083, loss_cls: 2.3438, loss: 2.3438 2020-07-04 17:57:20,458 - mmaction - INFO - Epoch [62][280/627] lr: 7.500e-03, eta: 11:16:16, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6917, loss_cls: 2.4553, loss: 2.4553 2020-07-04 17:57:41,630 - mmaction - INFO - Epoch [62][300/627] lr: 7.500e-03, eta: 11:15:45, time: 1.054, data_time: 0.001, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6917, loss_cls: 2.4204, loss: 2.4204 2020-07-04 17:58:04,472 - mmaction - INFO - Epoch [62][320/627] lr: 7.500e-03, eta: 11:15:15, time: 1.143, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6500, loss_cls: 2.5424, loss: 2.5424 2020-07-04 17:58:27,674 - mmaction - INFO - Epoch [62][340/627] lr: 7.500e-03, eta: 11:14:46, time: 1.155, data_time: 0.071, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6292, loss_cls: 2.6125, loss: 2.6125 2020-07-04 17:58:50,569 - mmaction - INFO - Epoch [62][360/627] lr: 7.500e-03, eta: 11:14:16, time: 1.150, data_time: 0.179, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6875, loss_cls: 2.4738, loss: 2.4738 2020-07-04 17:59:14,124 - mmaction - INFO - Epoch [62][380/627] lr: 7.500e-03, eta: 11:13:47, time: 1.176, data_time: 0.050, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.5536, loss: 2.5536 2020-07-04 17:59:35,508 - mmaction - INFO - Epoch [62][400/627] lr: 7.500e-03, eta: 11:13:16, time: 1.072, data_time: 0.077, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6458, loss_cls: 2.6202, loss: 2.6202 2020-07-04 17:59:59,157 - mmaction - INFO - Epoch [62][420/627] lr: 7.500e-03, eta: 11:12:47, time: 1.174, data_time: 0.070, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7042, loss_cls: 2.3721, loss: 2.3721 2020-07-04 18:00:26,639 - mmaction - INFO - Epoch [62][440/627] lr: 7.500e-03, eta: 11:12:21, time: 1.380, data_time: 0.015, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6125, loss_cls: 2.8151, loss: 2.8151 2020-07-04 18:00:50,369 - mmaction - INFO - Epoch [62][460/627] lr: 7.500e-03, eta: 11:11:52, time: 1.177, data_time: 0.012, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.4982, loss: 2.4982 2020-07-04 18:01:13,257 - mmaction - INFO - Epoch [62][480/627] lr: 7.500e-03, eta: 11:11:23, time: 1.147, data_time: 0.026, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6500, loss_cls: 2.6032, loss: 2.6032 2020-07-04 18:01:36,208 - mmaction - INFO - Epoch [62][500/627] lr: 7.500e-03, eta: 11:10:53, time: 1.150, data_time: 0.095, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6292, loss_cls: 2.6964, loss: 2.6964 2020-07-04 18:01:58,978 - mmaction - INFO - Epoch [62][520/627] lr: 7.500e-03, eta: 11:10:24, time: 1.144, data_time: 0.346, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.7707, loss: 2.7707 2020-07-04 18:02:23,119 - mmaction - INFO - Epoch [62][540/627] lr: 7.500e-03, eta: 11:09:55, time: 1.211, data_time: 0.079, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6750, loss_cls: 2.5749, loss: 2.5749 2020-07-04 18:02:45,524 - mmaction - INFO - Epoch [62][560/627] lr: 7.500e-03, eta: 11:09:25, time: 1.113, data_time: 0.001, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6583, loss_cls: 2.5150, loss: 2.5150 2020-07-04 18:03:08,675 - mmaction - INFO - Epoch [62][580/627] lr: 7.500e-03, eta: 11:08:56, time: 1.165, data_time: 0.010, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6458, loss_cls: 2.5730, loss: 2.5730 2020-07-04 18:03:32,155 - mmaction - INFO - Epoch [62][600/627] lr: 7.500e-03, eta: 11:08:27, time: 1.169, data_time: 0.004, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7125, loss_cls: 2.3322, loss: 2.3322 2020-07-04 18:03:54,050 - mmaction - INFO - Epoch [62][620/627] lr: 7.500e-03, eta: 11:07:56, time: 1.081, data_time: 0.006, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6375, loss_cls: 2.7689, loss: 2.7689 2020-07-04 18:06:40,089 - mmaction - INFO - Epoch [63][20/627] lr: 7.500e-03, eta: 11:08:50, time: 7.606, data_time: 6.810, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6500, loss_cls: 2.6692, loss: 2.6692 2020-07-04 18:07:03,437 - mmaction - INFO - Epoch [63][40/627] lr: 7.500e-03, eta: 11:08:21, time: 1.160, data_time: 0.283, memory: 8473, top1_acc: 0.4125, top5_acc: 0.7125, loss_cls: 2.4560, loss: 2.4560 2020-07-04 18:07:26,452 - mmaction - INFO - Epoch [63][60/627] lr: 7.500e-03, eta: 11:07:51, time: 1.161, data_time: 0.115, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6542, loss_cls: 2.6797, loss: 2.6797 2020-07-04 18:07:48,047 - mmaction - INFO - Epoch [63][80/627] lr: 7.500e-03, eta: 11:07:21, time: 1.077, data_time: 0.004, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6625, loss_cls: 2.5755, loss: 2.5755 2020-07-04 18:08:10,345 - mmaction - INFO - Epoch [63][100/627] lr: 7.500e-03, eta: 11:06:51, time: 1.113, data_time: 0.023, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6500, loss_cls: 2.6648, loss: 2.6648 2020-07-04 18:08:33,052 - mmaction - INFO - Epoch [63][120/627] lr: 7.500e-03, eta: 11:06:21, time: 1.130, data_time: 0.113, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6417, loss_cls: 2.7746, loss: 2.7746 2020-07-04 18:08:56,271 - mmaction - INFO - Epoch [63][140/627] lr: 7.500e-03, eta: 11:05:52, time: 1.171, data_time: 0.126, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6625, loss_cls: 2.6473, loss: 2.6473 2020-07-04 18:09:19,170 - mmaction - INFO - Epoch [63][160/627] lr: 7.500e-03, eta: 11:05:22, time: 1.139, data_time: 0.017, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6667, loss_cls: 2.5083, loss: 2.5083 2020-07-04 18:09:41,399 - mmaction - INFO - Epoch [63][180/627] lr: 7.500e-03, eta: 11:04:52, time: 1.116, data_time: 0.007, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7208, loss_cls: 2.4376, loss: 2.4376 2020-07-04 18:10:04,758 - mmaction - INFO - Epoch [63][200/627] lr: 7.500e-03, eta: 11:04:23, time: 1.161, data_time: 0.004, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6750, loss_cls: 2.4939, loss: 2.4939 2020-07-04 18:10:26,220 - mmaction - INFO - Epoch [63][220/627] lr: 7.500e-03, eta: 11:03:52, time: 1.077, data_time: 0.009, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6125, loss_cls: 2.8020, loss: 2.8020 2020-07-04 18:10:49,305 - mmaction - INFO - Epoch [63][240/627] lr: 7.500e-03, eta: 11:03:23, time: 1.153, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6625, loss_cls: 2.5210, loss: 2.5210 2020-07-04 18:11:12,150 - mmaction - INFO - Epoch [63][260/627] lr: 7.500e-03, eta: 11:02:53, time: 1.143, data_time: 0.005, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6583, loss_cls: 2.5549, loss: 2.5549 2020-07-04 18:11:35,698 - mmaction - INFO - Epoch [63][280/627] lr: 7.500e-03, eta: 11:02:24, time: 1.177, data_time: 0.004, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6500, loss_cls: 2.6803, loss: 2.6803 2020-07-04 18:11:57,204 - mmaction - INFO - Epoch [63][300/627] lr: 7.500e-03, eta: 11:01:53, time: 1.078, data_time: 0.005, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6625, loss_cls: 2.4612, loss: 2.4612 2020-07-04 18:12:20,639 - mmaction - INFO - Epoch [63][320/627] lr: 7.500e-03, eta: 11:01:24, time: 1.166, data_time: 0.005, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6792, loss_cls: 2.5446, loss: 2.5446 2020-07-04 18:12:44,517 - mmaction - INFO - Epoch [63][340/627] lr: 7.500e-03, eta: 11:00:56, time: 1.194, data_time: 0.007, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6625, loss_cls: 2.6047, loss: 2.6047 2020-07-04 18:13:07,222 - mmaction - INFO - Epoch [63][360/627] lr: 7.500e-03, eta: 11:00:26, time: 1.133, data_time: 0.009, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6833, loss_cls: 2.6171, loss: 2.6171 2020-07-04 18:13:31,276 - mmaction - INFO - Epoch [63][380/627] lr: 7.500e-03, eta: 10:59:57, time: 1.209, data_time: 0.009, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6667, loss_cls: 2.5458, loss: 2.5458 2020-07-04 18:13:53,088 - mmaction - INFO - Epoch [63][400/627] lr: 7.500e-03, eta: 10:59:27, time: 1.086, data_time: 0.004, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6292, loss_cls: 2.7307, loss: 2.7307 2020-07-04 18:14:15,149 - mmaction - INFO - Epoch [63][420/627] lr: 7.500e-03, eta: 10:58:57, time: 1.103, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.5032, loss: 2.5032 2020-07-04 18:14:36,592 - mmaction - INFO - Epoch [63][440/627] lr: 7.500e-03, eta: 10:58:26, time: 1.078, data_time: 0.010, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.5314, loss: 2.5314 2020-07-04 18:14:59,487 - mmaction - INFO - Epoch [63][460/627] lr: 7.500e-03, eta: 10:57:57, time: 1.142, data_time: 0.001, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6583, loss_cls: 2.7808, loss: 2.7808 2020-07-04 18:15:22,184 - mmaction - INFO - Epoch [63][480/627] lr: 7.500e-03, eta: 10:57:27, time: 1.132, data_time: 0.007, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6417, loss_cls: 2.6103, loss: 2.6103 2020-07-04 18:15:47,074 - mmaction - INFO - Epoch [63][500/627] lr: 7.500e-03, eta: 10:56:59, time: 1.241, data_time: 0.007, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6542, loss_cls: 2.5260, loss: 2.5260 2020-07-04 18:16:07,923 - mmaction - INFO - Epoch [63][520/627] lr: 7.500e-03, eta: 10:56:28, time: 1.049, data_time: 0.010, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6375, loss_cls: 2.5912, loss: 2.5912 2020-07-04 18:16:31,212 - mmaction - INFO - Epoch [63][540/627] lr: 7.500e-03, eta: 10:55:59, time: 1.158, data_time: 0.006, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6750, loss_cls: 2.4883, loss: 2.4883 2020-07-04 18:16:53,842 - mmaction - INFO - Epoch [63][560/627] lr: 7.500e-03, eta: 10:55:30, time: 1.140, data_time: 0.009, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.4920, loss: 2.4920 2020-07-04 18:17:17,493 - mmaction - INFO - Epoch [63][580/627] lr: 7.500e-03, eta: 10:55:01, time: 1.178, data_time: 0.001, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6833, loss_cls: 2.5565, loss: 2.5565 2020-07-04 18:17:40,062 - mmaction - INFO - Epoch [63][600/627] lr: 7.500e-03, eta: 10:54:31, time: 1.128, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6292, loss_cls: 2.6600, loss: 2.6600 2020-07-04 18:18:02,704 - mmaction - INFO - Epoch [63][620/627] lr: 7.500e-03, eta: 10:54:01, time: 1.133, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7083, loss_cls: 2.4667, loss: 2.4667 2020-07-04 18:20:19,860 - mmaction - INFO - Epoch [64][20/627] lr: 7.500e-03, eta: 10:54:36, time: 6.542, data_time: 5.747, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6458, loss_cls: 2.4744, loss: 2.4744 2020-07-04 18:20:42,801 - mmaction - INFO - Epoch [64][40/627] lr: 7.500e-03, eta: 10:54:07, time: 1.151, data_time: 0.309, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7083, loss_cls: 2.3506, loss: 2.3506 2020-07-04 18:21:05,703 - mmaction - INFO - Epoch [64][60/627] lr: 7.500e-03, eta: 10:53:37, time: 1.139, data_time: 0.137, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7000, loss_cls: 2.5140, loss: 2.5140 2020-07-04 18:21:28,426 - mmaction - INFO - Epoch [64][80/627] lr: 7.500e-03, eta: 10:53:08, time: 1.142, data_time: 0.082, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.7334, loss: 2.7334 2020-07-04 18:21:51,346 - mmaction - INFO - Epoch [64][100/627] lr: 7.500e-03, eta: 10:52:38, time: 1.139, data_time: 0.002, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6542, loss_cls: 2.6682, loss: 2.6682 2020-07-04 18:22:13,744 - mmaction - INFO - Epoch [64][120/627] lr: 7.500e-03, eta: 10:52:08, time: 1.119, data_time: 0.013, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.5492, loss: 2.5492 2020-07-04 18:22:37,121 - mmaction - INFO - Epoch [64][140/627] lr: 7.500e-03, eta: 10:51:39, time: 1.173, data_time: 0.029, memory: 8473, top1_acc: 0.3542, top5_acc: 0.6208, loss_cls: 2.6964, loss: 2.6964 2020-07-04 18:22:59,273 - mmaction - INFO - Epoch [64][160/627] lr: 7.500e-03, eta: 10:51:09, time: 1.107, data_time: 0.158, memory: 8473, top1_acc: 0.5208, top5_acc: 0.6625, loss_cls: 2.3658, loss: 2.3658 2020-07-04 18:23:23,652 - mmaction - INFO - Epoch [64][180/627] lr: 7.500e-03, eta: 10:50:41, time: 1.219, data_time: 0.214, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7208, loss_cls: 2.4276, loss: 2.4276 2020-07-04 18:23:44,943 - mmaction - INFO - Epoch [64][200/627] lr: 7.500e-03, eta: 10:50:10, time: 1.068, data_time: 0.189, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6583, loss_cls: 2.5567, loss: 2.5567 2020-07-04 18:24:08,503 - mmaction - INFO - Epoch [64][220/627] lr: 7.500e-03, eta: 10:49:41, time: 1.176, data_time: 0.064, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5921, loss: 2.5921 2020-07-04 18:24:30,596 - mmaction - INFO - Epoch [64][240/627] lr: 7.500e-03, eta: 10:49:11, time: 1.101, data_time: 0.008, memory: 8473, top1_acc: 0.3625, top5_acc: 0.6542, loss_cls: 2.6194, loss: 2.6194 2020-07-04 18:24:53,341 - mmaction - INFO - Epoch [64][260/627] lr: 7.500e-03, eta: 10:48:42, time: 1.139, data_time: 0.008, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6750, loss_cls: 2.5924, loss: 2.5924 2020-07-04 18:25:15,576 - mmaction - INFO - Epoch [64][280/627] lr: 7.500e-03, eta: 10:48:12, time: 1.110, data_time: 0.009, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6083, loss_cls: 2.6939, loss: 2.6939 2020-07-04 18:25:39,361 - mmaction - INFO - Epoch [64][300/627] lr: 7.500e-03, eta: 10:47:43, time: 1.189, data_time: 0.009, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6500, loss_cls: 2.6406, loss: 2.6406 2020-07-04 18:26:02,523 - mmaction - INFO - Epoch [64][320/627] lr: 7.500e-03, eta: 10:47:14, time: 1.161, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6625, loss_cls: 2.5548, loss: 2.5548 2020-07-04 18:26:23,808 - mmaction - INFO - Epoch [64][340/627] lr: 7.500e-03, eta: 10:46:43, time: 1.065, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6417, loss_cls: 2.6112, loss: 2.6112 2020-07-04 18:26:46,923 - mmaction - INFO - Epoch [64][360/627] lr: 7.500e-03, eta: 10:46:14, time: 1.155, data_time: 0.005, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6875, loss_cls: 2.6563, loss: 2.6563 2020-07-04 18:27:09,908 - mmaction - INFO - Epoch [64][380/627] lr: 7.500e-03, eta: 10:45:45, time: 1.142, data_time: 0.008, memory: 8473, top1_acc: 0.4208, top5_acc: 0.7125, loss_cls: 2.3520, loss: 2.3520 2020-07-04 18:27:33,242 - mmaction - INFO - Epoch [64][400/627] lr: 7.500e-03, eta: 10:45:16, time: 1.163, data_time: 0.012, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6625, loss_cls: 2.5331, loss: 2.5331 2020-07-04 18:27:55,602 - mmaction - INFO - Epoch [64][420/627] lr: 7.500e-03, eta: 10:44:46, time: 1.130, data_time: 0.020, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.4991, loss: 2.4991 2020-07-04 18:28:17,743 - mmaction - INFO - Epoch [64][440/627] lr: 7.500e-03, eta: 10:44:16, time: 1.103, data_time: 0.006, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6292, loss_cls: 2.8740, loss: 2.8740 2020-07-04 18:28:40,067 - mmaction - INFO - Epoch [64][460/627] lr: 7.500e-03, eta: 10:43:46, time: 1.115, data_time: 0.010, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6708, loss_cls: 2.4999, loss: 2.4999 2020-07-04 18:29:00,931 - mmaction - INFO - Epoch [64][480/627] lr: 7.500e-03, eta: 10:43:16, time: 1.052, data_time: 0.017, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6417, loss_cls: 2.4528, loss: 2.4528 2020-07-04 18:29:23,984 - mmaction - INFO - Epoch [64][500/627] lr: 7.500e-03, eta: 10:42:46, time: 1.146, data_time: 0.004, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6792, loss_cls: 2.5158, loss: 2.5158 2020-07-04 18:29:46,834 - mmaction - INFO - Epoch [64][520/627] lr: 7.500e-03, eta: 10:42:17, time: 1.147, data_time: 0.009, memory: 8473, top1_acc: 0.3667, top5_acc: 0.5917, loss_cls: 2.8324, loss: 2.8324 2020-07-04 18:30:11,107 - mmaction - INFO - Epoch [64][540/627] lr: 7.500e-03, eta: 10:41:49, time: 1.214, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6208, loss_cls: 2.6536, loss: 2.6536 2020-07-04 18:30:33,639 - mmaction - INFO - Epoch [64][560/627] lr: 7.500e-03, eta: 10:41:19, time: 1.124, data_time: 0.003, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6250, loss_cls: 2.6184, loss: 2.6184 2020-07-04 18:30:55,659 - mmaction - INFO - Epoch [64][580/627] lr: 7.500e-03, eta: 10:40:49, time: 1.099, data_time: 0.010, memory: 8473, top1_acc: 0.4167, top5_acc: 0.7042, loss_cls: 2.6342, loss: 2.6342 2020-07-04 18:31:18,198 - mmaction - INFO - Epoch [64][600/627] lr: 7.500e-03, eta: 10:40:20, time: 1.129, data_time: 0.008, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6417, loss_cls: 2.6506, loss: 2.6506 2020-07-04 18:31:40,549 - mmaction - INFO - Epoch [64][620/627] lr: 7.500e-03, eta: 10:39:50, time: 1.119, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6458, loss_cls: 2.8653, loss: 2.8653 2020-07-04 18:34:19,546 - mmaction - INFO - Epoch [65][20/627] lr: 7.500e-03, eta: 10:40:36, time: 7.496, data_time: 6.396, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7000, loss_cls: 2.3450, loss: 2.3450 2020-07-04 18:34:42,822 - mmaction - INFO - Epoch [65][40/627] lr: 7.500e-03, eta: 10:40:07, time: 1.165, data_time: 0.005, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.6597, loss: 2.6597 2020-07-04 18:35:05,131 - mmaction - INFO - Epoch [65][60/627] lr: 7.500e-03, eta: 10:39:37, time: 1.113, data_time: 0.008, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6375, loss_cls: 2.7412, loss: 2.7412 2020-07-04 18:35:28,715 - mmaction - INFO - Epoch [65][80/627] lr: 7.500e-03, eta: 10:39:08, time: 1.176, data_time: 0.124, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.4009, loss: 2.4009 2020-07-04 18:35:51,390 - mmaction - INFO - Epoch [65][100/627] lr: 7.500e-03, eta: 10:38:39, time: 1.137, data_time: 0.023, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6583, loss_cls: 2.5893, loss: 2.5893 2020-07-04 18:36:14,250 - mmaction - INFO - Epoch [65][120/627] lr: 7.500e-03, eta: 10:38:09, time: 1.137, data_time: 0.007, memory: 8473, top1_acc: 0.3500, top5_acc: 0.6458, loss_cls: 2.7439, loss: 2.7439 2020-07-04 18:36:36,866 - mmaction - INFO - Epoch [65][140/627] lr: 7.500e-03, eta: 10:37:40, time: 1.137, data_time: 0.010, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6667, loss_cls: 2.6622, loss: 2.6622 2020-07-04 18:36:59,630 - mmaction - INFO - Epoch [65][160/627] lr: 7.500e-03, eta: 10:37:10, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6000, loss_cls: 2.8102, loss: 2.8102 2020-07-04 18:37:23,026 - mmaction - INFO - Epoch [65][180/627] lr: 7.500e-03, eta: 10:36:41, time: 1.169, data_time: 0.004, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6500, loss_cls: 2.7123, loss: 2.7123 2020-07-04 18:37:46,641 - mmaction - INFO - Epoch [65][200/627] lr: 7.500e-03, eta: 10:36:12, time: 1.182, data_time: 0.007, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6500, loss_cls: 2.5950, loss: 2.5950 2020-07-04 18:38:08,876 - mmaction - INFO - Epoch [65][220/627] lr: 7.500e-03, eta: 10:35:43, time: 1.110, data_time: 0.004, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6792, loss_cls: 2.5485, loss: 2.5485 2020-07-04 18:38:32,135 - mmaction - INFO - Epoch [65][240/627] lr: 7.500e-03, eta: 10:35:14, time: 1.168, data_time: 0.006, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6625, loss_cls: 2.5987, loss: 2.5987 2020-07-04 18:38:54,327 - mmaction - INFO - Epoch [65][260/627] lr: 7.500e-03, eta: 10:34:44, time: 1.105, data_time: 0.004, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.6023, loss: 2.6023 2020-07-04 18:39:16,643 - mmaction - INFO - Epoch [65][280/627] lr: 7.500e-03, eta: 10:34:14, time: 1.119, data_time: 0.047, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6833, loss_cls: 2.5553, loss: 2.5553 2020-07-04 18:39:40,571 - mmaction - INFO - Epoch [65][300/627] lr: 7.500e-03, eta: 10:33:46, time: 1.197, data_time: 0.004, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6458, loss_cls: 2.4888, loss: 2.4888 2020-07-04 18:40:04,349 - mmaction - INFO - Epoch [65][320/627] lr: 7.500e-03, eta: 10:33:17, time: 1.182, data_time: 0.001, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6542, loss_cls: 2.6392, loss: 2.6392 2020-07-04 18:40:27,236 - mmaction - INFO - Epoch [65][340/627] lr: 7.500e-03, eta: 10:32:48, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6417, loss_cls: 2.6743, loss: 2.6743 2020-07-04 18:40:50,048 - mmaction - INFO - Epoch [65][360/627] lr: 7.500e-03, eta: 10:32:18, time: 1.140, data_time: 0.007, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6208, loss_cls: 2.8826, loss: 2.8826 2020-07-04 18:41:12,856 - mmaction - INFO - Epoch [65][380/627] lr: 7.500e-03, eta: 10:31:49, time: 1.139, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6333, loss_cls: 2.6294, loss: 2.6294 2020-07-04 18:41:36,343 - mmaction - INFO - Epoch [65][400/627] lr: 7.500e-03, eta: 10:31:20, time: 1.178, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6875, loss_cls: 2.5745, loss: 2.5745 2020-07-04 18:41:59,471 - mmaction - INFO - Epoch [65][420/627] lr: 7.500e-03, eta: 10:30:51, time: 1.154, data_time: 0.005, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6750, loss_cls: 2.5403, loss: 2.5403 2020-07-04 18:42:21,690 - mmaction - INFO - Epoch [65][440/627] lr: 7.500e-03, eta: 10:30:21, time: 1.109, data_time: 0.006, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6667, loss_cls: 2.4538, loss: 2.4538 2020-07-04 18:42:45,169 - mmaction - INFO - Epoch [65][460/627] lr: 7.500e-03, eta: 10:29:52, time: 1.174, data_time: 0.011, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7167, loss_cls: 2.3639, loss: 2.3639 2020-07-04 18:43:08,508 - mmaction - INFO - Epoch [65][480/627] lr: 7.500e-03, eta: 10:29:23, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.7342, loss: 2.7342 2020-07-04 18:43:30,145 - mmaction - INFO - Epoch [65][500/627] lr: 7.500e-03, eta: 10:28:53, time: 1.087, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7667, loss_cls: 2.1193, loss: 2.1193 2020-07-04 18:43:52,504 - mmaction - INFO - Epoch [65][520/627] lr: 7.500e-03, eta: 10:28:24, time: 1.118, data_time: 0.001, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6417, loss_cls: 2.7520, loss: 2.7520 2020-07-04 18:44:14,450 - mmaction - INFO - Epoch [65][540/627] lr: 7.500e-03, eta: 10:27:54, time: 1.096, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6875, loss_cls: 2.5633, loss: 2.5633 2020-07-04 18:44:37,897 - mmaction - INFO - Epoch [65][560/627] lr: 7.500e-03, eta: 10:27:25, time: 1.164, data_time: 0.002, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6458, loss_cls: 2.6704, loss: 2.6704 2020-07-04 18:45:01,513 - mmaction - INFO - Epoch [65][580/627] lr: 7.500e-03, eta: 10:26:56, time: 1.185, data_time: 0.013, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.4170, loss: 2.4170 2020-07-04 18:45:24,578 - mmaction - INFO - Epoch [65][600/627] lr: 7.500e-03, eta: 10:26:27, time: 1.154, data_time: 0.005, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6583, loss_cls: 2.6490, loss: 2.6490 2020-07-04 18:45:46,691 - mmaction - INFO - Epoch [65][620/627] lr: 7.500e-03, eta: 10:25:57, time: 1.104, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6292, loss_cls: 2.4708, loss: 2.4708 2020-07-04 18:45:53,129 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-04 18:48:40,813 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 18:48:41,748 - mmaction - INFO - top1_acc 0.4697 top5_acc 0.7231 2020-07-04 18:48:41,748 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 18:48:41,816 - mmaction - INFO - mean_acc 0.4695 2020-07-04 18:48:41,824 - mmaction - INFO - Epoch [65][627/627] lr: 7.500e-03, top1_acc: 0.4697, top5_acc: 0.7231, mean_class_accuracy: 0.4695 2020-07-04 18:51:13,209 - mmaction - INFO - Epoch [66][20/627] lr: 7.500e-03, eta: 10:26:41, time: 7.562, data_time: 5.653, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.7030, loss: 2.7030 2020-07-04 18:51:35,454 - mmaction - INFO - Epoch [66][40/627] lr: 7.500e-03, eta: 10:26:12, time: 1.114, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.7337, loss: 2.7337 2020-07-04 18:51:58,257 - mmaction - INFO - Epoch [66][60/627] lr: 7.500e-03, eta: 10:25:42, time: 1.142, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.4844, loss: 2.4844 2020-07-04 18:52:21,498 - mmaction - INFO - Epoch [66][80/627] lr: 7.500e-03, eta: 10:25:13, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6833, loss_cls: 2.5431, loss: 2.5431 2020-07-04 18:52:43,931 - mmaction - INFO - Epoch [66][100/627] lr: 7.500e-03, eta: 10:24:43, time: 1.118, data_time: 0.010, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6208, loss_cls: 2.7580, loss: 2.7580 2020-07-04 18:53:07,242 - mmaction - INFO - Epoch [66][120/627] lr: 7.500e-03, eta: 10:24:15, time: 1.175, data_time: 0.016, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4069, loss: 2.4069 2020-07-04 18:53:28,842 - mmaction - INFO - Epoch [66][140/627] lr: 7.500e-03, eta: 10:23:44, time: 1.080, data_time: 0.004, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.7629, loss: 2.7629 2020-07-04 18:53:52,704 - mmaction - INFO - Epoch [66][160/627] lr: 7.500e-03, eta: 10:23:16, time: 1.192, data_time: 0.004, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6667, loss_cls: 2.8044, loss: 2.8044 2020-07-04 18:54:15,006 - mmaction - INFO - Epoch [66][180/627] lr: 7.500e-03, eta: 10:22:46, time: 1.113, data_time: 0.008, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6167, loss_cls: 2.6773, loss: 2.6773 2020-07-04 18:54:37,313 - mmaction - INFO - Epoch [66][200/627] lr: 7.500e-03, eta: 10:22:17, time: 1.118, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.3300, loss: 2.3300 2020-07-04 18:54:59,941 - mmaction - INFO - Epoch [66][220/627] lr: 7.500e-03, eta: 10:21:47, time: 1.129, data_time: 0.007, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7000, loss_cls: 2.4904, loss: 2.4904 2020-07-04 18:55:21,849 - mmaction - INFO - Epoch [66][240/627] lr: 7.500e-03, eta: 10:21:17, time: 1.097, data_time: 0.007, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6833, loss_cls: 2.6088, loss: 2.6088 2020-07-04 18:55:44,754 - mmaction - INFO - Epoch [66][260/627] lr: 7.500e-03, eta: 10:20:48, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.6647, loss: 2.6647 2020-07-04 18:56:07,402 - mmaction - INFO - Epoch [66][280/627] lr: 7.500e-03, eta: 10:20:19, time: 1.132, data_time: 0.013, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.5430, loss: 2.5430 2020-07-04 18:56:30,603 - mmaction - INFO - Epoch [66][300/627] lr: 7.500e-03, eta: 10:19:50, time: 1.159, data_time: 0.014, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6875, loss_cls: 2.3971, loss: 2.3971 2020-07-04 18:56:52,423 - mmaction - INFO - Epoch [66][320/627] lr: 7.500e-03, eta: 10:19:20, time: 1.091, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6792, loss_cls: 2.4209, loss: 2.4209 2020-07-04 18:57:15,291 - mmaction - INFO - Epoch [66][340/627] lr: 7.500e-03, eta: 10:18:51, time: 1.142, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6583, loss_cls: 2.4864, loss: 2.4864 2020-07-04 18:57:38,741 - mmaction - INFO - Epoch [66][360/627] lr: 7.500e-03, eta: 10:18:22, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.3054, loss: 2.3054 2020-07-04 18:58:00,748 - mmaction - INFO - Epoch [66][380/627] lr: 7.500e-03, eta: 10:17:52, time: 1.107, data_time: 0.016, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6458, loss_cls: 2.6895, loss: 2.6895 2020-07-04 18:58:24,055 - mmaction - INFO - Epoch [66][400/627] lr: 7.500e-03, eta: 10:17:23, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6667, loss_cls: 2.5063, loss: 2.5063 2020-07-04 18:58:46,471 - mmaction - INFO - Epoch [66][420/627] lr: 7.500e-03, eta: 10:16:54, time: 1.116, data_time: 0.010, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7042, loss_cls: 2.3906, loss: 2.3906 2020-07-04 18:59:08,676 - mmaction - INFO - Epoch [66][440/627] lr: 7.500e-03, eta: 10:16:24, time: 1.114, data_time: 0.016, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6792, loss_cls: 2.3984, loss: 2.3984 2020-07-04 18:59:32,108 - mmaction - INFO - Epoch [66][460/627] lr: 7.500e-03, eta: 10:15:55, time: 1.180, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6917, loss_cls: 2.4158, loss: 2.4158 2020-07-04 18:59:54,733 - mmaction - INFO - Epoch [66][480/627] lr: 7.500e-03, eta: 10:15:26, time: 1.123, data_time: 0.005, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6750, loss_cls: 2.4137, loss: 2.4137 2020-07-04 19:00:20,943 - mmaction - INFO - Epoch [66][500/627] lr: 7.500e-03, eta: 10:14:59, time: 1.315, data_time: 0.011, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6667, loss_cls: 2.5407, loss: 2.5407 2020-07-04 19:00:44,196 - mmaction - INFO - Epoch [66][520/627] lr: 7.500e-03, eta: 10:14:30, time: 1.160, data_time: 0.233, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6708, loss_cls: 2.5996, loss: 2.5996 2020-07-04 19:01:06,962 - mmaction - INFO - Epoch [66][540/627] lr: 7.500e-03, eta: 10:14:01, time: 1.140, data_time: 0.239, memory: 8473, top1_acc: 0.3583, top5_acc: 0.6000, loss_cls: 2.7968, loss: 2.7968 2020-07-04 19:01:30,362 - mmaction - INFO - Epoch [66][560/627] lr: 7.500e-03, eta: 10:13:32, time: 1.170, data_time: 0.202, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6708, loss_cls: 2.5020, loss: 2.5020 2020-07-04 19:01:54,235 - mmaction - INFO - Epoch [66][580/627] lr: 7.500e-03, eta: 10:13:04, time: 1.189, data_time: 0.051, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6333, loss_cls: 2.6648, loss: 2.6648 2020-07-04 19:02:17,408 - mmaction - INFO - Epoch [66][600/627] lr: 7.500e-03, eta: 10:12:35, time: 1.165, data_time: 0.009, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6500, loss_cls: 2.6180, loss: 2.6180 2020-07-04 19:02:40,985 - mmaction - INFO - Epoch [66][620/627] lr: 7.500e-03, eta: 10:12:06, time: 1.174, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6500, loss_cls: 2.5206, loss: 2.5206 2020-07-04 19:05:25,881 - mmaction - INFO - Epoch [67][20/627] lr: 7.500e-03, eta: 10:12:48, time: 7.612, data_time: 6.542, memory: 8473, top1_acc: 0.3625, top5_acc: 0.5958, loss_cls: 2.8609, loss: 2.8609 2020-07-04 19:05:48,067 - mmaction - INFO - Epoch [67][40/627] lr: 7.500e-03, eta: 10:12:18, time: 1.122, data_time: 0.325, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.4063, loss: 2.4063 2020-07-04 19:06:12,335 - mmaction - INFO - Epoch [67][60/627] lr: 7.500e-03, eta: 10:11:50, time: 1.210, data_time: 0.122, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.4584, loss: 2.4584 2020-07-04 19:06:37,050 - mmaction - INFO - Epoch [67][80/627] lr: 7.500e-03, eta: 10:11:22, time: 1.234, data_time: 0.009, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.6340, loss: 2.6340 2020-07-04 19:07:00,787 - mmaction - INFO - Epoch [67][100/627] lr: 7.500e-03, eta: 10:10:53, time: 1.193, data_time: 0.006, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6458, loss_cls: 2.7322, loss: 2.7322 2020-07-04 19:07:23,724 - mmaction - INFO - Epoch [67][120/627] lr: 7.500e-03, eta: 10:10:24, time: 1.140, data_time: 0.003, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6583, loss_cls: 2.4516, loss: 2.4516 2020-07-04 19:07:48,049 - mmaction - INFO - Epoch [67][140/627] lr: 7.500e-03, eta: 10:09:56, time: 1.218, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6333, loss_cls: 2.6307, loss: 2.6307 2020-07-04 19:08:11,398 - mmaction - INFO - Epoch [67][160/627] lr: 7.500e-03, eta: 10:09:27, time: 1.171, data_time: 0.006, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6333, loss_cls: 2.6770, loss: 2.6770 2020-07-04 19:08:34,920 - mmaction - INFO - Epoch [67][180/627] lr: 7.500e-03, eta: 10:08:58, time: 1.173, data_time: 0.002, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6625, loss_cls: 2.6656, loss: 2.6656 2020-07-04 19:08:59,040 - mmaction - INFO - Epoch [67][200/627] lr: 7.500e-03, eta: 10:08:30, time: 1.205, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.3728, loss: 2.3728 2020-07-04 19:09:24,114 - mmaction - INFO - Epoch [67][220/627] lr: 7.500e-03, eta: 10:08:01, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6542, loss_cls: 2.6631, loss: 2.6631 2020-07-04 19:09:46,436 - mmaction - INFO - Epoch [67][240/627] lr: 7.500e-03, eta: 10:07:33, time: 1.204, data_time: 0.148, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6750, loss_cls: 2.2711, loss: 2.2711 2020-07-04 19:10:10,248 - mmaction - INFO - Epoch [67][260/627] lr: 7.500e-03, eta: 10:07:04, time: 1.192, data_time: 0.031, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6875, loss_cls: 2.5339, loss: 2.5339 2020-07-04 19:10:33,415 - mmaction - INFO - Epoch [67][280/627] lr: 7.500e-03, eta: 10:06:35, time: 1.159, data_time: 0.005, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6250, loss_cls: 2.6967, loss: 2.6967 2020-07-04 19:10:57,999 - mmaction - INFO - Epoch [67][300/627] lr: 7.500e-03, eta: 10:06:07, time: 1.232, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6292, loss_cls: 2.6822, loss: 2.6822 2020-07-04 19:11:21,539 - mmaction - INFO - Epoch [67][320/627] lr: 7.500e-03, eta: 10:05:38, time: 1.173, data_time: 0.002, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6708, loss_cls: 2.5722, loss: 2.5722 2020-07-04 19:11:45,645 - mmaction - INFO - Epoch [67][340/627] lr: 7.500e-03, eta: 10:05:10, time: 1.205, data_time: 0.005, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6500, loss_cls: 2.5584, loss: 2.5584 2020-07-04 19:12:08,247 - mmaction - INFO - Epoch [67][360/627] lr: 7.500e-03, eta: 10:04:41, time: 1.132, data_time: 0.005, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6875, loss_cls: 2.4639, loss: 2.4639 2020-07-04 19:12:32,501 - mmaction - INFO - Epoch [67][380/627] lr: 7.500e-03, eta: 10:04:13, time: 1.211, data_time: 0.005, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6750, loss_cls: 2.5788, loss: 2.5788 2020-07-04 19:12:57,456 - mmaction - INFO - Epoch [67][400/627] lr: 7.500e-03, eta: 10:03:45, time: 1.245, data_time: 0.030, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7125, loss_cls: 2.3311, loss: 2.3311 2020-07-04 19:13:19,591 - mmaction - INFO - Epoch [67][420/627] lr: 7.500e-03, eta: 10:03:15, time: 1.110, data_time: 0.008, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6667, loss_cls: 2.6586, loss: 2.6586 2020-07-04 19:13:43,731 - mmaction - INFO - Epoch [67][440/627] lr: 7.500e-03, eta: 10:02:47, time: 1.208, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6833, loss_cls: 2.5175, loss: 2.5175 2020-07-04 19:14:07,397 - mmaction - INFO - Epoch [67][460/627] lr: 7.500e-03, eta: 10:02:19, time: 1.183, data_time: 0.004, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6750, loss_cls: 2.4593, loss: 2.4593 2020-07-04 19:14:30,369 - mmaction - INFO - Epoch [67][480/627] lr: 7.500e-03, eta: 10:01:49, time: 1.147, data_time: 0.007, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6042, loss_cls: 2.7218, loss: 2.7218 2020-07-04 19:14:55,229 - mmaction - INFO - Epoch [67][500/627] lr: 7.500e-03, eta: 10:01:21, time: 1.193, data_time: 0.006, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6292, loss_cls: 2.6945, loss: 2.6945 2020-07-04 19:15:17,386 - mmaction - INFO - Epoch [67][520/627] lr: 7.500e-03, eta: 10:00:52, time: 1.155, data_time: 0.086, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6667, loss_cls: 2.5072, loss: 2.5072 2020-07-04 19:15:42,306 - mmaction - INFO - Epoch [67][540/627] lr: 7.500e-03, eta: 10:00:24, time: 1.241, data_time: 0.220, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6750, loss_cls: 2.6007, loss: 2.6007 2020-07-04 19:16:06,219 - mmaction - INFO - Epoch [67][560/627] lr: 7.500e-03, eta: 9:59:56, time: 1.201, data_time: 0.359, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6917, loss_cls: 2.6010, loss: 2.6010 2020-07-04 19:16:28,972 - mmaction - INFO - Epoch [67][580/627] lr: 7.500e-03, eta: 9:59:27, time: 1.139, data_time: 0.111, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7083, loss_cls: 2.3762, loss: 2.3762 2020-07-04 19:16:52,293 - mmaction - INFO - Epoch [67][600/627] lr: 7.500e-03, eta: 9:58:58, time: 1.164, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6583, loss_cls: 2.5012, loss: 2.5012 2020-07-04 19:17:15,957 - mmaction - INFO - Epoch [67][620/627] lr: 7.500e-03, eta: 9:58:30, time: 1.189, data_time: 0.012, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6292, loss_cls: 2.7380, loss: 2.7380 2020-07-04 19:20:06,248 - mmaction - INFO - Epoch [68][20/627] lr: 7.500e-03, eta: 9:59:15, time: 8.116, data_time: 5.386, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6500, loss_cls: 2.4804, loss: 2.4804 2020-07-04 19:20:30,474 - mmaction - INFO - Epoch [68][40/627] lr: 7.500e-03, eta: 9:58:46, time: 1.203, data_time: 0.004, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6542, loss_cls: 2.7564, loss: 2.7564 2020-07-04 19:20:52,669 - mmaction - INFO - Epoch [68][60/627] lr: 7.500e-03, eta: 9:58:17, time: 1.117, data_time: 0.012, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6917, loss_cls: 2.3819, loss: 2.3819 2020-07-04 19:21:15,912 - mmaction - INFO - Epoch [68][80/627] lr: 7.500e-03, eta: 9:57:48, time: 1.161, data_time: 0.008, memory: 8473, top1_acc: 0.3708, top5_acc: 0.6083, loss_cls: 2.7497, loss: 2.7497 2020-07-04 19:21:39,481 - mmaction - INFO - Epoch [68][100/627] lr: 7.500e-03, eta: 9:57:19, time: 1.178, data_time: 0.006, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6250, loss_cls: 2.5910, loss: 2.5910 2020-07-04 19:22:03,099 - mmaction - INFO - Epoch [68][120/627] lr: 7.500e-03, eta: 9:56:51, time: 1.183, data_time: 0.009, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6333, loss_cls: 2.7633, loss: 2.7633 2020-07-04 19:22:26,764 - mmaction - INFO - Epoch [68][140/627] lr: 7.500e-03, eta: 9:56:22, time: 1.180, data_time: 0.006, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7083, loss_cls: 2.4353, loss: 2.4353 2020-07-04 19:22:50,901 - mmaction - INFO - Epoch [68][160/627] lr: 7.500e-03, eta: 9:55:54, time: 1.209, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.4099, loss: 2.4099 2020-07-04 19:23:13,292 - mmaction - INFO - Epoch [68][180/627] lr: 7.500e-03, eta: 9:55:24, time: 1.119, data_time: 0.004, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6750, loss_cls: 2.6085, loss: 2.6085 2020-07-04 19:23:37,052 - mmaction - INFO - Epoch [68][200/627] lr: 7.500e-03, eta: 9:54:56, time: 1.190, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6083, loss_cls: 2.8299, loss: 2.8299 2020-07-04 19:24:00,531 - mmaction - INFO - Epoch [68][220/627] lr: 7.500e-03, eta: 9:54:27, time: 1.172, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7167, loss_cls: 2.3210, loss: 2.3210 2020-07-04 19:24:24,950 - mmaction - INFO - Epoch [68][240/627] lr: 7.500e-03, eta: 9:53:59, time: 1.192, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7208, loss_cls: 2.4036, loss: 2.4036 2020-07-04 19:24:48,785 - mmaction - INFO - Epoch [68][260/627] lr: 7.500e-03, eta: 9:53:30, time: 1.210, data_time: 0.083, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.3294, loss: 2.3294 2020-07-04 19:25:13,085 - mmaction - INFO - Epoch [68][280/627] lr: 7.500e-03, eta: 9:53:02, time: 1.181, data_time: 0.020, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6542, loss_cls: 2.5770, loss: 2.5770 2020-07-04 19:25:36,214 - mmaction - INFO - Epoch [68][300/627] lr: 7.500e-03, eta: 9:52:33, time: 1.196, data_time: 0.151, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6500, loss_cls: 2.4908, loss: 2.4908 2020-07-04 19:25:59,797 - mmaction - INFO - Epoch [68][320/627] lr: 7.500e-03, eta: 9:52:05, time: 1.183, data_time: 0.010, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6958, loss_cls: 2.4069, loss: 2.4069 2020-07-04 19:26:23,185 - mmaction - INFO - Epoch [68][340/627] lr: 7.500e-03, eta: 9:51:36, time: 1.170, data_time: 0.014, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6917, loss_cls: 2.5464, loss: 2.5464 2020-07-04 19:26:47,722 - mmaction - INFO - Epoch [68][360/627] lr: 7.500e-03, eta: 9:51:08, time: 1.216, data_time: 0.008, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6625, loss_cls: 2.6113, loss: 2.6113 2020-07-04 19:27:11,355 - mmaction - INFO - Epoch [68][380/627] lr: 7.500e-03, eta: 9:50:39, time: 1.193, data_time: 0.018, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5819, loss: 2.5819 2020-07-04 19:27:34,901 - mmaction - INFO - Epoch [68][400/627] lr: 7.500e-03, eta: 9:50:11, time: 1.179, data_time: 0.008, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.5458, loss: 2.5458 2020-07-04 19:27:57,877 - mmaction - INFO - Epoch [68][420/627] lr: 7.500e-03, eta: 9:49:42, time: 1.136, data_time: 0.003, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6833, loss_cls: 2.5483, loss: 2.5483 2020-07-04 19:28:21,561 - mmaction - INFO - Epoch [68][440/627] lr: 7.500e-03, eta: 9:49:13, time: 1.189, data_time: 0.020, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6500, loss_cls: 2.5775, loss: 2.5775 2020-07-04 19:28:44,908 - mmaction - INFO - Epoch [68][460/627] lr: 7.500e-03, eta: 9:48:44, time: 1.164, data_time: 0.011, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.5181, loss: 2.5181 2020-07-04 19:29:08,407 - mmaction - INFO - Epoch [68][480/627] lr: 7.500e-03, eta: 9:48:16, time: 1.185, data_time: 0.015, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6583, loss_cls: 2.6043, loss: 2.6043 2020-07-04 19:29:32,104 - mmaction - INFO - Epoch [68][500/627] lr: 7.500e-03, eta: 9:47:47, time: 1.181, data_time: 0.008, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6500, loss_cls: 2.5925, loss: 2.5925 2020-07-04 19:29:54,933 - mmaction - INFO - Epoch [68][520/627] lr: 7.500e-03, eta: 9:47:18, time: 1.141, data_time: 0.009, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6583, loss_cls: 2.5837, loss: 2.5837 2020-07-04 19:30:17,854 - mmaction - INFO - Epoch [68][540/627] lr: 7.500e-03, eta: 9:46:50, time: 1.153, data_time: 0.013, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6583, loss_cls: 2.5444, loss: 2.5444 2020-07-04 19:30:41,748 - mmaction - INFO - Epoch [68][560/627] lr: 7.500e-03, eta: 9:46:21, time: 1.191, data_time: 0.002, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6750, loss_cls: 2.4819, loss: 2.4819 2020-07-04 19:31:04,240 - mmaction - INFO - Epoch [68][580/627] lr: 7.500e-03, eta: 9:45:52, time: 1.124, data_time: 0.006, memory: 8473, top1_acc: 0.3792, top5_acc: 0.6458, loss_cls: 2.7037, loss: 2.7037 2020-07-04 19:31:28,256 - mmaction - INFO - Epoch [68][600/627] lr: 7.500e-03, eta: 9:45:24, time: 1.201, data_time: 0.008, memory: 8473, top1_acc: 0.3667, top5_acc: 0.7083, loss_cls: 2.5020, loss: 2.5020 2020-07-04 19:31:51,092 - mmaction - INFO - Epoch [68][620/627] lr: 7.500e-03, eta: 9:44:54, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6333, loss_cls: 2.6750, loss: 2.6750 2020-07-04 19:34:28,115 - mmaction - INFO - Epoch [69][20/627] lr: 7.500e-03, eta: 9:45:28, time: 7.463, data_time: 5.803, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.5758, loss: 2.5758 2020-07-04 19:34:50,755 - mmaction - INFO - Epoch [69][40/627] lr: 7.500e-03, eta: 9:44:59, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.5885, loss: 2.5885 2020-07-04 19:35:14,130 - mmaction - INFO - Epoch [69][60/627] lr: 7.500e-03, eta: 9:44:30, time: 1.163, data_time: 0.004, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6667, loss_cls: 2.5029, loss: 2.5029 2020-07-04 19:35:38,359 - mmaction - INFO - Epoch [69][80/627] lr: 7.500e-03, eta: 9:44:02, time: 1.221, data_time: 0.011, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6250, loss_cls: 2.6668, loss: 2.6668 2020-07-04 19:36:02,595 - mmaction - INFO - Epoch [69][100/627] lr: 7.500e-03, eta: 9:43:34, time: 1.210, data_time: 0.001, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6875, loss_cls: 2.6157, loss: 2.6157 2020-07-04 19:36:26,112 - mmaction - INFO - Epoch [69][120/627] lr: 7.500e-03, eta: 9:43:05, time: 1.176, data_time: 0.006, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6292, loss_cls: 2.7153, loss: 2.7153 2020-07-04 19:36:48,337 - mmaction - INFO - Epoch [69][140/627] lr: 7.500e-03, eta: 9:42:36, time: 1.105, data_time: 0.002, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6792, loss_cls: 2.6213, loss: 2.6213 2020-07-04 19:37:11,798 - mmaction - INFO - Epoch [69][160/627] lr: 7.500e-03, eta: 9:42:07, time: 1.178, data_time: 0.011, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6667, loss_cls: 2.4592, loss: 2.4592 2020-07-04 19:37:35,003 - mmaction - INFO - Epoch [69][180/627] lr: 7.500e-03, eta: 9:41:39, time: 1.161, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6458, loss_cls: 2.5171, loss: 2.5171 2020-07-04 19:37:59,891 - mmaction - INFO - Epoch [69][200/627] lr: 7.500e-03, eta: 9:41:11, time: 1.241, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6500, loss_cls: 2.4754, loss: 2.4754 2020-07-04 19:38:22,491 - mmaction - INFO - Epoch [69][220/627] lr: 7.500e-03, eta: 9:40:42, time: 1.131, data_time: 0.010, memory: 8473, top1_acc: 0.5042, top5_acc: 0.6917, loss_cls: 2.2520, loss: 2.2520 2020-07-04 19:38:46,385 - mmaction - INFO - Epoch [69][240/627] lr: 7.500e-03, eta: 9:40:13, time: 1.195, data_time: 0.007, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6875, loss_cls: 2.4917, loss: 2.4917 2020-07-04 19:39:10,990 - mmaction - INFO - Epoch [69][260/627] lr: 7.500e-03, eta: 9:39:45, time: 1.221, data_time: 0.005, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6917, loss_cls: 2.5274, loss: 2.5274 2020-07-04 19:39:33,294 - mmaction - INFO - Epoch [69][280/627] lr: 7.500e-03, eta: 9:39:16, time: 1.125, data_time: 0.017, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6583, loss_cls: 2.5347, loss: 2.5347 2020-07-04 19:39:55,857 - mmaction - INFO - Epoch [69][300/627] lr: 7.500e-03, eta: 9:38:47, time: 1.131, data_time: 0.005, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7125, loss_cls: 2.3980, loss: 2.3980 2020-07-04 19:40:19,981 - mmaction - INFO - Epoch [69][320/627] lr: 7.500e-03, eta: 9:38:18, time: 1.205, data_time: 0.004, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6750, loss_cls: 2.6127, loss: 2.6127 2020-07-04 19:40:42,474 - mmaction - INFO - Epoch [69][340/627] lr: 7.500e-03, eta: 9:37:49, time: 1.124, data_time: 0.003, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6792, loss_cls: 2.4695, loss: 2.4695 2020-07-04 19:41:07,204 - mmaction - INFO - Epoch [69][360/627] lr: 7.500e-03, eta: 9:37:21, time: 1.228, data_time: 0.004, memory: 8473, top1_acc: 0.3958, top5_acc: 0.5958, loss_cls: 2.7628, loss: 2.7628 2020-07-04 19:41:30,242 - mmaction - INFO - Epoch [69][380/627] lr: 7.500e-03, eta: 9:36:53, time: 1.158, data_time: 0.016, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6750, loss_cls: 2.6160, loss: 2.6160 2020-07-04 19:41:53,328 - mmaction - INFO - Epoch [69][400/627] lr: 7.500e-03, eta: 9:36:24, time: 1.157, data_time: 0.006, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6667, loss_cls: 2.4822, loss: 2.4822 2020-07-04 19:42:15,752 - mmaction - INFO - Epoch [69][420/627] lr: 7.500e-03, eta: 9:35:54, time: 1.118, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6667, loss_cls: 2.4827, loss: 2.4827 2020-07-04 19:42:38,973 - mmaction - INFO - Epoch [69][440/627] lr: 7.500e-03, eta: 9:35:26, time: 1.163, data_time: 0.007, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6333, loss_cls: 2.7381, loss: 2.7381 2020-07-04 19:43:02,323 - mmaction - INFO - Epoch [69][460/627] lr: 7.500e-03, eta: 9:34:57, time: 1.163, data_time: 0.030, memory: 8473, top1_acc: 0.4125, top5_acc: 0.7125, loss_cls: 2.3398, loss: 2.3398 2020-07-04 19:43:26,127 - mmaction - INFO - Epoch [69][480/627] lr: 7.500e-03, eta: 9:34:29, time: 1.187, data_time: 0.265, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7042, loss_cls: 2.5627, loss: 2.5627 2020-07-04 19:43:49,498 - mmaction - INFO - Epoch [69][500/627] lr: 7.500e-03, eta: 9:34:00, time: 1.172, data_time: 0.113, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6542, loss_cls: 2.5014, loss: 2.5014 2020-07-04 19:44:13,156 - mmaction - INFO - Epoch [69][520/627] lr: 7.500e-03, eta: 9:33:32, time: 1.191, data_time: 0.012, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6958, loss_cls: 2.4055, loss: 2.4055 2020-07-04 19:44:36,403 - mmaction - INFO - Epoch [69][540/627] lr: 7.500e-03, eta: 9:33:03, time: 1.159, data_time: 0.001, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6875, loss_cls: 2.4689, loss: 2.4689 2020-07-04 19:45:00,597 - mmaction - INFO - Epoch [69][560/627] lr: 7.500e-03, eta: 9:32:35, time: 1.203, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6833, loss_cls: 2.3955, loss: 2.3955 2020-07-04 19:45:23,294 - mmaction - INFO - Epoch [69][580/627] lr: 7.500e-03, eta: 9:32:06, time: 1.141, data_time: 0.013, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6792, loss_cls: 2.5171, loss: 2.5171 2020-07-04 19:45:47,097 - mmaction - INFO - Epoch [69][600/627] lr: 7.500e-03, eta: 9:31:37, time: 1.190, data_time: 0.009, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6750, loss_cls: 2.5144, loss: 2.5144 2020-07-04 19:46:09,857 - mmaction - INFO - Epoch [69][620/627] lr: 7.500e-03, eta: 9:31:08, time: 1.127, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6667, loss_cls: 2.5147, loss: 2.5147 2020-07-04 19:48:45,781 - mmaction - INFO - Epoch [70][20/627] lr: 7.500e-03, eta: 9:31:39, time: 7.438, data_time: 5.407, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6500, loss_cls: 2.5643, loss: 2.5643 2020-07-04 19:49:08,955 - mmaction - INFO - Epoch [70][40/627] lr: 7.500e-03, eta: 9:31:10, time: 1.162, data_time: 0.009, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6417, loss_cls: 2.8245, loss: 2.8245 2020-07-04 19:49:31,953 - mmaction - INFO - Epoch [70][60/627] lr: 7.500e-03, eta: 9:30:42, time: 1.150, data_time: 0.005, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7000, loss_cls: 2.4362, loss: 2.4362 2020-07-04 19:49:55,223 - mmaction - INFO - Epoch [70][80/627] lr: 7.500e-03, eta: 9:30:13, time: 1.164, data_time: 0.005, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6208, loss_cls: 2.6363, loss: 2.6363 2020-07-04 19:50:18,600 - mmaction - INFO - Epoch [70][100/627] lr: 7.500e-03, eta: 9:29:44, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6625, loss_cls: 2.6531, loss: 2.6531 2020-07-04 19:50:41,945 - mmaction - INFO - Epoch [70][120/627] lr: 7.500e-03, eta: 9:29:15, time: 1.167, data_time: 0.005, memory: 8473, top1_acc: 0.3833, top5_acc: 0.6083, loss_cls: 2.8242, loss: 2.8242 2020-07-04 19:51:05,018 - mmaction - INFO - Epoch [70][140/627] lr: 7.500e-03, eta: 9:28:47, time: 1.154, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6583, loss_cls: 2.6250, loss: 2.6250 2020-07-04 19:51:28,802 - mmaction - INFO - Epoch [70][160/627] lr: 7.500e-03, eta: 9:28:18, time: 1.191, data_time: 0.010, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6667, loss_cls: 2.5330, loss: 2.5330 2020-07-04 19:51:51,893 - mmaction - INFO - Epoch [70][180/627] lr: 7.500e-03, eta: 9:27:49, time: 1.151, data_time: 0.005, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6917, loss_cls: 2.3988, loss: 2.3988 2020-07-04 19:52:16,273 - mmaction - INFO - Epoch [70][200/627] lr: 7.500e-03, eta: 9:27:21, time: 1.220, data_time: 0.008, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6292, loss_cls: 2.6924, loss: 2.6924 2020-07-04 19:52:39,189 - mmaction - INFO - Epoch [70][220/627] lr: 7.500e-03, eta: 9:26:52, time: 1.140, data_time: 0.010, memory: 8473, top1_acc: 0.4042, top5_acc: 0.6542, loss_cls: 2.7294, loss: 2.7294 2020-07-04 19:53:02,178 - mmaction - INFO - Epoch [70][240/627] lr: 7.500e-03, eta: 9:26:24, time: 1.159, data_time: 0.012, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.5958, loss: 2.5958 2020-07-04 19:53:25,851 - mmaction - INFO - Epoch [70][260/627] lr: 7.500e-03, eta: 9:25:55, time: 1.176, data_time: 0.005, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6583, loss_cls: 2.5108, loss: 2.5108 2020-07-04 19:53:49,111 - mmaction - INFO - Epoch [70][280/627] lr: 7.500e-03, eta: 9:25:26, time: 1.164, data_time: 0.010, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6333, loss_cls: 2.6391, loss: 2.6391 2020-07-04 19:54:11,308 - mmaction - INFO - Epoch [70][300/627] lr: 7.500e-03, eta: 9:24:57, time: 1.115, data_time: 0.010, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6667, loss_cls: 2.5617, loss: 2.5617 2020-07-04 19:54:34,804 - mmaction - INFO - Epoch [70][320/627] lr: 7.500e-03, eta: 9:24:29, time: 1.173, data_time: 0.007, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6458, loss_cls: 2.6403, loss: 2.6403 2020-07-04 19:54:57,795 - mmaction - INFO - Epoch [70][340/627] lr: 7.500e-03, eta: 9:24:00, time: 1.150, data_time: 0.007, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.5414, loss: 2.5414 2020-07-04 19:55:22,505 - mmaction - INFO - Epoch [70][360/627] lr: 7.500e-03, eta: 9:23:32, time: 1.234, data_time: 0.006, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.4347, loss: 2.4347 2020-07-04 19:55:46,042 - mmaction - INFO - Epoch [70][380/627] lr: 7.500e-03, eta: 9:23:03, time: 1.176, data_time: 0.011, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6708, loss_cls: 2.6685, loss: 2.6685 2020-07-04 19:56:10,021 - mmaction - INFO - Epoch [70][400/627] lr: 7.500e-03, eta: 9:22:35, time: 1.200, data_time: 0.009, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6750, loss_cls: 2.5798, loss: 2.5798 2020-07-04 19:56:33,170 - mmaction - INFO - Epoch [70][420/627] lr: 7.500e-03, eta: 9:22:06, time: 1.150, data_time: 0.047, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6625, loss_cls: 2.5006, loss: 2.5006 2020-07-04 19:56:54,451 - mmaction - INFO - Epoch [70][440/627] lr: 7.500e-03, eta: 9:21:37, time: 1.068, data_time: 0.019, memory: 8473, top1_acc: 0.3667, top5_acc: 0.6500, loss_cls: 2.6623, loss: 2.6623 2020-07-04 19:57:17,321 - mmaction - INFO - Epoch [70][460/627] lr: 7.500e-03, eta: 9:21:08, time: 1.154, data_time: 0.012, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6917, loss_cls: 2.5451, loss: 2.5451 2020-07-04 19:57:40,344 - mmaction - INFO - Epoch [70][480/627] lr: 7.500e-03, eta: 9:20:39, time: 1.144, data_time: 0.004, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6708, loss_cls: 2.6037, loss: 2.6037 2020-07-04 19:58:03,641 - mmaction - INFO - Epoch [70][500/627] lr: 7.500e-03, eta: 9:20:10, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6792, loss_cls: 2.5380, loss: 2.5380 2020-07-04 19:58:28,323 - mmaction - INFO - Epoch [70][520/627] lr: 7.500e-03, eta: 9:19:43, time: 1.225, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7083, loss_cls: 2.4988, loss: 2.4988 2020-07-04 19:58:51,384 - mmaction - INFO - Epoch [70][540/627] lr: 7.500e-03, eta: 9:19:14, time: 1.163, data_time: 0.014, memory: 8473, top1_acc: 0.3750, top5_acc: 0.6500, loss_cls: 2.7351, loss: 2.7351 2020-07-04 19:59:13,562 - mmaction - INFO - Epoch [70][560/627] lr: 7.500e-03, eta: 9:18:45, time: 1.108, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6833, loss_cls: 2.6161, loss: 2.6161 2020-07-04 19:59:36,906 - mmaction - INFO - Epoch [70][580/627] lr: 7.500e-03, eta: 9:18:16, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.3747, loss: 2.3747 2020-07-04 20:00:01,512 - mmaction - INFO - Epoch [70][600/627] lr: 7.500e-03, eta: 9:17:48, time: 1.234, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7083, loss_cls: 2.3634, loss: 2.3634 2020-07-04 20:00:30,319 - mmaction - INFO - Epoch [70][620/627] lr: 7.500e-03, eta: 9:17:23, time: 1.434, data_time: 0.007, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6667, loss_cls: 2.4769, loss: 2.4769 2020-07-04 20:00:47,474 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-04 20:04:20,685 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 20:04:21,667 - mmaction - INFO - top1_acc 0.4702 top5_acc 0.7293 2020-07-04 20:04:21,667 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 20:04:21,760 - mmaction - INFO - mean_acc 0.4700 2020-07-04 20:04:21,767 - mmaction - INFO - Epoch [70][627/627] lr: 7.500e-03, top1_acc: 0.4702, top5_acc: 0.7293, mean_class_accuracy: 0.4700 2020-07-04 20:06:52,438 - mmaction - INFO - Epoch [71][20/627] lr: 7.500e-04, eta: 9:17:52, time: 7.528, data_time: 5.755, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7208, loss_cls: 2.3198, loss: 2.3198 2020-07-04 20:07:15,404 - mmaction - INFO - Epoch [71][40/627] lr: 7.500e-04, eta: 9:17:23, time: 1.149, data_time: 0.007, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6833, loss_cls: 2.5326, loss: 2.5326 2020-07-04 20:07:39,842 - mmaction - INFO - Epoch [71][60/627] lr: 7.500e-04, eta: 9:16:55, time: 1.220, data_time: 0.005, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7292, loss_cls: 2.3146, loss: 2.3146 2020-07-04 20:08:03,154 - mmaction - INFO - Epoch [71][80/627] lr: 7.500e-04, eta: 9:16:27, time: 1.169, data_time: 0.007, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.4722, loss: 2.4722 2020-07-04 20:08:25,459 - mmaction - INFO - Epoch [71][100/627] lr: 7.500e-04, eta: 9:15:57, time: 1.113, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7375, loss_cls: 2.3645, loss: 2.3645 2020-07-04 20:08:48,183 - mmaction - INFO - Epoch [71][120/627] lr: 7.500e-04, eta: 9:15:28, time: 1.133, data_time: 0.006, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.2639, loss: 2.2639 2020-07-04 20:09:11,788 - mmaction - INFO - Epoch [71][140/627] lr: 7.500e-04, eta: 9:15:00, time: 1.183, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.2358, loss: 2.2358 2020-07-04 20:09:34,974 - mmaction - INFO - Epoch [71][160/627] lr: 7.500e-04, eta: 9:14:31, time: 1.157, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7250, loss_cls: 2.3397, loss: 2.3397 2020-07-04 20:09:58,680 - mmaction - INFO - Epoch [71][180/627] lr: 7.500e-04, eta: 9:14:03, time: 1.185, data_time: 0.011, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6708, loss_cls: 2.4662, loss: 2.4662 2020-07-04 20:10:22,094 - mmaction - INFO - Epoch [71][200/627] lr: 7.500e-04, eta: 9:13:34, time: 1.172, data_time: 0.009, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6250, loss_cls: 2.7797, loss: 2.7797 2020-07-04 20:10:45,162 - mmaction - INFO - Epoch [71][220/627] lr: 7.500e-04, eta: 9:13:06, time: 1.159, data_time: 0.010, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7042, loss_cls: 2.2881, loss: 2.2881 2020-07-04 20:11:08,615 - mmaction - INFO - Epoch [71][240/627] lr: 7.500e-04, eta: 9:12:37, time: 1.169, data_time: 0.002, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7042, loss_cls: 2.2683, loss: 2.2683 2020-07-04 20:11:31,903 - mmaction - INFO - Epoch [71][260/627] lr: 7.500e-04, eta: 9:12:08, time: 1.165, data_time: 0.006, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6833, loss_cls: 2.3542, loss: 2.3542 2020-07-04 20:11:55,143 - mmaction - INFO - Epoch [71][280/627] lr: 7.500e-04, eta: 9:11:40, time: 1.163, data_time: 0.009, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7125, loss_cls: 2.3821, loss: 2.3821 2020-07-04 20:12:19,396 - mmaction - INFO - Epoch [71][300/627] lr: 7.500e-04, eta: 9:11:12, time: 1.209, data_time: 0.004, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7583, loss_cls: 2.0543, loss: 2.0543 2020-07-04 20:12:42,046 - mmaction - INFO - Epoch [71][320/627] lr: 7.500e-04, eta: 9:10:43, time: 1.134, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7083, loss_cls: 2.3326, loss: 2.3326 2020-07-04 20:13:06,553 - mmaction - INFO - Epoch [71][340/627] lr: 7.500e-04, eta: 9:10:15, time: 1.226, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.1667, loss: 2.1667 2020-07-04 20:13:28,323 - mmaction - INFO - Epoch [71][360/627] lr: 7.500e-04, eta: 9:09:46, time: 1.091, data_time: 0.008, memory: 8473, top1_acc: 0.5917, top5_acc: 0.7625, loss_cls: 1.9818, loss: 1.9818 2020-07-04 20:13:51,754 - mmaction - INFO - Epoch [71][380/627] lr: 7.500e-04, eta: 9:09:17, time: 1.168, data_time: 0.003, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6958, loss_cls: 2.3716, loss: 2.3716 2020-07-04 20:14:15,136 - mmaction - INFO - Epoch [71][400/627] lr: 7.500e-04, eta: 9:08:48, time: 1.168, data_time: 0.010, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7208, loss_cls: 2.2407, loss: 2.2407 2020-07-04 20:14:38,933 - mmaction - INFO - Epoch [71][420/627] lr: 7.500e-04, eta: 9:08:20, time: 1.190, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6917, loss_cls: 2.3924, loss: 2.3924 2020-07-04 20:15:02,313 - mmaction - INFO - Epoch [71][440/627] lr: 7.500e-04, eta: 9:07:52, time: 1.169, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6708, loss_cls: 2.4617, loss: 2.4617 2020-07-04 20:15:24,601 - mmaction - INFO - Epoch [71][460/627] lr: 7.500e-04, eta: 9:07:23, time: 1.117, data_time: 0.013, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6667, loss_cls: 2.4877, loss: 2.4877 2020-07-04 20:15:47,789 - mmaction - INFO - Epoch [71][480/627] lr: 7.500e-04, eta: 9:06:54, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6833, loss_cls: 2.4574, loss: 2.4574 2020-07-04 20:16:10,954 - mmaction - INFO - Epoch [71][500/627] lr: 7.500e-04, eta: 9:06:25, time: 1.150, data_time: 0.007, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6708, loss_cls: 2.4146, loss: 2.4146 2020-07-04 20:16:34,305 - mmaction - INFO - Epoch [71][520/627] lr: 7.500e-04, eta: 9:05:57, time: 1.175, data_time: 0.018, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6458, loss_cls: 2.4813, loss: 2.4813 2020-07-04 20:16:56,627 - mmaction - INFO - Epoch [71][540/627] lr: 7.500e-04, eta: 9:05:28, time: 1.120, data_time: 0.010, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.1007, loss: 2.1007 2020-07-04 20:17:20,662 - mmaction - INFO - Epoch [71][560/627] lr: 7.500e-04, eta: 9:04:59, time: 1.196, data_time: 0.004, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6958, loss_cls: 2.4509, loss: 2.4509 2020-07-04 20:17:44,405 - mmaction - INFO - Epoch [71][580/627] lr: 7.500e-04, eta: 9:04:31, time: 1.190, data_time: 0.013, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6958, loss_cls: 2.3220, loss: 2.3220 2020-07-04 20:18:07,801 - mmaction - INFO - Epoch [71][600/627] lr: 7.500e-04, eta: 9:04:03, time: 1.165, data_time: 0.007, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.4953, loss: 2.4953 2020-07-04 20:18:30,521 - mmaction - INFO - Epoch [71][620/627] lr: 7.500e-04, eta: 9:03:34, time: 1.136, data_time: 0.017, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.3137, loss: 2.3137 2020-07-04 20:21:32,387 - mmaction - INFO - Epoch [72][20/627] lr: 7.500e-04, eta: 9:04:15, time: 8.794, data_time: 7.830, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6708, loss_cls: 2.4781, loss: 2.4781 2020-07-04 20:21:54,943 - mmaction - INFO - Epoch [72][40/627] lr: 7.500e-04, eta: 9:03:46, time: 1.130, data_time: 0.215, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7125, loss_cls: 2.2757, loss: 2.2757 2020-07-04 20:22:18,200 - mmaction - INFO - Epoch [72][60/627] lr: 7.500e-04, eta: 9:03:17, time: 1.163, data_time: 0.132, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.3568, loss: 2.3568 2020-07-04 20:22:40,460 - mmaction - INFO - Epoch [72][80/627] lr: 7.500e-04, eta: 9:02:48, time: 1.108, data_time: 0.007, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7042, loss_cls: 2.2569, loss: 2.2569 2020-07-04 20:23:03,961 - mmaction - INFO - Epoch [72][100/627] lr: 7.500e-04, eta: 9:02:19, time: 1.172, data_time: 0.010, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7000, loss_cls: 2.2717, loss: 2.2717 2020-07-04 20:23:26,872 - mmaction - INFO - Epoch [72][120/627] lr: 7.500e-04, eta: 9:01:50, time: 1.148, data_time: 0.024, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.3141, loss: 2.3141 2020-07-04 20:23:50,598 - mmaction - INFO - Epoch [72][140/627] lr: 7.500e-04, eta: 9:01:22, time: 1.190, data_time: 0.013, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.3313, loss: 2.3313 2020-07-04 20:24:13,678 - mmaction - INFO - Epoch [72][160/627] lr: 7.500e-04, eta: 9:00:53, time: 1.154, data_time: 0.007, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.2496, loss: 2.2496 2020-07-04 20:24:37,033 - mmaction - INFO - Epoch [72][180/627] lr: 7.500e-04, eta: 9:00:25, time: 1.166, data_time: 0.009, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6917, loss_cls: 2.4620, loss: 2.4620 2020-07-04 20:24:59,536 - mmaction - INFO - Epoch [72][200/627] lr: 7.500e-04, eta: 8:59:56, time: 1.129, data_time: 0.009, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.3035, loss: 2.3035 2020-07-04 20:25:22,964 - mmaction - INFO - Epoch [72][220/627] lr: 7.500e-04, eta: 8:59:27, time: 1.162, data_time: 0.008, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6250, loss_cls: 2.6841, loss: 2.6841 2020-07-04 20:25:47,244 - mmaction - INFO - Epoch [72][240/627] lr: 7.500e-04, eta: 8:58:59, time: 1.224, data_time: 0.059, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6958, loss_cls: 2.3076, loss: 2.3076 2020-07-04 20:26:10,745 - mmaction - INFO - Epoch [72][260/627] lr: 7.500e-04, eta: 8:58:31, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7500, loss_cls: 2.1865, loss: 2.1865 2020-07-04 20:26:32,039 - mmaction - INFO - Epoch [72][280/627] lr: 7.500e-04, eta: 8:58:01, time: 1.072, data_time: 0.049, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7292, loss_cls: 2.1798, loss: 2.1798 2020-07-04 20:26:55,353 - mmaction - INFO - Epoch [72][300/627] lr: 7.500e-04, eta: 8:57:33, time: 1.164, data_time: 0.029, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7625, loss_cls: 2.2286, loss: 2.2286 2020-07-04 20:27:18,867 - mmaction - INFO - Epoch [72][320/627] lr: 7.500e-04, eta: 8:57:04, time: 1.179, data_time: 0.042, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7250, loss_cls: 2.2305, loss: 2.2305 2020-07-04 20:27:41,700 - mmaction - INFO - Epoch [72][340/627] lr: 7.500e-04, eta: 8:56:36, time: 1.139, data_time: 0.005, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7208, loss_cls: 2.3315, loss: 2.3315 2020-07-04 20:28:05,009 - mmaction - INFO - Epoch [72][360/627] lr: 7.500e-04, eta: 8:56:07, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7250, loss_cls: 2.1965, loss: 2.1965 2020-07-04 20:28:27,774 - mmaction - INFO - Epoch [72][380/627] lr: 7.500e-04, eta: 8:55:38, time: 1.138, data_time: 0.010, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7125, loss_cls: 2.3578, loss: 2.3578 2020-07-04 20:28:51,252 - mmaction - INFO - Epoch [72][400/627] lr: 7.500e-04, eta: 8:55:10, time: 1.177, data_time: 0.008, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6542, loss_cls: 2.5293, loss: 2.5293 2020-07-04 20:29:14,534 - mmaction - INFO - Epoch [72][420/627] lr: 7.500e-04, eta: 8:54:41, time: 1.160, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6875, loss_cls: 2.4667, loss: 2.4667 2020-07-04 20:29:37,152 - mmaction - INFO - Epoch [72][440/627] lr: 7.500e-04, eta: 8:54:12, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7292, loss_cls: 2.2906, loss: 2.2906 2020-07-04 20:29:59,672 - mmaction - INFO - Epoch [72][460/627] lr: 7.500e-04, eta: 8:53:43, time: 1.126, data_time: 0.007, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6708, loss_cls: 2.5116, loss: 2.5116 2020-07-04 20:30:23,928 - mmaction - INFO - Epoch [72][480/627] lr: 7.500e-04, eta: 8:53:15, time: 1.212, data_time: 0.004, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7250, loss_cls: 2.2410, loss: 2.2410 2020-07-04 20:30:46,372 - mmaction - INFO - Epoch [72][500/627] lr: 7.500e-04, eta: 8:52:46, time: 1.119, data_time: 0.005, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7208, loss_cls: 2.3296, loss: 2.3296 2020-07-04 20:31:09,319 - mmaction - INFO - Epoch [72][520/627] lr: 7.500e-04, eta: 8:52:18, time: 1.144, data_time: 0.011, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.1687, loss: 2.1687 2020-07-04 20:31:32,518 - mmaction - INFO - Epoch [72][540/627] lr: 7.500e-04, eta: 8:51:49, time: 1.160, data_time: 0.012, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6875, loss_cls: 2.3964, loss: 2.3964 2020-07-04 20:31:55,673 - mmaction - INFO - Epoch [72][560/627] lr: 7.500e-04, eta: 8:51:21, time: 1.166, data_time: 0.016, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6958, loss_cls: 2.4449, loss: 2.4449 2020-07-04 20:32:18,867 - mmaction - INFO - Epoch [72][580/627] lr: 7.500e-04, eta: 8:50:52, time: 1.159, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.3947, loss: 2.3947 2020-07-04 20:32:42,603 - mmaction - INFO - Epoch [72][600/627] lr: 7.500e-04, eta: 8:50:24, time: 1.184, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7000, loss_cls: 2.3321, loss: 2.3321 2020-07-04 20:33:06,773 - mmaction - INFO - Epoch [72][620/627] lr: 7.500e-04, eta: 8:49:56, time: 1.212, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6833, loss_cls: 2.3698, loss: 2.3698 2020-07-04 20:35:46,512 - mmaction - INFO - Epoch [73][20/627] lr: 7.500e-04, eta: 8:50:21, time: 7.581, data_time: 5.573, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.4819, loss: 2.4819 2020-07-04 20:36:10,356 - mmaction - INFO - Epoch [73][40/627] lr: 7.500e-04, eta: 8:49:53, time: 1.191, data_time: 0.005, memory: 8473, top1_acc: 0.6083, top5_acc: 0.7708, loss_cls: 1.8458, loss: 1.8458 2020-07-04 20:36:32,378 - mmaction - INFO - Epoch [73][60/627] lr: 7.500e-04, eta: 8:49:23, time: 1.100, data_time: 0.034, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6958, loss_cls: 2.3227, loss: 2.3227 2020-07-04 20:36:56,141 - mmaction - INFO - Epoch [73][80/627] lr: 7.500e-04, eta: 8:48:55, time: 1.187, data_time: 0.009, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7000, loss_cls: 2.3762, loss: 2.3762 2020-07-04 20:37:20,640 - mmaction - INFO - Epoch [73][100/627] lr: 7.500e-04, eta: 8:48:27, time: 1.226, data_time: 0.006, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7458, loss_cls: 2.0821, loss: 2.0821 2020-07-04 20:37:42,982 - mmaction - INFO - Epoch [73][120/627] lr: 7.500e-04, eta: 8:47:58, time: 1.117, data_time: 0.008, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.2894, loss: 2.2894 2020-07-04 20:38:06,018 - mmaction - INFO - Epoch [73][140/627] lr: 7.500e-04, eta: 8:47:29, time: 1.143, data_time: 0.005, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.3602, loss: 2.3602 2020-07-04 20:38:27,898 - mmaction - INFO - Epoch [73][160/627] lr: 7.500e-04, eta: 8:47:00, time: 1.102, data_time: 0.014, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.2393, loss: 2.2393 2020-07-04 20:38:51,649 - mmaction - INFO - Epoch [73][180/627] lr: 7.500e-04, eta: 8:46:32, time: 1.189, data_time: 0.008, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6958, loss_cls: 2.4261, loss: 2.4261 2020-07-04 20:39:14,930 - mmaction - INFO - Epoch [73][200/627] lr: 7.500e-04, eta: 8:46:04, time: 1.167, data_time: 0.005, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7375, loss_cls: 2.0896, loss: 2.0896 2020-07-04 20:39:38,247 - mmaction - INFO - Epoch [73][220/627] lr: 7.500e-04, eta: 8:45:35, time: 1.159, data_time: 0.004, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6833, loss_cls: 2.2648, loss: 2.2648 2020-07-04 20:40:01,001 - mmaction - INFO - Epoch [73][240/627] lr: 7.500e-04, eta: 8:45:06, time: 1.139, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7000, loss_cls: 2.3613, loss: 2.3613 2020-07-04 20:40:23,483 - mmaction - INFO - Epoch [73][260/627] lr: 7.500e-04, eta: 8:44:37, time: 1.119, data_time: 0.009, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6667, loss_cls: 2.4013, loss: 2.4013 2020-07-04 20:40:46,019 - mmaction - INFO - Epoch [73][280/627] lr: 7.500e-04, eta: 8:44:08, time: 1.134, data_time: 0.015, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7292, loss_cls: 2.2353, loss: 2.2353 2020-07-04 20:41:10,341 - mmaction - INFO - Epoch [73][300/627] lr: 7.500e-04, eta: 8:43:40, time: 1.211, data_time: 0.015, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7333, loss_cls: 2.2984, loss: 2.2984 2020-07-04 20:41:33,145 - mmaction - INFO - Epoch [73][320/627] lr: 7.500e-04, eta: 8:43:12, time: 1.144, data_time: 0.013, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7500, loss_cls: 2.1140, loss: 2.1140 2020-07-04 20:41:55,556 - mmaction - INFO - Epoch [73][340/627] lr: 7.500e-04, eta: 8:42:43, time: 1.121, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7375, loss_cls: 2.3293, loss: 2.3293 2020-07-04 20:42:19,595 - mmaction - INFO - Epoch [73][360/627] lr: 7.500e-04, eta: 8:42:15, time: 1.206, data_time: 0.008, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6667, loss_cls: 2.5745, loss: 2.5745 2020-07-04 20:42:41,191 - mmaction - INFO - Epoch [73][380/627] lr: 7.500e-04, eta: 8:41:45, time: 1.076, data_time: 0.001, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6958, loss_cls: 2.4143, loss: 2.4143 2020-07-04 20:43:04,173 - mmaction - INFO - Epoch [73][400/627] lr: 7.500e-04, eta: 8:41:17, time: 1.149, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.1732, loss: 2.1732 2020-07-04 20:43:26,772 - mmaction - INFO - Epoch [73][420/627] lr: 7.500e-04, eta: 8:40:48, time: 1.129, data_time: 0.004, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6750, loss_cls: 2.3063, loss: 2.3063 2020-07-04 20:43:50,316 - mmaction - INFO - Epoch [73][440/627] lr: 7.500e-04, eta: 8:40:20, time: 1.179, data_time: 0.005, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7125, loss_cls: 2.2631, loss: 2.2631 2020-07-04 20:44:13,450 - mmaction - INFO - Epoch [73][460/627] lr: 7.500e-04, eta: 8:39:51, time: 1.153, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6833, loss_cls: 2.2990, loss: 2.2990 2020-07-04 20:44:37,105 - mmaction - INFO - Epoch [73][480/627] lr: 7.500e-04, eta: 8:39:23, time: 1.182, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.5163, loss: 2.5163 2020-07-04 20:45:00,289 - mmaction - INFO - Epoch [73][500/627] lr: 7.500e-04, eta: 8:38:54, time: 1.165, data_time: 0.011, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1258, loss: 2.1258 2020-07-04 20:45:22,194 - mmaction - INFO - Epoch [73][520/627] lr: 7.500e-04, eta: 8:38:25, time: 1.093, data_time: 0.002, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.2165, loss: 2.2165 2020-07-04 20:45:45,804 - mmaction - INFO - Epoch [73][540/627] lr: 7.500e-04, eta: 8:37:57, time: 1.179, data_time: 0.005, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.3325, loss: 2.3325 2020-07-04 20:46:08,045 - mmaction - INFO - Epoch [73][560/627] lr: 7.500e-04, eta: 8:37:28, time: 1.112, data_time: 0.009, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7250, loss_cls: 2.1619, loss: 2.1619 2020-07-04 20:46:31,260 - mmaction - INFO - Epoch [73][580/627] lr: 7.500e-04, eta: 8:37:00, time: 1.163, data_time: 0.005, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7250, loss_cls: 2.1882, loss: 2.1882 2020-07-04 20:46:53,867 - mmaction - INFO - Epoch [73][600/627] lr: 7.500e-04, eta: 8:36:31, time: 1.127, data_time: 0.005, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6583, loss_cls: 2.5593, loss: 2.5593 2020-07-04 20:47:16,628 - mmaction - INFO - Epoch [73][620/627] lr: 7.500e-04, eta: 8:36:02, time: 1.140, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6917, loss_cls: 2.3730, loss: 2.3730 2020-07-04 20:49:46,831 - mmaction - INFO - Epoch [74][20/627] lr: 7.500e-04, eta: 8:36:21, time: 7.203, data_time: 5.536, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.2971, loss: 2.2971 2020-07-04 20:50:10,180 - mmaction - INFO - Epoch [74][40/627] lr: 7.500e-04, eta: 8:35:52, time: 1.167, data_time: 0.006, memory: 8473, top1_acc: 0.4208, top5_acc: 0.7167, loss_cls: 2.4857, loss: 2.4857 2020-07-04 20:50:32,947 - mmaction - INFO - Epoch [74][60/627] lr: 7.500e-04, eta: 8:35:24, time: 1.138, data_time: 0.005, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7083, loss_cls: 2.2357, loss: 2.2357 2020-07-04 20:50:56,209 - mmaction - INFO - Epoch [74][80/627] lr: 7.500e-04, eta: 8:34:55, time: 1.162, data_time: 0.008, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7458, loss_cls: 2.0877, loss: 2.0877 2020-07-04 20:51:19,059 - mmaction - INFO - Epoch [74][100/627] lr: 7.500e-04, eta: 8:34:26, time: 1.142, data_time: 0.006, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6458, loss_cls: 2.4791, loss: 2.4791 2020-07-04 20:51:41,286 - mmaction - INFO - Epoch [74][120/627] lr: 7.500e-04, eta: 8:33:57, time: 1.115, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7333, loss_cls: 2.3528, loss: 2.3528 2020-07-04 20:52:05,526 - mmaction - INFO - Epoch [74][140/627] lr: 7.500e-04, eta: 8:33:29, time: 1.204, data_time: 0.003, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.2469, loss: 2.2469 2020-07-04 20:52:28,039 - mmaction - INFO - Epoch [74][160/627] lr: 7.500e-04, eta: 8:33:01, time: 1.132, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6958, loss_cls: 2.3374, loss: 2.3374 2020-07-04 20:52:50,591 - mmaction - INFO - Epoch [74][180/627] lr: 7.500e-04, eta: 8:32:32, time: 1.127, data_time: 0.009, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6958, loss_cls: 2.4785, loss: 2.4785 2020-07-04 20:53:13,168 - mmaction - INFO - Epoch [74][200/627] lr: 7.500e-04, eta: 8:32:03, time: 1.130, data_time: 0.005, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7000, loss_cls: 2.2250, loss: 2.2250 2020-07-04 20:53:36,450 - mmaction - INFO - Epoch [74][220/627] lr: 7.500e-04, eta: 8:31:35, time: 1.164, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7000, loss_cls: 2.3648, loss: 2.3648 2020-07-04 20:53:59,978 - mmaction - INFO - Epoch [74][240/627] lr: 7.500e-04, eta: 8:31:06, time: 1.174, data_time: 0.006, memory: 8473, top1_acc: 0.5583, top5_acc: 0.7542, loss_cls: 2.0858, loss: 2.0858 2020-07-04 20:54:22,399 - mmaction - INFO - Epoch [74][260/627] lr: 7.500e-04, eta: 8:30:37, time: 1.122, data_time: 0.005, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6917, loss_cls: 2.3987, loss: 2.3987 2020-07-04 20:54:45,909 - mmaction - INFO - Epoch [74][280/627] lr: 7.500e-04, eta: 8:30:09, time: 1.166, data_time: 0.004, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6917, loss_cls: 2.3338, loss: 2.3338 2020-07-04 20:55:08,898 - mmaction - INFO - Epoch [74][300/627] lr: 7.500e-04, eta: 8:29:41, time: 1.157, data_time: 0.017, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6958, loss_cls: 2.4146, loss: 2.4146 2020-07-04 20:55:31,238 - mmaction - INFO - Epoch [74][320/627] lr: 7.500e-04, eta: 8:29:12, time: 1.119, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7000, loss_cls: 2.4095, loss: 2.4095 2020-07-04 20:55:55,161 - mmaction - INFO - Epoch [74][340/627] lr: 7.500e-04, eta: 8:28:44, time: 1.188, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7458, loss_cls: 2.0951, loss: 2.0951 2020-07-04 20:56:17,235 - mmaction - INFO - Epoch [74][360/627] lr: 7.500e-04, eta: 8:28:15, time: 1.112, data_time: 0.012, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.3494, loss: 2.3494 2020-07-04 20:56:39,975 - mmaction - INFO - Epoch [74][380/627] lr: 7.500e-04, eta: 8:27:46, time: 1.133, data_time: 0.018, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.2945, loss: 2.2945 2020-07-04 20:57:03,457 - mmaction - INFO - Epoch [74][400/627] lr: 7.500e-04, eta: 8:27:18, time: 1.174, data_time: 0.029, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6750, loss_cls: 2.4089, loss: 2.4089 2020-07-04 20:57:26,103 - mmaction - INFO - Epoch [74][420/627] lr: 7.500e-04, eta: 8:26:49, time: 1.135, data_time: 0.088, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.2054, loss: 2.2054 2020-07-04 20:57:49,101 - mmaction - INFO - Epoch [74][440/627] lr: 7.500e-04, eta: 8:26:20, time: 1.151, data_time: 0.190, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7833, loss_cls: 2.0658, loss: 2.0658 2020-07-04 20:58:12,689 - mmaction - INFO - Epoch [74][460/627] lr: 7.500e-04, eta: 8:25:52, time: 1.177, data_time: 0.042, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7000, loss_cls: 2.3998, loss: 2.3998 2020-07-04 20:58:34,793 - mmaction - INFO - Epoch [74][480/627] lr: 7.500e-04, eta: 8:25:23, time: 1.111, data_time: 0.024, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6917, loss_cls: 2.2823, loss: 2.2823 2020-07-04 20:58:58,888 - mmaction - INFO - Epoch [74][500/627] lr: 7.500e-04, eta: 8:24:55, time: 1.201, data_time: 0.022, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.1731, loss: 2.1731 2020-07-04 20:59:22,527 - mmaction - INFO - Epoch [74][520/627] lr: 7.500e-04, eta: 8:24:27, time: 1.177, data_time: 0.005, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.2106, loss: 2.2106 2020-07-04 20:59:45,115 - mmaction - INFO - Epoch [74][540/627] lr: 7.500e-04, eta: 8:23:58, time: 1.131, data_time: 0.013, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.4021, loss: 2.4021 2020-07-04 21:00:18,059 - mmaction - INFO - Epoch [74][560/627] lr: 7.500e-04, eta: 8:23:35, time: 1.646, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.5171, loss: 2.5171 2020-07-04 21:00:37,344 - mmaction - INFO - Epoch [74][580/627] lr: 7.500e-04, eta: 8:23:04, time: 0.968, data_time: 0.013, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6167, loss_cls: 2.6281, loss: 2.6281 2020-07-04 21:01:00,794 - mmaction - INFO - Epoch [74][600/627] lr: 7.500e-04, eta: 8:22:36, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6875, loss_cls: 2.3432, loss: 2.3432 2020-07-04 21:01:23,687 - mmaction - INFO - Epoch [74][620/627] lr: 7.500e-04, eta: 8:22:08, time: 1.154, data_time: 0.011, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6167, loss_cls: 2.7871, loss: 2.7871 2020-07-04 21:04:05,899 - mmaction - INFO - Epoch [75][20/627] lr: 7.500e-04, eta: 8:22:26, time: 7.414, data_time: 5.771, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7167, loss_cls: 2.3332, loss: 2.3332 2020-07-04 21:04:28,406 - mmaction - INFO - Epoch [75][40/627] lr: 7.500e-04, eta: 8:21:57, time: 1.131, data_time: 0.018, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7083, loss_cls: 2.3171, loss: 2.3171 2020-07-04 21:04:51,706 - mmaction - INFO - Epoch [75][60/627] lr: 7.500e-04, eta: 8:21:29, time: 1.163, data_time: 0.004, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6667, loss_cls: 2.4547, loss: 2.4547 2020-07-04 21:05:14,456 - mmaction - INFO - Epoch [75][80/627] lr: 7.500e-04, eta: 8:21:00, time: 1.135, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7292, loss_cls: 2.3041, loss: 2.3041 2020-07-04 21:05:37,244 - mmaction - INFO - Epoch [75][100/627] lr: 7.500e-04, eta: 8:20:32, time: 1.147, data_time: 0.009, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6625, loss_cls: 2.4533, loss: 2.4533 2020-07-04 21:06:00,024 - mmaction - INFO - Epoch [75][120/627] lr: 7.500e-04, eta: 8:20:03, time: 1.134, data_time: 0.001, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7542, loss_cls: 2.3094, loss: 2.3094 2020-07-04 21:06:22,884 - mmaction - INFO - Epoch [75][140/627] lr: 7.500e-04, eta: 8:19:35, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7167, loss_cls: 2.2828, loss: 2.2828 2020-07-04 21:06:45,629 - mmaction - INFO - Epoch [75][160/627] lr: 7.500e-04, eta: 8:19:06, time: 1.133, data_time: 0.003, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7042, loss_cls: 2.3745, loss: 2.3745 2020-07-04 21:07:07,513 - mmaction - INFO - Epoch [75][180/627] lr: 7.500e-04, eta: 8:18:37, time: 1.094, data_time: 0.009, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7417, loss_cls: 2.1181, loss: 2.1181 2020-07-04 21:07:30,555 - mmaction - INFO - Epoch [75][200/627] lr: 7.500e-04, eta: 8:18:08, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7167, loss_cls: 2.2252, loss: 2.2252 2020-07-04 21:07:53,358 - mmaction - INFO - Epoch [75][220/627] lr: 7.500e-04, eta: 8:17:40, time: 1.140, data_time: 0.003, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7542, loss_cls: 2.0732, loss: 2.0732 2020-07-04 21:08:16,638 - mmaction - INFO - Epoch [75][240/627] lr: 7.500e-04, eta: 8:17:11, time: 1.163, data_time: 0.004, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7000, loss_cls: 2.3076, loss: 2.3076 2020-07-04 21:08:39,882 - mmaction - INFO - Epoch [75][260/627] lr: 7.500e-04, eta: 8:16:43, time: 1.162, data_time: 0.005, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6500, loss_cls: 2.5222, loss: 2.5222 2020-07-04 21:09:03,192 - mmaction - INFO - Epoch [75][280/627] lr: 7.500e-04, eta: 8:16:15, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6833, loss_cls: 2.4712, loss: 2.4712 2020-07-04 21:09:25,949 - mmaction - INFO - Epoch [75][300/627] lr: 7.500e-04, eta: 8:15:46, time: 1.138, data_time: 0.005, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7500, loss_cls: 2.1934, loss: 2.1934 2020-07-04 21:09:48,435 - mmaction - INFO - Epoch [75][320/627] lr: 7.500e-04, eta: 8:15:17, time: 1.121, data_time: 0.007, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.5531, loss: 2.5531 2020-07-04 21:10:10,209 - mmaction - INFO - Epoch [75][340/627] lr: 7.500e-04, eta: 8:14:48, time: 1.090, data_time: 0.100, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7458, loss_cls: 2.1442, loss: 2.1442 2020-07-04 21:10:32,737 - mmaction - INFO - Epoch [75][360/627] lr: 7.500e-04, eta: 8:14:20, time: 1.128, data_time: 0.100, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6708, loss_cls: 2.4812, loss: 2.4812 2020-07-04 21:10:55,572 - mmaction - INFO - Epoch [75][380/627] lr: 7.500e-04, eta: 8:13:51, time: 1.142, data_time: 0.013, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6917, loss_cls: 2.3135, loss: 2.3135 2020-07-04 21:11:19,379 - mmaction - INFO - Epoch [75][400/627] lr: 7.500e-04, eta: 8:13:23, time: 1.188, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.4005, loss: 2.4005 2020-07-04 21:11:42,884 - mmaction - INFO - Epoch [75][420/627] lr: 7.500e-04, eta: 8:12:55, time: 1.169, data_time: 0.007, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7000, loss_cls: 2.4805, loss: 2.4805 2020-07-04 21:12:06,235 - mmaction - INFO - Epoch [75][440/627] lr: 7.500e-04, eta: 8:12:26, time: 1.175, data_time: 0.012, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7042, loss_cls: 2.2434, loss: 2.2434 2020-07-04 21:12:29,701 - mmaction - INFO - Epoch [75][460/627] lr: 7.500e-04, eta: 8:11:58, time: 1.170, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6833, loss_cls: 2.5018, loss: 2.5018 2020-07-04 21:12:52,838 - mmaction - INFO - Epoch [75][480/627] lr: 7.500e-04, eta: 8:11:30, time: 1.158, data_time: 0.009, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6375, loss_cls: 2.5794, loss: 2.5794 2020-07-04 21:13:16,181 - mmaction - INFO - Epoch [75][500/627] lr: 7.500e-04, eta: 8:11:02, time: 1.168, data_time: 0.009, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7542, loss_cls: 2.1700, loss: 2.1700 2020-07-04 21:13:38,388 - mmaction - INFO - Epoch [75][520/627] lr: 7.500e-04, eta: 8:10:33, time: 1.112, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7125, loss_cls: 2.3260, loss: 2.3260 2020-07-04 21:14:00,341 - mmaction - INFO - Epoch [75][540/627] lr: 7.500e-04, eta: 8:10:04, time: 1.100, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7708, loss_cls: 2.0995, loss: 2.0995 2020-07-04 21:14:23,176 - mmaction - INFO - Epoch [75][560/627] lr: 7.500e-04, eta: 8:09:35, time: 1.135, data_time: 0.002, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7000, loss_cls: 2.3671, loss: 2.3671 2020-07-04 21:14:46,651 - mmaction - INFO - Epoch [75][580/627] lr: 7.500e-04, eta: 8:09:07, time: 1.173, data_time: 0.080, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7125, loss_cls: 2.1817, loss: 2.1817 2020-07-04 21:15:10,042 - mmaction - INFO - Epoch [75][600/627] lr: 7.500e-04, eta: 8:08:39, time: 1.173, data_time: 0.012, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7167, loss_cls: 2.1794, loss: 2.1794 2020-07-04 21:15:32,433 - mmaction - INFO - Epoch [75][620/627] lr: 7.500e-04, eta: 8:08:10, time: 1.114, data_time: 0.006, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6542, loss_cls: 2.5546, loss: 2.5546 2020-07-04 21:15:40,036 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-04 21:18:40,521 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 21:18:41,484 - mmaction - INFO - top1_acc 0.5260 top5_acc 0.7729 2020-07-04 21:18:41,485 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 21:18:41,556 - mmaction - INFO - mean_acc 0.5260 2020-07-04 21:18:41,563 - mmaction - INFO - Epoch [75][627/627] lr: 7.500e-04, top1_acc: 0.5260, top5_acc: 0.7729, mean_class_accuracy: 0.5260 2020-07-04 21:21:23,405 - mmaction - INFO - Epoch [76][20/627] lr: 7.500e-04, eta: 8:08:33, time: 8.079, data_time: 6.606, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6750, loss_cls: 2.4321, loss: 2.4321 2020-07-04 21:21:47,525 - mmaction - INFO - Epoch [76][40/627] lr: 7.500e-04, eta: 8:08:05, time: 1.214, data_time: 0.014, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7250, loss_cls: 2.3462, loss: 2.3462 2020-07-04 21:22:08,877 - mmaction - INFO - Epoch [76][60/627] lr: 7.500e-04, eta: 8:07:36, time: 1.068, data_time: 0.006, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.3763, loss: 2.3763 2020-07-04 21:22:31,652 - mmaction - INFO - Epoch [76][80/627] lr: 7.500e-04, eta: 8:07:07, time: 1.126, data_time: 0.009, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7375, loss_cls: 2.3236, loss: 2.3236 2020-07-04 21:22:54,382 - mmaction - INFO - Epoch [76][100/627] lr: 7.500e-04, eta: 8:06:38, time: 1.148, data_time: 0.073, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6917, loss_cls: 2.3094, loss: 2.3094 2020-07-04 21:23:16,477 - mmaction - INFO - Epoch [76][120/627] lr: 7.500e-04, eta: 8:06:09, time: 1.104, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.2388, loss: 2.2388 2020-07-04 21:23:39,744 - mmaction - INFO - Epoch [76][140/627] lr: 7.500e-04, eta: 8:05:41, time: 1.162, data_time: 0.006, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.3785, loss: 2.3785 2020-07-04 21:24:02,518 - mmaction - INFO - Epoch [76][160/627] lr: 7.500e-04, eta: 8:05:13, time: 1.141, data_time: 0.008, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7208, loss_cls: 2.2310, loss: 2.2310 2020-07-04 21:24:24,890 - mmaction - INFO - Epoch [76][180/627] lr: 7.500e-04, eta: 8:04:44, time: 1.117, data_time: 0.005, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.1779, loss: 2.1779 2020-07-04 21:24:47,814 - mmaction - INFO - Epoch [76][200/627] lr: 7.500e-04, eta: 8:04:15, time: 1.145, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6917, loss_cls: 2.4152, loss: 2.4152 2020-07-04 21:25:11,754 - mmaction - INFO - Epoch [76][220/627] lr: 7.500e-04, eta: 8:03:47, time: 1.201, data_time: 0.036, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.3695, loss: 2.3695 2020-07-04 21:25:34,629 - mmaction - INFO - Epoch [76][240/627] lr: 7.500e-04, eta: 8:03:19, time: 1.145, data_time: 0.005, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6583, loss_cls: 2.5477, loss: 2.5477 2020-07-04 21:25:57,097 - mmaction - INFO - Epoch [76][260/627] lr: 7.500e-04, eta: 8:02:50, time: 1.125, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7083, loss_cls: 2.5822, loss: 2.5822 2020-07-04 21:26:20,906 - mmaction - INFO - Epoch [76][280/627] lr: 7.500e-04, eta: 8:02:22, time: 1.186, data_time: 0.001, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7208, loss_cls: 2.2751, loss: 2.2751 2020-07-04 21:26:43,424 - mmaction - INFO - Epoch [76][300/627] lr: 7.500e-04, eta: 8:01:53, time: 1.125, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.2754, loss: 2.2754 2020-07-04 21:27:04,982 - mmaction - INFO - Epoch [76][320/627] lr: 7.500e-04, eta: 8:01:24, time: 1.078, data_time: 0.010, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7417, loss_cls: 2.1815, loss: 2.1815 2020-07-04 21:27:27,041 - mmaction - INFO - Epoch [76][340/627] lr: 7.500e-04, eta: 8:00:56, time: 1.105, data_time: 0.007, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7583, loss_cls: 2.2047, loss: 2.2047 2020-07-04 21:27:50,159 - mmaction - INFO - Epoch [76][360/627] lr: 7.500e-04, eta: 8:00:27, time: 1.155, data_time: 0.008, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6917, loss_cls: 2.3703, loss: 2.3703 2020-07-04 21:28:12,773 - mmaction - INFO - Epoch [76][380/627] lr: 7.500e-04, eta: 7:59:59, time: 1.132, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7250, loss_cls: 2.2146, loss: 2.2146 2020-07-04 21:28:36,687 - mmaction - INFO - Epoch [76][400/627] lr: 7.500e-04, eta: 7:59:31, time: 1.194, data_time: 0.008, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1659, loss: 2.1659 2020-07-04 21:28:59,645 - mmaction - INFO - Epoch [76][420/627] lr: 7.500e-04, eta: 7:59:02, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6792, loss_cls: 2.4244, loss: 2.4244 2020-07-04 21:29:20,927 - mmaction - INFO - Epoch [76][440/627] lr: 7.500e-04, eta: 7:58:33, time: 1.064, data_time: 0.069, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.2532, loss: 2.2532 2020-07-04 21:29:43,957 - mmaction - INFO - Epoch [76][460/627] lr: 7.500e-04, eta: 7:58:05, time: 1.150, data_time: 0.010, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.4352, loss: 2.4352 2020-07-04 21:30:07,517 - mmaction - INFO - Epoch [76][480/627] lr: 7.500e-04, eta: 7:57:37, time: 1.176, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.3070, loss: 2.3070 2020-07-04 21:30:30,957 - mmaction - INFO - Epoch [76][500/627] lr: 7.500e-04, eta: 7:57:08, time: 1.174, data_time: 0.010, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.3794, loss: 2.3794 2020-07-04 21:30:54,132 - mmaction - INFO - Epoch [76][520/627] lr: 7.500e-04, eta: 7:56:40, time: 1.159, data_time: 0.011, memory: 8473, top1_acc: 0.4208, top5_acc: 0.7125, loss_cls: 2.3655, loss: 2.3655 2020-07-04 21:31:15,898 - mmaction - INFO - Epoch [76][540/627] lr: 7.500e-04, eta: 7:56:11, time: 1.088, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7125, loss_cls: 2.3958, loss: 2.3958 2020-07-04 21:31:38,099 - mmaction - INFO - Epoch [76][560/627] lr: 7.500e-04, eta: 7:55:43, time: 1.114, data_time: 0.012, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6792, loss_cls: 2.4765, loss: 2.4765 2020-07-04 21:32:01,123 - mmaction - INFO - Epoch [76][580/627] lr: 7.500e-04, eta: 7:55:14, time: 1.155, data_time: 0.005, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7667, loss_cls: 2.0250, loss: 2.0250 2020-07-04 21:32:24,113 - mmaction - INFO - Epoch [76][600/627] lr: 7.500e-04, eta: 7:54:46, time: 1.144, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6792, loss_cls: 2.4588, loss: 2.4588 2020-07-04 21:32:47,234 - mmaction - INFO - Epoch [76][620/627] lr: 7.500e-04, eta: 7:54:18, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7542, loss_cls: 2.1148, loss: 2.1148 2020-07-04 21:35:26,080 - mmaction - INFO - Epoch [77][20/627] lr: 7.500e-04, eta: 7:54:32, time: 7.481, data_time: 6.076, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6833, loss_cls: 2.3963, loss: 2.3963 2020-07-04 21:35:48,785 - mmaction - INFO - Epoch [77][40/627] lr: 7.500e-04, eta: 7:54:04, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7292, loss_cls: 2.1987, loss: 2.1987 2020-07-04 21:36:12,076 - mmaction - INFO - Epoch [77][60/627] lr: 7.500e-04, eta: 7:53:35, time: 1.167, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7542, loss_cls: 2.1705, loss: 2.1705 2020-07-04 21:36:35,130 - mmaction - INFO - Epoch [77][80/627] lr: 7.500e-04, eta: 7:53:07, time: 1.149, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7458, loss_cls: 2.3073, loss: 2.3073 2020-07-04 21:36:59,028 - mmaction - INFO - Epoch [77][100/627] lr: 7.500e-04, eta: 7:52:39, time: 1.188, data_time: 0.011, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7583, loss_cls: 2.0851, loss: 2.0851 2020-07-04 21:37:20,415 - mmaction - INFO - Epoch [77][120/627] lr: 7.500e-04, eta: 7:52:10, time: 1.077, data_time: 0.017, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6917, loss_cls: 2.3635, loss: 2.3635 2020-07-04 21:37:43,621 - mmaction - INFO - Epoch [77][140/627] lr: 7.500e-04, eta: 7:51:42, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7167, loss_cls: 2.3116, loss: 2.3116 2020-07-04 21:38:06,990 - mmaction - INFO - Epoch [77][160/627] lr: 7.500e-04, eta: 7:51:13, time: 1.157, data_time: 0.001, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7000, loss_cls: 2.1519, loss: 2.1519 2020-07-04 21:38:29,954 - mmaction - INFO - Epoch [77][180/627] lr: 7.500e-04, eta: 7:50:45, time: 1.152, data_time: 0.014, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7375, loss_cls: 2.1102, loss: 2.1102 2020-07-04 21:38:52,874 - mmaction - INFO - Epoch [77][200/627] lr: 7.500e-04, eta: 7:50:17, time: 1.149, data_time: 0.011, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7458, loss_cls: 2.2105, loss: 2.2105 2020-07-04 21:39:14,885 - mmaction - INFO - Epoch [77][220/627] lr: 7.500e-04, eta: 7:49:48, time: 1.095, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.2695, loss: 2.2695 2020-07-04 21:39:38,345 - mmaction - INFO - Epoch [77][240/627] lr: 7.500e-04, eta: 7:49:20, time: 1.172, data_time: 0.014, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7167, loss_cls: 2.2880, loss: 2.2880 2020-07-04 21:39:59,922 - mmaction - INFO - Epoch [77][260/627] lr: 7.500e-04, eta: 7:48:51, time: 1.083, data_time: 0.012, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.2623, loss: 2.2623 2020-07-04 21:40:23,409 - mmaction - INFO - Epoch [77][280/627] lr: 7.500e-04, eta: 7:48:23, time: 1.181, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.2872, loss: 2.2872 2020-07-04 21:40:46,309 - mmaction - INFO - Epoch [77][300/627] lr: 7.500e-04, eta: 7:47:54, time: 1.140, data_time: 0.001, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7000, loss_cls: 2.4245, loss: 2.4245 2020-07-04 21:41:08,922 - mmaction - INFO - Epoch [77][320/627] lr: 7.500e-04, eta: 7:47:26, time: 1.128, data_time: 0.005, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.3337, loss: 2.3337 2020-07-04 21:41:31,874 - mmaction - INFO - Epoch [77][340/627] lr: 7.500e-04, eta: 7:46:57, time: 1.149, data_time: 0.012, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6708, loss_cls: 2.3205, loss: 2.3205 2020-07-04 21:41:53,597 - mmaction - INFO - Epoch [77][360/627] lr: 7.500e-04, eta: 7:46:28, time: 1.084, data_time: 0.008, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7208, loss_cls: 2.3653, loss: 2.3653 2020-07-04 21:42:16,734 - mmaction - INFO - Epoch [77][380/627] lr: 7.500e-04, eta: 7:46:00, time: 1.161, data_time: 0.013, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.4387, loss: 2.4387 2020-07-04 21:42:39,171 - mmaction - INFO - Epoch [77][400/627] lr: 7.500e-04, eta: 7:45:32, time: 1.111, data_time: 0.005, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6958, loss_cls: 2.3987, loss: 2.3987 2020-07-04 21:43:01,904 - mmaction - INFO - Epoch [77][420/627] lr: 7.500e-04, eta: 7:45:03, time: 1.147, data_time: 0.016, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.0803, loss: 2.0803 2020-07-04 21:43:24,521 - mmaction - INFO - Epoch [77][440/627] lr: 7.500e-04, eta: 7:44:35, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7167, loss_cls: 2.3562, loss: 2.3562 2020-07-04 21:43:47,049 - mmaction - INFO - Epoch [77][460/627] lr: 7.500e-04, eta: 7:44:06, time: 1.126, data_time: 0.005, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7375, loss_cls: 2.2109, loss: 2.2109 2020-07-04 21:44:09,893 - mmaction - INFO - Epoch [77][480/627] lr: 7.500e-04, eta: 7:43:38, time: 1.142, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7417, loss_cls: 2.2125, loss: 2.2125 2020-07-04 21:44:33,161 - mmaction - INFO - Epoch [77][500/627] lr: 7.500e-04, eta: 7:43:10, time: 1.158, data_time: 0.006, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7458, loss_cls: 2.1483, loss: 2.1483 2020-07-04 21:44:55,558 - mmaction - INFO - Epoch [77][520/627] lr: 7.500e-04, eta: 7:42:41, time: 1.120, data_time: 0.015, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6833, loss_cls: 2.5039, loss: 2.5039 2020-07-04 21:45:18,443 - mmaction - INFO - Epoch [77][540/627] lr: 7.500e-04, eta: 7:42:13, time: 1.144, data_time: 0.011, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.3873, loss: 2.3873 2020-07-04 21:45:41,495 - mmaction - INFO - Epoch [77][560/627] lr: 7.500e-04, eta: 7:41:44, time: 1.160, data_time: 0.011, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6833, loss_cls: 2.2862, loss: 2.2862 2020-07-04 21:46:04,644 - mmaction - INFO - Epoch [77][580/627] lr: 7.500e-04, eta: 7:41:16, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3532, loss: 2.3532 2020-07-04 21:46:27,973 - mmaction - INFO - Epoch [77][600/627] lr: 7.500e-04, eta: 7:40:48, time: 1.167, data_time: 0.007, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.2371, loss: 2.2371 2020-07-04 21:46:51,209 - mmaction - INFO - Epoch [77][620/627] lr: 7.500e-04, eta: 7:40:20, time: 1.158, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7542, loss_cls: 2.2211, loss: 2.2211 2020-07-04 21:49:30,068 - mmaction - INFO - Epoch [78][20/627] lr: 7.500e-04, eta: 7:40:33, time: 7.577, data_time: 6.053, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.2356, loss: 2.2356 2020-07-04 21:49:52,752 - mmaction - INFO - Epoch [78][40/627] lr: 7.500e-04, eta: 7:40:05, time: 1.133, data_time: 0.005, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.3050, loss: 2.3050 2020-07-04 21:50:15,683 - mmaction - INFO - Epoch [78][60/627] lr: 7.500e-04, eta: 7:39:36, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6875, loss_cls: 2.3641, loss: 2.3641 2020-07-04 21:50:37,495 - mmaction - INFO - Epoch [78][80/627] lr: 7.500e-04, eta: 7:39:08, time: 1.090, data_time: 0.010, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6958, loss_cls: 2.3403, loss: 2.3403 2020-07-04 21:51:00,617 - mmaction - INFO - Epoch [78][100/627] lr: 7.500e-04, eta: 7:38:39, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7292, loss_cls: 2.2123, loss: 2.2123 2020-07-04 21:51:24,112 - mmaction - INFO - Epoch [78][120/627] lr: 7.500e-04, eta: 7:38:11, time: 1.179, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4086, loss: 2.4086 2020-07-04 21:51:47,213 - mmaction - INFO - Epoch [78][140/627] lr: 7.500e-04, eta: 7:37:43, time: 1.147, data_time: 0.001, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3661, loss: 2.3661 2020-07-04 21:52:11,022 - mmaction - INFO - Epoch [78][160/627] lr: 7.500e-04, eta: 7:37:15, time: 1.197, data_time: 0.013, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7458, loss_cls: 2.2528, loss: 2.2528 2020-07-04 21:52:33,963 - mmaction - INFO - Epoch [78][180/627] lr: 7.500e-04, eta: 7:36:47, time: 1.144, data_time: 0.003, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6875, loss_cls: 2.4354, loss: 2.4354 2020-07-04 21:52:57,229 - mmaction - INFO - Epoch [78][200/627] lr: 7.500e-04, eta: 7:36:19, time: 1.165, data_time: 0.005, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7042, loss_cls: 2.2620, loss: 2.2620 2020-07-04 21:53:19,767 - mmaction - INFO - Epoch [78][220/627] lr: 7.500e-04, eta: 7:35:50, time: 1.128, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7750, loss_cls: 2.1757, loss: 2.1757 2020-07-04 21:53:42,003 - mmaction - INFO - Epoch [78][240/627] lr: 7.500e-04, eta: 7:35:21, time: 1.106, data_time: 0.005, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7708, loss_cls: 1.9078, loss: 1.9078 2020-07-04 21:54:07,409 - mmaction - INFO - Epoch [78][260/627] lr: 7.500e-04, eta: 7:34:54, time: 1.269, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6833, loss_cls: 2.3711, loss: 2.3711 2020-07-04 21:54:29,578 - mmaction - INFO - Epoch [78][280/627] lr: 7.500e-04, eta: 7:34:26, time: 1.116, data_time: 0.012, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6917, loss_cls: 2.4772, loss: 2.4772 2020-07-04 21:54:52,184 - mmaction - INFO - Epoch [78][300/627] lr: 7.500e-04, eta: 7:33:57, time: 1.132, data_time: 0.002, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7000, loss_cls: 2.3899, loss: 2.3899 2020-07-04 21:55:14,192 - mmaction - INFO - Epoch [78][320/627] lr: 7.500e-04, eta: 7:33:28, time: 1.097, data_time: 0.004, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7583, loss_cls: 2.2705, loss: 2.2705 2020-07-04 21:55:37,467 - mmaction - INFO - Epoch [78][340/627] lr: 7.500e-04, eta: 7:33:00, time: 1.163, data_time: 0.005, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7500, loss_cls: 2.1309, loss: 2.1309 2020-07-04 21:56:00,715 - mmaction - INFO - Epoch [78][360/627] lr: 7.500e-04, eta: 7:32:32, time: 1.161, data_time: 0.008, memory: 8473, top1_acc: 0.3875, top5_acc: 0.6750, loss_cls: 2.4989, loss: 2.4989 2020-07-04 21:56:23,247 - mmaction - INFO - Epoch [78][380/627] lr: 7.500e-04, eta: 7:32:04, time: 1.132, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6708, loss_cls: 2.4398, loss: 2.4398 2020-07-04 21:56:46,564 - mmaction - INFO - Epoch [78][400/627] lr: 7.500e-04, eta: 7:31:35, time: 1.160, data_time: 0.005, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.3304, loss: 2.3304 2020-07-04 21:57:09,276 - mmaction - INFO - Epoch [78][420/627] lr: 7.500e-04, eta: 7:31:07, time: 1.137, data_time: 0.009, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7458, loss_cls: 2.0554, loss: 2.0554 2020-07-04 21:57:33,191 - mmaction - INFO - Epoch [78][440/627] lr: 7.500e-04, eta: 7:30:39, time: 1.192, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.4860, loss: 2.4860 2020-07-04 21:57:55,555 - mmaction - INFO - Epoch [78][460/627] lr: 7.500e-04, eta: 7:30:11, time: 1.122, data_time: 0.011, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.5995, loss: 2.5995 2020-07-04 21:58:18,021 - mmaction - INFO - Epoch [78][480/627] lr: 7.500e-04, eta: 7:29:42, time: 1.124, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6958, loss_cls: 2.2620, loss: 2.2620 2020-07-04 21:58:41,004 - mmaction - INFO - Epoch [78][500/627] lr: 7.500e-04, eta: 7:29:14, time: 1.154, data_time: 0.006, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7375, loss_cls: 2.2087, loss: 2.2087 2020-07-04 21:59:02,356 - mmaction - INFO - Epoch [78][520/627] lr: 7.500e-04, eta: 7:28:45, time: 1.065, data_time: 0.001, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6542, loss_cls: 2.3869, loss: 2.3869 2020-07-04 21:59:25,384 - mmaction - INFO - Epoch [78][540/627] lr: 7.500e-04, eta: 7:28:17, time: 1.151, data_time: 0.007, memory: 8473, top1_acc: 0.5375, top5_acc: 0.7500, loss_cls: 2.1076, loss: 2.1076 2020-07-04 21:59:48,724 - mmaction - INFO - Epoch [78][560/627] lr: 7.500e-04, eta: 7:27:49, time: 1.167, data_time: 0.004, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7042, loss_cls: 2.3265, loss: 2.3265 2020-07-04 22:00:18,622 - mmaction - INFO - Epoch [78][580/627] lr: 7.500e-04, eta: 7:27:23, time: 1.493, data_time: 0.008, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7208, loss_cls: 2.2660, loss: 2.2660 2020-07-04 22:00:39,839 - mmaction - INFO - Epoch [78][600/627] lr: 7.500e-04, eta: 7:26:55, time: 1.059, data_time: 0.010, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7458, loss_cls: 2.0888, loss: 2.0888 2020-07-04 22:01:02,972 - mmaction - INFO - Epoch [78][620/627] lr: 7.500e-04, eta: 7:26:26, time: 1.161, data_time: 0.011, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6750, loss_cls: 2.5685, loss: 2.5685 2020-07-04 22:03:57,365 - mmaction - INFO - Epoch [79][20/627] lr: 7.500e-04, eta: 7:26:37, time: 7.519, data_time: 6.226, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7333, loss_cls: 2.1721, loss: 2.1721 2020-07-04 22:04:19,506 - mmaction - INFO - Epoch [79][40/627] lr: 7.500e-04, eta: 7:26:09, time: 1.114, data_time: 0.013, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.2458, loss: 2.2458 2020-07-04 22:04:41,625 - mmaction - INFO - Epoch [79][60/627] lr: 7.500e-04, eta: 7:25:40, time: 1.103, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7042, loss_cls: 2.3854, loss: 2.3854 2020-07-04 22:05:05,153 - mmaction - INFO - Epoch [79][80/627] lr: 7.500e-04, eta: 7:25:12, time: 1.178, data_time: 0.011, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7458, loss_cls: 2.2479, loss: 2.2479 2020-07-04 22:05:25,896 - mmaction - INFO - Epoch [79][100/627] lr: 7.500e-04, eta: 7:24:43, time: 1.040, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7208, loss_cls: 2.2651, loss: 2.2651 2020-07-04 22:05:49,090 - mmaction - INFO - Epoch [79][120/627] lr: 7.500e-04, eta: 7:24:15, time: 1.157, data_time: 0.005, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7542, loss_cls: 2.2047, loss: 2.2047 2020-07-04 22:06:11,956 - mmaction - INFO - Epoch [79][140/627] lr: 7.500e-04, eta: 7:23:46, time: 1.144, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.1436, loss: 2.1436 2020-07-04 22:06:35,236 - mmaction - INFO - Epoch [79][160/627] lr: 7.500e-04, eta: 7:23:18, time: 1.163, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.2948, loss: 2.2948 2020-07-04 22:06:57,901 - mmaction - INFO - Epoch [79][180/627] lr: 7.500e-04, eta: 7:22:50, time: 1.135, data_time: 0.006, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6750, loss_cls: 2.3886, loss: 2.3886 2020-07-04 22:07:19,951 - mmaction - INFO - Epoch [79][200/627] lr: 7.500e-04, eta: 7:22:21, time: 1.104, data_time: 0.005, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.5911, loss: 2.5911 2020-07-04 22:07:44,196 - mmaction - INFO - Epoch [79][220/627] lr: 7.500e-04, eta: 7:21:53, time: 1.214, data_time: 0.006, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7458, loss_cls: 2.1349, loss: 2.1349 2020-07-04 22:08:06,329 - mmaction - INFO - Epoch [79][240/627] lr: 7.500e-04, eta: 7:21:25, time: 1.104, data_time: 0.002, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.4366, loss: 2.4366 2020-07-04 22:08:29,080 - mmaction - INFO - Epoch [79][260/627] lr: 7.500e-04, eta: 7:20:57, time: 1.135, data_time: 0.009, memory: 8473, top1_acc: 0.4083, top5_acc: 0.6875, loss_cls: 2.5497, loss: 2.5497 2020-07-04 22:08:50,733 - mmaction - INFO - Epoch [79][280/627] lr: 7.500e-04, eta: 7:20:28, time: 1.086, data_time: 0.013, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7333, loss_cls: 2.2427, loss: 2.2427 2020-07-04 22:09:14,090 - mmaction - INFO - Epoch [79][300/627] lr: 7.500e-04, eta: 7:20:00, time: 1.166, data_time: 0.006, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6875, loss_cls: 2.3479, loss: 2.3479 2020-07-04 22:09:37,232 - mmaction - INFO - Epoch [79][320/627] lr: 7.500e-04, eta: 7:19:32, time: 1.155, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.3708, loss: 2.3708 2020-07-04 22:10:00,375 - mmaction - INFO - Epoch [79][340/627] lr: 7.500e-04, eta: 7:19:03, time: 1.161, data_time: 0.010, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7292, loss_cls: 2.2107, loss: 2.2107 2020-07-04 22:10:24,163 - mmaction - INFO - Epoch [79][360/627] lr: 7.500e-04, eta: 7:18:36, time: 1.180, data_time: 0.005, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7458, loss_cls: 1.9805, loss: 1.9805 2020-07-04 22:10:45,292 - mmaction - INFO - Epoch [79][380/627] lr: 7.500e-04, eta: 7:18:07, time: 1.065, data_time: 0.016, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7333, loss_cls: 2.1418, loss: 2.1418 2020-07-04 22:11:07,714 - mmaction - INFO - Epoch [79][400/627] lr: 7.500e-04, eta: 7:17:38, time: 1.122, data_time: 0.005, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7083, loss_cls: 2.2487, loss: 2.2487 2020-07-04 22:11:30,389 - mmaction - INFO - Epoch [79][420/627] lr: 7.500e-04, eta: 7:17:10, time: 1.131, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.2104, loss: 2.2104 2020-07-04 22:11:53,511 - mmaction - INFO - Epoch [79][440/627] lr: 7.500e-04, eta: 7:16:42, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.2338, loss: 2.2338 2020-07-04 22:12:15,502 - mmaction - INFO - Epoch [79][460/627] lr: 7.500e-04, eta: 7:16:13, time: 1.105, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.3736, loss: 2.3736 2020-07-04 22:12:38,891 - mmaction - INFO - Epoch [79][480/627] lr: 7.500e-04, eta: 7:15:45, time: 1.167, data_time: 0.002, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7500, loss_cls: 2.0466, loss: 2.0466 2020-07-04 22:13:01,217 - mmaction - INFO - Epoch [79][500/627] lr: 7.500e-04, eta: 7:15:17, time: 1.114, data_time: 0.005, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7167, loss_cls: 2.2193, loss: 2.2193 2020-07-04 22:13:24,125 - mmaction - INFO - Epoch [79][520/627] lr: 7.500e-04, eta: 7:14:49, time: 1.149, data_time: 0.007, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7417, loss_cls: 2.0781, loss: 2.0781 2020-07-04 22:13:47,752 - mmaction - INFO - Epoch [79][540/627] lr: 7.500e-04, eta: 7:14:21, time: 1.175, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.2696, loss: 2.2696 2020-07-04 22:14:09,909 - mmaction - INFO - Epoch [79][560/627] lr: 7.500e-04, eta: 7:13:52, time: 1.112, data_time: 0.010, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7875, loss_cls: 2.2018, loss: 2.2018 2020-07-04 22:14:33,054 - mmaction - INFO - Epoch [79][580/627] lr: 7.500e-04, eta: 7:13:24, time: 1.156, data_time: 0.009, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5004, loss: 2.5004 2020-07-04 22:14:55,700 - mmaction - INFO - Epoch [79][600/627] lr: 7.500e-04, eta: 7:12:56, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7208, loss_cls: 2.1327, loss: 2.1327 2020-07-04 22:15:17,824 - mmaction - INFO - Epoch [79][620/627] lr: 7.500e-04, eta: 7:12:27, time: 1.105, data_time: 0.010, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.1246, loss: 2.1246 2020-07-04 22:17:37,202 - mmaction - INFO - Epoch [80][20/627] lr: 7.500e-04, eta: 7:12:29, time: 6.610, data_time: 5.000, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7208, loss_cls: 2.3158, loss: 2.3158 2020-07-04 22:17:58,743 - mmaction - INFO - Epoch [80][40/627] lr: 7.500e-04, eta: 7:12:00, time: 1.077, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.2353, loss: 2.2353 2020-07-04 22:18:22,128 - mmaction - INFO - Epoch [80][60/627] lr: 7.500e-04, eta: 7:11:32, time: 1.173, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6792, loss_cls: 2.3607, loss: 2.3607 2020-07-04 22:18:45,550 - mmaction - INFO - Epoch [80][80/627] lr: 7.500e-04, eta: 7:11:04, time: 1.158, data_time: 0.006, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7083, loss_cls: 2.2797, loss: 2.2797 2020-07-04 22:19:07,596 - mmaction - INFO - Epoch [80][100/627] lr: 7.500e-04, eta: 7:10:36, time: 1.112, data_time: 0.015, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7542, loss_cls: 2.0529, loss: 2.0529 2020-07-04 22:19:30,795 - mmaction - INFO - Epoch [80][120/627] lr: 7.500e-04, eta: 7:10:08, time: 1.164, data_time: 0.008, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7458, loss_cls: 2.0932, loss: 2.0932 2020-07-04 22:19:54,202 - mmaction - INFO - Epoch [80][140/627] lr: 7.500e-04, eta: 7:09:39, time: 1.170, data_time: 0.002, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.3442, loss: 2.3442 2020-07-04 22:20:16,969 - mmaction - INFO - Epoch [80][160/627] lr: 7.500e-04, eta: 7:09:11, time: 1.138, data_time: 0.005, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7125, loss_cls: 2.2008, loss: 2.2008 2020-07-04 22:20:40,042 - mmaction - INFO - Epoch [80][180/627] lr: 7.500e-04, eta: 7:08:43, time: 1.150, data_time: 0.003, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7542, loss_cls: 2.2089, loss: 2.2089 2020-07-04 22:21:02,129 - mmaction - INFO - Epoch [80][200/627] lr: 7.500e-04, eta: 7:08:15, time: 1.105, data_time: 0.006, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7667, loss_cls: 2.1259, loss: 2.1259 2020-07-04 22:21:26,581 - mmaction - INFO - Epoch [80][220/627] lr: 7.500e-04, eta: 7:07:47, time: 1.220, data_time: 0.007, memory: 8473, top1_acc: 0.5792, top5_acc: 0.7917, loss_cls: 1.8755, loss: 1.8755 2020-07-04 22:21:47,625 - mmaction - INFO - Epoch [80][240/627] lr: 7.500e-04, eta: 7:07:18, time: 1.056, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6458, loss_cls: 2.4528, loss: 2.4528 2020-07-04 22:22:09,687 - mmaction - INFO - Epoch [80][260/627] lr: 7.500e-04, eta: 7:06:50, time: 1.098, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.6833, loss_cls: 2.3281, loss: 2.3281 2020-07-04 22:22:32,660 - mmaction - INFO - Epoch [80][280/627] lr: 7.500e-04, eta: 7:06:21, time: 1.152, data_time: 0.009, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6833, loss_cls: 2.5049, loss: 2.5049 2020-07-04 22:22:56,757 - mmaction - INFO - Epoch [80][300/627] lr: 7.500e-04, eta: 7:05:54, time: 1.201, data_time: 0.009, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7083, loss_cls: 2.2059, loss: 2.2059 2020-07-04 22:23:19,572 - mmaction - INFO - Epoch [80][320/627] lr: 7.500e-04, eta: 7:05:26, time: 1.143, data_time: 0.010, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.0665, loss: 2.0665 2020-07-04 22:23:42,473 - mmaction - INFO - Epoch [80][340/627] lr: 7.500e-04, eta: 7:04:57, time: 1.140, data_time: 0.010, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.1966, loss: 2.1966 2020-07-04 22:24:04,338 - mmaction - INFO - Epoch [80][360/627] lr: 7.500e-04, eta: 7:04:29, time: 1.100, data_time: 0.013, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6667, loss_cls: 2.4506, loss: 2.4506 2020-07-04 22:24:27,718 - mmaction - INFO - Epoch [80][380/627] lr: 7.500e-04, eta: 7:04:01, time: 1.174, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7125, loss_cls: 2.3638, loss: 2.3638 2020-07-04 22:24:50,225 - mmaction - INFO - Epoch [80][400/627] lr: 7.500e-04, eta: 7:03:33, time: 1.124, data_time: 0.002, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7000, loss_cls: 2.4240, loss: 2.4240 2020-07-04 22:25:12,353 - mmaction - INFO - Epoch [80][420/627] lr: 7.500e-04, eta: 7:03:04, time: 1.107, data_time: 0.003, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7583, loss_cls: 2.1306, loss: 2.1306 2020-07-04 22:25:35,210 - mmaction - INFO - Epoch [80][440/627] lr: 7.500e-04, eta: 7:02:36, time: 1.135, data_time: 0.002, memory: 8473, top1_acc: 0.5375, top5_acc: 0.7458, loss_cls: 2.0132, loss: 2.0132 2020-07-04 22:25:57,492 - mmaction - INFO - Epoch [80][460/627] lr: 7.500e-04, eta: 7:02:08, time: 1.114, data_time: 0.015, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6875, loss_cls: 2.1037, loss: 2.1037 2020-07-04 22:26:20,690 - mmaction - INFO - Epoch [80][480/627] lr: 7.500e-04, eta: 7:01:40, time: 1.165, data_time: 0.010, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7417, loss_cls: 2.2390, loss: 2.2390 2020-07-04 22:26:42,830 - mmaction - INFO - Epoch [80][500/627] lr: 7.500e-04, eta: 7:01:11, time: 1.106, data_time: 0.009, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7125, loss_cls: 2.3505, loss: 2.3505 2020-07-04 22:27:04,940 - mmaction - INFO - Epoch [80][520/627] lr: 7.500e-04, eta: 7:00:43, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7042, loss_cls: 2.3797, loss: 2.3797 2020-07-04 22:27:29,103 - mmaction - INFO - Epoch [80][540/627] lr: 7.500e-04, eta: 7:00:15, time: 1.203, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7125, loss_cls: 2.3777, loss: 2.3777 2020-07-04 22:27:50,969 - mmaction - INFO - Epoch [80][560/627] lr: 7.500e-04, eta: 6:59:47, time: 1.098, data_time: 0.010, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7375, loss_cls: 2.1991, loss: 2.1991 2020-07-04 22:28:13,180 - mmaction - INFO - Epoch [80][580/627] lr: 7.500e-04, eta: 6:59:18, time: 1.107, data_time: 0.007, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7208, loss_cls: 2.3260, loss: 2.3260 2020-07-04 22:28:35,620 - mmaction - INFO - Epoch [80][600/627] lr: 7.500e-04, eta: 6:58:50, time: 1.128, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7000, loss_cls: 2.2380, loss: 2.2380 2020-07-04 22:28:58,332 - mmaction - INFO - Epoch [80][620/627] lr: 7.500e-04, eta: 6:58:22, time: 1.136, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7417, loss_cls: 2.2728, loss: 2.2728 2020-07-04 22:29:07,177 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-04 22:32:08,894 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 22:32:09,854 - mmaction - INFO - top1_acc 0.5285 top5_acc 0.7759 2020-07-04 22:32:09,854 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 22:32:09,926 - mmaction - INFO - mean_acc 0.5284 2020-07-04 22:32:09,934 - mmaction - INFO - Epoch [80][627/627] lr: 7.500e-04, top1_acc: 0.5285, top5_acc: 0.7759, mean_class_accuracy: 0.5284 2020-07-04 22:34:33,810 - mmaction - INFO - Epoch [81][20/627] lr: 7.500e-04, eta: 6:58:26, time: 7.191, data_time: 6.337, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7167, loss_cls: 2.3396, loss: 2.3396 2020-07-04 22:34:57,033 - mmaction - INFO - Epoch [81][40/627] lr: 7.500e-04, eta: 6:57:58, time: 1.159, data_time: 0.127, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7208, loss_cls: 2.1800, loss: 2.1800 2020-07-04 22:35:20,320 - mmaction - INFO - Epoch [81][60/627] lr: 7.500e-04, eta: 6:57:30, time: 1.158, data_time: 0.067, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6750, loss_cls: 2.4401, loss: 2.4401 2020-07-04 22:35:43,330 - mmaction - INFO - Epoch [81][80/627] lr: 7.500e-04, eta: 6:57:02, time: 1.157, data_time: 0.020, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7292, loss_cls: 2.2204, loss: 2.2204 2020-07-04 22:36:05,772 - mmaction - INFO - Epoch [81][100/627] lr: 7.500e-04, eta: 6:56:34, time: 1.126, data_time: 0.005, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7583, loss_cls: 2.0736, loss: 2.0736 2020-07-04 22:36:28,561 - mmaction - INFO - Epoch [81][120/627] lr: 7.500e-04, eta: 6:56:06, time: 1.136, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6917, loss_cls: 2.3520, loss: 2.3520 2020-07-04 22:36:51,415 - mmaction - INFO - Epoch [81][140/627] lr: 7.500e-04, eta: 6:55:37, time: 1.142, data_time: 0.005, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7417, loss_cls: 2.3112, loss: 2.3112 2020-07-04 22:37:13,855 - mmaction - INFO - Epoch [81][160/627] lr: 7.500e-04, eta: 6:55:09, time: 1.126, data_time: 0.008, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.3508, loss: 2.3508 2020-07-04 22:37:37,017 - mmaction - INFO - Epoch [81][180/627] lr: 7.500e-04, eta: 6:54:41, time: 1.154, data_time: 0.001, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7792, loss_cls: 2.0690, loss: 2.0690 2020-07-04 22:37:59,819 - mmaction - INFO - Epoch [81][200/627] lr: 7.500e-04, eta: 6:54:13, time: 1.138, data_time: 0.009, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6958, loss_cls: 2.3723, loss: 2.3723 2020-07-04 22:38:23,084 - mmaction - INFO - Epoch [81][220/627] lr: 7.500e-04, eta: 6:53:45, time: 1.167, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7375, loss_cls: 2.2598, loss: 2.2598 2020-07-04 22:38:46,014 - mmaction - INFO - Epoch [81][240/627] lr: 7.500e-04, eta: 6:53:17, time: 1.146, data_time: 0.006, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7125, loss_cls: 2.3069, loss: 2.3069 2020-07-04 22:39:08,527 - mmaction - INFO - Epoch [81][260/627] lr: 7.500e-04, eta: 6:52:49, time: 1.125, data_time: 0.004, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.2627, loss: 2.2627 2020-07-04 22:39:31,403 - mmaction - INFO - Epoch [81][280/627] lr: 7.500e-04, eta: 6:52:20, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7375, loss_cls: 2.2493, loss: 2.2493 2020-07-04 22:39:54,102 - mmaction - INFO - Epoch [81][300/627] lr: 7.500e-04, eta: 6:51:52, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.3491, loss: 2.3491 2020-07-04 22:40:16,686 - mmaction - INFO - Epoch [81][320/627] lr: 7.500e-04, eta: 6:51:24, time: 1.122, data_time: 0.005, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7500, loss_cls: 2.0759, loss: 2.0759 2020-07-04 22:40:39,452 - mmaction - INFO - Epoch [81][340/627] lr: 7.500e-04, eta: 6:50:56, time: 1.144, data_time: 0.011, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3421, loss: 2.3421 2020-07-04 22:41:03,275 - mmaction - INFO - Epoch [81][360/627] lr: 7.500e-04, eta: 6:50:28, time: 1.185, data_time: 0.007, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.0986, loss: 2.0986 2020-07-04 22:41:26,344 - mmaction - INFO - Epoch [81][380/627] lr: 7.500e-04, eta: 6:50:00, time: 1.155, data_time: 0.010, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7500, loss_cls: 2.0511, loss: 2.0511 2020-07-04 22:41:49,230 - mmaction - INFO - Epoch [81][400/627] lr: 7.500e-04, eta: 6:49:32, time: 1.147, data_time: 0.013, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.1866, loss: 2.1866 2020-07-04 22:42:11,604 - mmaction - INFO - Epoch [81][420/627] lr: 7.500e-04, eta: 6:49:04, time: 1.120, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6708, loss_cls: 2.4538, loss: 2.4538 2020-07-04 22:42:35,367 - mmaction - INFO - Epoch [81][440/627] lr: 7.500e-04, eta: 6:48:36, time: 1.188, data_time: 0.010, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.2248, loss: 2.2248 2020-07-04 22:42:58,036 - mmaction - INFO - Epoch [81][460/627] lr: 7.500e-04, eta: 6:48:08, time: 1.133, data_time: 0.010, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7458, loss_cls: 2.1784, loss: 2.1784 2020-07-04 22:43:21,799 - mmaction - INFO - Epoch [81][480/627] lr: 7.500e-04, eta: 6:47:40, time: 1.187, data_time: 0.017, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7125, loss_cls: 2.2317, loss: 2.2317 2020-07-04 22:43:42,937 - mmaction - INFO - Epoch [81][500/627] lr: 7.500e-04, eta: 6:47:11, time: 1.059, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7542, loss_cls: 2.0791, loss: 2.0791 2020-07-04 22:44:05,925 - mmaction - INFO - Epoch [81][520/627] lr: 7.500e-04, eta: 6:46:43, time: 1.153, data_time: 0.008, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7125, loss_cls: 2.3505, loss: 2.3505 2020-07-04 22:44:28,951 - mmaction - INFO - Epoch [81][540/627] lr: 7.500e-04, eta: 6:46:15, time: 1.148, data_time: 0.001, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7042, loss_cls: 2.1133, loss: 2.1133 2020-07-04 22:44:51,478 - mmaction - INFO - Epoch [81][560/627] lr: 7.500e-04, eta: 6:45:47, time: 1.122, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4350, loss: 2.4350 2020-07-04 22:45:15,511 - mmaction - INFO - Epoch [81][580/627] lr: 7.500e-04, eta: 6:45:20, time: 1.202, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.1944, loss: 2.1944 2020-07-04 22:45:37,996 - mmaction - INFO - Epoch [81][600/627] lr: 7.500e-04, eta: 6:44:51, time: 1.127, data_time: 0.019, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7042, loss_cls: 2.2003, loss: 2.2003 2020-07-04 22:46:00,416 - mmaction - INFO - Epoch [81][620/627] lr: 7.500e-04, eta: 6:44:23, time: 1.116, data_time: 0.004, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6833, loss_cls: 2.3339, loss: 2.3339 2020-07-04 22:48:37,161 - mmaction - INFO - Epoch [82][20/627] lr: 7.500e-04, eta: 6:44:27, time: 7.427, data_time: 6.386, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.1456, loss: 2.1456 2020-07-04 22:48:59,902 - mmaction - INFO - Epoch [82][40/627] lr: 7.500e-04, eta: 6:43:59, time: 1.143, data_time: 0.012, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.5353, loss: 2.5353 2020-07-04 22:49:23,038 - mmaction - INFO - Epoch [82][60/627] lr: 7.500e-04, eta: 6:43:31, time: 1.152, data_time: 0.001, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.2751, loss: 2.2751 2020-07-04 22:49:44,990 - mmaction - INFO - Epoch [82][80/627] lr: 7.500e-04, eta: 6:43:03, time: 1.099, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.2512, loss: 2.2512 2020-07-04 22:50:09,082 - mmaction - INFO - Epoch [82][100/627] lr: 7.500e-04, eta: 6:42:35, time: 1.204, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7250, loss_cls: 2.3110, loss: 2.3110 2020-07-04 22:50:32,047 - mmaction - INFO - Epoch [82][120/627] lr: 7.500e-04, eta: 6:42:07, time: 1.150, data_time: 0.007, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7500, loss_cls: 2.1925, loss: 2.1925 2020-07-04 22:50:53,482 - mmaction - INFO - Epoch [82][140/627] lr: 7.500e-04, eta: 6:41:39, time: 1.070, data_time: 0.008, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7500, loss_cls: 2.0649, loss: 2.0649 2020-07-04 22:51:16,661 - mmaction - INFO - Epoch [82][160/627] lr: 7.500e-04, eta: 6:41:11, time: 1.159, data_time: 0.007, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7167, loss_cls: 2.2324, loss: 2.2324 2020-07-04 22:51:38,812 - mmaction - INFO - Epoch [82][180/627] lr: 7.500e-04, eta: 6:40:42, time: 1.108, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6542, loss_cls: 2.3945, loss: 2.3945 2020-07-04 22:52:01,416 - mmaction - INFO - Epoch [82][200/627] lr: 7.500e-04, eta: 6:40:14, time: 1.131, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 2.0062, loss: 2.0062 2020-07-04 22:52:24,329 - mmaction - INFO - Epoch [82][220/627] lr: 7.500e-04, eta: 6:39:46, time: 1.145, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6917, loss_cls: 2.4434, loss: 2.4434 2020-07-04 22:52:48,311 - mmaction - INFO - Epoch [82][240/627] lr: 7.500e-04, eta: 6:39:18, time: 1.198, data_time: 0.005, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.3971, loss: 2.3971 2020-07-04 22:53:10,439 - mmaction - INFO - Epoch [82][260/627] lr: 7.500e-04, eta: 6:38:50, time: 1.106, data_time: 0.056, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7542, loss_cls: 2.0256, loss: 2.0256 2020-07-04 22:53:33,090 - mmaction - INFO - Epoch [82][280/627] lr: 7.500e-04, eta: 6:38:22, time: 1.128, data_time: 0.047, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6833, loss_cls: 2.4788, loss: 2.4788 2020-07-04 22:53:56,849 - mmaction - INFO - Epoch [82][300/627] lr: 7.500e-04, eta: 6:37:54, time: 1.196, data_time: 0.012, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7208, loss_cls: 2.1990, loss: 2.1990 2020-07-04 22:54:19,361 - mmaction - INFO - Epoch [82][320/627] lr: 7.500e-04, eta: 6:37:26, time: 1.118, data_time: 0.006, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.1836, loss: 2.1836 2020-07-04 22:54:42,285 - mmaction - INFO - Epoch [82][340/627] lr: 7.500e-04, eta: 6:36:58, time: 1.150, data_time: 0.012, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6958, loss_cls: 2.3444, loss: 2.3444 2020-07-04 22:55:04,499 - mmaction - INFO - Epoch [82][360/627] lr: 7.500e-04, eta: 6:36:30, time: 1.102, data_time: 0.011, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.2754, loss: 2.2754 2020-07-04 22:55:25,592 - mmaction - INFO - Epoch [82][380/627] lr: 7.500e-04, eta: 6:36:01, time: 1.069, data_time: 0.037, memory: 8473, top1_acc: 0.4208, top5_acc: 0.6458, loss_cls: 2.5540, loss: 2.5540 2020-07-04 22:55:48,754 - mmaction - INFO - Epoch [82][400/627] lr: 7.500e-04, eta: 6:35:33, time: 1.152, data_time: 0.134, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7292, loss_cls: 2.2246, loss: 2.2246 2020-07-04 22:56:11,873 - mmaction - INFO - Epoch [82][420/627] lr: 7.500e-04, eta: 6:35:05, time: 1.160, data_time: 0.051, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7625, loss_cls: 2.1635, loss: 2.1635 2020-07-04 22:56:34,847 - mmaction - INFO - Epoch [82][440/627] lr: 7.500e-04, eta: 6:34:37, time: 1.150, data_time: 0.037, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7208, loss_cls: 2.1759, loss: 2.1759 2020-07-04 22:56:57,346 - mmaction - INFO - Epoch [82][460/627] lr: 7.500e-04, eta: 6:34:09, time: 1.120, data_time: 0.006, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7458, loss_cls: 2.2267, loss: 2.2267 2020-07-04 22:57:19,968 - mmaction - INFO - Epoch [82][480/627] lr: 7.500e-04, eta: 6:33:41, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.2324, loss: 2.2324 2020-07-04 22:57:42,514 - mmaction - INFO - Epoch [82][500/627] lr: 7.500e-04, eta: 6:33:13, time: 1.132, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7333, loss_cls: 2.2681, loss: 2.2681 2020-07-04 22:58:05,031 - mmaction - INFO - Epoch [82][520/627] lr: 7.500e-04, eta: 6:32:45, time: 1.121, data_time: 0.001, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.5545, loss: 2.5545 2020-07-04 22:58:27,838 - mmaction - INFO - Epoch [82][540/627] lr: 7.500e-04, eta: 6:32:17, time: 1.140, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.0898, loss: 2.0898 2020-07-04 22:58:49,689 - mmaction - INFO - Epoch [82][560/627] lr: 7.500e-04, eta: 6:31:48, time: 1.093, data_time: 0.006, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7375, loss_cls: 2.1441, loss: 2.1441 2020-07-04 22:59:13,951 - mmaction - INFO - Epoch [82][580/627] lr: 7.500e-04, eta: 6:31:21, time: 1.216, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 2.1058, loss: 2.1058 2020-07-04 22:59:36,403 - mmaction - INFO - Epoch [82][600/627] lr: 7.500e-04, eta: 6:30:53, time: 1.113, data_time: 0.002, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7250, loss_cls: 2.2573, loss: 2.2573 2020-07-04 22:59:59,299 - mmaction - INFO - Epoch [82][620/627] lr: 7.500e-04, eta: 6:30:25, time: 1.142, data_time: 0.012, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6625, loss_cls: 2.5059, loss: 2.5059 2020-07-04 23:03:00,499 - mmaction - INFO - Epoch [83][20/627] lr: 7.500e-04, eta: 6:30:30, time: 7.899, data_time: 6.828, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7125, loss_cls: 2.4128, loss: 2.4128 2020-07-04 23:03:23,276 - mmaction - INFO - Epoch [83][40/627] lr: 7.500e-04, eta: 6:30:02, time: 1.138, data_time: 0.065, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7750, loss_cls: 1.9966, loss: 1.9966 2020-07-04 23:03:46,330 - mmaction - INFO - Epoch [83][60/627] lr: 7.500e-04, eta: 6:29:34, time: 1.151, data_time: 0.003, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.2211, loss: 2.2211 2020-07-04 23:04:09,465 - mmaction - INFO - Epoch [83][80/627] lr: 7.500e-04, eta: 6:29:06, time: 1.157, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7375, loss_cls: 2.1400, loss: 2.1400 2020-07-04 23:04:32,498 - mmaction - INFO - Epoch [83][100/627] lr: 7.500e-04, eta: 6:28:38, time: 1.154, data_time: 0.006, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.3313, loss: 2.3313 2020-07-04 23:04:54,900 - mmaction - INFO - Epoch [83][120/627] lr: 7.500e-04, eta: 6:28:10, time: 1.119, data_time: 0.004, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6625, loss_cls: 2.4579, loss: 2.4579 2020-07-04 23:05:17,858 - mmaction - INFO - Epoch [83][140/627] lr: 7.500e-04, eta: 6:27:42, time: 1.147, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7167, loss_cls: 2.2803, loss: 2.2803 2020-07-04 23:05:40,924 - mmaction - INFO - Epoch [83][160/627] lr: 7.500e-04, eta: 6:27:14, time: 1.153, data_time: 0.006, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6875, loss_cls: 2.4916, loss: 2.4916 2020-07-04 23:06:04,041 - mmaction - INFO - Epoch [83][180/627] lr: 7.500e-04, eta: 6:26:46, time: 1.158, data_time: 0.008, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7125, loss_cls: 2.2899, loss: 2.2899 2020-07-04 23:06:26,110 - mmaction - INFO - Epoch [83][200/627] lr: 7.500e-04, eta: 6:26:18, time: 1.103, data_time: 0.004, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6875, loss_cls: 2.3390, loss: 2.3390 2020-07-04 23:06:48,630 - mmaction - INFO - Epoch [83][220/627] lr: 7.500e-04, eta: 6:25:50, time: 1.128, data_time: 0.006, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6917, loss_cls: 2.3598, loss: 2.3598 2020-07-04 23:07:11,639 - mmaction - INFO - Epoch [83][240/627] lr: 7.500e-04, eta: 6:25:22, time: 1.150, data_time: 0.001, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7708, loss_cls: 2.1015, loss: 2.1015 2020-07-04 23:07:33,849 - mmaction - INFO - Epoch [83][260/627] lr: 7.500e-04, eta: 6:24:54, time: 1.106, data_time: 0.005, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.3606, loss: 2.3606 2020-07-04 23:07:55,737 - mmaction - INFO - Epoch [83][280/627] lr: 7.500e-04, eta: 6:24:26, time: 1.095, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.4322, loss: 2.4322 2020-07-04 23:08:19,853 - mmaction - INFO - Epoch [83][300/627] lr: 7.500e-04, eta: 6:23:58, time: 1.202, data_time: 0.020, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7458, loss_cls: 2.1468, loss: 2.1468 2020-07-04 23:08:42,230 - mmaction - INFO - Epoch [83][320/627] lr: 7.500e-04, eta: 6:23:30, time: 1.122, data_time: 0.012, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7208, loss_cls: 2.0860, loss: 2.0860 2020-07-04 23:09:04,349 - mmaction - INFO - Epoch [83][340/627] lr: 7.500e-04, eta: 6:23:02, time: 1.108, data_time: 0.007, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7125, loss_cls: 2.3975, loss: 2.3975 2020-07-04 23:09:26,470 - mmaction - INFO - Epoch [83][360/627] lr: 7.500e-04, eta: 6:22:33, time: 1.101, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.3231, loss: 2.3231 2020-07-04 23:09:49,086 - mmaction - INFO - Epoch [83][380/627] lr: 7.500e-04, eta: 6:22:05, time: 1.137, data_time: 0.011, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6917, loss_cls: 2.4770, loss: 2.4770 2020-07-04 23:10:12,287 - mmaction - INFO - Epoch [83][400/627] lr: 7.500e-04, eta: 6:21:37, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6875, loss_cls: 2.3023, loss: 2.3023 2020-07-04 23:10:36,300 - mmaction - INFO - Epoch [83][420/627] lr: 7.500e-04, eta: 6:21:10, time: 1.207, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.2834, loss: 2.2834 2020-07-04 23:10:59,274 - mmaction - INFO - Epoch [83][440/627] lr: 7.500e-04, eta: 6:20:42, time: 1.141, data_time: 0.005, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7167, loss_cls: 2.2474, loss: 2.2474 2020-07-04 23:11:20,566 - mmaction - INFO - Epoch [83][460/627] lr: 7.500e-04, eta: 6:20:14, time: 1.072, data_time: 0.012, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7458, loss_cls: 2.3460, loss: 2.3460 2020-07-04 23:11:43,266 - mmaction - INFO - Epoch [83][480/627] lr: 7.500e-04, eta: 6:19:46, time: 1.135, data_time: 0.005, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7125, loss_cls: 2.3450, loss: 2.3450 2020-07-04 23:12:05,885 - mmaction - INFO - Epoch [83][500/627] lr: 7.500e-04, eta: 6:19:17, time: 1.126, data_time: 0.002, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7375, loss_cls: 2.2016, loss: 2.2016 2020-07-04 23:12:29,267 - mmaction - INFO - Epoch [83][520/627] lr: 7.500e-04, eta: 6:18:50, time: 1.169, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.4411, loss: 2.4411 2020-07-04 23:12:52,299 - mmaction - INFO - Epoch [83][540/627] lr: 7.500e-04, eta: 6:18:22, time: 1.150, data_time: 0.010, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6708, loss_cls: 2.3473, loss: 2.3473 2020-07-04 23:13:15,103 - mmaction - INFO - Epoch [83][560/627] lr: 7.500e-04, eta: 6:17:54, time: 1.143, data_time: 0.008, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7000, loss_cls: 2.2446, loss: 2.2446 2020-07-04 23:13:37,402 - mmaction - INFO - Epoch [83][580/627] lr: 7.500e-04, eta: 6:17:26, time: 1.109, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7042, loss_cls: 2.2964, loss: 2.2964 2020-07-04 23:14:00,712 - mmaction - INFO - Epoch [83][600/627] lr: 7.500e-04, eta: 6:16:58, time: 1.174, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6875, loss_cls: 2.2978, loss: 2.2978 2020-07-04 23:14:23,172 - mmaction - INFO - Epoch [83][620/627] lr: 7.500e-04, eta: 6:16:30, time: 1.120, data_time: 0.005, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7042, loss_cls: 2.3556, loss: 2.3556 2020-07-04 23:16:53,472 - mmaction - INFO - Epoch [84][20/627] lr: 7.500e-04, eta: 6:16:29, time: 7.174, data_time: 4.842, memory: 8473, top1_acc: 0.5208, top5_acc: 0.6875, loss_cls: 2.2431, loss: 2.2431 2020-07-04 23:17:15,444 - mmaction - INFO - Epoch [84][40/627] lr: 7.500e-04, eta: 6:16:01, time: 1.092, data_time: 0.004, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7583, loss_cls: 2.1939, loss: 2.1939 2020-07-04 23:17:38,860 - mmaction - INFO - Epoch [84][60/627] lr: 7.500e-04, eta: 6:15:33, time: 1.172, data_time: 0.009, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7167, loss_cls: 2.3028, loss: 2.3028 2020-07-04 23:18:01,110 - mmaction - INFO - Epoch [84][80/627] lr: 7.500e-04, eta: 6:15:05, time: 1.111, data_time: 0.010, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6625, loss_cls: 2.4344, loss: 2.4344 2020-07-04 23:18:23,620 - mmaction - INFO - Epoch [84][100/627] lr: 7.500e-04, eta: 6:14:37, time: 1.131, data_time: 0.010, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7333, loss_cls: 2.2391, loss: 2.2391 2020-07-04 23:18:47,310 - mmaction - INFO - Epoch [84][120/627] lr: 7.500e-04, eta: 6:14:09, time: 1.183, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6875, loss_cls: 2.5137, loss: 2.5137 2020-07-04 23:19:09,782 - mmaction - INFO - Epoch [84][140/627] lr: 7.500e-04, eta: 6:13:41, time: 1.120, data_time: 0.005, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7083, loss_cls: 2.3398, loss: 2.3398 2020-07-04 23:19:32,255 - mmaction - INFO - Epoch [84][160/627] lr: 7.500e-04, eta: 6:13:13, time: 1.124, data_time: 0.011, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7167, loss_cls: 2.2819, loss: 2.2819 2020-07-04 23:19:55,403 - mmaction - INFO - Epoch [84][180/627] lr: 7.500e-04, eta: 6:12:45, time: 1.161, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6958, loss_cls: 2.3911, loss: 2.3911 2020-07-04 23:20:17,549 - mmaction - INFO - Epoch [84][200/627] lr: 7.500e-04, eta: 6:12:17, time: 1.105, data_time: 0.007, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7583, loss_cls: 2.1215, loss: 2.1215 2020-07-04 23:20:40,400 - mmaction - INFO - Epoch [84][220/627] lr: 7.500e-04, eta: 6:11:49, time: 1.146, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.3798, loss: 2.3798 2020-07-04 23:21:03,260 - mmaction - INFO - Epoch [84][240/627] lr: 7.500e-04, eta: 6:11:21, time: 1.140, data_time: 0.003, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6667, loss_cls: 2.4696, loss: 2.4696 2020-07-04 23:21:25,695 - mmaction - INFO - Epoch [84][260/627] lr: 7.500e-04, eta: 6:10:53, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.1478, loss: 2.1478 2020-07-04 23:21:48,637 - mmaction - INFO - Epoch [84][280/627] lr: 7.500e-04, eta: 6:10:25, time: 1.155, data_time: 0.012, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7375, loss_cls: 2.4020, loss: 2.4020 2020-07-04 23:22:11,568 - mmaction - INFO - Epoch [84][300/627] lr: 7.500e-04, eta: 6:09:57, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7333, loss_cls: 2.2535, loss: 2.2535 2020-07-04 23:22:33,562 - mmaction - INFO - Epoch [84][320/627] lr: 7.500e-04, eta: 6:09:29, time: 1.110, data_time: 0.012, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7333, loss_cls: 2.1400, loss: 2.1400 2020-07-04 23:22:55,886 - mmaction - INFO - Epoch [84][340/627] lr: 7.500e-04, eta: 6:09:01, time: 1.117, data_time: 0.002, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.0761, loss: 2.0761 2020-07-04 23:23:18,084 - mmaction - INFO - Epoch [84][360/627] lr: 7.500e-04, eta: 6:08:33, time: 1.108, data_time: 0.001, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7208, loss_cls: 2.3155, loss: 2.3155 2020-07-04 23:23:40,840 - mmaction - INFO - Epoch [84][380/627] lr: 7.500e-04, eta: 6:08:05, time: 1.140, data_time: 0.006, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6875, loss_cls: 2.2848, loss: 2.2848 2020-07-04 23:24:03,291 - mmaction - INFO - Epoch [84][400/627] lr: 7.500e-04, eta: 6:07:37, time: 1.120, data_time: 0.001, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.3710, loss: 2.3710 2020-07-04 23:24:25,116 - mmaction - INFO - Epoch [84][420/627] lr: 7.500e-04, eta: 6:07:08, time: 1.090, data_time: 0.004, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.1596, loss: 2.1596 2020-07-04 23:24:48,506 - mmaction - INFO - Epoch [84][440/627] lr: 7.500e-04, eta: 6:06:41, time: 1.170, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.7083, loss_cls: 2.4942, loss: 2.4942 2020-07-04 23:25:11,091 - mmaction - INFO - Epoch [84][460/627] lr: 7.500e-04, eta: 6:06:13, time: 1.127, data_time: 0.005, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7250, loss_cls: 2.2715, loss: 2.2715 2020-07-04 23:25:34,562 - mmaction - INFO - Epoch [84][480/627] lr: 7.500e-04, eta: 6:05:45, time: 1.173, data_time: 0.010, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.0745, loss: 2.0745 2020-07-04 23:25:57,922 - mmaction - INFO - Epoch [84][500/627] lr: 7.500e-04, eta: 6:05:17, time: 1.170, data_time: 0.011, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7292, loss_cls: 2.1296, loss: 2.1296 2020-07-04 23:26:21,229 - mmaction - INFO - Epoch [84][520/627] lr: 7.500e-04, eta: 6:04:50, time: 1.159, data_time: 0.006, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.0357, loss: 2.0357 2020-07-04 23:26:43,424 - mmaction - INFO - Epoch [84][540/627] lr: 7.500e-04, eta: 6:04:21, time: 1.117, data_time: 0.012, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7042, loss_cls: 2.3219, loss: 2.3219 2020-07-04 23:27:06,141 - mmaction - INFO - Epoch [84][560/627] lr: 7.500e-04, eta: 6:03:54, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7250, loss_cls: 2.1770, loss: 2.1770 2020-07-04 23:27:28,243 - mmaction - INFO - Epoch [84][580/627] lr: 7.500e-04, eta: 6:03:25, time: 1.106, data_time: 0.006, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.2432, loss: 2.2432 2020-07-04 23:27:51,752 - mmaction - INFO - Epoch [84][600/627] lr: 7.500e-04, eta: 6:02:58, time: 1.177, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6750, loss_cls: 2.4625, loss: 2.4625 2020-07-04 23:28:13,823 - mmaction - INFO - Epoch [84][620/627] lr: 7.500e-04, eta: 6:02:30, time: 1.099, data_time: 0.005, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.3283, loss: 2.3283 2020-07-04 23:30:44,786 - mmaction - INFO - Epoch [85][20/627] lr: 7.500e-04, eta: 6:02:27, time: 7.248, data_time: 4.826, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6667, loss_cls: 2.3386, loss: 2.3386 2020-07-04 23:31:09,268 - mmaction - INFO - Epoch [85][40/627] lr: 7.500e-04, eta: 6:02:00, time: 1.232, data_time: 0.011, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6708, loss_cls: 2.4146, loss: 2.4146 2020-07-04 23:31:31,693 - mmaction - INFO - Epoch [85][60/627] lr: 7.500e-04, eta: 6:01:32, time: 1.119, data_time: 0.003, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7417, loss_cls: 2.2856, loss: 2.2856 2020-07-04 23:31:55,341 - mmaction - INFO - Epoch [85][80/627] lr: 7.500e-04, eta: 6:01:04, time: 1.183, data_time: 0.009, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.2425, loss: 2.2425 2020-07-04 23:32:16,945 - mmaction - INFO - Epoch [85][100/627] lr: 7.500e-04, eta: 6:00:36, time: 1.078, data_time: 0.006, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7667, loss_cls: 2.0347, loss: 2.0347 2020-07-04 23:32:39,043 - mmaction - INFO - Epoch [85][120/627] lr: 7.500e-04, eta: 6:00:08, time: 1.109, data_time: 0.010, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.3353, loss: 2.3353 2020-07-04 23:33:01,669 - mmaction - INFO - Epoch [85][140/627] lr: 7.500e-04, eta: 5:59:40, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7000, loss_cls: 2.1228, loss: 2.1228 2020-07-04 23:33:24,513 - mmaction - INFO - Epoch [85][160/627] lr: 7.500e-04, eta: 5:59:12, time: 1.136, data_time: 0.007, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7583, loss_cls: 2.0462, loss: 2.0462 2020-07-04 23:33:47,449 - mmaction - INFO - Epoch [85][180/627] lr: 7.500e-04, eta: 5:58:44, time: 1.141, data_time: 0.126, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7500, loss_cls: 2.0167, loss: 2.0167 2020-07-04 23:34:10,885 - mmaction - INFO - Epoch [85][200/627] lr: 7.500e-04, eta: 5:58:16, time: 1.173, data_time: 0.319, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7125, loss_cls: 2.1865, loss: 2.1865 2020-07-04 23:34:32,923 - mmaction - INFO - Epoch [85][220/627] lr: 7.500e-04, eta: 5:57:48, time: 1.110, data_time: 0.135, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7333, loss_cls: 2.0806, loss: 2.0806 2020-07-04 23:34:56,781 - mmaction - INFO - Epoch [85][240/627] lr: 7.500e-04, eta: 5:57:21, time: 1.194, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.1952, loss: 2.1952 2020-07-04 23:35:18,601 - mmaction - INFO - Epoch [85][260/627] lr: 7.500e-04, eta: 5:56:53, time: 1.091, data_time: 0.016, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.2849, loss: 2.2849 2020-07-04 23:35:41,215 - mmaction - INFO - Epoch [85][280/627] lr: 7.500e-04, eta: 5:56:25, time: 1.130, data_time: 0.008, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.2097, loss: 2.2097 2020-07-04 23:36:03,610 - mmaction - INFO - Epoch [85][300/627] lr: 7.500e-04, eta: 5:55:57, time: 1.121, data_time: 0.135, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6792, loss_cls: 2.3137, loss: 2.3137 2020-07-04 23:36:26,453 - mmaction - INFO - Epoch [85][320/627] lr: 7.500e-04, eta: 5:55:29, time: 1.144, data_time: 0.015, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.2606, loss: 2.2606 2020-07-04 23:36:48,227 - mmaction - INFO - Epoch [85][340/627] lr: 7.500e-04, eta: 5:55:01, time: 1.090, data_time: 0.007, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7417, loss_cls: 2.0305, loss: 2.0305 2020-07-04 23:37:11,891 - mmaction - INFO - Epoch [85][360/627] lr: 7.500e-04, eta: 5:54:33, time: 1.180, data_time: 0.003, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7208, loss_cls: 2.2474, loss: 2.2474 2020-07-04 23:37:34,397 - mmaction - INFO - Epoch [85][380/627] lr: 7.500e-04, eta: 5:54:05, time: 1.124, data_time: 0.008, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7542, loss_cls: 2.1904, loss: 2.1904 2020-07-04 23:37:57,670 - mmaction - INFO - Epoch [85][400/627] lr: 7.500e-04, eta: 5:53:37, time: 1.158, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6875, loss_cls: 2.3566, loss: 2.3566 2020-07-04 23:38:20,130 - mmaction - INFO - Epoch [85][420/627] lr: 7.500e-04, eta: 5:53:10, time: 1.134, data_time: 0.015, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.1403, loss: 2.1403 2020-07-04 23:38:42,429 - mmaction - INFO - Epoch [85][440/627] lr: 7.500e-04, eta: 5:52:41, time: 1.106, data_time: 0.001, memory: 8473, top1_acc: 0.4167, top5_acc: 0.7167, loss_cls: 2.3279, loss: 2.3279 2020-07-04 23:39:05,426 - mmaction - INFO - Epoch [85][460/627] lr: 7.500e-04, eta: 5:52:14, time: 1.154, data_time: 0.013, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7625, loss_cls: 2.1161, loss: 2.1161 2020-07-04 23:39:27,250 - mmaction - INFO - Epoch [85][480/627] lr: 7.500e-04, eta: 5:51:46, time: 1.092, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.3427, loss: 2.3427 2020-07-04 23:39:49,778 - mmaction - INFO - Epoch [85][500/627] lr: 7.500e-04, eta: 5:51:18, time: 1.126, data_time: 0.008, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.4674, loss: 2.4674 2020-07-04 23:40:12,273 - mmaction - INFO - Epoch [85][520/627] lr: 7.500e-04, eta: 5:50:50, time: 1.121, data_time: 0.006, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.3016, loss: 2.3016 2020-07-04 23:40:35,224 - mmaction - INFO - Epoch [85][540/627] lr: 7.500e-04, eta: 5:50:22, time: 1.149, data_time: 0.010, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7458, loss_cls: 2.2429, loss: 2.2429 2020-07-04 23:40:57,134 - mmaction - INFO - Epoch [85][560/627] lr: 7.500e-04, eta: 5:49:54, time: 1.099, data_time: 0.012, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7167, loss_cls: 2.1855, loss: 2.1855 2020-07-04 23:41:20,246 - mmaction - INFO - Epoch [85][580/627] lr: 7.500e-04, eta: 5:49:26, time: 1.156, data_time: 0.006, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7250, loss_cls: 2.3966, loss: 2.3966 2020-07-04 23:41:43,322 - mmaction - INFO - Epoch [85][600/627] lr: 7.500e-04, eta: 5:48:58, time: 1.154, data_time: 0.005, memory: 8473, top1_acc: 0.5583, top5_acc: 0.7208, loss_cls: 2.0731, loss: 2.0731 2020-07-04 23:42:05,679 - mmaction - INFO - Epoch [85][620/627] lr: 7.500e-04, eta: 5:48:30, time: 1.113, data_time: 0.027, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7208, loss_cls: 2.2106, loss: 2.2106 2020-07-04 23:42:11,933 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-04 23:45:06,299 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 23:45:07,625 - mmaction - INFO - top1_acc 0.5299 top5_acc 0.7756 2020-07-04 23:45:07,626 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 23:45:07,759 - mmaction - INFO - mean_acc 0.5298 2020-07-04 23:45:07,786 - mmaction - INFO - Epoch [85][627/627] lr: 7.500e-04, top1_acc: 0.5299, top5_acc: 0.7756, mean_class_accuracy: 0.5298 2020-07-04 23:47:46,070 - mmaction - INFO - Epoch [86][20/627] lr: 7.500e-04, eta: 5:48:30, time: 7.903, data_time: 5.715, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7750, loss_cls: 2.1902, loss: 2.1902 2020-07-04 23:48:09,862 - mmaction - INFO - Epoch [86][40/627] lr: 7.500e-04, eta: 5:48:03, time: 1.191, data_time: 0.067, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.0554, loss: 2.0554 2020-07-04 23:48:33,046 - mmaction - INFO - Epoch [86][60/627] lr: 7.500e-04, eta: 5:47:35, time: 1.159, data_time: 0.033, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7333, loss_cls: 2.1573, loss: 2.1573 2020-07-04 23:48:55,670 - mmaction - INFO - Epoch [86][80/627] lr: 7.500e-04, eta: 5:47:07, time: 1.133, data_time: 0.075, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7458, loss_cls: 2.0435, loss: 2.0435 2020-07-04 23:49:18,694 - mmaction - INFO - Epoch [86][100/627] lr: 7.500e-04, eta: 5:46:39, time: 1.148, data_time: 0.023, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7208, loss_cls: 2.2231, loss: 2.2231 2020-07-04 23:49:41,796 - mmaction - INFO - Epoch [86][120/627] lr: 7.500e-04, eta: 5:46:12, time: 1.156, data_time: 0.010, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.2792, loss: 2.2792 2020-07-04 23:50:05,010 - mmaction - INFO - Epoch [86][140/627] lr: 7.500e-04, eta: 5:45:44, time: 1.153, data_time: 0.006, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7292, loss_cls: 2.1969, loss: 2.1969 2020-07-04 23:50:27,327 - mmaction - INFO - Epoch [86][160/627] lr: 7.500e-04, eta: 5:45:16, time: 1.125, data_time: 0.014, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1807, loss: 2.1807 2020-07-04 23:50:50,075 - mmaction - INFO - Epoch [86][180/627] lr: 7.500e-04, eta: 5:44:48, time: 1.125, data_time: 0.007, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1455, loss: 2.1455 2020-07-04 23:51:12,591 - mmaction - INFO - Epoch [86][200/627] lr: 7.500e-04, eta: 5:44:20, time: 1.140, data_time: 0.017, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7583, loss_cls: 2.3140, loss: 2.3140 2020-07-04 23:51:34,298 - mmaction - INFO - Epoch [86][220/627] lr: 7.500e-04, eta: 5:43:52, time: 1.085, data_time: 0.004, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7167, loss_cls: 2.1805, loss: 2.1805 2020-07-04 23:51:56,194 - mmaction - INFO - Epoch [86][240/627] lr: 7.500e-04, eta: 5:43:24, time: 1.087, data_time: 0.002, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7375, loss_cls: 2.2431, loss: 2.2431 2020-07-04 23:52:19,656 - mmaction - INFO - Epoch [86][260/627] lr: 7.500e-04, eta: 5:42:56, time: 1.175, data_time: 0.013, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7083, loss_cls: 2.4396, loss: 2.4396 2020-07-04 23:52:42,439 - mmaction - INFO - Epoch [86][280/627] lr: 7.500e-04, eta: 5:42:28, time: 1.141, data_time: 0.011, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6583, loss_cls: 2.5614, loss: 2.5614 2020-07-04 23:53:06,092 - mmaction - INFO - Epoch [86][300/627] lr: 7.500e-04, eta: 5:42:01, time: 1.183, data_time: 0.006, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6625, loss_cls: 2.4231, loss: 2.4231 2020-07-04 23:53:29,222 - mmaction - INFO - Epoch [86][320/627] lr: 7.500e-04, eta: 5:41:33, time: 1.157, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.2625, loss: 2.2625 2020-07-04 23:53:50,813 - mmaction - INFO - Epoch [86][340/627] lr: 7.500e-04, eta: 5:41:05, time: 1.081, data_time: 0.005, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7125, loss_cls: 2.2706, loss: 2.2706 2020-07-04 23:54:12,822 - mmaction - INFO - Epoch [86][360/627] lr: 7.500e-04, eta: 5:40:37, time: 1.098, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7208, loss_cls: 2.2626, loss: 2.2626 2020-07-04 23:54:36,453 - mmaction - INFO - Epoch [86][380/627] lr: 7.500e-04, eta: 5:40:09, time: 1.186, data_time: 0.006, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6917, loss_cls: 2.3341, loss: 2.3341 2020-07-04 23:54:58,721 - mmaction - INFO - Epoch [86][400/627] lr: 7.500e-04, eta: 5:39:41, time: 1.114, data_time: 0.005, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7083, loss_cls: 2.3852, loss: 2.3852 2020-07-04 23:55:21,446 - mmaction - INFO - Epoch [86][420/627] lr: 7.500e-04, eta: 5:39:14, time: 1.131, data_time: 0.001, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6875, loss_cls: 2.2717, loss: 2.2717 2020-07-04 23:55:44,786 - mmaction - INFO - Epoch [86][440/627] lr: 7.500e-04, eta: 5:38:46, time: 1.172, data_time: 0.011, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.2635, loss: 2.2635 2020-07-04 23:56:06,747 - mmaction - INFO - Epoch [86][460/627] lr: 7.500e-04, eta: 5:38:18, time: 1.093, data_time: 0.002, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7333, loss_cls: 2.1578, loss: 2.1578 2020-07-04 23:56:29,299 - mmaction - INFO - Epoch [86][480/627] lr: 7.500e-04, eta: 5:37:50, time: 1.129, data_time: 0.010, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.4454, loss: 2.4454 2020-07-04 23:56:51,769 - mmaction - INFO - Epoch [86][500/627] lr: 7.500e-04, eta: 5:37:22, time: 1.128, data_time: 0.006, memory: 8473, top1_acc: 0.4208, top5_acc: 0.7042, loss_cls: 2.3867, loss: 2.3867 2020-07-04 23:57:15,294 - mmaction - INFO - Epoch [86][520/627] lr: 7.500e-04, eta: 5:36:55, time: 1.173, data_time: 0.001, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7375, loss_cls: 2.0878, loss: 2.0878 2020-07-04 23:57:37,764 - mmaction - INFO - Epoch [86][540/627] lr: 7.500e-04, eta: 5:36:27, time: 1.123, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7208, loss_cls: 2.1407, loss: 2.1407 2020-07-04 23:58:01,225 - mmaction - INFO - Epoch [86][560/627] lr: 7.500e-04, eta: 5:35:59, time: 1.176, data_time: 0.006, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.2469, loss: 2.2469 2020-07-04 23:58:23,664 - mmaction - INFO - Epoch [86][580/627] lr: 7.500e-04, eta: 5:35:31, time: 1.117, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6875, loss_cls: 2.3536, loss: 2.3536 2020-07-04 23:58:45,330 - mmaction - INFO - Epoch [86][600/627] lr: 7.500e-04, eta: 5:35:03, time: 1.087, data_time: 0.008, memory: 8473, top1_acc: 0.3917, top5_acc: 0.6958, loss_cls: 2.5495, loss: 2.5495 2020-07-04 23:59:08,131 - mmaction - INFO - Epoch [86][620/627] lr: 7.500e-04, eta: 5:34:36, time: 1.141, data_time: 0.004, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7083, loss_cls: 2.2705, loss: 2.2705 2020-07-05 00:02:44,710 - mmaction - INFO - Epoch [87][20/627] lr: 7.500e-04, eta: 5:34:48, time: 10.436, data_time: 7.962, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7542, loss_cls: 2.1870, loss: 2.1870 2020-07-05 00:03:08,800 - mmaction - INFO - Epoch [87][40/627] lr: 7.500e-04, eta: 5:34:20, time: 1.205, data_time: 0.009, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7167, loss_cls: 2.1945, loss: 2.1945 2020-07-05 00:03:32,730 - mmaction - INFO - Epoch [87][60/627] lr: 7.500e-04, eta: 5:33:53, time: 1.200, data_time: 0.007, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.3490, loss: 2.3490 2020-07-05 00:03:54,576 - mmaction - INFO - Epoch [87][80/627] lr: 7.500e-04, eta: 5:33:25, time: 1.084, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6750, loss_cls: 2.4190, loss: 2.4190 2020-07-05 00:04:16,521 - mmaction - INFO - Epoch [87][100/627] lr: 7.500e-04, eta: 5:32:57, time: 1.103, data_time: 0.022, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.2814, loss: 2.2814 2020-07-05 00:04:40,136 - mmaction - INFO - Epoch [87][120/627] lr: 7.500e-04, eta: 5:32:29, time: 1.179, data_time: 0.010, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6792, loss_cls: 2.2900, loss: 2.2900 2020-07-05 00:05:03,489 - mmaction - INFO - Epoch [87][140/627] lr: 7.500e-04, eta: 5:32:01, time: 1.169, data_time: 0.007, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7542, loss_cls: 2.1179, loss: 2.1179 2020-07-05 00:05:24,996 - mmaction - INFO - Epoch [87][160/627] lr: 7.500e-04, eta: 5:31:33, time: 1.072, data_time: 0.005, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.2350, loss: 2.2350 2020-07-05 00:05:48,171 - mmaction - INFO - Epoch [87][180/627] lr: 7.500e-04, eta: 5:31:05, time: 1.156, data_time: 0.012, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7083, loss_cls: 2.2296, loss: 2.2296 2020-07-05 00:06:11,039 - mmaction - INFO - Epoch [87][200/627] lr: 7.500e-04, eta: 5:30:38, time: 1.139, data_time: 0.057, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7167, loss_cls: 2.1655, loss: 2.1655 2020-07-05 00:06:33,933 - mmaction - INFO - Epoch [87][220/627] lr: 7.500e-04, eta: 5:30:10, time: 1.156, data_time: 0.053, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7500, loss_cls: 2.1913, loss: 2.1913 2020-07-05 00:06:56,266 - mmaction - INFO - Epoch [87][240/627] lr: 7.500e-04, eta: 5:29:42, time: 1.106, data_time: 0.051, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7208, loss_cls: 2.1861, loss: 2.1861 2020-07-05 00:07:18,898 - mmaction - INFO - Epoch [87][260/627] lr: 7.500e-04, eta: 5:29:14, time: 1.136, data_time: 0.018, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7417, loss_cls: 2.1232, loss: 2.1232 2020-07-05 00:07:42,083 - mmaction - INFO - Epoch [87][280/627] lr: 7.500e-04, eta: 5:28:46, time: 1.155, data_time: 0.010, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7083, loss_cls: 2.1460, loss: 2.1460 2020-07-05 00:08:03,828 - mmaction - INFO - Epoch [87][300/627] lr: 7.500e-04, eta: 5:28:18, time: 1.093, data_time: 0.015, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6792, loss_cls: 2.4292, loss: 2.4292 2020-07-05 00:08:26,080 - mmaction - INFO - Epoch [87][320/627] lr: 7.500e-04, eta: 5:27:50, time: 1.113, data_time: 0.010, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7167, loss_cls: 2.2118, loss: 2.2118 2020-07-05 00:08:49,216 - mmaction - INFO - Epoch [87][340/627] lr: 7.500e-04, eta: 5:27:23, time: 1.164, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7375, loss_cls: 2.1795, loss: 2.1795 2020-07-05 00:09:11,927 - mmaction - INFO - Epoch [87][360/627] lr: 7.500e-04, eta: 5:26:55, time: 1.131, data_time: 0.015, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6917, loss_cls: 2.4738, loss: 2.4738 2020-07-05 00:09:33,612 - mmaction - INFO - Epoch [87][380/627] lr: 7.500e-04, eta: 5:26:27, time: 1.079, data_time: 0.008, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7083, loss_cls: 2.3083, loss: 2.3083 2020-07-05 00:09:57,162 - mmaction - INFO - Epoch [87][400/627] lr: 7.500e-04, eta: 5:25:59, time: 1.182, data_time: 0.032, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7708, loss_cls: 2.0336, loss: 2.0336 2020-07-05 00:10:20,258 - mmaction - INFO - Epoch [87][420/627] lr: 7.500e-04, eta: 5:25:32, time: 1.160, data_time: 0.029, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7083, loss_cls: 2.3887, loss: 2.3887 2020-07-05 00:10:42,560 - mmaction - INFO - Epoch [87][440/627] lr: 7.500e-04, eta: 5:25:04, time: 1.114, data_time: 0.001, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7208, loss_cls: 2.2396, loss: 2.2396 2020-07-05 00:11:06,232 - mmaction - INFO - Epoch [87][460/627] lr: 7.500e-04, eta: 5:24:36, time: 1.180, data_time: 0.004, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7375, loss_cls: 2.0838, loss: 2.0838 2020-07-05 00:11:28,074 - mmaction - INFO - Epoch [87][480/627] lr: 7.500e-04, eta: 5:24:08, time: 1.093, data_time: 0.005, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6833, loss_cls: 2.4027, loss: 2.4027 2020-07-05 00:11:50,627 - mmaction - INFO - Epoch [87][500/627] lr: 7.500e-04, eta: 5:23:40, time: 1.127, data_time: 0.007, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7250, loss_cls: 2.2738, loss: 2.2738 2020-07-05 00:12:14,044 - mmaction - INFO - Epoch [87][520/627] lr: 7.500e-04, eta: 5:23:13, time: 1.169, data_time: 0.006, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6708, loss_cls: 2.4518, loss: 2.4518 2020-07-05 00:12:36,366 - mmaction - INFO - Epoch [87][540/627] lr: 7.500e-04, eta: 5:22:45, time: 1.122, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7083, loss_cls: 2.3910, loss: 2.3910 2020-07-05 00:12:59,735 - mmaction - INFO - Epoch [87][560/627] lr: 7.500e-04, eta: 5:22:17, time: 1.161, data_time: 0.002, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7583, loss_cls: 1.9897, loss: 1.9897 2020-07-05 00:13:22,090 - mmaction - INFO - Epoch [87][580/627] lr: 7.500e-04, eta: 5:21:50, time: 1.122, data_time: 0.009, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7042, loss_cls: 2.4118, loss: 2.4118 2020-07-05 00:13:45,096 - mmaction - INFO - Epoch [87][600/627] lr: 7.500e-04, eta: 5:21:22, time: 1.150, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.3770, loss: 2.3770 2020-07-05 00:14:08,187 - mmaction - INFO - Epoch [87][620/627] lr: 7.500e-04, eta: 5:20:54, time: 1.152, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7292, loss_cls: 2.2284, loss: 2.2284 2020-07-05 00:17:06,312 - mmaction - INFO - Epoch [88][20/627] lr: 7.500e-04, eta: 5:20:53, time: 8.471, data_time: 7.483, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7208, loss_cls: 2.2146, loss: 2.2146 2020-07-05 00:17:30,006 - mmaction - INFO - Epoch [88][40/627] lr: 7.500e-04, eta: 5:20:26, time: 1.185, data_time: 0.114, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7125, loss_cls: 2.2757, loss: 2.2757 2020-07-05 00:17:53,163 - mmaction - INFO - Epoch [88][60/627] lr: 7.500e-04, eta: 5:19:58, time: 1.158, data_time: 0.058, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6792, loss_cls: 2.3543, loss: 2.3543 2020-07-05 00:18:15,402 - mmaction - INFO - Epoch [88][80/627] lr: 7.500e-04, eta: 5:19:30, time: 1.115, data_time: 0.102, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.2856, loss: 2.2856 2020-07-05 00:18:37,328 - mmaction - INFO - Epoch [88][100/627] lr: 7.500e-04, eta: 5:19:02, time: 1.094, data_time: 0.190, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3302, loss: 2.3302 2020-07-05 00:18:59,876 - mmaction - INFO - Epoch [88][120/627] lr: 7.500e-04, eta: 5:18:34, time: 1.126, data_time: 0.204, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7208, loss_cls: 2.2238, loss: 2.2238 2020-07-05 00:19:23,122 - mmaction - INFO - Epoch [88][140/627] lr: 7.500e-04, eta: 5:18:07, time: 1.167, data_time: 0.200, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7375, loss_cls: 2.1191, loss: 2.1191 2020-07-05 00:19:46,437 - mmaction - INFO - Epoch [88][160/627] lr: 7.500e-04, eta: 5:17:39, time: 1.160, data_time: 0.026, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7208, loss_cls: 2.4913, loss: 2.4913 2020-07-05 00:20:08,728 - mmaction - INFO - Epoch [88][180/627] lr: 7.500e-04, eta: 5:17:11, time: 1.116, data_time: 0.010, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.2981, loss: 2.2981 2020-07-05 00:20:32,052 - mmaction - INFO - Epoch [88][200/627] lr: 7.500e-04, eta: 5:16:44, time: 1.166, data_time: 0.005, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.1072, loss: 2.1072 2020-07-05 00:20:54,836 - mmaction - INFO - Epoch [88][220/627] lr: 7.500e-04, eta: 5:16:16, time: 1.137, data_time: 0.009, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7708, loss_cls: 2.0685, loss: 2.0685 2020-07-05 00:21:17,305 - mmaction - INFO - Epoch [88][240/627] lr: 7.500e-04, eta: 5:15:48, time: 1.130, data_time: 0.010, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6708, loss_cls: 2.4385, loss: 2.4385 2020-07-05 00:21:39,983 - mmaction - INFO - Epoch [88][260/627] lr: 7.500e-04, eta: 5:15:20, time: 1.127, data_time: 0.003, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.2446, loss: 2.2446 2020-07-05 00:22:02,631 - mmaction - INFO - Epoch [88][280/627] lr: 7.500e-04, eta: 5:14:53, time: 1.137, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7083, loss_cls: 2.2672, loss: 2.2672 2020-07-05 00:22:25,198 - mmaction - INFO - Epoch [88][300/627] lr: 7.500e-04, eta: 5:14:25, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7250, loss_cls: 2.0819, loss: 2.0819 2020-07-05 00:22:48,834 - mmaction - INFO - Epoch [88][320/627] lr: 7.500e-04, eta: 5:13:57, time: 1.184, data_time: 0.020, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7333, loss_cls: 2.0737, loss: 2.0737 2020-07-05 00:23:11,054 - mmaction - INFO - Epoch [88][340/627] lr: 7.500e-04, eta: 5:13:29, time: 1.109, data_time: 0.010, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6917, loss_cls: 2.3663, loss: 2.3663 2020-07-05 00:23:33,938 - mmaction - INFO - Epoch [88][360/627] lr: 7.500e-04, eta: 5:13:02, time: 1.144, data_time: 0.005, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7417, loss_cls: 2.1890, loss: 2.1890 2020-07-05 00:23:57,314 - mmaction - INFO - Epoch [88][380/627] lr: 7.500e-04, eta: 5:12:34, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7083, loss_cls: 2.1987, loss: 2.1987 2020-07-05 00:24:19,161 - mmaction - INFO - Epoch [88][400/627] lr: 7.500e-04, eta: 5:12:06, time: 1.097, data_time: 0.009, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7583, loss_cls: 2.1622, loss: 2.1622 2020-07-05 00:24:41,950 - mmaction - INFO - Epoch [88][420/627] lr: 7.500e-04, eta: 5:11:38, time: 1.137, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7542, loss_cls: 2.2399, loss: 2.2399 2020-07-05 00:25:05,348 - mmaction - INFO - Epoch [88][440/627] lr: 7.500e-04, eta: 5:11:11, time: 1.169, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7125, loss_cls: 2.3303, loss: 2.3303 2020-07-05 00:25:27,977 - mmaction - INFO - Epoch [88][460/627] lr: 7.500e-04, eta: 5:10:43, time: 1.136, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.2735, loss: 2.2735 2020-07-05 00:25:50,547 - mmaction - INFO - Epoch [88][480/627] lr: 7.500e-04, eta: 5:10:15, time: 1.127, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7125, loss_cls: 2.2220, loss: 2.2220 2020-07-05 00:26:13,053 - mmaction - INFO - Epoch [88][500/627] lr: 7.500e-04, eta: 5:09:48, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7000, loss_cls: 2.4040, loss: 2.4040 2020-07-05 00:26:36,027 - mmaction - INFO - Epoch [88][520/627] lr: 7.500e-04, eta: 5:09:20, time: 1.149, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7000, loss_cls: 2.3347, loss: 2.3347 2020-07-05 00:26:58,949 - mmaction - INFO - Epoch [88][540/627] lr: 7.500e-04, eta: 5:08:52, time: 1.147, data_time: 0.008, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.2587, loss: 2.2587 2020-07-05 00:27:21,312 - mmaction - INFO - Epoch [88][560/627] lr: 7.500e-04, eta: 5:08:25, time: 1.116, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7250, loss_cls: 2.3113, loss: 2.3113 2020-07-05 00:27:43,826 - mmaction - INFO - Epoch [88][580/627] lr: 7.500e-04, eta: 5:07:57, time: 1.126, data_time: 0.007, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7333, loss_cls: 2.1283, loss: 2.1283 2020-07-05 00:28:07,565 - mmaction - INFO - Epoch [88][600/627] lr: 7.500e-04, eta: 5:07:29, time: 1.184, data_time: 0.006, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6833, loss_cls: 2.4085, loss: 2.4085 2020-07-05 00:28:29,061 - mmaction - INFO - Epoch [88][620/627] lr: 7.500e-04, eta: 5:07:01, time: 1.075, data_time: 0.010, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7000, loss_cls: 2.3279, loss: 2.3279 2020-07-05 00:31:07,476 - mmaction - INFO - Epoch [89][20/627] lr: 7.500e-04, eta: 5:06:53, time: 7.434, data_time: 5.430, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6667, loss_cls: 2.3884, loss: 2.3884 2020-07-05 00:31:30,073 - mmaction - INFO - Epoch [89][40/627] lr: 7.500e-04, eta: 5:06:26, time: 1.126, data_time: 0.015, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7250, loss_cls: 2.2504, loss: 2.2504 2020-07-05 00:31:52,553 - mmaction - INFO - Epoch [89][60/627] lr: 7.500e-04, eta: 5:05:58, time: 1.126, data_time: 0.011, memory: 8473, top1_acc: 0.5083, top5_acc: 0.6917, loss_cls: 2.0731, loss: 2.0731 2020-07-05 00:32:15,736 - mmaction - INFO - Epoch [89][80/627] lr: 7.500e-04, eta: 5:05:30, time: 1.164, data_time: 0.009, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.1637, loss: 2.1637 2020-07-05 00:32:38,086 - mmaction - INFO - Epoch [89][100/627] lr: 7.500e-04, eta: 5:05:02, time: 1.115, data_time: 0.008, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7208, loss_cls: 2.2897, loss: 2.2897 2020-07-05 00:33:01,563 - mmaction - INFO - Epoch [89][120/627] lr: 7.500e-04, eta: 5:04:35, time: 1.172, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6875, loss_cls: 2.2921, loss: 2.2921 2020-07-05 00:33:25,294 - mmaction - INFO - Epoch [89][140/627] lr: 7.500e-04, eta: 5:04:07, time: 1.188, data_time: 0.013, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7000, loss_cls: 2.4244, loss: 2.4244 2020-07-05 00:33:48,887 - mmaction - INFO - Epoch [89][160/627] lr: 7.500e-04, eta: 5:03:40, time: 1.181, data_time: 0.008, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7333, loss_cls: 2.0904, loss: 2.0904 2020-07-05 00:34:10,183 - mmaction - INFO - Epoch [89][180/627] lr: 7.500e-04, eta: 5:03:12, time: 1.069, data_time: 0.009, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.3587, loss: 2.3587 2020-07-05 00:34:33,803 - mmaction - INFO - Epoch [89][200/627] lr: 7.500e-04, eta: 5:02:44, time: 1.181, data_time: 0.003, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6833, loss_cls: 2.3963, loss: 2.3963 2020-07-05 00:34:56,493 - mmaction - INFO - Epoch [89][220/627] lr: 7.500e-04, eta: 5:02:17, time: 1.134, data_time: 0.005, memory: 8473, top1_acc: 0.5083, top5_acc: 0.6958, loss_cls: 2.2687, loss: 2.2687 2020-07-05 00:35:19,243 - mmaction - INFO - Epoch [89][240/627] lr: 7.500e-04, eta: 5:01:49, time: 1.134, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.1478, loss: 2.1478 2020-07-05 00:35:42,860 - mmaction - INFO - Epoch [89][260/627] lr: 7.500e-04, eta: 5:01:21, time: 1.184, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.3641, loss: 2.3641 2020-07-05 00:36:05,858 - mmaction - INFO - Epoch [89][280/627] lr: 7.500e-04, eta: 5:00:54, time: 1.143, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.2598, loss: 2.2598 2020-07-05 00:36:27,745 - mmaction - INFO - Epoch [89][300/627] lr: 7.500e-04, eta: 5:00:26, time: 1.098, data_time: 0.013, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7333, loss_cls: 2.2551, loss: 2.2551 2020-07-05 00:36:51,175 - mmaction - INFO - Epoch [89][320/627] lr: 7.500e-04, eta: 4:59:58, time: 1.168, data_time: 0.006, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.2357, loss: 2.2357 2020-07-05 00:37:14,259 - mmaction - INFO - Epoch [89][340/627] lr: 7.500e-04, eta: 4:59:31, time: 1.158, data_time: 0.012, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.3230, loss: 2.3230 2020-07-05 00:37:37,445 - mmaction - INFO - Epoch [89][360/627] lr: 7.500e-04, eta: 4:59:03, time: 1.164, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7583, loss_cls: 2.1756, loss: 2.1756 2020-07-05 00:38:00,621 - mmaction - INFO - Epoch [89][380/627] lr: 7.500e-04, eta: 4:58:36, time: 1.155, data_time: 0.004, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7292, loss_cls: 2.1473, loss: 2.1473 2020-07-05 00:38:23,899 - mmaction - INFO - Epoch [89][400/627] lr: 7.500e-04, eta: 4:58:08, time: 1.164, data_time: 0.005, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7917, loss_cls: 1.9858, loss: 1.9858 2020-07-05 00:38:47,393 - mmaction - INFO - Epoch [89][420/627] lr: 7.500e-04, eta: 4:57:41, time: 1.172, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7000, loss_cls: 2.2617, loss: 2.2617 2020-07-05 00:39:10,741 - mmaction - INFO - Epoch [89][440/627] lr: 7.500e-04, eta: 4:57:13, time: 1.169, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7458, loss_cls: 2.1250, loss: 2.1250 2020-07-05 00:39:32,943 - mmaction - INFO - Epoch [89][460/627] lr: 7.500e-04, eta: 4:56:45, time: 1.110, data_time: 0.005, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.3683, loss: 2.3683 2020-07-05 00:39:56,034 - mmaction - INFO - Epoch [89][480/627] lr: 7.500e-04, eta: 4:56:18, time: 1.150, data_time: 0.009, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.3979, loss: 2.3979 2020-07-05 00:40:18,546 - mmaction - INFO - Epoch [89][500/627] lr: 7.500e-04, eta: 4:55:50, time: 1.124, data_time: 0.010, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3280, loss: 2.3280 2020-07-05 00:40:41,492 - mmaction - INFO - Epoch [89][520/627] lr: 7.500e-04, eta: 4:55:23, time: 1.154, data_time: 0.012, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.2654, loss: 2.2654 2020-07-05 00:41:04,128 - mmaction - INFO - Epoch [89][540/627] lr: 7.500e-04, eta: 4:54:55, time: 1.133, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.2155, loss: 2.2155 2020-07-05 00:41:26,009 - mmaction - INFO - Epoch [89][560/627] lr: 7.500e-04, eta: 4:54:27, time: 1.090, data_time: 0.010, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7458, loss_cls: 2.2040, loss: 2.2040 2020-07-05 00:41:49,644 - mmaction - INFO - Epoch [89][580/627] lr: 7.500e-04, eta: 4:53:59, time: 1.173, data_time: 0.011, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6792, loss_cls: 2.4766, loss: 2.4766 2020-07-05 00:42:12,615 - mmaction - INFO - Epoch [89][600/627] lr: 7.500e-04, eta: 4:53:32, time: 1.154, data_time: 0.041, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7792, loss_cls: 2.0227, loss: 2.0227 2020-07-05 00:42:35,738 - mmaction - INFO - Epoch [89][620/627] lr: 7.500e-04, eta: 4:53:04, time: 1.160, data_time: 0.016, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1427, loss: 2.1427 2020-07-05 00:45:07,350 - mmaction - INFO - Epoch [90][20/627] lr: 7.500e-04, eta: 4:52:54, time: 7.173, data_time: 5.260, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.3439, loss: 2.3439 2020-07-05 00:45:30,322 - mmaction - INFO - Epoch [90][40/627] lr: 7.500e-04, eta: 4:52:26, time: 1.150, data_time: 0.005, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7042, loss_cls: 2.3466, loss: 2.3466 2020-07-05 00:45:54,289 - mmaction - INFO - Epoch [90][60/627] lr: 7.500e-04, eta: 4:51:59, time: 1.197, data_time: 0.003, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.2391, loss: 2.2391 2020-07-05 00:46:15,912 - mmaction - INFO - Epoch [90][80/627] lr: 7.500e-04, eta: 4:51:31, time: 1.079, data_time: 0.008, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6833, loss_cls: 2.4132, loss: 2.4132 2020-07-05 00:46:37,763 - mmaction - INFO - Epoch [90][100/627] lr: 7.500e-04, eta: 4:51:03, time: 1.095, data_time: 0.010, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7000, loss_cls: 2.2623, loss: 2.2623 2020-07-05 00:47:01,242 - mmaction - INFO - Epoch [90][120/627] lr: 7.500e-04, eta: 4:50:35, time: 1.173, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7208, loss_cls: 2.2802, loss: 2.2802 2020-07-05 00:47:24,113 - mmaction - INFO - Epoch [90][140/627] lr: 7.500e-04, eta: 4:50:08, time: 1.147, data_time: 0.009, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6958, loss_cls: 2.2546, loss: 2.2546 2020-07-05 00:47:47,135 - mmaction - INFO - Epoch [90][160/627] lr: 7.500e-04, eta: 4:49:40, time: 1.142, data_time: 0.002, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.2519, loss: 2.2519 2020-07-05 00:48:09,972 - mmaction - INFO - Epoch [90][180/627] lr: 7.500e-04, eta: 4:49:13, time: 1.150, data_time: 0.014, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7792, loss_cls: 1.9291, loss: 1.9291 2020-07-05 00:48:32,346 - mmaction - INFO - Epoch [90][200/627] lr: 7.500e-04, eta: 4:48:45, time: 1.113, data_time: 0.002, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7625, loss_cls: 2.2166, loss: 2.2166 2020-07-05 00:48:55,725 - mmaction - INFO - Epoch [90][220/627] lr: 7.500e-04, eta: 4:48:17, time: 1.171, data_time: 0.011, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7583, loss_cls: 2.1114, loss: 2.1114 2020-07-05 00:49:18,001 - mmaction - INFO - Epoch [90][240/627] lr: 7.500e-04, eta: 4:47:50, time: 1.114, data_time: 0.007, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7875, loss_cls: 2.0639, loss: 2.0639 2020-07-05 00:49:40,625 - mmaction - INFO - Epoch [90][260/627] lr: 7.500e-04, eta: 4:47:22, time: 1.130, data_time: 0.009, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7083, loss_cls: 2.4731, loss: 2.4731 2020-07-05 00:50:05,743 - mmaction - INFO - Epoch [90][280/627] lr: 7.500e-04, eta: 4:46:55, time: 1.256, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7167, loss_cls: 2.2086, loss: 2.2086 2020-07-05 00:50:28,266 - mmaction - INFO - Epoch [90][300/627] lr: 7.500e-04, eta: 4:46:27, time: 1.126, data_time: 0.006, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7458, loss_cls: 2.3814, loss: 2.3814 2020-07-05 00:50:49,866 - mmaction - INFO - Epoch [90][320/627] lr: 7.500e-04, eta: 4:45:59, time: 1.080, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.2690, loss: 2.2690 2020-07-05 00:51:12,775 - mmaction - INFO - Epoch [90][340/627] lr: 7.500e-04, eta: 4:45:32, time: 1.148, data_time: 0.058, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7417, loss_cls: 2.2297, loss: 2.2297 2020-07-05 00:51:35,223 - mmaction - INFO - Epoch [90][360/627] lr: 7.500e-04, eta: 4:45:04, time: 1.124, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7125, loss_cls: 2.2620, loss: 2.2620 2020-07-05 00:51:58,625 - mmaction - INFO - Epoch [90][380/627] lr: 7.500e-04, eta: 4:44:37, time: 1.167, data_time: 0.019, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7500, loss_cls: 2.1380, loss: 2.1380 2020-07-05 00:52:22,084 - mmaction - INFO - Epoch [90][400/627] lr: 7.500e-04, eta: 4:44:09, time: 1.176, data_time: 0.025, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7208, loss_cls: 2.3009, loss: 2.3009 2020-07-05 00:52:44,051 - mmaction - INFO - Epoch [90][420/627] lr: 7.500e-04, eta: 4:43:41, time: 1.100, data_time: 0.017, memory: 8473, top1_acc: 0.5583, top5_acc: 0.7292, loss_cls: 2.1604, loss: 2.1604 2020-07-05 00:53:07,028 - mmaction - INFO - Epoch [90][440/627] lr: 7.500e-04, eta: 4:43:14, time: 1.145, data_time: 0.010, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7292, loss_cls: 2.4060, loss: 2.4060 2020-07-05 00:53:30,167 - mmaction - INFO - Epoch [90][460/627] lr: 7.500e-04, eta: 4:42:46, time: 1.158, data_time: 0.018, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6917, loss_cls: 2.3174, loss: 2.3174 2020-07-05 00:53:52,747 - mmaction - INFO - Epoch [90][480/627] lr: 7.500e-04, eta: 4:42:19, time: 1.124, data_time: 0.080, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7250, loss_cls: 2.2446, loss: 2.2446 2020-07-05 00:54:16,061 - mmaction - INFO - Epoch [90][500/627] lr: 7.500e-04, eta: 4:41:51, time: 1.172, data_time: 0.075, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7708, loss_cls: 2.0739, loss: 2.0739 2020-07-05 00:54:38,410 - mmaction - INFO - Epoch [90][520/627] lr: 7.500e-04, eta: 4:41:23, time: 1.112, data_time: 0.003, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7458, loss_cls: 2.2381, loss: 2.2381 2020-07-05 00:55:01,831 - mmaction - INFO - Epoch [90][540/627] lr: 7.500e-04, eta: 4:40:56, time: 1.174, data_time: 0.012, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7542, loss_cls: 2.1126, loss: 2.1126 2020-07-05 00:55:23,803 - mmaction - INFO - Epoch [90][560/627] lr: 7.500e-04, eta: 4:40:28, time: 1.101, data_time: 0.005, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.2194, loss: 2.2194 2020-07-05 00:55:46,185 - mmaction - INFO - Epoch [90][580/627] lr: 7.500e-04, eta: 4:40:01, time: 1.115, data_time: 0.005, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.2801, loss: 2.2801 2020-07-05 00:56:08,614 - mmaction - INFO - Epoch [90][600/627] lr: 7.500e-04, eta: 4:39:33, time: 1.124, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.3178, loss: 2.3178 2020-07-05 00:56:31,103 - mmaction - INFO - Epoch [90][620/627] lr: 7.500e-04, eta: 4:39:05, time: 1.113, data_time: 0.016, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6917, loss_cls: 2.4260, loss: 2.4260 2020-07-05 00:56:38,969 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-05 00:59:55,852 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-05 00:59:56,792 - mmaction - INFO - top1_acc 0.5332 top5_acc 0.7795 2020-07-05 00:59:56,792 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-05 00:59:56,863 - mmaction - INFO - mean_acc 0.5331 2020-07-05 00:59:56,870 - mmaction - INFO - Epoch [90][627/627] lr: 7.500e-04, top1_acc: 0.5332, top5_acc: 0.7795, mean_class_accuracy: 0.5331 2020-07-05 01:03:11,513 - mmaction - INFO - Epoch [91][20/627] lr: 7.500e-04, eta: 4:39:04, time: 9.729, data_time: 8.764, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7333, loss_cls: 2.1072, loss: 2.1072 2020-07-05 01:03:34,134 - mmaction - INFO - Epoch [91][40/627] lr: 7.500e-04, eta: 4:38:37, time: 1.127, data_time: 0.002, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7000, loss_cls: 2.4583, loss: 2.4583 2020-07-05 01:03:57,340 - mmaction - INFO - Epoch [91][60/627] lr: 7.500e-04, eta: 4:38:09, time: 1.158, data_time: 0.005, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7333, loss_cls: 2.2323, loss: 2.2323 2020-07-05 01:04:20,521 - mmaction - INFO - Epoch [91][80/627] lr: 7.500e-04, eta: 4:37:42, time: 1.162, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7500, loss_cls: 2.1437, loss: 2.1437 2020-07-05 01:04:43,093 - mmaction - INFO - Epoch [91][100/627] lr: 7.500e-04, eta: 4:37:14, time: 1.125, data_time: 0.007, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6958, loss_cls: 2.2930, loss: 2.2930 2020-07-05 01:05:05,127 - mmaction - INFO - Epoch [91][120/627] lr: 7.500e-04, eta: 4:36:46, time: 1.102, data_time: 0.009, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7708, loss_cls: 2.1074, loss: 2.1074 2020-07-05 01:05:26,986 - mmaction - INFO - Epoch [91][140/627] lr: 7.500e-04, eta: 4:36:18, time: 1.098, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7083, loss_cls: 2.2468, loss: 2.2468 2020-07-05 01:05:50,312 - mmaction - INFO - Epoch [91][160/627] lr: 7.500e-04, eta: 4:35:51, time: 1.165, data_time: 0.006, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7375, loss_cls: 2.1780, loss: 2.1780 2020-07-05 01:06:13,056 - mmaction - INFO - Epoch [91][180/627] lr: 7.500e-04, eta: 4:35:23, time: 1.135, data_time: 0.004, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7125, loss_cls: 2.1938, loss: 2.1938 2020-07-05 01:06:36,958 - mmaction - INFO - Epoch [91][200/627] lr: 7.500e-04, eta: 4:34:56, time: 1.199, data_time: 0.009, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7125, loss_cls: 2.1492, loss: 2.1492 2020-07-05 01:06:59,131 - mmaction - INFO - Epoch [91][220/627] lr: 7.500e-04, eta: 4:34:28, time: 1.105, data_time: 0.002, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7042, loss_cls: 2.4692, loss: 2.4692 2020-07-05 01:07:22,252 - mmaction - INFO - Epoch [91][240/627] lr: 7.500e-04, eta: 4:34:01, time: 1.155, data_time: 0.009, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7042, loss_cls: 2.2167, loss: 2.2167 2020-07-05 01:07:45,441 - mmaction - INFO - Epoch [91][260/627] lr: 7.500e-04, eta: 4:33:33, time: 1.163, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7458, loss_cls: 2.1218, loss: 2.1218 2020-07-05 01:08:08,349 - mmaction - INFO - Epoch [91][280/627] lr: 7.500e-04, eta: 4:33:06, time: 1.136, data_time: 0.005, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6750, loss_cls: 2.3695, loss: 2.3695 2020-07-05 01:08:30,615 - mmaction - INFO - Epoch [91][300/627] lr: 7.500e-04, eta: 4:32:38, time: 1.121, data_time: 0.015, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7333, loss_cls: 2.1191, loss: 2.1191 2020-07-05 01:08:52,560 - mmaction - INFO - Epoch [91][320/627] lr: 7.500e-04, eta: 4:32:10, time: 1.098, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7417, loss_cls: 2.2349, loss: 2.2349 2020-07-05 01:09:16,602 - mmaction - INFO - Epoch [91][340/627] lr: 7.500e-04, eta: 4:31:43, time: 1.192, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7750, loss_cls: 2.1677, loss: 2.1677 2020-07-05 01:09:38,737 - mmaction - INFO - Epoch [91][360/627] lr: 7.500e-04, eta: 4:31:15, time: 1.114, data_time: 0.014, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.2343, loss: 2.2343 2020-07-05 01:10:00,929 - mmaction - INFO - Epoch [91][380/627] lr: 7.500e-04, eta: 4:30:47, time: 1.112, data_time: 0.010, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.3815, loss: 2.3815 2020-07-05 01:10:25,619 - mmaction - INFO - Epoch [91][400/627] lr: 7.500e-04, eta: 4:30:20, time: 1.226, data_time: 0.006, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7250, loss_cls: 2.2931, loss: 2.2931 2020-07-05 01:10:46,851 - mmaction - INFO - Epoch [91][420/627] lr: 7.500e-04, eta: 4:29:52, time: 1.067, data_time: 0.014, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7208, loss_cls: 2.3622, loss: 2.3622 2020-07-05 01:11:10,294 - mmaction - INFO - Epoch [91][440/627] lr: 7.500e-04, eta: 4:29:25, time: 1.177, data_time: 0.010, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7458, loss_cls: 2.1338, loss: 2.1338 2020-07-05 01:11:33,834 - mmaction - INFO - Epoch [91][460/627] lr: 7.500e-04, eta: 4:28:58, time: 1.170, data_time: 0.003, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7333, loss_cls: 2.2900, loss: 2.2900 2020-07-05 01:11:55,773 - mmaction - INFO - Epoch [91][480/627] lr: 7.500e-04, eta: 4:28:30, time: 1.099, data_time: 0.012, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7083, loss_cls: 2.3503, loss: 2.3503 2020-07-05 01:12:18,998 - mmaction - INFO - Epoch [91][500/627] lr: 7.500e-04, eta: 4:28:02, time: 1.165, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.4868, loss: 2.4868 2020-07-05 01:12:41,879 - mmaction - INFO - Epoch [91][520/627] lr: 7.500e-04, eta: 4:27:35, time: 1.138, data_time: 0.005, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7083, loss_cls: 2.2838, loss: 2.2838 2020-07-05 01:13:04,030 - mmaction - INFO - Epoch [91][540/627] lr: 7.500e-04, eta: 4:27:07, time: 1.111, data_time: 0.014, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6458, loss_cls: 2.6173, loss: 2.6173 2020-07-05 01:13:26,811 - mmaction - INFO - Epoch [91][560/627] lr: 7.500e-04, eta: 4:26:40, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6833, loss_cls: 2.3371, loss: 2.3371 2020-07-05 01:13:49,717 - mmaction - INFO - Epoch [91][580/627] lr: 7.500e-04, eta: 4:26:12, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7708, loss_cls: 1.9620, loss: 1.9620 2020-07-05 01:14:13,347 - mmaction - INFO - Epoch [91][600/627] lr: 7.500e-04, eta: 4:25:45, time: 1.169, data_time: 0.008, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6750, loss_cls: 2.4416, loss: 2.4416 2020-07-05 01:14:35,440 - mmaction - INFO - Epoch [91][620/627] lr: 7.500e-04, eta: 4:25:17, time: 1.120, data_time: 0.019, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6875, loss_cls: 2.2760, loss: 2.2760 2020-07-05 01:17:16,756 - mmaction - INFO - Epoch [92][20/627] lr: 7.500e-04, eta: 4:25:05, time: 7.496, data_time: 5.723, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.2097, loss: 2.2097 2020-07-05 01:17:40,073 - mmaction - INFO - Epoch [92][40/627] lr: 7.500e-04, eta: 4:24:37, time: 1.165, data_time: 0.006, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7375, loss_cls: 2.2108, loss: 2.2108 2020-07-05 01:18:03,250 - mmaction - INFO - Epoch [92][60/627] lr: 7.500e-04, eta: 4:24:10, time: 1.154, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7125, loss_cls: 2.3442, loss: 2.3442 2020-07-05 01:18:25,907 - mmaction - INFO - Epoch [92][80/627] lr: 7.500e-04, eta: 4:23:42, time: 1.133, data_time: 0.010, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7167, loss_cls: 2.3453, loss: 2.3453 2020-07-05 01:18:48,677 - mmaction - INFO - Epoch [92][100/627] lr: 7.500e-04, eta: 4:23:15, time: 1.141, data_time: 0.009, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7125, loss_cls: 2.2914, loss: 2.2914 2020-07-05 01:19:10,594 - mmaction - INFO - Epoch [92][120/627] lr: 7.500e-04, eta: 4:22:47, time: 1.096, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7042, loss_cls: 2.2634, loss: 2.2634 2020-07-05 01:19:34,127 - mmaction - INFO - Epoch [92][140/627] lr: 7.500e-04, eta: 4:22:20, time: 1.177, data_time: 0.006, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7167, loss_cls: 2.1407, loss: 2.1407 2020-07-05 01:19:56,925 - mmaction - INFO - Epoch [92][160/627] lr: 7.500e-04, eta: 4:21:52, time: 1.137, data_time: 0.011, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7458, loss_cls: 2.2238, loss: 2.2238 2020-07-05 01:20:20,298 - mmaction - INFO - Epoch [92][180/627] lr: 7.500e-04, eta: 4:21:25, time: 1.161, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7000, loss_cls: 2.3514, loss: 2.3514 2020-07-05 01:20:42,878 - mmaction - INFO - Epoch [92][200/627] lr: 7.500e-04, eta: 4:20:57, time: 1.133, data_time: 0.019, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6958, loss_cls: 2.3292, loss: 2.3292 2020-07-05 01:21:05,613 - mmaction - INFO - Epoch [92][220/627] lr: 7.500e-04, eta: 4:20:29, time: 1.143, data_time: 0.011, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7375, loss_cls: 2.1034, loss: 2.1034 2020-07-05 01:21:27,677 - mmaction - INFO - Epoch [92][240/627] lr: 7.500e-04, eta: 4:20:02, time: 1.106, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6958, loss_cls: 2.3821, loss: 2.3821 2020-07-05 01:21:50,727 - mmaction - INFO - Epoch [92][260/627] lr: 7.500e-04, eta: 4:19:34, time: 1.151, data_time: 0.003, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7500, loss_cls: 2.2183, loss: 2.2183 2020-07-05 01:22:14,526 - mmaction - INFO - Epoch [92][280/627] lr: 7.500e-04, eta: 4:19:07, time: 1.192, data_time: 0.008, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6875, loss_cls: 2.3822, loss: 2.3822 2020-07-05 01:22:39,182 - mmaction - INFO - Epoch [92][300/627] lr: 7.500e-04, eta: 4:18:40, time: 1.234, data_time: 0.002, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7417, loss_cls: 2.0144, loss: 2.0144 2020-07-05 01:23:00,220 - mmaction - INFO - Epoch [92][320/627] lr: 7.500e-04, eta: 4:18:12, time: 1.048, data_time: 0.004, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7542, loss_cls: 2.2074, loss: 2.2074 2020-07-05 01:23:22,432 - mmaction - INFO - Epoch [92][340/627] lr: 7.500e-04, eta: 4:17:44, time: 1.110, data_time: 0.005, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7292, loss_cls: 2.1230, loss: 2.1230 2020-07-05 01:23:45,586 - mmaction - INFO - Epoch [92][360/627] lr: 7.500e-04, eta: 4:17:17, time: 1.157, data_time: 0.009, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7875, loss_cls: 1.9661, loss: 1.9661 2020-07-05 01:24:07,979 - mmaction - INFO - Epoch [92][380/627] lr: 7.500e-04, eta: 4:16:49, time: 1.118, data_time: 0.007, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6792, loss_cls: 2.5457, loss: 2.5457 2020-07-05 01:24:30,829 - mmaction - INFO - Epoch [92][400/627] lr: 7.500e-04, eta: 4:16:22, time: 1.145, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7625, loss_cls: 2.0211, loss: 2.0211 2020-07-05 01:24:53,626 - mmaction - INFO - Epoch [92][420/627] lr: 7.500e-04, eta: 4:15:54, time: 1.140, data_time: 0.005, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.3276, loss: 2.3276 2020-07-05 01:25:16,695 - mmaction - INFO - Epoch [92][440/627] lr: 7.500e-04, eta: 4:15:27, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6708, loss_cls: 2.4830, loss: 2.4830 2020-07-05 01:25:39,561 - mmaction - INFO - Epoch [92][460/627] lr: 7.500e-04, eta: 4:14:59, time: 1.135, data_time: 0.005, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6875, loss_cls: 2.3142, loss: 2.3142 2020-07-05 01:26:01,755 - mmaction - INFO - Epoch [92][480/627] lr: 7.500e-04, eta: 4:14:32, time: 1.115, data_time: 0.010, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6875, loss_cls: 2.4382, loss: 2.4382 2020-07-05 01:26:24,659 - mmaction - INFO - Epoch [92][500/627] lr: 7.500e-04, eta: 4:14:04, time: 1.149, data_time: 0.008, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7542, loss_cls: 2.0669, loss: 2.0669 2020-07-05 01:26:48,527 - mmaction - INFO - Epoch [92][520/627] lr: 7.500e-04, eta: 4:13:37, time: 1.186, data_time: 0.001, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7542, loss_cls: 2.1296, loss: 2.1296 2020-07-05 01:27:10,711 - mmaction - INFO - Epoch [92][540/627] lr: 7.500e-04, eta: 4:13:09, time: 1.113, data_time: 0.010, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7292, loss_cls: 2.2763, loss: 2.2763 2020-07-05 01:27:32,603 - mmaction - INFO - Epoch [92][560/627] lr: 7.500e-04, eta: 4:12:42, time: 1.093, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7208, loss_cls: 2.1218, loss: 2.1218 2020-07-05 01:27:55,934 - mmaction - INFO - Epoch [92][580/627] lr: 7.500e-04, eta: 4:12:14, time: 1.168, data_time: 0.006, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7083, loss_cls: 2.2842, loss: 2.2842 2020-07-05 01:28:17,851 - mmaction - INFO - Epoch [92][600/627] lr: 7.500e-04, eta: 4:11:47, time: 1.087, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7083, loss_cls: 2.2779, loss: 2.2779 2020-07-05 01:28:39,882 - mmaction - INFO - Epoch [92][620/627] lr: 7.500e-04, eta: 4:11:19, time: 1.108, data_time: 0.014, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7000, loss_cls: 2.2829, loss: 2.2829 2020-07-05 01:31:38,369 - mmaction - INFO - Epoch [93][20/627] lr: 7.500e-04, eta: 4:11:09, time: 8.538, data_time: 5.810, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7458, loss_cls: 2.0273, loss: 2.0273 2020-07-05 01:32:02,496 - mmaction - INFO - Epoch [93][40/627] lr: 7.500e-04, eta: 4:10:42, time: 1.176, data_time: 0.013, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7750, loss_cls: 2.0427, loss: 2.0427 2020-07-05 01:32:25,618 - mmaction - INFO - Epoch [93][60/627] lr: 7.500e-04, eta: 4:10:15, time: 1.189, data_time: 0.054, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7750, loss_cls: 2.2033, loss: 2.2033 2020-07-05 01:32:49,030 - mmaction - INFO - Epoch [93][80/627] lr: 7.500e-04, eta: 4:09:47, time: 1.169, data_time: 0.007, memory: 8473, top1_acc: 0.4000, top5_acc: 0.6833, loss_cls: 2.5041, loss: 2.5041 2020-07-05 01:33:12,156 - mmaction - INFO - Epoch [93][100/627] lr: 7.500e-04, eta: 4:09:20, time: 1.158, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7042, loss_cls: 2.1994, loss: 2.1994 2020-07-05 01:33:34,960 - mmaction - INFO - Epoch [93][120/627] lr: 7.500e-04, eta: 4:08:52, time: 1.139, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.2238, loss: 2.2238 2020-07-05 01:33:57,170 - mmaction - INFO - Epoch [93][140/627] lr: 7.500e-04, eta: 4:08:25, time: 1.111, data_time: 0.016, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6917, loss_cls: 2.4025, loss: 2.4025 2020-07-05 01:34:21,475 - mmaction - INFO - Epoch [93][160/627] lr: 7.500e-04, eta: 4:07:57, time: 1.209, data_time: 0.066, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6708, loss_cls: 2.3487, loss: 2.3487 2020-07-05 01:34:42,936 - mmaction - INFO - Epoch [93][180/627] lr: 7.500e-04, eta: 4:07:30, time: 1.077, data_time: 0.064, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7250, loss_cls: 2.1504, loss: 2.1504 2020-07-05 01:35:05,192 - mmaction - INFO - Epoch [93][200/627] lr: 7.500e-04, eta: 4:07:02, time: 1.115, data_time: 0.029, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.2301, loss: 2.2301 2020-07-05 01:35:28,524 - mmaction - INFO - Epoch [93][220/627] lr: 7.500e-04, eta: 4:06:35, time: 1.165, data_time: 0.004, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7667, loss_cls: 2.1241, loss: 2.1241 2020-07-05 01:35:50,249 - mmaction - INFO - Epoch [93][240/627] lr: 7.500e-04, eta: 4:06:07, time: 1.086, data_time: 0.009, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7083, loss_cls: 2.1952, loss: 2.1952 2020-07-05 01:36:13,343 - mmaction - INFO - Epoch [93][260/627] lr: 7.500e-04, eta: 4:05:39, time: 1.155, data_time: 0.019, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7375, loss_cls: 2.2171, loss: 2.2171 2020-07-05 01:36:36,732 - mmaction - INFO - Epoch [93][280/627] lr: 7.500e-04, eta: 4:05:12, time: 1.167, data_time: 0.042, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3194, loss: 2.3194 2020-07-05 01:36:58,860 - mmaction - INFO - Epoch [93][300/627] lr: 7.500e-04, eta: 4:04:45, time: 1.109, data_time: 0.008, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6792, loss_cls: 2.3192, loss: 2.3192 2020-07-05 01:37:21,889 - mmaction - INFO - Epoch [93][320/627] lr: 7.500e-04, eta: 4:04:17, time: 1.148, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7500, loss_cls: 2.1624, loss: 2.1624 2020-07-05 01:37:43,861 - mmaction - INFO - Epoch [93][340/627] lr: 7.500e-04, eta: 4:03:49, time: 1.100, data_time: 0.009, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.2221, loss: 2.2221 2020-07-05 01:38:07,367 - mmaction - INFO - Epoch [93][360/627] lr: 7.500e-04, eta: 4:03:22, time: 1.173, data_time: 0.011, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7500, loss_cls: 2.1596, loss: 2.1596 2020-07-05 01:38:30,596 - mmaction - INFO - Epoch [93][380/627] lr: 7.500e-04, eta: 4:02:55, time: 1.165, data_time: 0.012, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7542, loss_cls: 2.0925, loss: 2.0925 2020-07-05 01:38:52,528 - mmaction - INFO - Epoch [93][400/627] lr: 7.500e-04, eta: 4:02:27, time: 1.097, data_time: 0.006, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7333, loss_cls: 2.1502, loss: 2.1502 2020-07-05 01:39:14,937 - mmaction - INFO - Epoch [93][420/627] lr: 7.500e-04, eta: 4:02:00, time: 1.120, data_time: 0.009, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7125, loss_cls: 2.1355, loss: 2.1355 2020-07-05 01:39:38,713 - mmaction - INFO - Epoch [93][440/627] lr: 7.500e-04, eta: 4:01:32, time: 1.194, data_time: 0.006, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6792, loss_cls: 2.4221, loss: 2.4221 2020-07-05 01:40:01,219 - mmaction - INFO - Epoch [93][460/627] lr: 7.500e-04, eta: 4:01:05, time: 1.123, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7000, loss_cls: 2.2362, loss: 2.2362 2020-07-05 01:40:23,053 - mmaction - INFO - Epoch [93][480/627] lr: 7.500e-04, eta: 4:00:37, time: 1.092, data_time: 0.004, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7333, loss_cls: 2.2311, loss: 2.2311 2020-07-05 01:40:46,814 - mmaction - INFO - Epoch [93][500/627] lr: 7.500e-04, eta: 4:00:10, time: 1.180, data_time: 0.008, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6708, loss_cls: 2.4581, loss: 2.4581 2020-07-05 01:41:08,486 - mmaction - INFO - Epoch [93][520/627] lr: 7.500e-04, eta: 3:59:42, time: 1.091, data_time: 0.012, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7000, loss_cls: 2.3053, loss: 2.3053 2020-07-05 01:41:31,290 - mmaction - INFO - Epoch [93][540/627] lr: 7.500e-04, eta: 3:59:15, time: 1.142, data_time: 0.008, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6875, loss_cls: 2.2877, loss: 2.2877 2020-07-05 01:41:54,017 - mmaction - INFO - Epoch [93][560/627] lr: 7.500e-04, eta: 3:58:47, time: 1.137, data_time: 0.003, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.1790, loss: 2.1790 2020-07-05 01:42:17,034 - mmaction - INFO - Epoch [93][580/627] lr: 7.500e-04, eta: 3:58:20, time: 1.148, data_time: 0.002, memory: 8473, top1_acc: 0.5042, top5_acc: 0.6875, loss_cls: 2.2204, loss: 2.2204 2020-07-05 01:42:39,658 - mmaction - INFO - Epoch [93][600/627] lr: 7.500e-04, eta: 3:57:52, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7000, loss_cls: 2.1159, loss: 2.1159 2020-07-05 01:43:02,642 - mmaction - INFO - Epoch [93][620/627] lr: 7.500e-04, eta: 3:57:25, time: 1.148, data_time: 0.002, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7125, loss_cls: 2.2877, loss: 2.2877 2020-07-05 01:45:57,110 - mmaction - INFO - Epoch [94][20/627] lr: 7.500e-04, eta: 3:57:13, time: 8.326, data_time: 6.122, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7417, loss_cls: 2.1371, loss: 2.1371 2020-07-05 01:46:19,801 - mmaction - INFO - Epoch [94][40/627] lr: 7.500e-04, eta: 3:56:45, time: 1.134, data_time: 0.009, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7833, loss_cls: 2.0008, loss: 2.0008 2020-07-05 01:46:42,294 - mmaction - INFO - Epoch [94][60/627] lr: 7.500e-04, eta: 3:56:18, time: 1.128, data_time: 0.009, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7208, loss_cls: 2.1891, loss: 2.1891 2020-07-05 01:47:04,646 - mmaction - INFO - Epoch [94][80/627] lr: 7.500e-04, eta: 3:55:50, time: 1.118, data_time: 0.008, memory: 8473, top1_acc: 0.5333, top5_acc: 0.6958, loss_cls: 2.2716, loss: 2.2716 2020-07-05 01:47:27,058 - mmaction - INFO - Epoch [94][100/627] lr: 7.500e-04, eta: 3:55:23, time: 1.120, data_time: 0.065, memory: 8473, top1_acc: 0.5667, top5_acc: 0.7375, loss_cls: 1.9655, loss: 1.9655 2020-07-05 01:47:50,330 - mmaction - INFO - Epoch [94][120/627] lr: 7.500e-04, eta: 3:54:55, time: 1.165, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6875, loss_cls: 2.3065, loss: 2.3065 2020-07-05 01:48:12,435 - mmaction - INFO - Epoch [94][140/627] lr: 7.500e-04, eta: 3:54:28, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.1613, loss: 2.1613 2020-07-05 01:48:34,714 - mmaction - INFO - Epoch [94][160/627] lr: 7.500e-04, eta: 3:54:00, time: 1.114, data_time: 0.021, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7000, loss_cls: 2.3538, loss: 2.3538 2020-07-05 01:48:57,432 - mmaction - INFO - Epoch [94][180/627] lr: 7.500e-04, eta: 3:53:33, time: 1.133, data_time: 0.158, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7083, loss_cls: 2.2951, loss: 2.2951 2020-07-05 01:49:20,691 - mmaction - INFO - Epoch [94][200/627] lr: 7.500e-04, eta: 3:53:05, time: 1.160, data_time: 0.122, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7292, loss_cls: 2.1372, loss: 2.1372 2020-07-05 01:49:43,473 - mmaction - INFO - Epoch [94][220/627] lr: 7.500e-04, eta: 3:52:38, time: 1.138, data_time: 0.009, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 2.1871, loss: 2.1871 2020-07-05 01:50:06,409 - mmaction - INFO - Epoch [94][240/627] lr: 7.500e-04, eta: 3:52:10, time: 1.149, data_time: 0.008, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7167, loss_cls: 2.1395, loss: 2.1395 2020-07-05 01:50:28,548 - mmaction - INFO - Epoch [94][260/627] lr: 7.500e-04, eta: 3:51:43, time: 1.108, data_time: 0.005, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7708, loss_cls: 2.0753, loss: 2.0753 2020-07-05 01:50:51,960 - mmaction - INFO - Epoch [94][280/627] lr: 7.500e-04, eta: 3:51:16, time: 1.167, data_time: 0.004, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7625, loss_cls: 2.1867, loss: 2.1867 2020-07-05 01:51:15,255 - mmaction - INFO - Epoch [94][300/627] lr: 7.500e-04, eta: 3:50:48, time: 1.170, data_time: 0.012, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7250, loss_cls: 2.2304, loss: 2.2304 2020-07-05 01:51:36,934 - mmaction - INFO - Epoch [94][320/627] lr: 7.500e-04, eta: 3:50:21, time: 1.081, data_time: 0.004, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7208, loss_cls: 2.3040, loss: 2.3040 2020-07-05 01:52:00,579 - mmaction - INFO - Epoch [94][340/627] lr: 7.500e-04, eta: 3:49:53, time: 1.176, data_time: 0.010, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7333, loss_cls: 2.2649, loss: 2.2649 2020-07-05 01:52:23,646 - mmaction - INFO - Epoch [94][360/627] lr: 7.500e-04, eta: 3:49:26, time: 1.163, data_time: 0.014, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.2338, loss: 2.2338 2020-07-05 01:52:46,627 - mmaction - INFO - Epoch [94][380/627] lr: 7.500e-04, eta: 3:48:59, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7292, loss_cls: 2.3480, loss: 2.3480 2020-07-05 01:53:08,540 - mmaction - INFO - Epoch [94][400/627] lr: 7.500e-04, eta: 3:48:31, time: 1.101, data_time: 0.010, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.3382, loss: 2.3382 2020-07-05 01:53:31,045 - mmaction - INFO - Epoch [94][420/627] lr: 7.500e-04, eta: 3:48:04, time: 1.122, data_time: 0.004, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7125, loss_cls: 2.3398, loss: 2.3398 2020-07-05 01:53:53,862 - mmaction - INFO - Epoch [94][440/627] lr: 7.500e-04, eta: 3:47:36, time: 1.147, data_time: 0.007, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.3779, loss: 2.3779 2020-07-05 01:54:16,598 - mmaction - INFO - Epoch [94][460/627] lr: 7.500e-04, eta: 3:47:09, time: 1.136, data_time: 0.005, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.1682, loss: 2.1682 2020-07-05 01:54:39,099 - mmaction - INFO - Epoch [94][480/627] lr: 7.500e-04, eta: 3:46:41, time: 1.124, data_time: 0.003, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7208, loss_cls: 2.2059, loss: 2.2059 2020-07-05 01:55:03,775 - mmaction - INFO - Epoch [94][500/627] lr: 7.500e-04, eta: 3:46:14, time: 1.222, data_time: 0.006, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7458, loss_cls: 2.0604, loss: 2.0604 2020-07-05 01:55:25,866 - mmaction - INFO - Epoch [94][520/627] lr: 7.500e-04, eta: 3:45:47, time: 1.115, data_time: 0.016, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7583, loss_cls: 2.1607, loss: 2.1607 2020-07-05 01:55:48,324 - mmaction - INFO - Epoch [94][540/627] lr: 7.500e-04, eta: 3:45:19, time: 1.122, data_time: 0.007, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7708, loss_cls: 1.9469, loss: 1.9469 2020-07-05 01:56:10,858 - mmaction - INFO - Epoch [94][560/627] lr: 7.500e-04, eta: 3:44:52, time: 1.131, data_time: 0.006, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7167, loss_cls: 2.2418, loss: 2.2418 2020-07-05 01:56:33,390 - mmaction - INFO - Epoch [94][580/627] lr: 7.500e-04, eta: 3:44:24, time: 1.121, data_time: 0.005, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7417, loss_cls: 2.1921, loss: 2.1921 2020-07-05 01:56:56,021 - mmaction - INFO - Epoch [94][600/627] lr: 7.500e-04, eta: 3:43:57, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6917, loss_cls: 2.4314, loss: 2.4314 2020-07-05 01:57:19,139 - mmaction - INFO - Epoch [94][620/627] lr: 7.500e-04, eta: 3:43:30, time: 1.151, data_time: 0.008, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7500, loss_cls: 2.0238, loss: 2.0238 2020-07-05 01:59:54,095 - mmaction - INFO - Epoch [95][20/627] lr: 7.500e-04, eta: 3:43:12, time: 7.291, data_time: 6.152, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7125, loss_cls: 2.3438, loss: 2.3438 2020-07-05 02:00:23,215 - mmaction - INFO - Epoch [95][40/627] lr: 7.500e-04, eta: 3:42:46, time: 1.451, data_time: 0.013, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7625, loss_cls: 2.0716, loss: 2.0716 2020-07-05 02:00:45,965 - mmaction - INFO - Epoch [95][60/627] lr: 7.500e-04, eta: 3:42:18, time: 1.140, data_time: 0.020, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.1871, loss: 2.1871 2020-07-05 02:01:08,692 - mmaction - INFO - Epoch [95][80/627] lr: 7.500e-04, eta: 3:41:51, time: 1.137, data_time: 0.005, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7458, loss_cls: 2.1160, loss: 2.1160 2020-07-05 02:01:33,041 - mmaction - INFO - Epoch [95][100/627] lr: 7.500e-04, eta: 3:41:24, time: 1.215, data_time: 0.006, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.4716, loss: 2.4716 2020-07-05 02:01:55,009 - mmaction - INFO - Epoch [95][120/627] lr: 7.500e-04, eta: 3:40:56, time: 1.100, data_time: 0.006, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1102, loss: 2.1102 2020-07-05 02:02:17,691 - mmaction - INFO - Epoch [95][140/627] lr: 7.500e-04, eta: 3:40:29, time: 1.132, data_time: 0.008, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7208, loss_cls: 2.1892, loss: 2.1892 2020-07-05 02:02:41,520 - mmaction - INFO - Epoch [95][160/627] lr: 7.500e-04, eta: 3:40:02, time: 1.197, data_time: 0.007, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6875, loss_cls: 2.3686, loss: 2.3686 2020-07-05 02:03:04,560 - mmaction - INFO - Epoch [95][180/627] lr: 7.500e-04, eta: 3:39:34, time: 1.145, data_time: 0.004, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.3961, loss: 2.3961 2020-07-05 02:03:27,112 - mmaction - INFO - Epoch [95][200/627] lr: 7.500e-04, eta: 3:39:07, time: 1.130, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7167, loss_cls: 2.4144, loss: 2.4144 2020-07-05 02:03:50,155 - mmaction - INFO - Epoch [95][220/627] lr: 7.500e-04, eta: 3:38:39, time: 1.156, data_time: 0.008, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7250, loss_cls: 2.2539, loss: 2.2539 2020-07-05 02:04:12,404 - mmaction - INFO - Epoch [95][240/627] lr: 7.500e-04, eta: 3:38:12, time: 1.109, data_time: 0.002, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7458, loss_cls: 2.1147, loss: 2.1147 2020-07-05 02:04:35,484 - mmaction - INFO - Epoch [95][260/627] lr: 7.500e-04, eta: 3:37:45, time: 1.154, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7125, loss_cls: 2.2592, loss: 2.2592 2020-07-05 02:04:57,722 - mmaction - INFO - Epoch [95][280/627] lr: 7.500e-04, eta: 3:37:17, time: 1.110, data_time: 0.008, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7542, loss_cls: 2.0020, loss: 2.0020 2020-07-05 02:05:20,060 - mmaction - INFO - Epoch [95][300/627] lr: 7.500e-04, eta: 3:36:50, time: 1.119, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.3826, loss: 2.3826 2020-07-05 02:05:43,343 - mmaction - INFO - Epoch [95][320/627] lr: 7.500e-04, eta: 3:36:22, time: 1.168, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7125, loss_cls: 2.2925, loss: 2.2925 2020-07-05 02:06:05,890 - mmaction - INFO - Epoch [95][340/627] lr: 7.500e-04, eta: 3:35:55, time: 1.124, data_time: 0.001, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7417, loss_cls: 2.0994, loss: 2.0994 2020-07-05 02:06:29,142 - mmaction - INFO - Epoch [95][360/627] lr: 7.500e-04, eta: 3:35:28, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7375, loss_cls: 2.0430, loss: 2.0430 2020-07-05 02:06:51,281 - mmaction - INFO - Epoch [95][380/627] lr: 7.500e-04, eta: 3:35:00, time: 1.106, data_time: 0.012, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7625, loss_cls: 2.0290, loss: 2.0290 2020-07-05 02:07:14,112 - mmaction - INFO - Epoch [95][400/627] lr: 7.500e-04, eta: 3:34:33, time: 1.147, data_time: 0.016, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.3480, loss: 2.3480 2020-07-05 02:07:36,665 - mmaction - INFO - Epoch [95][420/627] lr: 7.500e-04, eta: 3:34:05, time: 1.126, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6917, loss_cls: 2.3356, loss: 2.3356 2020-07-05 02:07:57,930 - mmaction - INFO - Epoch [95][440/627] lr: 7.500e-04, eta: 3:33:38, time: 1.066, data_time: 0.016, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7167, loss_cls: 2.2444, loss: 2.2444 2020-07-05 02:08:21,226 - mmaction - INFO - Epoch [95][460/627] lr: 7.500e-04, eta: 3:33:10, time: 1.163, data_time: 0.050, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7125, loss_cls: 2.2343, loss: 2.2343 2020-07-05 02:08:44,520 - mmaction - INFO - Epoch [95][480/627] lr: 7.500e-04, eta: 3:32:43, time: 1.169, data_time: 0.042, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7917, loss_cls: 2.0106, loss: 2.0106 2020-07-05 02:09:07,133 - mmaction - INFO - Epoch [95][500/627] lr: 7.500e-04, eta: 3:32:16, time: 1.129, data_time: 0.121, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6792, loss_cls: 2.3465, loss: 2.3465 2020-07-05 02:09:30,606 - mmaction - INFO - Epoch [95][520/627] lr: 7.500e-04, eta: 3:31:48, time: 1.169, data_time: 0.051, memory: 8473, top1_acc: 0.4167, top5_acc: 0.7083, loss_cls: 2.3906, loss: 2.3906 2020-07-05 02:09:53,846 - mmaction - INFO - Epoch [95][540/627] lr: 7.500e-04, eta: 3:31:21, time: 1.171, data_time: 0.011, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7000, loss_cls: 2.1873, loss: 2.1873 2020-07-05 02:10:17,731 - mmaction - INFO - Epoch [95][560/627] lr: 7.500e-04, eta: 3:30:54, time: 1.175, data_time: 0.006, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7750, loss_cls: 2.0794, loss: 2.0794 2020-07-05 02:10:39,184 - mmaction - INFO - Epoch [95][580/627] lr: 7.500e-04, eta: 3:30:26, time: 1.077, data_time: 0.053, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7667, loss_cls: 2.1005, loss: 2.1005 2020-07-05 02:11:02,415 - mmaction - INFO - Epoch [95][600/627] lr: 7.500e-04, eta: 3:29:59, time: 1.176, data_time: 0.019, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.1733, loss: 2.1733 2020-07-05 02:11:23,619 - mmaction - INFO - Epoch [95][620/627] lr: 7.500e-04, eta: 3:29:32, time: 1.049, data_time: 0.002, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7375, loss_cls: 2.0610, loss: 2.0610 2020-07-05 02:11:40,152 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-05 02:14:55,530 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-05 02:14:56,492 - mmaction - INFO - top1_acc 0.5343 top5_acc 0.7790 2020-07-05 02:14:56,493 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-05 02:14:56,576 - mmaction - INFO - mean_acc 0.5342 2020-07-05 02:14:56,585 - mmaction - INFO - Epoch [95][627/627] lr: 7.500e-04, top1_acc: 0.5343, top5_acc: 0.7790, mean_class_accuracy: 0.5342 2020-07-05 02:17:25,534 - mmaction - INFO - Epoch [96][20/627] lr: 7.500e-04, eta: 3:29:13, time: 7.440, data_time: 5.440, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7250, loss_cls: 2.0726, loss: 2.0726 2020-07-05 02:17:49,054 - mmaction - INFO - Epoch [96][40/627] lr: 7.500e-04, eta: 3:28:46, time: 1.175, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7375, loss_cls: 2.1843, loss: 2.1843 2020-07-05 02:18:12,370 - mmaction - INFO - Epoch [96][60/627] lr: 7.500e-04, eta: 3:28:19, time: 1.174, data_time: 0.009, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6875, loss_cls: 2.3968, loss: 2.3968 2020-07-05 02:18:35,719 - mmaction - INFO - Epoch [96][80/627] lr: 7.500e-04, eta: 3:27:51, time: 1.162, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7250, loss_cls: 2.2480, loss: 2.2480 2020-07-05 02:18:59,379 - mmaction - INFO - Epoch [96][100/627] lr: 7.500e-04, eta: 3:27:24, time: 1.189, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1984, loss: 2.1984 2020-07-05 02:19:21,338 - mmaction - INFO - Epoch [96][120/627] lr: 7.500e-04, eta: 3:26:57, time: 1.090, data_time: 0.004, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7208, loss_cls: 2.2196, loss: 2.2196 2020-07-05 02:19:42,691 - mmaction - INFO - Epoch [96][140/627] lr: 7.500e-04, eta: 3:26:29, time: 1.072, data_time: 0.009, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7375, loss_cls: 2.1166, loss: 2.1166 2020-07-05 02:20:06,485 - mmaction - INFO - Epoch [96][160/627] lr: 7.500e-04, eta: 3:26:02, time: 1.185, data_time: 0.035, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7708, loss_cls: 1.9916, loss: 1.9916 2020-07-05 02:20:28,638 - mmaction - INFO - Epoch [96][180/627] lr: 7.500e-04, eta: 3:25:35, time: 1.110, data_time: 0.014, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6833, loss_cls: 2.2906, loss: 2.2906 2020-07-05 02:20:51,770 - mmaction - INFO - Epoch [96][200/627] lr: 7.500e-04, eta: 3:25:07, time: 1.155, data_time: 0.008, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6833, loss_cls: 2.4324, loss: 2.4324 2020-07-05 02:21:14,416 - mmaction - INFO - Epoch [96][220/627] lr: 7.500e-04, eta: 3:24:40, time: 1.135, data_time: 0.008, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6875, loss_cls: 2.4837, loss: 2.4837 2020-07-05 02:21:37,516 - mmaction - INFO - Epoch [96][240/627] lr: 7.500e-04, eta: 3:24:13, time: 1.155, data_time: 0.008, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7167, loss_cls: 2.3120, loss: 2.3120 2020-07-05 02:22:00,407 - mmaction - INFO - Epoch [96][260/627] lr: 7.500e-04, eta: 3:23:45, time: 1.147, data_time: 0.005, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7375, loss_cls: 2.1242, loss: 2.1242 2020-07-05 02:22:23,033 - mmaction - INFO - Epoch [96][280/627] lr: 7.500e-04, eta: 3:23:18, time: 1.131, data_time: 0.005, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7333, loss_cls: 2.2938, loss: 2.2938 2020-07-05 02:22:46,470 - mmaction - INFO - Epoch [96][300/627] lr: 7.500e-04, eta: 3:22:51, time: 1.167, data_time: 0.002, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7417, loss_cls: 2.1472, loss: 2.1472 2020-07-05 02:23:09,088 - mmaction - INFO - Epoch [96][320/627] lr: 7.500e-04, eta: 3:22:23, time: 1.134, data_time: 0.007, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6625, loss_cls: 2.4086, loss: 2.4086 2020-07-05 02:23:33,585 - mmaction - INFO - Epoch [96][340/627] lr: 7.500e-04, eta: 3:21:56, time: 1.225, data_time: 0.004, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7000, loss_cls: 2.1922, loss: 2.1922 2020-07-05 02:23:55,328 - mmaction - INFO - Epoch [96][360/627] lr: 7.500e-04, eta: 3:21:29, time: 1.084, data_time: 0.006, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7458, loss_cls: 2.2325, loss: 2.2325 2020-07-05 02:24:18,056 - mmaction - INFO - Epoch [96][380/627] lr: 7.500e-04, eta: 3:21:01, time: 1.142, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6875, loss_cls: 2.3286, loss: 2.3286 2020-07-05 02:24:40,679 - mmaction - INFO - Epoch [96][400/627] lr: 7.500e-04, eta: 3:20:34, time: 1.126, data_time: 0.004, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7542, loss_cls: 2.0744, loss: 2.0744 2020-07-05 02:25:04,563 - mmaction - INFO - Epoch [96][420/627] lr: 7.500e-04, eta: 3:20:07, time: 1.194, data_time: 0.008, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7583, loss_cls: 2.3364, loss: 2.3364 2020-07-05 02:25:27,319 - mmaction - INFO - Epoch [96][440/627] lr: 7.500e-04, eta: 3:19:40, time: 1.139, data_time: 0.006, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7458, loss_cls: 2.1722, loss: 2.1722 2020-07-05 02:25:50,305 - mmaction - INFO - Epoch [96][460/627] lr: 7.500e-04, eta: 3:19:12, time: 1.153, data_time: 0.008, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7125, loss_cls: 2.2831, loss: 2.2831 2020-07-05 02:26:13,868 - mmaction - INFO - Epoch [96][480/627] lr: 7.500e-04, eta: 3:18:45, time: 1.173, data_time: 0.001, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7000, loss_cls: 2.2865, loss: 2.2865 2020-07-05 02:26:35,305 - mmaction - INFO - Epoch [96][500/627] lr: 7.500e-04, eta: 3:18:18, time: 1.074, data_time: 0.009, memory: 8473, top1_acc: 0.5750, top5_acc: 0.7625, loss_cls: 2.0919, loss: 2.0919 2020-07-05 02:26:58,847 - mmaction - INFO - Epoch [96][520/627] lr: 7.500e-04, eta: 3:17:50, time: 1.178, data_time: 0.005, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3033, loss: 2.3033 2020-07-05 02:27:21,832 - mmaction - INFO - Epoch [96][540/627] lr: 7.500e-04, eta: 3:17:23, time: 1.145, data_time: 0.006, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7167, loss_cls: 2.2706, loss: 2.2706 2020-07-05 02:27:45,198 - mmaction - INFO - Epoch [96][560/627] lr: 7.500e-04, eta: 3:16:56, time: 1.175, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.2091, loss: 2.2091 2020-07-05 02:28:08,106 - mmaction - INFO - Epoch [96][580/627] lr: 7.500e-04, eta: 3:16:29, time: 1.137, data_time: 0.004, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7250, loss_cls: 2.1396, loss: 2.1396 2020-07-05 02:28:30,336 - mmaction - INFO - Epoch [96][600/627] lr: 7.500e-04, eta: 3:16:01, time: 1.114, data_time: 0.009, memory: 8473, top1_acc: 0.5375, top5_acc: 0.7333, loss_cls: 2.0736, loss: 2.0736 2020-07-05 02:28:52,734 - mmaction - INFO - Epoch [96][620/627] lr: 7.500e-04, eta: 3:15:34, time: 1.121, data_time: 0.011, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7250, loss_cls: 2.3900, loss: 2.3900 2020-07-05 02:31:29,599 - mmaction - INFO - Epoch [97][20/627] lr: 7.500e-04, eta: 3:15:14, time: 7.411, data_time: 5.630, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1804, loss: 2.1804 2020-07-05 02:31:51,907 - mmaction - INFO - Epoch [97][40/627] lr: 7.500e-04, eta: 3:14:47, time: 1.168, data_time: 0.119, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.3054, loss: 2.3054 2020-07-05 02:32:14,644 - mmaction - INFO - Epoch [97][60/627] lr: 7.500e-04, eta: 3:14:20, time: 1.130, data_time: 0.001, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7333, loss_cls: 2.1688, loss: 2.1688 2020-07-05 02:32:38,153 - mmaction - INFO - Epoch [97][80/627] lr: 7.500e-04, eta: 3:13:52, time: 1.182, data_time: 0.011, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7417, loss_cls: 2.1367, loss: 2.1367 2020-07-05 02:33:01,343 - mmaction - INFO - Epoch [97][100/627] lr: 7.500e-04, eta: 3:13:25, time: 1.159, data_time: 0.001, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7333, loss_cls: 2.0833, loss: 2.0833 2020-07-05 02:33:23,944 - mmaction - INFO - Epoch [97][120/627] lr: 7.500e-04, eta: 3:12:58, time: 1.121, data_time: 0.004, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7458, loss_cls: 2.1301, loss: 2.1301 2020-07-05 02:33:45,707 - mmaction - INFO - Epoch [97][140/627] lr: 7.500e-04, eta: 3:12:30, time: 1.095, data_time: 0.012, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7583, loss_cls: 2.2677, loss: 2.2677 2020-07-05 02:34:10,131 - mmaction - INFO - Epoch [97][160/627] lr: 7.500e-04, eta: 3:12:03, time: 1.217, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7042, loss_cls: 2.2162, loss: 2.2162 2020-07-05 02:34:33,007 - mmaction - INFO - Epoch [97][180/627] lr: 7.500e-04, eta: 3:11:36, time: 1.141, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7583, loss_cls: 2.1529, loss: 2.1529 2020-07-05 02:34:55,433 - mmaction - INFO - Epoch [97][200/627] lr: 7.500e-04, eta: 3:11:09, time: 1.130, data_time: 0.015, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7417, loss_cls: 2.1155, loss: 2.1155 2020-07-05 02:35:18,232 - mmaction - INFO - Epoch [97][220/627] lr: 7.500e-04, eta: 3:10:41, time: 1.139, data_time: 0.004, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6833, loss_cls: 2.3163, loss: 2.3163 2020-07-05 02:35:41,174 - mmaction - INFO - Epoch [97][240/627] lr: 7.500e-04, eta: 3:10:14, time: 1.149, data_time: 0.008, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7958, loss_cls: 1.9126, loss: 1.9126 2020-07-05 02:36:02,500 - mmaction - INFO - Epoch [97][260/627] lr: 7.500e-04, eta: 3:09:46, time: 1.063, data_time: 0.002, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7250, loss_cls: 2.2250, loss: 2.2250 2020-07-05 02:36:25,741 - mmaction - INFO - Epoch [97][280/627] lr: 7.500e-04, eta: 3:09:19, time: 1.165, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7000, loss_cls: 2.2632, loss: 2.2632 2020-07-05 02:36:48,663 - mmaction - INFO - Epoch [97][300/627] lr: 7.500e-04, eta: 3:08:52, time: 1.137, data_time: 0.018, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7125, loss_cls: 2.3592, loss: 2.3592 2020-07-05 02:37:10,974 - mmaction - INFO - Epoch [97][320/627] lr: 7.500e-04, eta: 3:08:25, time: 1.120, data_time: 0.013, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7667, loss_cls: 1.8979, loss: 1.8979 2020-07-05 02:37:34,734 - mmaction - INFO - Epoch [97][340/627] lr: 7.500e-04, eta: 3:07:57, time: 1.187, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.1355, loss: 2.1355 2020-07-05 02:37:56,969 - mmaction - INFO - Epoch [97][360/627] lr: 7.500e-04, eta: 3:07:30, time: 1.111, data_time: 0.009, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.3143, loss: 2.3143 2020-07-05 02:38:19,081 - mmaction - INFO - Epoch [97][380/627] lr: 7.500e-04, eta: 3:07:03, time: 1.109, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7500, loss_cls: 2.2568, loss: 2.2568 2020-07-05 02:38:42,474 - mmaction - INFO - Epoch [97][400/627] lr: 7.500e-04, eta: 3:06:36, time: 1.167, data_time: 0.007, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7042, loss_cls: 2.4285, loss: 2.4285 2020-07-05 02:39:06,329 - mmaction - INFO - Epoch [97][420/627] lr: 7.500e-04, eta: 3:06:08, time: 1.199, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7750, loss_cls: 2.0868, loss: 2.0868 2020-07-05 02:39:28,019 - mmaction - INFO - Epoch [97][440/627] lr: 7.500e-04, eta: 3:05:41, time: 1.080, data_time: 0.004, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7125, loss_cls: 2.2617, loss: 2.2617 2020-07-05 02:39:51,804 - mmaction - INFO - Epoch [97][460/627] lr: 7.500e-04, eta: 3:05:14, time: 1.184, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7000, loss_cls: 2.3090, loss: 2.3090 2020-07-05 02:40:14,477 - mmaction - INFO - Epoch [97][480/627] lr: 7.500e-04, eta: 3:04:47, time: 1.132, data_time: 0.014, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6792, loss_cls: 2.3106, loss: 2.3106 2020-07-05 02:40:37,523 - mmaction - INFO - Epoch [97][500/627] lr: 7.500e-04, eta: 3:04:19, time: 1.156, data_time: 0.013, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7417, loss_cls: 2.1346, loss: 2.1346 2020-07-05 02:41:00,755 - mmaction - INFO - Epoch [97][520/627] lr: 7.500e-04, eta: 3:03:52, time: 1.152, data_time: 0.011, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7167, loss_cls: 2.1394, loss: 2.1394 2020-07-05 02:41:24,151 - mmaction - INFO - Epoch [97][540/627] lr: 7.500e-04, eta: 3:03:25, time: 1.182, data_time: 0.018, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7250, loss_cls: 2.2256, loss: 2.2256 2020-07-05 02:41:45,781 - mmaction - INFO - Epoch [97][560/627] lr: 7.500e-04, eta: 3:02:58, time: 1.080, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7583, loss_cls: 2.0316, loss: 2.0316 2020-07-05 02:42:08,238 - mmaction - INFO - Epoch [97][580/627] lr: 7.500e-04, eta: 3:02:30, time: 1.125, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7292, loss_cls: 2.1072, loss: 2.1072 2020-07-05 02:42:30,887 - mmaction - INFO - Epoch [97][600/627] lr: 7.500e-04, eta: 3:02:03, time: 1.130, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6792, loss_cls: 2.3752, loss: 2.3752 2020-07-05 02:42:53,721 - mmaction - INFO - Epoch [97][620/627] lr: 7.500e-04, eta: 3:01:36, time: 1.143, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.1520, loss: 2.1520 2020-07-05 02:45:29,602 - mmaction - INFO - Epoch [98][20/627] lr: 7.500e-04, eta: 3:01:15, time: 7.375, data_time: 5.729, memory: 8473, top1_acc: 0.5583, top5_acc: 0.7250, loss_cls: 2.1267, loss: 2.1267 2020-07-05 02:45:53,256 - mmaction - INFO - Epoch [98][40/627] lr: 7.500e-04, eta: 3:00:47, time: 1.185, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6833, loss_cls: 2.2777, loss: 2.2777 2020-07-05 02:46:16,576 - mmaction - INFO - Epoch [98][60/627] lr: 7.500e-04, eta: 3:00:20, time: 1.167, data_time: 0.008, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.5199, loss: 2.5199 2020-07-05 02:46:39,213 - mmaction - INFO - Epoch [98][80/627] lr: 7.500e-04, eta: 2:59:53, time: 1.131, data_time: 0.011, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.2212, loss: 2.2212 2020-07-05 02:47:01,824 - mmaction - INFO - Epoch [98][100/627] lr: 7.500e-04, eta: 2:59:26, time: 1.138, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6917, loss_cls: 2.3967, loss: 2.3967 2020-07-05 02:47:24,965 - mmaction - INFO - Epoch [98][120/627] lr: 7.500e-04, eta: 2:58:58, time: 1.157, data_time: 0.045, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7625, loss_cls: 2.1021, loss: 2.1021 2020-07-05 02:47:47,203 - mmaction - INFO - Epoch [98][140/627] lr: 7.500e-04, eta: 2:58:31, time: 1.108, data_time: 0.155, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.3363, loss: 2.3363 2020-07-05 02:48:09,523 - mmaction - INFO - Epoch [98][160/627] lr: 7.500e-04, eta: 2:58:04, time: 1.115, data_time: 0.029, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.1281, loss: 2.1281 2020-07-05 02:48:32,879 - mmaction - INFO - Epoch [98][180/627] lr: 7.500e-04, eta: 2:57:37, time: 1.165, data_time: 0.086, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6833, loss_cls: 2.4233, loss: 2.4233 2020-07-05 02:48:55,880 - mmaction - INFO - Epoch [98][200/627] lr: 7.500e-04, eta: 2:57:09, time: 1.150, data_time: 0.018, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1891, loss: 2.1891 2020-07-05 02:49:19,215 - mmaction - INFO - Epoch [98][220/627] lr: 7.500e-04, eta: 2:56:42, time: 1.173, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7542, loss_cls: 2.1861, loss: 2.1861 2020-07-05 02:49:43,489 - mmaction - INFO - Epoch [98][240/627] lr: 7.500e-04, eta: 2:56:15, time: 1.200, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7500, loss_cls: 2.0839, loss: 2.0839 2020-07-05 02:50:05,679 - mmaction - INFO - Epoch [98][260/627] lr: 7.500e-04, eta: 2:55:48, time: 1.125, data_time: 0.021, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7292, loss_cls: 2.1932, loss: 2.1932 2020-07-05 02:50:28,358 - mmaction - INFO - Epoch [98][280/627] lr: 7.500e-04, eta: 2:55:21, time: 1.129, data_time: 0.001, memory: 8473, top1_acc: 0.5042, top5_acc: 0.6917, loss_cls: 2.2438, loss: 2.2438 2020-07-05 02:50:51,340 - mmaction - INFO - Epoch [98][300/627] lr: 7.500e-04, eta: 2:54:53, time: 1.147, data_time: 0.009, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7667, loss_cls: 2.0329, loss: 2.0329 2020-07-05 02:51:14,633 - mmaction - INFO - Epoch [98][320/627] lr: 7.500e-04, eta: 2:54:26, time: 1.159, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7792, loss_cls: 2.0518, loss: 2.0518 2020-07-05 02:51:36,629 - mmaction - INFO - Epoch [98][340/627] lr: 7.500e-04, eta: 2:53:59, time: 1.108, data_time: 0.018, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7750, loss_cls: 2.0271, loss: 2.0271 2020-07-05 02:51:57,842 - mmaction - INFO - Epoch [98][360/627] lr: 7.500e-04, eta: 2:53:31, time: 1.061, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7042, loss_cls: 2.3552, loss: 2.3552 2020-07-05 02:52:21,862 - mmaction - INFO - Epoch [98][380/627] lr: 7.500e-04, eta: 2:53:04, time: 1.200, data_time: 0.009, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7417, loss_cls: 2.1570, loss: 2.1570 2020-07-05 02:52:44,913 - mmaction - INFO - Epoch [98][400/627] lr: 7.500e-04, eta: 2:52:37, time: 1.153, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.1802, loss: 2.1802 2020-07-05 02:53:08,111 - mmaction - INFO - Epoch [98][420/627] lr: 7.500e-04, eta: 2:52:10, time: 1.156, data_time: 0.009, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.3211, loss: 2.3211 2020-07-05 02:53:31,188 - mmaction - INFO - Epoch [98][440/627] lr: 7.500e-04, eta: 2:51:43, time: 1.161, data_time: 0.013, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7000, loss_cls: 2.3614, loss: 2.3614 2020-07-05 02:53:53,677 - mmaction - INFO - Epoch [98][460/627] lr: 7.500e-04, eta: 2:51:16, time: 1.122, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7250, loss_cls: 2.1893, loss: 2.1893 2020-07-05 02:54:16,492 - mmaction - INFO - Epoch [98][480/627] lr: 7.500e-04, eta: 2:50:48, time: 1.145, data_time: 0.007, memory: 8473, top1_acc: 0.5708, top5_acc: 0.7292, loss_cls: 2.0036, loss: 2.0036 2020-07-05 02:54:40,476 - mmaction - INFO - Epoch [98][500/627] lr: 7.500e-04, eta: 2:50:21, time: 1.190, data_time: 0.005, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7500, loss_cls: 2.1539, loss: 2.1539 2020-07-05 02:55:03,358 - mmaction - INFO - Epoch [98][520/627] lr: 7.500e-04, eta: 2:49:54, time: 1.145, data_time: 0.012, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7208, loss_cls: 2.3205, loss: 2.3205 2020-07-05 02:55:24,472 - mmaction - INFO - Epoch [98][540/627] lr: 7.500e-04, eta: 2:49:27, time: 1.063, data_time: 0.010, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7000, loss_cls: 2.1847, loss: 2.1847 2020-07-05 02:55:47,244 - mmaction - INFO - Epoch [98][560/627] lr: 7.500e-04, eta: 2:48:59, time: 1.128, data_time: 0.006, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7292, loss_cls: 2.1477, loss: 2.1477 2020-07-05 02:56:09,498 - mmaction - INFO - Epoch [98][580/627] lr: 7.500e-04, eta: 2:48:32, time: 1.122, data_time: 0.015, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.2437, loss: 2.2437 2020-07-05 02:56:33,388 - mmaction - INFO - Epoch [98][600/627] lr: 7.500e-04, eta: 2:48:05, time: 1.191, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.3223, loss: 2.3223 2020-07-05 02:56:55,082 - mmaction - INFO - Epoch [98][620/627] lr: 7.500e-04, eta: 2:47:38, time: 1.086, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7333, loss_cls: 2.1638, loss: 2.1638 2020-07-05 02:59:36,028 - mmaction - INFO - Epoch [99][20/627] lr: 7.500e-04, eta: 2:47:16, time: 7.712, data_time: 5.859, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7000, loss_cls: 2.3314, loss: 2.3314 2020-07-05 02:59:58,682 - mmaction - INFO - Epoch [99][40/627] lr: 7.500e-04, eta: 2:46:49, time: 1.138, data_time: 0.010, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7333, loss_cls: 2.3048, loss: 2.3048 2020-07-05 03:00:27,083 - mmaction - INFO - Epoch [99][60/627] lr: 7.500e-04, eta: 2:46:22, time: 1.416, data_time: 0.019, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7542, loss_cls: 2.1824, loss: 2.1824 2020-07-05 03:00:50,300 - mmaction - INFO - Epoch [99][80/627] lr: 7.500e-04, eta: 2:45:55, time: 1.159, data_time: 0.059, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.2812, loss: 2.2812 2020-07-05 03:01:12,808 - mmaction - INFO - Epoch [99][100/627] lr: 7.500e-04, eta: 2:45:28, time: 1.131, data_time: 0.011, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7417, loss_cls: 2.2468, loss: 2.2468 2020-07-05 03:01:35,971 - mmaction - INFO - Epoch [99][120/627] lr: 7.500e-04, eta: 2:45:01, time: 1.157, data_time: 0.007, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.1865, loss: 2.1865 2020-07-05 03:01:58,952 - mmaction - INFO - Epoch [99][140/627] lr: 7.500e-04, eta: 2:44:34, time: 1.149, data_time: 0.006, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.3326, loss: 2.3326 2020-07-05 03:02:22,569 - mmaction - INFO - Epoch [99][160/627] lr: 7.500e-04, eta: 2:44:06, time: 1.181, data_time: 0.008, memory: 8473, top1_acc: 0.4250, top5_acc: 0.6958, loss_cls: 2.4095, loss: 2.4095 2020-07-05 03:02:44,412 - mmaction - INFO - Epoch [99][180/627] lr: 7.500e-04, eta: 2:43:39, time: 1.097, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6875, loss_cls: 2.4284, loss: 2.4284 2020-07-05 03:03:07,821 - mmaction - INFO - Epoch [99][200/627] lr: 7.500e-04, eta: 2:43:12, time: 1.165, data_time: 0.005, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7625, loss_cls: 2.2225, loss: 2.2225 2020-07-05 03:03:31,306 - mmaction - INFO - Epoch [99][220/627] lr: 7.500e-04, eta: 2:42:45, time: 1.175, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.2718, loss: 2.2718 2020-07-05 03:03:52,876 - mmaction - INFO - Epoch [99][240/627] lr: 7.500e-04, eta: 2:42:18, time: 1.078, data_time: 0.009, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.3530, loss: 2.3530 2020-07-05 03:04:15,599 - mmaction - INFO - Epoch [99][260/627] lr: 7.500e-04, eta: 2:41:50, time: 1.137, data_time: 0.007, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7250, loss_cls: 2.1493, loss: 2.1493 2020-07-05 03:04:38,546 - mmaction - INFO - Epoch [99][280/627] lr: 7.500e-04, eta: 2:41:23, time: 1.144, data_time: 0.009, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7125, loss_cls: 2.2147, loss: 2.2147 2020-07-05 03:05:02,131 - mmaction - INFO - Epoch [99][300/627] lr: 7.500e-04, eta: 2:40:56, time: 1.183, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7042, loss_cls: 2.3605, loss: 2.3605 2020-07-05 03:05:24,879 - mmaction - INFO - Epoch [99][320/627] lr: 7.500e-04, eta: 2:40:29, time: 1.137, data_time: 0.005, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7208, loss_cls: 2.1155, loss: 2.1155 2020-07-05 03:05:48,441 - mmaction - INFO - Epoch [99][340/627] lr: 7.500e-04, eta: 2:40:02, time: 1.177, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7042, loss_cls: 2.3393, loss: 2.3393 2020-07-05 03:06:09,244 - mmaction - INFO - Epoch [99][360/627] lr: 7.500e-04, eta: 2:39:34, time: 1.044, data_time: 0.010, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7500, loss_cls: 2.0725, loss: 2.0725 2020-07-05 03:06:33,224 - mmaction - INFO - Epoch [99][380/627] lr: 7.500e-04, eta: 2:39:07, time: 1.198, data_time: 0.006, memory: 8473, top1_acc: 0.5667, top5_acc: 0.7750, loss_cls: 1.9637, loss: 1.9637 2020-07-05 03:06:56,208 - mmaction - INFO - Epoch [99][400/627] lr: 7.500e-04, eta: 2:38:40, time: 1.146, data_time: 0.004, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7750, loss_cls: 2.0477, loss: 2.0477 2020-07-05 03:07:17,596 - mmaction - INFO - Epoch [99][420/627] lr: 7.500e-04, eta: 2:38:13, time: 1.069, data_time: 0.009, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6417, loss_cls: 2.4377, loss: 2.4377 2020-07-05 03:07:42,193 - mmaction - INFO - Epoch [99][440/627] lr: 7.500e-04, eta: 2:37:46, time: 1.233, data_time: 0.008, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7500, loss_cls: 2.1280, loss: 2.1280 2020-07-05 03:08:05,342 - mmaction - INFO - Epoch [99][460/627] lr: 7.500e-04, eta: 2:37:19, time: 1.147, data_time: 0.004, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7250, loss_cls: 2.1602, loss: 2.1602 2020-07-05 03:08:29,006 - mmaction - INFO - Epoch [99][480/627] lr: 7.500e-04, eta: 2:36:52, time: 1.191, data_time: 0.018, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7458, loss_cls: 2.2633, loss: 2.2633 2020-07-05 03:08:50,599 - mmaction - INFO - Epoch [99][500/627] lr: 7.500e-04, eta: 2:36:24, time: 1.078, data_time: 0.006, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6750, loss_cls: 2.4229, loss: 2.4229 2020-07-05 03:09:14,359 - mmaction - INFO - Epoch [99][520/627] lr: 7.500e-04, eta: 2:35:57, time: 1.179, data_time: 0.011, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.4227, loss: 2.4227 2020-07-05 03:09:35,914 - mmaction - INFO - Epoch [99][540/627] lr: 7.500e-04, eta: 2:35:30, time: 1.090, data_time: 0.018, memory: 8473, top1_acc: 0.4292, top5_acc: 0.7125, loss_cls: 2.2875, loss: 2.2875 2020-07-05 03:09:58,990 - mmaction - INFO - Epoch [99][560/627] lr: 7.500e-04, eta: 2:35:03, time: 1.147, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7375, loss_cls: 2.2081, loss: 2.2081 2020-07-05 03:10:22,376 - mmaction - INFO - Epoch [99][580/627] lr: 7.500e-04, eta: 2:34:36, time: 1.169, data_time: 0.012, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.1192, loss: 2.1192 2020-07-05 03:10:44,303 - mmaction - INFO - Epoch [99][600/627] lr: 7.500e-04, eta: 2:34:08, time: 1.099, data_time: 0.012, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7083, loss_cls: 2.2401, loss: 2.2401 2020-07-05 03:11:06,774 - mmaction - INFO - Epoch [99][620/627] lr: 7.500e-04, eta: 2:33:41, time: 1.122, data_time: 0.012, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.3490, loss: 2.3490 2020-07-05 03:13:52,060 - mmaction - INFO - Epoch [100][20/627] lr: 7.500e-04, eta: 2:33:18, time: 7.402, data_time: 6.521, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6917, loss_cls: 2.2945, loss: 2.2945 2020-07-05 03:14:13,910 - mmaction - INFO - Epoch [100][40/627] lr: 7.500e-04, eta: 2:32:50, time: 1.092, data_time: 0.278, memory: 8473, top1_acc: 0.4208, top5_acc: 0.7167, loss_cls: 2.4082, loss: 2.4082 2020-07-05 03:14:36,492 - mmaction - INFO - Epoch [100][60/627] lr: 7.500e-04, eta: 2:32:23, time: 1.128, data_time: 0.164, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7167, loss_cls: 2.3858, loss: 2.3858 2020-07-05 03:14:59,761 - mmaction - INFO - Epoch [100][80/627] lr: 7.500e-04, eta: 2:31:56, time: 1.161, data_time: 0.251, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6875, loss_cls: 2.4250, loss: 2.4250 2020-07-05 03:15:23,679 - mmaction - INFO - Epoch [100][100/627] lr: 7.500e-04, eta: 2:31:29, time: 1.199, data_time: 0.264, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7083, loss_cls: 2.3446, loss: 2.3446 2020-07-05 03:15:44,314 - mmaction - INFO - Epoch [100][120/627] lr: 7.500e-04, eta: 2:31:01, time: 1.034, data_time: 0.166, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.1752, loss: 2.1752 2020-07-05 03:16:07,920 - mmaction - INFO - Epoch [100][140/627] lr: 7.500e-04, eta: 2:30:34, time: 1.179, data_time: 0.262, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7208, loss_cls: 2.2929, loss: 2.2929 2020-07-05 03:16:30,342 - mmaction - INFO - Epoch [100][160/627] lr: 7.500e-04, eta: 2:30:07, time: 1.124, data_time: 0.409, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7500, loss_cls: 2.1744, loss: 2.1744 2020-07-05 03:16:53,151 - mmaction - INFO - Epoch [100][180/627] lr: 7.500e-04, eta: 2:29:40, time: 1.138, data_time: 0.181, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7833, loss_cls: 2.1369, loss: 2.1369 2020-07-05 03:17:14,820 - mmaction - INFO - Epoch [100][200/627] lr: 7.500e-04, eta: 2:29:13, time: 1.082, data_time: 0.020, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.1487, loss: 2.1487 2020-07-05 03:17:38,678 - mmaction - INFO - Epoch [100][220/627] lr: 7.500e-04, eta: 2:28:46, time: 1.190, data_time: 0.038, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7458, loss_cls: 2.1903, loss: 2.1903 2020-07-05 03:18:00,561 - mmaction - INFO - Epoch [100][240/627] lr: 7.500e-04, eta: 2:28:18, time: 1.097, data_time: 0.011, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7333, loss_cls: 2.1860, loss: 2.1860 2020-07-05 03:18:23,071 - mmaction - INFO - Epoch [100][260/627] lr: 7.500e-04, eta: 2:27:51, time: 1.131, data_time: 0.010, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7250, loss_cls: 2.0490, loss: 2.0490 2020-07-05 03:18:45,775 - mmaction - INFO - Epoch [100][280/627] lr: 7.500e-04, eta: 2:27:24, time: 1.131, data_time: 0.001, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7500, loss_cls: 2.2487, loss: 2.2487 2020-07-05 03:19:09,125 - mmaction - INFO - Epoch [100][300/627] lr: 7.500e-04, eta: 2:26:57, time: 1.165, data_time: 0.009, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6833, loss_cls: 2.5333, loss: 2.5333 2020-07-05 03:19:31,002 - mmaction - INFO - Epoch [100][320/627] lr: 7.500e-04, eta: 2:26:30, time: 1.101, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.2926, loss: 2.2926 2020-07-05 03:19:54,080 - mmaction - INFO - Epoch [100][340/627] lr: 7.500e-04, eta: 2:26:03, time: 1.152, data_time: 0.004, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6750, loss_cls: 2.3523, loss: 2.3523 2020-07-05 03:20:18,363 - mmaction - INFO - Epoch [100][360/627] lr: 7.500e-04, eta: 2:25:36, time: 1.215, data_time: 0.003, memory: 8473, top1_acc: 0.4125, top5_acc: 0.6875, loss_cls: 2.4536, loss: 2.4536 2020-07-05 03:20:40,324 - mmaction - INFO - Epoch [100][380/627] lr: 7.500e-04, eta: 2:25:08, time: 1.082, data_time: 0.004, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.3159, loss: 2.3159 2020-07-05 03:21:03,498 - mmaction - INFO - Epoch [100][400/627] lr: 7.500e-04, eta: 2:24:41, time: 1.164, data_time: 0.019, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.2727, loss: 2.2727 2020-07-05 03:21:25,438 - mmaction - INFO - Epoch [100][420/627] lr: 7.500e-04, eta: 2:24:14, time: 1.100, data_time: 0.013, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7417, loss_cls: 2.2274, loss: 2.2274 2020-07-05 03:21:47,908 - mmaction - INFO - Epoch [100][440/627] lr: 7.500e-04, eta: 2:23:47, time: 1.130, data_time: 0.013, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 2.0967, loss: 2.0967 2020-07-05 03:22:10,224 - mmaction - INFO - Epoch [100][460/627] lr: 7.500e-04, eta: 2:23:20, time: 1.112, data_time: 0.005, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7042, loss_cls: 2.3382, loss: 2.3382 2020-07-05 03:22:32,809 - mmaction - INFO - Epoch [100][480/627] lr: 7.500e-04, eta: 2:22:53, time: 1.131, data_time: 0.010, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6958, loss_cls: 2.2757, loss: 2.2757 2020-07-05 03:22:56,611 - mmaction - INFO - Epoch [100][500/627] lr: 7.500e-04, eta: 2:22:26, time: 1.192, data_time: 0.006, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7250, loss_cls: 2.2117, loss: 2.2117 2020-07-05 03:23:18,763 - mmaction - INFO - Epoch [100][520/627] lr: 7.500e-04, eta: 2:21:58, time: 1.104, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7083, loss_cls: 2.2624, loss: 2.2624 2020-07-05 03:23:41,093 - mmaction - INFO - Epoch [100][540/627] lr: 7.500e-04, eta: 2:21:31, time: 1.120, data_time: 0.007, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7583, loss_cls: 2.1408, loss: 2.1408 2020-07-05 03:24:04,174 - mmaction - INFO - Epoch [100][560/627] lr: 7.500e-04, eta: 2:21:04, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.4877, loss: 2.4877 2020-07-05 03:24:26,903 - mmaction - INFO - Epoch [100][580/627] lr: 7.500e-04, eta: 2:20:37, time: 1.133, data_time: 0.004, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7083, loss_cls: 2.2555, loss: 2.2555 2020-07-05 03:24:50,452 - mmaction - INFO - Epoch [100][600/627] lr: 7.500e-04, eta: 2:20:10, time: 1.172, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.2576, loss: 2.2576 2020-07-05 03:25:12,667 - mmaction - INFO - Epoch [100][620/627] lr: 7.500e-04, eta: 2:19:43, time: 1.117, data_time: 0.012, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7208, loss_cls: 2.2349, loss: 2.2349 2020-07-05 03:25:19,848 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-05 03:28:15,510 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-05 03:28:16,443 - mmaction - INFO - top1_acc 0.5390 top5_acc 0.7836 2020-07-05 03:28:16,443 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-05 03:28:16,528 - mmaction - INFO - mean_acc 0.5389 2020-07-05 03:28:16,535 - mmaction - INFO - Epoch [100][627/627] lr: 7.500e-04, top1_acc: 0.5390, top5_acc: 0.7836, mean_class_accuracy: 0.5389 2020-07-05 03:30:48,736 - mmaction - INFO - Epoch [101][20/627] lr: 7.500e-05, eta: 2:19:18, time: 7.609, data_time: 6.489, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1857, loss: 2.1857 2020-07-05 03:31:12,158 - mmaction - INFO - Epoch [101][40/627] lr: 7.500e-05, eta: 2:18:51, time: 1.161, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.3091, loss: 2.3091 2020-07-05 03:31:32,913 - mmaction - INFO - Epoch [101][60/627] lr: 7.500e-05, eta: 2:18:24, time: 1.047, data_time: 0.011, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7250, loss_cls: 2.1635, loss: 2.1635 2020-07-05 03:31:55,596 - mmaction - INFO - Epoch [101][80/627] lr: 7.500e-05, eta: 2:17:57, time: 1.130, data_time: 0.004, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7292, loss_cls: 2.1917, loss: 2.1917 2020-07-05 03:32:17,808 - mmaction - INFO - Epoch [101][100/627] lr: 7.500e-05, eta: 2:17:30, time: 1.111, data_time: 0.006, memory: 8473, top1_acc: 0.5750, top5_acc: 0.7625, loss_cls: 2.0007, loss: 2.0007 2020-07-05 03:32:40,764 - mmaction - INFO - Epoch [101][120/627] lr: 7.500e-05, eta: 2:17:02, time: 1.147, data_time: 0.010, memory: 8473, top1_acc: 0.4542, top5_acc: 0.6958, loss_cls: 2.2931, loss: 2.2931 2020-07-05 03:33:03,777 - mmaction - INFO - Epoch [101][140/627] lr: 7.500e-05, eta: 2:16:35, time: 1.149, data_time: 0.035, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7167, loss_cls: 2.2024, loss: 2.2024 2020-07-05 03:33:26,357 - mmaction - INFO - Epoch [101][160/627] lr: 7.500e-05, eta: 2:16:08, time: 1.135, data_time: 0.062, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7167, loss_cls: 2.1502, loss: 2.1502 2020-07-05 03:33:48,815 - mmaction - INFO - Epoch [101][180/627] lr: 7.500e-05, eta: 2:15:41, time: 1.119, data_time: 0.028, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7500, loss_cls: 2.1128, loss: 2.1128 2020-07-05 03:34:11,915 - mmaction - INFO - Epoch [101][200/627] lr: 7.500e-05, eta: 2:15:14, time: 1.149, data_time: 0.023, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7208, loss_cls: 2.1503, loss: 2.1503 2020-07-05 03:34:34,419 - mmaction - INFO - Epoch [101][220/627] lr: 7.500e-05, eta: 2:14:47, time: 1.124, data_time: 0.173, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7708, loss_cls: 1.9829, loss: 1.9829 2020-07-05 03:34:57,553 - mmaction - INFO - Epoch [101][240/627] lr: 7.500e-05, eta: 2:14:20, time: 1.164, data_time: 0.105, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7208, loss_cls: 2.3850, loss: 2.3850 2020-07-05 03:35:20,307 - mmaction - INFO - Epoch [101][260/627] lr: 7.500e-05, eta: 2:13:53, time: 1.139, data_time: 0.134, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7417, loss_cls: 2.0762, loss: 2.0762 2020-07-05 03:35:44,528 - mmaction - INFO - Epoch [101][280/627] lr: 7.500e-05, eta: 2:13:26, time: 1.206, data_time: 0.014, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7458, loss_cls: 2.1418, loss: 2.1418 2020-07-05 03:36:07,156 - mmaction - INFO - Epoch [101][300/627] lr: 7.500e-05, eta: 2:12:59, time: 1.134, data_time: 0.044, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7083, loss_cls: 2.2065, loss: 2.2065 2020-07-05 03:36:30,151 - mmaction - INFO - Epoch [101][320/627] lr: 7.500e-05, eta: 2:12:31, time: 1.149, data_time: 0.009, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7375, loss_cls: 2.0864, loss: 2.0864 2020-07-05 03:36:53,476 - mmaction - INFO - Epoch [101][340/627] lr: 7.500e-05, eta: 2:12:04, time: 1.167, data_time: 0.010, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7417, loss_cls: 2.2553, loss: 2.2553 2020-07-05 03:37:16,537 - mmaction - INFO - Epoch [101][360/627] lr: 7.500e-05, eta: 2:11:37, time: 1.154, data_time: 0.006, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7292, loss_cls: 2.1526, loss: 2.1526 2020-07-05 03:37:39,514 - mmaction - INFO - Epoch [101][380/627] lr: 7.500e-05, eta: 2:11:10, time: 1.148, data_time: 0.007, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7667, loss_cls: 2.0973, loss: 2.0973 2020-07-05 03:38:01,450 - mmaction - INFO - Epoch [101][400/627] lr: 7.500e-05, eta: 2:10:43, time: 1.097, data_time: 0.007, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.2353, loss: 2.2353 2020-07-05 03:38:25,008 - mmaction - INFO - Epoch [101][420/627] lr: 7.500e-05, eta: 2:10:16, time: 1.174, data_time: 0.009, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7708, loss_cls: 2.0367, loss: 2.0367 2020-07-05 03:38:49,468 - mmaction - INFO - Epoch [101][440/627] lr: 7.500e-05, eta: 2:09:49, time: 1.228, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7000, loss_cls: 2.2119, loss: 2.2119 2020-07-05 03:39:12,665 - mmaction - INFO - Epoch [101][460/627] lr: 7.500e-05, eta: 2:09:22, time: 1.156, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7167, loss_cls: 2.1695, loss: 2.1695 2020-07-05 03:39:35,727 - mmaction - INFO - Epoch [101][480/627] lr: 7.500e-05, eta: 2:08:55, time: 1.155, data_time: 0.008, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7000, loss_cls: 2.3907, loss: 2.3907 2020-07-05 03:39:57,406 - mmaction - INFO - Epoch [101][500/627] lr: 7.500e-05, eta: 2:08:28, time: 1.073, data_time: 0.009, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7333, loss_cls: 2.1060, loss: 2.1060 2020-07-05 03:40:19,720 - mmaction - INFO - Epoch [101][520/627] lr: 7.500e-05, eta: 2:08:01, time: 1.120, data_time: 0.017, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7667, loss_cls: 2.1208, loss: 2.1208 2020-07-05 03:40:42,989 - mmaction - INFO - Epoch [101][540/627] lr: 7.500e-05, eta: 2:07:34, time: 1.171, data_time: 0.016, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7583, loss_cls: 2.1000, loss: 2.1000 2020-07-05 03:41:05,779 - mmaction - INFO - Epoch [101][560/627] lr: 7.500e-05, eta: 2:07:07, time: 1.134, data_time: 0.005, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7042, loss_cls: 2.3283, loss: 2.3283 2020-07-05 03:41:27,225 - mmaction - INFO - Epoch [101][580/627] lr: 7.500e-05, eta: 2:06:39, time: 1.076, data_time: 0.013, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6708, loss_cls: 2.4248, loss: 2.4248 2020-07-05 03:41:50,396 - mmaction - INFO - Epoch [101][600/627] lr: 7.500e-05, eta: 2:06:12, time: 1.162, data_time: 0.006, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7417, loss_cls: 2.1242, loss: 2.1242 2020-07-05 03:42:12,235 - mmaction - INFO - Epoch [101][620/627] lr: 7.500e-05, eta: 2:05:45, time: 1.083, data_time: 0.006, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.3601, loss: 2.3601 2020-07-05 03:45:10,903 - mmaction - INFO - Epoch [102][20/627] lr: 7.500e-05, eta: 2:05:21, time: 8.492, data_time: 7.572, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.3155, loss: 2.3155 2020-07-05 03:45:34,482 - mmaction - INFO - Epoch [102][40/627] lr: 7.500e-05, eta: 2:04:54, time: 1.180, data_time: 0.039, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.2763, loss: 2.2763 2020-07-05 03:45:57,322 - mmaction - INFO - Epoch [102][60/627] lr: 7.500e-05, eta: 2:04:27, time: 1.137, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6917, loss_cls: 2.4985, loss: 2.4985 2020-07-05 03:46:19,649 - mmaction - INFO - Epoch [102][80/627] lr: 7.500e-05, eta: 2:04:00, time: 1.121, data_time: 0.016, memory: 8473, top1_acc: 0.5917, top5_acc: 0.7958, loss_cls: 1.8858, loss: 1.8858 2020-07-05 03:46:42,788 - mmaction - INFO - Epoch [102][100/627] lr: 7.500e-05, eta: 2:03:33, time: 1.153, data_time: 0.010, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7333, loss_cls: 2.1962, loss: 2.1962 2020-07-05 03:47:06,488 - mmaction - INFO - Epoch [102][120/627] lr: 7.500e-05, eta: 2:03:06, time: 1.191, data_time: 0.012, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7167, loss_cls: 2.2426, loss: 2.2426 2020-07-05 03:47:28,212 - mmaction - INFO - Epoch [102][140/627] lr: 7.500e-05, eta: 2:02:39, time: 1.085, data_time: 0.008, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7208, loss_cls: 2.2938, loss: 2.2938 2020-07-05 03:47:51,452 - mmaction - INFO - Epoch [102][160/627] lr: 7.500e-05, eta: 2:02:12, time: 1.164, data_time: 0.009, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7708, loss_cls: 2.2107, loss: 2.2107 2020-07-05 03:48:13,629 - mmaction - INFO - Epoch [102][180/627] lr: 7.500e-05, eta: 2:01:44, time: 1.104, data_time: 0.008, memory: 8473, top1_acc: 0.4333, top5_acc: 0.7000, loss_cls: 2.3861, loss: 2.3861 2020-07-05 03:48:37,447 - mmaction - INFO - Epoch [102][200/627] lr: 7.500e-05, eta: 2:01:17, time: 1.189, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1846, loss: 2.1846 2020-07-05 03:49:00,924 - mmaction - INFO - Epoch [102][220/627] lr: 7.500e-05, eta: 2:00:50, time: 1.170, data_time: 0.119, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7083, loss_cls: 2.2339, loss: 2.2339 2020-07-05 03:49:23,054 - mmaction - INFO - Epoch [102][240/627] lr: 7.500e-05, eta: 2:00:23, time: 1.115, data_time: 0.017, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7292, loss_cls: 2.1009, loss: 2.1009 2020-07-05 03:49:46,002 - mmaction - INFO - Epoch [102][260/627] lr: 7.500e-05, eta: 1:59:56, time: 1.142, data_time: 0.037, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7125, loss_cls: 2.1431, loss: 2.1431 2020-07-05 03:50:08,442 - mmaction - INFO - Epoch [102][280/627] lr: 7.500e-05, eta: 1:59:29, time: 1.122, data_time: 0.012, memory: 8473, top1_acc: 0.4333, top5_acc: 0.6750, loss_cls: 2.4899, loss: 2.4899 2020-07-05 03:50:31,654 - mmaction - INFO - Epoch [102][300/627] lr: 7.500e-05, eta: 1:59:02, time: 1.159, data_time: 0.027, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7542, loss_cls: 2.1129, loss: 2.1129 2020-07-05 03:50:53,387 - mmaction - INFO - Epoch [102][320/627] lr: 7.500e-05, eta: 1:58:35, time: 1.096, data_time: 0.014, memory: 8473, top1_acc: 0.5458, top5_acc: 0.8042, loss_cls: 1.8971, loss: 1.8971 2020-07-05 03:51:16,127 - mmaction - INFO - Epoch [102][340/627] lr: 7.500e-05, eta: 1:58:08, time: 1.136, data_time: 0.006, memory: 8473, top1_acc: 0.5042, top5_acc: 0.6750, loss_cls: 2.3079, loss: 2.3079 2020-07-05 03:51:38,803 - mmaction - INFO - Epoch [102][360/627] lr: 7.500e-05, eta: 1:57:41, time: 1.136, data_time: 0.012, memory: 8473, top1_acc: 0.5375, top5_acc: 0.6917, loss_cls: 2.2361, loss: 2.2361 2020-07-05 03:52:01,593 - mmaction - INFO - Epoch [102][380/627] lr: 7.500e-05, eta: 1:57:14, time: 1.134, data_time: 0.005, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7250, loss_cls: 2.3058, loss: 2.3058 2020-07-05 03:52:24,114 - mmaction - INFO - Epoch [102][400/627] lr: 7.500e-05, eta: 1:56:47, time: 1.125, data_time: 0.009, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7042, loss_cls: 2.2311, loss: 2.2311 2020-07-05 03:52:46,760 - mmaction - INFO - Epoch [102][420/627] lr: 7.500e-05, eta: 1:56:20, time: 1.128, data_time: 0.013, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.2951, loss: 2.2951 2020-07-05 03:53:11,140 - mmaction - INFO - Epoch [102][440/627] lr: 7.500e-05, eta: 1:55:53, time: 1.224, data_time: 0.016, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7542, loss_cls: 1.9493, loss: 1.9493 2020-07-05 03:53:33,535 - mmaction - INFO - Epoch [102][460/627] lr: 7.500e-05, eta: 1:55:26, time: 1.124, data_time: 0.012, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6750, loss_cls: 2.3538, loss: 2.3538 2020-07-05 03:53:56,535 - mmaction - INFO - Epoch [102][480/627] lr: 7.500e-05, eta: 1:54:59, time: 1.151, data_time: 0.006, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7292, loss_cls: 2.2735, loss: 2.2735 2020-07-05 03:54:18,812 - mmaction - INFO - Epoch [102][500/627] lr: 7.500e-05, eta: 1:54:31, time: 1.111, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.1583, loss: 2.1583 2020-07-05 03:54:41,820 - mmaction - INFO - Epoch [102][520/627] lr: 7.500e-05, eta: 1:54:04, time: 1.145, data_time: 0.011, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7542, loss_cls: 2.0751, loss: 2.0751 2020-07-05 03:55:03,753 - mmaction - INFO - Epoch [102][540/627] lr: 7.500e-05, eta: 1:53:37, time: 1.102, data_time: 0.164, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7208, loss_cls: 2.2480, loss: 2.2480 2020-07-05 03:55:27,719 - mmaction - INFO - Epoch [102][560/627] lr: 7.500e-05, eta: 1:53:10, time: 1.191, data_time: 0.141, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7167, loss_cls: 2.3663, loss: 2.3663 2020-07-05 03:55:49,917 - mmaction - INFO - Epoch [102][580/627] lr: 7.500e-05, eta: 1:52:43, time: 1.115, data_time: 0.028, memory: 8473, top1_acc: 0.4458, top5_acc: 0.7375, loss_cls: 2.2580, loss: 2.2580 2020-07-05 03:56:12,223 - mmaction - INFO - Epoch [102][600/627] lr: 7.500e-05, eta: 1:52:16, time: 1.117, data_time: 0.009, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7542, loss_cls: 2.1630, loss: 2.1630 2020-07-05 03:56:34,570 - mmaction - INFO - Epoch [102][620/627] lr: 7.500e-05, eta: 1:51:49, time: 1.113, data_time: 0.012, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7417, loss_cls: 2.1284, loss: 2.1284 2020-07-05 03:59:19,759 - mmaction - INFO - Epoch [103][20/627] lr: 7.500e-05, eta: 1:51:22, time: 7.700, data_time: 6.627, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.3453, loss: 2.3453 2020-07-05 03:59:41,524 - mmaction - INFO - Epoch [103][40/627] lr: 7.500e-05, eta: 1:50:55, time: 1.090, data_time: 0.058, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7083, loss_cls: 2.3710, loss: 2.3710 2020-07-05 04:00:10,196 - mmaction - INFO - Epoch [103][60/627] lr: 7.500e-05, eta: 1:50:28, time: 1.193, data_time: 0.002, memory: 8473, top1_acc: 0.5375, top5_acc: 0.7208, loss_cls: 2.0628, loss: 2.0628 2020-07-05 04:00:31,357 - mmaction - INFO - Epoch [103][80/627] lr: 7.500e-05, eta: 1:50:01, time: 1.295, data_time: 0.256, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7458, loss_cls: 2.1905, loss: 2.1905 2020-07-05 04:00:56,082 - mmaction - INFO - Epoch [103][100/627] lr: 7.500e-05, eta: 1:49:34, time: 1.230, data_time: 0.023, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7833, loss_cls: 2.0422, loss: 2.0422 2020-07-05 04:01:18,745 - mmaction - INFO - Epoch [103][120/627] lr: 7.500e-05, eta: 1:49:07, time: 1.133, data_time: 0.083, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7750, loss_cls: 2.0691, loss: 2.0691 2020-07-05 04:01:41,443 - mmaction - INFO - Epoch [103][140/627] lr: 7.500e-05, eta: 1:48:40, time: 1.140, data_time: 0.014, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7042, loss_cls: 2.3490, loss: 2.3490 2020-07-05 04:02:04,374 - mmaction - INFO - Epoch [103][160/627] lr: 7.500e-05, eta: 1:48:13, time: 1.148, data_time: 0.012, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7208, loss_cls: 2.2705, loss: 2.2705 2020-07-05 04:02:26,673 - mmaction - INFO - Epoch [103][180/627] lr: 7.500e-05, eta: 1:47:46, time: 1.114, data_time: 0.007, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7667, loss_cls: 2.0455, loss: 2.0455 2020-07-05 04:02:49,955 - mmaction - INFO - Epoch [103][200/627] lr: 7.500e-05, eta: 1:47:19, time: 1.165, data_time: 0.009, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7292, loss_cls: 2.2626, loss: 2.2626 2020-07-05 04:03:12,695 - mmaction - INFO - Epoch [103][220/627] lr: 7.500e-05, eta: 1:46:52, time: 1.131, data_time: 0.008, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7250, loss_cls: 2.1827, loss: 2.1827 2020-07-05 04:03:35,457 - mmaction - INFO - Epoch [103][240/627] lr: 7.500e-05, eta: 1:46:25, time: 1.145, data_time: 0.012, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7667, loss_cls: 2.0872, loss: 2.0872 2020-07-05 04:03:57,488 - mmaction - INFO - Epoch [103][260/627] lr: 7.500e-05, eta: 1:45:58, time: 1.096, data_time: 0.007, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7292, loss_cls: 2.1937, loss: 2.1937 2020-07-05 04:04:20,696 - mmaction - INFO - Epoch [103][280/627] lr: 7.500e-05, eta: 1:45:31, time: 1.169, data_time: 0.010, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7167, loss_cls: 2.2643, loss: 2.2643 2020-07-05 04:04:43,581 - mmaction - INFO - Epoch [103][300/627] lr: 7.500e-05, eta: 1:45:04, time: 1.142, data_time: 0.004, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7375, loss_cls: 2.1480, loss: 2.1480 2020-07-05 04:05:06,455 - mmaction - INFO - Epoch [103][320/627] lr: 7.500e-05, eta: 1:44:37, time: 1.147, data_time: 0.004, memory: 8473, top1_acc: 0.5542, top5_acc: 0.8250, loss_cls: 1.9758, loss: 1.9758 2020-07-05 04:05:28,251 - mmaction - INFO - Epoch [103][340/627] lr: 7.500e-05, eta: 1:44:10, time: 1.081, data_time: 0.005, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1829, loss: 2.1829 2020-07-05 04:05:50,791 - mmaction - INFO - Epoch [103][360/627] lr: 7.500e-05, eta: 1:43:43, time: 1.134, data_time: 0.014, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7583, loss_cls: 2.0216, loss: 2.0216 2020-07-05 04:06:13,594 - mmaction - INFO - Epoch [103][380/627] lr: 7.500e-05, eta: 1:43:16, time: 1.139, data_time: 0.003, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6750, loss_cls: 2.3270, loss: 2.3270 2020-07-05 04:06:36,097 - mmaction - INFO - Epoch [103][400/627] lr: 7.500e-05, eta: 1:42:49, time: 1.122, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7542, loss_cls: 2.1430, loss: 2.1430 2020-07-05 04:06:59,199 - mmaction - INFO - Epoch [103][420/627] lr: 7.500e-05, eta: 1:42:22, time: 1.155, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7333, loss_cls: 2.1953, loss: 2.1953 2020-07-05 04:07:22,379 - mmaction - INFO - Epoch [103][440/627] lr: 7.500e-05, eta: 1:41:55, time: 1.158, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7458, loss_cls: 2.1194, loss: 2.1194 2020-07-05 04:07:44,224 - mmaction - INFO - Epoch [103][460/627] lr: 7.500e-05, eta: 1:41:28, time: 1.095, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7292, loss_cls: 2.2073, loss: 2.2073 2020-07-05 04:08:07,570 - mmaction - INFO - Epoch [103][480/627] lr: 7.500e-05, eta: 1:41:01, time: 1.164, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7458, loss_cls: 2.0774, loss: 2.0774 2020-07-05 04:08:30,125 - mmaction - INFO - Epoch [103][500/627] lr: 7.500e-05, eta: 1:40:34, time: 1.130, data_time: 0.008, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7000, loss_cls: 2.3630, loss: 2.3630 2020-07-05 04:08:52,263 - mmaction - INFO - Epoch [103][520/627] lr: 7.500e-05, eta: 1:40:07, time: 1.106, data_time: 0.011, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7208, loss_cls: 2.1977, loss: 2.1977 2020-07-05 04:09:15,131 - mmaction - INFO - Epoch [103][540/627] lr: 7.500e-05, eta: 1:39:40, time: 1.145, data_time: 0.007, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7208, loss_cls: 2.1668, loss: 2.1668 2020-07-05 04:09:37,119 - mmaction - INFO - Epoch [103][560/627] lr: 7.500e-05, eta: 1:39:13, time: 1.099, data_time: 0.008, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.2213, loss: 2.2213 2020-07-05 04:10:00,184 - mmaction - INFO - Epoch [103][580/627] lr: 7.500e-05, eta: 1:38:46, time: 1.151, data_time: 0.006, memory: 8473, top1_acc: 0.5583, top5_acc: 0.7375, loss_cls: 2.0227, loss: 2.0227 2020-07-05 04:10:23,596 - mmaction - INFO - Epoch [103][600/627] lr: 7.500e-05, eta: 1:38:19, time: 1.173, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.4821, loss: 2.4821 2020-07-05 04:10:46,888 - mmaction - INFO - Epoch [103][620/627] lr: 7.500e-05, eta: 1:37:52, time: 1.168, data_time: 0.007, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7000, loss_cls: 2.4021, loss: 2.4021 2020-07-05 04:13:26,463 - mmaction - INFO - Epoch [104][20/627] lr: 7.500e-05, eta: 1:37:23, time: 7.266, data_time: 6.155, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7583, loss_cls: 2.1920, loss: 2.1920 2020-07-05 04:13:49,958 - mmaction - INFO - Epoch [104][40/627] lr: 7.500e-05, eta: 1:36:56, time: 1.171, data_time: 0.006, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7625, loss_cls: 2.1563, loss: 2.1563 2020-07-05 04:14:12,464 - mmaction - INFO - Epoch [104][60/627] lr: 7.500e-05, eta: 1:36:29, time: 1.128, data_time: 0.009, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7292, loss_cls: 2.0702, loss: 2.0702 2020-07-05 04:14:36,086 - mmaction - INFO - Epoch [104][80/627] lr: 7.500e-05, eta: 1:36:02, time: 1.180, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.2413, loss: 2.2413 2020-07-05 04:14:57,522 - mmaction - INFO - Epoch [104][100/627] lr: 7.500e-05, eta: 1:35:35, time: 1.073, data_time: 0.007, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7792, loss_cls: 1.9498, loss: 1.9498 2020-07-05 04:15:21,669 - mmaction - INFO - Epoch [104][120/627] lr: 7.500e-05, eta: 1:35:08, time: 1.208, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6833, loss_cls: 2.4087, loss: 2.4087 2020-07-05 04:15:43,567 - mmaction - INFO - Epoch [104][140/627] lr: 7.500e-05, eta: 1:34:41, time: 1.094, data_time: 0.005, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7458, loss_cls: 2.2017, loss: 2.2017 2020-07-05 04:16:06,752 - mmaction - INFO - Epoch [104][160/627] lr: 7.500e-05, eta: 1:34:14, time: 1.159, data_time: 0.006, memory: 8473, top1_acc: 0.5083, top5_acc: 0.6875, loss_cls: 2.3818, loss: 2.3818 2020-07-05 04:16:28,986 - mmaction - INFO - Epoch [104][180/627] lr: 7.500e-05, eta: 1:33:47, time: 1.111, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7375, loss_cls: 2.1966, loss: 2.1966 2020-07-05 04:16:51,893 - mmaction - INFO - Epoch [104][200/627] lr: 7.500e-05, eta: 1:33:20, time: 1.148, data_time: 0.010, memory: 8473, top1_acc: 0.4708, top5_acc: 0.6875, loss_cls: 2.3288, loss: 2.3288 2020-07-05 04:17:14,112 - mmaction - INFO - Epoch [104][220/627] lr: 7.500e-05, eta: 1:32:53, time: 1.112, data_time: 0.007, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7458, loss_cls: 2.1208, loss: 2.1208 2020-07-05 04:17:37,400 - mmaction - INFO - Epoch [104][240/627] lr: 7.500e-05, eta: 1:32:26, time: 1.165, data_time: 0.003, memory: 8473, top1_acc: 0.4417, top5_acc: 0.7375, loss_cls: 2.2869, loss: 2.2869 2020-07-05 04:17:59,600 - mmaction - INFO - Epoch [104][260/627] lr: 7.500e-05, eta: 1:31:59, time: 1.108, data_time: 0.005, memory: 8473, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 2.0632, loss: 2.0632 2020-07-05 04:18:22,645 - mmaction - INFO - Epoch [104][280/627] lr: 7.500e-05, eta: 1:31:32, time: 1.148, data_time: 0.003, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7375, loss_cls: 2.1136, loss: 2.1136 2020-07-05 04:18:44,378 - mmaction - INFO - Epoch [104][300/627] lr: 7.500e-05, eta: 1:31:05, time: 1.085, data_time: 0.012, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7083, loss_cls: 2.2600, loss: 2.2600 2020-07-05 04:19:06,458 - mmaction - INFO - Epoch [104][320/627] lr: 7.500e-05, eta: 1:30:38, time: 1.109, data_time: 0.009, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7875, loss_cls: 2.0611, loss: 2.0611 2020-07-05 04:19:30,352 - mmaction - INFO - Epoch [104][340/627] lr: 7.500e-05, eta: 1:30:11, time: 1.193, data_time: 0.008, memory: 8473, top1_acc: 0.5500, top5_acc: 0.7833, loss_cls: 1.9832, loss: 1.9832 2020-07-05 04:19:52,655 - mmaction - INFO - Epoch [104][360/627] lr: 7.500e-05, eta: 1:29:44, time: 1.118, data_time: 0.006, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7208, loss_cls: 2.0490, loss: 2.0490 2020-07-05 04:20:15,178 - mmaction - INFO - Epoch [104][380/627] lr: 7.500e-05, eta: 1:29:17, time: 1.127, data_time: 0.006, memory: 8473, top1_acc: 0.4500, top5_acc: 0.6750, loss_cls: 2.3742, loss: 2.3742 2020-07-05 04:20:37,709 - mmaction - INFO - Epoch [104][400/627] lr: 7.500e-05, eta: 1:28:50, time: 1.120, data_time: 0.002, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7500, loss_cls: 2.0511, loss: 2.0511 2020-07-05 04:21:00,971 - mmaction - INFO - Epoch [104][420/627] lr: 7.500e-05, eta: 1:28:23, time: 1.163, data_time: 0.009, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7458, loss_cls: 2.2202, loss: 2.2202 2020-07-05 04:21:23,534 - mmaction - INFO - Epoch [104][440/627] lr: 7.500e-05, eta: 1:27:56, time: 1.131, data_time: 0.011, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.2023, loss: 2.2023 2020-07-05 04:21:46,287 - mmaction - INFO - Epoch [104][460/627] lr: 7.500e-05, eta: 1:27:29, time: 1.138, data_time: 0.007, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.3979, loss: 2.3979 2020-07-05 04:22:09,721 - mmaction - INFO - Epoch [104][480/627] lr: 7.500e-05, eta: 1:27:02, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7333, loss_cls: 2.1541, loss: 2.1541 2020-07-05 04:22:32,645 - mmaction - INFO - Epoch [104][500/627] lr: 7.500e-05, eta: 1:26:35, time: 1.149, data_time: 0.010, memory: 8473, top1_acc: 0.4292, top5_acc: 0.6958, loss_cls: 2.4483, loss: 2.4483 2020-07-05 04:22:55,150 - mmaction - INFO - Epoch [104][520/627] lr: 7.500e-05, eta: 1:26:08, time: 1.123, data_time: 0.010, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.0837, loss: 2.0837 2020-07-05 04:23:17,402 - mmaction - INFO - Epoch [104][540/627] lr: 7.500e-05, eta: 1:25:41, time: 1.113, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7333, loss_cls: 2.2749, loss: 2.2749 2020-07-05 04:23:39,245 - mmaction - INFO - Epoch [104][560/627] lr: 7.500e-05, eta: 1:25:14, time: 1.090, data_time: 0.013, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.3600, loss: 2.3600 2020-07-05 04:24:02,216 - mmaction - INFO - Epoch [104][580/627] lr: 7.500e-05, eta: 1:24:48, time: 1.150, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.2994, loss: 2.2994 2020-07-05 04:24:24,955 - mmaction - INFO - Epoch [104][600/627] lr: 7.500e-05, eta: 1:24:21, time: 1.138, data_time: 0.011, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6958, loss_cls: 2.4381, loss: 2.4381 2020-07-05 04:24:47,099 - mmaction - INFO - Epoch [104][620/627] lr: 7.500e-05, eta: 1:23:54, time: 1.110, data_time: 0.008, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7750, loss_cls: 2.0767, loss: 2.0767 2020-07-05 04:27:38,936 - mmaction - INFO - Epoch [105][20/627] lr: 7.500e-05, eta: 1:23:25, time: 8.210, data_time: 6.335, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7208, loss_cls: 2.1688, loss: 2.1688 2020-07-05 04:28:01,767 - mmaction - INFO - Epoch [105][40/627] lr: 7.500e-05, eta: 1:22:58, time: 1.144, data_time: 0.010, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7500, loss_cls: 2.0330, loss: 2.0330 2020-07-05 04:28:23,063 - mmaction - INFO - Epoch [105][60/627] lr: 7.500e-05, eta: 1:22:31, time: 1.063, data_time: 0.003, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7500, loss_cls: 2.1415, loss: 2.1415 2020-07-05 04:28:45,860 - mmaction - INFO - Epoch [105][80/627] lr: 7.500e-05, eta: 1:22:04, time: 1.140, data_time: 0.007, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7458, loss_cls: 2.1048, loss: 2.1048 2020-07-05 04:29:08,875 - mmaction - INFO - Epoch [105][100/627] lr: 7.500e-05, eta: 1:21:37, time: 1.143, data_time: 0.004, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7083, loss_cls: 2.2692, loss: 2.2692 2020-07-05 04:29:30,441 - mmaction - INFO - Epoch [105][120/627] lr: 7.500e-05, eta: 1:21:10, time: 1.089, data_time: 0.015, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6917, loss_cls: 2.1973, loss: 2.1973 2020-07-05 04:29:52,734 - mmaction - INFO - Epoch [105][140/627] lr: 7.500e-05, eta: 1:20:43, time: 1.109, data_time: 0.001, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7000, loss_cls: 2.2720, loss: 2.2720 2020-07-05 04:30:16,178 - mmaction - INFO - Epoch [105][160/627] lr: 7.500e-05, eta: 1:20:16, time: 1.173, data_time: 0.010, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.4109, loss: 2.4109 2020-07-05 04:30:39,487 - mmaction - INFO - Epoch [105][180/627] lr: 7.500e-05, eta: 1:19:49, time: 1.165, data_time: 0.007, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7292, loss_cls: 2.0980, loss: 2.0980 2020-07-05 04:31:01,295 - mmaction - INFO - Epoch [105][200/627] lr: 7.500e-05, eta: 1:19:22, time: 1.090, data_time: 0.009, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7417, loss_cls: 2.1789, loss: 2.1789 2020-07-05 04:31:24,123 - mmaction - INFO - Epoch [105][220/627] lr: 7.500e-05, eta: 1:18:55, time: 1.143, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7083, loss_cls: 2.3292, loss: 2.3292 2020-07-05 04:31:47,343 - mmaction - INFO - Epoch [105][240/627] lr: 7.500e-05, eta: 1:18:28, time: 1.160, data_time: 0.009, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7583, loss_cls: 2.1426, loss: 2.1426 2020-07-05 04:32:09,802 - mmaction - INFO - Epoch [105][260/627] lr: 7.500e-05, eta: 1:18:01, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1939, loss: 2.1939 2020-07-05 04:32:32,920 - mmaction - INFO - Epoch [105][280/627] lr: 7.500e-05, eta: 1:17:34, time: 1.157, data_time: 0.010, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7500, loss_cls: 2.0324, loss: 2.0324 2020-07-05 04:32:55,300 - mmaction - INFO - Epoch [105][300/627] lr: 7.500e-05, eta: 1:17:07, time: 1.120, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6875, loss_cls: 2.2217, loss: 2.2217 2020-07-05 04:33:17,406 - mmaction - INFO - Epoch [105][320/627] lr: 7.500e-05, eta: 1:16:40, time: 1.105, data_time: 0.005, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7083, loss_cls: 2.3559, loss: 2.3559 2020-07-05 04:33:39,556 - mmaction - INFO - Epoch [105][340/627] lr: 7.500e-05, eta: 1:16:13, time: 1.111, data_time: 0.004, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1325, loss: 2.1325 2020-07-05 04:34:02,340 - mmaction - INFO - Epoch [105][360/627] lr: 7.500e-05, eta: 1:15:46, time: 1.131, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7000, loss_cls: 2.3691, loss: 2.3691 2020-07-05 04:34:25,140 - mmaction - INFO - Epoch [105][380/627] lr: 7.500e-05, eta: 1:15:19, time: 1.139, data_time: 0.009, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.2110, loss: 2.2110 2020-07-05 04:34:47,717 - mmaction - INFO - Epoch [105][400/627] lr: 7.500e-05, eta: 1:14:53, time: 1.132, data_time: 0.012, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7125, loss_cls: 2.2005, loss: 2.2005 2020-07-05 04:35:11,298 - mmaction - INFO - Epoch [105][420/627] lr: 7.500e-05, eta: 1:14:26, time: 1.179, data_time: 0.007, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6958, loss_cls: 2.4991, loss: 2.4991 2020-07-05 04:35:33,114 - mmaction - INFO - Epoch [105][440/627] lr: 7.500e-05, eta: 1:13:59, time: 1.094, data_time: 0.007, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 2.0990, loss: 2.0990 2020-07-05 04:35:56,470 - mmaction - INFO - Epoch [105][460/627] lr: 7.500e-05, eta: 1:13:32, time: 1.164, data_time: 0.003, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7125, loss_cls: 2.2431, loss: 2.2431 2020-07-05 04:36:18,190 - mmaction - INFO - Epoch [105][480/627] lr: 7.500e-05, eta: 1:13:05, time: 1.088, data_time: 0.010, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7042, loss_cls: 2.3350, loss: 2.3350 2020-07-05 04:36:42,138 - mmaction - INFO - Epoch [105][500/627] lr: 7.500e-05, eta: 1:12:38, time: 1.196, data_time: 0.006, memory: 8473, top1_acc: 0.4083, top5_acc: 0.7042, loss_cls: 2.4252, loss: 2.4252 2020-07-05 04:37:03,332 - mmaction - INFO - Epoch [105][520/627] lr: 7.500e-05, eta: 1:12:11, time: 1.059, data_time: 0.009, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7583, loss_cls: 2.0641, loss: 2.0641 2020-07-05 04:37:26,388 - mmaction - INFO - Epoch [105][540/627] lr: 7.500e-05, eta: 1:11:44, time: 1.150, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7125, loss_cls: 2.1989, loss: 2.1989 2020-07-05 04:37:48,473 - mmaction - INFO - Epoch [105][560/627] lr: 7.500e-05, eta: 1:11:17, time: 1.110, data_time: 0.015, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7333, loss_cls: 2.2449, loss: 2.2449 2020-07-05 04:38:12,224 - mmaction - INFO - Epoch [105][580/627] lr: 7.500e-05, eta: 1:10:50, time: 1.145, data_time: 0.005, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.1933, loss: 2.1933 2020-07-05 04:38:33,272 - mmaction - INFO - Epoch [105][600/627] lr: 7.500e-05, eta: 1:10:23, time: 1.094, data_time: 0.048, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7583, loss_cls: 2.0238, loss: 2.0238 2020-07-05 04:38:56,850 - mmaction - INFO - Epoch [105][620/627] lr: 7.500e-05, eta: 1:09:56, time: 1.184, data_time: 0.009, memory: 8473, top1_acc: 0.4375, top5_acc: 0.6958, loss_cls: 2.4882, loss: 2.4882 2020-07-05 04:39:05,340 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-07-05 04:42:41,982 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-05 04:42:42,942 - mmaction - INFO - top1_acc 0.5391 top5_acc 0.7829 2020-07-05 04:42:42,942 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-05 04:42:43,016 - mmaction - INFO - mean_acc 0.5391 2020-07-05 04:42:43,023 - mmaction - INFO - Epoch [105][627/627] lr: 7.500e-05, top1_acc: 0.5391, top5_acc: 0.7829, mean_class_accuracy: 0.5391 2020-07-05 04:45:23,385 - mmaction - INFO - Epoch [106][20/627] lr: 7.500e-05, eta: 1:09:26, time: 8.012, data_time: 6.919, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7375, loss_cls: 2.1964, loss: 2.1964 2020-07-05 04:45:46,886 - mmaction - INFO - Epoch [106][40/627] lr: 7.500e-05, eta: 1:08:59, time: 1.176, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.1182, loss: 2.1182 2020-07-05 04:46:09,490 - mmaction - INFO - Epoch [106][60/627] lr: 7.500e-05, eta: 1:08:32, time: 1.129, data_time: 0.005, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7250, loss_cls: 2.2399, loss: 2.2399 2020-07-05 04:46:33,155 - mmaction - INFO - Epoch [106][80/627] lr: 7.500e-05, eta: 1:08:05, time: 1.184, data_time: 0.009, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7333, loss_cls: 2.1015, loss: 2.1015 2020-07-05 04:46:55,280 - mmaction - INFO - Epoch [106][100/627] lr: 7.500e-05, eta: 1:07:38, time: 1.106, data_time: 0.005, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7292, loss_cls: 2.1364, loss: 2.1364 2020-07-05 04:47:18,350 - mmaction - INFO - Epoch [106][120/627] lr: 7.500e-05, eta: 1:07:12, time: 1.155, data_time: 0.005, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7583, loss_cls: 2.1074, loss: 2.1074 2020-07-05 04:47:40,880 - mmaction - INFO - Epoch [106][140/627] lr: 7.500e-05, eta: 1:06:45, time: 1.129, data_time: 0.004, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7292, loss_cls: 2.3060, loss: 2.3060 2020-07-05 04:48:03,094 - mmaction - INFO - Epoch [106][160/627] lr: 7.500e-05, eta: 1:06:18, time: 1.102, data_time: 0.004, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.2982, loss: 2.2982 2020-07-05 04:48:25,774 - mmaction - INFO - Epoch [106][180/627] lr: 7.500e-05, eta: 1:05:51, time: 1.140, data_time: 0.011, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6792, loss_cls: 2.3439, loss: 2.3439 2020-07-05 04:48:48,001 - mmaction - INFO - Epoch [106][200/627] lr: 7.500e-05, eta: 1:05:24, time: 1.113, data_time: 0.008, memory: 8473, top1_acc: 0.4875, top5_acc: 0.6750, loss_cls: 2.3839, loss: 2.3839 2020-07-05 04:49:10,525 - mmaction - INFO - Epoch [106][220/627] lr: 7.500e-05, eta: 1:04:57, time: 1.119, data_time: 0.003, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.2840, loss: 2.2840 2020-07-05 04:49:33,420 - mmaction - INFO - Epoch [106][240/627] lr: 7.500e-05, eta: 1:04:30, time: 1.148, data_time: 0.013, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7542, loss_cls: 2.0268, loss: 2.0268 2020-07-05 04:49:56,158 - mmaction - INFO - Epoch [106][260/627] lr: 7.500e-05, eta: 1:04:03, time: 1.138, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7042, loss_cls: 2.1506, loss: 2.1506 2020-07-05 04:50:18,920 - mmaction - INFO - Epoch [106][280/627] lr: 7.500e-05, eta: 1:03:36, time: 1.136, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6958, loss_cls: 2.1710, loss: 2.1710 2020-07-05 04:50:41,517 - mmaction - INFO - Epoch [106][300/627] lr: 7.500e-05, eta: 1:03:09, time: 1.128, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.2913, loss: 2.2913 2020-07-05 04:51:03,577 - mmaction - INFO - Epoch [106][320/627] lr: 7.500e-05, eta: 1:02:42, time: 1.106, data_time: 0.009, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7167, loss_cls: 2.2461, loss: 2.2461 2020-07-05 04:51:27,342 - mmaction - INFO - Epoch [106][340/627] lr: 7.500e-05, eta: 1:02:15, time: 1.192, data_time: 0.009, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6792, loss_cls: 2.3337, loss: 2.3337 2020-07-05 04:51:49,431 - mmaction - INFO - Epoch [106][360/627] lr: 7.500e-05, eta: 1:01:49, time: 1.104, data_time: 0.002, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7833, loss_cls: 2.0584, loss: 2.0584 2020-07-05 04:52:12,015 - mmaction - INFO - Epoch [106][380/627] lr: 7.500e-05, eta: 1:01:22, time: 1.128, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1864, loss: 2.1864 2020-07-05 04:52:35,360 - mmaction - INFO - Epoch [106][400/627] lr: 7.500e-05, eta: 1:00:55, time: 1.166, data_time: 0.007, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7625, loss_cls: 2.0159, loss: 2.0159 2020-07-05 04:52:58,118 - mmaction - INFO - Epoch [106][420/627] lr: 7.500e-05, eta: 1:00:28, time: 1.140, data_time: 0.005, memory: 8473, top1_acc: 0.5667, top5_acc: 0.7792, loss_cls: 1.9018, loss: 1.9018 2020-07-05 04:53:21,022 - mmaction - INFO - Epoch [106][440/627] lr: 7.500e-05, eta: 1:00:01, time: 1.144, data_time: 0.007, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9586, loss: 1.9586 2020-07-05 04:53:42,994 - mmaction - INFO - Epoch [106][460/627] lr: 7.500e-05, eta: 0:59:34, time: 1.097, data_time: 0.008, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7333, loss_cls: 2.2100, loss: 2.2100 2020-07-05 04:54:06,209 - mmaction - INFO - Epoch [106][480/627] lr: 7.500e-05, eta: 0:59:07, time: 1.155, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7250, loss_cls: 2.2848, loss: 2.2848 2020-07-05 04:54:27,850 - mmaction - INFO - Epoch [106][500/627] lr: 7.500e-05, eta: 0:58:40, time: 1.081, data_time: 0.067, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7542, loss_cls: 2.1716, loss: 2.1716 2020-07-05 04:54:50,662 - mmaction - INFO - Epoch [106][520/627] lr: 7.500e-05, eta: 0:58:13, time: 1.147, data_time: 0.015, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.2064, loss: 2.2064 2020-07-05 04:55:12,704 - mmaction - INFO - Epoch [106][540/627] lr: 7.500e-05, eta: 0:57:46, time: 1.105, data_time: 0.006, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6833, loss_cls: 2.4451, loss: 2.4451 2020-07-05 04:55:35,041 - mmaction - INFO - Epoch [106][560/627] lr: 7.500e-05, eta: 0:57:20, time: 1.115, data_time: 0.003, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7792, loss_cls: 2.0437, loss: 2.0437 2020-07-05 04:55:57,811 - mmaction - INFO - Epoch [106][580/627] lr: 7.500e-05, eta: 0:56:53, time: 1.135, data_time: 0.043, memory: 8473, top1_acc: 0.4958, top5_acc: 0.6958, loss_cls: 2.2616, loss: 2.2616 2020-07-05 04:56:20,325 - mmaction - INFO - Epoch [106][600/627] lr: 7.500e-05, eta: 0:56:26, time: 1.132, data_time: 0.011, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7375, loss_cls: 2.2695, loss: 2.2695 2020-07-05 04:56:43,563 - mmaction - INFO - Epoch [106][620/627] lr: 7.500e-05, eta: 0:55:59, time: 1.156, data_time: 0.003, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.1095, loss: 2.1095 2020-07-05 04:59:21,531 - mmaction - INFO - Epoch [107][20/627] lr: 7.500e-05, eta: 0:55:27, time: 7.485, data_time: 6.459, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7208, loss_cls: 2.1762, loss: 2.1762 2020-07-05 04:59:44,674 - mmaction - INFO - Epoch [107][40/627] lr: 7.500e-05, eta: 0:55:00, time: 1.153, data_time: 0.071, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.3868, loss: 2.3868 2020-07-05 05:00:15,135 - mmaction - INFO - Epoch [107][60/627] lr: 7.500e-05, eta: 0:54:34, time: 1.520, data_time: 0.005, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7500, loss_cls: 2.1484, loss: 2.1484 2020-07-05 05:00:34,221 - mmaction - INFO - Epoch [107][80/627] lr: 7.500e-05, eta: 0:54:07, time: 0.956, data_time: 0.054, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7167, loss_cls: 2.1217, loss: 2.1217 2020-07-05 05:00:57,660 - mmaction - INFO - Epoch [107][100/627] lr: 7.500e-05, eta: 0:53:40, time: 1.176, data_time: 0.010, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1612, loss: 2.1612 2020-07-05 05:01:20,310 - mmaction - INFO - Epoch [107][120/627] lr: 7.500e-05, eta: 0:53:13, time: 1.127, data_time: 0.007, memory: 8473, top1_acc: 0.4667, top5_acc: 0.7208, loss_cls: 2.2792, loss: 2.2792 2020-07-05 05:01:43,661 - mmaction - INFO - Epoch [107][140/627] lr: 7.500e-05, eta: 0:52:46, time: 1.171, data_time: 0.012, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7750, loss_cls: 2.1150, loss: 2.1150 2020-07-05 05:02:06,096 - mmaction - INFO - Epoch [107][160/627] lr: 7.500e-05, eta: 0:52:19, time: 1.121, data_time: 0.006, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.2208, loss: 2.2208 2020-07-05 05:02:29,062 - mmaction - INFO - Epoch [107][180/627] lr: 7.500e-05, eta: 0:51:52, time: 1.148, data_time: 0.009, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7000, loss_cls: 2.3511, loss: 2.3511 2020-07-05 05:02:52,013 - mmaction - INFO - Epoch [107][200/627] lr: 7.500e-05, eta: 0:51:25, time: 1.149, data_time: 0.007, memory: 8473, top1_acc: 0.5458, top5_acc: 0.7625, loss_cls: 1.9763, loss: 1.9763 2020-07-05 05:03:15,209 - mmaction - INFO - Epoch [107][220/627] lr: 7.500e-05, eta: 0:50:59, time: 1.159, data_time: 0.005, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7542, loss_cls: 2.0664, loss: 2.0664 2020-07-05 05:03:38,219 - mmaction - INFO - Epoch [107][240/627] lr: 7.500e-05, eta: 0:50:32, time: 1.151, data_time: 0.009, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7708, loss_cls: 2.0673, loss: 2.0673 2020-07-05 05:04:00,365 - mmaction - INFO - Epoch [107][260/627] lr: 7.500e-05, eta: 0:50:05, time: 1.107, data_time: 0.006, memory: 8473, top1_acc: 0.4458, top5_acc: 0.6917, loss_cls: 2.4256, loss: 2.4256 2020-07-05 05:04:23,546 - mmaction - INFO - Epoch [107][280/627] lr: 7.500e-05, eta: 0:49:38, time: 1.160, data_time: 0.072, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7208, loss_cls: 2.2965, loss: 2.2965 2020-07-05 05:04:46,952 - mmaction - INFO - Epoch [107][300/627] lr: 7.500e-05, eta: 0:49:11, time: 1.171, data_time: 0.007, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7292, loss_cls: 2.1146, loss: 2.1146 2020-07-05 05:05:08,593 - mmaction - INFO - Epoch [107][320/627] lr: 7.500e-05, eta: 0:48:44, time: 1.081, data_time: 0.004, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7167, loss_cls: 2.1933, loss: 2.1933 2020-07-05 05:05:30,738 - mmaction - INFO - Epoch [107][340/627] lr: 7.500e-05, eta: 0:48:17, time: 1.112, data_time: 0.006, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7333, loss_cls: 2.0306, loss: 2.0306 2020-07-05 05:05:54,940 - mmaction - INFO - Epoch [107][360/627] lr: 7.500e-05, eta: 0:47:50, time: 1.202, data_time: 0.006, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6833, loss_cls: 2.2956, loss: 2.2956 2020-07-05 05:06:16,081 - mmaction - INFO - Epoch [107][380/627] lr: 7.500e-05, eta: 0:47:24, time: 1.061, data_time: 0.009, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7083, loss_cls: 2.3384, loss: 2.3384 2020-07-05 05:06:39,445 - mmaction - INFO - Epoch [107][400/627] lr: 7.500e-05, eta: 0:46:57, time: 1.172, data_time: 0.008, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7417, loss_cls: 2.0746, loss: 2.0746 2020-07-05 05:07:01,987 - mmaction - INFO - Epoch [107][420/627] lr: 7.500e-05, eta: 0:46:30, time: 1.124, data_time: 0.002, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7458, loss_cls: 2.1388, loss: 2.1388 2020-07-05 05:07:24,794 - mmaction - INFO - Epoch [107][440/627] lr: 7.500e-05, eta: 0:46:03, time: 1.141, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7083, loss_cls: 2.3181, loss: 2.3181 2020-07-05 05:07:47,860 - mmaction - INFO - Epoch [107][460/627] lr: 7.500e-05, eta: 0:45:36, time: 1.151, data_time: 0.003, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7583, loss_cls: 2.1205, loss: 2.1205 2020-07-05 05:08:09,139 - mmaction - INFO - Epoch [107][480/627] lr: 7.500e-05, eta: 0:45:09, time: 1.065, data_time: 0.006, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7292, loss_cls: 2.2592, loss: 2.2592 2020-07-05 05:08:33,223 - mmaction - INFO - Epoch [107][500/627] lr: 7.500e-05, eta: 0:44:42, time: 1.206, data_time: 0.007, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7083, loss_cls: 2.4210, loss: 2.4210 2020-07-05 05:08:56,173 - mmaction - INFO - Epoch [107][520/627] lr: 7.500e-05, eta: 0:44:16, time: 1.140, data_time: 0.004, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7250, loss_cls: 2.1975, loss: 2.1975 2020-07-05 05:09:18,280 - mmaction - INFO - Epoch [107][540/627] lr: 7.500e-05, eta: 0:43:49, time: 1.112, data_time: 0.013, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7208, loss_cls: 2.3895, loss: 2.3895 2020-07-05 05:09:41,105 - mmaction - INFO - Epoch [107][560/627] lr: 7.500e-05, eta: 0:43:22, time: 1.134, data_time: 0.003, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7750, loss_cls: 2.0685, loss: 2.0685 2020-07-05 05:10:03,132 - mmaction - INFO - Epoch [107][580/627] lr: 7.500e-05, eta: 0:42:55, time: 1.101, data_time: 0.013, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7375, loss_cls: 2.1262, loss: 2.1262 2020-07-05 05:10:25,100 - mmaction - INFO - Epoch [107][600/627] lr: 7.500e-05, eta: 0:42:28, time: 1.105, data_time: 0.011, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7167, loss_cls: 2.1833, loss: 2.1833 2020-07-05 05:10:47,894 - mmaction - INFO - Epoch [107][620/627] lr: 7.500e-05, eta: 0:42:01, time: 1.142, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7333, loss_cls: 2.2025, loss: 2.2025 2020-07-05 05:13:49,023 - mmaction - INFO - Epoch [108][20/627] lr: 7.500e-05, eta: 0:41:29, time: 8.267, data_time: 7.062, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7625, loss_cls: 2.0193, loss: 2.0193 2020-07-05 05:14:11,816 - mmaction - INFO - Epoch [108][40/627] lr: 7.500e-05, eta: 0:41:02, time: 1.139, data_time: 0.005, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7417, loss_cls: 2.0844, loss: 2.0844 2020-07-05 05:14:34,733 - mmaction - INFO - Epoch [108][60/627] lr: 7.500e-05, eta: 0:40:35, time: 1.143, data_time: 0.005, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7792, loss_cls: 2.0891, loss: 2.0891 2020-07-05 05:14:57,473 - mmaction - INFO - Epoch [108][80/627] lr: 7.500e-05, eta: 0:40:08, time: 1.137, data_time: 0.011, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7083, loss_cls: 2.2529, loss: 2.2529 2020-07-05 05:15:20,387 - mmaction - INFO - Epoch [108][100/627] lr: 7.500e-05, eta: 0:39:41, time: 1.148, data_time: 0.008, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7292, loss_cls: 2.1788, loss: 2.1788 2020-07-05 05:15:43,057 - mmaction - INFO - Epoch [108][120/627] lr: 7.500e-05, eta: 0:39:15, time: 1.138, data_time: 0.009, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7250, loss_cls: 2.1981, loss: 2.1981 2020-07-05 05:16:06,656 - mmaction - INFO - Epoch [108][140/627] lr: 7.500e-05, eta: 0:38:48, time: 1.176, data_time: 0.001, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7417, loss_cls: 2.0827, loss: 2.0827 2020-07-05 05:16:28,558 - mmaction - INFO - Epoch [108][160/627] lr: 7.500e-05, eta: 0:38:21, time: 1.097, data_time: 0.008, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7583, loss_cls: 2.0502, loss: 2.0502 2020-07-05 05:16:52,776 - mmaction - INFO - Epoch [108][180/627] lr: 7.500e-05, eta: 0:37:54, time: 1.213, data_time: 0.003, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7083, loss_cls: 2.3667, loss: 2.3667 2020-07-05 05:17:14,320 - mmaction - INFO - Epoch [108][200/627] lr: 7.500e-05, eta: 0:37:27, time: 1.071, data_time: 0.004, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.0876, loss: 2.0876 2020-07-05 05:17:37,611 - mmaction - INFO - Epoch [108][220/627] lr: 7.500e-05, eta: 0:37:00, time: 1.165, data_time: 0.007, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6792, loss_cls: 2.3511, loss: 2.3511 2020-07-05 05:18:00,818 - mmaction - INFO - Epoch [108][240/627] lr: 7.500e-05, eta: 0:36:34, time: 1.165, data_time: 0.009, memory: 8473, top1_acc: 0.4667, top5_acc: 0.6542, loss_cls: 2.3563, loss: 2.3563 2020-07-05 05:18:24,099 - mmaction - INFO - Epoch [108][260/627] lr: 7.500e-05, eta: 0:36:07, time: 1.160, data_time: 0.002, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.2046, loss: 2.2046 2020-07-05 05:18:46,102 - mmaction - INFO - Epoch [108][280/627] lr: 7.500e-05, eta: 0:35:40, time: 1.100, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.6750, loss_cls: 2.3168, loss: 2.3168 2020-07-05 05:19:08,510 - mmaction - INFO - Epoch [108][300/627] lr: 7.500e-05, eta: 0:35:13, time: 1.122, data_time: 0.012, memory: 8473, top1_acc: 0.5000, top5_acc: 0.6917, loss_cls: 2.2146, loss: 2.2146 2020-07-05 05:19:31,437 - mmaction - INFO - Epoch [108][320/627] lr: 7.500e-05, eta: 0:34:46, time: 1.146, data_time: 0.007, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7250, loss_cls: 2.1838, loss: 2.1838 2020-07-05 05:19:53,775 - mmaction - INFO - Epoch [108][340/627] lr: 7.500e-05, eta: 0:34:19, time: 1.113, data_time: 0.005, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7417, loss_cls: 2.0305, loss: 2.0305 2020-07-05 05:20:15,982 - mmaction - INFO - Epoch [108][360/627] lr: 7.500e-05, eta: 0:33:53, time: 1.112, data_time: 0.011, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7125, loss_cls: 2.1483, loss: 2.1483 2020-07-05 05:20:39,207 - mmaction - INFO - Epoch [108][380/627] lr: 7.500e-05, eta: 0:33:26, time: 1.163, data_time: 0.007, memory: 8473, top1_acc: 0.4417, top5_acc: 0.6833, loss_cls: 2.3616, loss: 2.3616 2020-07-05 05:21:02,432 - mmaction - INFO - Epoch [108][400/627] lr: 7.500e-05, eta: 0:32:59, time: 1.161, data_time: 0.004, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7458, loss_cls: 2.2489, loss: 2.2489 2020-07-05 05:21:25,036 - mmaction - INFO - Epoch [108][420/627] lr: 7.500e-05, eta: 0:32:32, time: 1.127, data_time: 0.008, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7417, loss_cls: 2.1336, loss: 2.1336 2020-07-05 05:21:47,800 - mmaction - INFO - Epoch [108][440/627] lr: 7.500e-05, eta: 0:32:05, time: 1.141, data_time: 0.008, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7042, loss_cls: 2.2573, loss: 2.2573 2020-07-05 05:22:10,087 - mmaction - INFO - Epoch [108][460/627] lr: 7.500e-05, eta: 0:31:39, time: 1.115, data_time: 0.006, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7375, loss_cls: 2.2943, loss: 2.2943 2020-07-05 05:22:32,593 - mmaction - INFO - Epoch [108][480/627] lr: 7.500e-05, eta: 0:31:12, time: 1.123, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.6958, loss_cls: 2.1976, loss: 2.1976 2020-07-05 05:22:55,282 - mmaction - INFO - Epoch [108][500/627] lr: 7.500e-05, eta: 0:30:45, time: 1.136, data_time: 0.007, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7750, loss_cls: 2.0633, loss: 2.0633 2020-07-05 05:23:18,133 - mmaction - INFO - Epoch [108][520/627] lr: 7.500e-05, eta: 0:30:18, time: 1.147, data_time: 0.007, memory: 8473, top1_acc: 0.4500, top5_acc: 0.7583, loss_cls: 2.1893, loss: 2.1893 2020-07-05 05:23:40,050 - mmaction - INFO - Epoch [108][540/627] lr: 7.500e-05, eta: 0:29:51, time: 1.089, data_time: 0.001, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 2.0797, loss: 2.0797 2020-07-05 05:24:02,892 - mmaction - INFO - Epoch [108][560/627] lr: 7.500e-05, eta: 0:29:24, time: 1.138, data_time: 0.010, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.0904, loss: 2.0904 2020-07-05 05:24:25,415 - mmaction - INFO - Epoch [108][580/627] lr: 7.500e-05, eta: 0:28:58, time: 1.131, data_time: 0.012, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7167, loss_cls: 2.3589, loss: 2.3589 2020-07-05 05:24:47,911 - mmaction - INFO - Epoch [108][600/627] lr: 7.500e-05, eta: 0:28:31, time: 1.126, data_time: 0.008, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.2279, loss: 2.2279 2020-07-05 05:25:11,236 - mmaction - INFO - Epoch [108][620/627] lr: 7.500e-05, eta: 0:28:04, time: 1.165, data_time: 0.005, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7500, loss_cls: 2.1338, loss: 2.1338 2020-07-05 05:27:51,536 - mmaction - INFO - Epoch [109][20/627] lr: 7.500e-05, eta: 0:27:30, time: 7.642, data_time: 5.073, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7792, loss_cls: 2.0614, loss: 2.0614 2020-07-05 05:28:14,252 - mmaction - INFO - Epoch [109][40/627] lr: 7.500e-05, eta: 0:27:03, time: 1.137, data_time: 0.007, memory: 8473, top1_acc: 0.4833, top5_acc: 0.7167, loss_cls: 2.1975, loss: 2.1975 2020-07-05 05:28:37,301 - mmaction - INFO - Epoch [109][60/627] lr: 7.500e-05, eta: 0:26:36, time: 1.154, data_time: 0.005, memory: 8473, top1_acc: 0.4583, top5_acc: 0.6917, loss_cls: 2.4934, loss: 2.4934 2020-07-05 05:28:59,931 - mmaction - INFO - Epoch [109][80/627] lr: 7.500e-05, eta: 0:26:10, time: 1.127, data_time: 0.007, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7167, loss_cls: 2.1581, loss: 2.1581 2020-07-05 05:29:23,167 - mmaction - INFO - Epoch [109][100/627] lr: 7.500e-05, eta: 0:25:43, time: 1.163, data_time: 0.007, memory: 8473, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.2741, loss: 2.2741 2020-07-05 05:29:45,611 - mmaction - INFO - Epoch [109][120/627] lr: 7.500e-05, eta: 0:25:16, time: 1.126, data_time: 0.008, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7292, loss_cls: 2.1675, loss: 2.1675 2020-07-05 05:30:07,790 - mmaction - INFO - Epoch [109][140/627] lr: 7.500e-05, eta: 0:24:49, time: 1.107, data_time: 0.002, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7292, loss_cls: 2.2436, loss: 2.2436 2020-07-05 05:30:31,576 - mmaction - INFO - Epoch [109][160/627] lr: 7.500e-05, eta: 0:24:22, time: 1.186, data_time: 0.003, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7250, loss_cls: 2.1815, loss: 2.1815 2020-07-05 05:30:52,850 - mmaction - INFO - Epoch [109][180/627] lr: 7.500e-05, eta: 0:23:56, time: 1.066, data_time: 0.010, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7000, loss_cls: 2.3587, loss: 2.3587 2020-07-05 05:31:16,995 - mmaction - INFO - Epoch [109][200/627] lr: 7.500e-05, eta: 0:23:29, time: 1.204, data_time: 0.005, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7542, loss_cls: 2.1553, loss: 2.1553 2020-07-05 05:31:39,371 - mmaction - INFO - Epoch [109][220/627] lr: 7.500e-05, eta: 0:23:02, time: 1.116, data_time: 0.009, memory: 8473, top1_acc: 0.4792, top5_acc: 0.7375, loss_cls: 2.1325, loss: 2.1325 2020-07-05 05:32:00,813 - mmaction - INFO - Epoch [109][240/627] lr: 7.500e-05, eta: 0:22:35, time: 1.080, data_time: 0.010, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7583, loss_cls: 2.1288, loss: 2.1288 2020-07-05 05:32:24,458 - mmaction - INFO - Epoch [109][260/627] lr: 7.500e-05, eta: 0:22:08, time: 1.178, data_time: 0.005, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7750, loss_cls: 2.0607, loss: 2.0607 2020-07-05 05:32:46,447 - mmaction - INFO - Epoch [109][280/627] lr: 7.500e-05, eta: 0:21:42, time: 1.101, data_time: 0.006, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7542, loss_cls: 2.0604, loss: 2.0604 2020-07-05 05:33:09,552 - mmaction - INFO - Epoch [109][300/627] lr: 7.500e-05, eta: 0:21:15, time: 1.154, data_time: 0.007, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7208, loss_cls: 2.3333, loss: 2.3333 2020-07-05 05:33:31,674 - mmaction - INFO - Epoch [109][320/627] lr: 7.500e-05, eta: 0:20:48, time: 1.110, data_time: 0.009, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7250, loss_cls: 2.3175, loss: 2.3175 2020-07-05 05:33:55,037 - mmaction - INFO - Epoch [109][340/627] lr: 7.500e-05, eta: 0:20:21, time: 1.162, data_time: 0.005, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7542, loss_cls: 2.0839, loss: 2.0839 2020-07-05 05:34:16,696 - mmaction - INFO - Epoch [109][360/627] lr: 7.500e-05, eta: 0:19:54, time: 1.085, data_time: 0.011, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7333, loss_cls: 2.1792, loss: 2.1792 2020-07-05 05:34:39,087 - mmaction - INFO - Epoch [109][380/627] lr: 7.500e-05, eta: 0:19:28, time: 1.121, data_time: 0.032, memory: 8473, top1_acc: 0.4792, top5_acc: 0.6792, loss_cls: 2.3178, loss: 2.3178 2020-07-05 05:35:04,614 - mmaction - INFO - Epoch [109][400/627] lr: 7.500e-05, eta: 0:19:01, time: 1.269, data_time: 0.023, memory: 8473, top1_acc: 0.5042, top5_acc: 0.7042, loss_cls: 2.3450, loss: 2.3450 2020-07-05 05:35:26,186 - mmaction - INFO - Epoch [109][420/627] lr: 7.500e-05, eta: 0:18:34, time: 1.085, data_time: 0.029, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7333, loss_cls: 2.2434, loss: 2.2434 2020-07-05 05:35:49,025 - mmaction - INFO - Epoch [109][440/627] lr: 7.500e-05, eta: 0:18:07, time: 1.141, data_time: 0.022, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7167, loss_cls: 2.2671, loss: 2.2671 2020-07-05 05:36:11,239 - mmaction - INFO - Epoch [109][460/627] lr: 7.500e-05, eta: 0:17:41, time: 1.113, data_time: 0.006, memory: 8473, top1_acc: 0.4917, top5_acc: 0.7375, loss_cls: 2.2240, loss: 2.2240 2020-07-05 05:36:33,385 - mmaction - INFO - Epoch [109][480/627] lr: 7.500e-05, eta: 0:17:14, time: 1.101, data_time: 0.007, memory: 8473, top1_acc: 0.5708, top5_acc: 0.7958, loss_cls: 1.8929, loss: 1.8929 2020-07-05 05:36:55,712 - mmaction - INFO - Epoch [109][500/627] lr: 7.500e-05, eta: 0:16:47, time: 1.120, data_time: 0.010, memory: 8473, top1_acc: 0.4167, top5_acc: 0.6875, loss_cls: 2.4608, loss: 2.4608 2020-07-05 05:37:19,703 - mmaction - INFO - Epoch [109][520/627] lr: 7.500e-05, eta: 0:16:20, time: 1.196, data_time: 0.006, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7292, loss_cls: 2.1107, loss: 2.1107 2020-07-05 05:37:42,753 - mmaction - INFO - Epoch [109][540/627] lr: 7.500e-05, eta: 0:15:53, time: 1.155, data_time: 0.012, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7333, loss_cls: 2.0421, loss: 2.0421 2020-07-05 05:38:06,642 - mmaction - INFO - Epoch [109][560/627] lr: 7.500e-05, eta: 0:15:27, time: 1.184, data_time: 0.007, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7292, loss_cls: 2.1025, loss: 2.1025 2020-07-05 05:38:28,194 - mmaction - INFO - Epoch [109][580/627] lr: 7.500e-05, eta: 0:15:00, time: 1.087, data_time: 0.040, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.2196, loss: 2.2196 2020-07-05 05:38:50,466 - mmaction - INFO - Epoch [109][600/627] lr: 7.500e-05, eta: 0:14:33, time: 1.117, data_time: 0.013, memory: 8473, top1_acc: 0.5667, top5_acc: 0.7667, loss_cls: 1.8674, loss: 1.8674 2020-07-05 05:39:13,412 - mmaction - INFO - Epoch [109][620/627] lr: 7.500e-05, eta: 0:14:06, time: 1.149, data_time: 0.004, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7333, loss_cls: 2.2679, loss: 2.2679 2020-07-05 05:42:01,998 - mmaction - INFO - Epoch [110][20/627] lr: 7.500e-05, eta: 0:13:31, time: 8.077, data_time: 7.225, memory: 8473, top1_acc: 0.5000, top5_acc: 0.7042, loss_cls: 2.4108, loss: 2.4108 2020-07-05 05:42:25,607 - mmaction - INFO - Epoch [110][40/627] lr: 7.500e-05, eta: 0:13:05, time: 1.183, data_time: 0.143, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7292, loss_cls: 2.1066, loss: 2.1066 2020-07-05 05:42:46,540 - mmaction - INFO - Epoch [110][60/627] lr: 7.500e-05, eta: 0:12:38, time: 1.045, data_time: 0.069, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7375, loss_cls: 1.9799, loss: 1.9799 2020-07-05 05:43:09,272 - mmaction - INFO - Epoch [110][80/627] lr: 7.500e-05, eta: 0:12:11, time: 1.135, data_time: 0.007, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6875, loss_cls: 2.3876, loss: 2.3876 2020-07-05 05:43:31,541 - mmaction - INFO - Epoch [110][100/627] lr: 7.500e-05, eta: 0:11:44, time: 1.097, data_time: 0.005, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7125, loss_cls: 2.2684, loss: 2.2684 2020-07-05 05:43:54,937 - mmaction - INFO - Epoch [110][120/627] lr: 7.500e-05, eta: 0:11:18, time: 1.186, data_time: 0.039, memory: 8473, top1_acc: 0.5375, top5_acc: 0.7542, loss_cls: 2.0210, loss: 2.0210 2020-07-05 05:44:17,087 - mmaction - INFO - Epoch [110][140/627] lr: 7.500e-05, eta: 0:10:51, time: 1.105, data_time: 0.009, memory: 8473, top1_acc: 0.4583, top5_acc: 0.7208, loss_cls: 2.2761, loss: 2.2761 2020-07-05 05:44:40,724 - mmaction - INFO - Epoch [110][160/627] lr: 7.500e-05, eta: 0:10:24, time: 1.180, data_time: 0.008, memory: 8473, top1_acc: 0.4875, top5_acc: 0.7125, loss_cls: 2.2626, loss: 2.2626 2020-07-05 05:45:03,276 - mmaction - INFO - Epoch [110][180/627] lr: 7.500e-05, eta: 0:09:57, time: 1.131, data_time: 0.012, memory: 8473, top1_acc: 0.5333, top5_acc: 0.7500, loss_cls: 2.0361, loss: 2.0361 2020-07-05 05:45:25,485 - mmaction - INFO - Epoch [110][200/627] lr: 7.500e-05, eta: 0:09:30, time: 1.112, data_time: 0.006, memory: 8473, top1_acc: 0.5625, top5_acc: 0.7458, loss_cls: 2.0639, loss: 2.0639 2020-07-05 05:45:48,943 - mmaction - INFO - Epoch [110][220/627] lr: 7.500e-05, eta: 0:09:04, time: 1.168, data_time: 0.008, memory: 8473, top1_acc: 0.4750, top5_acc: 0.6458, loss_cls: 2.4679, loss: 2.4679 2020-07-05 05:46:11,350 - mmaction - INFO - Epoch [110][240/627] lr: 7.500e-05, eta: 0:08:37, time: 1.127, data_time: 0.010, memory: 8473, top1_acc: 0.5250, top5_acc: 0.7208, loss_cls: 2.1509, loss: 2.1509 2020-07-05 05:46:34,690 - mmaction - INFO - Epoch [110][260/627] lr: 7.500e-05, eta: 0:08:10, time: 1.168, data_time: 0.005, memory: 8473, top1_acc: 0.5083, top5_acc: 0.7500, loss_cls: 2.1109, loss: 2.1109 2020-07-05 05:46:56,475 - mmaction - INFO - Epoch [110][280/627] lr: 7.500e-05, eta: 0:07:43, time: 1.087, data_time: 0.001, memory: 8473, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.3986, loss: 2.3986 2020-07-05 05:47:18,164 - mmaction - INFO - Epoch [110][300/627] lr: 7.500e-05, eta: 0:07:17, time: 1.080, data_time: 0.039, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7167, loss_cls: 2.1668, loss: 2.1668 2020-07-05 05:47:40,540 - mmaction - INFO - Epoch [110][320/627] lr: 7.500e-05, eta: 0:06:50, time: 1.121, data_time: 0.081, memory: 8473, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.2746, loss: 2.2746 2020-07-05 05:48:04,808 - mmaction - INFO - Epoch [110][340/627] lr: 7.500e-05, eta: 0:06:23, time: 1.213, data_time: 0.017, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7500, loss_cls: 2.1671, loss: 2.1671 2020-07-05 05:48:26,864 - mmaction - INFO - Epoch [110][360/627] lr: 7.500e-05, eta: 0:05:56, time: 1.103, data_time: 0.006, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7542, loss_cls: 2.0919, loss: 2.0919 2020-07-05 05:48:49,103 - mmaction - INFO - Epoch [110][380/627] lr: 7.500e-05, eta: 0:05:30, time: 1.109, data_time: 0.034, memory: 8473, top1_acc: 0.4625, top5_acc: 0.6958, loss_cls: 2.2958, loss: 2.2958 2020-07-05 05:49:13,445 - mmaction - INFO - Epoch [110][400/627] lr: 7.500e-05, eta: 0:05:03, time: 1.222, data_time: 0.009, memory: 8473, top1_acc: 0.5167, top5_acc: 0.7458, loss_cls: 2.1488, loss: 2.1488 2020-07-05 05:49:34,923 - mmaction - INFO - Epoch [110][420/627] lr: 7.500e-05, eta: 0:04:36, time: 1.072, data_time: 0.007, memory: 8473, top1_acc: 0.4833, top5_acc: 0.6917, loss_cls: 2.2206, loss: 2.2206 2020-07-05 05:49:57,577 - mmaction - INFO - Epoch [110][440/627] lr: 7.500e-05, eta: 0:04:09, time: 1.130, data_time: 0.019, memory: 8473, top1_acc: 0.4708, top5_acc: 0.7375, loss_cls: 2.2217, loss: 2.2217 2020-07-05 05:50:19,424 - mmaction - INFO - Epoch [110][460/627] lr: 7.500e-05, eta: 0:03:43, time: 1.099, data_time: 0.118, memory: 8473, top1_acc: 0.5125, top5_acc: 0.7375, loss_cls: 2.1167, loss: 2.1167 2020-07-05 05:50:42,095 - mmaction - INFO - Epoch [110][480/627] lr: 7.500e-05, eta: 0:03:16, time: 1.131, data_time: 0.102, memory: 8473, top1_acc: 0.5208, top5_acc: 0.7583, loss_cls: 2.0201, loss: 2.0201 2020-07-05 05:51:05,597 - mmaction - INFO - Epoch [110][500/627] lr: 7.500e-05, eta: 0:02:49, time: 1.170, data_time: 0.005, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7458, loss_cls: 2.0215, loss: 2.0215 2020-07-05 05:51:28,953 - mmaction - INFO - Epoch [110][520/627] lr: 7.500e-05, eta: 0:02:22, time: 1.170, data_time: 0.013, memory: 8473, top1_acc: 0.3958, top5_acc: 0.6583, loss_cls: 2.5845, loss: 2.5845 2020-07-05 05:51:51,671 - mmaction - INFO - Epoch [110][540/627] lr: 7.500e-05, eta: 0:01:56, time: 1.134, data_time: 0.067, memory: 8473, top1_acc: 0.5292, top5_acc: 0.7042, loss_cls: 2.2534, loss: 2.2534 2020-07-05 05:52:14,132 - mmaction - INFO - Epoch [110][560/627] lr: 7.500e-05, eta: 0:01:29, time: 1.128, data_time: 0.100, memory: 8473, top1_acc: 0.5417, top5_acc: 0.7375, loss_cls: 2.1171, loss: 2.1171 2020-07-05 05:52:36,039 - mmaction - INFO - Epoch [110][580/627] lr: 7.500e-05, eta: 0:01:02, time: 1.096, data_time: 0.022, memory: 8473, top1_acc: 0.4958, top5_acc: 0.7083, loss_cls: 2.1758, loss: 2.1758 2020-07-05 05:52:59,085 - mmaction - INFO - Epoch [110][600/627] lr: 7.500e-05, eta: 0:00:36, time: 1.151, data_time: 0.006, memory: 8473, top1_acc: 0.5542, top5_acc: 0.7583, loss_cls: 2.0932, loss: 2.0932 2020-07-05 05:53:22,178 - mmaction - INFO - Epoch [110][620/627] lr: 7.500e-05, eta: 0:00:09, time: 1.147, data_time: 0.010, memory: 8473, top1_acc: 0.4750, top5_acc: 0.7583, loss_cls: 2.1314, loss: 2.1314 2020-07-05 05:53:30,272 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-07-05 05:56:26,824 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-05 05:56:27,865 - mmaction - INFO - top1_acc 0.5424 top5_acc 0.7838 2020-07-05 05:56:27,865 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-05 05:56:27,934 - mmaction - INFO - mean_acc 0.5424 2020-07-05 05:56:27,942 - mmaction - INFO - Epoch [110][627/627] lr: 7.500e-05, top1_acc: 0.5424, top5_acc: 0.7838, mean_class_accuracy: 0.5424