2020-07-01 22:39:19,673 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [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: Tesla V100-SXM2-32GB GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-36) PyTorch: 1.4.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 7d2fd500bc78936d1d648ca713b901012f470dbc) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CUDA Runtime 9.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.1 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Wno-stringop-overflow, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.5.0 OpenCV: 4.2.0 MMCV: 0.5.9 MMAction: 1.0rc1+3ee4e26 ------------------------------------------------------------ 2020-07-01 22:39:19,674 - mmaction - INFO - Distributed training: True 2020-07-01 22:39:19,674 - mmaction - INFO - Config: /mnt/lustre/lixuanyi/mmaction-lite/configs/recognition/tsn/tsn_r50_video_1x1x8_100e_kinetics400_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'VideoDataset' data_root = 's3://lizz.ssd/datasets/kinetics400_256_fast/' data_root_val = 's3://lizz.ssd/datasets/kinetics400_256_fast/' ann_file_train = 'data/kinetics400/k400_train.txt' ann_file_val = 'data/kinetics400/k400_val.txt' ann_file_test = 'data/kinetics400/k400_val.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='DecordInit', io_backend='petrel'), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='DecordDecode'), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit', io_backend='petrel'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='DecordInit', io_backend='petrel'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=32, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb/' load_from = None resume_from = './work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb/latest.pth' workflow = [('train', 1)] 2020-07-01 22:39:29,221 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: fc.weight, fc.bias 2020-07-01 22:39:30,726 - mmaction - INFO - load checkpoint from ./work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb/latest.pth 2020-07-01 22:39:33,631 - mmaction - INFO - resumed epoch 42, iter 39480 2020-07-01 22:39:33,639 - mmaction - INFO - Start running, host: lixuanyi@SH-IDC1-10-198-4-109, work_dir: /mnt/lustre/lixuanyi/mmaction-lite/work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb 2020-07-01 22:39:33,640 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-07-01 22:41:44,599 - mmaction - INFO - Epoch [43][20/940] lr: 1.000e-03, eta: 4 days, 3:06:36, time: 6.547, data_time: 5.523, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0706, loss: 1.0706 2020-07-01 22:42:02,353 - mmaction - INFO - Epoch [43][40/940] lr: 1.000e-03, eta: 2 days, 8:14:47, time: 0.887, data_time: 0.005, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9156, loss_cls: 1.0648, loss: 1.0648 2020-07-01 22:42:20,838 - mmaction - INFO - Epoch [43][60/940] lr: 1.000e-03, eta: 1 day, 18:09:11, time: 0.926, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1426, loss: 1.1426 2020-07-01 22:42:39,694 - mmaction - INFO - Epoch [43][80/940] lr: 1.000e-03, eta: 1 day, 11:10:05, time: 0.943, data_time: 0.014, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1036, loss: 1.1036 2020-07-01 22:42:58,535 - mmaction - INFO - Epoch [43][100/940] lr: 1.000e-03, eta: 1 day, 6:58:02, time: 0.940, data_time: 0.024, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0649, loss: 1.0649 2020-07-01 22:43:17,725 - mmaction - INFO - Epoch [43][120/940] lr: 1.000e-03, eta: 1 day, 4:12:59, time: 0.961, data_time: 0.007, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.1237, loss: 1.1237 2020-07-01 22:43:36,340 - mmaction - INFO - Epoch [43][140/940] lr: 1.000e-03, eta: 1 day, 2:11:07, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9000, loss_cls: 1.0405, loss: 1.0405 2020-07-01 22:43:54,757 - mmaction - INFO - Epoch [43][160/940] lr: 1.000e-03, eta: 1 day, 0:38:16, time: 0.919, data_time: 0.019, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1236, loss: 1.1236 2020-07-01 22:44:13,324 - mmaction - INFO - Epoch [43][180/940] lr: 1.000e-03, eta: 23:27:10, time: 0.931, data_time: 0.070, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8891, loss_cls: 1.1122, loss: 1.1122 2020-07-01 22:44:32,208 - mmaction - INFO - Epoch [43][200/940] lr: 1.000e-03, eta: 22:31:28, time: 0.944, data_time: 0.177, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.1006, loss: 1.1006 2020-07-01 22:44:50,973 - mmaction - INFO - Epoch [43][220/940] lr: 1.000e-03, eta: 21:45:21, time: 0.938, data_time: 0.174, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1349, loss: 1.1349 2020-07-01 22:45:09,904 - mmaction - INFO - Epoch [43][240/940] lr: 1.000e-03, eta: 21:07:29, time: 0.946, data_time: 0.164, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8844, loss_cls: 1.0905, loss: 1.0905 2020-07-01 22:45:28,076 - mmaction - INFO - Epoch [43][260/940] lr: 1.000e-03, eta: 20:32:39, time: 0.907, data_time: 0.130, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 1.0755, loss: 1.0755 2020-07-01 22:45:46,959 - mmaction - INFO - Epoch [43][280/940] lr: 1.000e-03, eta: 20:05:15, time: 0.946, data_time: 0.161, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8750, loss_cls: 1.1476, loss: 1.1476 2020-07-01 22:46:05,929 - mmaction - INFO - Epoch [43][300/940] lr: 1.000e-03, eta: 19:41:35, time: 0.948, data_time: 0.044, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0775, loss: 1.0775 2020-07-01 22:46:24,813 - mmaction - INFO - Epoch [43][320/940] lr: 1.000e-03, eta: 19:20:38, time: 0.944, data_time: 0.027, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2632, loss: 1.2632 2020-07-01 22:46:43,859 - mmaction - INFO - Epoch [43][340/940] lr: 1.000e-03, eta: 19:02:28, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8922, loss_cls: 1.0686, loss: 1.0686 2020-07-01 22:47:02,834 - mmaction - INFO - Epoch [43][360/940] lr: 1.000e-03, eta: 18:46:16, time: 0.950, data_time: 0.003, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1050, loss: 1.1050 2020-07-01 22:47:21,228 - mmaction - INFO - Epoch [43][380/940] lr: 1.000e-03, eta: 18:30:17, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8828, loss_cls: 1.1030, loss: 1.1030 2020-07-01 22:47:40,650 - mmaction - INFO - Epoch [43][400/940] lr: 1.000e-03, eta: 18:18:10, time: 0.971, data_time: 0.000, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9590, loss: 0.9590 2020-07-01 22:47:59,636 - mmaction - INFO - Epoch [43][420/940] lr: 1.000e-03, eta: 18:06:15, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.0996, loss: 1.0996 2020-07-01 22:48:17,889 - mmaction - INFO - Epoch [43][440/940] lr: 1.000e-03, eta: 17:53:49, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.1736, loss: 1.1736 2020-07-01 22:48:36,533 - mmaction - INFO - Epoch [43][460/940] lr: 1.000e-03, eta: 17:43:20, time: 0.934, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8984, loss_cls: 1.2049, loss: 1.2049 2020-07-01 22:48:55,243 - mmaction - INFO - Epoch [43][480/940] lr: 1.000e-03, eta: 17:33:45, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1554, loss: 1.1554 2020-07-01 22:49:13,377 - mmaction - INFO - Epoch [43][500/940] lr: 1.000e-03, eta: 17:23:49, time: 0.905, data_time: 0.011, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8938, loss_cls: 1.1403, loss: 1.1403 2020-07-01 22:49:33,292 - mmaction - INFO - Epoch [43][520/940] lr: 1.000e-03, eta: 17:17:49, time: 0.997, data_time: 0.055, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8641, loss_cls: 1.2905, loss: 1.2905 2020-07-01 22:49:51,751 - mmaction - INFO - Epoch [43][540/940] lr: 1.000e-03, eta: 17:09:43, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0339, loss: 1.0339 2020-07-01 22:50:10,552 - mmaction - INFO - Epoch [43][560/940] lr: 1.000e-03, eta: 17:02:49, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1147, loss: 1.1147 2020-07-01 22:50:29,417 - mmaction - INFO - Epoch [43][580/940] lr: 1.000e-03, eta: 16:56:22, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8562, loss_cls: 1.2181, loss: 1.2181 2020-07-01 22:50:48,001 - mmaction - INFO - Epoch [43][600/940] lr: 1.000e-03, eta: 16:49:59, time: 0.930, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8891, loss_cls: 1.1231, loss: 1.1231 2020-07-01 22:51:06,620 - mmaction - INFO - Epoch [43][620/940] lr: 1.000e-03, eta: 16:44:03, time: 0.932, data_time: 0.004, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8859, loss_cls: 1.1480, loss: 1.1480 2020-07-01 22:51:25,971 - mmaction - INFO - Epoch [43][640/940] lr: 1.000e-03, eta: 16:39:27, time: 0.967, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.0855, loss: 1.0855 2020-07-01 22:51:44,368 - mmaction - INFO - Epoch [43][660/940] lr: 1.000e-03, eta: 16:33:50, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 1.0692, loss: 1.0692 2020-07-01 22:52:03,264 - mmaction - INFO - Epoch [43][680/940] lr: 1.000e-03, eta: 16:29:10, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8984, loss_cls: 1.1091, loss: 1.1091 2020-07-01 22:52:21,567 - mmaction - INFO - Epoch [43][700/940] lr: 1.000e-03, eta: 16:24:01, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0695, loss: 1.0695 2020-07-01 22:52:40,495 - mmaction - INFO - Epoch [43][720/940] lr: 1.000e-03, eta: 16:19:51, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8719, loss_cls: 1.1316, loss: 1.1316 2020-07-01 22:52:59,504 - mmaction - INFO - Epoch [43][740/940] lr: 1.000e-03, eta: 16:16:03, time: 0.951, data_time: 0.002, memory: 21558, top1_acc: 0.7172, top5_acc: 0.9078, loss_cls: 1.0663, loss: 1.0663 2020-07-01 22:53:17,656 - mmaction - INFO - Epoch [43][760/940] lr: 1.000e-03, eta: 16:11:24, time: 0.907, data_time: 0.005, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.1758, loss: 1.1758 2020-07-01 22:53:36,410 - mmaction - INFO - Epoch [43][780/940] lr: 1.000e-03, eta: 16:07:40, time: 0.938, data_time: 0.003, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8828, loss_cls: 1.1882, loss: 1.1882 2020-07-01 22:53:53,575 - mmaction - INFO - Epoch [43][800/940] lr: 1.000e-03, eta: 16:02:23, time: 0.860, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8797, loss_cls: 1.2245, loss: 1.2245 2020-07-01 22:54:12,817 - mmaction - INFO - Epoch [43][820/940] lr: 1.000e-03, eta: 15:59:34, time: 0.962, data_time: 0.000, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9000, loss_cls: 1.0756, loss: 1.0756 2020-07-01 22:54:31,365 - mmaction - INFO - Epoch [43][840/940] lr: 1.000e-03, eta: 15:56:07, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9094, loss_cls: 1.0286, loss: 1.0286 2020-07-01 22:54:49,494 - mmaction - INFO - Epoch [43][860/940] lr: 1.000e-03, eta: 15:52:24, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1640, loss: 1.1640 2020-07-01 22:55:08,282 - mmaction - INFO - Epoch [43][880/940] lr: 1.000e-03, eta: 15:49:27, time: 0.938, data_time: 0.000, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1627, loss: 1.1627 2020-07-01 22:55:26,848 - mmaction - INFO - Epoch [43][900/940] lr: 1.000e-03, eta: 15:46:26, time: 0.928, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.1077, loss: 1.1077 2020-07-01 22:55:45,401 - mmaction - INFO - Epoch [43][920/940] lr: 1.000e-03, eta: 15:43:34, time: 0.930, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8781, loss_cls: 1.1639, loss: 1.1639 2020-07-01 22:56:02,697 - mmaction - INFO - Epoch [43][940/940] lr: 1.000e-03, eta: 15:39:35, time: 0.865, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9024, loss_cls: 1.0695, loss: 1.0695 2020-07-01 22:56:08,475 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-07-01 22:58:19,824 - mmaction - INFO - Epoch [44][20/940] lr: 1.000e-03, eta: 17:21:21, time: 6.543, data_time: 5.506, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8875, loss_cls: 1.1318, loss: 1.1318 2020-07-01 22:58:38,144 - mmaction - INFO - Epoch [44][40/940] lr: 1.000e-03, eta: 17:16:26, time: 0.918, data_time: 0.005, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1035, loss: 1.1035 2020-07-01 22:58:57,061 - mmaction - INFO - Epoch [44][60/940] lr: 1.000e-03, eta: 17:12:12, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0153, loss: 1.0153 2020-07-01 22:59:15,504 - mmaction - INFO - Epoch [44][80/940] lr: 1.000e-03, eta: 17:07:42, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.1266, loss: 1.1266 2020-07-01 22:59:34,350 - mmaction - INFO - Epoch [44][100/940] lr: 1.000e-03, eta: 17:03:43, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.9655, loss: 0.9655 2020-07-01 22:59:52,868 - mmaction - INFO - Epoch [44][120/940] lr: 1.000e-03, eta: 16:59:35, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8859, loss_cls: 1.1140, loss: 1.1140 2020-07-01 23:00:13,407 - mmaction - INFO - Epoch [44][140/940] lr: 1.000e-03, eta: 16:57:15, time: 1.026, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.1313, loss: 1.1313 2020-07-01 23:00:30,026 - mmaction - INFO - Epoch [44][160/940] lr: 1.000e-03, eta: 16:51:51, time: 0.832, data_time: 0.004, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8984, loss_cls: 1.0403, loss: 1.0403 2020-07-01 23:00:48,926 - mmaction - INFO - Epoch [44][180/940] lr: 1.000e-03, eta: 16:48:26, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.1119, loss: 1.1119 2020-07-01 23:01:07,819 - mmaction - INFO - Epoch [44][200/940] lr: 1.000e-03, eta: 16:45:07, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1119, loss: 1.1119 2020-07-01 23:01:26,374 - mmaction - INFO - Epoch [44][220/940] lr: 1.000e-03, eta: 16:41:37, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 0.9760, loss: 0.9760 2020-07-01 23:01:45,242 - mmaction - INFO - Epoch [44][240/940] lr: 1.000e-03, eta: 16:38:30, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.1006, loss: 1.1006 2020-07-01 23:02:04,054 - mmaction - INFO - Epoch [44][260/940] lr: 1.000e-03, eta: 16:35:26, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.1165, loss: 1.1165 2020-07-01 23:02:22,867 - mmaction - INFO - Epoch [44][280/940] lr: 1.000e-03, eta: 16:32:26, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8953, loss_cls: 1.0778, loss: 1.0778 2020-07-01 23:02:41,750 - mmaction - INFO - Epoch [44][300/940] lr: 1.000e-03, eta: 16:29:35, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0575, loss: 1.0575 2020-07-01 23:02:59,868 - mmaction - INFO - Epoch [44][320/940] lr: 1.000e-03, eta: 16:26:17, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9000, loss_cls: 1.0900, loss: 1.0900 2020-07-01 23:03:18,704 - mmaction - INFO - Epoch [44][340/940] lr: 1.000e-03, eta: 16:23:34, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.0656, loss: 1.0656 2020-07-01 23:03:37,896 - mmaction - INFO - Epoch [44][360/940] lr: 1.000e-03, eta: 16:21:09, time: 0.960, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 1.0340, loss: 1.0340 2020-07-01 23:03:56,114 - mmaction - INFO - Epoch [44][380/940] lr: 1.000e-03, eta: 16:18:10, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0871, loss: 1.0871 2020-07-01 23:04:15,022 - mmaction - INFO - Epoch [44][400/940] lr: 1.000e-03, eta: 16:15:42, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0746, loss: 1.0746 2020-07-01 23:04:33,733 - mmaction - INFO - Epoch [44][420/940] lr: 1.000e-03, eta: 16:13:11, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8844, loss_cls: 1.1092, loss: 1.1092 2020-07-01 23:04:52,361 - mmaction - INFO - Epoch [44][440/940] lr: 1.000e-03, eta: 16:10:40, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8891, loss_cls: 1.1080, loss: 1.1080 2020-07-01 23:05:12,252 - mmaction - INFO - Epoch [44][460/940] lr: 1.000e-03, eta: 16:09:01, time: 0.994, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.1651, loss: 1.1651 2020-07-01 23:05:30,235 - mmaction - INFO - Epoch [44][480/940] lr: 1.000e-03, eta: 16:06:14, time: 0.900, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8672, loss_cls: 1.2207, loss: 1.2207 2020-07-01 23:05:48,967 - mmaction - INFO - Epoch [44][500/940] lr: 1.000e-03, eta: 16:03:56, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1724, loss: 1.1724 2020-07-01 23:06:07,810 - mmaction - INFO - Epoch [44][520/940] lr: 1.000e-03, eta: 16:01:47, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 1.0094, loss: 1.0094 2020-07-01 23:06:26,580 - mmaction - INFO - Epoch [44][540/940] lr: 1.000e-03, eta: 15:59:40, time: 0.940, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0818, loss: 1.0818 2020-07-01 23:06:45,417 - mmaction - INFO - Epoch [44][560/940] lr: 1.000e-03, eta: 15:57:37, time: 0.942, data_time: 0.000, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.1579, loss: 1.1579 2020-07-01 23:07:03,949 - mmaction - INFO - Epoch [44][580/940] lr: 1.000e-03, eta: 15:55:25, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8906, loss_cls: 1.1348, loss: 1.1348 2020-07-01 23:07:22,531 - mmaction - INFO - Epoch [44][600/940] lr: 1.000e-03, eta: 15:53:19, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 1.0586, loss: 1.0586 2020-07-01 23:07:41,354 - mmaction - INFO - Epoch [44][620/940] lr: 1.000e-03, eta: 15:51:23, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.0856, loss: 1.0856 2020-07-01 23:07:59,979 - mmaction - INFO - Epoch [44][640/940] lr: 1.000e-03, eta: 15:49:23, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9797, loss: 0.9797 2020-07-01 23:08:17,949 - mmaction - INFO - Epoch [44][660/940] lr: 1.000e-03, eta: 15:47:04, time: 0.899, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.1299, loss: 1.1299 2020-07-01 23:08:36,476 - mmaction - INFO - Epoch [44][680/940] lr: 1.000e-03, eta: 15:45:05, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8984, loss_cls: 1.1573, loss: 1.1573 2020-07-01 23:08:55,688 - mmaction - INFO - Epoch [44][700/940] lr: 1.000e-03, eta: 15:43:33, time: 0.963, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 1.0735, loss: 1.0735 2020-07-01 23:09:13,822 - mmaction - INFO - Epoch [44][720/940] lr: 1.000e-03, eta: 15:41:27, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.0900, loss: 1.0900 2020-07-01 23:09:33,076 - mmaction - INFO - Epoch [44][740/940] lr: 1.000e-03, eta: 15:40:00, time: 0.963, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 1.0837, loss: 1.0837 2020-07-01 23:09:51,218 - mmaction - INFO - Epoch [44][760/940] lr: 1.000e-03, eta: 15:37:58, time: 0.907, data_time: 0.000, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0735, loss: 1.0735 2020-07-01 23:10:10,214 - mmaction - INFO - Epoch [44][780/940] lr: 1.000e-03, eta: 15:36:26, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 1.0104, loss: 1.0104 2020-07-01 23:10:29,240 - mmaction - INFO - Epoch [44][800/940] lr: 1.000e-03, eta: 15:34:56, time: 0.950, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8922, loss_cls: 1.1027, loss: 1.1027 2020-07-01 23:10:47,365 - mmaction - INFO - Epoch [44][820/940] lr: 1.000e-03, eta: 15:33:01, time: 0.908, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8875, loss_cls: 1.1433, loss: 1.1433 2020-07-01 23:11:06,151 - mmaction - INFO - Epoch [44][840/940] lr: 1.000e-03, eta: 15:31:27, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.9047, loss_cls: 1.0597, loss: 1.0597 2020-07-01 23:11:24,783 - mmaction - INFO - Epoch [44][860/940] lr: 1.000e-03, eta: 15:29:51, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.2073, loss: 1.2073 2020-07-01 23:11:43,424 - mmaction - INFO - Epoch [44][880/940] lr: 1.000e-03, eta: 15:28:17, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.9031, loss_cls: 1.1635, loss: 1.1635 2020-07-01 23:12:02,124 - mmaction - INFO - Epoch [44][900/940] lr: 1.000e-03, eta: 15:26:46, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1610, loss: 1.1610 2020-07-01 23:12:21,224 - mmaction - INFO - Epoch [44][920/940] lr: 1.000e-03, eta: 15:25:28, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0881, loss: 1.0881 2020-07-01 23:12:38,319 - mmaction - INFO - Epoch [44][940/940] lr: 1.000e-03, eta: 15:23:15, time: 0.855, data_time: 0.002, memory: 21558, top1_acc: 0.7366, top5_acc: 0.9008, loss_cls: 1.0177, loss: 1.0177 2020-07-01 23:12:46,853 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-07-01 23:15:53,945 - mmaction - INFO - Epoch [45][20/940] lr: 1.000e-03, eta: 16:38:54, time: 9.285, data_time: 8.379, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8891, loss_cls: 1.0577, loss: 1.0577 2020-07-01 23:16:13,031 - mmaction - INFO - Epoch [45][40/940] lr: 1.000e-03, eta: 16:36:51, time: 0.955, data_time: 0.005, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.1474, loss: 1.1474 2020-07-01 23:16:31,561 - mmaction - INFO - Epoch [45][60/940] lr: 1.000e-03, eta: 16:34:34, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9172, loss_cls: 1.0405, loss: 1.0405 2020-07-01 23:16:50,805 - mmaction - INFO - Epoch [45][80/940] lr: 1.000e-03, eta: 16:32:38, time: 0.962, data_time: 0.003, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8953, loss_cls: 1.1267, loss: 1.1267 2020-07-01 23:17:09,116 - mmaction - INFO - Epoch [45][100/940] lr: 1.000e-03, eta: 16:30:20, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8641, loss_cls: 1.1921, loss: 1.1921 2020-07-01 23:17:27,931 - mmaction - INFO - Epoch [45][120/940] lr: 1.000e-03, eta: 16:28:17, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1628, loss: 1.1628 2020-07-01 23:17:46,968 - mmaction - INFO - Epoch [45][140/940] lr: 1.000e-03, eta: 16:26:23, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0218, loss: 1.0218 2020-07-01 23:18:05,276 - mmaction - INFO - Epoch [45][160/940] lr: 1.000e-03, eta: 16:24:12, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8828, loss_cls: 1.1558, loss: 1.1558 2020-07-01 23:18:23,542 - mmaction - INFO - Epoch [45][180/940] lr: 1.000e-03, eta: 16:22:01, time: 0.913, data_time: 0.000, memory: 21558, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0704, loss: 1.0704 2020-07-01 23:18:42,145 - mmaction - INFO - Epoch [45][200/940] lr: 1.000e-03, eta: 16:20:02, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2058, loss: 1.2058 2020-07-01 23:19:00,833 - mmaction - INFO - Epoch [45][220/940] lr: 1.000e-03, eta: 16:18:06, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0870, loss: 1.0870 2020-07-01 23:19:19,508 - mmaction - INFO - Epoch [45][240/940] lr: 1.000e-03, eta: 16:16:11, time: 0.934, data_time: 0.004, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.9941, loss: 0.9941 2020-07-01 23:19:38,373 - mmaction - INFO - Epoch [45][260/940] lr: 1.000e-03, eta: 16:14:23, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 1.0179, loss: 1.0179 2020-07-01 23:19:56,991 - mmaction - INFO - Epoch [45][280/940] lr: 1.000e-03, eta: 16:12:31, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.0586, loss: 1.0586 2020-07-01 23:20:16,018 - mmaction - INFO - Epoch [45][300/940] lr: 1.000e-03, eta: 16:10:51, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 1.0958, loss: 1.0958 2020-07-01 23:20:35,480 - mmaction - INFO - Epoch [45][320/940] lr: 1.000e-03, eta: 16:09:22, time: 0.973, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1939, loss: 1.1939 2020-07-01 23:20:54,040 - mmaction - INFO - Epoch [45][340/940] lr: 1.000e-03, eta: 16:07:33, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1713, loss: 1.1713 2020-07-01 23:21:13,121 - mmaction - INFO - Epoch [45][360/940] lr: 1.000e-03, eta: 16:05:58, time: 0.955, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.9024, loss: 0.9024 2020-07-01 23:21:32,043 - mmaction - INFO - Epoch [45][380/940] lr: 1.000e-03, eta: 16:04:21, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8969, loss_cls: 1.1548, loss: 1.1548 2020-07-01 23:21:51,044 - mmaction - INFO - Epoch [45][400/940] lr: 1.000e-03, eta: 16:02:46, time: 0.949, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9047, loss_cls: 1.0926, loss: 1.0926 2020-07-01 23:22:09,903 - mmaction - INFO - Epoch [45][420/940] lr: 1.000e-03, eta: 16:01:11, time: 0.945, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1446, loss: 1.1446 2020-07-01 23:22:28,973 - mmaction - INFO - Epoch [45][440/940] lr: 1.000e-03, eta: 15:59:41, time: 0.954, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0272, loss: 1.0272 2020-07-01 23:22:48,047 - mmaction - INFO - Epoch [45][460/940] lr: 1.000e-03, eta: 15:58:11, time: 0.951, data_time: 0.000, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0319, loss: 1.0319 2020-07-01 23:23:07,181 - mmaction - INFO - Epoch [45][480/940] lr: 1.000e-03, eta: 15:56:46, time: 0.959, data_time: 0.003, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1790, loss: 1.1790 2020-07-01 23:23:25,463 - mmaction - INFO - Epoch [45][500/940] lr: 1.000e-03, eta: 15:55:02, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0740, loss: 1.0740 2020-07-01 23:23:44,283 - mmaction - INFO - Epoch [45][520/940] lr: 1.000e-03, eta: 15:53:32, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1640, loss: 1.1640 2020-07-01 23:24:02,794 - mmaction - INFO - Epoch [45][540/940] lr: 1.000e-03, eta: 15:51:55, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8969, loss_cls: 1.0878, loss: 1.0878 2020-07-01 23:24:22,223 - mmaction - INFO - Epoch [45][560/940] lr: 1.000e-03, eta: 15:50:40, time: 0.971, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0394, loss: 1.0394 2020-07-01 23:24:40,349 - mmaction - INFO - Epoch [45][580/940] lr: 1.000e-03, eta: 15:48:58, time: 0.908, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8891, loss_cls: 1.1331, loss: 1.1331 2020-07-01 23:24:58,724 - mmaction - INFO - Epoch [45][600/940] lr: 1.000e-03, eta: 15:47:23, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.2001, loss: 1.2001 2020-07-01 23:25:17,446 - mmaction - INFO - Epoch [45][620/940] lr: 1.000e-03, eta: 15:45:56, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.1305, loss: 1.1305 2020-07-01 23:25:36,432 - mmaction - INFO - Epoch [45][640/940] lr: 1.000e-03, eta: 15:44:36, time: 0.951, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9000, loss_cls: 1.0372, loss: 1.0372 2020-07-01 23:25:55,136 - mmaction - INFO - Epoch [45][660/940] lr: 1.000e-03, eta: 15:43:11, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.8969, loss_cls: 1.0115, loss: 1.0115 2020-07-01 23:26:13,719 - mmaction - INFO - Epoch [45][680/940] lr: 1.000e-03, eta: 15:41:43, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8766, loss_cls: 1.1428, loss: 1.1428 2020-07-01 23:26:32,400 - mmaction - INFO - Epoch [45][700/940] lr: 1.000e-03, eta: 15:40:21, time: 0.937, data_time: 0.004, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9109, loss_cls: 1.0081, loss: 1.0081 2020-07-01 23:26:51,387 - mmaction - INFO - Epoch [45][720/940] lr: 1.000e-03, eta: 15:39:04, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8797, loss_cls: 1.1250, loss: 1.1250 2020-07-01 23:27:10,202 - mmaction - INFO - Epoch [45][740/940] lr: 1.000e-03, eta: 15:37:45, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.9031, loss_cls: 1.1008, loss: 1.1008 2020-07-01 23:27:28,445 - mmaction - INFO - Epoch [45][760/940] lr: 1.000e-03, eta: 15:36:16, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9000, loss_cls: 1.0826, loss: 1.0826 2020-07-01 23:27:47,434 - mmaction - INFO - Epoch [45][780/940] lr: 1.000e-03, eta: 15:35:02, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8844, loss_cls: 1.0842, loss: 1.0842 2020-07-01 23:28:06,500 - mmaction - INFO - Epoch [45][800/940] lr: 1.000e-03, eta: 15:33:51, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8922, loss_cls: 1.0831, loss: 1.0831 2020-07-01 23:28:25,091 - mmaction - INFO - Epoch [45][820/940] lr: 1.000e-03, eta: 15:32:31, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0088, loss: 1.0088 2020-07-01 23:28:43,217 - mmaction - INFO - Epoch [45][840/940] lr: 1.000e-03, eta: 15:31:04, time: 0.908, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1822, loss: 1.1822 2020-07-01 23:29:02,148 - mmaction - INFO - Epoch [45][860/940] lr: 1.000e-03, eta: 15:29:52, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1448, loss: 1.1448 2020-07-01 23:29:20,636 - mmaction - INFO - Epoch [45][880/940] lr: 1.000e-03, eta: 15:28:33, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8828, loss_cls: 1.1492, loss: 1.1492 2020-07-01 23:29:39,069 - mmaction - INFO - Epoch [45][900/940] lr: 1.000e-03, eta: 15:27:14, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0710, loss: 1.0710 2020-07-01 23:29:57,666 - mmaction - INFO - Epoch [45][920/940] lr: 1.000e-03, eta: 15:25:59, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1390, loss: 1.1390 2020-07-01 23:30:15,042 - mmaction - INFO - Epoch [45][940/940] lr: 1.000e-03, eta: 15:24:22, time: 0.869, data_time: 0.001, memory: 21558, top1_acc: 0.7415, top5_acc: 0.8829, loss_cls: 1.0864, loss: 1.0864 2020-07-01 23:30:19,567 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-01 23:33:05,563 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 23:33:06,275 - mmaction - INFO - top1_acc 0.6876 top5_acc 0.8853 2020-07-01 23:33:06,275 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 23:33:06,327 - mmaction - INFO - mean_acc 0.6875 2020-07-01 23:33:06,334 - mmaction - INFO - Epoch [45][940/940] lr: 1.000e-03, top1_acc: 0.6876, top5_acc: 0.8853, mean_class_accuracy: 0.6875 2020-07-01 23:34:34,823 - mmaction - INFO - Epoch [46][20/940] lr: 1.000e-03, eta: 15:44:19, time: 4.420, data_time: 3.527, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8906, loss_cls: 1.0658, loss: 1.0658 2020-07-01 23:34:53,628 - mmaction - INFO - Epoch [46][40/940] lr: 1.000e-03, eta: 15:43:01, time: 0.942, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.0594, loss: 1.0594 2020-07-01 23:35:13,089 - mmaction - INFO - Epoch [46][60/940] lr: 1.000e-03, eta: 15:41:55, time: 0.973, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8984, loss_cls: 1.0698, loss: 1.0698 2020-07-01 23:35:31,935 - mmaction - INFO - Epoch [46][80/940] lr: 1.000e-03, eta: 15:40:39, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9000, loss_cls: 1.1120, loss: 1.1120 2020-07-01 23:35:50,542 - mmaction - INFO - Epoch [46][100/940] lr: 1.000e-03, eta: 15:39:19, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9971, loss: 0.9971 2020-07-01 23:36:08,898 - mmaction - INFO - Epoch [46][120/940] lr: 1.000e-03, eta: 15:37:57, time: 0.919, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1022, loss: 1.1022 2020-07-01 23:36:27,930 - mmaction - INFO - Epoch [46][140/940] lr: 1.000e-03, eta: 15:36:46, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.0278, loss: 1.0278 2020-07-01 23:36:46,071 - mmaction - INFO - Epoch [46][160/940] lr: 1.000e-03, eta: 15:35:20, time: 0.905, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1457, loss: 1.1457 2020-07-01 23:37:04,509 - mmaction - INFO - Epoch [46][180/940] lr: 1.000e-03, eta: 15:34:01, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9281, loss_cls: 0.9968, loss: 0.9968 2020-07-01 23:37:22,999 - mmaction - INFO - Epoch [46][200/940] lr: 1.000e-03, eta: 15:32:44, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8984, loss_cls: 1.0633, loss: 1.0633 2020-07-01 23:37:42,253 - mmaction - INFO - Epoch [46][220/940] lr: 1.000e-03, eta: 15:31:41, time: 0.965, data_time: 0.004, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9078, loss_cls: 1.0495, loss: 1.0495 2020-07-01 23:38:00,680 - mmaction - INFO - Epoch [46][240/940] lr: 1.000e-03, eta: 15:30:24, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.2999, loss: 1.2999 2020-07-01 23:38:19,336 - mmaction - INFO - Epoch [46][260/940] lr: 1.000e-03, eta: 15:29:11, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1434, loss: 1.1434 2020-07-01 23:38:37,423 - mmaction - INFO - Epoch [46][280/940] lr: 1.000e-03, eta: 15:27:50, time: 0.905, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 1.0101, loss: 1.0101 2020-07-01 23:38:56,333 - mmaction - INFO - Epoch [46][300/940] lr: 1.000e-03, eta: 15:26:43, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8922, loss_cls: 1.0532, loss: 1.0532 2020-07-01 23:39:14,635 - mmaction - INFO - Epoch [46][320/940] lr: 1.000e-03, eta: 15:25:27, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0316, loss: 1.0316 2020-07-01 23:39:33,542 - mmaction - INFO - Epoch [46][340/940] lr: 1.000e-03, eta: 15:24:21, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1241, loss: 1.1241 2020-07-01 23:39:52,025 - mmaction - INFO - Epoch [46][360/940] lr: 1.000e-03, eta: 15:23:09, time: 0.923, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8953, loss_cls: 1.0738, loss: 1.0738 2020-07-01 23:40:11,234 - mmaction - INFO - Epoch [46][380/940] lr: 1.000e-03, eta: 15:22:10, time: 0.962, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 1.0238, loss: 1.0238 2020-07-01 23:40:30,101 - mmaction - INFO - Epoch [46][400/940] lr: 1.000e-03, eta: 15:21:05, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8891, loss_cls: 1.1090, loss: 1.1090 2020-07-01 23:40:48,792 - mmaction - INFO - Epoch [46][420/940] lr: 1.000e-03, eta: 15:19:59, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0830, loss: 1.0830 2020-07-01 23:41:06,898 - mmaction - INFO - Epoch [46][440/940] lr: 1.000e-03, eta: 15:18:43, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.1436, loss: 1.1436 2020-07-01 23:41:25,136 - mmaction - INFO - Epoch [46][460/940] lr: 1.000e-03, eta: 15:17:31, time: 0.913, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 1.0163, loss: 1.0163 2020-07-01 23:41:43,706 - mmaction - INFO - Epoch [46][480/940] lr: 1.000e-03, eta: 15:16:24, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1351, loss: 1.1351 2020-07-01 23:42:02,593 - mmaction - INFO - Epoch [46][500/940] lr: 1.000e-03, eta: 15:15:23, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0447, loss: 1.0447 2020-07-01 23:42:20,932 - mmaction - INFO - Epoch [46][520/940] lr: 1.000e-03, eta: 15:14:14, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0380, loss: 1.0380 2020-07-01 23:42:39,995 - mmaction - INFO - Epoch [46][540/940] lr: 1.000e-03, eta: 15:13:16, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8906, loss_cls: 1.0997, loss: 1.0997 2020-07-01 23:42:59,002 - mmaction - INFO - Epoch [46][560/940] lr: 1.000e-03, eta: 15:12:17, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1785, loss: 1.1785 2020-07-01 23:43:17,349 - mmaction - INFO - Epoch [46][580/940] lr: 1.000e-03, eta: 15:11:10, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 1.1033, loss: 1.1033 2020-07-01 23:43:35,216 - mmaction - INFO - Epoch [46][600/940] lr: 1.000e-03, eta: 15:09:56, time: 0.895, data_time: 0.003, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9899, loss: 0.9899 2020-07-01 23:43:53,562 - mmaction - INFO - Epoch [46][620/940] lr: 1.000e-03, eta: 15:08:50, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.0389, loss: 1.0389 2020-07-01 23:44:12,176 - mmaction - INFO - Epoch [46][640/940] lr: 1.000e-03, eta: 15:07:48, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.1186, loss: 1.1186 2020-07-01 23:44:30,629 - mmaction - INFO - Epoch [46][660/940] lr: 1.000e-03, eta: 15:06:45, time: 0.923, data_time: 0.004, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8984, loss_cls: 1.0770, loss: 1.0770 2020-07-01 23:44:49,277 - mmaction - INFO - Epoch [46][680/940] lr: 1.000e-03, eta: 15:05:45, time: 0.933, data_time: 0.005, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8953, loss_cls: 1.0904, loss: 1.0904 2020-07-01 23:45:09,155 - mmaction - INFO - Epoch [46][700/940] lr: 1.000e-03, eta: 15:05:03, time: 0.994, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 1.0607, loss: 1.0607 2020-07-01 23:45:27,459 - mmaction - INFO - Epoch [46][720/940] lr: 1.000e-03, eta: 15:03:58, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 1.0237, loss: 1.0237 2020-07-01 23:45:46,557 - mmaction - INFO - Epoch [46][740/940] lr: 1.000e-03, eta: 15:03:06, time: 0.957, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0695, loss: 1.0695 2020-07-01 23:46:05,060 - mmaction - INFO - Epoch [46][760/940] lr: 1.000e-03, eta: 15:02:05, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8953, loss_cls: 1.1010, loss: 1.1010 2020-07-01 23:46:24,581 - mmaction - INFO - Epoch [46][780/940] lr: 1.000e-03, eta: 15:01:19, time: 0.975, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 1.1346, loss: 1.1346 2020-07-01 23:46:44,736 - mmaction - INFO - Epoch [46][800/940] lr: 1.000e-03, eta: 15:00:43, time: 1.009, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.0613, loss: 1.0613 2020-07-01 23:47:03,249 - mmaction - INFO - Epoch [46][820/940] lr: 1.000e-03, eta: 14:59:44, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 1.0332, loss: 1.0332 2020-07-01 23:47:23,373 - mmaction - INFO - Epoch [46][840/940] lr: 1.000e-03, eta: 14:59:07, time: 1.006, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8891, loss_cls: 1.1114, loss: 1.1114 2020-07-01 23:47:43,776 - mmaction - INFO - Epoch [46][860/940] lr: 1.000e-03, eta: 14:58:35, time: 1.020, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0877, loss: 1.0877 2020-07-01 23:48:04,150 - mmaction - INFO - Epoch [46][880/940] lr: 1.000e-03, eta: 14:58:02, time: 1.019, data_time: 0.000, memory: 21558, top1_acc: 0.7531, top5_acc: 0.8984, loss_cls: 1.0719, loss: 1.0719 2020-07-01 23:48:25,414 - mmaction - INFO - Epoch [46][900/940] lr: 1.000e-03, eta: 14:57:42, time: 1.063, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8859, loss_cls: 1.0891, loss: 1.0891 2020-07-01 23:48:48,120 - mmaction - INFO - Epoch [46][920/940] lr: 1.000e-03, eta: 14:57:41, time: 1.135, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.8922, loss_cls: 1.0364, loss: 1.0364 2020-07-01 23:49:09,083 - mmaction - INFO - Epoch [46][940/940] lr: 1.000e-03, eta: 14:57:16, time: 1.048, data_time: 0.001, memory: 21558, top1_acc: 0.7138, top5_acc: 0.9187, loss_cls: 1.1066, loss: 1.1066 2020-07-01 23:49:13,299 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-07-01 23:51:15,314 - mmaction - INFO - Epoch [47][20/940] lr: 1.000e-03, eta: 15:19:24, time: 6.085, data_time: 5.252, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 1.0262, loss: 1.0262 2020-07-01 23:51:37,204 - mmaction - INFO - Epoch [47][40/940] lr: 1.000e-03, eta: 15:19:04, time: 1.095, data_time: 0.333, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0874, loss: 1.0874 2020-07-01 23:51:56,619 - mmaction - INFO - Epoch [47][60/940] lr: 1.000e-03, eta: 15:18:11, time: 0.969, data_time: 0.051, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.9839, loss: 0.9839 2020-07-01 23:52:20,814 - mmaction - INFO - Epoch [47][80/940] lr: 1.000e-03, eta: 15:18:22, time: 1.210, data_time: 0.002, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 1.0812, loss: 1.0812 2020-07-01 23:52:39,607 - mmaction - INFO - Epoch [47][100/940] lr: 1.000e-03, eta: 15:17:22, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8812, loss_cls: 1.1267, loss: 1.1267 2020-07-01 23:53:00,930 - mmaction - INFO - Epoch [47][120/940] lr: 1.000e-03, eta: 15:16:55, time: 1.065, data_time: 0.044, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 1.0550, loss: 1.0550 2020-07-01 23:53:19,463 - mmaction - INFO - Epoch [47][140/940] lr: 1.000e-03, eta: 15:15:51, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.9000, loss_cls: 1.0717, loss: 1.0717 2020-07-01 23:53:39,850 - mmaction - INFO - Epoch [47][160/940] lr: 1.000e-03, eta: 15:15:13, time: 1.020, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 0.9843, loss: 0.9843 2020-07-01 23:54:00,044 - mmaction - INFO - Epoch [47][180/940] lr: 1.000e-03, eta: 15:14:32, time: 1.010, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.8953, loss_cls: 1.0586, loss: 1.0586 2020-07-01 23:54:20,692 - mmaction - INFO - Epoch [47][200/940] lr: 1.000e-03, eta: 15:13:56, time: 1.032, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0787, loss: 1.0787 2020-07-01 23:54:39,167 - mmaction - INFO - Epoch [47][220/940] lr: 1.000e-03, eta: 15:12:54, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8859, loss_cls: 1.1196, loss: 1.1196 2020-07-01 23:54:58,755 - mmaction - INFO - Epoch [47][240/940] lr: 1.000e-03, eta: 15:12:06, time: 0.980, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0781, loss: 1.0781 2020-07-01 23:55:17,634 - mmaction - INFO - Epoch [47][260/940] lr: 1.000e-03, eta: 15:11:09, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2739, loss: 1.2739 2020-07-01 23:55:36,135 - mmaction - INFO - Epoch [47][280/940] lr: 1.000e-03, eta: 15:10:08, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0826, loss: 1.0826 2020-07-01 23:55:54,857 - mmaction - INFO - Epoch [47][300/940] lr: 1.000e-03, eta: 15:09:10, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.9193, loss: 0.9193 2020-07-01 23:56:13,689 - mmaction - INFO - Epoch [47][320/940] lr: 1.000e-03, eta: 15:08:14, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1099, loss: 1.1099 2020-07-01 23:56:32,126 - mmaction - INFO - Epoch [47][340/940] lr: 1.000e-03, eta: 15:07:14, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0353, loss: 1.0353 2020-07-01 23:56:50,565 - mmaction - INFO - Epoch [47][360/940] lr: 1.000e-03, eta: 15:06:14, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1900, loss: 1.1900 2020-07-01 23:57:10,376 - mmaction - INFO - Epoch [47][380/940] lr: 1.000e-03, eta: 15:05:30, time: 0.990, data_time: 0.000, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.0830, loss: 1.0830 2020-07-01 23:57:28,950 - mmaction - INFO - Epoch [47][400/940] lr: 1.000e-03, eta: 15:04:32, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.0945, loss: 1.0945 2020-07-01 23:57:47,055 - mmaction - INFO - Epoch [47][420/940] lr: 1.000e-03, eta: 15:03:29, time: 0.905, data_time: 0.003, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8875, loss_cls: 1.1086, loss: 1.1086 2020-07-01 23:58:05,114 - mmaction - INFO - Epoch [47][440/940] lr: 1.000e-03, eta: 15:02:26, time: 0.905, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1170, loss: 1.1170 2020-07-01 23:58:23,371 - mmaction - INFO - Epoch [47][460/940] lr: 1.000e-03, eta: 15:01:26, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 0.9850, loss: 0.9850 2020-07-01 23:58:41,910 - mmaction - INFO - Epoch [47][480/940] lr: 1.000e-03, eta: 15:00:29, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.1668, loss: 1.1668 2020-07-01 23:59:02,480 - mmaction - INFO - Epoch [47][500/940] lr: 1.000e-03, eta: 14:59:57, time: 1.029, data_time: 0.006, memory: 21558, top1_acc: 0.7281, top5_acc: 0.9109, loss_cls: 1.0373, loss: 1.0373 2020-07-01 23:59:21,843 - mmaction - INFO - Epoch [47][520/940] lr: 1.000e-03, eta: 14:59:10, time: 0.967, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 1.1215, loss: 1.1215 2020-07-01 23:59:42,224 - mmaction - INFO - Epoch [47][540/940] lr: 1.000e-03, eta: 14:58:36, time: 1.021, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8859, loss_cls: 1.1462, loss: 1.1462 2020-07-02 00:00:01,928 - mmaction - INFO - Epoch [47][560/940] lr: 1.000e-03, eta: 14:57:53, time: 0.979, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.9016, loss_cls: 1.0762, loss: 1.0762 2020-07-02 00:00:25,643 - mmaction - INFO - Epoch [47][580/940] lr: 1.000e-03, eta: 14:57:58, time: 1.189, data_time: 0.037, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9720, loss: 0.9720 2020-07-02 00:00:46,740 - mmaction - INFO - Epoch [47][600/940] lr: 1.000e-03, eta: 14:57:33, time: 1.058, data_time: 0.007, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9141, loss_cls: 1.0425, loss: 1.0425 2020-07-02 00:01:05,816 - mmaction - INFO - Epoch [47][620/940] lr: 1.000e-03, eta: 14:56:43, time: 0.952, data_time: 0.009, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9203, loss_cls: 1.0125, loss: 1.0125 2020-07-02 00:01:26,666 - mmaction - INFO - Epoch [47][640/940] lr: 1.000e-03, eta: 14:56:15, time: 1.043, data_time: 0.185, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 1.0082, loss: 1.0082 2020-07-02 00:01:45,987 - mmaction - INFO - Epoch [47][660/940] lr: 1.000e-03, eta: 14:55:29, time: 0.966, data_time: 0.035, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0645, loss: 1.0645 2020-07-02 00:02:05,543 - mmaction - INFO - Epoch [47][680/940] lr: 1.000e-03, eta: 14:54:47, time: 0.978, data_time: 0.073, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9711, loss: 0.9711 2020-07-02 00:02:24,765 - mmaction - INFO - Epoch [47][700/940] lr: 1.000e-03, eta: 14:54:01, time: 0.962, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.1862, loss: 1.1862 2020-07-02 00:02:44,618 - mmaction - INFO - Epoch [47][720/940] lr: 1.000e-03, eta: 14:53:21, time: 0.992, data_time: 0.061, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.9810, loss: 0.9810 2020-07-02 00:03:04,085 - mmaction - INFO - Epoch [47][740/940] lr: 1.000e-03, eta: 14:52:38, time: 0.974, data_time: 0.176, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8922, loss_cls: 1.0640, loss: 1.0640 2020-07-02 00:03:23,699 - mmaction - INFO - Epoch [47][760/940] lr: 1.000e-03, eta: 14:51:57, time: 0.981, data_time: 0.112, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.0718, loss: 1.0718 2020-07-02 00:03:44,506 - mmaction - INFO - Epoch [47][780/940] lr: 1.000e-03, eta: 14:51:29, time: 1.040, data_time: 0.000, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0264, loss: 1.0264 2020-07-02 00:04:05,194 - mmaction - INFO - Epoch [47][800/940] lr: 1.000e-03, eta: 14:50:59, time: 1.032, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0444, loss: 1.0444 2020-07-02 00:04:25,735 - mmaction - INFO - Epoch [47][820/940] lr: 1.000e-03, eta: 14:50:29, time: 1.029, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.1150, loss: 1.1150 2020-07-02 00:04:46,318 - mmaction - INFO - Epoch [47][840/940] lr: 1.000e-03, eta: 14:49:59, time: 1.029, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9156, loss_cls: 1.0602, loss: 1.0602 2020-07-02 00:05:06,285 - mmaction - INFO - Epoch [47][860/940] lr: 1.000e-03, eta: 14:49:22, time: 0.998, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 1.0083, loss: 1.0083 2020-07-02 00:05:25,126 - mmaction - INFO - Epoch [47][880/940] lr: 1.000e-03, eta: 14:48:33, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8953, loss_cls: 1.0844, loss: 1.0844 2020-07-02 00:05:43,432 - mmaction - INFO - Epoch [47][900/940] lr: 1.000e-03, eta: 14:47:39, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9951, loss: 0.9951 2020-07-02 00:06:02,437 - mmaction - INFO - Epoch [47][920/940] lr: 1.000e-03, eta: 14:46:52, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1441, loss: 1.1441 2020-07-02 00:06:19,581 - mmaction - INFO - Epoch [47][940/940] lr: 1.000e-03, eta: 14:45:46, time: 0.858, data_time: 0.002, memory: 21558, top1_acc: 0.7138, top5_acc: 0.8780, loss_cls: 1.1561, loss: 1.1561 2020-07-02 00:06:24,781 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-07-02 00:08:50,995 - mmaction - INFO - Epoch [48][20/940] lr: 1.000e-03, eta: 15:07:19, time: 7.295, data_time: 6.411, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0615, loss: 1.0615 2020-07-02 00:09:10,139 - mmaction - INFO - Epoch [48][40/940] lr: 1.000e-03, eta: 15:06:28, time: 0.955, data_time: 0.016, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9016, loss_cls: 1.0633, loss: 1.0633 2020-07-02 00:09:28,572 - mmaction - INFO - Epoch [48][60/940] lr: 1.000e-03, eta: 15:05:31, time: 0.923, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8766, loss_cls: 1.1795, loss: 1.1795 2020-07-02 00:09:47,769 - mmaction - INFO - Epoch [48][80/940] lr: 1.000e-03, eta: 15:04:42, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9955, loss: 0.9955 2020-07-02 00:10:07,399 - mmaction - INFO - Epoch [48][100/940] lr: 1.000e-03, eta: 15:03:57, time: 0.981, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.9049, loss: 0.9049 2020-07-02 00:10:26,228 - mmaction - INFO - Epoch [48][120/940] lr: 1.000e-03, eta: 15:03:05, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8859, loss_cls: 1.1318, loss: 1.1318 2020-07-02 00:10:44,304 - mmaction - INFO - Epoch [48][140/940] lr: 1.000e-03, eta: 15:02:04, time: 0.902, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.9094, loss_cls: 1.0473, loss: 1.0473 2020-07-02 00:11:03,034 - mmaction - INFO - Epoch [48][160/940] lr: 1.000e-03, eta: 15:01:12, time: 0.938, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9047, loss_cls: 0.9977, loss: 0.9977 2020-07-02 00:11:22,179 - mmaction - INFO - Epoch [48][180/940] lr: 1.000e-03, eta: 15:00:23, time: 0.957, data_time: 0.000, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0809, loss: 1.0809 2020-07-02 00:11:40,893 - mmaction - INFO - Epoch [48][200/940] lr: 1.000e-03, eta: 14:59:30, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8969, loss_cls: 1.0493, loss: 1.0493 2020-07-02 00:11:59,895 - mmaction - INFO - Epoch [48][220/940] lr: 1.000e-03, eta: 14:58:41, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1213, loss: 1.1213 2020-07-02 00:12:18,233 - mmaction - INFO - Epoch [48][240/940] lr: 1.000e-03, eta: 14:57:45, time: 0.918, data_time: 0.002, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 1.0459, loss: 1.0459 2020-07-02 00:12:37,243 - mmaction - INFO - Epoch [48][260/940] lr: 1.000e-03, eta: 14:56:56, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8891, loss_cls: 1.1038, loss: 1.1038 2020-07-02 00:12:55,992 - mmaction - INFO - Epoch [48][280/940] lr: 1.000e-03, eta: 14:56:05, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0147, loss: 1.0147 2020-07-02 00:13:14,138 - mmaction - INFO - Epoch [48][300/940] lr: 1.000e-03, eta: 14:55:08, time: 0.908, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 1.0852, loss: 1.0852 2020-07-02 00:13:33,289 - mmaction - INFO - Epoch [48][320/940] lr: 1.000e-03, eta: 14:54:21, time: 0.958, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9203, loss_cls: 1.0156, loss: 1.0156 2020-07-02 00:13:51,986 - mmaction - INFO - Epoch [48][340/940] lr: 1.000e-03, eta: 14:53:30, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9234, loss_cls: 1.0488, loss: 1.0488 2020-07-02 00:14:10,677 - mmaction - INFO - Epoch [48][360/940] lr: 1.000e-03, eta: 14:52:39, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0570, loss: 1.0570 2020-07-02 00:14:28,403 - mmaction - INFO - Epoch [48][380/940] lr: 1.000e-03, eta: 14:51:39, time: 0.885, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.1919, loss: 1.1919 2020-07-02 00:14:47,977 - mmaction - INFO - Epoch [48][400/940] lr: 1.000e-03, eta: 14:50:58, time: 0.980, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 1.0126, loss: 1.0126 2020-07-02 00:15:07,664 - mmaction - INFO - Epoch [48][420/940] lr: 1.000e-03, eta: 14:50:17, time: 0.984, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 1.0874, loss: 1.0874 2020-07-02 00:15:26,237 - mmaction - INFO - Epoch [48][440/940] lr: 1.000e-03, eta: 14:49:26, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.0992, loss: 1.0992 2020-07-02 00:15:44,959 - mmaction - INFO - Epoch [48][460/940] lr: 1.000e-03, eta: 14:48:37, time: 0.937, data_time: 0.003, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1133, loss: 1.1133 2020-07-02 00:16:03,347 - mmaction - INFO - Epoch [48][480/940] lr: 1.000e-03, eta: 14:47:44, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 1.0585, loss: 1.0585 2020-07-02 00:16:22,463 - mmaction - INFO - Epoch [48][500/940] lr: 1.000e-03, eta: 14:47:00, time: 0.958, data_time: 0.003, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9328, loss_cls: 0.9761, loss: 0.9761 2020-07-02 00:16:41,409 - mmaction - INFO - Epoch [48][520/940] lr: 1.000e-03, eta: 14:46:13, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0169, loss: 1.0169 2020-07-02 00:17:00,494 - mmaction - INFO - Epoch [48][540/940] lr: 1.000e-03, eta: 14:45:28, time: 0.956, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.0911, loss: 1.0911 2020-07-02 00:17:18,787 - mmaction - INFO - Epoch [48][560/940] lr: 1.000e-03, eta: 14:44:36, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9062, loss_cls: 1.0706, loss: 1.0706 2020-07-02 00:17:37,144 - mmaction - INFO - Epoch [48][580/940] lr: 1.000e-03, eta: 14:43:45, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1102, loss: 1.1102 2020-07-02 00:17:55,991 - mmaction - INFO - Epoch [48][600/940] lr: 1.000e-03, eta: 14:42:58, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.9078, loss_cls: 1.1292, loss: 1.1292 2020-07-02 00:18:14,841 - mmaction - INFO - Epoch [48][620/940] lr: 1.000e-03, eta: 14:42:12, time: 0.945, data_time: 0.003, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 1.0078, loss: 1.0078 2020-07-02 00:18:33,464 - mmaction - INFO - Epoch [48][640/940] lr: 1.000e-03, eta: 14:41:24, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.0683, loss: 1.0683 2020-07-02 00:18:51,809 - mmaction - INFO - Epoch [48][660/940] lr: 1.000e-03, eta: 14:40:33, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0103, loss: 1.0103 2020-07-02 00:19:10,787 - mmaction - INFO - Epoch [48][680/940] lr: 1.000e-03, eta: 14:39:49, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0457, loss: 1.0457 2020-07-02 00:19:29,167 - mmaction - INFO - Epoch [48][700/940] lr: 1.000e-03, eta: 14:38:59, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 1.0927, loss: 1.0927 2020-07-02 00:19:48,013 - mmaction - INFO - Epoch [48][720/940] lr: 1.000e-03, eta: 14:38:13, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9141, loss_cls: 1.0640, loss: 1.0640 2020-07-02 00:20:07,581 - mmaction - INFO - Epoch [48][740/940] lr: 1.000e-03, eta: 14:37:35, time: 0.980, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.8969, loss_cls: 0.9909, loss: 0.9909 2020-07-02 00:20:26,132 - mmaction - INFO - Epoch [48][760/940] lr: 1.000e-03, eta: 14:36:47, time: 0.925, data_time: 0.003, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 1.0317, loss: 1.0317 2020-07-02 00:20:44,951 - mmaction - INFO - Epoch [48][780/940] lr: 1.000e-03, eta: 14:36:02, time: 0.941, data_time: 0.003, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1152, loss: 1.1152 2020-07-02 00:21:03,258 - mmaction - INFO - Epoch [48][800/940] lr: 1.000e-03, eta: 14:35:13, time: 0.916, data_time: 0.004, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0432, loss: 1.0432 2020-07-02 00:21:21,311 - mmaction - INFO - Epoch [48][820/940] lr: 1.000e-03, eta: 14:34:22, time: 0.905, data_time: 0.003, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.1278, loss: 1.1278 2020-07-02 00:21:40,742 - mmaction - INFO - Epoch [48][840/940] lr: 1.000e-03, eta: 14:33:43, time: 0.972, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8875, loss_cls: 1.0876, loss: 1.0876 2020-07-02 00:21:59,428 - mmaction - INFO - Epoch [48][860/940] lr: 1.000e-03, eta: 14:32:57, time: 0.932, data_time: 0.000, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.9464, loss: 0.9464 2020-07-02 00:22:18,073 - mmaction - INFO - Epoch [48][880/940] lr: 1.000e-03, eta: 14:32:12, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8875, loss_cls: 1.0969, loss: 1.0969 2020-07-02 00:22:36,238 - mmaction - INFO - Epoch [48][900/940] lr: 1.000e-03, eta: 14:31:23, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0963, loss: 1.0963 2020-07-02 00:22:53,958 - mmaction - INFO - Epoch [48][920/940] lr: 1.000e-03, eta: 14:30:29, time: 0.885, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8969, loss_cls: 1.0546, loss: 1.0546 2020-07-02 00:23:11,212 - mmaction - INFO - Epoch [48][940/940] lr: 1.000e-03, eta: 14:29:33, time: 0.863, data_time: 0.001, memory: 21558, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9838, loss: 0.9838 2020-07-02 00:23:17,542 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-07-02 00:26:03,035 - mmaction - INFO - Epoch [49][20/940] lr: 1.000e-03, eta: 14:49:52, time: 8.256, data_time: 7.393, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 1.0063, loss: 1.0063 2020-07-02 00:26:21,562 - mmaction - INFO - Epoch [49][40/940] lr: 1.000e-03, eta: 14:49:02, time: 0.929, data_time: 0.055, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0496, loss: 1.0496 2020-07-02 00:26:40,050 - mmaction - INFO - Epoch [49][60/940] lr: 1.000e-03, eta: 14:48:12, time: 0.924, data_time: 0.025, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8922, loss_cls: 1.1062, loss: 1.1062 2020-07-02 00:26:58,825 - mmaction - INFO - Epoch [49][80/940] lr: 1.000e-03, eta: 14:47:24, time: 0.939, data_time: 0.023, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8922, loss_cls: 1.0156, loss: 1.0156 2020-07-02 00:27:17,993 - mmaction - INFO - Epoch [49][100/940] lr: 1.000e-03, eta: 14:46:39, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9297, loss_cls: 0.9414, loss: 0.9414 2020-07-02 00:27:36,843 - mmaction - INFO - Epoch [49][120/940] lr: 1.000e-03, eta: 14:45:52, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 0.9956, loss: 0.9956 2020-07-02 00:27:55,920 - mmaction - INFO - Epoch [49][140/940] lr: 1.000e-03, eta: 14:45:08, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.1045, loss: 1.1045 2020-07-02 00:28:14,566 - mmaction - INFO - Epoch [49][160/940] lr: 1.000e-03, eta: 14:44:19, time: 0.932, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 1.0313, loss: 1.0313 2020-07-02 00:28:32,763 - mmaction - INFO - Epoch [49][180/940] lr: 1.000e-03, eta: 14:43:28, time: 0.910, data_time: 0.000, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0581, loss: 1.0581 2020-07-02 00:28:51,451 - mmaction - INFO - Epoch [49][200/940] lr: 1.000e-03, eta: 14:42:40, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0383, loss: 1.0383 2020-07-02 00:29:09,494 - mmaction - INFO - Epoch [49][220/940] lr: 1.000e-03, eta: 14:41:48, time: 0.902, data_time: 0.000, memory: 21558, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.1073, loss: 1.1073 2020-07-02 00:29:28,343 - mmaction - INFO - Epoch [49][240/940] lr: 1.000e-03, eta: 14:41:02, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.1050, loss: 1.1050 2020-07-02 00:29:46,748 - mmaction - INFO - Epoch [49][260/940] lr: 1.000e-03, eta: 14:40:13, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0872, loss: 1.0872 2020-07-02 00:30:05,843 - mmaction - INFO - Epoch [49][280/940] lr: 1.000e-03, eta: 14:39:29, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9297, loss_cls: 0.9383, loss: 0.9383 2020-07-02 00:30:24,169 - mmaction - INFO - Epoch [49][300/940] lr: 1.000e-03, eta: 14:38:40, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 0.9829, loss: 0.9829 2020-07-02 00:30:42,335 - mmaction - INFO - Epoch [49][320/940] lr: 1.000e-03, eta: 14:37:49, time: 0.908, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9125, loss_cls: 1.0895, loss: 1.0895 2020-07-02 00:31:01,117 - mmaction - INFO - Epoch [49][340/940] lr: 1.000e-03, eta: 14:37:04, time: 0.938, data_time: 0.000, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9219, loss_cls: 0.9745, loss: 0.9745 2020-07-02 00:31:19,659 - mmaction - INFO - Epoch [49][360/940] lr: 1.000e-03, eta: 14:36:17, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8828, loss_cls: 1.1073, loss: 1.1073 2020-07-02 00:31:38,012 - mmaction - INFO - Epoch [49][380/940] lr: 1.000e-03, eta: 14:35:29, time: 0.918, data_time: 0.000, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9203, loss_cls: 0.9975, loss: 0.9975 2020-07-02 00:31:57,309 - mmaction - INFO - Epoch [49][400/940] lr: 1.000e-03, eta: 14:34:48, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 1.0501, loss: 1.0501 2020-07-02 00:32:15,770 - mmaction - INFO - Epoch [49][420/940] lr: 1.000e-03, eta: 14:34:01, time: 0.922, data_time: 0.019, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.9875, loss: 0.9875 2020-07-02 00:32:34,194 - mmaction - INFO - Epoch [49][440/940] lr: 1.000e-03, eta: 14:33:13, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0627, loss: 1.0627 2020-07-02 00:32:52,939 - mmaction - INFO - Epoch [49][460/940] lr: 1.000e-03, eta: 14:32:29, time: 0.937, data_time: 0.039, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.9662, loss: 0.9662 2020-07-02 00:33:11,568 - mmaction - INFO - Epoch [49][480/940] lr: 1.000e-03, eta: 14:31:44, time: 0.931, data_time: 0.131, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9141, loss_cls: 0.9823, loss: 0.9823 2020-07-02 00:33:29,894 - mmaction - INFO - Epoch [49][500/940] lr: 1.000e-03, eta: 14:30:56, time: 0.916, data_time: 0.113, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8828, loss_cls: 1.1448, loss: 1.1448 2020-07-02 00:33:48,663 - mmaction - INFO - Epoch [49][520/940] lr: 1.000e-03, eta: 14:30:12, time: 0.939, data_time: 0.028, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0884, loss: 1.0884 2020-07-02 00:34:07,699 - mmaction - INFO - Epoch [49][540/940] lr: 1.000e-03, eta: 14:29:31, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9282, loss: 0.9282 2020-07-02 00:34:25,854 - mmaction - INFO - Epoch [49][560/940] lr: 1.000e-03, eta: 14:28:42, time: 0.907, data_time: 0.000, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8922, loss_cls: 1.1236, loss: 1.1236 2020-07-02 00:34:44,083 - mmaction - INFO - Epoch [49][580/940] lr: 1.000e-03, eta: 14:27:55, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0092, loss: 1.0092 2020-07-02 00:35:02,765 - mmaction - INFO - Epoch [49][600/940] lr: 1.000e-03, eta: 14:27:11, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9219, loss_cls: 1.0501, loss: 1.0501 2020-07-02 00:35:21,431 - mmaction - INFO - Epoch [49][620/940] lr: 1.000e-03, eta: 14:26:27, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8766, loss_cls: 1.1259, loss: 1.1259 2020-07-02 00:35:40,225 - mmaction - INFO - Epoch [49][640/940] lr: 1.000e-03, eta: 14:25:44, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8969, loss_cls: 1.0655, loss: 1.0655 2020-07-02 00:35:58,240 - mmaction - INFO - Epoch [49][660/940] lr: 1.000e-03, eta: 14:24:56, time: 0.901, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8953, loss_cls: 1.0450, loss: 1.0450 2020-07-02 00:36:16,689 - mmaction - INFO - Epoch [49][680/940] lr: 1.000e-03, eta: 14:24:11, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9000, loss_cls: 1.0240, loss: 1.0240 2020-07-02 00:36:35,497 - mmaction - INFO - Epoch [49][700/940] lr: 1.000e-03, eta: 14:23:29, time: 0.942, data_time: 0.003, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.0152, loss: 1.0152 2020-07-02 00:36:54,390 - mmaction - INFO - Epoch [49][720/940] lr: 1.000e-03, eta: 14:22:47, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8734, loss_cls: 1.1336, loss: 1.1336 2020-07-02 00:37:12,573 - mmaction - INFO - Epoch [49][740/940] lr: 1.000e-03, eta: 14:22:01, time: 0.910, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8969, loss_cls: 1.0750, loss: 1.0750 2020-07-02 00:37:31,651 - mmaction - INFO - Epoch [49][760/940] lr: 1.000e-03, eta: 14:21:21, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 1.0141, loss: 1.0141 2020-07-02 00:37:49,961 - mmaction - INFO - Epoch [49][780/940] lr: 1.000e-03, eta: 14:20:36, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1375, loss: 1.1375 2020-07-02 00:38:07,742 - mmaction - INFO - Epoch [49][800/940] lr: 1.000e-03, eta: 14:19:47, time: 0.889, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0467, loss: 1.0467 2020-07-02 00:38:26,433 - mmaction - INFO - Epoch [49][820/940] lr: 1.000e-03, eta: 14:19:05, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8906, loss_cls: 1.0408, loss: 1.0408 2020-07-02 00:38:44,931 - mmaction - INFO - Epoch [49][840/940] lr: 1.000e-03, eta: 14:18:22, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.8984, loss_cls: 0.9935, loss: 0.9935 2020-07-02 00:39:03,880 - mmaction - INFO - Epoch [49][860/940] lr: 1.000e-03, eta: 14:17:42, time: 0.949, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 1.0164, loss: 1.0164 2020-07-02 00:39:22,906 - mmaction - INFO - Epoch [49][880/940] lr: 1.000e-03, eta: 14:17:03, time: 0.951, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.1162, loss: 1.1162 2020-07-02 00:39:41,263 - mmaction - INFO - Epoch [49][900/940] lr: 1.000e-03, eta: 14:16:19, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0778, loss: 1.0778 2020-07-02 00:39:59,371 - mmaction - INFO - Epoch [49][920/940] lr: 1.000e-03, eta: 14:15:33, time: 0.905, data_time: 0.000, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.1965, loss: 1.1965 2020-07-02 00:40:16,308 - mmaction - INFO - Epoch [49][940/940] lr: 1.000e-03, eta: 14:14:39, time: 0.847, data_time: 0.001, memory: 21558, top1_acc: 0.7220, top5_acc: 0.8797, loss_cls: 1.1429, loss: 1.1429 2020-07-02 00:40:22,317 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-07-02 00:43:10,146 - mmaction - INFO - Epoch [50][20/940] lr: 1.000e-03, eta: 14:31:51, time: 8.325, data_time: 7.405, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0806, loss: 1.0806 2020-07-02 00:43:29,036 - mmaction - INFO - Epoch [50][40/940] lr: 1.000e-03, eta: 14:31:08, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0821, loss: 1.0821 2020-07-02 00:43:47,347 - mmaction - INFO - Epoch [50][60/940] lr: 1.000e-03, eta: 14:30:21, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9234, loss_cls: 0.8752, loss: 0.8752 2020-07-02 00:44:05,778 - mmaction - INFO - Epoch [50][80/940] lr: 1.000e-03, eta: 14:29:35, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.8953, loss_cls: 1.0220, loss: 1.0220 2020-07-02 00:44:24,459 - mmaction - INFO - Epoch [50][100/940] lr: 1.000e-03, eta: 14:28:51, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9031, loss_cls: 1.0276, loss: 1.0276 2020-07-02 00:44:43,327 - mmaction - INFO - Epoch [50][120/940] lr: 1.000e-03, eta: 14:28:08, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9758, loss: 0.9758 2020-07-02 00:45:01,305 - mmaction - INFO - Epoch [50][140/940] lr: 1.000e-03, eta: 14:27:19, time: 0.899, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.9047, loss_cls: 1.0635, loss: 1.0635 2020-07-02 00:45:20,066 - mmaction - INFO - Epoch [50][160/940] lr: 1.000e-03, eta: 14:26:36, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8953, loss_cls: 1.0472, loss: 1.0472 2020-07-02 00:45:39,251 - mmaction - INFO - Epoch [50][180/940] lr: 1.000e-03, eta: 14:25:56, time: 0.961, data_time: 0.003, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8859, loss_cls: 1.1174, loss: 1.1174 2020-07-02 00:45:57,511 - mmaction - INFO - Epoch [50][200/940] lr: 1.000e-03, eta: 14:25:10, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0337, loss: 1.0337 2020-07-02 00:46:15,924 - mmaction - INFO - Epoch [50][220/940] lr: 1.000e-03, eta: 14:24:25, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 1.0182, loss: 1.0182 2020-07-02 00:46:34,384 - mmaction - INFO - Epoch [50][240/940] lr: 1.000e-03, eta: 14:23:40, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9062, loss_cls: 1.0200, loss: 1.0200 2020-07-02 00:46:52,915 - mmaction - INFO - Epoch [50][260/940] lr: 1.000e-03, eta: 14:22:56, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 1.0020, loss: 1.0020 2020-07-02 00:47:11,507 - mmaction - INFO - Epoch [50][280/940] lr: 1.000e-03, eta: 14:22:12, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0406, loss: 1.0406 2020-07-02 00:47:30,059 - mmaction - INFO - Epoch [50][300/940] lr: 1.000e-03, eta: 14:21:29, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.8969, loss_cls: 1.0185, loss: 1.0185 2020-07-02 00:47:48,575 - mmaction - INFO - Epoch [50][320/940] lr: 1.000e-03, eta: 14:20:45, time: 0.926, data_time: 0.003, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0981, loss: 1.0981 2020-07-02 00:48:06,982 - mmaction - INFO - Epoch [50][340/940] lr: 1.000e-03, eta: 14:20:01, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9031, loss_cls: 1.1115, loss: 1.1115 2020-07-02 00:48:25,107 - mmaction - INFO - Epoch [50][360/940] lr: 1.000e-03, eta: 14:19:15, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 1.0690, loss: 1.0690 2020-07-02 00:48:43,481 - mmaction - INFO - Epoch [50][380/940] lr: 1.000e-03, eta: 14:18:31, time: 0.919, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.8984, loss_cls: 1.0484, loss: 1.0484 2020-07-02 00:49:02,349 - mmaction - INFO - Epoch [50][400/940] lr: 1.000e-03, eta: 14:17:50, time: 0.943, data_time: 0.000, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 1.0145, loss: 1.0145 2020-07-02 00:49:20,802 - mmaction - INFO - Epoch [50][420/940] lr: 1.000e-03, eta: 14:17:07, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.0625, loss: 1.0625 2020-07-02 00:49:39,578 - mmaction - INFO - Epoch [50][440/940] lr: 1.000e-03, eta: 14:16:25, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8859, loss_cls: 1.0728, loss: 1.0728 2020-07-02 00:49:58,432 - mmaction - INFO - Epoch [50][460/940] lr: 1.000e-03, eta: 14:15:45, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9078, loss_cls: 0.9941, loss: 0.9941 2020-07-02 00:50:17,443 - mmaction - INFO - Epoch [50][480/940] lr: 1.000e-03, eta: 14:15:06, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.9187, loss_cls: 1.0437, loss: 1.0437 2020-07-02 00:50:35,896 - mmaction - INFO - Epoch [50][500/940] lr: 1.000e-03, eta: 14:14:23, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9016, loss_cls: 1.0080, loss: 1.0080 2020-07-02 00:50:54,844 - mmaction - INFO - Epoch [50][520/940] lr: 1.000e-03, eta: 14:13:44, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 1.0547, loss: 1.0547 2020-07-02 00:51:13,202 - mmaction - INFO - Epoch [50][540/940] lr: 1.000e-03, eta: 14:13:00, time: 0.918, data_time: 0.000, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0267, loss: 1.0267 2020-07-02 00:51:31,690 - mmaction - INFO - Epoch [50][560/940] lr: 1.000e-03, eta: 14:12:18, time: 0.924, data_time: 0.000, memory: 21558, top1_acc: 0.7141, top5_acc: 0.9094, loss_cls: 1.0821, loss: 1.0821 2020-07-02 00:51:50,104 - mmaction - INFO - Epoch [50][580/940] lr: 1.000e-03, eta: 14:11:35, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8891, loss_cls: 1.0519, loss: 1.0519 2020-07-02 00:52:09,013 - mmaction - INFO - Epoch [50][600/940] lr: 1.000e-03, eta: 14:10:56, time: 0.947, data_time: 0.003, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8781, loss_cls: 1.0740, loss: 1.0740 2020-07-02 00:52:27,725 - mmaction - INFO - Epoch [50][620/940] lr: 1.000e-03, eta: 14:10:16, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0548, loss: 1.0548 2020-07-02 00:52:46,629 - mmaction - INFO - Epoch [50][640/940] lr: 1.000e-03, eta: 14:09:37, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9062, loss_cls: 1.0910, loss: 1.0910 2020-07-02 00:53:05,472 - mmaction - INFO - Epoch [50][660/940] lr: 1.000e-03, eta: 14:08:58, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8719, loss_cls: 1.1538, loss: 1.1538 2020-07-02 00:53:24,286 - mmaction - INFO - Epoch [50][680/940] lr: 1.000e-03, eta: 14:08:19, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 1.0285, loss: 1.0285 2020-07-02 00:53:42,412 - mmaction - INFO - Epoch [50][700/940] lr: 1.000e-03, eta: 14:07:35, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9631, loss: 0.9631 2020-07-02 00:54:01,336 - mmaction - INFO - Epoch [50][720/940] lr: 1.000e-03, eta: 14:06:56, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 0.9748, loss: 0.9748 2020-07-02 00:54:19,926 - mmaction - INFO - Epoch [50][740/940] lr: 1.000e-03, eta: 14:06:16, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8891, loss_cls: 1.0651, loss: 1.0651 2020-07-02 00:54:38,759 - mmaction - INFO - Epoch [50][760/940] lr: 1.000e-03, eta: 14:05:37, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8984, loss_cls: 1.1219, loss: 1.1219 2020-07-02 00:54:56,982 - mmaction - INFO - Epoch [50][780/940] lr: 1.000e-03, eta: 14:04:54, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9946, loss: 0.9946 2020-07-02 00:55:15,080 - mmaction - INFO - Epoch [50][800/940] lr: 1.000e-03, eta: 14:04:11, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9000, loss_cls: 1.0737, loss: 1.0737 2020-07-02 00:55:33,673 - mmaction - INFO - Epoch [50][820/940] lr: 1.000e-03, eta: 14:03:32, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 1.0298, loss: 1.0298 2020-07-02 00:55:52,376 - mmaction - INFO - Epoch [50][840/940] lr: 1.000e-03, eta: 14:02:52, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.1867, loss: 1.1867 2020-07-02 00:56:10,502 - mmaction - INFO - Epoch [50][860/940] lr: 1.000e-03, eta: 14:02:10, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 1.0422, loss: 1.0422 2020-07-02 00:56:28,834 - mmaction - INFO - Epoch [50][880/940] lr: 1.000e-03, eta: 14:01:28, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 1.0241, loss: 1.0241 2020-07-02 00:56:47,360 - mmaction - INFO - Epoch [50][900/940] lr: 1.000e-03, eta: 14:00:49, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8922, loss_cls: 1.0524, loss: 1.0524 2020-07-02 00:57:06,588 - mmaction - INFO - Epoch [50][920/940] lr: 1.000e-03, eta: 14:00:13, time: 0.962, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 1.0267, loss: 1.0267 2020-07-02 00:57:23,082 - mmaction - INFO - Epoch [50][940/940] lr: 1.000e-03, eta: 13:59:21, time: 0.825, data_time: 0.001, memory: 21558, top1_acc: 0.7154, top5_acc: 0.8992, loss_cls: 1.0534, loss: 1.0534 2020-07-02 00:57:28,055 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-02 00:59:30,057 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 00:59:30,805 - mmaction - INFO - top1_acc 0.6886 top5_acc 0.8861 2020-07-02 00:59:30,805 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 00:59:30,861 - mmaction - INFO - mean_acc 0.6885 2020-07-02 00:59:30,867 - mmaction - INFO - Epoch [50][940/940] lr: 1.000e-03, top1_acc: 0.6886, top5_acc: 0.8861, mean_class_accuracy: 0.6885 2020-07-02 01:01:57,269 - mmaction - INFO - Epoch [51][20/940] lr: 1.000e-03, eta: 14:11:58, time: 7.317, data_time: 6.259, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8828, loss_cls: 1.1033, loss: 1.1033 2020-07-02 01:02:16,345 - mmaction - INFO - Epoch [51][40/940] lr: 1.000e-03, eta: 14:11:20, time: 0.956, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1167, loss: 1.1167 2020-07-02 01:02:34,840 - mmaction - INFO - Epoch [51][60/940] lr: 1.000e-03, eta: 14:10:37, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9328, loss_cls: 0.9510, loss: 0.9510 2020-07-02 01:02:52,722 - mmaction - INFO - Epoch [51][80/940] lr: 1.000e-03, eta: 14:09:52, time: 0.895, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0035, loss: 1.0035 2020-07-02 01:03:11,234 - mmaction - INFO - Epoch [51][100/940] lr: 1.000e-03, eta: 14:09:10, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 0.9687, loss: 0.9687 2020-07-02 01:03:29,906 - mmaction - INFO - Epoch [51][120/940] lr: 1.000e-03, eta: 14:08:30, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9918, loss: 0.9918 2020-07-02 01:03:48,023 - mmaction - INFO - Epoch [51][140/940] lr: 1.000e-03, eta: 14:07:46, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.1307, loss: 1.1307 2020-07-02 01:04:06,369 - mmaction - INFO - Epoch [51][160/940] lr: 1.000e-03, eta: 14:07:04, time: 0.917, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8688, loss_cls: 1.1511, loss: 1.1511 2020-07-02 01:04:25,255 - mmaction - INFO - Epoch [51][180/940] lr: 1.000e-03, eta: 14:06:25, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9141, loss_cls: 0.9982, loss: 0.9982 2020-07-02 01:04:43,430 - mmaction - INFO - Epoch [51][200/940] lr: 1.000e-03, eta: 14:05:42, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9078, loss_cls: 1.1019, loss: 1.1019 2020-07-02 01:05:02,049 - mmaction - INFO - Epoch [51][220/940] lr: 1.000e-03, eta: 14:05:02, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8984, loss_cls: 1.0281, loss: 1.0281 2020-07-02 01:05:21,093 - mmaction - INFO - Epoch [51][240/940] lr: 1.000e-03, eta: 14:04:24, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 1.0195, loss: 1.0195 2020-07-02 01:05:39,661 - mmaction - INFO - Epoch [51][260/940] lr: 1.000e-03, eta: 14:03:44, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0600, loss: 1.0600 2020-07-02 01:05:58,118 - mmaction - INFO - Epoch [51][280/940] lr: 1.000e-03, eta: 14:03:03, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8906, loss_cls: 1.0527, loss: 1.0527 2020-07-02 01:06:16,971 - mmaction - INFO - Epoch [51][300/940] lr: 1.000e-03, eta: 14:02:25, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8938, loss_cls: 1.0849, loss: 1.0849 2020-07-02 01:06:34,920 - mmaction - INFO - Epoch [51][320/940] lr: 1.000e-03, eta: 14:01:41, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8812, loss_cls: 1.1222, loss: 1.1222 2020-07-02 01:06:53,633 - mmaction - INFO - Epoch [51][340/940] lr: 1.000e-03, eta: 14:01:02, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 1.0450, loss: 1.0450 2020-07-02 01:07:11,823 - mmaction - INFO - Epoch [51][360/940] lr: 1.000e-03, eta: 14:00:20, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8938, loss_cls: 1.0849, loss: 1.0849 2020-07-02 01:07:30,291 - mmaction - INFO - Epoch [51][380/940] lr: 1.000e-03, eta: 13:59:40, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9313, loss_cls: 0.8795, loss: 0.8795 2020-07-02 01:07:49,139 - mmaction - INFO - Epoch [51][400/940] lr: 1.000e-03, eta: 13:59:02, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.8969, loss_cls: 0.9721, loss: 0.9721 2020-07-02 01:08:07,825 - mmaction - INFO - Epoch [51][420/940] lr: 1.000e-03, eta: 13:58:23, time: 0.935, data_time: 0.022, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 1.0193, loss: 1.0193 2020-07-02 01:08:26,353 - mmaction - INFO - Epoch [51][440/940] lr: 1.000e-03, eta: 13:57:44, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.1597, loss: 1.1597 2020-07-02 01:08:45,105 - mmaction - INFO - Epoch [51][460/940] lr: 1.000e-03, eta: 13:57:06, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 1.0252, loss: 1.0252 2020-07-02 01:09:03,609 - mmaction - INFO - Epoch [51][480/940] lr: 1.000e-03, eta: 13:56:26, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.9312, loss: 0.9312 2020-07-02 01:09:22,196 - mmaction - INFO - Epoch [51][500/940] lr: 1.000e-03, eta: 13:55:47, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1826, loss: 1.1826 2020-07-02 01:09:40,805 - mmaction - INFO - Epoch [51][520/940] lr: 1.000e-03, eta: 13:55:08, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9016, loss_cls: 1.0897, loss: 1.0897 2020-07-02 01:09:59,507 - mmaction - INFO - Epoch [51][540/940] lr: 1.000e-03, eta: 13:54:30, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0340, loss: 1.0340 2020-07-02 01:10:18,464 - mmaction - INFO - Epoch [51][560/940] lr: 1.000e-03, eta: 13:53:54, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8828, loss_cls: 1.1157, loss: 1.1157 2020-07-02 01:10:37,658 - mmaction - INFO - Epoch [51][580/940] lr: 1.000e-03, eta: 13:53:19, time: 0.960, data_time: 0.000, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0474, loss: 1.0474 2020-07-02 01:10:56,255 - mmaction - INFO - Epoch [51][600/940] lr: 1.000e-03, eta: 13:52:41, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9062, loss_cls: 0.9985, loss: 0.9985 2020-07-02 01:11:13,938 - mmaction - INFO - Epoch [51][620/940] lr: 1.000e-03, eta: 13:51:57, time: 0.884, data_time: 0.000, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9234, loss_cls: 0.9954, loss: 0.9954 2020-07-02 01:11:32,522 - mmaction - INFO - Epoch [51][640/940] lr: 1.000e-03, eta: 13:51:19, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0343, loss: 1.0343 2020-07-02 01:11:51,655 - mmaction - INFO - Epoch [51][660/940] lr: 1.000e-03, eta: 13:50:44, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9141, loss_cls: 1.0233, loss: 1.0233 2020-07-02 01:12:10,187 - mmaction - INFO - Epoch [51][680/940] lr: 1.000e-03, eta: 13:50:05, time: 0.927, data_time: 0.003, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9000, loss_cls: 1.0238, loss: 1.0238 2020-07-02 01:12:28,642 - mmaction - INFO - Epoch [51][700/940] lr: 1.000e-03, eta: 13:49:27, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9000, loss_cls: 0.9995, loss: 0.9995 2020-07-02 01:12:46,572 - mmaction - INFO - Epoch [51][720/940] lr: 1.000e-03, eta: 13:48:45, time: 0.895, data_time: 0.000, memory: 21558, top1_acc: 0.7547, top5_acc: 0.8828, loss_cls: 1.0821, loss: 1.0821 2020-07-02 01:13:04,840 - mmaction - INFO - Epoch [51][740/940] lr: 1.000e-03, eta: 13:48:05, time: 0.913, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9359, loss_cls: 0.9141, loss: 0.9141 2020-07-02 01:13:23,414 - mmaction - INFO - Epoch [51][760/940] lr: 1.000e-03, eta: 13:47:28, time: 0.930, data_time: 0.007, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9420, loss: 0.9420 2020-07-02 01:13:41,976 - mmaction - INFO - Epoch [51][780/940] lr: 1.000e-03, eta: 13:46:50, time: 0.927, data_time: 0.003, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9878, loss: 0.9878 2020-07-02 01:14:00,585 - mmaction - INFO - Epoch [51][800/940] lr: 1.000e-03, eta: 13:46:13, time: 0.930, data_time: 0.003, memory: 21558, top1_acc: 0.7484, top5_acc: 0.8969, loss_cls: 1.0244, loss: 1.0244 2020-07-02 01:14:19,435 - mmaction - INFO - Epoch [51][820/940] lr: 1.000e-03, eta: 13:45:37, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 1.0072, loss: 1.0072 2020-07-02 01:14:37,878 - mmaction - INFO - Epoch [51][840/940] lr: 1.000e-03, eta: 13:44:59, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.9311, loss: 0.9311 2020-07-02 01:14:56,548 - mmaction - INFO - Epoch [51][860/940] lr: 1.000e-03, eta: 13:44:22, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.9863, loss: 0.9863 2020-07-02 01:15:16,158 - mmaction - INFO - Epoch [51][880/940] lr: 1.000e-03, eta: 13:43:51, time: 0.983, data_time: 0.003, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9312, loss: 0.9312 2020-07-02 01:15:34,903 - mmaction - INFO - Epoch [51][900/940] lr: 1.000e-03, eta: 13:43:15, time: 0.937, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.9512, loss: 0.9512 2020-07-02 01:15:53,271 - mmaction - INFO - Epoch [51][920/940] lr: 1.000e-03, eta: 13:42:36, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0612, loss: 1.0612 2020-07-02 01:16:10,695 - mmaction - INFO - Epoch [51][940/940] lr: 1.000e-03, eta: 13:41:53, time: 0.873, data_time: 0.002, memory: 21558, top1_acc: 0.7252, top5_acc: 0.9024, loss_cls: 1.0862, loss: 1.0862 2020-07-02 01:16:17,838 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-07-02 01:18:53,179 - mmaction - INFO - Epoch [52][20/940] lr: 1.000e-03, eta: 13:53:31, time: 7.693, data_time: 6.892, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8906, loss_cls: 1.0226, loss: 1.0226 2020-07-02 01:19:11,577 - mmaction - INFO - Epoch [52][40/940] lr: 1.000e-03, eta: 13:52:51, time: 0.920, data_time: 0.126, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8906, loss_cls: 1.0956, loss: 1.0956 2020-07-02 01:19:30,055 - mmaction - INFO - Epoch [52][60/940] lr: 1.000e-03, eta: 13:52:12, time: 0.926, data_time: 0.157, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8797, loss_cls: 1.1479, loss: 1.1479 2020-07-02 01:19:49,765 - mmaction - INFO - Epoch [52][80/940] lr: 1.000e-03, eta: 13:51:40, time: 0.985, data_time: 0.021, memory: 21558, top1_acc: 0.7547, top5_acc: 0.8969, loss_cls: 1.0293, loss: 1.0293 2020-07-02 01:20:09,106 - mmaction - INFO - Epoch [52][100/940] lr: 1.000e-03, eta: 13:51:05, time: 0.966, data_time: 0.030, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.9143, loss: 0.9143 2020-07-02 01:20:28,155 - mmaction - INFO - Epoch [52][120/940] lr: 1.000e-03, eta: 13:50:29, time: 0.953, data_time: 0.015, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9826, loss: 0.9826 2020-07-02 01:20:46,445 - mmaction - INFO - Epoch [52][140/940] lr: 1.000e-03, eta: 13:49:49, time: 0.914, data_time: 0.080, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.0482, loss: 1.0482 2020-07-02 01:21:05,283 - mmaction - INFO - Epoch [52][160/940] lr: 1.000e-03, eta: 13:49:13, time: 0.941, data_time: 0.088, memory: 21558, top1_acc: 0.7109, top5_acc: 0.9047, loss_cls: 1.0922, loss: 1.0922 2020-07-02 01:21:23,752 - mmaction - INFO - Epoch [52][180/940] lr: 1.000e-03, eta: 13:48:34, time: 0.924, data_time: 0.042, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0452, loss: 1.0452 2020-07-02 01:21:42,431 - mmaction - INFO - Epoch [52][200/940] lr: 1.000e-03, eta: 13:47:56, time: 0.934, data_time: 0.158, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9607, loss: 0.9607 2020-07-02 01:22:01,307 - mmaction - INFO - Epoch [52][220/940] lr: 1.000e-03, eta: 13:47:20, time: 0.944, data_time: 0.171, memory: 21558, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0369, loss: 1.0369 2020-07-02 01:22:20,250 - mmaction - INFO - Epoch [52][240/940] lr: 1.000e-03, eta: 13:46:44, time: 0.945, data_time: 0.174, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9062, loss_cls: 1.0234, loss: 1.0234 2020-07-02 01:22:39,043 - mmaction - INFO - Epoch [52][260/940] lr: 1.000e-03, eta: 13:46:07, time: 0.942, data_time: 0.169, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1595, loss: 1.1595 2020-07-02 01:22:57,755 - mmaction - INFO - Epoch [52][280/940] lr: 1.000e-03, eta: 13:45:30, time: 0.936, data_time: 0.168, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9359, loss_cls: 0.9329, loss: 0.9329 2020-07-02 01:23:16,433 - mmaction - INFO - Epoch [52][300/940] lr: 1.000e-03, eta: 13:44:53, time: 0.934, data_time: 0.161, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8953, loss_cls: 1.0783, loss: 1.0783 2020-07-02 01:23:34,158 - mmaction - INFO - Epoch [52][320/940] lr: 1.000e-03, eta: 13:44:11, time: 0.886, data_time: 0.116, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8943, loss: 0.8943 2020-07-02 01:23:53,019 - mmaction - INFO - Epoch [52][340/940] lr: 1.000e-03, eta: 13:43:35, time: 0.944, data_time: 0.142, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0804, loss: 1.0804 2020-07-02 01:24:11,489 - mmaction - INFO - Epoch [52][360/940] lr: 1.000e-03, eta: 13:42:57, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.9006, loss: 0.9006 2020-07-02 01:24:29,658 - mmaction - INFO - Epoch [52][380/940] lr: 1.000e-03, eta: 13:42:18, time: 0.908, data_time: 0.054, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 1.0249, loss: 1.0249 2020-07-02 01:24:48,645 - mmaction - INFO - Epoch [52][400/940] lr: 1.000e-03, eta: 13:41:43, time: 0.949, data_time: 0.101, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8938, loss_cls: 1.0478, loss: 1.0478 2020-07-02 01:25:08,329 - mmaction - INFO - Epoch [52][420/940] lr: 1.000e-03, eta: 13:41:11, time: 0.982, data_time: 0.166, memory: 21558, top1_acc: 0.7172, top5_acc: 0.9078, loss_cls: 1.0548, loss: 1.0548 2020-07-02 01:25:27,668 - mmaction - INFO - Epoch [52][440/940] lr: 1.000e-03, eta: 13:40:38, time: 0.969, data_time: 0.161, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0150, loss: 1.0150 2020-07-02 01:25:45,747 - mmaction - INFO - Epoch [52][460/940] lr: 1.000e-03, eta: 13:39:59, time: 0.904, data_time: 0.135, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8797, loss_cls: 1.1510, loss: 1.1510 2020-07-02 01:26:04,562 - mmaction - INFO - Epoch [52][480/940] lr: 1.000e-03, eta: 13:39:23, time: 0.939, data_time: 0.169, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.1367, loss: 1.1367 2020-07-02 01:26:22,934 - mmaction - INFO - Epoch [52][500/940] lr: 1.000e-03, eta: 13:38:45, time: 0.920, data_time: 0.150, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9062, loss_cls: 0.9322, loss: 0.9322 2020-07-02 01:26:41,340 - mmaction - INFO - Epoch [52][520/940] lr: 1.000e-03, eta: 13:38:08, time: 0.921, data_time: 0.155, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0600, loss: 1.0600 2020-07-02 01:26:59,629 - mmaction - INFO - Epoch [52][540/940] lr: 1.000e-03, eta: 13:37:29, time: 0.913, data_time: 0.108, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9234, loss_cls: 1.0110, loss: 1.0110 2020-07-02 01:27:18,308 - mmaction - INFO - Epoch [52][560/940] lr: 1.000e-03, eta: 13:36:54, time: 0.936, data_time: 0.157, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0342, loss: 1.0342 2020-07-02 01:27:37,295 - mmaction - INFO - Epoch [52][580/940] lr: 1.000e-03, eta: 13:36:19, time: 0.949, data_time: 0.120, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0876, loss: 1.0876 2020-07-02 01:27:56,293 - mmaction - INFO - Epoch [52][600/940] lr: 1.000e-03, eta: 13:35:45, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9016, loss_cls: 1.0474, loss: 1.0474 2020-07-02 01:28:15,180 - mmaction - INFO - Epoch [52][620/940] lr: 1.000e-03, eta: 13:35:10, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 1.0116, loss: 1.0116 2020-07-02 01:28:34,252 - mmaction - INFO - Epoch [52][640/940] lr: 1.000e-03, eta: 13:34:36, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.9016, loss_cls: 1.1380, loss: 1.1380 2020-07-02 01:28:52,817 - mmaction - INFO - Epoch [52][660/940] lr: 1.000e-03, eta: 13:34:00, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9412, loss: 0.9412 2020-07-02 01:29:11,215 - mmaction - INFO - Epoch [52][680/940] lr: 1.000e-03, eta: 13:33:23, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 1.0818, loss: 1.0818 2020-07-02 01:29:29,549 - mmaction - INFO - Epoch [52][700/940] lr: 1.000e-03, eta: 13:32:46, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8922, loss_cls: 1.0532, loss: 1.0532 2020-07-02 01:29:47,732 - mmaction - INFO - Epoch [52][720/940] lr: 1.000e-03, eta: 13:32:08, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 0.9453, loss: 0.9453 2020-07-02 01:30:06,960 - mmaction - INFO - Epoch [52][740/940] lr: 1.000e-03, eta: 13:31:35, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8906, loss_cls: 1.0623, loss: 1.0623 2020-07-02 01:30:25,610 - mmaction - INFO - Epoch [52][760/940] lr: 1.000e-03, eta: 13:31:00, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 1.0163, loss: 1.0163 2020-07-02 01:30:44,275 - mmaction - INFO - Epoch [52][780/940] lr: 1.000e-03, eta: 13:30:25, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.0655, loss: 1.0655 2020-07-02 01:31:02,514 - mmaction - INFO - Epoch [52][800/940] lr: 1.000e-03, eta: 13:29:47, time: 0.912, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 1.0120, loss: 1.0120 2020-07-02 01:31:20,941 - mmaction - INFO - Epoch [52][820/940] lr: 1.000e-03, eta: 13:29:11, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.9320, loss: 0.9320 2020-07-02 01:31:39,873 - mmaction - INFO - Epoch [52][840/940] lr: 1.000e-03, eta: 13:28:37, time: 0.948, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8953, loss_cls: 1.0369, loss: 1.0369 2020-07-02 01:31:58,939 - mmaction - INFO - Epoch [52][860/940] lr: 1.000e-03, eta: 13:28:04, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0383, loss: 1.0383 2020-07-02 01:32:17,802 - mmaction - INFO - Epoch [52][880/940] lr: 1.000e-03, eta: 13:27:30, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.0696, loss: 1.0696 2020-07-02 01:32:35,944 - mmaction - INFO - Epoch [52][900/940] lr: 1.000e-03, eta: 13:26:53, time: 0.909, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 1.0502, loss: 1.0502 2020-07-02 01:32:53,891 - mmaction - INFO - Epoch [52][920/940] lr: 1.000e-03, eta: 13:26:14, time: 0.897, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.1189, loss: 1.1189 2020-07-02 01:33:11,435 - mmaction - INFO - Epoch [52][940/940] lr: 1.000e-03, eta: 13:25:34, time: 0.878, data_time: 0.002, memory: 21558, top1_acc: 0.7447, top5_acc: 0.9073, loss_cls: 1.0076, loss: 1.0076 2020-07-02 01:33:16,892 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-07-02 01:35:42,893 - mmaction - INFO - Epoch [53][20/940] lr: 1.000e-03, eta: 13:35:02, time: 7.228, data_time: 6.292, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8875, loss_cls: 1.0941, loss: 1.0941 2020-07-02 01:36:01,460 - mmaction - INFO - Epoch [53][40/940] lr: 1.000e-03, eta: 13:34:26, time: 0.931, data_time: 0.004, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9627, loss: 0.9627 2020-07-02 01:36:19,854 - mmaction - INFO - Epoch [53][60/940] lr: 1.000e-03, eta: 13:33:49, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0528, loss: 1.0528 2020-07-02 01:36:38,982 - mmaction - INFO - Epoch [53][80/940] lr: 1.000e-03, eta: 13:33:15, time: 0.958, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8969, loss_cls: 1.0160, loss: 1.0160 2020-07-02 01:36:57,259 - mmaction - INFO - Epoch [53][100/940] lr: 1.000e-03, eta: 13:32:37, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8797, loss_cls: 1.1056, loss: 1.1056 2020-07-02 01:37:15,939 - mmaction - INFO - Epoch [53][120/940] lr: 1.000e-03, eta: 13:32:01, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 1.0540, loss: 1.0540 2020-07-02 01:37:34,536 - mmaction - INFO - Epoch [53][140/940] lr: 1.000e-03, eta: 13:31:25, time: 0.933, data_time: 0.004, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0210, loss: 1.0210 2020-07-02 01:37:53,493 - mmaction - INFO - Epoch [53][160/940] lr: 1.000e-03, eta: 13:30:51, time: 0.948, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9031, loss_cls: 1.0324, loss: 1.0324 2020-07-02 01:38:12,134 - mmaction - INFO - Epoch [53][180/940] lr: 1.000e-03, eta: 13:30:15, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0734, loss: 1.0734 2020-07-02 01:38:31,048 - mmaction - INFO - Epoch [53][200/940] lr: 1.000e-03, eta: 13:29:41, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.8922, loss_cls: 0.9937, loss: 0.9937 2020-07-02 01:38:49,296 - mmaction - INFO - Epoch [53][220/940] lr: 1.000e-03, eta: 13:29:04, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9591, loss: 0.9591 2020-07-02 01:39:08,191 - mmaction - INFO - Epoch [53][240/940] lr: 1.000e-03, eta: 13:28:29, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8875, loss_cls: 1.0536, loss: 1.0536 2020-07-02 01:39:26,615 - mmaction - INFO - Epoch [53][260/940] lr: 1.000e-03, eta: 13:27:53, time: 0.921, data_time: 0.000, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.0827, loss: 1.0827 2020-07-02 01:39:45,238 - mmaction - INFO - Epoch [53][280/940] lr: 1.000e-03, eta: 13:27:17, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 1.0462, loss: 1.0462 2020-07-02 01:40:03,439 - mmaction - INFO - Epoch [53][300/940] lr: 1.000e-03, eta: 13:26:40, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9094, loss_cls: 1.0702, loss: 1.0702 2020-07-02 01:40:21,772 - mmaction - INFO - Epoch [53][320/940] lr: 1.000e-03, eta: 13:26:03, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9062, loss_cls: 1.0209, loss: 1.0209 2020-07-02 01:40:40,330 - mmaction - INFO - Epoch [53][340/940] lr: 1.000e-03, eta: 13:25:28, time: 0.928, data_time: 0.000, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0494, loss: 1.0494 2020-07-02 01:40:58,822 - mmaction - INFO - Epoch [53][360/940] lr: 1.000e-03, eta: 13:24:52, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8844, loss_cls: 1.0269, loss: 1.0269 2020-07-02 01:41:17,514 - mmaction - INFO - Epoch [53][380/940] lr: 1.000e-03, eta: 13:24:17, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9047, loss_cls: 1.0084, loss: 1.0084 2020-07-02 01:41:36,317 - mmaction - INFO - Epoch [53][400/940] lr: 1.000e-03, eta: 13:23:43, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9078, loss_cls: 0.9155, loss: 0.9155 2020-07-02 01:41:54,632 - mmaction - INFO - Epoch [53][420/940] lr: 1.000e-03, eta: 13:23:07, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9031, loss_cls: 0.9648, loss: 0.9648 2020-07-02 01:42:13,060 - mmaction - INFO - Epoch [53][440/940] lr: 1.000e-03, eta: 13:22:31, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0096, loss: 1.0096 2020-07-02 01:42:32,138 - mmaction - INFO - Epoch [53][460/940] lr: 1.000e-03, eta: 13:21:58, time: 0.954, data_time: 0.011, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1284, loss: 1.1284 2020-07-02 01:42:50,838 - mmaction - INFO - Epoch [53][480/940] lr: 1.000e-03, eta: 13:21:24, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9016, loss_cls: 1.0337, loss: 1.0337 2020-07-02 01:43:09,401 - mmaction - INFO - Epoch [53][500/940] lr: 1.000e-03, eta: 13:20:49, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9031, loss_cls: 0.9391, loss: 0.9391 2020-07-02 01:43:28,291 - mmaction - INFO - Epoch [53][520/940] lr: 1.000e-03, eta: 13:20:15, time: 0.944, data_time: 0.000, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8969, loss_cls: 1.0789, loss: 1.0789 2020-07-02 01:43:47,231 - mmaction - INFO - Epoch [53][540/940] lr: 1.000e-03, eta: 13:19:42, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9156, loss_cls: 1.0114, loss: 1.0114 2020-07-02 01:44:05,549 - mmaction - INFO - Epoch [53][560/940] lr: 1.000e-03, eta: 13:19:06, time: 0.916, data_time: 0.000, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0780, loss: 1.0780 2020-07-02 01:44:23,788 - mmaction - INFO - Epoch [53][580/940] lr: 1.000e-03, eta: 13:18:30, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9141, loss_cls: 1.0345, loss: 1.0345 2020-07-02 01:44:42,746 - mmaction - INFO - Epoch [53][600/940] lr: 1.000e-03, eta: 13:17:57, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.8953, loss_cls: 0.9967, loss: 0.9967 2020-07-02 01:45:00,801 - mmaction - INFO - Epoch [53][620/940] lr: 1.000e-03, eta: 13:17:20, time: 0.902, data_time: 0.003, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8953, loss_cls: 1.0346, loss: 1.0346 2020-07-02 01:45:20,009 - mmaction - INFO - Epoch [53][640/940] lr: 1.000e-03, eta: 13:16:49, time: 0.962, data_time: 0.003, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9109, loss_cls: 0.9102, loss: 0.9102 2020-07-02 01:45:38,980 - mmaction - INFO - Epoch [53][660/940] lr: 1.000e-03, eta: 13:16:16, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8766, loss_cls: 1.0703, loss: 1.0703 2020-07-02 01:45:57,775 - mmaction - INFO - Epoch [53][680/940] lr: 1.000e-03, eta: 13:15:43, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 1.0048, loss: 1.0048 2020-07-02 01:46:15,843 - mmaction - INFO - Epoch [53][700/940] lr: 1.000e-03, eta: 13:15:06, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0240, loss: 1.0240 2020-07-02 01:46:34,083 - mmaction - INFO - Epoch [53][720/940] lr: 1.000e-03, eta: 13:14:30, time: 0.910, data_time: 0.000, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0493, loss: 1.0493 2020-07-02 01:46:52,788 - mmaction - INFO - Epoch [53][740/940] lr: 1.000e-03, eta: 13:13:57, time: 0.936, data_time: 0.002, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8953, loss_cls: 1.0081, loss: 1.0081 2020-07-02 01:47:11,145 - mmaction - INFO - Epoch [53][760/940] lr: 1.000e-03, eta: 13:13:22, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9558, loss: 0.9558 2020-07-02 01:47:29,346 - mmaction - INFO - Epoch [53][780/940] lr: 1.000e-03, eta: 13:12:46, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.0634, loss: 1.0634 2020-07-02 01:47:48,056 - mmaction - INFO - Epoch [53][800/940] lr: 1.000e-03, eta: 13:12:13, time: 0.935, data_time: 0.068, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9931, loss: 0.9931 2020-07-02 01:48:06,751 - mmaction - INFO - Epoch [53][820/940] lr: 1.000e-03, eta: 13:11:39, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9418, loss: 0.9418 2020-07-02 01:48:25,146 - mmaction - INFO - Epoch [53][840/940] lr: 1.000e-03, eta: 13:11:05, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1505, loss: 1.1505 2020-07-02 01:48:43,671 - mmaction - INFO - Epoch [53][860/940] lr: 1.000e-03, eta: 13:10:31, time: 0.926, data_time: 0.056, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8922, loss_cls: 1.0803, loss: 1.0803 2020-07-02 01:49:02,036 - mmaction - INFO - Epoch [53][880/940] lr: 1.000e-03, eta: 13:09:56, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9695, loss: 0.9695 2020-07-02 01:49:21,031 - mmaction - INFO - Epoch [53][900/940] lr: 1.000e-03, eta: 13:09:24, time: 0.951, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9141, loss_cls: 1.0189, loss: 1.0189 2020-07-02 01:49:40,214 - mmaction - INFO - Epoch [53][920/940] lr: 1.000e-03, eta: 13:08:53, time: 0.959, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0617, loss: 1.0617 2020-07-02 01:49:56,579 - mmaction - INFO - Epoch [53][940/940] lr: 1.000e-03, eta: 13:08:10, time: 0.819, data_time: 0.001, memory: 21558, top1_acc: 0.7236, top5_acc: 0.8780, loss_cls: 1.1231, loss: 1.1231 2020-07-02 01:50:02,397 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-07-02 01:52:56,385 - mmaction - INFO - Epoch [54][20/940] lr: 1.000e-03, eta: 13:18:37, time: 8.680, data_time: 7.778, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9963, loss: 0.9963 2020-07-02 01:53:14,496 - mmaction - INFO - Epoch [54][40/940] lr: 1.000e-03, eta: 13:18:00, time: 0.904, data_time: 0.114, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.1055, loss: 1.1055 2020-07-02 01:53:33,010 - mmaction - INFO - Epoch [54][60/940] lr: 1.000e-03, eta: 13:17:25, time: 0.928, data_time: 0.042, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.9319, loss: 0.9319 2020-07-02 01:53:52,190 - mmaction - INFO - Epoch [54][80/940] lr: 1.000e-03, eta: 13:16:53, time: 0.957, data_time: 0.009, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0731, loss: 1.0731 2020-07-02 01:54:10,329 - mmaction - INFO - Epoch [54][100/940] lr: 1.000e-03, eta: 13:16:16, time: 0.909, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8844, loss_cls: 1.0939, loss: 1.0939 2020-07-02 01:54:28,661 - mmaction - INFO - Epoch [54][120/940] lr: 1.000e-03, eta: 13:15:41, time: 0.914, data_time: 0.063, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8844, loss_cls: 1.1194, loss: 1.1194 2020-07-02 01:54:47,619 - mmaction - INFO - Epoch [54][140/940] lr: 1.000e-03, eta: 13:15:08, time: 0.950, data_time: 0.054, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8844, loss_cls: 1.0890, loss: 1.0890 2020-07-02 01:55:06,252 - mmaction - INFO - Epoch [54][160/940] lr: 1.000e-03, eta: 13:14:33, time: 0.930, data_time: 0.048, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9031, loss_cls: 0.9707, loss: 0.9707 2020-07-02 01:55:25,017 - mmaction - INFO - Epoch [54][180/940] lr: 1.000e-03, eta: 13:13:59, time: 0.940, data_time: 0.004, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 0.9934, loss: 0.9934 2020-07-02 01:55:43,566 - mmaction - INFO - Epoch [54][200/940] lr: 1.000e-03, eta: 13:13:25, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.0732, loss: 1.0732 2020-07-02 01:56:01,928 - mmaction - INFO - Epoch [54][220/940] lr: 1.000e-03, eta: 13:12:50, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 1.0375, loss: 1.0375 2020-07-02 01:56:20,635 - mmaction - INFO - Epoch [54][240/940] lr: 1.000e-03, eta: 13:12:16, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9047, loss_cls: 0.9360, loss: 0.9360 2020-07-02 01:56:39,444 - mmaction - INFO - Epoch [54][260/940] lr: 1.000e-03, eta: 13:11:42, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1112, loss: 1.1112 2020-07-02 01:56:58,464 - mmaction - INFO - Epoch [54][280/940] lr: 1.000e-03, eta: 13:11:10, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8906, loss_cls: 1.1050, loss: 1.1050 2020-07-02 01:57:16,905 - mmaction - INFO - Epoch [54][300/940] lr: 1.000e-03, eta: 13:10:35, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9646, loss: 0.9646 2020-07-02 01:57:34,843 - mmaction - INFO - Epoch [54][320/940] lr: 1.000e-03, eta: 13:09:58, time: 0.895, data_time: 0.003, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9000, loss_cls: 1.0068, loss: 1.0068 2020-07-02 01:57:52,852 - mmaction - INFO - Epoch [54][340/940] lr: 1.000e-03, eta: 13:09:22, time: 0.902, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 1.0196, loss: 1.0196 2020-07-02 01:58:11,499 - mmaction - INFO - Epoch [54][360/940] lr: 1.000e-03, eta: 13:08:48, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0750, loss: 1.0750 2020-07-02 01:58:29,821 - mmaction - INFO - Epoch [54][380/940] lr: 1.000e-03, eta: 13:08:13, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8891, loss_cls: 1.1209, loss: 1.1209 2020-07-02 01:58:48,658 - mmaction - INFO - Epoch [54][400/940] lr: 1.000e-03, eta: 13:07:40, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9063, loss: 0.9063 2020-07-02 01:59:07,242 - mmaction - INFO - Epoch [54][420/940] lr: 1.000e-03, eta: 13:07:07, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9187, loss_cls: 1.0344, loss: 1.0344 2020-07-02 01:59:25,339 - mmaction - INFO - Epoch [54][440/940] lr: 1.000e-03, eta: 13:06:31, time: 0.905, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 1.0562, loss: 1.0562 2020-07-02 01:59:43,720 - mmaction - INFO - Epoch [54][460/940] lr: 1.000e-03, eta: 13:05:56, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0714, loss: 1.0714 2020-07-02 02:00:03,929 - mmaction - INFO - Epoch [54][480/940] lr: 1.000e-03, eta: 13:05:28, time: 0.995, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.1369, loss: 1.1369 2020-07-02 02:00:22,853 - mmaction - INFO - Epoch [54][500/940] lr: 1.000e-03, eta: 13:04:57, time: 0.961, data_time: 0.019, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8844, loss_cls: 1.0833, loss: 1.0833 2020-07-02 02:00:42,140 - mmaction - INFO - Epoch [54][520/940] lr: 1.000e-03, eta: 13:04:26, time: 0.964, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9062, loss_cls: 0.9611, loss: 0.9611 2020-07-02 02:01:00,921 - mmaction - INFO - Epoch [54][540/940] lr: 1.000e-03, eta: 13:03:53, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0653, loss: 1.0653 2020-07-02 02:01:19,891 - mmaction - INFO - Epoch [54][560/940] lr: 1.000e-03, eta: 13:03:21, time: 0.948, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0055, loss: 1.0055 2020-07-02 02:01:37,677 - mmaction - INFO - Epoch [54][580/940] lr: 1.000e-03, eta: 13:02:45, time: 0.891, data_time: 0.003, memory: 21558, top1_acc: 0.7625, top5_acc: 0.8984, loss_cls: 1.0020, loss: 1.0020 2020-07-02 02:01:56,068 - mmaction - INFO - Epoch [54][600/940] lr: 1.000e-03, eta: 13:02:11, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 1.0242, loss: 1.0242 2020-07-02 02:02:14,474 - mmaction - INFO - Epoch [54][620/940] lr: 1.000e-03, eta: 13:01:37, time: 0.921, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0189, loss: 1.0189 2020-07-02 02:02:33,014 - mmaction - INFO - Epoch [54][640/940] lr: 1.000e-03, eta: 13:01:04, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9202, loss: 0.9202 2020-07-02 02:02:51,546 - mmaction - INFO - Epoch [54][660/940] lr: 1.000e-03, eta: 13:00:30, time: 0.924, data_time: 0.000, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0944, loss: 1.0944 2020-07-02 02:03:10,180 - mmaction - INFO - Epoch [54][680/940] lr: 1.000e-03, eta: 12:59:57, time: 0.934, data_time: 0.003, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.0587, loss: 1.0587 2020-07-02 02:03:29,676 - mmaction - INFO - Epoch [54][700/940] lr: 1.000e-03, eta: 12:59:28, time: 0.975, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8828, loss_cls: 1.0488, loss: 1.0488 2020-07-02 02:03:48,082 - mmaction - INFO - Epoch [54][720/940] lr: 1.000e-03, eta: 12:58:54, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9266, loss_cls: 0.9431, loss: 0.9431 2020-07-02 02:04:06,512 - mmaction - INFO - Epoch [54][740/940] lr: 1.000e-03, eta: 12:58:21, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9675, loss: 0.9675 2020-07-02 02:04:25,384 - mmaction - INFO - Epoch [54][760/940] lr: 1.000e-03, eta: 12:57:49, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.8969, loss_cls: 0.9804, loss: 0.9804 2020-07-02 02:04:43,887 - mmaction - INFO - Epoch [54][780/940] lr: 1.000e-03, eta: 12:57:15, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8938, loss_cls: 1.0331, loss: 1.0331 2020-07-02 02:05:02,607 - mmaction - INFO - Epoch [54][800/940] lr: 1.000e-03, eta: 12:56:43, time: 0.936, data_time: 0.006, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9846, loss: 0.9846 2020-07-02 02:05:21,281 - mmaction - INFO - Epoch [54][820/940] lr: 1.000e-03, eta: 12:56:11, time: 0.932, data_time: 0.003, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.9295, loss: 0.9295 2020-07-02 02:05:39,674 - mmaction - INFO - Epoch [54][840/940] lr: 1.000e-03, eta: 12:55:37, time: 0.921, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9703, loss: 0.9703 2020-07-02 02:05:57,954 - mmaction - INFO - Epoch [54][860/940] lr: 1.000e-03, eta: 12:55:04, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8859, loss_cls: 1.1509, loss: 1.1509 2020-07-02 02:06:16,258 - mmaction - INFO - Epoch [54][880/940] lr: 1.000e-03, eta: 12:54:30, time: 0.915, data_time: 0.000, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9570, loss: 0.9570 2020-07-02 02:06:35,185 - mmaction - INFO - Epoch [54][900/940] lr: 1.000e-03, eta: 12:53:59, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.9641, loss: 0.9641 2020-07-02 02:06:53,628 - mmaction - INFO - Epoch [54][920/940] lr: 1.000e-03, eta: 12:53:26, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9593, loss: 0.9593 2020-07-02 02:07:11,147 - mmaction - INFO - Epoch [54][940/940] lr: 1.000e-03, eta: 12:52:49, time: 0.876, data_time: 0.001, memory: 21558, top1_acc: 0.7724, top5_acc: 0.9236, loss_cls: 0.8894, loss: 0.8894 2020-07-02 02:07:16,898 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-07-02 02:08:42,837 - mmaction - INFO - Epoch [55][20/940] lr: 1.000e-03, eta: 12:56:29, time: 4.226, data_time: 3.227, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9617, loss: 0.9617 2020-07-02 02:09:01,174 - mmaction - INFO - Epoch [55][40/940] lr: 1.000e-03, eta: 12:55:55, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9848, loss: 0.9848 2020-07-02 02:09:19,286 - mmaction - INFO - Epoch [55][60/940] lr: 1.000e-03, eta: 12:55:20, time: 0.905, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0400, loss: 1.0400 2020-07-02 02:09:37,982 - mmaction - INFO - Epoch [55][80/940] lr: 1.000e-03, eta: 12:54:48, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0213, loss: 1.0213 2020-07-02 02:09:55,975 - mmaction - INFO - Epoch [55][100/940] lr: 1.000e-03, eta: 12:54:13, time: 0.897, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8984, loss_cls: 1.0855, loss: 1.0855 2020-07-02 02:10:15,013 - mmaction - INFO - Epoch [55][120/940] lr: 1.000e-03, eta: 12:53:42, time: 0.952, data_time: 0.005, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.9679, loss: 0.9679 2020-07-02 02:10:33,376 - mmaction - INFO - Epoch [55][140/940] lr: 1.000e-03, eta: 12:53:08, time: 0.920, data_time: 0.003, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.9090, loss: 0.9090 2020-07-02 02:10:51,755 - mmaction - INFO - Epoch [55][160/940] lr: 1.000e-03, eta: 12:52:35, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.9829, loss: 0.9829 2020-07-02 02:11:10,396 - mmaction - INFO - Epoch [55][180/940] lr: 1.000e-03, eta: 12:52:03, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 0.9999, loss: 0.9999 2020-07-02 02:11:29,202 - mmaction - INFO - Epoch [55][200/940] lr: 1.000e-03, eta: 12:51:31, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9203, loss_cls: 0.9826, loss: 0.9826 2020-07-02 02:11:47,812 - mmaction - INFO - Epoch [55][220/940] lr: 1.000e-03, eta: 12:50:58, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 1.0034, loss: 1.0034 2020-07-02 02:12:06,867 - mmaction - INFO - Epoch [55][240/940] lr: 1.000e-03, eta: 12:50:28, time: 0.954, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9016, loss_cls: 1.0161, loss: 1.0161 2020-07-02 02:12:25,527 - mmaction - INFO - Epoch [55][260/940] lr: 1.000e-03, eta: 12:49:56, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9047, loss_cls: 0.9397, loss: 0.9397 2020-07-02 02:12:44,273 - mmaction - INFO - Epoch [55][280/940] lr: 1.000e-03, eta: 12:49:24, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9783, loss: 0.9783 2020-07-02 02:13:03,382 - mmaction - INFO - Epoch [55][300/940] lr: 1.000e-03, eta: 12:48:54, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8953, loss_cls: 1.0382, loss: 1.0382 2020-07-02 02:13:21,869 - mmaction - INFO - Epoch [55][320/940] lr: 1.000e-03, eta: 12:48:21, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0894, loss: 1.0894 2020-07-02 02:13:40,909 - mmaction - INFO - Epoch [55][340/940] lr: 1.000e-03, eta: 12:47:51, time: 0.950, data_time: 0.000, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8953, loss_cls: 1.0571, loss: 1.0571 2020-07-02 02:13:59,001 - mmaction - INFO - Epoch [55][360/940] lr: 1.000e-03, eta: 12:47:17, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9078, loss_cls: 1.0326, loss: 1.0326 2020-07-02 02:14:17,698 - mmaction - INFO - Epoch [55][380/940] lr: 1.000e-03, eta: 12:46:45, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9530, loss: 0.9530 2020-07-02 02:14:36,419 - mmaction - INFO - Epoch [55][400/940] lr: 1.000e-03, eta: 12:46:13, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0104, loss: 1.0104 2020-07-02 02:14:54,684 - mmaction - INFO - Epoch [55][420/940] lr: 1.000e-03, eta: 12:45:40, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9016, loss_cls: 1.0414, loss: 1.0414 2020-07-02 02:15:14,319 - mmaction - INFO - Epoch [55][440/940] lr: 1.000e-03, eta: 12:45:12, time: 0.982, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8835, loss: 0.8835 2020-07-02 02:15:32,479 - mmaction - INFO - Epoch [55][460/940] lr: 1.000e-03, eta: 12:44:39, time: 0.908, data_time: 0.018, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9016, loss_cls: 1.0775, loss: 1.0775 2020-07-02 02:15:51,233 - mmaction - INFO - Epoch [55][480/940] lr: 1.000e-03, eta: 12:44:08, time: 0.938, data_time: 0.032, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9590, loss: 0.9590 2020-07-02 02:16:10,535 - mmaction - INFO - Epoch [55][500/940] lr: 1.000e-03, eta: 12:43:38, time: 0.965, data_time: 0.140, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0859, loss: 1.0859 2020-07-02 02:16:28,889 - mmaction - INFO - Epoch [55][520/940] lr: 1.000e-03, eta: 12:43:06, time: 0.918, data_time: 0.140, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1254, loss: 1.1254 2020-07-02 02:16:47,325 - mmaction - INFO - Epoch [55][540/940] lr: 1.000e-03, eta: 12:42:33, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8703, loss_cls: 1.1616, loss: 1.1616 2020-07-02 02:17:05,736 - mmaction - INFO - Epoch [55][560/940] lr: 1.000e-03, eta: 12:42:01, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9109, loss_cls: 0.9261, loss: 0.9261 2020-07-02 02:17:24,230 - mmaction - INFO - Epoch [55][580/940] lr: 1.000e-03, eta: 12:41:29, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.9523, loss: 0.9523 2020-07-02 02:17:42,796 - mmaction - INFO - Epoch [55][600/940] lr: 1.000e-03, eta: 12:40:57, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9000, loss_cls: 1.0538, loss: 1.0538 2020-07-02 02:18:01,581 - mmaction - INFO - Epoch [55][620/940] lr: 1.000e-03, eta: 12:40:27, time: 0.939, data_time: 0.025, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1189, loss: 1.1189 2020-07-02 02:18:20,662 - mmaction - INFO - Epoch [55][640/940] lr: 1.000e-03, eta: 12:39:57, time: 0.954, data_time: 0.103, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9600, loss: 0.9600 2020-07-02 02:18:39,796 - mmaction - INFO - Epoch [55][660/940] lr: 1.000e-03, eta: 12:39:27, time: 0.957, data_time: 0.018, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.1553, loss: 1.1553 2020-07-02 02:18:58,552 - mmaction - INFO - Epoch [55][680/940] lr: 1.000e-03, eta: 12:38:57, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9016, loss_cls: 1.0000, loss: 1.0000 2020-07-02 02:19:16,893 - mmaction - INFO - Epoch [55][700/940] lr: 1.000e-03, eta: 12:38:24, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.0064, loss: 1.0064 2020-07-02 02:19:35,393 - mmaction - INFO - Epoch [55][720/940] lr: 1.000e-03, eta: 12:37:53, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9141, loss_cls: 0.9956, loss: 0.9956 2020-07-02 02:19:53,282 - mmaction - INFO - Epoch [55][740/940] lr: 1.000e-03, eta: 12:37:19, time: 0.895, data_time: 0.000, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9250, loss_cls: 0.9322, loss: 0.9322 2020-07-02 02:20:13,037 - mmaction - INFO - Epoch [55][760/940] lr: 1.000e-03, eta: 12:36:52, time: 0.987, data_time: 0.000, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9109, loss_cls: 1.0049, loss: 1.0049 2020-07-02 02:20:31,613 - mmaction - INFO - Epoch [55][780/940] lr: 1.000e-03, eta: 12:36:20, time: 0.930, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9266, loss_cls: 0.9824, loss: 0.9824 2020-07-02 02:20:50,330 - mmaction - INFO - Epoch [55][800/940] lr: 1.000e-03, eta: 12:35:50, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9016, loss_cls: 0.9758, loss: 0.9758 2020-07-02 02:21:09,124 - mmaction - INFO - Epoch [55][820/940] lr: 1.000e-03, eta: 12:35:19, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9876, loss: 0.9876 2020-07-02 02:21:27,662 - mmaction - INFO - Epoch [55][840/940] lr: 1.000e-03, eta: 12:34:48, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 1.0630, loss: 1.0630 2020-07-02 02:21:46,682 - mmaction - INFO - Epoch [55][860/940] lr: 1.000e-03, eta: 12:34:19, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 1.0410, loss: 1.0410 2020-07-02 02:22:04,725 - mmaction - INFO - Epoch [55][880/940] lr: 1.000e-03, eta: 12:33:46, time: 0.901, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9016, loss_cls: 1.0648, loss: 1.0648 2020-07-02 02:22:23,231 - mmaction - INFO - Epoch [55][900/940] lr: 1.000e-03, eta: 12:33:14, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.9557, loss: 0.9557 2020-07-02 02:22:41,169 - mmaction - INFO - Epoch [55][920/940] lr: 1.000e-03, eta: 12:32:41, time: 0.897, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1293, loss: 1.1293 2020-07-02 02:22:58,059 - mmaction - INFO - Epoch [55][940/940] lr: 1.000e-03, eta: 12:32:04, time: 0.846, data_time: 0.002, memory: 21558, top1_acc: 0.7512, top5_acc: 0.8992, loss_cls: 0.9572, loss: 0.9572 2020-07-02 02:23:03,323 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-02 02:26:16,839 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 02:26:17,588 - mmaction - INFO - top1_acc 0.6910 top5_acc 0.8866 2020-07-02 02:26:17,589 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 02:26:17,639 - mmaction - INFO - mean_acc 0.6909 2020-07-02 02:26:17,646 - mmaction - INFO - Epoch [55][940/940] lr: 1.000e-03, top1_acc: 0.6910, top5_acc: 0.8866, mean_class_accuracy: 0.6909 2020-07-02 02:27:34,379 - mmaction - INFO - Epoch [56][20/940] lr: 1.000e-03, eta: 12:34:54, time: 3.831, data_time: 3.033, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9047, loss_cls: 0.9885, loss: 0.9885 2020-07-02 02:27:53,179 - mmaction - INFO - Epoch [56][40/940] lr: 1.000e-03, eta: 12:34:24, time: 0.944, data_time: 0.174, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 1.0156, loss: 1.0156 2020-07-02 02:28:11,857 - mmaction - INFO - Epoch [56][60/940] lr: 1.000e-03, eta: 12:33:53, time: 0.933, data_time: 0.167, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9995, loss: 0.9995 2020-07-02 02:28:30,309 - mmaction - INFO - Epoch [56][80/940] lr: 1.000e-03, eta: 12:33:21, time: 0.921, data_time: 0.156, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.8885, loss: 0.8885 2020-07-02 02:28:48,667 - mmaction - INFO - Epoch [56][100/940] lr: 1.000e-03, eta: 12:32:50, time: 0.920, data_time: 0.154, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 0.9920, loss: 0.9920 2020-07-02 02:29:07,057 - mmaction - INFO - Epoch [56][120/940] lr: 1.000e-03, eta: 12:32:18, time: 0.918, data_time: 0.143, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.9257, loss: 0.9257 2020-07-02 02:29:25,848 - mmaction - INFO - Epoch [56][140/940] lr: 1.000e-03, eta: 12:31:48, time: 0.941, data_time: 0.088, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9172, loss_cls: 0.9679, loss: 0.9679 2020-07-02 02:29:44,246 - mmaction - INFO - Epoch [56][160/940] lr: 1.000e-03, eta: 12:31:16, time: 0.919, data_time: 0.011, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.9491, loss: 0.9491 2020-07-02 02:30:03,269 - mmaction - INFO - Epoch [56][180/940] lr: 1.000e-03, eta: 12:30:46, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9473, loss: 0.9473 2020-07-02 02:30:21,809 - mmaction - INFO - Epoch [56][200/940] lr: 1.000e-03, eta: 12:30:15, time: 0.928, data_time: 0.004, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0215, loss: 1.0215 2020-07-02 02:30:40,676 - mmaction - INFO - Epoch [56][220/940] lr: 1.000e-03, eta: 12:29:45, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.9012, loss: 0.9012 2020-07-02 02:30:59,199 - mmaction - INFO - Epoch [56][240/940] lr: 1.000e-03, eta: 12:29:14, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.9322, loss: 0.9322 2020-07-02 02:31:17,792 - mmaction - INFO - Epoch [56][260/940] lr: 1.000e-03, eta: 12:28:44, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.1538, loss: 1.1538 2020-07-02 02:31:36,329 - mmaction - INFO - Epoch [56][280/940] lr: 1.000e-03, eta: 12:28:13, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0201, loss: 1.0201 2020-07-02 02:31:54,871 - mmaction - INFO - Epoch [56][300/940] lr: 1.000e-03, eta: 12:27:42, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8922, loss_cls: 1.0683, loss: 1.0683 2020-07-02 02:32:14,028 - mmaction - INFO - Epoch [56][320/940] lr: 1.000e-03, eta: 12:27:13, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 0.9853, loss: 0.9853 2020-07-02 02:32:32,121 - mmaction - INFO - Epoch [56][340/940] lr: 1.000e-03, eta: 12:26:41, time: 0.907, data_time: 0.003, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.9582, loss: 0.9582 2020-07-02 02:32:50,951 - mmaction - INFO - Epoch [56][360/940] lr: 1.000e-03, eta: 12:26:11, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.9109, loss_cls: 1.0807, loss: 1.0807 2020-07-02 02:33:09,782 - mmaction - INFO - Epoch [56][380/940] lr: 1.000e-03, eta: 12:25:41, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.0444, loss: 1.0444 2020-07-02 02:33:27,602 - mmaction - INFO - Epoch [56][400/940] lr: 1.000e-03, eta: 12:25:08, time: 0.888, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8953, loss_cls: 0.9935, loss: 0.9935 2020-07-02 02:33:46,534 - mmaction - INFO - Epoch [56][420/940] lr: 1.000e-03, eta: 12:24:39, time: 0.948, data_time: 0.003, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8969, loss_cls: 1.0381, loss: 1.0381 2020-07-02 02:34:05,288 - mmaction - INFO - Epoch [56][440/940] lr: 1.000e-03, eta: 12:24:09, time: 0.938, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9563, loss: 0.9563 2020-07-02 02:34:23,708 - mmaction - INFO - Epoch [56][460/940] lr: 1.000e-03, eta: 12:23:38, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 1.0547, loss: 1.0547 2020-07-02 02:34:42,316 - mmaction - INFO - Epoch [56][480/940] lr: 1.000e-03, eta: 12:23:08, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9094, loss_cls: 0.9629, loss: 0.9629 2020-07-02 02:35:00,308 - mmaction - INFO - Epoch [56][500/940] lr: 1.000e-03, eta: 12:22:36, time: 0.901, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9281, loss_cls: 0.9751, loss: 0.9751 2020-07-02 02:35:19,193 - mmaction - INFO - Epoch [56][520/940] lr: 1.000e-03, eta: 12:22:06, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.1285, loss: 1.1285 2020-07-02 02:35:37,544 - mmaction - INFO - Epoch [56][540/940] lr: 1.000e-03, eta: 12:21:35, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9859, loss: 0.9859 2020-07-02 02:35:55,964 - mmaction - INFO - Epoch [56][560/940] lr: 1.000e-03, eta: 12:21:05, time: 0.920, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9109, loss_cls: 0.9533, loss: 0.9533 2020-07-02 02:36:14,431 - mmaction - INFO - Epoch [56][580/940] lr: 1.000e-03, eta: 12:20:34, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9961, loss: 0.9961 2020-07-02 02:36:32,761 - mmaction - INFO - Epoch [56][600/940] lr: 1.000e-03, eta: 12:20:03, time: 0.919, data_time: 0.003, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 1.0369, loss: 1.0369 2020-07-02 02:36:51,516 - mmaction - INFO - Epoch [56][620/940] lr: 1.000e-03, eta: 12:19:34, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8891, loss_cls: 1.0859, loss: 1.0859 2020-07-02 02:37:10,006 - mmaction - INFO - Epoch [56][640/940] lr: 1.000e-03, eta: 12:19:03, time: 0.924, data_time: 0.000, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.0340, loss: 1.0340 2020-07-02 02:37:28,379 - mmaction - INFO - Epoch [56][660/940] lr: 1.000e-03, eta: 12:18:32, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9016, loss_cls: 1.0870, loss: 1.0870 2020-07-02 02:37:47,000 - mmaction - INFO - Epoch [56][680/940] lr: 1.000e-03, eta: 12:18:03, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9000, loss_cls: 0.9475, loss: 0.9475 2020-07-02 02:38:06,077 - mmaction - INFO - Epoch [56][700/940] lr: 1.000e-03, eta: 12:17:34, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9281, loss_cls: 0.9588, loss: 0.9588 2020-07-02 02:38:24,636 - mmaction - INFO - Epoch [56][720/940] lr: 1.000e-03, eta: 12:17:04, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0018, loss: 1.0018 2020-07-02 02:38:43,019 - mmaction - INFO - Epoch [56][740/940] lr: 1.000e-03, eta: 12:16:34, time: 0.921, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.8969, loss_cls: 0.9862, loss: 0.9862 2020-07-02 02:39:01,282 - mmaction - INFO - Epoch [56][760/940] lr: 1.000e-03, eta: 12:16:03, time: 0.913, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9297, loss_cls: 0.9310, loss: 0.9310 2020-07-02 02:39:19,408 - mmaction - INFO - Epoch [56][780/940] lr: 1.000e-03, eta: 12:15:31, time: 0.905, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9016, loss_cls: 1.0459, loss: 1.0459 2020-07-02 02:39:37,879 - mmaction - INFO - Epoch [56][800/940] lr: 1.000e-03, eta: 12:15:01, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9234, loss_cls: 0.9468, loss: 0.9468 2020-07-02 02:39:57,015 - mmaction - INFO - Epoch [56][820/940] lr: 1.000e-03, eta: 12:14:33, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 1.0056, loss: 1.0056 2020-07-02 02:40:15,443 - mmaction - INFO - Epoch [56][840/940] lr: 1.000e-03, eta: 12:14:03, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0109, loss: 1.0109 2020-07-02 02:40:35,075 - mmaction - INFO - Epoch [56][860/940] lr: 1.000e-03, eta: 12:13:37, time: 0.979, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9878, loss: 0.9878 2020-07-02 02:40:53,968 - mmaction - INFO - Epoch [56][880/940] lr: 1.000e-03, eta: 12:13:08, time: 0.947, data_time: 0.003, memory: 21558, top1_acc: 0.7531, top5_acc: 0.8938, loss_cls: 1.0534, loss: 1.0534 2020-07-02 02:41:12,111 - mmaction - INFO - Epoch [56][900/940] lr: 1.000e-03, eta: 12:12:37, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9355, loss: 0.9355 2020-07-02 02:41:30,293 - mmaction - INFO - Epoch [56][920/940] lr: 1.000e-03, eta: 12:12:06, time: 0.908, data_time: 0.002, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9800, loss: 0.9800 2020-07-02 02:41:47,827 - mmaction - INFO - Epoch [56][940/940] lr: 1.000e-03, eta: 12:11:33, time: 0.878, data_time: 0.003, memory: 21558, top1_acc: 0.6959, top5_acc: 0.8683, loss_cls: 1.1807, loss: 1.1807 2020-07-02 02:41:52,616 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-07-02 02:44:29,918 - mmaction - INFO - Epoch [57][20/940] lr: 1.000e-03, eta: 12:18:15, time: 7.799, data_time: 6.929, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9388, loss: 0.9388 2020-07-02 02:44:48,548 - mmaction - INFO - Epoch [57][40/940] lr: 1.000e-03, eta: 12:17:45, time: 0.932, data_time: 0.024, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 1.0233, loss: 1.0233 2020-07-02 02:45:07,709 - mmaction - INFO - Epoch [57][60/940] lr: 1.000e-03, eta: 12:17:16, time: 0.958, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9219, loss_cls: 1.0141, loss: 1.0141 2020-07-02 02:45:26,419 - mmaction - INFO - Epoch [57][80/940] lr: 1.000e-03, eta: 12:16:46, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 1.0193, loss: 1.0193 2020-07-02 02:45:44,731 - mmaction - INFO - Epoch [57][100/940] lr: 1.000e-03, eta: 12:16:15, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9250, loss_cls: 0.9773, loss: 0.9773 2020-07-02 02:46:03,388 - mmaction - INFO - Epoch [57][120/940] lr: 1.000e-03, eta: 12:15:45, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9016, loss_cls: 0.9436, loss: 0.9436 2020-07-02 02:46:22,294 - mmaction - INFO - Epoch [57][140/940] lr: 1.000e-03, eta: 12:15:16, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9576, loss: 0.9576 2020-07-02 02:46:40,842 - mmaction - INFO - Epoch [57][160/940] lr: 1.000e-03, eta: 12:14:46, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9281, loss_cls: 0.9173, loss: 0.9173 2020-07-02 02:46:59,078 - mmaction - INFO - Epoch [57][180/940] lr: 1.000e-03, eta: 12:14:15, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9170, loss: 0.9170 2020-07-02 02:47:18,370 - mmaction - INFO - Epoch [57][200/940] lr: 1.000e-03, eta: 12:13:47, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.9733, loss: 0.9733 2020-07-02 02:47:36,842 - mmaction - INFO - Epoch [57][220/940] lr: 1.000e-03, eta: 12:13:16, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.0765, loss: 1.0765 2020-07-02 02:47:55,304 - mmaction - INFO - Epoch [57][240/940] lr: 1.000e-03, eta: 12:12:46, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8938, loss_cls: 1.0253, loss: 1.0253 2020-07-02 02:48:13,835 - mmaction - INFO - Epoch [57][260/940] lr: 1.000e-03, eta: 12:12:16, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 0.9821, loss: 0.9821 2020-07-02 02:48:32,663 - mmaction - INFO - Epoch [57][280/940] lr: 1.000e-03, eta: 12:11:47, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9203, loss_cls: 1.0038, loss: 1.0038 2020-07-02 02:48:51,178 - mmaction - INFO - Epoch [57][300/940] lr: 1.000e-03, eta: 12:11:17, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 0.9807, loss: 0.9807 2020-07-02 02:49:09,269 - mmaction - INFO - Epoch [57][320/940] lr: 1.000e-03, eta: 12:10:45, time: 0.905, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9078, loss_cls: 1.0569, loss: 1.0569 2020-07-02 02:49:27,940 - mmaction - INFO - Epoch [57][340/940] lr: 1.000e-03, eta: 12:10:16, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9375, loss_cls: 0.9685, loss: 0.9685 2020-07-02 02:49:46,272 - mmaction - INFO - Epoch [57][360/940] lr: 1.000e-03, eta: 12:09:45, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.9084, loss: 0.9084 2020-07-02 02:50:05,146 - mmaction - INFO - Epoch [57][380/940] lr: 1.000e-03, eta: 12:09:16, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8922, loss_cls: 1.1116, loss: 1.1116 2020-07-02 02:50:23,531 - mmaction - INFO - Epoch [57][400/940] lr: 1.000e-03, eta: 12:08:46, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9813, loss: 0.9813 2020-07-02 02:50:43,235 - mmaction - INFO - Epoch [57][420/940] lr: 1.000e-03, eta: 12:08:20, time: 0.985, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9000, loss_cls: 0.9947, loss: 0.9947 2020-07-02 02:51:02,431 - mmaction - INFO - Epoch [57][440/940] lr: 1.000e-03, eta: 12:07:52, time: 0.960, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 1.0275, loss: 1.0275 2020-07-02 02:51:21,425 - mmaction - INFO - Epoch [57][460/940] lr: 1.000e-03, eta: 12:07:23, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8984, loss_cls: 1.0239, loss: 1.0239 2020-07-02 02:51:39,882 - mmaction - INFO - Epoch [57][480/940] lr: 1.000e-03, eta: 12:06:53, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 1.0206, loss: 1.0206 2020-07-02 02:51:58,501 - mmaction - INFO - Epoch [57][500/940] lr: 1.000e-03, eta: 12:06:24, time: 0.932, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 0.9917, loss: 0.9917 2020-07-02 02:52:16,136 - mmaction - INFO - Epoch [57][520/940] lr: 1.000e-03, eta: 12:05:52, time: 0.882, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8844, loss_cls: 1.0851, loss: 1.0851 2020-07-02 02:52:34,918 - mmaction - INFO - Epoch [57][540/940] lr: 1.000e-03, eta: 12:05:23, time: 0.939, data_time: 0.050, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9613, loss: 0.9613 2020-07-02 02:52:53,876 - mmaction - INFO - Epoch [57][560/940] lr: 1.000e-03, eta: 12:04:54, time: 0.947, data_time: 0.004, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9047, loss_cls: 0.9331, loss: 0.9331 2020-07-02 02:53:12,982 - mmaction - INFO - Epoch [57][580/940] lr: 1.000e-03, eta: 12:04:26, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9445, loss: 0.9445 2020-07-02 02:53:31,482 - mmaction - INFO - Epoch [57][600/940] lr: 1.000e-03, eta: 12:03:57, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8922, loss_cls: 1.1101, loss: 1.1101 2020-07-02 02:53:49,634 - mmaction - INFO - Epoch [57][620/940] lr: 1.000e-03, eta: 12:03:26, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9186, loss: 0.9186 2020-07-02 02:54:08,196 - mmaction - INFO - Epoch [57][640/940] lr: 1.000e-03, eta: 12:02:57, time: 0.929, data_time: 0.005, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8891, loss_cls: 1.1005, loss: 1.1005 2020-07-02 02:54:26,342 - mmaction - INFO - Epoch [57][660/940] lr: 1.000e-03, eta: 12:02:26, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9281, loss_cls: 0.9917, loss: 0.9917 2020-07-02 02:54:44,693 - mmaction - INFO - Epoch [57][680/940] lr: 1.000e-03, eta: 12:01:56, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.9096, loss: 0.9096 2020-07-02 02:55:03,663 - mmaction - INFO - Epoch [57][700/940] lr: 1.000e-03, eta: 12:01:28, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9062, loss_cls: 0.9829, loss: 0.9829 2020-07-02 02:55:22,208 - mmaction - INFO - Epoch [57][720/940] lr: 1.000e-03, eta: 12:00:59, time: 0.930, data_time: 0.003, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.9942, loss: 0.9942 2020-07-02 02:55:40,108 - mmaction - INFO - Epoch [57][740/940] lr: 1.000e-03, eta: 12:00:27, time: 0.895, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9432, loss: 0.9432 2020-07-02 02:55:58,653 - mmaction - INFO - Epoch [57][760/940] lr: 1.000e-03, eta: 11:59:58, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8953, loss_cls: 1.0635, loss: 1.0635 2020-07-02 02:56:16,963 - mmaction - INFO - Epoch [57][780/940] lr: 1.000e-03, eta: 11:59:28, time: 0.915, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9172, loss_cls: 0.9096, loss: 0.9096 2020-07-02 02:56:35,532 - mmaction - INFO - Epoch [57][800/940] lr: 1.000e-03, eta: 11:58:59, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0056, loss: 1.0056 2020-07-02 02:56:54,175 - mmaction - INFO - Epoch [57][820/940] lr: 1.000e-03, eta: 11:58:30, time: 0.933, data_time: 0.027, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9109, loss_cls: 1.0171, loss: 1.0171 2020-07-02 02:57:12,938 - mmaction - INFO - Epoch [57][840/940] lr: 1.000e-03, eta: 11:58:01, time: 0.936, data_time: 0.068, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8953, loss_cls: 0.9868, loss: 0.9868 2020-07-02 02:57:36,571 - mmaction - INFO - Epoch [57][860/940] lr: 1.000e-03, eta: 11:57:47, time: 1.183, data_time: 0.282, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.9383, loss: 0.9383 2020-07-02 02:57:53,788 - mmaction - INFO - Epoch [57][880/940] lr: 1.000e-03, eta: 11:57:14, time: 0.861, data_time: 0.092, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8859, loss_cls: 1.1322, loss: 1.1322 2020-07-02 02:58:12,544 - mmaction - INFO - Epoch [57][900/940] lr: 1.000e-03, eta: 11:56:46, time: 0.935, data_time: 0.165, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.1828, loss: 1.1828 2020-07-02 02:58:30,704 - mmaction - INFO - Epoch [57][920/940] lr: 1.000e-03, eta: 11:56:15, time: 0.908, data_time: 0.138, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9125, loss_cls: 0.9878, loss: 0.9878 2020-07-02 02:58:48,146 - mmaction - INFO - Epoch [57][940/940] lr: 1.000e-03, eta: 11:55:43, time: 0.875, data_time: 0.139, memory: 21558, top1_acc: 0.7431, top5_acc: 0.9057, loss_cls: 1.0786, loss: 1.0786 2020-07-02 02:58:52,899 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-07-02 03:01:10,170 - mmaction - INFO - Epoch [58][20/940] lr: 1.000e-03, eta: 12:00:53, time: 6.840, data_time: 6.006, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9735, loss: 0.9735 2020-07-02 03:01:29,117 - mmaction - INFO - Epoch [58][40/940] lr: 1.000e-03, eta: 12:00:24, time: 0.946, data_time: 0.090, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0645, loss: 1.0645 2020-07-02 03:01:48,090 - mmaction - INFO - Epoch [58][60/940] lr: 1.000e-03, eta: 11:59:56, time: 0.950, data_time: 0.003, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9344, loss_cls: 0.9021, loss: 0.9021 2020-07-02 03:02:06,611 - mmaction - INFO - Epoch [58][80/940] lr: 1.000e-03, eta: 11:59:26, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 1.0227, loss: 1.0227 2020-07-02 03:02:25,030 - mmaction - INFO - Epoch [58][100/940] lr: 1.000e-03, eta: 11:58:57, time: 0.923, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9225, loss: 0.9225 2020-07-02 03:02:43,790 - mmaction - INFO - Epoch [58][120/940] lr: 1.000e-03, eta: 11:58:28, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9721, loss: 0.9721 2020-07-02 03:03:02,243 - mmaction - INFO - Epoch [58][140/940] lr: 1.000e-03, eta: 11:57:58, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8875, loss_cls: 1.1222, loss: 1.1222 2020-07-02 03:03:20,763 - mmaction - INFO - Epoch [58][160/940] lr: 1.000e-03, eta: 11:57:28, time: 0.928, data_time: 0.006, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.1150, loss: 1.1150 2020-07-02 03:03:39,864 - mmaction - INFO - Epoch [58][180/940] lr: 1.000e-03, eta: 11:57:01, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9150, loss: 0.9150 2020-07-02 03:03:58,081 - mmaction - INFO - Epoch [58][200/940] lr: 1.000e-03, eta: 11:56:30, time: 0.909, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9717, loss: 0.9717 2020-07-02 03:04:16,881 - mmaction - INFO - Epoch [58][220/940] lr: 1.000e-03, eta: 11:56:02, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.9422, loss: 0.9422 2020-07-02 03:04:35,262 - mmaction - INFO - Epoch [58][240/940] lr: 1.000e-03, eta: 11:55:32, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 1.0570, loss: 1.0570 2020-07-02 03:04:53,329 - mmaction - INFO - Epoch [58][260/940] lr: 1.000e-03, eta: 11:55:01, time: 0.902, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8984, loss_cls: 1.0011, loss: 1.0011 2020-07-02 03:05:12,366 - mmaction - INFO - Epoch [58][280/940] lr: 1.000e-03, eta: 11:54:34, time: 0.954, data_time: 0.006, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9852, loss: 0.9852 2020-07-02 03:05:30,844 - mmaction - INFO - Epoch [58][300/940] lr: 1.000e-03, eta: 11:54:04, time: 0.923, data_time: 0.004, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.9509, loss: 0.9509 2020-07-02 03:05:49,184 - mmaction - INFO - Epoch [58][320/940] lr: 1.000e-03, eta: 11:53:34, time: 0.919, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8953, loss_cls: 1.0380, loss: 1.0380 2020-07-02 03:06:07,714 - mmaction - INFO - Epoch [58][340/940] lr: 1.000e-03, eta: 11:53:05, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9016, loss_cls: 0.9549, loss: 0.9549 2020-07-02 03:06:26,081 - mmaction - INFO - Epoch [58][360/940] lr: 1.000e-03, eta: 11:52:36, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9362, loss: 0.9362 2020-07-02 03:06:45,253 - mmaction - INFO - Epoch [58][380/940] lr: 1.000e-03, eta: 11:52:08, time: 0.959, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9541, loss: 0.9541 2020-07-02 03:07:03,540 - mmaction - INFO - Epoch [58][400/940] lr: 1.000e-03, eta: 11:51:38, time: 0.913, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9047, loss_cls: 1.0286, loss: 1.0286 2020-07-02 03:07:22,613 - mmaction - INFO - Epoch [58][420/940] lr: 1.000e-03, eta: 11:51:11, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.9945, loss: 0.9945 2020-07-02 03:07:40,450 - mmaction - INFO - Epoch [58][440/940] lr: 1.000e-03, eta: 11:50:40, time: 0.893, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9000, loss_cls: 1.0382, loss: 1.0382 2020-07-02 03:07:59,396 - mmaction - INFO - Epoch [58][460/940] lr: 1.000e-03, eta: 11:50:12, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9172, loss_cls: 1.0398, loss: 1.0398 2020-07-02 03:08:18,216 - mmaction - INFO - Epoch [58][480/940] lr: 1.000e-03, eta: 11:49:44, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9047, loss_cls: 1.0061, loss: 1.0061 2020-07-02 03:08:36,611 - mmaction - INFO - Epoch [58][500/940] lr: 1.000e-03, eta: 11:49:14, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0560, loss: 1.0560 2020-07-02 03:08:55,182 - mmaction - INFO - Epoch [58][520/940] lr: 1.000e-03, eta: 11:48:46, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9937, loss: 0.9937 2020-07-02 03:09:13,520 - mmaction - INFO - Epoch [58][540/940] lr: 1.000e-03, eta: 11:48:16, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9328, loss_cls: 0.8875, loss: 0.8875 2020-07-02 03:09:31,849 - mmaction - INFO - Epoch [58][560/940] lr: 1.000e-03, eta: 11:47:47, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0129, loss: 1.0129 2020-07-02 03:09:51,191 - mmaction - INFO - Epoch [58][580/940] lr: 1.000e-03, eta: 11:47:20, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9762, loss: 0.9762 2020-07-02 03:10:09,756 - mmaction - INFO - Epoch [58][600/940] lr: 1.000e-03, eta: 11:46:51, time: 0.929, data_time: 0.005, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 1.0092, loss: 1.0092 2020-07-02 03:10:28,386 - mmaction - INFO - Epoch [58][620/940] lr: 1.000e-03, eta: 11:46:23, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0150, loss: 1.0150 2020-07-02 03:10:46,857 - mmaction - INFO - Epoch [58][640/940] lr: 1.000e-03, eta: 11:45:54, time: 0.922, data_time: 0.000, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8828, loss_cls: 1.0421, loss: 1.0421 2020-07-02 03:11:05,952 - mmaction - INFO - Epoch [58][660/940] lr: 1.000e-03, eta: 11:45:27, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8828, loss_cls: 1.0760, loss: 1.0760 2020-07-02 03:11:24,813 - mmaction - INFO - Epoch [58][680/940] lr: 1.000e-03, eta: 11:44:59, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0112, loss: 1.0112 2020-07-02 03:11:42,908 - mmaction - INFO - Epoch [58][700/940] lr: 1.000e-03, eta: 11:44:29, time: 0.905, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9627, loss: 0.9627 2020-07-02 03:12:01,954 - mmaction - INFO - Epoch [58][720/940] lr: 1.000e-03, eta: 11:44:02, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1005, loss: 1.1005 2020-07-02 03:12:20,861 - mmaction - INFO - Epoch [58][740/940] lr: 1.000e-03, eta: 11:43:34, time: 0.946, data_time: 0.002, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.9450, loss: 0.9450 2020-07-02 03:12:38,887 - mmaction - INFO - Epoch [58][760/940] lr: 1.000e-03, eta: 11:43:04, time: 0.901, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.8765, loss: 0.8765 2020-07-02 03:12:57,822 - mmaction - INFO - Epoch [58][780/940] lr: 1.000e-03, eta: 11:42:37, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9094, loss_cls: 0.9074, loss: 0.9074 2020-07-02 03:13:16,385 - mmaction - INFO - Epoch [58][800/940] lr: 1.000e-03, eta: 11:42:08, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9937, loss: 0.9937 2020-07-02 03:13:34,650 - mmaction - INFO - Epoch [58][820/940] lr: 1.000e-03, eta: 11:41:39, time: 0.914, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9047, loss_cls: 0.9927, loss: 0.9927 2020-07-02 03:13:52,893 - mmaction - INFO - Epoch [58][840/940] lr: 1.000e-03, eta: 11:41:10, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 0.9866, loss: 0.9866 2020-07-02 03:14:11,232 - mmaction - INFO - Epoch [58][860/940] lr: 1.000e-03, eta: 11:40:41, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9234, loss_cls: 0.8650, loss: 0.8650 2020-07-02 03:14:29,854 - mmaction - INFO - Epoch [58][880/940] lr: 1.000e-03, eta: 11:40:13, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0767, loss: 1.0767 2020-07-02 03:14:48,673 - mmaction - INFO - Epoch [58][900/940] lr: 1.000e-03, eta: 11:39:45, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 0.9803, loss: 0.9803 2020-07-02 03:15:07,543 - mmaction - INFO - Epoch [58][920/940] lr: 1.000e-03, eta: 11:39:17, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.8194, loss: 0.8194 2020-07-02 03:15:24,522 - mmaction - INFO - Epoch [58][940/940] lr: 1.000e-03, eta: 11:38:45, time: 0.849, data_time: 0.001, memory: 21558, top1_acc: 0.7496, top5_acc: 0.9041, loss_cls: 1.0467, loss: 1.0467 2020-07-02 03:15:28,493 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-07-02 03:17:08,430 - mmaction - INFO - Epoch [59][20/940] lr: 1.000e-03, eta: 11:41:49, time: 4.977, data_time: 4.188, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9365, loss: 0.9365 2020-07-02 03:17:26,614 - mmaction - INFO - Epoch [59][40/940] lr: 1.000e-03, eta: 11:41:19, time: 0.907, data_time: 0.144, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9016, loss_cls: 0.9969, loss: 0.9969 2020-07-02 03:17:45,480 - mmaction - INFO - Epoch [59][60/940] lr: 1.000e-03, eta: 11:40:51, time: 0.944, data_time: 0.169, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.9764, loss: 0.9764 2020-07-02 03:18:03,837 - mmaction - INFO - Epoch [59][80/940] lr: 1.000e-03, eta: 11:40:22, time: 0.918, data_time: 0.106, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1388, loss: 1.1388 2020-07-02 03:18:22,471 - mmaction - INFO - Epoch [59][100/940] lr: 1.000e-03, eta: 11:39:54, time: 0.934, data_time: 0.166, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9422, loss_cls: 0.8892, loss: 0.8892 2020-07-02 03:18:41,176 - mmaction - INFO - Epoch [59][120/940] lr: 1.000e-03, eta: 11:39:26, time: 0.935, data_time: 0.158, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0249, loss: 1.0249 2020-07-02 03:18:59,627 - mmaction - INFO - Epoch [59][140/940] lr: 1.000e-03, eta: 11:38:57, time: 0.922, data_time: 0.055, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0430, loss: 1.0430 2020-07-02 03:19:18,174 - mmaction - INFO - Epoch [59][160/940] lr: 1.000e-03, eta: 11:38:29, time: 0.927, data_time: 0.049, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0219, loss: 1.0219 2020-07-02 03:19:36,436 - mmaction - INFO - Epoch [59][180/940] lr: 1.000e-03, eta: 11:37:59, time: 0.913, data_time: 0.020, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9906, loss: 0.9906 2020-07-02 03:19:55,380 - mmaction - INFO - Epoch [59][200/940] lr: 1.000e-03, eta: 11:37:32, time: 0.947, data_time: 0.131, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0884, loss: 1.0884 2020-07-02 03:20:14,300 - mmaction - INFO - Epoch [59][220/940] lr: 1.000e-03, eta: 11:37:05, time: 0.945, data_time: 0.151, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0447, loss: 1.0447 2020-07-02 03:20:33,341 - mmaction - INFO - Epoch [59][240/940] lr: 1.000e-03, eta: 11:36:37, time: 0.953, data_time: 0.079, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9125, loss_cls: 0.9117, loss: 0.9117 2020-07-02 03:20:51,641 - mmaction - INFO - Epoch [59][260/940] lr: 1.000e-03, eta: 11:36:08, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.9192, loss: 0.9192 2020-07-02 03:21:10,110 - mmaction - INFO - Epoch [59][280/940] lr: 1.000e-03, eta: 11:35:40, time: 0.923, data_time: 0.015, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9047, loss_cls: 1.0159, loss: 1.0159 2020-07-02 03:21:28,988 - mmaction - INFO - Epoch [59][300/940] lr: 1.000e-03, eta: 11:35:12, time: 0.944, data_time: 0.022, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 1.0051, loss: 1.0051 2020-07-02 03:21:47,754 - mmaction - INFO - Epoch [59][320/940] lr: 1.000e-03, eta: 11:34:45, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.8984, loss_cls: 1.0039, loss: 1.0039 2020-07-02 03:22:06,469 - mmaction - INFO - Epoch [59][340/940] lr: 1.000e-03, eta: 11:34:17, time: 0.938, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 1.0797, loss: 1.0797 2020-07-02 03:22:26,046 - mmaction - INFO - Epoch [59][360/940] lr: 1.000e-03, eta: 11:33:51, time: 0.978, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0525, loss: 1.0525 2020-07-02 03:22:44,361 - mmaction - INFO - Epoch [59][380/940] lr: 1.000e-03, eta: 11:33:22, time: 0.916, data_time: 0.003, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9219, loss_cls: 1.0195, loss: 1.0195 2020-07-02 03:23:02,632 - mmaction - INFO - Epoch [59][400/940] lr: 1.000e-03, eta: 11:32:54, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8828, loss_cls: 1.0837, loss: 1.0837 2020-07-02 03:23:21,151 - mmaction - INFO - Epoch [59][420/940] lr: 1.000e-03, eta: 11:32:25, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 1.0588, loss: 1.0588 2020-07-02 03:23:39,392 - mmaction - INFO - Epoch [59][440/940] lr: 1.000e-03, eta: 11:31:56, time: 0.914, data_time: 0.002, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9109, loss_cls: 0.9571, loss: 0.9571 2020-07-02 03:23:58,688 - mmaction - INFO - Epoch [59][460/940] lr: 1.000e-03, eta: 11:31:30, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9321, loss: 0.9321 2020-07-02 03:24:17,389 - mmaction - INFO - Epoch [59][480/940] lr: 1.000e-03, eta: 11:31:02, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9000, loss_cls: 1.0340, loss: 1.0340 2020-07-02 03:24:35,147 - mmaction - INFO - Epoch [59][500/940] lr: 1.000e-03, eta: 11:30:32, time: 0.890, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9559, loss: 0.9559 2020-07-02 03:24:53,512 - mmaction - INFO - Epoch [59][520/940] lr: 1.000e-03, eta: 11:30:04, time: 0.918, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9000, loss_cls: 1.0219, loss: 1.0219 2020-07-02 03:25:11,814 - mmaction - INFO - Epoch [59][540/940] lr: 1.000e-03, eta: 11:29:35, time: 0.913, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.9983, loss: 0.9983 2020-07-02 03:25:30,235 - mmaction - INFO - Epoch [59][560/940] lr: 1.000e-03, eta: 11:29:07, time: 0.923, data_time: 0.003, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.9143, loss: 0.9143 2020-07-02 03:25:48,798 - mmaction - INFO - Epoch [59][580/940] lr: 1.000e-03, eta: 11:28:39, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9295, loss: 0.9295 2020-07-02 03:26:07,754 - mmaction - INFO - Epoch [59][600/940] lr: 1.000e-03, eta: 11:28:12, time: 0.948, data_time: 0.000, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 1.0042, loss: 1.0042 2020-07-02 03:26:26,576 - mmaction - INFO - Epoch [59][620/940] lr: 1.000e-03, eta: 11:27:45, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9846, loss: 0.9846 2020-07-02 03:26:45,152 - mmaction - INFO - Epoch [59][640/940] lr: 1.000e-03, eta: 11:27:17, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8828, loss_cls: 1.1230, loss: 1.1230 2020-07-02 03:27:03,157 - mmaction - INFO - Epoch [59][660/940] lr: 1.000e-03, eta: 11:26:48, time: 0.902, data_time: 0.003, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.8368, loss: 0.8368 2020-07-02 03:27:21,950 - mmaction - INFO - Epoch [59][680/940] lr: 1.000e-03, eta: 11:26:20, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9203, loss_cls: 0.8936, loss: 0.8936 2020-07-02 03:27:40,421 - mmaction - INFO - Epoch [59][700/940] lr: 1.000e-03, eta: 11:25:52, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.0522, loss: 1.0522 2020-07-02 03:27:59,381 - mmaction - INFO - Epoch [59][720/940] lr: 1.000e-03, eta: 11:25:26, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9109, loss_cls: 0.8991, loss: 0.8991 2020-07-02 03:28:17,896 - mmaction - INFO - Epoch [59][740/940] lr: 1.000e-03, eta: 11:24:58, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9437, loss: 0.9437 2020-07-02 03:28:36,655 - mmaction - INFO - Epoch [59][760/940] lr: 1.000e-03, eta: 11:24:31, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 1.0236, loss: 1.0236 2020-07-02 03:28:55,342 - mmaction - INFO - Epoch [59][780/940] lr: 1.000e-03, eta: 11:24:03, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0222, loss: 1.0222 2020-07-02 03:29:13,651 - mmaction - INFO - Epoch [59][800/940] lr: 1.000e-03, eta: 11:23:35, time: 0.915, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.8994, loss: 0.8994 2020-07-02 03:29:32,204 - mmaction - INFO - Epoch [59][820/940] lr: 1.000e-03, eta: 11:23:07, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9601, loss: 0.9601 2020-07-02 03:29:51,050 - mmaction - INFO - Epoch [59][840/940] lr: 1.000e-03, eta: 11:22:40, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9000, loss_cls: 1.0046, loss: 1.0046 2020-07-02 03:30:09,819 - mmaction - INFO - Epoch [59][860/940] lr: 1.000e-03, eta: 11:22:13, time: 0.938, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8953, loss_cls: 1.0449, loss: 1.0449 2020-07-02 03:30:28,445 - mmaction - INFO - Epoch [59][880/940] lr: 1.000e-03, eta: 11:21:46, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9135, loss: 0.9135 2020-07-02 03:30:46,807 - mmaction - INFO - Epoch [59][900/940] lr: 1.000e-03, eta: 11:21:18, time: 0.918, data_time: 0.000, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9421, loss: 0.9421 2020-07-02 03:31:05,684 - mmaction - INFO - Epoch [59][920/940] lr: 1.000e-03, eta: 11:20:51, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9000, loss_cls: 0.9901, loss: 0.9901 2020-07-02 03:31:22,509 - mmaction - INFO - Epoch [59][940/940] lr: 1.000e-03, eta: 11:20:19, time: 0.841, data_time: 0.003, memory: 21558, top1_acc: 0.7724, top5_acc: 0.8976, loss_cls: 1.0451, loss: 1.0451 2020-07-02 03:31:25,113 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-07-02 03:34:20,472 - mmaction - INFO - Epoch [60][20/940] lr: 1.000e-03, eta: 11:26:06, time: 8.700, data_time: 7.802, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9793, loss: 0.9793 2020-07-02 03:34:39,689 - mmaction - INFO - Epoch [60][40/940] lr: 1.000e-03, eta: 11:25:39, time: 0.961, data_time: 0.176, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9257, loss: 0.9257 2020-07-02 03:34:58,068 - mmaction - INFO - Epoch [60][60/940] lr: 1.000e-03, eta: 11:25:11, time: 0.919, data_time: 0.156, memory: 21558, top1_acc: 0.7172, top5_acc: 0.9062, loss_cls: 1.0559, loss: 1.0559 2020-07-02 03:35:17,962 - mmaction - INFO - Epoch [60][80/940] lr: 1.000e-03, eta: 11:24:46, time: 0.995, data_time: 0.211, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9521, loss: 0.9521 2020-07-02 03:35:36,327 - mmaction - INFO - Epoch [60][100/940] lr: 1.000e-03, eta: 11:24:17, time: 0.919, data_time: 0.148, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9094, loss_cls: 0.9452, loss: 0.9452 2020-07-02 03:35:54,588 - mmaction - INFO - Epoch [60][120/940] lr: 1.000e-03, eta: 11:23:49, time: 0.912, data_time: 0.138, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9281, loss_cls: 0.9204, loss: 0.9204 2020-07-02 03:36:13,173 - mmaction - INFO - Epoch [60][140/940] lr: 1.000e-03, eta: 11:23:20, time: 0.927, data_time: 0.158, memory: 21558, top1_acc: 0.7484, top5_acc: 0.8938, loss_cls: 1.0560, loss: 1.0560 2020-07-02 03:36:31,940 - mmaction - INFO - Epoch [60][160/940] lr: 1.000e-03, eta: 11:22:53, time: 0.942, data_time: 0.172, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9027, loss: 0.9027 2020-07-02 03:36:49,370 - mmaction - INFO - Epoch [60][180/940] lr: 1.000e-03, eta: 11:22:22, time: 0.870, data_time: 0.101, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 1.0666, loss: 1.0666 2020-07-02 03:37:08,332 - mmaction - INFO - Epoch [60][200/940] lr: 1.000e-03, eta: 11:21:55, time: 0.949, data_time: 0.092, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9851, loss: 0.9851 2020-07-02 03:37:26,442 - mmaction - INFO - Epoch [60][220/940] lr: 1.000e-03, eta: 11:21:26, time: 0.904, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.8474, loss: 0.8474 2020-07-02 03:37:44,680 - mmaction - INFO - Epoch [60][240/940] lr: 1.000e-03, eta: 11:20:58, time: 0.913, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0594, loss: 1.0594 2020-07-02 03:38:03,586 - mmaction - INFO - Epoch [60][260/940] lr: 1.000e-03, eta: 11:20:31, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8938, loss_cls: 1.0376, loss: 1.0376 2020-07-02 03:38:22,473 - mmaction - INFO - Epoch [60][280/940] lr: 1.000e-03, eta: 11:20:04, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9031, loss_cls: 0.9500, loss: 0.9500 2020-07-02 03:38:41,441 - mmaction - INFO - Epoch [60][300/940] lr: 1.000e-03, eta: 11:19:37, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.8875, loss_cls: 1.0637, loss: 1.0637 2020-07-02 03:38:59,989 - mmaction - INFO - Epoch [60][320/940] lr: 1.000e-03, eta: 11:19:09, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9313, loss: 0.9313 2020-07-02 03:39:17,838 - mmaction - INFO - Epoch [60][340/940] lr: 1.000e-03, eta: 11:18:39, time: 0.894, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9281, loss_cls: 0.8903, loss: 0.8903 2020-07-02 03:39:36,189 - mmaction - INFO - Epoch [60][360/940] lr: 1.000e-03, eta: 11:18:11, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9637, loss: 0.9637 2020-07-02 03:39:54,331 - mmaction - INFO - Epoch [60][380/940] lr: 1.000e-03, eta: 11:17:42, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9925, loss: 0.9925 2020-07-02 03:40:12,956 - mmaction - INFO - Epoch [60][400/940] lr: 1.000e-03, eta: 11:17:15, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9328, loss_cls: 0.9156, loss: 0.9156 2020-07-02 03:40:31,761 - mmaction - INFO - Epoch [60][420/940] lr: 1.000e-03, eta: 11:16:48, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9047, loss_cls: 1.0422, loss: 1.0422 2020-07-02 03:40:49,911 - mmaction - INFO - Epoch [60][440/940] lr: 1.000e-03, eta: 11:16:19, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.8859, loss_cls: 1.0363, loss: 1.0363 2020-07-02 03:41:09,203 - mmaction - INFO - Epoch [60][460/940] lr: 1.000e-03, eta: 11:15:53, time: 0.965, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 1.0042, loss: 1.0042 2020-07-02 03:41:27,590 - mmaction - INFO - Epoch [60][480/940] lr: 1.000e-03, eta: 11:15:25, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9841, loss: 0.9841 2020-07-02 03:41:46,140 - mmaction - INFO - Epoch [60][500/940] lr: 1.000e-03, eta: 11:14:57, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9886, loss: 0.9886 2020-07-02 03:42:04,295 - mmaction - INFO - Epoch [60][520/940] lr: 1.000e-03, eta: 11:14:29, time: 0.910, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.0916, loss: 1.0916 2020-07-02 03:42:23,033 - mmaction - INFO - Epoch [60][540/940] lr: 1.000e-03, eta: 11:14:02, time: 0.936, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9712, loss: 0.9712 2020-07-02 03:42:41,687 - mmaction - INFO - Epoch [60][560/940] lr: 1.000e-03, eta: 11:13:34, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 1.0312, loss: 1.0312 2020-07-02 03:43:00,191 - mmaction - INFO - Epoch [60][580/940] lr: 1.000e-03, eta: 11:13:07, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 0.9857, loss: 0.9857 2020-07-02 03:43:18,922 - mmaction - INFO - Epoch [60][600/940] lr: 1.000e-03, eta: 11:12:40, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.0880, loss: 1.0880 2020-07-02 03:43:37,590 - mmaction - INFO - Epoch [60][620/940] lr: 1.000e-03, eta: 11:12:12, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9250, loss_cls: 0.9456, loss: 0.9456 2020-07-02 03:43:55,425 - mmaction - INFO - Epoch [60][640/940] lr: 1.000e-03, eta: 11:11:43, time: 0.894, data_time: 0.003, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9676, loss: 0.9676 2020-07-02 03:44:13,419 - mmaction - INFO - Epoch [60][660/940] lr: 1.000e-03, eta: 11:11:15, time: 0.900, data_time: 0.004, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9242, loss: 0.9242 2020-07-02 03:44:32,229 - mmaction - INFO - Epoch [60][680/940] lr: 1.000e-03, eta: 11:10:48, time: 0.940, data_time: 0.019, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0028, loss: 1.0028 2020-07-02 03:44:51,018 - mmaction - INFO - Epoch [60][700/940] lr: 1.000e-03, eta: 11:10:21, time: 0.939, data_time: 0.057, memory: 21558, top1_acc: 0.7172, top5_acc: 0.9078, loss_cls: 1.0349, loss: 1.0349 2020-07-02 03:45:09,244 - mmaction - INFO - Epoch [60][720/940] lr: 1.000e-03, eta: 11:09:53, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9203, loss_cls: 1.0025, loss: 1.0025 2020-07-02 03:45:27,319 - mmaction - INFO - Epoch [60][740/940] lr: 1.000e-03, eta: 11:09:24, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.9034, loss: 0.9034 2020-07-02 03:45:45,698 - mmaction - INFO - Epoch [60][760/940] lr: 1.000e-03, eta: 11:08:57, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.9082, loss: 0.9082 2020-07-02 03:46:04,564 - mmaction - INFO - Epoch [60][780/940] lr: 1.000e-03, eta: 11:08:30, time: 0.943, data_time: 0.033, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9696, loss: 0.9696 2020-07-02 03:46:23,150 - mmaction - INFO - Epoch [60][800/940] lr: 1.000e-03, eta: 11:08:03, time: 0.929, data_time: 0.041, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.9224, loss: 0.9224 2020-07-02 03:46:41,676 - mmaction - INFO - Epoch [60][820/940] lr: 1.000e-03, eta: 11:07:35, time: 0.926, data_time: 0.038, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9234, loss: 0.9234 2020-07-02 03:47:00,254 - mmaction - INFO - Epoch [60][840/940] lr: 1.000e-03, eta: 11:07:08, time: 0.929, data_time: 0.159, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.9427, loss: 0.9427 2020-07-02 03:47:18,805 - mmaction - INFO - Epoch [60][860/940] lr: 1.000e-03, eta: 11:06:41, time: 0.926, data_time: 0.153, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9016, loss_cls: 1.0221, loss: 1.0221 2020-07-02 03:47:37,636 - mmaction - INFO - Epoch [60][880/940] lr: 1.000e-03, eta: 11:06:14, time: 0.942, data_time: 0.166, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0700, loss: 1.0700 2020-07-02 03:47:55,940 - mmaction - INFO - Epoch [60][900/940] lr: 1.000e-03, eta: 11:05:47, time: 0.915, data_time: 0.131, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9000, loss_cls: 1.0972, loss: 1.0972 2020-07-02 03:48:14,489 - mmaction - INFO - Epoch [60][920/940] lr: 1.000e-03, eta: 11:05:19, time: 0.929, data_time: 0.025, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 1.0243, loss: 1.0243 2020-07-02 03:48:31,470 - mmaction - INFO - Epoch [60][940/940] lr: 1.000e-03, eta: 11:04:49, time: 0.849, data_time: 0.001, memory: 21558, top1_acc: 0.7350, top5_acc: 0.8992, loss_cls: 1.0107, loss: 1.0107 2020-07-02 03:48:36,619 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-02 03:51:54,407 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 03:51:55,148 - mmaction - INFO - top1_acc 0.6911 top5_acc 0.8889 2020-07-02 03:51:55,148 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 03:51:55,200 - mmaction - INFO - mean_acc 0.6911 2020-07-02 03:51:55,207 - mmaction - INFO - Epoch [60][940/940] lr: 1.000e-03, top1_acc: 0.6911, top5_acc: 0.8889, mean_class_accuracy: 0.6911 2020-07-02 03:53:13,103 - mmaction - INFO - Epoch [61][20/940] lr: 1.000e-03, eta: 11:06:33, time: 3.894, data_time: 3.107, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9141, loss_cls: 0.9413, loss: 0.9413 2020-07-02 03:53:31,674 - mmaction - INFO - Epoch [61][40/940] lr: 1.000e-03, eta: 11:06:06, time: 0.928, data_time: 0.087, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9094, loss_cls: 0.9433, loss: 0.9433 2020-07-02 03:53:50,447 - mmaction - INFO - Epoch [61][60/940] lr: 1.000e-03, eta: 11:05:39, time: 0.939, data_time: 0.148, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 1.0810, loss: 1.0810 2020-07-02 03:54:09,223 - mmaction - INFO - Epoch [61][80/940] lr: 1.000e-03, eta: 11:05:12, time: 0.938, data_time: 0.051, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9141, loss_cls: 0.8826, loss: 0.8826 2020-07-02 03:54:27,778 - mmaction - INFO - Epoch [61][100/940] lr: 1.000e-03, eta: 11:04:45, time: 0.929, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9109, loss_cls: 0.9711, loss: 0.9711 2020-07-02 03:54:46,936 - mmaction - INFO - Epoch [61][120/940] lr: 1.000e-03, eta: 11:04:19, time: 0.958, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.9442, loss: 0.9442 2020-07-02 03:55:05,989 - mmaction - INFO - Epoch [61][140/940] lr: 1.000e-03, eta: 11:03:53, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8938, loss_cls: 1.0296, loss: 1.0296 2020-07-02 03:55:24,120 - mmaction - INFO - Epoch [61][160/940] lr: 1.000e-03, eta: 11:03:25, time: 0.905, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.8938, loss_cls: 1.0333, loss: 1.0333 2020-07-02 03:55:42,312 - mmaction - INFO - Epoch [61][180/940] lr: 1.000e-03, eta: 11:02:57, time: 0.911, data_time: 0.017, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8984, loss_cls: 1.0390, loss: 1.0390 2020-07-02 03:56:00,372 - mmaction - INFO - Epoch [61][200/940] lr: 1.000e-03, eta: 11:02:29, time: 0.902, data_time: 0.054, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.0071, loss: 1.0071 2020-07-02 03:56:18,816 - mmaction - INFO - Epoch [61][220/940] lr: 1.000e-03, eta: 11:02:01, time: 0.924, data_time: 0.090, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.9693, loss: 0.9693 2020-07-02 03:56:37,333 - mmaction - INFO - Epoch [61][240/940] lr: 1.000e-03, eta: 11:01:34, time: 0.926, data_time: 0.140, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.9920, loss: 0.9920 2020-07-02 03:56:55,898 - mmaction - INFO - Epoch [61][260/940] lr: 1.000e-03, eta: 11:01:07, time: 0.927, data_time: 0.161, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.9421, loss: 0.9421 2020-07-02 03:57:14,670 - mmaction - INFO - Epoch [61][280/940] lr: 1.000e-03, eta: 11:00:40, time: 0.938, data_time: 0.100, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9942, loss: 0.9942 2020-07-02 03:57:33,538 - mmaction - INFO - Epoch [61][300/940] lr: 1.000e-03, eta: 11:00:14, time: 0.943, data_time: 0.171, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9016, loss_cls: 0.9653, loss: 0.9653 2020-07-02 03:57:51,940 - mmaction - INFO - Epoch [61][320/940] lr: 1.000e-03, eta: 10:59:47, time: 0.922, data_time: 0.141, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9824, loss: 0.9824 2020-07-02 03:58:09,929 - mmaction - INFO - Epoch [61][340/940] lr: 1.000e-03, eta: 10:59:18, time: 0.900, data_time: 0.069, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9172, loss_cls: 1.0477, loss: 1.0477 2020-07-02 03:58:28,769 - mmaction - INFO - Epoch [61][360/940] lr: 1.000e-03, eta: 10:58:52, time: 0.941, data_time: 0.124, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9094, loss_cls: 0.8940, loss: 0.8940 2020-07-02 03:58:47,045 - mmaction - INFO - Epoch [61][380/940] lr: 1.000e-03, eta: 10:58:24, time: 0.914, data_time: 0.131, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9201, loss: 0.9201 2020-07-02 03:59:05,900 - mmaction - INFO - Epoch [61][400/940] lr: 1.000e-03, eta: 10:57:58, time: 0.941, data_time: 0.135, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 1.0252, loss: 1.0252 2020-07-02 03:59:24,443 - mmaction - INFO - Epoch [61][420/940] lr: 1.000e-03, eta: 10:57:31, time: 0.930, data_time: 0.023, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9440, loss: 0.9440 2020-07-02 03:59:42,668 - mmaction - INFO - Epoch [61][440/940] lr: 1.000e-03, eta: 10:57:03, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9385, loss: 0.9385 2020-07-02 04:00:01,168 - mmaction - INFO - Epoch [61][460/940] lr: 1.000e-03, eta: 10:56:36, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9000, loss_cls: 1.0520, loss: 1.0520 2020-07-02 04:00:20,750 - mmaction - INFO - Epoch [61][480/940] lr: 1.000e-03, eta: 10:56:12, time: 0.979, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9297, loss_cls: 0.9160, loss: 0.9160 2020-07-02 04:00:40,108 - mmaction - INFO - Epoch [61][500/940] lr: 1.000e-03, eta: 10:55:47, time: 0.969, data_time: 0.003, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9344, loss_cls: 0.8472, loss: 0.8472 2020-07-02 04:00:58,112 - mmaction - INFO - Epoch [61][520/940] lr: 1.000e-03, eta: 10:55:19, time: 0.900, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9172, loss_cls: 0.9760, loss: 0.9760 2020-07-02 04:01:17,084 - mmaction - INFO - Epoch [61][540/940] lr: 1.000e-03, eta: 10:54:53, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0417, loss: 1.0417 2020-07-02 04:01:34,957 - mmaction - INFO - Epoch [61][560/940] lr: 1.000e-03, eta: 10:54:24, time: 0.894, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.9267, loss: 0.9267 2020-07-02 04:01:53,587 - mmaction - INFO - Epoch [61][580/940] lr: 1.000e-03, eta: 10:53:58, time: 0.931, data_time: 0.000, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9172, loss_cls: 0.8791, loss: 0.8791 2020-07-02 04:02:11,664 - mmaction - INFO - Epoch [61][600/940] lr: 1.000e-03, eta: 10:53:30, time: 0.904, data_time: 0.037, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.9951, loss: 0.9951 2020-07-02 04:02:31,186 - mmaction - INFO - Epoch [61][620/940] lr: 1.000e-03, eta: 10:53:05, time: 0.976, data_time: 0.058, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8984, loss_cls: 0.9917, loss: 0.9917 2020-07-02 04:02:49,544 - mmaction - INFO - Epoch [61][640/940] lr: 1.000e-03, eta: 10:52:38, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.8798, loss: 0.8798 2020-07-02 04:03:08,346 - mmaction - INFO - Epoch [61][660/940] lr: 1.000e-03, eta: 10:52:12, time: 0.942, data_time: 0.003, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.9071, loss: 0.9071 2020-07-02 04:03:26,690 - mmaction - INFO - Epoch [61][680/940] lr: 1.000e-03, eta: 10:51:45, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9078, loss_cls: 1.0158, loss: 1.0158 2020-07-02 04:03:44,938 - mmaction - INFO - Epoch [61][700/940] lr: 1.000e-03, eta: 10:51:17, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.9100, loss: 0.9100 2020-07-02 04:04:03,373 - mmaction - INFO - Epoch [61][720/940] lr: 1.000e-03, eta: 10:50:50, time: 0.924, data_time: 0.003, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9156, loss_cls: 1.0116, loss: 1.0116 2020-07-02 04:04:21,968 - mmaction - INFO - Epoch [61][740/940] lr: 1.000e-03, eta: 10:50:24, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.9762, loss: 0.9762 2020-07-02 04:04:40,282 - mmaction - INFO - Epoch [61][760/940] lr: 1.000e-03, eta: 10:49:57, time: 0.916, data_time: 0.088, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 1.0076, loss: 1.0076 2020-07-02 04:04:58,882 - mmaction - INFO - Epoch [61][780/940] lr: 1.000e-03, eta: 10:49:30, time: 0.930, data_time: 0.090, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.9081, loss: 0.9081 2020-07-02 04:05:18,628 - mmaction - INFO - Epoch [61][800/940] lr: 1.000e-03, eta: 10:49:06, time: 0.987, data_time: 0.144, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0606, loss: 1.0606 2020-07-02 04:05:36,690 - mmaction - INFO - Epoch [61][820/940] lr: 1.000e-03, eta: 10:48:38, time: 0.903, data_time: 0.021, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9685, loss: 0.9685 2020-07-02 04:05:55,467 - mmaction - INFO - Epoch [61][840/940] lr: 1.000e-03, eta: 10:48:12, time: 0.939, data_time: 0.055, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8984, loss_cls: 1.0096, loss: 1.0096 2020-07-02 04:06:13,848 - mmaction - INFO - Epoch [61][860/940] lr: 1.000e-03, eta: 10:47:45, time: 0.919, data_time: 0.081, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9375, loss_cls: 0.8978, loss: 0.8978 2020-07-02 04:06:33,123 - mmaction - INFO - Epoch [61][880/940] lr: 1.000e-03, eta: 10:47:20, time: 0.963, data_time: 0.023, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9281, loss_cls: 0.9607, loss: 0.9607 2020-07-02 04:06:51,366 - mmaction - INFO - Epoch [61][900/940] lr: 1.000e-03, eta: 10:46:53, time: 0.913, data_time: 0.009, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0223, loss: 1.0223 2020-07-02 04:07:10,262 - mmaction - INFO - Epoch [61][920/940] lr: 1.000e-03, eta: 10:46:27, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0121, loss: 1.0121 2020-07-02 04:07:26,719 - mmaction - INFO - Epoch [61][940/940] lr: 1.000e-03, eta: 10:45:57, time: 0.824, data_time: 0.014, memory: 21558, top1_acc: 0.7496, top5_acc: 0.8976, loss_cls: 1.0194, loss: 1.0194 2020-07-02 04:07:32,536 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-07-02 04:09:21,275 - mmaction - INFO - Epoch [62][20/940] lr: 1.000e-03, eta: 10:48:34, time: 5.419, data_time: 4.419, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.9293, loss: 0.9293 2020-07-02 04:09:40,288 - mmaction - INFO - Epoch [62][40/940] lr: 1.000e-03, eta: 10:48:09, time: 0.952, data_time: 0.003, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 1.0109, loss: 1.0109 2020-07-02 04:09:58,492 - mmaction - INFO - Epoch [62][60/940] lr: 1.000e-03, eta: 10:47:41, time: 0.910, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9078, loss_cls: 0.9592, loss: 0.9592 2020-07-02 04:10:17,033 - mmaction - INFO - Epoch [62][80/940] lr: 1.000e-03, eta: 10:47:14, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 0.9836, loss: 0.9836 2020-07-02 04:10:34,921 - mmaction - INFO - Epoch [62][100/940] lr: 1.000e-03, eta: 10:46:46, time: 0.894, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8984, loss_cls: 1.0440, loss: 1.0440 2020-07-02 04:10:53,715 - mmaction - INFO - Epoch [62][120/940] lr: 1.000e-03, eta: 10:46:20, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8906, loss_cls: 0.9787, loss: 0.9787 2020-07-02 04:11:11,815 - mmaction - INFO - Epoch [62][140/940] lr: 1.000e-03, eta: 10:45:53, time: 0.907, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9489, loss: 0.9489 2020-07-02 04:11:30,595 - mmaction - INFO - Epoch [62][160/940] lr: 1.000e-03, eta: 10:45:26, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9297, loss_cls: 0.8765, loss: 0.8765 2020-07-02 04:11:48,958 - mmaction - INFO - Epoch [62][180/940] lr: 1.000e-03, eta: 10:44:59, time: 0.921, data_time: 0.049, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.1528, loss: 1.1528 2020-07-02 04:12:07,683 - mmaction - INFO - Epoch [62][200/940] lr: 1.000e-03, eta: 10:44:33, time: 0.936, data_time: 0.094, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0105, loss: 1.0105 2020-07-02 04:12:26,011 - mmaction - INFO - Epoch [62][220/940] lr: 1.000e-03, eta: 10:44:06, time: 0.917, data_time: 0.021, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9219, loss_cls: 0.9198, loss: 0.9198 2020-07-02 04:12:44,599 - mmaction - INFO - Epoch [62][240/940] lr: 1.000e-03, eta: 10:43:40, time: 0.929, data_time: 0.003, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.9945, loss: 0.9945 2020-07-02 04:13:03,331 - mmaction - INFO - Epoch [62][260/940] lr: 1.000e-03, eta: 10:43:13, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9584, loss: 0.9584 2020-07-02 04:13:22,017 - mmaction - INFO - Epoch [62][280/940] lr: 1.000e-03, eta: 10:42:47, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.9349, loss: 0.9349 2020-07-02 04:13:40,555 - mmaction - INFO - Epoch [62][300/940] lr: 1.000e-03, eta: 10:42:21, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9511, loss: 0.9511 2020-07-02 04:13:59,707 - mmaction - INFO - Epoch [62][320/940] lr: 1.000e-03, eta: 10:41:55, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.8891, loss_cls: 1.0639, loss: 1.0639 2020-07-02 04:14:17,800 - mmaction - INFO - Epoch [62][340/940] lr: 1.000e-03, eta: 10:41:28, time: 0.905, data_time: 0.003, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9234, loss_cls: 0.9738, loss: 0.9738 2020-07-02 04:14:36,282 - mmaction - INFO - Epoch [62][360/940] lr: 1.000e-03, eta: 10:41:01, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9359, loss_cls: 0.8610, loss: 0.8610 2020-07-02 04:14:55,061 - mmaction - INFO - Epoch [62][380/940] lr: 1.000e-03, eta: 10:40:35, time: 0.939, data_time: 0.003, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9297, loss_cls: 0.9465, loss: 0.9465 2020-07-02 04:15:14,179 - mmaction - INFO - Epoch [62][400/940] lr: 1.000e-03, eta: 10:40:10, time: 0.957, data_time: 0.003, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.8926, loss: 0.8926 2020-07-02 04:15:32,602 - mmaction - INFO - Epoch [62][420/940] lr: 1.000e-03, eta: 10:39:43, time: 0.923, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.9531, loss: 0.9531 2020-07-02 04:15:50,749 - mmaction - INFO - Epoch [62][440/940] lr: 1.000e-03, eta: 10:39:16, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9156, loss_cls: 0.8690, loss: 0.8690 2020-07-02 04:16:09,370 - mmaction - INFO - Epoch [62][460/940] lr: 1.000e-03, eta: 10:38:50, time: 0.929, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8812, loss_cls: 1.0738, loss: 1.0738 2020-07-02 04:16:27,472 - mmaction - INFO - Epoch [62][480/940] lr: 1.000e-03, eta: 10:38:23, time: 0.907, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9000, loss_cls: 1.0942, loss: 1.0942 2020-07-02 04:16:47,474 - mmaction - INFO - Epoch [62][500/940] lr: 1.000e-03, eta: 10:37:59, time: 1.000, data_time: 0.198, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9486, loss: 0.9486 2020-07-02 04:17:05,699 - mmaction - INFO - Epoch [62][520/940] lr: 1.000e-03, eta: 10:37:32, time: 0.911, data_time: 0.122, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.7938, loss: 0.7938 2020-07-02 04:17:24,499 - mmaction - INFO - Epoch [62][540/940] lr: 1.000e-03, eta: 10:37:06, time: 0.940, data_time: 0.168, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9047, loss_cls: 0.9436, loss: 0.9436 2020-07-02 04:17:43,014 - mmaction - INFO - Epoch [62][560/940] lr: 1.000e-03, eta: 10:36:40, time: 0.926, data_time: 0.036, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 0.9923, loss: 0.9923 2020-07-02 04:18:02,197 - mmaction - INFO - Epoch [62][580/940] lr: 1.000e-03, eta: 10:36:15, time: 0.959, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 1.0172, loss: 1.0172 2020-07-02 04:18:20,849 - mmaction - INFO - Epoch [62][600/940] lr: 1.000e-03, eta: 10:35:49, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9839, loss: 0.9839 2020-07-02 04:18:39,233 - mmaction - INFO - Epoch [62][620/940] lr: 1.000e-03, eta: 10:35:22, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9125, loss_cls: 0.9018, loss: 0.9018 2020-07-02 04:18:58,317 - mmaction - INFO - Epoch [62][640/940] lr: 1.000e-03, eta: 10:34:57, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9983, loss: 0.9983 2020-07-02 04:19:16,756 - mmaction - INFO - Epoch [62][660/940] lr: 1.000e-03, eta: 10:34:31, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9016, loss_cls: 0.9986, loss: 0.9986 2020-07-02 04:19:35,410 - mmaction - INFO - Epoch [62][680/940] lr: 1.000e-03, eta: 10:34:05, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9646, loss: 0.9646 2020-07-02 04:19:53,693 - mmaction - INFO - Epoch [62][700/940] lr: 1.000e-03, eta: 10:33:38, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0197, loss: 1.0197 2020-07-02 04:20:12,621 - mmaction - INFO - Epoch [62][720/940] lr: 1.000e-03, eta: 10:33:13, time: 0.948, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0209, loss: 1.0209 2020-07-02 04:20:31,075 - mmaction - INFO - Epoch [62][740/940] lr: 1.000e-03, eta: 10:32:46, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.8985, loss: 0.8985 2020-07-02 04:20:49,301 - mmaction - INFO - Epoch [62][760/940] lr: 1.000e-03, eta: 10:32:20, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.9463, loss: 0.9463 2020-07-02 04:21:08,731 - mmaction - INFO - Epoch [62][780/940] lr: 1.000e-03, eta: 10:31:55, time: 0.972, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.9504, loss: 0.9504 2020-07-02 04:21:27,780 - mmaction - INFO - Epoch [62][800/940] lr: 1.000e-03, eta: 10:31:30, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.9208, loss: 0.9208 2020-07-02 04:21:46,116 - mmaction - INFO - Epoch [62][820/940] lr: 1.000e-03, eta: 10:31:04, time: 0.918, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9234, loss_cls: 0.9863, loss: 0.9863 2020-07-02 04:22:04,522 - mmaction - INFO - Epoch [62][840/940] lr: 1.000e-03, eta: 10:30:37, time: 0.920, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.9808, loss: 0.9808 2020-07-02 04:22:23,049 - mmaction - INFO - Epoch [62][860/940] lr: 1.000e-03, eta: 10:30:11, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.9129, loss: 0.9129 2020-07-02 04:22:42,422 - mmaction - INFO - Epoch [62][880/940] lr: 1.000e-03, eta: 10:29:47, time: 0.969, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9219, loss_cls: 0.9575, loss: 0.9575 2020-07-02 04:23:01,285 - mmaction - INFO - Epoch [62][900/940] lr: 1.000e-03, eta: 10:29:21, time: 0.943, data_time: 0.000, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0507, loss: 1.0507 2020-07-02 04:23:19,483 - mmaction - INFO - Epoch [62][920/940] lr: 1.000e-03, eta: 10:28:54, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9078, loss_cls: 0.9885, loss: 0.9885 2020-07-02 04:23:36,669 - mmaction - INFO - Epoch [62][940/940] lr: 1.000e-03, eta: 10:28:26, time: 0.859, data_time: 0.001, memory: 21558, top1_acc: 0.7593, top5_acc: 0.9057, loss_cls: 0.9774, loss: 0.9774 2020-07-02 04:23:41,235 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-07-02 04:26:39,302 - mmaction - INFO - Epoch [63][20/940] lr: 1.000e-03, eta: 10:33:00, time: 8.832, data_time: 7.943, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8555, loss: 0.8555 2020-07-02 04:26:58,145 - mmaction - INFO - Epoch [63][40/940] lr: 1.000e-03, eta: 10:32:34, time: 0.942, data_time: 0.012, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8373, loss: 0.8373 2020-07-02 04:27:16,476 - mmaction - INFO - Epoch [63][60/940] lr: 1.000e-03, eta: 10:32:07, time: 0.919, data_time: 0.003, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.9439, loss: 0.9439 2020-07-02 04:27:34,933 - mmaction - INFO - Epoch [63][80/940] lr: 1.000e-03, eta: 10:31:41, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0417, loss: 1.0417 2020-07-02 04:27:54,797 - mmaction - INFO - Epoch [63][100/940] lr: 1.000e-03, eta: 10:31:17, time: 0.993, data_time: 0.000, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9172, loss_cls: 0.9709, loss: 0.9709 2020-07-02 04:28:13,202 - mmaction - INFO - Epoch [63][120/940] lr: 1.000e-03, eta: 10:30:50, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9610, loss: 0.9610 2020-07-02 04:28:31,507 - mmaction - INFO - Epoch [63][140/940] lr: 1.000e-03, eta: 10:30:23, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.8388, loss: 0.8388 2020-07-02 04:28:50,165 - mmaction - INFO - Epoch [63][160/940] lr: 1.000e-03, eta: 10:29:57, time: 0.934, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8725, loss: 0.8725 2020-07-02 04:29:08,682 - mmaction - INFO - Epoch [63][180/940] lr: 1.000e-03, eta: 10:29:31, time: 0.926, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9187, loss_cls: 0.9145, loss: 0.9145 2020-07-02 04:29:27,209 - mmaction - INFO - Epoch [63][200/940] lr: 1.000e-03, eta: 10:29:04, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9109, loss_cls: 0.9631, loss: 0.9631 2020-07-02 04:29:45,887 - mmaction - INFO - Epoch [63][220/940] lr: 1.000e-03, eta: 10:28:38, time: 0.932, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9006, loss: 0.9006 2020-07-02 04:30:04,757 - mmaction - INFO - Epoch [63][240/940] lr: 1.000e-03, eta: 10:28:13, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 1.0222, loss: 1.0222 2020-07-02 04:30:23,414 - mmaction - INFO - Epoch [63][260/940] lr: 1.000e-03, eta: 10:27:46, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9062, loss_cls: 0.9193, loss: 0.9193 2020-07-02 04:30:41,366 - mmaction - INFO - Epoch [63][280/940] lr: 1.000e-03, eta: 10:27:19, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9580, loss: 0.9580 2020-07-02 04:31:00,325 - mmaction - INFO - Epoch [63][300/940] lr: 1.000e-03, eta: 10:26:54, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 1.0022, loss: 1.0022 2020-07-02 04:31:18,636 - mmaction - INFO - Epoch [63][320/940] lr: 1.000e-03, eta: 10:26:27, time: 0.917, data_time: 0.003, memory: 21558, top1_acc: 0.7484, top5_acc: 0.8984, loss_cls: 1.0398, loss: 1.0398 2020-07-02 04:31:36,867 - mmaction - INFO - Epoch [63][340/940] lr: 1.000e-03, eta: 10:26:00, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9697, loss: 0.9697 2020-07-02 04:31:55,656 - mmaction - INFO - Epoch [63][360/940] lr: 1.000e-03, eta: 10:25:34, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9078, loss_cls: 0.9735, loss: 0.9735 2020-07-02 04:32:13,946 - mmaction - INFO - Epoch [63][380/940] lr: 1.000e-03, eta: 10:25:08, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9602, loss: 0.9602 2020-07-02 04:32:33,798 - mmaction - INFO - Epoch [63][400/940] lr: 1.000e-03, eta: 10:24:44, time: 0.991, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9225, loss: 0.9225 2020-07-02 04:32:52,388 - mmaction - INFO - Epoch [63][420/940] lr: 1.000e-03, eta: 10:24:18, time: 0.931, data_time: 0.003, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.9627, loss: 0.9627 2020-07-02 04:33:11,040 - mmaction - INFO - Epoch [63][440/940] lr: 1.000e-03, eta: 10:23:52, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.8984, loss_cls: 0.9418, loss: 0.9418 2020-07-02 04:33:30,304 - mmaction - INFO - Epoch [63][460/940] lr: 1.000e-03, eta: 10:23:27, time: 0.963, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9025, loss: 0.9025 2020-07-02 04:33:48,722 - mmaction - INFO - Epoch [63][480/940] lr: 1.000e-03, eta: 10:23:01, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9078, loss_cls: 0.8900, loss: 0.8900 2020-07-02 04:34:06,980 - mmaction - INFO - Epoch [63][500/940] lr: 1.000e-03, eta: 10:22:34, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9359, loss_cls: 0.9224, loss: 0.9224 2020-07-02 04:34:26,060 - mmaction - INFO - Epoch [63][520/940] lr: 1.000e-03, eta: 10:22:09, time: 0.955, data_time: 0.002, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9078, loss_cls: 0.9668, loss: 0.9668 2020-07-02 04:34:44,507 - mmaction - INFO - Epoch [63][540/940] lr: 1.000e-03, eta: 10:21:43, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9962, loss: 0.9962 2020-07-02 04:35:03,346 - mmaction - INFO - Epoch [63][560/940] lr: 1.000e-03, eta: 10:21:17, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.0543, loss: 1.0543 2020-07-02 04:35:21,995 - mmaction - INFO - Epoch [63][580/940] lr: 1.000e-03, eta: 10:20:52, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9292, loss: 0.9292 2020-07-02 04:35:40,675 - mmaction - INFO - Epoch [63][600/940] lr: 1.000e-03, eta: 10:20:26, time: 0.936, data_time: 0.002, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9328, loss_cls: 0.8775, loss: 0.8775 2020-07-02 04:35:59,070 - mmaction - INFO - Epoch [63][620/940] lr: 1.000e-03, eta: 10:20:00, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.9893, loss: 0.9893 2020-07-02 04:36:17,878 - mmaction - INFO - Epoch [63][640/940] lr: 1.000e-03, eta: 10:19:34, time: 0.940, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9109, loss_cls: 1.0409, loss: 1.0409 2020-07-02 04:36:36,908 - mmaction - INFO - Epoch [63][660/940] lr: 1.000e-03, eta: 10:19:09, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9006, loss: 0.9006 2020-07-02 04:36:55,760 - mmaction - INFO - Epoch [63][680/940] lr: 1.000e-03, eta: 10:18:44, time: 0.943, data_time: 0.000, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0465, loss: 1.0465 2020-07-02 04:37:13,388 - mmaction - INFO - Epoch [63][700/940] lr: 1.000e-03, eta: 10:18:16, time: 0.881, data_time: 0.000, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0567, loss: 1.0567 2020-07-02 04:37:30,785 - mmaction - INFO - Epoch [63][720/940] lr: 1.000e-03, eta: 10:17:48, time: 0.870, data_time: 0.000, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9000, loss_cls: 0.9555, loss: 0.9555 2020-07-02 04:37:49,709 - mmaction - INFO - Epoch [63][740/940] lr: 1.000e-03, eta: 10:17:23, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9141, loss_cls: 0.8971, loss: 0.8971 2020-07-02 04:38:07,988 - mmaction - INFO - Epoch [63][760/940] lr: 1.000e-03, eta: 10:16:56, time: 0.914, data_time: 0.003, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 1.0304, loss: 1.0304 2020-07-02 04:38:26,691 - mmaction - INFO - Epoch [63][780/940] lr: 1.000e-03, eta: 10:16:31, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8938, loss_cls: 1.0515, loss: 1.0515 2020-07-02 04:38:45,653 - mmaction - INFO - Epoch [63][800/940] lr: 1.000e-03, eta: 10:16:06, time: 0.949, data_time: 0.002, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0498, loss: 1.0498 2020-07-02 04:39:03,892 - mmaction - INFO - Epoch [63][820/940] lr: 1.000e-03, eta: 10:15:39, time: 0.912, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9078, loss_cls: 0.9460, loss: 0.9460 2020-07-02 04:39:22,735 - mmaction - INFO - Epoch [63][840/940] lr: 1.000e-03, eta: 10:15:14, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 1.0269, loss: 1.0269 2020-07-02 04:39:41,154 - mmaction - INFO - Epoch [63][860/940] lr: 1.000e-03, eta: 10:14:48, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0500, loss: 1.0500 2020-07-02 04:39:59,551 - mmaction - INFO - Epoch [63][880/940] lr: 1.000e-03, eta: 10:14:22, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 0.9957, loss: 0.9957 2020-07-02 04:40:18,775 - mmaction - INFO - Epoch [63][900/940] lr: 1.000e-03, eta: 10:13:57, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9375, loss: 0.9375 2020-07-02 04:40:36,418 - mmaction - INFO - Epoch [63][920/940] lr: 1.000e-03, eta: 10:13:30, time: 0.881, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 0.9627, loss: 0.9627 2020-07-02 04:40:53,461 - mmaction - INFO - Epoch [63][940/940] lr: 1.000e-03, eta: 10:13:02, time: 0.853, data_time: 0.002, memory: 21558, top1_acc: 0.7317, top5_acc: 0.8976, loss_cls: 1.0669, loss: 1.0669 2020-07-02 04:41:00,518 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-07-02 04:43:23,670 - mmaction - INFO - Epoch [64][20/940] lr: 1.000e-03, eta: 10:16:13, time: 7.089, data_time: 6.305, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9746, loss: 0.9746 2020-07-02 04:43:41,859 - mmaction - INFO - Epoch [64][40/940] lr: 1.000e-03, eta: 10:15:46, time: 0.908, data_time: 0.144, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.9234, loss: 0.9234 2020-07-02 04:44:00,336 - mmaction - INFO - Epoch [64][60/940] lr: 1.000e-03, eta: 10:15:20, time: 0.926, data_time: 0.154, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9062, loss_cls: 0.9703, loss: 0.9703 2020-07-02 04:44:18,729 - mmaction - INFO - Epoch [64][80/940] lr: 1.000e-03, eta: 10:14:53, time: 0.919, data_time: 0.042, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 0.9543, loss: 0.9543 2020-07-02 04:44:37,555 - mmaction - INFO - Epoch [64][100/940] lr: 1.000e-03, eta: 10:14:28, time: 0.941, data_time: 0.067, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 1.0204, loss: 1.0204 2020-07-02 04:44:55,667 - mmaction - INFO - Epoch [64][120/940] lr: 1.000e-03, eta: 10:14:01, time: 0.906, data_time: 0.032, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9733, loss: 0.9733 2020-07-02 04:45:15,042 - mmaction - INFO - Epoch [64][140/940] lr: 1.000e-03, eta: 10:13:37, time: 0.967, data_time: 0.055, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9522, loss: 0.9522 2020-07-02 04:45:34,126 - mmaction - INFO - Epoch [64][160/940] lr: 1.000e-03, eta: 10:13:12, time: 0.956, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0173, loss: 1.0173 2020-07-02 04:45:52,664 - mmaction - INFO - Epoch [64][180/940] lr: 1.000e-03, eta: 10:12:46, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9375, loss_cls: 0.9117, loss: 0.9117 2020-07-02 04:46:11,210 - mmaction - INFO - Epoch [64][200/940] lr: 1.000e-03, eta: 10:12:20, time: 0.926, data_time: 0.035, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9388, loss: 0.9388 2020-07-02 04:46:29,772 - mmaction - INFO - Epoch [64][220/940] lr: 1.000e-03, eta: 10:11:54, time: 0.927, data_time: 0.064, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8947, loss: 0.8947 2020-07-02 04:46:48,165 - mmaction - INFO - Epoch [64][240/940] lr: 1.000e-03, eta: 10:11:28, time: 0.921, data_time: 0.091, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.9505, loss: 0.9505 2020-07-02 04:47:06,555 - mmaction - INFO - Epoch [64][260/940] lr: 1.000e-03, eta: 10:11:01, time: 0.920, data_time: 0.136, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9260, loss: 0.9260 2020-07-02 04:47:24,799 - mmaction - INFO - Epoch [64][280/940] lr: 1.000e-03, eta: 10:10:35, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9187, loss_cls: 1.0121, loss: 1.0121 2020-07-02 04:47:43,319 - mmaction - INFO - Epoch [64][300/940] lr: 1.000e-03, eta: 10:10:09, time: 0.925, data_time: 0.008, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9375, loss_cls: 0.8377, loss: 0.8377 2020-07-02 04:48:01,745 - mmaction - INFO - Epoch [64][320/940] lr: 1.000e-03, eta: 10:09:43, time: 0.921, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9359, loss: 0.9359 2020-07-02 04:48:20,058 - mmaction - INFO - Epoch [64][340/940] lr: 1.000e-03, eta: 10:09:17, time: 0.915, data_time: 0.044, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.0635, loss: 1.0635 2020-07-02 04:48:38,501 - mmaction - INFO - Epoch [64][360/940] lr: 1.000e-03, eta: 10:08:51, time: 0.923, data_time: 0.093, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9234, loss_cls: 0.9340, loss: 0.9340 2020-07-02 04:48:57,019 - mmaction - INFO - Epoch [64][380/940] lr: 1.000e-03, eta: 10:08:25, time: 0.925, data_time: 0.005, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9582, loss: 0.9582 2020-07-02 04:49:15,420 - mmaction - INFO - Epoch [64][400/940] lr: 1.000e-03, eta: 10:07:59, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0444, loss: 1.0444 2020-07-02 04:49:34,391 - mmaction - INFO - Epoch [64][420/940] lr: 1.000e-03, eta: 10:07:34, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9109, loss_cls: 0.9809, loss: 0.9809 2020-07-02 04:49:52,649 - mmaction - INFO - Epoch [64][440/940] lr: 1.000e-03, eta: 10:07:08, time: 0.915, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9344, loss_cls: 0.8499, loss: 0.8499 2020-07-02 04:50:11,532 - mmaction - INFO - Epoch [64][460/940] lr: 1.000e-03, eta: 10:06:42, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9109, loss_cls: 0.9987, loss: 0.9987 2020-07-02 04:50:30,240 - mmaction - INFO - Epoch [64][480/940] lr: 1.000e-03, eta: 10:06:17, time: 0.935, data_time: 0.048, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9371, loss: 0.9371 2020-07-02 04:50:48,604 - mmaction - INFO - Epoch [64][500/940] lr: 1.000e-03, eta: 10:05:51, time: 0.918, data_time: 0.109, memory: 21558, top1_acc: 0.7516, top5_acc: 0.8938, loss_cls: 1.0234, loss: 1.0234 2020-07-02 04:51:07,352 - mmaction - INFO - Epoch [64][520/940] lr: 1.000e-03, eta: 10:05:26, time: 0.939, data_time: 0.027, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.9995, loss: 0.9995 2020-07-02 04:51:25,486 - mmaction - INFO - Epoch [64][540/940] lr: 1.000e-03, eta: 10:04:59, time: 0.907, data_time: 0.035, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9297, loss_cls: 0.9130, loss: 0.9130 2020-07-02 04:51:44,596 - mmaction - INFO - Epoch [64][560/940] lr: 1.000e-03, eta: 10:04:34, time: 0.956, data_time: 0.127, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9297, loss_cls: 0.8624, loss: 0.8624 2020-07-02 04:52:03,540 - mmaction - INFO - Epoch [64][580/940] lr: 1.000e-03, eta: 10:04:09, time: 0.947, data_time: 0.177, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9391, loss_cls: 0.8866, loss: 0.8866 2020-07-02 04:52:21,752 - mmaction - INFO - Epoch [64][600/940] lr: 1.000e-03, eta: 10:03:43, time: 0.911, data_time: 0.097, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 0.9578, loss: 0.9578 2020-07-02 04:52:39,982 - mmaction - INFO - Epoch [64][620/940] lr: 1.000e-03, eta: 10:03:17, time: 0.912, data_time: 0.099, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.9646, loss: 0.9646 2020-07-02 04:52:58,551 - mmaction - INFO - Epoch [64][640/940] lr: 1.000e-03, eta: 10:02:51, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9234, loss_cls: 1.0115, loss: 1.0115 2020-07-02 04:53:17,218 - mmaction - INFO - Epoch [64][660/940] lr: 1.000e-03, eta: 10:02:26, time: 0.934, data_time: 0.009, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9461, loss: 0.9461 2020-07-02 04:53:36,030 - mmaction - INFO - Epoch [64][680/940] lr: 1.000e-03, eta: 10:02:01, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8922, loss_cls: 1.0636, loss: 1.0636 2020-07-02 04:53:54,513 - mmaction - INFO - Epoch [64][700/940] lr: 1.000e-03, eta: 10:01:35, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.9181, loss: 0.9181 2020-07-02 04:54:12,690 - mmaction - INFO - Epoch [64][720/940] lr: 1.000e-03, eta: 10:01:09, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0347, loss: 1.0347 2020-07-02 04:54:30,763 - mmaction - INFO - Epoch [64][740/940] lr: 1.000e-03, eta: 10:00:43, time: 0.905, data_time: 0.005, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9470, loss: 0.9470 2020-07-02 04:54:49,359 - mmaction - INFO - Epoch [64][760/940] lr: 1.000e-03, eta: 10:00:17, time: 0.930, data_time: 0.020, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.9729, loss: 0.9729 2020-07-02 04:55:07,820 - mmaction - INFO - Epoch [64][780/940] lr: 1.000e-03, eta: 9:59:51, time: 0.921, data_time: 0.137, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9297, loss_cls: 0.9717, loss: 0.9717 2020-07-02 04:55:27,383 - mmaction - INFO - Epoch [64][800/940] lr: 1.000e-03, eta: 9:59:28, time: 0.980, data_time: 0.003, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0270, loss: 1.0270 2020-07-02 04:55:45,744 - mmaction - INFO - Epoch [64][820/940] lr: 1.000e-03, eta: 9:59:02, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0805, loss: 1.0805 2020-07-02 04:56:04,004 - mmaction - INFO - Epoch [64][840/940] lr: 1.000e-03, eta: 9:58:36, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9328, loss_cls: 0.8706, loss: 0.8706 2020-07-02 04:56:22,474 - mmaction - INFO - Epoch [64][860/940] lr: 1.000e-03, eta: 9:58:10, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.9581, loss: 0.9581 2020-07-02 04:56:40,780 - mmaction - INFO - Epoch [64][880/940] lr: 1.000e-03, eta: 9:57:44, time: 0.915, data_time: 0.048, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9297, loss_cls: 0.9298, loss: 0.9298 2020-07-02 04:56:59,636 - mmaction - INFO - Epoch [64][900/940] lr: 1.000e-03, eta: 9:57:20, time: 0.942, data_time: 0.101, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9246, loss: 0.9246 2020-07-02 04:57:17,960 - mmaction - INFO - Epoch [64][920/940] lr: 1.000e-03, eta: 9:56:54, time: 0.917, data_time: 0.036, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8891, loss_cls: 1.0587, loss: 1.0587 2020-07-02 04:57:35,091 - mmaction - INFO - Epoch [64][940/940] lr: 1.000e-03, eta: 9:56:26, time: 0.857, data_time: 0.052, memory: 21558, top1_acc: 0.7528, top5_acc: 0.9203, loss_cls: 0.9276, loss: 0.9276 2020-07-02 04:57:38,783 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-07-02 04:59:28,393 - mmaction - INFO - Epoch [65][20/940] lr: 1.000e-03, eta: 9:58:29, time: 5.455, data_time: 4.650, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.9911, loss: 0.9911 2020-07-02 04:59:47,556 - mmaction - INFO - Epoch [65][40/940] lr: 1.000e-03, eta: 9:58:04, time: 0.958, data_time: 0.191, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.9681, loss: 0.9681 2020-07-02 05:00:09,382 - mmaction - INFO - Epoch [65][60/940] lr: 1.000e-03, eta: 9:57:44, time: 1.088, data_time: 0.140, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9297, loss_cls: 0.9257, loss: 0.9257 2020-07-02 05:00:25,760 - mmaction - INFO - Epoch [65][80/940] lr: 1.000e-03, eta: 9:57:15, time: 0.822, data_time: 0.052, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9345, loss: 0.9345 2020-07-02 05:00:44,040 - mmaction - INFO - Epoch [65][100/940] lr: 1.000e-03, eta: 9:56:49, time: 0.914, data_time: 0.108, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9187, loss_cls: 0.9604, loss: 0.9604 2020-07-02 05:01:04,025 - mmaction - INFO - Epoch [65][120/940] lr: 1.000e-03, eta: 9:56:25, time: 0.998, data_time: 0.029, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.8090, loss: 0.8090 2020-07-02 05:01:22,585 - mmaction - INFO - Epoch [65][140/940] lr: 1.000e-03, eta: 9:56:00, time: 0.929, data_time: 0.003, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.9614, loss: 0.9614 2020-07-02 05:01:41,810 - mmaction - INFO - Epoch [65][160/940] lr: 1.000e-03, eta: 9:55:35, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9359, loss_cls: 0.9557, loss: 0.9557 2020-07-02 05:02:00,611 - mmaction - INFO - Epoch [65][180/940] lr: 1.000e-03, eta: 9:55:10, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.9022, loss: 0.9022 2020-07-02 05:02:19,651 - mmaction - INFO - Epoch [65][200/940] lr: 1.000e-03, eta: 9:54:45, time: 0.954, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9341, loss: 0.9341 2020-07-02 05:02:38,326 - mmaction - INFO - Epoch [65][220/940] lr: 1.000e-03, eta: 9:54:20, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.9362, loss: 0.9362 2020-07-02 05:02:56,695 - mmaction - INFO - Epoch [65][240/940] lr: 1.000e-03, eta: 9:53:54, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.9657, loss: 0.9657 2020-07-02 05:03:15,325 - mmaction - INFO - Epoch [65][260/940] lr: 1.000e-03, eta: 9:53:29, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8828, loss_cls: 1.0578, loss: 1.0578 2020-07-02 05:03:34,024 - mmaction - INFO - Epoch [65][280/940] lr: 1.000e-03, eta: 9:53:04, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9770, loss: 0.9770 2020-07-02 05:03:52,431 - mmaction - INFO - Epoch [65][300/940] lr: 1.000e-03, eta: 9:52:38, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8442, loss: 0.8442 2020-07-02 05:04:10,450 - mmaction - INFO - Epoch [65][320/940] lr: 1.000e-03, eta: 9:52:12, time: 0.901, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.9872, loss: 0.9872 2020-07-02 05:04:29,396 - mmaction - INFO - Epoch [65][340/940] lr: 1.000e-03, eta: 9:51:47, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.9360, loss: 0.9360 2020-07-02 05:04:47,875 - mmaction - INFO - Epoch [65][360/940] lr: 1.000e-03, eta: 9:51:21, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.9108, loss: 0.9108 2020-07-02 05:05:07,032 - mmaction - INFO - Epoch [65][380/940] lr: 1.000e-03, eta: 9:50:57, time: 0.958, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9242, loss: 0.9242 2020-07-02 05:05:25,155 - mmaction - INFO - Epoch [65][400/940] lr: 1.000e-03, eta: 9:50:31, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9031, loss_cls: 1.0642, loss: 1.0642 2020-07-02 05:05:43,665 - mmaction - INFO - Epoch [65][420/940] lr: 1.000e-03, eta: 9:50:05, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9297, loss_cls: 0.9129, loss: 0.9129 2020-07-02 05:06:02,431 - mmaction - INFO - Epoch [65][440/940] lr: 1.000e-03, eta: 9:49:41, time: 0.940, data_time: 0.003, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.0858, loss: 1.0858 2020-07-02 05:06:20,388 - mmaction - INFO - Epoch [65][460/940] lr: 1.000e-03, eta: 9:49:14, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.9040, loss: 0.9040 2020-07-02 05:06:39,143 - mmaction - INFO - Epoch [65][480/940] lr: 1.000e-03, eta: 9:48:49, time: 0.938, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9187, loss_cls: 0.9314, loss: 0.9314 2020-07-02 05:06:57,923 - mmaction - INFO - Epoch [65][500/940] lr: 1.000e-03, eta: 9:48:24, time: 0.937, data_time: 0.008, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9250, loss_cls: 0.9419, loss: 0.9419 2020-07-02 05:07:17,039 - mmaction - INFO - Epoch [65][520/940] lr: 1.000e-03, eta: 9:48:00, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9914, loss: 0.9914 2020-07-02 05:07:35,345 - mmaction - INFO - Epoch [65][540/940] lr: 1.000e-03, eta: 9:47:34, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8953, loss_cls: 1.0411, loss: 1.0411 2020-07-02 05:07:53,995 - mmaction - INFO - Epoch [65][560/940] lr: 1.000e-03, eta: 9:47:09, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.9703, loss: 0.9703 2020-07-02 05:08:12,560 - mmaction - INFO - Epoch [65][580/940] lr: 1.000e-03, eta: 9:46:44, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9203, loss: 0.9203 2020-07-02 05:08:30,971 - mmaction - INFO - Epoch [65][600/940] lr: 1.000e-03, eta: 9:46:18, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8922, loss_cls: 1.0650, loss: 1.0650 2020-07-02 05:08:49,398 - mmaction - INFO - Epoch [65][620/940] lr: 1.000e-03, eta: 9:45:53, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.8596, loss: 0.8596 2020-07-02 05:09:07,666 - mmaction - INFO - Epoch [65][640/940] lr: 1.000e-03, eta: 9:45:27, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9214, loss: 0.9214 2020-07-02 05:09:26,523 - mmaction - INFO - Epoch [65][660/940] lr: 1.000e-03, eta: 9:45:02, time: 0.943, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.9519, loss: 0.9519 2020-07-02 05:09:44,547 - mmaction - INFO - Epoch [65][680/940] lr: 1.000e-03, eta: 9:44:36, time: 0.900, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0832, loss: 1.0832 2020-07-02 05:10:03,564 - mmaction - INFO - Epoch [65][700/940] lr: 1.000e-03, eta: 9:44:12, time: 0.950, data_time: 0.002, memory: 21558, top1_acc: 0.7688, top5_acc: 0.8984, loss_cls: 0.9676, loss: 0.9676 2020-07-02 05:10:21,444 - mmaction - INFO - Epoch [65][720/940] lr: 1.000e-03, eta: 9:43:46, time: 0.895, data_time: 0.003, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7576, loss: 0.7576 2020-07-02 05:10:39,504 - mmaction - INFO - Epoch [65][740/940] lr: 1.000e-03, eta: 9:43:20, time: 0.902, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9203, loss_cls: 0.8399, loss: 0.8399 2020-07-02 05:10:58,163 - mmaction - INFO - Epoch [65][760/940] lr: 1.000e-03, eta: 9:42:55, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9636, loss: 0.9636 2020-07-02 05:11:16,745 - mmaction - INFO - Epoch [65][780/940] lr: 1.000e-03, eta: 9:42:30, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.9578, loss: 0.9578 2020-07-02 05:11:34,968 - mmaction - INFO - Epoch [65][800/940] lr: 1.000e-03, eta: 9:42:04, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.8953, loss: 0.8953 2020-07-02 05:11:53,531 - mmaction - INFO - Epoch [65][820/940] lr: 1.000e-03, eta: 9:41:39, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9152, loss: 0.9152 2020-07-02 05:12:11,691 - mmaction - INFO - Epoch [65][840/940] lr: 1.000e-03, eta: 9:41:13, time: 0.908, data_time: 0.006, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9062, loss_cls: 0.9351, loss: 0.9351 2020-07-02 05:12:30,323 - mmaction - INFO - Epoch [65][860/940] lr: 1.000e-03, eta: 9:40:48, time: 0.932, data_time: 0.003, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.9620, loss: 0.9620 2020-07-02 05:12:49,451 - mmaction - INFO - Epoch [65][880/940] lr: 1.000e-03, eta: 9:40:24, time: 0.956, data_time: 0.003, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8715, loss: 0.8715 2020-07-02 05:13:08,501 - mmaction - INFO - Epoch [65][900/940] lr: 1.000e-03, eta: 9:40:00, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.9891, loss: 0.9891 2020-07-02 05:13:26,862 - mmaction - INFO - Epoch [65][920/940] lr: 1.000e-03, eta: 9:39:34, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9788, loss: 0.9788 2020-07-02 05:13:43,679 - mmaction - INFO - Epoch [65][940/940] lr: 1.000e-03, eta: 9:39:07, time: 0.841, data_time: 0.001, memory: 21558, top1_acc: 0.7642, top5_acc: 0.9317, loss_cls: 0.9287, loss: 0.9287 2020-07-02 05:13:49,441 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-02 05:16:30,965 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 05:16:31,747 - mmaction - INFO - top1_acc 0.6906 top5_acc 0.8871 2020-07-02 05:16:31,747 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 05:16:31,801 - mmaction - INFO - mean_acc 0.6905 2020-07-02 05:16:31,816 - mmaction - INFO - Epoch [65][940/940] lr: 1.000e-03, top1_acc: 0.6906, top5_acc: 0.8871, mean_class_accuracy: 0.6905 2020-07-02 05:17:37,301 - mmaction - INFO - Epoch [66][20/940] lr: 1.000e-03, eta: 9:39:53, time: 3.274, data_time: 2.230, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9391, loss_cls: 0.9083, loss: 0.9083 2020-07-02 05:17:55,379 - mmaction - INFO - Epoch [66][40/940] lr: 1.000e-03, eta: 9:39:27, time: 0.904, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9589, loss: 0.9589 2020-07-02 05:18:13,724 - mmaction - INFO - Epoch [66][60/940] lr: 1.000e-03, eta: 9:39:02, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9357, loss: 0.9357 2020-07-02 05:18:32,534 - mmaction - INFO - Epoch [66][80/940] lr: 1.000e-03, eta: 9:38:37, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9266, loss_cls: 0.9471, loss: 0.9471 2020-07-02 05:18:50,991 - mmaction - INFO - Epoch [66][100/940] lr: 1.000e-03, eta: 9:38:12, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9671, loss: 0.9671 2020-07-02 05:19:09,316 - mmaction - INFO - Epoch [66][120/940] lr: 1.000e-03, eta: 9:37:46, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.9152, loss: 0.9152 2020-07-02 05:19:27,970 - mmaction - INFO - Epoch [66][140/940] lr: 1.000e-03, eta: 9:37:21, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8922, loss_cls: 1.0545, loss: 1.0545 2020-07-02 05:19:46,525 - mmaction - INFO - Epoch [66][160/940] lr: 1.000e-03, eta: 9:36:56, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 1.0167, loss: 1.0167 2020-07-02 05:20:05,640 - mmaction - INFO - Epoch [66][180/940] lr: 1.000e-03, eta: 9:36:32, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9654, loss: 0.9654 2020-07-02 05:20:24,220 - mmaction - INFO - Epoch [66][200/940] lr: 1.000e-03, eta: 9:36:07, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.9425, loss: 0.9425 2020-07-02 05:20:43,209 - mmaction - INFO - Epoch [66][220/940] lr: 1.000e-03, eta: 9:35:43, time: 0.950, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9031, loss_cls: 1.0285, loss: 1.0285 2020-07-02 05:21:02,067 - mmaction - INFO - Epoch [66][240/940] lr: 1.000e-03, eta: 9:35:18, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.9810, loss: 0.9810 2020-07-02 05:21:20,845 - mmaction - INFO - Epoch [66][260/940] lr: 1.000e-03, eta: 9:34:54, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9187, loss_cls: 0.9150, loss: 0.9150 2020-07-02 05:21:39,193 - mmaction - INFO - Epoch [66][280/940] lr: 1.000e-03, eta: 9:34:28, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9297, loss_cls: 0.9048, loss: 0.9048 2020-07-02 05:21:58,088 - mmaction - INFO - Epoch [66][300/940] lr: 1.000e-03, eta: 9:34:04, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9250, loss_cls: 0.9435, loss: 0.9435 2020-07-02 05:22:16,286 - mmaction - INFO - Epoch [66][320/940] lr: 1.000e-03, eta: 9:33:38, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9898, loss: 0.9898 2020-07-02 05:22:34,859 - mmaction - INFO - Epoch [66][340/940] lr: 1.000e-03, eta: 9:33:13, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.9067, loss: 0.9067 2020-07-02 05:22:53,110 - mmaction - INFO - Epoch [66][360/940] lr: 1.000e-03, eta: 9:32:48, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9266, loss_cls: 0.9139, loss: 0.9139 2020-07-02 05:23:11,557 - mmaction - INFO - Epoch [66][380/940] lr: 1.000e-03, eta: 9:32:23, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0141, loss: 1.0141 2020-07-02 05:23:30,618 - mmaction - INFO - Epoch [66][400/940] lr: 1.000e-03, eta: 9:31:59, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9398, loss: 0.9398 2020-07-02 05:23:48,853 - mmaction - INFO - Epoch [66][420/940] lr: 1.000e-03, eta: 9:31:34, time: 0.913, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.9204, loss: 0.9204 2020-07-02 05:24:07,743 - mmaction - INFO - Epoch [66][440/940] lr: 1.000e-03, eta: 9:31:09, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9517, loss: 0.9517 2020-07-02 05:24:26,094 - mmaction - INFO - Epoch [66][460/940] lr: 1.000e-03, eta: 9:30:44, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9219, loss_cls: 0.9713, loss: 0.9713 2020-07-02 05:24:44,767 - mmaction - INFO - Epoch [66][480/940] lr: 1.000e-03, eta: 9:30:19, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.9772, loss: 0.9772 2020-07-02 05:25:04,109 - mmaction - INFO - Epoch [66][500/940] lr: 1.000e-03, eta: 9:29:56, time: 0.969, data_time: 0.003, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9179, loss: 0.9179 2020-07-02 05:25:22,838 - mmaction - INFO - Epoch [66][520/940] lr: 1.000e-03, eta: 9:29:31, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8847, loss: 0.8847 2020-07-02 05:25:42,001 - mmaction - INFO - Epoch [66][540/940] lr: 1.000e-03, eta: 9:29:07, time: 0.956, data_time: 0.000, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0668, loss: 1.0668 2020-07-02 05:26:00,639 - mmaction - INFO - Epoch [66][560/940] lr: 1.000e-03, eta: 9:28:42, time: 0.934, data_time: 0.003, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9187, loss_cls: 0.8496, loss: 0.8496 2020-07-02 05:26:19,230 - mmaction - INFO - Epoch [66][580/940] lr: 1.000e-03, eta: 9:28:18, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9144, loss: 0.9144 2020-07-02 05:26:37,926 - mmaction - INFO - Epoch [66][600/940] lr: 1.000e-03, eta: 9:27:53, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.9685, loss: 0.9685 2020-07-02 05:26:56,428 - mmaction - INFO - Epoch [66][620/940] lr: 1.000e-03, eta: 9:27:28, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9297, loss_cls: 0.8738, loss: 0.8738 2020-07-02 05:27:14,979 - mmaction - INFO - Epoch [66][640/940] lr: 1.000e-03, eta: 9:27:03, time: 0.929, data_time: 0.003, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9687, loss: 0.9687 2020-07-02 05:27:33,729 - mmaction - INFO - Epoch [66][660/940] lr: 1.000e-03, eta: 9:26:39, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9047, loss_cls: 1.0203, loss: 1.0203 2020-07-02 05:27:53,102 - mmaction - INFO - Epoch [66][680/940] lr: 1.000e-03, eta: 9:26:15, time: 0.969, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8844, loss: 0.8844 2020-07-02 05:28:11,218 - mmaction - INFO - Epoch [66][700/940] lr: 1.000e-03, eta: 9:25:50, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.8862, loss: 0.8862 2020-07-02 05:28:30,305 - mmaction - INFO - Epoch [66][720/940] lr: 1.000e-03, eta: 9:25:26, time: 0.954, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.9776, loss: 0.9776 2020-07-02 05:28:48,803 - mmaction - INFO - Epoch [66][740/940] lr: 1.000e-03, eta: 9:25:01, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.9131, loss: 0.9131 2020-07-02 05:29:07,716 - mmaction - INFO - Epoch [66][760/940] lr: 1.000e-03, eta: 9:24:37, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9761, loss: 0.9761 2020-07-02 05:29:26,450 - mmaction - INFO - Epoch [66][780/940] lr: 1.000e-03, eta: 9:24:12, time: 0.937, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9297, loss_cls: 0.9622, loss: 0.9622 2020-07-02 05:29:44,636 - mmaction - INFO - Epoch [66][800/940] lr: 1.000e-03, eta: 9:23:47, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.8981, loss: 0.8981 2020-07-02 05:30:02,508 - mmaction - INFO - Epoch [66][820/940] lr: 1.000e-03, eta: 9:23:22, time: 0.892, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9328, loss_cls: 0.8928, loss: 0.8928 2020-07-02 05:30:20,841 - mmaction - INFO - Epoch [66][840/940] lr: 1.000e-03, eta: 9:22:57, time: 0.918, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8913, loss: 0.8913 2020-07-02 05:30:39,212 - mmaction - INFO - Epoch [66][860/940] lr: 1.000e-03, eta: 9:22:32, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0454, loss: 1.0454 2020-07-02 05:30:57,945 - mmaction - INFO - Epoch [66][880/940] lr: 1.000e-03, eta: 9:22:07, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9183, loss: 0.9183 2020-07-02 05:31:16,613 - mmaction - INFO - Epoch [66][900/940] lr: 1.000e-03, eta: 9:21:43, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9141, loss_cls: 1.0000, loss: 1.0000 2020-07-02 05:31:34,963 - mmaction - INFO - Epoch [66][920/940] lr: 1.000e-03, eta: 9:21:18, time: 0.919, data_time: 0.002, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 0.9849, loss: 0.9849 2020-07-02 05:31:52,332 - mmaction - INFO - Epoch [66][940/940] lr: 1.000e-03, eta: 9:20:52, time: 0.868, data_time: 0.001, memory: 21558, top1_acc: 0.7659, top5_acc: 0.9024, loss_cls: 0.9508, loss: 0.9508 2020-07-02 05:31:55,851 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-07-02 05:33:34,855 - mmaction - INFO - Epoch [67][20/940] lr: 1.000e-03, eta: 9:22:20, time: 4.932, data_time: 4.041, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.9322, loss: 0.9322 2020-07-02 05:33:53,530 - mmaction - INFO - Epoch [67][40/940] lr: 1.000e-03, eta: 9:21:56, time: 0.932, data_time: 0.006, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9203, loss_cls: 0.9570, loss: 0.9570 2020-07-02 05:34:11,967 - mmaction - INFO - Epoch [67][60/940] lr: 1.000e-03, eta: 9:21:31, time: 0.924, data_time: 0.020, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.8836, loss: 0.8836 2020-07-02 05:34:30,857 - mmaction - INFO - Epoch [67][80/940] lr: 1.000e-03, eta: 9:21:06, time: 0.944, data_time: 0.000, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 0.9793, loss: 0.9793 2020-07-02 05:34:48,884 - mmaction - INFO - Epoch [67][100/940] lr: 1.000e-03, eta: 9:20:41, time: 0.897, data_time: 0.000, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9344, loss_cls: 0.8195, loss: 0.8195 2020-07-02 05:35:07,990 - mmaction - INFO - Epoch [67][120/940] lr: 1.000e-03, eta: 9:20:17, time: 0.959, data_time: 0.004, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9172, loss_cls: 0.9019, loss: 0.9019 2020-07-02 05:35:26,415 - mmaction - INFO - Epoch [67][140/940] lr: 1.000e-03, eta: 9:19:52, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.0973, loss: 1.0973 2020-07-02 05:35:44,790 - mmaction - INFO - Epoch [67][160/940] lr: 1.000e-03, eta: 9:19:27, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8722, loss: 0.8722 2020-07-02 05:36:04,299 - mmaction - INFO - Epoch [67][180/940] lr: 1.000e-03, eta: 9:19:04, time: 0.975, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9281, loss_cls: 0.8682, loss: 0.8682 2020-07-02 05:36:22,772 - mmaction - INFO - Epoch [67][200/940] lr: 1.000e-03, eta: 9:18:39, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.8566, loss: 0.8566 2020-07-02 05:36:41,506 - mmaction - INFO - Epoch [67][220/940] lr: 1.000e-03, eta: 9:18:15, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9187, loss_cls: 0.8746, loss: 0.8746 2020-07-02 05:36:59,954 - mmaction - INFO - Epoch [67][240/940] lr: 1.000e-03, eta: 9:17:50, time: 0.922, data_time: 0.000, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9203, loss_cls: 0.9501, loss: 0.9501 2020-07-02 05:37:18,559 - mmaction - INFO - Epoch [67][260/940] lr: 1.000e-03, eta: 9:17:25, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9172, loss_cls: 0.9926, loss: 0.9926 2020-07-02 05:37:36,683 - mmaction - INFO - Epoch [67][280/940] lr: 1.000e-03, eta: 9:17:00, time: 0.905, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9297, loss_cls: 0.9414, loss: 0.9414 2020-07-02 05:37:55,306 - mmaction - INFO - Epoch [67][300/940] lr: 1.000e-03, eta: 9:16:36, time: 0.933, data_time: 0.004, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.8472, loss: 0.8472 2020-07-02 05:38:13,467 - mmaction - INFO - Epoch [67][320/940] lr: 1.000e-03, eta: 9:16:10, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9219, loss_cls: 0.8660, loss: 0.8660 2020-07-02 05:38:31,690 - mmaction - INFO - Epoch [67][340/940] lr: 1.000e-03, eta: 9:15:45, time: 0.912, data_time: 0.003, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9019, loss: 0.9019 2020-07-02 05:38:50,298 - mmaction - INFO - Epoch [67][360/940] lr: 1.000e-03, eta: 9:15:21, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9047, loss_cls: 0.9858, loss: 0.9858 2020-07-02 05:39:09,386 - mmaction - INFO - Epoch [67][380/940] lr: 1.000e-03, eta: 9:14:57, time: 0.956, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9328, loss_cls: 0.8639, loss: 0.8639 2020-07-02 05:39:28,199 - mmaction - INFO - Epoch [67][400/940] lr: 1.000e-03, eta: 9:14:33, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0111, loss: 1.0111 2020-07-02 05:39:46,419 - mmaction - INFO - Epoch [67][420/940] lr: 1.000e-03, eta: 9:14:08, time: 0.913, data_time: 0.003, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9281, loss_cls: 0.9503, loss: 0.9503 2020-07-02 05:40:05,250 - mmaction - INFO - Epoch [67][440/940] lr: 1.000e-03, eta: 9:13:44, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8875, loss_cls: 1.0642, loss: 1.0642 2020-07-02 05:40:24,675 - mmaction - INFO - Epoch [67][460/940] lr: 1.000e-03, eta: 9:13:20, time: 0.972, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9328, loss_cls: 0.8987, loss: 0.8987 2020-07-02 05:40:42,821 - mmaction - INFO - Epoch [67][480/940] lr: 1.000e-03, eta: 9:12:55, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0188, loss: 1.0188 2020-07-02 05:41:01,410 - mmaction - INFO - Epoch [67][500/940] lr: 1.000e-03, eta: 9:12:31, time: 0.928, data_time: 0.000, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9234, loss_cls: 0.8874, loss: 0.8874 2020-07-02 05:41:20,247 - mmaction - INFO - Epoch [67][520/940] lr: 1.000e-03, eta: 9:12:07, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9484, loss_cls: 0.8117, loss: 0.8117 2020-07-02 05:41:39,292 - mmaction - INFO - Epoch [67][540/940] lr: 1.000e-03, eta: 9:11:43, time: 0.952, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.9658, loss: 0.9658 2020-07-02 05:41:57,527 - mmaction - INFO - Epoch [67][560/940] lr: 1.000e-03, eta: 9:11:18, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.9601, loss: 0.9601 2020-07-02 05:42:15,715 - mmaction - INFO - Epoch [67][580/940] lr: 1.000e-03, eta: 9:10:53, time: 0.910, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0630, loss: 1.0630 2020-07-02 05:42:35,062 - mmaction - INFO - Epoch [67][600/940] lr: 1.000e-03, eta: 9:10:29, time: 0.967, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8781, loss_cls: 1.1744, loss: 1.1744 2020-07-02 05:42:53,704 - mmaction - INFO - Epoch [67][620/940] lr: 1.000e-03, eta: 9:10:05, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0508, loss: 1.0508 2020-07-02 05:43:11,806 - mmaction - INFO - Epoch [67][640/940] lr: 1.000e-03, eta: 9:09:40, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9000, loss_cls: 1.0125, loss: 1.0125 2020-07-02 05:43:30,105 - mmaction - INFO - Epoch [67][660/940] lr: 1.000e-03, eta: 9:09:15, time: 0.915, data_time: 0.000, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9211, loss: 0.9211 2020-07-02 05:43:49,003 - mmaction - INFO - Epoch [67][680/940] lr: 1.000e-03, eta: 9:08:51, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9016, loss_cls: 0.9598, loss: 0.9598 2020-07-02 05:44:07,402 - mmaction - INFO - Epoch [67][700/940] lr: 1.000e-03, eta: 9:08:27, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9141, loss_cls: 0.9919, loss: 0.9919 2020-07-02 05:44:25,788 - mmaction - INFO - Epoch [67][720/940] lr: 1.000e-03, eta: 9:08:02, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0402, loss: 1.0402 2020-07-02 05:44:44,091 - mmaction - INFO - Epoch [67][740/940] lr: 1.000e-03, eta: 9:07:37, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9078, loss_cls: 0.9581, loss: 0.9581 2020-07-02 05:45:03,151 - mmaction - INFO - Epoch [67][760/940] lr: 1.000e-03, eta: 9:07:14, time: 0.953, data_time: 0.000, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0641, loss: 1.0641 2020-07-02 05:45:21,280 - mmaction - INFO - Epoch [67][780/940] lr: 1.000e-03, eta: 9:06:49, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.8969, loss_cls: 0.9667, loss: 0.9667 2020-07-02 05:45:39,590 - mmaction - INFO - Epoch [67][800/940] lr: 1.000e-03, eta: 9:06:24, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 1.0224, loss: 1.0224 2020-07-02 05:45:57,863 - mmaction - INFO - Epoch [67][820/940] lr: 1.000e-03, eta: 9:05:59, time: 0.913, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9266, loss_cls: 0.8736, loss: 0.8736 2020-07-02 05:46:16,553 - mmaction - INFO - Epoch [67][840/940] lr: 1.000e-03, eta: 9:05:35, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9109, loss_cls: 0.9267, loss: 0.9267 2020-07-02 05:46:35,117 - mmaction - INFO - Epoch [67][860/940] lr: 1.000e-03, eta: 9:05:11, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.8953, loss_cls: 0.9704, loss: 0.9704 2020-07-02 05:46:53,816 - mmaction - INFO - Epoch [67][880/940] lr: 1.000e-03, eta: 9:04:46, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 0.9859, loss: 0.9859 2020-07-02 05:47:12,214 - mmaction - INFO - Epoch [67][900/940] lr: 1.000e-03, eta: 9:04:22, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9921, loss: 0.9921 2020-07-02 05:47:31,016 - mmaction - INFO - Epoch [67][920/940] lr: 1.000e-03, eta: 9:03:58, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.9358, loss: 0.9358 2020-07-02 05:47:48,277 - mmaction - INFO - Epoch [67][940/940] lr: 1.000e-03, eta: 9:03:32, time: 0.863, data_time: 0.001, memory: 21558, top1_acc: 0.7398, top5_acc: 0.8878, loss_cls: 1.0148, loss: 1.0148 2020-07-02 05:47:51,311 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-07-02 05:48:56,481 - mmaction - INFO - Epoch [68][20/940] lr: 1.000e-03, eta: 9:04:07, time: 3.188, data_time: 2.297, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9902, loss: 0.9902 2020-07-02 05:49:14,708 - mmaction - INFO - Epoch [68][40/940] lr: 1.000e-03, eta: 9:03:43, time: 0.911, data_time: 0.016, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9234, loss_cls: 0.8405, loss: 0.8405 2020-07-02 05:49:33,135 - mmaction - INFO - Epoch [68][60/940] lr: 1.000e-03, eta: 9:03:18, time: 0.923, data_time: 0.032, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9297, loss_cls: 0.9030, loss: 0.9030 2020-07-02 05:49:51,280 - mmaction - INFO - Epoch [68][80/940] lr: 1.000e-03, eta: 9:02:53, time: 0.907, data_time: 0.030, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9375, loss_cls: 0.8963, loss: 0.8963 2020-07-02 05:50:10,645 - mmaction - INFO - Epoch [68][100/940] lr: 1.000e-03, eta: 9:02:30, time: 0.968, data_time: 0.068, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9391, loss_cls: 0.8234, loss: 0.8234 2020-07-02 05:50:29,222 - mmaction - INFO - Epoch [68][120/940] lr: 1.000e-03, eta: 9:02:06, time: 0.929, data_time: 0.075, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9344, loss_cls: 0.8560, loss: 0.8560 2020-07-02 05:50:47,904 - mmaction - INFO - Epoch [68][140/940] lr: 1.000e-03, eta: 9:01:41, time: 0.933, data_time: 0.006, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 0.9845, loss: 0.9845 2020-07-02 05:51:06,603 - mmaction - INFO - Epoch [68][160/940] lr: 1.000e-03, eta: 9:01:17, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9000, loss_cls: 0.9694, loss: 0.9694 2020-07-02 05:51:25,301 - mmaction - INFO - Epoch [68][180/940] lr: 1.000e-03, eta: 9:00:53, time: 0.936, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 1.0490, loss: 1.0490 2020-07-02 05:51:44,068 - mmaction - INFO - Epoch [68][200/940] lr: 1.000e-03, eta: 9:00:29, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9112, loss: 0.9112 2020-07-02 05:52:02,837 - mmaction - INFO - Epoch [68][220/940] lr: 1.000e-03, eta: 9:00:05, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9117, loss: 0.9117 2020-07-02 05:52:21,202 - mmaction - INFO - Epoch [68][240/940] lr: 1.000e-03, eta: 8:59:41, time: 0.918, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.8857, loss: 0.8857 2020-07-02 05:52:39,677 - mmaction - INFO - Epoch [68][260/940] lr: 1.000e-03, eta: 8:59:16, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9203, loss_cls: 0.9611, loss: 0.9611 2020-07-02 05:52:58,554 - mmaction - INFO - Epoch [68][280/940] lr: 1.000e-03, eta: 8:58:52, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9297, loss_cls: 0.8935, loss: 0.8935 2020-07-02 05:53:16,749 - mmaction - INFO - Epoch [68][300/940] lr: 1.000e-03, eta: 8:58:28, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9234, loss_cls: 0.9242, loss: 0.9242 2020-07-02 05:53:35,387 - mmaction - INFO - Epoch [68][320/940] lr: 1.000e-03, eta: 8:58:04, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.8164, loss: 0.8164 2020-07-02 05:53:53,931 - mmaction - INFO - Epoch [68][340/940] lr: 1.000e-03, eta: 8:57:39, time: 0.927, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.9572, loss: 0.9572 2020-07-02 05:54:12,111 - mmaction - INFO - Epoch [68][360/940] lr: 1.000e-03, eta: 8:57:15, time: 0.910, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9094, loss_cls: 0.9115, loss: 0.9115 2020-07-02 05:54:30,593 - mmaction - INFO - Epoch [68][380/940] lr: 1.000e-03, eta: 8:56:50, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9949, loss: 0.9949 2020-07-02 05:54:49,379 - mmaction - INFO - Epoch [68][400/940] lr: 1.000e-03, eta: 8:56:27, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9016, loss_cls: 0.9551, loss: 0.9551 2020-07-02 05:55:08,712 - mmaction - INFO - Epoch [68][420/940] lr: 1.000e-03, eta: 8:56:03, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.8952, loss: 0.8952 2020-07-02 05:55:27,618 - mmaction - INFO - Epoch [68][440/940] lr: 1.000e-03, eta: 8:55:40, time: 0.947, data_time: 0.003, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9261, loss: 0.9261 2020-07-02 05:55:46,594 - mmaction - INFO - Epoch [68][460/940] lr: 1.000e-03, eta: 8:55:16, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.9400, loss: 0.9400 2020-07-02 05:56:04,638 - mmaction - INFO - Epoch [68][480/940] lr: 1.000e-03, eta: 8:54:51, time: 0.901, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9344, loss_cls: 0.8776, loss: 0.8776 2020-07-02 05:56:23,157 - mmaction - INFO - Epoch [68][500/940] lr: 1.000e-03, eta: 8:54:27, time: 0.926, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.9309, loss: 0.9309 2020-07-02 05:56:41,702 - mmaction - INFO - Epoch [68][520/940] lr: 1.000e-03, eta: 8:54:03, time: 0.929, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9242, loss: 0.9242 2020-07-02 05:56:59,781 - mmaction - INFO - Epoch [68][540/940] lr: 1.000e-03, eta: 8:53:38, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9187, loss_cls: 0.9361, loss: 0.9361 2020-07-02 05:57:18,235 - mmaction - INFO - Epoch [68][560/940] lr: 1.000e-03, eta: 8:53:14, time: 0.921, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9154, loss: 0.9154 2020-07-02 05:57:36,914 - mmaction - INFO - Epoch [68][580/940] lr: 1.000e-03, eta: 8:52:50, time: 0.935, data_time: 0.047, memory: 21558, top1_acc: 0.7438, top5_acc: 0.8922, loss_cls: 0.9963, loss: 0.9963 2020-07-02 05:57:55,572 - mmaction - INFO - Epoch [68][600/940] lr: 1.000e-03, eta: 8:52:26, time: 0.933, data_time: 0.030, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.9501, loss: 0.9501 2020-07-02 05:58:14,668 - mmaction - INFO - Epoch [68][620/940] lr: 1.000e-03, eta: 8:52:03, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.9307, loss: 0.9307 2020-07-02 05:58:33,299 - mmaction - INFO - Epoch [68][640/940] lr: 1.000e-03, eta: 8:51:39, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0870, loss: 1.0870 2020-07-02 05:58:51,818 - mmaction - INFO - Epoch [68][660/940] lr: 1.000e-03, eta: 8:51:14, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8974, loss: 0.8974 2020-07-02 05:59:10,985 - mmaction - INFO - Epoch [68][680/940] lr: 1.000e-03, eta: 8:50:51, time: 0.958, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.9727, loss: 0.9727 2020-07-02 05:59:29,607 - mmaction - INFO - Epoch [68][700/940] lr: 1.000e-03, eta: 8:50:27, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 0.9979, loss: 0.9979 2020-07-02 05:59:48,587 - mmaction - INFO - Epoch [68][720/940] lr: 1.000e-03, eta: 8:50:04, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8828, loss_cls: 1.1172, loss: 1.1172 2020-07-02 06:00:08,379 - mmaction - INFO - Epoch [68][740/940] lr: 1.000e-03, eta: 8:49:41, time: 0.989, data_time: 0.003, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9016, loss_cls: 1.0315, loss: 1.0315 2020-07-02 06:00:26,198 - mmaction - INFO - Epoch [68][760/940] lr: 1.000e-03, eta: 8:49:16, time: 0.892, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.1295, loss: 1.1295 2020-07-02 06:00:44,941 - mmaction - INFO - Epoch [68][780/940] lr: 1.000e-03, eta: 8:48:52, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8423, loss: 0.8423 2020-07-02 06:01:03,796 - mmaction - INFO - Epoch [68][800/940] lr: 1.000e-03, eta: 8:48:29, time: 0.943, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.8765, loss: 0.8765 2020-07-02 06:01:22,307 - mmaction - INFO - Epoch [68][820/940] lr: 1.000e-03, eta: 8:48:05, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 1.0183, loss: 1.0183 2020-07-02 06:01:41,257 - mmaction - INFO - Epoch [68][840/940] lr: 1.000e-03, eta: 8:47:41, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9591, loss: 0.9591 2020-07-02 06:01:59,132 - mmaction - INFO - Epoch [68][860/940] lr: 1.000e-03, eta: 8:47:16, time: 0.894, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.9093, loss: 0.9093 2020-07-02 06:02:18,243 - mmaction - INFO - Epoch [68][880/940] lr: 1.000e-03, eta: 8:46:53, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9203, loss_cls: 0.9735, loss: 0.9735 2020-07-02 06:02:36,540 - mmaction - INFO - Epoch [68][900/940] lr: 1.000e-03, eta: 8:46:29, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 0.9988, loss: 0.9988 2020-07-02 06:02:55,277 - mmaction - INFO - Epoch [68][920/940] lr: 1.000e-03, eta: 8:46:05, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9592, loss: 0.9592 2020-07-02 06:03:11,322 - mmaction - INFO - Epoch [68][940/940] lr: 1.000e-03, eta: 8:45:38, time: 0.803, data_time: 0.002, memory: 21558, top1_acc: 0.7772, top5_acc: 0.9154, loss_cls: 0.9551, loss: 0.9551 2020-07-02 06:03:18,845 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-07-02 06:05:44,189 - mmaction - INFO - Epoch [69][20/940] lr: 1.000e-03, eta: 8:47:49, time: 7.248, data_time: 6.470, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9172, loss_cls: 0.9380, loss: 0.9380 2020-07-02 06:06:02,820 - mmaction - INFO - Epoch [69][40/940] lr: 1.000e-03, eta: 8:47:25, time: 0.932, data_time: 0.159, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9281, loss_cls: 0.8124, loss: 0.8124 2020-07-02 06:06:21,506 - mmaction - INFO - Epoch [69][60/940] lr: 1.000e-03, eta: 8:47:01, time: 0.934, data_time: 0.076, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9173, loss: 0.9173 2020-07-02 06:06:40,156 - mmaction - INFO - Epoch [69][80/940] lr: 1.000e-03, eta: 8:46:37, time: 0.932, data_time: 0.000, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.8626, loss: 0.8626 2020-07-02 06:06:58,998 - mmaction - INFO - Epoch [69][100/940] lr: 1.000e-03, eta: 8:46:14, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9359, loss_cls: 0.8898, loss: 0.8898 2020-07-02 06:07:17,483 - mmaction - INFO - Epoch [69][120/940] lr: 1.000e-03, eta: 8:45:49, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8969, loss_cls: 0.9373, loss: 0.9373 2020-07-02 06:07:35,853 - mmaction - INFO - Epoch [69][140/940] lr: 1.000e-03, eta: 8:45:25, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9281, loss_cls: 0.9346, loss: 0.9346 2020-07-02 06:07:54,592 - mmaction - INFO - Epoch [69][160/940] lr: 1.000e-03, eta: 8:45:01, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.8984, loss_cls: 0.9783, loss: 0.9783 2020-07-02 06:08:13,675 - mmaction - INFO - Epoch [69][180/940] lr: 1.000e-03, eta: 8:44:38, time: 0.955, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8906, loss_cls: 1.0287, loss: 1.0287 2020-07-02 06:08:32,165 - mmaction - INFO - Epoch [69][200/940] lr: 1.000e-03, eta: 8:44:14, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8517, loss: 0.8517 2020-07-02 06:08:50,995 - mmaction - INFO - Epoch [69][220/940] lr: 1.000e-03, eta: 8:43:50, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 0.9397, loss: 0.9397 2020-07-02 06:09:09,736 - mmaction - INFO - Epoch [69][240/940] lr: 1.000e-03, eta: 8:43:26, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.9215, loss: 0.9215 2020-07-02 06:09:28,360 - mmaction - INFO - Epoch [69][260/940] lr: 1.000e-03, eta: 8:43:02, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.8969, loss_cls: 0.9882, loss: 0.9882 2020-07-02 06:09:46,162 - mmaction - INFO - Epoch [69][280/940] lr: 1.000e-03, eta: 8:42:37, time: 0.891, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9094, loss_cls: 0.8836, loss: 0.8836 2020-07-02 06:10:05,422 - mmaction - INFO - Epoch [69][300/940] lr: 1.000e-03, eta: 8:42:14, time: 0.963, data_time: 0.000, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8689, loss: 0.8689 2020-07-02 06:10:24,165 - mmaction - INFO - Epoch [69][320/940] lr: 1.000e-03, eta: 8:41:50, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9109, loss_cls: 0.9894, loss: 0.9894 2020-07-02 06:10:42,409 - mmaction - INFO - Epoch [69][340/940] lr: 1.000e-03, eta: 8:41:26, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9016, loss_cls: 0.9796, loss: 0.9796 2020-07-02 06:11:00,912 - mmaction - INFO - Epoch [69][360/940] lr: 1.000e-03, eta: 8:41:02, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9078, loss_cls: 0.9274, loss: 0.9274 2020-07-02 06:11:19,069 - mmaction - INFO - Epoch [69][380/940] lr: 1.000e-03, eta: 8:40:37, time: 0.908, data_time: 0.004, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.9336, loss: 0.9336 2020-07-02 06:11:38,587 - mmaction - INFO - Epoch [69][400/940] lr: 1.000e-03, eta: 8:40:14, time: 0.976, data_time: 0.007, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9356, loss: 0.9356 2020-07-02 06:11:56,711 - mmaction - INFO - Epoch [69][420/940] lr: 1.000e-03, eta: 8:39:50, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.9451, loss: 0.9451 2020-07-02 06:12:15,152 - mmaction - INFO - Epoch [69][440/940] lr: 1.000e-03, eta: 8:39:26, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.9155, loss: 0.9155 2020-07-02 06:12:34,175 - mmaction - INFO - Epoch [69][460/940] lr: 1.000e-03, eta: 8:39:02, time: 0.952, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9047, loss_cls: 0.9800, loss: 0.9800 2020-07-02 06:12:52,881 - mmaction - INFO - Epoch [69][480/940] lr: 1.000e-03, eta: 8:38:38, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9203, loss_cls: 0.8719, loss: 0.8719 2020-07-02 06:13:10,994 - mmaction - INFO - Epoch [69][500/940] lr: 1.000e-03, eta: 8:38:14, time: 0.907, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.9035, loss: 0.9035 2020-07-02 06:13:29,638 - mmaction - INFO - Epoch [69][520/940] lr: 1.000e-03, eta: 8:37:50, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.9355, loss: 0.9355 2020-07-02 06:13:48,393 - mmaction - INFO - Epoch [69][540/940] lr: 1.000e-03, eta: 8:37:26, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 0.9863, loss: 0.9863 2020-07-02 06:14:06,734 - mmaction - INFO - Epoch [69][560/940] lr: 1.000e-03, eta: 8:37:02, time: 0.919, data_time: 0.003, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9109, loss_cls: 1.0176, loss: 1.0176 2020-07-02 06:14:24,685 - mmaction - INFO - Epoch [69][580/940] lr: 1.000e-03, eta: 8:36:38, time: 0.897, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9391, loss_cls: 0.8477, loss: 0.8477 2020-07-02 06:14:43,729 - mmaction - INFO - Epoch [69][600/940] lr: 1.000e-03, eta: 8:36:14, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9125, loss_cls: 0.9832, loss: 0.9832 2020-07-02 06:15:02,327 - mmaction - INFO - Epoch [69][620/940] lr: 1.000e-03, eta: 8:35:50, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 0.9869, loss: 0.9869 2020-07-02 06:15:20,258 - mmaction - INFO - Epoch [69][640/940] lr: 1.000e-03, eta: 8:35:26, time: 0.897, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.9548, loss: 0.9548 2020-07-02 06:15:38,954 - mmaction - INFO - Epoch [69][660/940] lr: 1.000e-03, eta: 8:35:02, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9313, loss_cls: 0.9048, loss: 0.9048 2020-07-02 06:15:58,182 - mmaction - INFO - Epoch [69][680/940] lr: 1.000e-03, eta: 8:34:39, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9281, loss_cls: 0.7889, loss: 0.7889 2020-07-02 06:16:17,416 - mmaction - INFO - Epoch [69][700/940] lr: 1.000e-03, eta: 8:34:16, time: 0.962, data_time: 0.000, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9219, loss_cls: 0.9437, loss: 0.9437 2020-07-02 06:16:35,839 - mmaction - INFO - Epoch [69][720/940] lr: 1.000e-03, eta: 8:33:52, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9187, loss_cls: 0.8963, loss: 0.8963 2020-07-02 06:16:54,500 - mmaction - INFO - Epoch [69][740/940] lr: 1.000e-03, eta: 8:33:28, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9203, loss_cls: 0.9738, loss: 0.9738 2020-07-02 06:17:12,858 - mmaction - INFO - Epoch [69][760/940] lr: 1.000e-03, eta: 8:33:04, time: 0.919, data_time: 0.004, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8868, loss: 0.8868 2020-07-02 06:17:33,347 - mmaction - INFO - Epoch [69][780/940] lr: 1.000e-03, eta: 8:32:42, time: 1.027, data_time: 0.003, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9939, loss: 0.9939 2020-07-02 06:17:51,766 - mmaction - INFO - Epoch [69][800/940] lr: 1.000e-03, eta: 8:32:18, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.9363, loss: 0.9363 2020-07-02 06:18:10,134 - mmaction - INFO - Epoch [69][820/940] lr: 1.000e-03, eta: 8:31:54, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.9330, loss: 0.9330 2020-07-02 06:18:29,515 - mmaction - INFO - Epoch [69][840/940] lr: 1.000e-03, eta: 8:31:32, time: 0.969, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9250, loss_cls: 0.8605, loss: 0.8605 2020-07-02 06:18:48,414 - mmaction - INFO - Epoch [69][860/940] lr: 1.000e-03, eta: 8:31:08, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.8906, loss_cls: 0.9629, loss: 0.9629 2020-07-02 06:19:06,539 - mmaction - INFO - Epoch [69][880/940] lr: 1.000e-03, eta: 8:30:44, time: 0.906, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.9081, loss: 0.9081 2020-07-02 06:19:24,889 - mmaction - INFO - Epoch [69][900/940] lr: 1.000e-03, eta: 8:30:20, time: 0.917, data_time: 0.003, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 0.9748, loss: 0.9748 2020-07-02 06:19:43,099 - mmaction - INFO - Epoch [69][920/940] lr: 1.000e-03, eta: 8:29:56, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9061, loss: 0.9061 2020-07-02 06:20:00,596 - mmaction - INFO - Epoch [69][940/940] lr: 1.000e-03, eta: 8:29:31, time: 0.877, data_time: 0.003, memory: 21558, top1_acc: 0.7659, top5_acc: 0.9220, loss_cls: 0.9094, loss: 0.9094 2020-07-02 06:20:06,158 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-07-02 06:22:34,794 - mmaction - INFO - Epoch [70][20/940] lr: 1.000e-03, eta: 8:31:34, time: 7.357, data_time: 6.315, memory: 21558, top1_acc: 0.7625, top5_acc: 0.8969, loss_cls: 1.0042, loss: 1.0042 2020-07-02 06:22:53,206 - mmaction - INFO - Epoch [70][40/940] lr: 1.000e-03, eta: 8:31:10, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8552, loss: 0.8552 2020-07-02 06:23:11,683 - mmaction - INFO - Epoch [70][60/940] lr: 1.000e-03, eta: 8:30:46, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9047, loss_cls: 0.9836, loss: 0.9836 2020-07-02 06:23:30,032 - mmaction - INFO - Epoch [70][80/940] lr: 1.000e-03, eta: 8:30:22, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9567, loss: 0.9567 2020-07-02 06:23:48,485 - mmaction - INFO - Epoch [70][100/940] lr: 1.000e-03, eta: 8:29:58, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9047, loss_cls: 0.9769, loss: 0.9769 2020-07-02 06:24:07,488 - mmaction - INFO - Epoch [70][120/940] lr: 1.000e-03, eta: 8:29:34, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9202, loss: 0.9202 2020-07-02 06:24:25,546 - mmaction - INFO - Epoch [70][140/940] lr: 1.000e-03, eta: 8:29:10, time: 0.902, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.9437, loss: 0.9437 2020-07-02 06:24:44,188 - mmaction - INFO - Epoch [70][160/940] lr: 1.000e-03, eta: 8:28:46, time: 0.932, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9291, loss: 0.9291 2020-07-02 06:25:03,106 - mmaction - INFO - Epoch [70][180/940] lr: 1.000e-03, eta: 8:28:23, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8957, loss: 0.8957 2020-07-02 06:25:21,759 - mmaction - INFO - Epoch [70][200/940] lr: 1.000e-03, eta: 8:27:59, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9133, loss: 0.9133 2020-07-02 06:25:40,626 - mmaction - INFO - Epoch [70][220/940] lr: 1.000e-03, eta: 8:27:35, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8593, loss: 0.8593 2020-07-02 06:25:59,223 - mmaction - INFO - Epoch [70][240/940] lr: 1.000e-03, eta: 8:27:11, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9141, loss_cls: 0.9050, loss: 0.9050 2020-07-02 06:26:18,223 - mmaction - INFO - Epoch [70][260/940] lr: 1.000e-03, eta: 8:26:48, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9266, loss_cls: 0.8740, loss: 0.8740 2020-07-02 06:26:36,593 - mmaction - INFO - Epoch [70][280/940] lr: 1.000e-03, eta: 8:26:24, time: 0.917, data_time: 0.000, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9692, loss: 0.9692 2020-07-02 06:26:54,678 - mmaction - INFO - Epoch [70][300/940] lr: 1.000e-03, eta: 8:25:59, time: 0.904, data_time: 0.002, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9527, loss: 0.9527 2020-07-02 06:27:12,727 - mmaction - INFO - Epoch [70][320/940] lr: 1.000e-03, eta: 8:25:35, time: 0.901, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0254, loss: 1.0254 2020-07-02 06:27:31,047 - mmaction - INFO - Epoch [70][340/940] lr: 1.000e-03, eta: 8:25:11, time: 0.919, data_time: 0.004, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.9169, loss: 0.9169 2020-07-02 06:27:49,572 - mmaction - INFO - Epoch [70][360/940] lr: 1.000e-03, eta: 8:24:47, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.8891, loss_cls: 1.0095, loss: 1.0095 2020-07-02 06:28:08,615 - mmaction - INFO - Epoch [70][380/940] lr: 1.000e-03, eta: 8:24:24, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9512, loss: 0.9512 2020-07-02 06:28:27,280 - mmaction - INFO - Epoch [70][400/940] lr: 1.000e-03, eta: 8:24:00, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.9134, loss: 0.9134 2020-07-02 06:28:46,044 - mmaction - INFO - Epoch [70][420/940] lr: 1.000e-03, eta: 8:23:37, time: 0.938, data_time: 0.000, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9439, loss: 0.9439 2020-07-02 06:29:04,204 - mmaction - INFO - Epoch [70][440/940] lr: 1.000e-03, eta: 8:23:12, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9410, loss: 0.9410 2020-07-02 06:29:22,643 - mmaction - INFO - Epoch [70][460/940] lr: 1.000e-03, eta: 8:22:48, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9618, loss: 0.9618 2020-07-02 06:29:41,599 - mmaction - INFO - Epoch [70][480/940] lr: 1.000e-03, eta: 8:22:25, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 1.0281, loss: 1.0281 2020-07-02 06:30:00,462 - mmaction - INFO - Epoch [70][500/940] lr: 1.000e-03, eta: 8:22:02, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0173, loss: 1.0173 2020-07-02 06:30:19,356 - mmaction - INFO - Epoch [70][520/940] lr: 1.000e-03, eta: 8:21:38, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0424, loss: 1.0424 2020-07-02 06:30:38,001 - mmaction - INFO - Epoch [70][540/940] lr: 1.000e-03, eta: 8:21:15, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9141, loss_cls: 0.8923, loss: 0.8923 2020-07-02 06:30:57,150 - mmaction - INFO - Epoch [70][560/940] lr: 1.000e-03, eta: 8:20:51, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.9088, loss: 0.9088 2020-07-02 06:31:15,749 - mmaction - INFO - Epoch [70][580/940] lr: 1.000e-03, eta: 8:20:28, time: 0.931, data_time: 0.003, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 1.0142, loss: 1.0142 2020-07-02 06:31:34,324 - mmaction - INFO - Epoch [70][600/940] lr: 1.000e-03, eta: 8:20:04, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 1.0687, loss: 1.0687 2020-07-02 06:31:52,844 - mmaction - INFO - Epoch [70][620/940] lr: 1.000e-03, eta: 8:19:40, time: 0.927, data_time: 0.003, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8598, loss: 0.8598 2020-07-02 06:32:11,247 - mmaction - INFO - Epoch [70][640/940] lr: 1.000e-03, eta: 8:19:16, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9486, loss: 0.9486 2020-07-02 06:32:30,428 - mmaction - INFO - Epoch [70][660/940] lr: 1.000e-03, eta: 8:18:53, time: 0.959, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9357, loss: 0.9357 2020-07-02 06:32:48,904 - mmaction - INFO - Epoch [70][680/940] lr: 1.000e-03, eta: 8:18:29, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8704, loss: 0.8704 2020-07-02 06:33:07,074 - mmaction - INFO - Epoch [70][700/940] lr: 1.000e-03, eta: 8:18:05, time: 0.911, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 1.0092, loss: 1.0092 2020-07-02 06:33:25,870 - mmaction - INFO - Epoch [70][720/940] lr: 1.000e-03, eta: 8:17:42, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9391, loss_cls: 0.8574, loss: 0.8574 2020-07-02 06:33:44,807 - mmaction - INFO - Epoch [70][740/940] lr: 1.000e-03, eta: 8:17:19, time: 0.944, data_time: 0.000, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9499, loss: 0.9499 2020-07-02 06:34:02,921 - mmaction - INFO - Epoch [70][760/940] lr: 1.000e-03, eta: 8:16:54, time: 0.908, data_time: 0.003, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9281, loss_cls: 0.9775, loss: 0.9775 2020-07-02 06:34:21,508 - mmaction - INFO - Epoch [70][780/940] lr: 1.000e-03, eta: 8:16:31, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9281, loss_cls: 0.9018, loss: 0.9018 2020-07-02 06:34:39,579 - mmaction - INFO - Epoch [70][800/940] lr: 1.000e-03, eta: 8:16:07, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9313, loss_cls: 0.9250, loss: 0.9250 2020-07-02 06:34:57,734 - mmaction - INFO - Epoch [70][820/940] lr: 1.000e-03, eta: 8:15:43, time: 0.908, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9313, loss_cls: 0.8411, loss: 0.8411 2020-07-02 06:35:16,424 - mmaction - INFO - Epoch [70][840/940] lr: 1.000e-03, eta: 8:15:19, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9736, loss: 0.9736 2020-07-02 06:35:34,470 - mmaction - INFO - Epoch [70][860/940] lr: 1.000e-03, eta: 8:14:55, time: 0.903, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9000, loss_cls: 0.9625, loss: 0.9625 2020-07-02 06:35:52,845 - mmaction - INFO - Epoch [70][880/940] lr: 1.000e-03, eta: 8:14:31, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.8544, loss: 0.8544 2020-07-02 06:36:11,514 - mmaction - INFO - Epoch [70][900/940] lr: 1.000e-03, eta: 8:14:08, time: 0.935, data_time: 0.005, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9062, loss_cls: 0.9603, loss: 0.9603 2020-07-02 06:36:29,287 - mmaction - INFO - Epoch [70][920/940] lr: 1.000e-03, eta: 8:13:43, time: 0.889, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7770, loss: 0.7770 2020-07-02 06:36:46,157 - mmaction - INFO - Epoch [70][940/940] lr: 1.000e-03, eta: 8:13:18, time: 0.844, data_time: 0.001, memory: 21558, top1_acc: 0.7837, top5_acc: 0.9268, loss_cls: 0.8773, loss: 0.8773 2020-07-02 06:36:49,532 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-02 06:38:45,821 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 06:38:46,562 - mmaction - INFO - top1_acc 0.6895 top5_acc 0.8879 2020-07-02 06:38:46,562 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 06:38:46,617 - mmaction - INFO - mean_acc 0.6895 2020-07-02 06:38:46,624 - mmaction - INFO - Epoch [70][940/940] lr: 1.000e-03, top1_acc: 0.6895, top5_acc: 0.8879, mean_class_accuracy: 0.6895 2020-07-02 06:39:32,554 - mmaction - INFO - Epoch [71][20/940] lr: 1.000e-03, eta: 8:13:23, time: 2.295, data_time: 1.399, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.9479, loss: 0.9479 2020-07-02 06:39:50,996 - mmaction - INFO - Epoch [71][40/940] lr: 1.000e-03, eta: 8:13:00, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8493, loss: 0.8493 2020-07-02 06:40:10,250 - mmaction - INFO - Epoch [71][60/940] lr: 1.000e-03, eta: 8:12:37, time: 0.960, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9406, loss_cls: 0.7906, loss: 0.7906 2020-07-02 06:40:28,752 - mmaction - INFO - Epoch [71][80/940] lr: 1.000e-03, eta: 8:12:13, time: 0.925, data_time: 0.003, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9172, loss_cls: 0.9337, loss: 0.9337 2020-07-02 06:40:47,410 - mmaction - INFO - Epoch [71][100/940] lr: 1.000e-03, eta: 8:11:49, time: 0.935, data_time: 0.003, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9422, loss_cls: 0.8043, loss: 0.8043 2020-07-02 06:41:05,808 - mmaction - INFO - Epoch [71][120/940] lr: 1.000e-03, eta: 8:11:26, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0307, loss: 1.0307 2020-07-02 06:41:24,327 - mmaction - INFO - Epoch [71][140/940] lr: 1.000e-03, eta: 8:11:02, time: 0.927, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9512, loss: 0.9512 2020-07-02 06:41:43,107 - mmaction - INFO - Epoch [71][160/940] lr: 1.000e-03, eta: 8:10:39, time: 0.939, data_time: 0.003, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9187, loss_cls: 0.8603, loss: 0.8603 2020-07-02 06:42:01,467 - mmaction - INFO - Epoch [71][180/940] lr: 1.000e-03, eta: 8:10:15, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9000, loss_cls: 1.0276, loss: 1.0276 2020-07-02 06:42:19,864 - mmaction - INFO - Epoch [71][200/940] lr: 1.000e-03, eta: 8:09:51, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9141, loss_cls: 0.9311, loss: 0.9311 2020-07-02 06:42:38,840 - mmaction - INFO - Epoch [71][220/940] lr: 1.000e-03, eta: 8:09:28, time: 0.950, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 0.8967, loss: 0.8967 2020-07-02 06:42:57,709 - mmaction - INFO - Epoch [71][240/940] lr: 1.000e-03, eta: 8:09:05, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9125, loss_cls: 0.8930, loss: 0.8930 2020-07-02 06:43:16,020 - mmaction - INFO - Epoch [71][260/940] lr: 1.000e-03, eta: 8:08:41, time: 0.915, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.8807, loss: 0.8807 2020-07-02 06:43:34,817 - mmaction - INFO - Epoch [71][280/940] lr: 1.000e-03, eta: 8:08:18, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.9121, loss: 0.9121 2020-07-02 06:43:53,227 - mmaction - INFO - Epoch [71][300/940] lr: 1.000e-03, eta: 8:07:54, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9234, loss_cls: 0.9476, loss: 0.9476 2020-07-02 06:44:12,890 - mmaction - INFO - Epoch [71][320/940] lr: 1.000e-03, eta: 8:07:32, time: 0.983, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9344, loss_cls: 0.8891, loss: 0.8891 2020-07-02 06:44:30,670 - mmaction - INFO - Epoch [71][340/940] lr: 1.000e-03, eta: 8:07:07, time: 0.888, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9855, loss: 0.9855 2020-07-02 06:44:49,289 - mmaction - INFO - Epoch [71][360/940] lr: 1.000e-03, eta: 8:06:44, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.9064, loss: 0.9064 2020-07-02 06:45:08,065 - mmaction - INFO - Epoch [71][380/940] lr: 1.000e-03, eta: 8:06:21, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8760, loss: 0.8760 2020-07-02 06:45:26,218 - mmaction - INFO - Epoch [71][400/940] lr: 1.000e-03, eta: 8:05:57, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9156, loss_cls: 1.0547, loss: 1.0547 2020-07-02 06:45:44,562 - mmaction - INFO - Epoch [71][420/940] lr: 1.000e-03, eta: 8:05:33, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.9129, loss: 0.9129 2020-07-02 06:46:03,293 - mmaction - INFO - Epoch [71][440/940] lr: 1.000e-03, eta: 8:05:10, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9245, loss: 0.9245 2020-07-02 06:46:21,644 - mmaction - INFO - Epoch [71][460/940] lr: 1.000e-03, eta: 8:04:46, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9344, loss_cls: 0.8579, loss: 0.8579 2020-07-02 06:46:40,732 - mmaction - INFO - Epoch [71][480/940] lr: 1.000e-03, eta: 8:04:23, time: 0.956, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8969, loss_cls: 1.0429, loss: 1.0429 2020-07-02 06:46:58,933 - mmaction - INFO - Epoch [71][500/940] lr: 1.000e-03, eta: 8:03:59, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.9648, loss: 0.9648 2020-07-02 06:47:17,059 - mmaction - INFO - Epoch [71][520/940] lr: 1.000e-03, eta: 8:03:35, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9359, loss_cls: 0.8815, loss: 0.8815 2020-07-02 06:47:35,289 - mmaction - INFO - Epoch [71][540/940] lr: 1.000e-03, eta: 8:03:12, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9187, loss_cls: 0.8558, loss: 0.8558 2020-07-02 06:47:53,725 - mmaction - INFO - Epoch [71][560/940] lr: 1.000e-03, eta: 8:02:48, time: 0.921, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.9257, loss: 0.9257 2020-07-02 06:48:12,593 - mmaction - INFO - Epoch [71][580/940] lr: 1.000e-03, eta: 8:02:25, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.9155, loss: 0.9155 2020-07-02 06:48:31,195 - mmaction - INFO - Epoch [71][600/940] lr: 1.000e-03, eta: 8:02:02, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9409, loss: 0.9409 2020-07-02 06:48:49,090 - mmaction - INFO - Epoch [71][620/940] lr: 1.000e-03, eta: 8:01:37, time: 0.895, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9187, loss: 0.9187 2020-07-02 06:49:08,605 - mmaction - INFO - Epoch [71][640/940] lr: 1.000e-03, eta: 8:01:15, time: 0.975, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9131, loss: 0.9131 2020-07-02 06:49:26,991 - mmaction - INFO - Epoch [71][660/940] lr: 1.000e-03, eta: 8:00:51, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8922, loss_cls: 0.9615, loss: 0.9615 2020-07-02 06:49:45,773 - mmaction - INFO - Epoch [71][680/940] lr: 1.000e-03, eta: 8:00:28, time: 0.939, data_time: 0.000, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9000, loss_cls: 0.9778, loss: 0.9778 2020-07-02 06:50:03,988 - mmaction - INFO - Epoch [71][700/940] lr: 1.000e-03, eta: 8:00:05, time: 0.909, data_time: 0.000, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9109, loss_cls: 1.0185, loss: 1.0185 2020-07-02 06:50:22,505 - mmaction - INFO - Epoch [71][720/940] lr: 1.000e-03, eta: 7:59:41, time: 0.927, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0068, loss: 1.0068 2020-07-02 06:50:41,123 - mmaction - INFO - Epoch [71][740/940] lr: 1.000e-03, eta: 7:59:18, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9141, loss: 0.9141 2020-07-02 06:50:59,363 - mmaction - INFO - Epoch [71][760/940] lr: 1.000e-03, eta: 7:58:54, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9541, loss: 0.9541 2020-07-02 06:51:17,851 - mmaction - INFO - Epoch [71][780/940] lr: 1.000e-03, eta: 7:58:31, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9266, loss_cls: 0.9486, loss: 0.9486 2020-07-02 06:51:36,562 - mmaction - INFO - Epoch [71][800/940] lr: 1.000e-03, eta: 7:58:07, time: 0.933, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9177, loss: 0.9177 2020-07-02 06:51:55,264 - mmaction - INFO - Epoch [71][820/940] lr: 1.000e-03, eta: 7:57:44, time: 0.936, data_time: 0.003, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9156, loss_cls: 0.9024, loss: 0.9024 2020-07-02 06:52:13,282 - mmaction - INFO - Epoch [71][840/940] lr: 1.000e-03, eta: 7:57:20, time: 0.902, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8953, loss: 0.8953 2020-07-02 06:52:31,641 - mmaction - INFO - Epoch [71][860/940] lr: 1.000e-03, eta: 7:56:57, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8983, loss: 0.8983 2020-07-02 06:52:50,778 - mmaction - INFO - Epoch [71][880/940] lr: 1.000e-03, eta: 7:56:34, time: 0.958, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0144, loss: 1.0144 2020-07-02 06:53:08,968 - mmaction - INFO - Epoch [71][900/940] lr: 1.000e-03, eta: 7:56:10, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8781, loss: 0.8781 2020-07-02 06:53:27,250 - mmaction - INFO - Epoch [71][920/940] lr: 1.000e-03, eta: 7:55:47, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8459, loss: 0.8459 2020-07-02 06:53:43,901 - mmaction - INFO - Epoch [71][940/940] lr: 1.000e-03, eta: 7:55:22, time: 0.834, data_time: 0.002, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9187, loss_cls: 0.8389, loss: 0.8389 2020-07-02 06:53:50,559 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-07-02 06:55:48,839 - mmaction - INFO - Epoch [72][20/940] lr: 1.000e-03, eta: 7:56:36, time: 5.827, data_time: 4.932, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8767, loss: 0.8767 2020-07-02 06:56:07,310 - mmaction - INFO - Epoch [72][40/940] lr: 1.000e-03, eta: 7:56:13, time: 0.926, data_time: 0.083, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9314, loss: 0.9314 2020-07-02 06:56:25,833 - mmaction - INFO - Epoch [72][60/940] lr: 1.000e-03, eta: 7:55:49, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9094, loss_cls: 0.9832, loss: 0.9832 2020-07-02 06:56:44,307 - mmaction - INFO - Epoch [72][80/940] lr: 1.000e-03, eta: 7:55:26, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9250, loss_cls: 0.8291, loss: 0.8291 2020-07-02 06:57:02,588 - mmaction - INFO - Epoch [72][100/940] lr: 1.000e-03, eta: 7:55:02, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9424, loss: 0.9424 2020-07-02 06:57:21,002 - mmaction - INFO - Epoch [72][120/940] lr: 1.000e-03, eta: 7:54:39, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9203, loss_cls: 0.8962, loss: 0.8962 2020-07-02 06:57:39,822 - mmaction - INFO - Epoch [72][140/940] lr: 1.000e-03, eta: 7:54:15, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7281, top5_acc: 0.9078, loss_cls: 0.9927, loss: 0.9927 2020-07-02 06:57:58,288 - mmaction - INFO - Epoch [72][160/940] lr: 1.000e-03, eta: 7:53:52, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9756, loss: 0.9756 2020-07-02 06:58:16,639 - mmaction - INFO - Epoch [72][180/940] lr: 1.000e-03, eta: 7:53:28, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.9218, loss: 0.9218 2020-07-02 06:58:34,858 - mmaction - INFO - Epoch [72][200/940] lr: 1.000e-03, eta: 7:53:05, time: 0.911, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8596, loss: 0.8596 2020-07-02 06:58:53,004 - mmaction - INFO - Epoch [72][220/940] lr: 1.000e-03, eta: 7:52:41, time: 0.907, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0182, loss: 1.0182 2020-07-02 06:59:11,236 - mmaction - INFO - Epoch [72][240/940] lr: 1.000e-03, eta: 7:52:17, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9313, loss_cls: 0.8129, loss: 0.8129 2020-07-02 06:59:29,734 - mmaction - INFO - Epoch [72][260/940] lr: 1.000e-03, eta: 7:51:54, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.9738, loss: 0.9738 2020-07-02 06:59:48,428 - mmaction - INFO - Epoch [72][280/940] lr: 1.000e-03, eta: 7:51:31, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.9460, loss: 0.9460 2020-07-02 07:00:09,916 - mmaction - INFO - Epoch [72][300/940] lr: 1.000e-03, eta: 7:51:10, time: 1.071, data_time: 0.000, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9297, loss_cls: 0.8212, loss: 0.8212 2020-07-02 07:00:26,917 - mmaction - INFO - Epoch [72][320/940] lr: 1.000e-03, eta: 7:50:45, time: 0.853, data_time: 0.005, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9250, loss_cls: 0.8738, loss: 0.8738 2020-07-02 07:00:45,569 - mmaction - INFO - Epoch [72][340/940] lr: 1.000e-03, eta: 7:50:22, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.0878, loss: 1.0878 2020-07-02 07:01:04,748 - mmaction - INFO - Epoch [72][360/940] lr: 1.000e-03, eta: 7:49:59, time: 0.959, data_time: 0.002, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9446, loss: 0.9446 2020-07-02 07:01:22,403 - mmaction - INFO - Epoch [72][380/940] lr: 1.000e-03, eta: 7:49:35, time: 0.884, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.9104, loss: 0.9104 2020-07-02 07:01:41,423 - mmaction - INFO - Epoch [72][400/940] lr: 1.000e-03, eta: 7:49:12, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9406, loss: 0.9406 2020-07-02 07:02:00,291 - mmaction - INFO - Epoch [72][420/940] lr: 1.000e-03, eta: 7:48:49, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9075, loss: 0.9075 2020-07-02 07:02:19,492 - mmaction - INFO - Epoch [72][440/940] lr: 1.000e-03, eta: 7:48:27, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9282, loss: 0.9282 2020-07-02 07:02:37,883 - mmaction - INFO - Epoch [72][460/940] lr: 1.000e-03, eta: 7:48:03, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9476, loss: 0.9476 2020-07-02 07:02:55,786 - mmaction - INFO - Epoch [72][480/940] lr: 1.000e-03, eta: 7:47:39, time: 0.897, data_time: 0.002, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8645, loss: 0.8645 2020-07-02 07:03:14,566 - mmaction - INFO - Epoch [72][500/940] lr: 1.000e-03, eta: 7:47:16, time: 0.939, data_time: 0.000, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9852, loss: 0.9852 2020-07-02 07:03:33,402 - mmaction - INFO - Epoch [72][520/940] lr: 1.000e-03, eta: 7:46:53, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9047, loss_cls: 0.9768, loss: 0.9768 2020-07-02 07:03:52,080 - mmaction - INFO - Epoch [72][540/940] lr: 1.000e-03, eta: 7:46:30, time: 0.937, data_time: 0.004, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.8989, loss: 0.8989 2020-07-02 07:04:10,493 - mmaction - INFO - Epoch [72][560/940] lr: 1.000e-03, eta: 7:46:07, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9406, loss_cls: 0.7836, loss: 0.7836 2020-07-02 07:04:29,282 - mmaction - INFO - Epoch [72][580/940] lr: 1.000e-03, eta: 7:45:44, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.9323, loss: 0.9323 2020-07-02 07:04:47,277 - mmaction - INFO - Epoch [72][600/940] lr: 1.000e-03, eta: 7:45:20, time: 0.901, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9165, loss: 0.9165 2020-07-02 07:05:06,744 - mmaction - INFO - Epoch [72][620/940] lr: 1.000e-03, eta: 7:44:58, time: 0.973, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9090, loss: 0.9090 2020-07-02 07:05:24,981 - mmaction - INFO - Epoch [72][640/940] lr: 1.000e-03, eta: 7:44:34, time: 0.910, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9141, loss_cls: 1.0610, loss: 1.0610 2020-07-02 07:05:43,734 - mmaction - INFO - Epoch [72][660/940] lr: 1.000e-03, eta: 7:44:11, time: 0.937, data_time: 0.003, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.9209, loss: 0.9209 2020-07-02 07:06:01,768 - mmaction - INFO - Epoch [72][680/940] lr: 1.000e-03, eta: 7:43:47, time: 0.903, data_time: 0.003, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.9423, loss: 0.9423 2020-07-02 07:06:20,433 - mmaction - INFO - Epoch [72][700/940] lr: 1.000e-03, eta: 7:43:24, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.9552, loss: 0.9552 2020-07-02 07:06:39,049 - mmaction - INFO - Epoch [72][720/940] lr: 1.000e-03, eta: 7:43:01, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9418, loss: 0.9418 2020-07-02 07:06:57,751 - mmaction - INFO - Epoch [72][740/940] lr: 1.000e-03, eta: 7:42:38, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9078, loss_cls: 1.0062, loss: 1.0062 2020-07-02 07:07:15,536 - mmaction - INFO - Epoch [72][760/940] lr: 1.000e-03, eta: 7:42:14, time: 0.889, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9815, loss: 0.9815 2020-07-02 07:07:33,850 - mmaction - INFO - Epoch [72][780/940] lr: 1.000e-03, eta: 7:41:51, time: 0.914, data_time: 0.020, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9359, loss_cls: 0.8175, loss: 0.8175 2020-07-02 07:07:52,797 - mmaction - INFO - Epoch [72][800/940] lr: 1.000e-03, eta: 7:41:28, time: 0.949, data_time: 0.162, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8112, loss: 0.8112 2020-07-02 07:08:11,528 - mmaction - INFO - Epoch [72][820/940] lr: 1.000e-03, eta: 7:41:05, time: 0.936, data_time: 0.156, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 0.9802, loss: 0.9802 2020-07-02 07:08:30,395 - mmaction - INFO - Epoch [72][840/940] lr: 1.000e-03, eta: 7:40:42, time: 0.944, data_time: 0.144, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9540, loss: 0.9540 2020-07-02 07:08:48,627 - mmaction - INFO - Epoch [72][860/940] lr: 1.000e-03, eta: 7:40:19, time: 0.910, data_time: 0.068, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.9063, loss: 0.9063 2020-07-02 07:09:07,290 - mmaction - INFO - Epoch [72][880/940] lr: 1.000e-03, eta: 7:39:56, time: 0.934, data_time: 0.025, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.8836, loss: 0.8836 2020-07-02 07:09:25,956 - mmaction - INFO - Epoch [72][900/940] lr: 1.000e-03, eta: 7:39:33, time: 0.933, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0315, loss: 1.0315 2020-07-02 07:09:43,913 - mmaction - INFO - Epoch [72][920/940] lr: 1.000e-03, eta: 7:39:09, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.9257, loss: 0.9257 2020-07-02 07:10:01,188 - mmaction - INFO - Epoch [72][940/940] lr: 1.000e-03, eta: 7:38:45, time: 0.864, data_time: 0.001, memory: 21558, top1_acc: 0.7659, top5_acc: 0.9382, loss_cls: 0.8251, loss: 0.8251 2020-07-02 07:10:06,296 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-07-02 07:11:46,399 - mmaction - INFO - Epoch [73][20/940] lr: 1.000e-03, eta: 7:39:36, time: 4.941, data_time: 4.067, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.8105, loss: 0.8105 2020-07-02 07:12:05,040 - mmaction - INFO - Epoch [73][40/940] lr: 1.000e-03, eta: 7:39:13, time: 0.933, data_time: 0.162, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9640, loss: 0.9640 2020-07-02 07:12:23,540 - mmaction - INFO - Epoch [73][60/940] lr: 1.000e-03, eta: 7:38:50, time: 0.923, data_time: 0.161, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9659, loss: 0.9659 2020-07-02 07:12:41,927 - mmaction - INFO - Epoch [73][80/940] lr: 1.000e-03, eta: 7:38:26, time: 0.921, data_time: 0.088, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9822, loss: 0.9822 2020-07-02 07:13:00,363 - mmaction - INFO - Epoch [73][100/940] lr: 1.000e-03, eta: 7:38:03, time: 0.922, data_time: 0.009, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9445, loss: 0.9445 2020-07-02 07:13:18,818 - mmaction - INFO - Epoch [73][120/940] lr: 1.000e-03, eta: 7:37:40, time: 0.923, data_time: 0.023, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9231, loss: 0.9231 2020-07-02 07:13:37,357 - mmaction - INFO - Epoch [73][140/940] lr: 1.000e-03, eta: 7:37:17, time: 0.927, data_time: 0.108, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9343, loss: 0.9343 2020-07-02 07:13:55,797 - mmaction - INFO - Epoch [73][160/940] lr: 1.000e-03, eta: 7:36:53, time: 0.921, data_time: 0.123, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9545, loss: 0.9545 2020-07-02 07:14:14,764 - mmaction - INFO - Epoch [73][180/940] lr: 1.000e-03, eta: 7:36:31, time: 0.947, data_time: 0.124, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8440, loss: 0.8440 2020-07-02 07:14:33,269 - mmaction - INFO - Epoch [73][200/940] lr: 1.000e-03, eta: 7:36:07, time: 0.927, data_time: 0.101, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9313, loss_cls: 0.9106, loss: 0.9106 2020-07-02 07:14:51,956 - mmaction - INFO - Epoch [73][220/940] lr: 1.000e-03, eta: 7:35:44, time: 0.934, data_time: 0.017, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9045, loss: 0.9045 2020-07-02 07:15:11,231 - mmaction - INFO - Epoch [73][240/940] lr: 1.000e-03, eta: 7:35:22, time: 0.964, data_time: 0.011, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9019, loss: 0.9019 2020-07-02 07:15:29,431 - mmaction - INFO - Epoch [73][260/940] lr: 1.000e-03, eta: 7:34:58, time: 0.910, data_time: 0.082, memory: 21558, top1_acc: 0.7703, top5_acc: 0.8984, loss_cls: 0.9292, loss: 0.9292 2020-07-02 07:15:48,329 - mmaction - INFO - Epoch [73][280/940] lr: 1.000e-03, eta: 7:34:36, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8182, loss: 0.8182 2020-07-02 07:16:06,638 - mmaction - INFO - Epoch [73][300/940] lr: 1.000e-03, eta: 7:34:12, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.8657, loss: 0.8657 2020-07-02 07:16:24,888 - mmaction - INFO - Epoch [73][320/940] lr: 1.000e-03, eta: 7:33:49, time: 0.913, data_time: 0.033, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9141, loss_cls: 0.8491, loss: 0.8491 2020-07-02 07:16:43,980 - mmaction - INFO - Epoch [73][340/940] lr: 1.000e-03, eta: 7:33:26, time: 0.954, data_time: 0.117, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9281, loss_cls: 0.9062, loss: 0.9062 2020-07-02 07:17:02,731 - mmaction - INFO - Epoch [73][360/940] lr: 1.000e-03, eta: 7:33:03, time: 0.937, data_time: 0.095, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9145, loss: 0.9145 2020-07-02 07:17:20,907 - mmaction - INFO - Epoch [73][380/940] lr: 1.000e-03, eta: 7:32:40, time: 0.909, data_time: 0.086, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8657, loss: 0.8657 2020-07-02 07:17:39,375 - mmaction - INFO - Epoch [73][400/940] lr: 1.000e-03, eta: 7:32:17, time: 0.923, data_time: 0.067, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9234, loss_cls: 0.8849, loss: 0.8849 2020-07-02 07:17:58,965 - mmaction - INFO - Epoch [73][420/940] lr: 1.000e-03, eta: 7:31:54, time: 0.980, data_time: 0.211, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.8844, loss: 0.8844 2020-07-02 07:18:18,329 - mmaction - INFO - Epoch [73][440/940] lr: 1.000e-03, eta: 7:31:32, time: 0.968, data_time: 0.204, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9187, loss_cls: 0.8733, loss: 0.8733 2020-07-02 07:18:37,750 - mmaction - INFO - Epoch [73][460/940] lr: 1.000e-03, eta: 7:31:10, time: 0.971, data_time: 0.205, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.9053, loss: 0.9053 2020-07-02 07:18:56,112 - mmaction - INFO - Epoch [73][480/940] lr: 1.000e-03, eta: 7:30:47, time: 0.918, data_time: 0.147, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.9209, loss: 0.9209 2020-07-02 07:19:14,391 - mmaction - INFO - Epoch [73][500/940] lr: 1.000e-03, eta: 7:30:23, time: 0.911, data_time: 0.145, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.8750, loss: 0.8750 2020-07-02 07:19:33,410 - mmaction - INFO - Epoch [73][520/940] lr: 1.000e-03, eta: 7:30:01, time: 0.954, data_time: 0.184, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9156, loss_cls: 0.9135, loss: 0.9135 2020-07-02 07:19:52,317 - mmaction - INFO - Epoch [73][540/940] lr: 1.000e-03, eta: 7:29:38, time: 0.945, data_time: 0.181, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9313, loss_cls: 0.8594, loss: 0.8594 2020-07-02 07:20:10,718 - mmaction - INFO - Epoch [73][560/940] lr: 1.000e-03, eta: 7:29:15, time: 0.919, data_time: 0.147, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8348, loss: 0.8348 2020-07-02 07:20:29,508 - mmaction - INFO - Epoch [73][580/940] lr: 1.000e-03, eta: 7:28:52, time: 0.941, data_time: 0.176, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9047, loss_cls: 0.9776, loss: 0.9776 2020-07-02 07:20:48,935 - mmaction - INFO - Epoch [73][600/940] lr: 1.000e-03, eta: 7:28:29, time: 0.971, data_time: 0.201, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.8995, loss: 0.8995 2020-07-02 07:21:07,380 - mmaction - INFO - Epoch [73][620/940] lr: 1.000e-03, eta: 7:28:06, time: 0.922, data_time: 0.154, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.8321, loss: 0.8321 2020-07-02 07:21:25,466 - mmaction - INFO - Epoch [73][640/940] lr: 1.000e-03, eta: 7:27:43, time: 0.905, data_time: 0.136, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.9450, loss: 0.9450 2020-07-02 07:21:43,855 - mmaction - INFO - Epoch [73][660/940] lr: 1.000e-03, eta: 7:27:20, time: 0.919, data_time: 0.148, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8381, loss: 0.8381 2020-07-02 07:22:02,041 - mmaction - INFO - Epoch [73][680/940] lr: 1.000e-03, eta: 7:26:56, time: 0.909, data_time: 0.139, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9109, loss_cls: 0.9516, loss: 0.9516 2020-07-02 07:22:20,392 - mmaction - INFO - Epoch [73][700/940] lr: 1.000e-03, eta: 7:26:33, time: 0.917, data_time: 0.146, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8870, loss: 0.8870 2020-07-02 07:22:39,883 - mmaction - INFO - Epoch [73][720/940] lr: 1.000e-03, eta: 7:26:11, time: 0.975, data_time: 0.207, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.8907, loss: 0.8907 2020-07-02 07:22:58,161 - mmaction - INFO - Epoch [73][740/940] lr: 1.000e-03, eta: 7:25:48, time: 0.914, data_time: 0.139, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9141, loss_cls: 0.9310, loss: 0.9310 2020-07-02 07:23:17,184 - mmaction - INFO - Epoch [73][760/940] lr: 1.000e-03, eta: 7:25:25, time: 0.952, data_time: 0.183, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.8518, loss: 0.8518 2020-07-02 07:23:35,948 - mmaction - INFO - Epoch [73][780/940] lr: 1.000e-03, eta: 7:25:02, time: 0.938, data_time: 0.171, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.9595, loss: 0.9595 2020-07-02 07:23:53,867 - mmaction - INFO - Epoch [73][800/940] lr: 1.000e-03, eta: 7:24:39, time: 0.896, data_time: 0.125, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.8811, loss: 0.8811 2020-07-02 07:24:12,966 - mmaction - INFO - Epoch [73][820/940] lr: 1.000e-03, eta: 7:24:16, time: 0.954, data_time: 0.184, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8938, loss_cls: 1.0446, loss: 1.0446 2020-07-02 07:24:31,444 - mmaction - INFO - Epoch [73][840/940] lr: 1.000e-03, eta: 7:23:53, time: 0.925, data_time: 0.152, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9293, loss: 0.9293 2020-07-02 07:24:48,756 - mmaction - INFO - Epoch [73][860/940] lr: 1.000e-03, eta: 7:23:29, time: 0.866, data_time: 0.095, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9118, loss: 0.9118 2020-07-02 07:25:07,393 - mmaction - INFO - Epoch [73][880/940] lr: 1.000e-03, eta: 7:23:06, time: 0.931, data_time: 0.029, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8526, loss: 0.8526 2020-07-02 07:25:26,308 - mmaction - INFO - Epoch [73][900/940] lr: 1.000e-03, eta: 7:22:44, time: 0.946, data_time: 0.036, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9187, loss_cls: 0.9191, loss: 0.9191 2020-07-02 07:25:44,574 - mmaction - INFO - Epoch [73][920/940] lr: 1.000e-03, eta: 7:22:21, time: 0.914, data_time: 0.046, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9592, loss: 0.9592 2020-07-02 07:26:02,009 - mmaction - INFO - Epoch [73][940/940] lr: 1.000e-03, eta: 7:21:57, time: 0.872, data_time: 0.128, memory: 21558, top1_acc: 0.7610, top5_acc: 0.9171, loss_cls: 0.9093, loss: 0.9093 2020-07-02 07:26:05,917 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-07-02 07:27:16,405 - mmaction - INFO - Epoch [74][20/940] lr: 1.000e-03, eta: 7:22:19, time: 3.506, data_time: 2.626, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9047, loss_cls: 0.9491, loss: 0.9491 2020-07-02 07:27:35,211 - mmaction - INFO - Epoch [74][40/940] lr: 1.000e-03, eta: 7:21:56, time: 0.943, data_time: 0.004, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.9209, loss: 0.9209 2020-07-02 07:27:53,602 - mmaction - INFO - Epoch [74][60/940] lr: 1.000e-03, eta: 7:21:33, time: 0.919, data_time: 0.073, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 0.9974, loss: 0.9974 2020-07-02 07:28:11,962 - mmaction - INFO - Epoch [74][80/940] lr: 1.000e-03, eta: 7:21:09, time: 0.918, data_time: 0.087, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9141, loss_cls: 0.9054, loss: 0.9054 2020-07-02 07:28:30,756 - mmaction - INFO - Epoch [74][100/940] lr: 1.000e-03, eta: 7:20:47, time: 0.940, data_time: 0.107, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9250, loss_cls: 0.8246, loss: 0.8246 2020-07-02 07:28:49,712 - mmaction - INFO - Epoch [74][120/940] lr: 1.000e-03, eta: 7:20:24, time: 0.948, data_time: 0.118, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9078, loss_cls: 0.9146, loss: 0.9146 2020-07-02 07:29:08,303 - mmaction - INFO - Epoch [74][140/940] lr: 1.000e-03, eta: 7:20:01, time: 0.930, data_time: 0.021, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9297, loss_cls: 0.8616, loss: 0.8616 2020-07-02 07:29:26,726 - mmaction - INFO - Epoch [74][160/940] lr: 1.000e-03, eta: 7:19:38, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 0.9601, loss: 0.9601 2020-07-02 07:29:45,534 - mmaction - INFO - Epoch [74][180/940] lr: 1.000e-03, eta: 7:19:15, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8155, loss: 0.8155 2020-07-02 07:30:04,120 - mmaction - INFO - Epoch [74][200/940] lr: 1.000e-03, eta: 7:18:52, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9102, loss: 0.9102 2020-07-02 07:30:23,094 - mmaction - INFO - Epoch [74][220/940] lr: 1.000e-03, eta: 7:18:30, time: 0.949, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9187, loss_cls: 0.9387, loss: 0.9387 2020-07-02 07:30:41,691 - mmaction - INFO - Epoch [74][240/940] lr: 1.000e-03, eta: 7:18:07, time: 0.930, data_time: 0.030, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.8873, loss: 0.8873 2020-07-02 07:31:00,255 - mmaction - INFO - Epoch [74][260/940] lr: 1.000e-03, eta: 7:17:44, time: 0.928, data_time: 0.039, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8431, loss: 0.8431 2020-07-02 07:31:18,219 - mmaction - INFO - Epoch [74][280/940] lr: 1.000e-03, eta: 7:17:21, time: 0.897, data_time: 0.000, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.9092, loss: 0.9092 2020-07-02 07:31:36,673 - mmaction - INFO - Epoch [74][300/940] lr: 1.000e-03, eta: 7:16:58, time: 0.924, data_time: 0.006, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9141, loss_cls: 0.9213, loss: 0.9213 2020-07-02 07:31:54,843 - mmaction - INFO - Epoch [74][320/940] lr: 1.000e-03, eta: 7:16:34, time: 0.908, data_time: 0.036, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.8841, loss: 0.8841 2020-07-02 07:32:13,879 - mmaction - INFO - Epoch [74][340/940] lr: 1.000e-03, eta: 7:16:12, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9506, loss: 0.9506 2020-07-02 07:32:32,222 - mmaction - INFO - Epoch [74][360/940] lr: 1.000e-03, eta: 7:15:49, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9466, loss: 0.9466 2020-07-02 07:32:50,469 - mmaction - INFO - Epoch [74][380/940] lr: 1.000e-03, eta: 7:15:26, time: 0.913, data_time: 0.003, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9109, loss_cls: 0.9301, loss: 0.9301 2020-07-02 07:33:08,783 - mmaction - INFO - Epoch [74][400/940] lr: 1.000e-03, eta: 7:15:03, time: 0.918, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9234, loss_cls: 0.9146, loss: 0.9146 2020-07-02 07:33:27,871 - mmaction - INFO - Epoch [74][420/940] lr: 1.000e-03, eta: 7:14:40, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9793, loss: 0.9793 2020-07-02 07:33:45,925 - mmaction - INFO - Epoch [74][440/940] lr: 1.000e-03, eta: 7:14:17, time: 0.904, data_time: 0.002, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9281, loss: 0.9281 2020-07-02 07:34:05,413 - mmaction - INFO - Epoch [74][460/940] lr: 1.000e-03, eta: 7:13:55, time: 0.974, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9141, loss_cls: 0.9265, loss: 0.9265 2020-07-02 07:34:23,701 - mmaction - INFO - Epoch [74][480/940] lr: 1.000e-03, eta: 7:13:32, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9048, loss: 0.9048 2020-07-02 07:34:41,728 - mmaction - INFO - Epoch [74][500/940] lr: 1.000e-03, eta: 7:13:08, time: 0.901, data_time: 0.000, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.8022, loss: 0.8022 2020-07-02 07:35:00,659 - mmaction - INFO - Epoch [74][520/940] lr: 1.000e-03, eta: 7:12:46, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.8944, loss: 0.8944 2020-07-02 07:35:19,676 - mmaction - INFO - Epoch [74][540/940] lr: 1.000e-03, eta: 7:12:23, time: 0.952, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.9176, loss: 0.9176 2020-07-02 07:35:37,456 - mmaction - INFO - Epoch [74][560/940] lr: 1.000e-03, eta: 7:12:00, time: 0.889, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9141, loss_cls: 0.9448, loss: 0.9448 2020-07-02 07:35:56,009 - mmaction - INFO - Epoch [74][580/940] lr: 1.000e-03, eta: 7:11:37, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 0.9905, loss: 0.9905 2020-07-02 07:36:14,020 - mmaction - INFO - Epoch [74][600/940] lr: 1.000e-03, eta: 7:11:14, time: 0.900, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9156, loss_cls: 0.8914, loss: 0.8914 2020-07-02 07:36:33,275 - mmaction - INFO - Epoch [74][620/940] lr: 1.000e-03, eta: 7:10:52, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9907, loss: 0.9907 2020-07-02 07:36:51,425 - mmaction - INFO - Epoch [74][640/940] lr: 1.000e-03, eta: 7:10:28, time: 0.907, data_time: 0.002, memory: 21558, top1_acc: 0.8234, top5_acc: 0.9250, loss_cls: 0.7800, loss: 0.7800 2020-07-02 07:37:09,935 - mmaction - INFO - Epoch [74][660/940] lr: 1.000e-03, eta: 7:10:06, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9431, loss: 0.9431 2020-07-02 07:37:28,670 - mmaction - INFO - Epoch [74][680/940] lr: 1.000e-03, eta: 7:09:43, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.9638, loss: 0.9638 2020-07-02 07:37:47,081 - mmaction - INFO - Epoch [74][700/940] lr: 1.000e-03, eta: 7:09:20, time: 0.919, data_time: 0.000, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9058, loss: 0.9058 2020-07-02 07:38:06,153 - mmaction - INFO - Epoch [74][720/940] lr: 1.000e-03, eta: 7:08:58, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8586, loss: 0.8586 2020-07-02 07:38:25,073 - mmaction - INFO - Epoch [74][740/940] lr: 1.000e-03, eta: 7:08:35, time: 0.946, data_time: 0.002, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7938, loss: 0.7938 2020-07-02 07:38:43,618 - mmaction - INFO - Epoch [74][760/940] lr: 1.000e-03, eta: 7:08:12, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9344, loss_cls: 0.8697, loss: 0.8697 2020-07-02 07:39:01,705 - mmaction - INFO - Epoch [74][780/940] lr: 1.000e-03, eta: 7:07:49, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.8489, loss: 0.8489 2020-07-02 07:39:20,423 - mmaction - INFO - Epoch [74][800/940] lr: 1.000e-03, eta: 7:07:27, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9078, loss_cls: 1.0566, loss: 1.0566 2020-07-02 07:39:38,767 - mmaction - INFO - Epoch [74][820/940] lr: 1.000e-03, eta: 7:07:04, time: 0.919, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9404, loss: 0.9404 2020-07-02 07:39:56,939 - mmaction - INFO - Epoch [74][840/940] lr: 1.000e-03, eta: 7:06:41, time: 0.909, data_time: 0.041, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9281, loss: 0.9281 2020-07-02 07:40:15,997 - mmaction - INFO - Epoch [74][860/940] lr: 1.000e-03, eta: 7:06:18, time: 0.950, data_time: 0.106, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.9398, loss: 0.9398 2020-07-02 07:40:34,358 - mmaction - INFO - Epoch [74][880/940] lr: 1.000e-03, eta: 7:05:55, time: 0.919, data_time: 0.111, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8831, loss: 0.8831 2020-07-02 07:40:52,975 - mmaction - INFO - Epoch [74][900/940] lr: 1.000e-03, eta: 7:05:33, time: 0.933, data_time: 0.039, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9682, loss: 0.9682 2020-07-02 07:41:11,198 - mmaction - INFO - Epoch [74][920/940] lr: 1.000e-03, eta: 7:05:10, time: 0.910, data_time: 0.031, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9225, loss: 0.9225 2020-07-02 07:41:28,658 - mmaction - INFO - Epoch [74][940/940] lr: 1.000e-03, eta: 7:04:46, time: 0.874, data_time: 0.002, memory: 21558, top1_acc: 0.7691, top5_acc: 0.9236, loss_cls: 0.9123, loss: 0.9123 2020-07-02 07:41:34,033 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-07-02 07:43:27,182 - mmaction - INFO - Epoch [75][20/940] lr: 1.000e-03, eta: 7:05:40, time: 5.630, data_time: 4.554, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.9262, loss: 0.9262 2020-07-02 07:43:45,139 - mmaction - INFO - Epoch [75][40/940] lr: 1.000e-03, eta: 7:05:16, time: 0.898, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.8866, loss: 0.8866 2020-07-02 07:44:04,019 - mmaction - INFO - Epoch [75][60/940] lr: 1.000e-03, eta: 7:04:54, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.8565, loss: 0.8565 2020-07-02 07:44:22,628 - mmaction - INFO - Epoch [75][80/940] lr: 1.000e-03, eta: 7:04:31, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.9165, loss: 0.9165 2020-07-02 07:44:41,140 - mmaction - INFO - Epoch [75][100/940] lr: 1.000e-03, eta: 7:04:08, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9486, loss: 0.9486 2020-07-02 07:44:59,246 - mmaction - INFO - Epoch [75][120/940] lr: 1.000e-03, eta: 7:03:45, time: 0.906, data_time: 0.003, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9344, loss_cls: 0.8843, loss: 0.8843 2020-07-02 07:45:18,154 - mmaction - INFO - Epoch [75][140/940] lr: 1.000e-03, eta: 7:03:22, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9172, loss_cls: 0.9212, loss: 0.9212 2020-07-02 07:45:36,698 - mmaction - INFO - Epoch [75][160/940] lr: 1.000e-03, eta: 7:03:00, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.9167, loss: 0.9167 2020-07-02 07:45:55,045 - mmaction - INFO - Epoch [75][180/940] lr: 1.000e-03, eta: 7:02:37, time: 0.917, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9000, loss_cls: 0.9323, loss: 0.9323 2020-07-02 07:46:13,489 - mmaction - INFO - Epoch [75][200/940] lr: 1.000e-03, eta: 7:02:14, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.9347, loss: 0.9347 2020-07-02 07:46:31,973 - mmaction - INFO - Epoch [75][220/940] lr: 1.000e-03, eta: 7:01:51, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.8701, loss: 0.8701 2020-07-02 07:46:50,575 - mmaction - INFO - Epoch [75][240/940] lr: 1.000e-03, eta: 7:01:28, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9266, loss_cls: 0.8770, loss: 0.8770 2020-07-02 07:47:08,857 - mmaction - INFO - Epoch [75][260/940] lr: 1.000e-03, eta: 7:01:05, time: 0.914, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9213, loss: 0.9213 2020-07-02 07:47:27,452 - mmaction - INFO - Epoch [75][280/940] lr: 1.000e-03, eta: 7:00:42, time: 0.930, data_time: 0.081, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.8034, loss: 0.8034 2020-07-02 07:47:45,534 - mmaction - INFO - Epoch [75][300/940] lr: 1.000e-03, eta: 7:00:19, time: 0.904, data_time: 0.113, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.8919, loss: 0.8919 2020-07-02 07:48:04,055 - mmaction - INFO - Epoch [75][320/940] lr: 1.000e-03, eta: 6:59:56, time: 0.925, data_time: 0.128, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9016, loss_cls: 0.9640, loss: 0.9640 2020-07-02 07:48:22,526 - mmaction - INFO - Epoch [75][340/940] lr: 1.000e-03, eta: 6:59:34, time: 0.924, data_time: 0.044, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9720, loss: 0.9720 2020-07-02 07:48:41,242 - mmaction - INFO - Epoch [75][360/940] lr: 1.000e-03, eta: 6:59:11, time: 0.935, data_time: 0.147, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.9252, loss: 0.9252 2020-07-02 07:49:00,182 - mmaction - INFO - Epoch [75][380/940] lr: 1.000e-03, eta: 6:58:49, time: 0.948, data_time: 0.163, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9094, loss_cls: 0.9724, loss: 0.9724 2020-07-02 07:49:19,081 - mmaction - INFO - Epoch [75][400/940] lr: 1.000e-03, eta: 6:58:26, time: 0.945, data_time: 0.166, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.8977, loss: 0.8977 2020-07-02 07:49:37,639 - mmaction - INFO - Epoch [75][420/940] lr: 1.000e-03, eta: 6:58:03, time: 0.926, data_time: 0.159, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9391, loss_cls: 0.8138, loss: 0.8138 2020-07-02 07:49:56,468 - mmaction - INFO - Epoch [75][440/940] lr: 1.000e-03, eta: 6:57:41, time: 0.943, data_time: 0.176, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.8978, loss: 0.8978 2020-07-02 07:50:15,347 - mmaction - INFO - Epoch [75][460/940] lr: 1.000e-03, eta: 6:57:19, time: 0.945, data_time: 0.165, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8076, loss: 0.8076 2020-07-02 07:50:33,578 - mmaction - INFO - Epoch [75][480/940] lr: 1.000e-03, eta: 6:56:56, time: 0.911, data_time: 0.142, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.8863, loss: 0.8863 2020-07-02 07:50:51,963 - mmaction - INFO - Epoch [75][500/940] lr: 1.000e-03, eta: 6:56:33, time: 0.918, data_time: 0.030, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9962, loss: 0.9962 2020-07-02 07:51:10,696 - mmaction - INFO - Epoch [75][520/940] lr: 1.000e-03, eta: 6:56:10, time: 0.938, data_time: 0.072, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.9631, loss: 0.9631 2020-07-02 07:51:29,118 - mmaction - INFO - Epoch [75][540/940] lr: 1.000e-03, eta: 6:55:47, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9234, loss_cls: 0.9435, loss: 0.9435 2020-07-02 07:51:47,488 - mmaction - INFO - Epoch [75][560/940] lr: 1.000e-03, eta: 6:55:25, time: 0.920, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.9348, loss: 0.9348 2020-07-02 07:52:06,104 - mmaction - INFO - Epoch [75][580/940] lr: 1.000e-03, eta: 6:55:02, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.9657, loss: 0.9657 2020-07-02 07:52:24,826 - mmaction - INFO - Epoch [75][600/940] lr: 1.000e-03, eta: 6:54:39, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9187, loss_cls: 0.9117, loss: 0.9117 2020-07-02 07:52:43,600 - mmaction - INFO - Epoch [75][620/940] lr: 1.000e-03, eta: 6:54:17, time: 0.939, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.9091, loss: 0.9091 2020-07-02 07:53:02,001 - mmaction - INFO - Epoch [75][640/940] lr: 1.000e-03, eta: 6:53:54, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.9083, loss: 0.9083 2020-07-02 07:53:20,505 - mmaction - INFO - Epoch [75][660/940] lr: 1.000e-03, eta: 6:53:31, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.8975, loss: 0.8975 2020-07-02 07:53:38,110 - mmaction - INFO - Epoch [75][680/940] lr: 1.000e-03, eta: 6:53:08, time: 0.880, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9461, loss: 0.9461 2020-07-02 07:53:56,816 - mmaction - INFO - Epoch [75][700/940] lr: 1.000e-03, eta: 6:52:45, time: 0.936, data_time: 0.004, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.9486, loss: 0.9486 2020-07-02 07:54:15,283 - mmaction - INFO - Epoch [75][720/940] lr: 1.000e-03, eta: 6:52:23, time: 0.923, data_time: 0.054, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9000, loss_cls: 1.0186, loss: 1.0186 2020-07-02 07:54:34,166 - mmaction - INFO - Epoch [75][740/940] lr: 1.000e-03, eta: 6:52:00, time: 0.944, data_time: 0.135, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.8611, loss: 0.8611 2020-07-02 07:54:52,696 - mmaction - INFO - Epoch [75][760/940] lr: 1.000e-03, eta: 6:51:38, time: 0.925, data_time: 0.157, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9141, loss_cls: 0.8874, loss: 0.8874 2020-07-02 07:55:11,787 - mmaction - INFO - Epoch [75][780/940] lr: 1.000e-03, eta: 6:51:15, time: 0.956, data_time: 0.183, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.9461, loss: 0.9461 2020-07-02 07:55:30,396 - mmaction - INFO - Epoch [75][800/940] lr: 1.000e-03, eta: 6:50:53, time: 0.929, data_time: 0.159, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9141, loss_cls: 0.9241, loss: 0.9241 2020-07-02 07:55:48,442 - mmaction - INFO - Epoch [75][820/940] lr: 1.000e-03, eta: 6:50:30, time: 0.904, data_time: 0.137, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9281, loss_cls: 0.8841, loss: 0.8841 2020-07-02 07:56:07,547 - mmaction - INFO - Epoch [75][840/940] lr: 1.000e-03, eta: 6:50:08, time: 0.955, data_time: 0.184, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.8549, loss: 0.8549 2020-07-02 07:56:25,834 - mmaction - INFO - Epoch [75][860/940] lr: 1.000e-03, eta: 6:49:45, time: 0.913, data_time: 0.091, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.9549, loss: 0.9549 2020-07-02 07:56:44,334 - mmaction - INFO - Epoch [75][880/940] lr: 1.000e-03, eta: 6:49:22, time: 0.926, data_time: 0.142, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.9577, loss: 0.9577 2020-07-02 07:57:03,532 - mmaction - INFO - Epoch [75][900/940] lr: 1.000e-03, eta: 6:49:00, time: 0.959, data_time: 0.180, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.9499, loss: 0.9499 2020-07-02 07:57:22,328 - mmaction - INFO - Epoch [75][920/940] lr: 1.000e-03, eta: 6:48:38, time: 0.941, data_time: 0.170, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 1.0118, loss: 1.0118 2020-07-02 07:57:39,007 - mmaction - INFO - Epoch [75][940/940] lr: 1.000e-03, eta: 6:48:14, time: 0.834, data_time: 0.098, memory: 21558, top1_acc: 0.7789, top5_acc: 0.9122, loss_cls: 0.9529, loss: 0.9529 2020-07-02 07:57:42,570 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-02 08:00:33,805 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 08:00:34,520 - mmaction - INFO - top1_acc 0.6876 top5_acc 0.8855 2020-07-02 08:00:34,521 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 08:00:34,572 - mmaction - INFO - mean_acc 0.6875 2020-07-02 08:00:34,579 - mmaction - INFO - Epoch [75][940/940] lr: 1.000e-03, top1_acc: 0.6876, top5_acc: 0.8855, mean_class_accuracy: 0.6875 2020-07-02 08:02:53,181 - mmaction - INFO - Epoch [76][20/940] lr: 1.000e-03, eta: 6:49:22, time: 6.929, data_time: 5.895, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9613, loss: 0.9613 2020-07-02 08:03:11,218 - mmaction - INFO - Epoch [76][40/940] lr: 1.000e-03, eta: 6:48:59, time: 0.902, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9219, loss_cls: 0.9296, loss: 0.9296 2020-07-02 08:03:29,289 - mmaction - INFO - Epoch [76][60/940] lr: 1.000e-03, eta: 6:48:36, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9109, loss_cls: 0.9262, loss: 0.9262 2020-07-02 08:03:47,444 - mmaction - INFO - Epoch [76][80/940] lr: 1.000e-03, eta: 6:48:13, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8609, loss: 0.8609 2020-07-02 08:04:05,186 - mmaction - INFO - Epoch [76][100/940] lr: 1.000e-03, eta: 6:47:49, time: 0.887, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9021, loss: 0.9021 2020-07-02 08:04:23,640 - mmaction - INFO - Epoch [76][120/940] lr: 1.000e-03, eta: 6:47:27, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 0.9862, loss: 0.9862 2020-07-02 08:04:42,870 - mmaction - INFO - Epoch [76][140/940] lr: 1.000e-03, eta: 6:47:05, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9031, loss_cls: 0.9289, loss: 0.9289 2020-07-02 08:05:01,294 - mmaction - INFO - Epoch [76][160/940] lr: 1.000e-03, eta: 6:46:42, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.8874, loss: 0.8874 2020-07-02 08:05:20,475 - mmaction - INFO - Epoch [76][180/940] lr: 1.000e-03, eta: 6:46:20, time: 0.960, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9520, loss: 0.9520 2020-07-02 08:05:38,805 - mmaction - INFO - Epoch [76][200/940] lr: 1.000e-03, eta: 6:45:57, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9344, loss_cls: 0.9043, loss: 0.9043 2020-07-02 08:05:57,102 - mmaction - INFO - Epoch [76][220/940] lr: 1.000e-03, eta: 6:45:34, time: 0.915, data_time: 0.006, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9219, loss_cls: 0.8664, loss: 0.8664 2020-07-02 08:06:15,952 - mmaction - INFO - Epoch [76][240/940] lr: 1.000e-03, eta: 6:45:11, time: 0.942, data_time: 0.108, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8664, loss: 0.8664 2020-07-02 08:06:34,486 - mmaction - INFO - Epoch [76][260/940] lr: 1.000e-03, eta: 6:44:49, time: 0.927, data_time: 0.014, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9422, loss_cls: 0.7431, loss: 0.7431 2020-07-02 08:06:53,077 - mmaction - INFO - Epoch [76][280/940] lr: 1.000e-03, eta: 6:44:26, time: 0.930, data_time: 0.059, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9078, loss: 0.9078 2020-07-02 08:07:12,120 - mmaction - INFO - Epoch [76][300/940] lr: 1.000e-03, eta: 6:44:04, time: 0.952, data_time: 0.133, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8663, loss: 0.8663 2020-07-02 08:07:30,185 - mmaction - INFO - Epoch [76][320/940] lr: 1.000e-03, eta: 6:43:41, time: 0.903, data_time: 0.058, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.9168, loss: 0.9168 2020-07-02 08:07:48,773 - mmaction - INFO - Epoch [76][340/940] lr: 1.000e-03, eta: 6:43:18, time: 0.929, data_time: 0.068, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9047, loss_cls: 0.9493, loss: 0.9493 2020-07-02 08:08:07,373 - mmaction - INFO - Epoch [76][360/940] lr: 1.000e-03, eta: 6:42:56, time: 0.928, data_time: 0.006, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9940, loss: 0.9940 2020-07-02 08:08:26,346 - mmaction - INFO - Epoch [76][380/940] lr: 1.000e-03, eta: 6:42:33, time: 0.951, data_time: 0.006, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.9250, loss: 0.9250 2020-07-02 08:08:45,001 - mmaction - INFO - Epoch [76][400/940] lr: 1.000e-03, eta: 6:42:11, time: 0.933, data_time: 0.016, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9203, loss_cls: 0.8906, loss: 0.8906 2020-07-02 08:09:03,531 - mmaction - INFO - Epoch [76][420/940] lr: 1.000e-03, eta: 6:41:48, time: 0.926, data_time: 0.089, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9927, loss: 0.9927 2020-07-02 08:09:21,819 - mmaction - INFO - Epoch [76][440/940] lr: 1.000e-03, eta: 6:41:25, time: 0.914, data_time: 0.048, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8851, loss: 0.8851 2020-07-02 08:09:40,612 - mmaction - INFO - Epoch [76][460/940] lr: 1.000e-03, eta: 6:41:03, time: 0.941, data_time: 0.088, memory: 21558, top1_acc: 0.7484, top5_acc: 0.8953, loss_cls: 1.0123, loss: 1.0123 2020-07-02 08:09:58,972 - mmaction - INFO - Epoch [76][480/940] lr: 1.000e-03, eta: 6:40:40, time: 0.918, data_time: 0.119, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9328, loss_cls: 0.8778, loss: 0.8778 2020-07-02 08:10:17,556 - mmaction - INFO - Epoch [76][500/940] lr: 1.000e-03, eta: 6:40:18, time: 0.929, data_time: 0.150, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 1.0424, loss: 1.0424 2020-07-02 08:10:36,563 - mmaction - INFO - Epoch [76][520/940] lr: 1.000e-03, eta: 6:39:55, time: 0.949, data_time: 0.172, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.8490, loss: 0.8490 2020-07-02 08:10:54,641 - mmaction - INFO - Epoch [76][540/940] lr: 1.000e-03, eta: 6:39:32, time: 0.905, data_time: 0.136, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 0.9879, loss: 0.9879 2020-07-02 08:11:13,485 - mmaction - INFO - Epoch [76][560/940] lr: 1.000e-03, eta: 6:39:10, time: 0.942, data_time: 0.170, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9483, loss: 0.9483 2020-07-02 08:11:31,491 - mmaction - INFO - Epoch [76][580/940] lr: 1.000e-03, eta: 6:38:47, time: 0.898, data_time: 0.130, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9376, loss: 0.9376 2020-07-02 08:11:50,181 - mmaction - INFO - Epoch [76][600/940] lr: 1.000e-03, eta: 6:38:25, time: 0.937, data_time: 0.166, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.8886, loss: 0.8886 2020-07-02 08:12:07,999 - mmaction - INFO - Epoch [76][620/940] lr: 1.000e-03, eta: 6:38:02, time: 0.891, data_time: 0.121, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.0834, loss: 1.0834 2020-07-02 08:12:26,895 - mmaction - INFO - Epoch [76][640/940] lr: 1.000e-03, eta: 6:37:39, time: 0.944, data_time: 0.104, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.9422, loss: 0.9422 2020-07-02 08:12:45,319 - mmaction - INFO - Epoch [76][660/940] lr: 1.000e-03, eta: 6:37:17, time: 0.921, data_time: 0.127, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.9699, loss: 0.9699 2020-07-02 08:13:03,715 - mmaction - INFO - Epoch [76][680/940] lr: 1.000e-03, eta: 6:36:54, time: 0.920, data_time: 0.095, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9381, loss: 0.9381 2020-07-02 08:13:22,496 - mmaction - INFO - Epoch [76][700/940] lr: 1.000e-03, eta: 6:36:32, time: 0.937, data_time: 0.167, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9363, loss: 0.9363 2020-07-02 08:13:41,416 - mmaction - INFO - Epoch [76][720/940] lr: 1.000e-03, eta: 6:36:09, time: 0.947, data_time: 0.171, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9094, loss_cls: 0.9630, loss: 0.9630 2020-07-02 08:14:00,175 - mmaction - INFO - Epoch [76][740/940] lr: 1.000e-03, eta: 6:35:47, time: 0.937, data_time: 0.170, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9078, loss_cls: 0.9441, loss: 0.9441 2020-07-02 08:14:18,758 - mmaction - INFO - Epoch [76][760/940] lr: 1.000e-03, eta: 6:35:24, time: 0.930, data_time: 0.157, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9380, loss: 0.9380 2020-07-02 08:14:36,784 - mmaction - INFO - Epoch [76][780/940] lr: 1.000e-03, eta: 6:35:02, time: 0.902, data_time: 0.132, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9328, loss_cls: 0.8183, loss: 0.8183 2020-07-02 08:14:55,433 - mmaction - INFO - Epoch [76][800/940] lr: 1.000e-03, eta: 6:34:39, time: 0.933, data_time: 0.163, memory: 21558, top1_acc: 0.7609, top5_acc: 0.8844, loss_cls: 1.0576, loss: 1.0576 2020-07-02 08:15:14,701 - mmaction - INFO - Epoch [76][820/940] lr: 1.000e-03, eta: 6:34:17, time: 0.962, data_time: 0.190, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9297, loss_cls: 0.8304, loss: 0.8304 2020-07-02 08:15:32,879 - mmaction - INFO - Epoch [76][840/940] lr: 1.000e-03, eta: 6:33:54, time: 0.910, data_time: 0.139, memory: 21558, top1_acc: 0.7594, top5_acc: 0.8984, loss_cls: 0.9645, loss: 0.9645 2020-07-02 08:15:51,522 - mmaction - INFO - Epoch [76][860/940] lr: 1.000e-03, eta: 6:33:32, time: 0.932, data_time: 0.146, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9266, loss_cls: 0.9057, loss: 0.9057 2020-07-02 08:16:09,661 - mmaction - INFO - Epoch [76][880/940] lr: 1.000e-03, eta: 6:33:09, time: 0.907, data_time: 0.138, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.8749, loss: 0.8749 2020-07-02 08:16:27,691 - mmaction - INFO - Epoch [76][900/940] lr: 1.000e-03, eta: 6:32:46, time: 0.901, data_time: 0.123, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9141, loss_cls: 0.8760, loss: 0.8760 2020-07-02 08:16:46,894 - mmaction - INFO - Epoch [76][920/940] lr: 1.000e-03, eta: 6:32:24, time: 0.959, data_time: 0.012, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.8452, loss: 0.8452 2020-07-02 08:17:03,769 - mmaction - INFO - Epoch [76][940/940] lr: 1.000e-03, eta: 6:32:01, time: 0.845, data_time: 0.002, memory: 21558, top1_acc: 0.7772, top5_acc: 0.9333, loss_cls: 0.8152, loss: 0.8152 2020-07-02 08:17:10,113 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-07-02 08:19:30,912 - mmaction - INFO - Epoch [77][20/940] lr: 1.000e-03, eta: 6:33:04, time: 7.022, data_time: 5.988, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9612, loss: 0.9612 2020-07-02 08:19:49,707 - mmaction - INFO - Epoch [77][40/940] lr: 1.000e-03, eta: 6:32:42, time: 0.941, data_time: 0.004, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9156, loss_cls: 0.9986, loss: 0.9986 2020-07-02 08:20:08,792 - mmaction - INFO - Epoch [77][60/940] lr: 1.000e-03, eta: 6:32:19, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.8864, loss: 0.8864 2020-07-02 08:20:27,472 - mmaction - INFO - Epoch [77][80/940] lr: 1.000e-03, eta: 6:31:57, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8478, loss: 0.8478 2020-07-02 08:20:46,309 - mmaction - INFO - Epoch [77][100/940] lr: 1.000e-03, eta: 6:31:35, time: 0.942, data_time: 0.000, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9453, loss_cls: 0.8224, loss: 0.8224 2020-07-02 08:21:05,258 - mmaction - INFO - Epoch [77][120/940] lr: 1.000e-03, eta: 6:31:12, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9328, loss_cls: 0.8017, loss: 0.8017 2020-07-02 08:21:24,207 - mmaction - INFO - Epoch [77][140/940] lr: 1.000e-03, eta: 6:30:50, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9125, loss_cls: 0.8924, loss: 0.8924 2020-07-02 08:21:42,615 - mmaction - INFO - Epoch [77][160/940] lr: 1.000e-03, eta: 6:30:27, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9878, loss: 0.9878 2020-07-02 08:22:00,727 - mmaction - INFO - Epoch [77][180/940] lr: 1.000e-03, eta: 6:30:04, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9111, loss: 0.9111 2020-07-02 08:22:19,371 - mmaction - INFO - Epoch [77][200/940] lr: 1.000e-03, eta: 6:29:42, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.9435, loss: 0.9435 2020-07-02 08:22:37,751 - mmaction - INFO - Epoch [77][220/940] lr: 1.000e-03, eta: 6:29:19, time: 0.918, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9015, loss: 0.9015 2020-07-02 08:22:56,984 - mmaction - INFO - Epoch [77][240/940] lr: 1.000e-03, eta: 6:28:57, time: 0.962, data_time: 0.003, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.8116, loss: 0.8116 2020-07-02 08:23:15,539 - mmaction - INFO - Epoch [77][260/940] lr: 1.000e-03, eta: 6:28:35, time: 0.927, data_time: 0.002, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8900, loss: 0.8900 2020-07-02 08:23:33,834 - mmaction - INFO - Epoch [77][280/940] lr: 1.000e-03, eta: 6:28:12, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9500, loss_cls: 0.8204, loss: 0.8204 2020-07-02 08:23:52,784 - mmaction - INFO - Epoch [77][300/940] lr: 1.000e-03, eta: 6:27:50, time: 0.946, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.9102, loss: 0.9102 2020-07-02 08:24:11,482 - mmaction - INFO - Epoch [77][320/940] lr: 1.000e-03, eta: 6:27:27, time: 0.937, data_time: 0.003, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9062, loss_cls: 0.9866, loss: 0.9866 2020-07-02 08:24:29,709 - mmaction - INFO - Epoch [77][340/940] lr: 1.000e-03, eta: 6:27:04, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9406, loss_cls: 0.7975, loss: 0.7975 2020-07-02 08:24:47,551 - mmaction - INFO - Epoch [77][360/940] lr: 1.000e-03, eta: 6:26:41, time: 0.894, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9297, loss_cls: 0.8789, loss: 0.8789 2020-07-02 08:25:06,617 - mmaction - INFO - Epoch [77][380/940] lr: 1.000e-03, eta: 6:26:19, time: 0.953, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.9743, loss: 0.9743 2020-07-02 08:25:25,624 - mmaction - INFO - Epoch [77][400/940] lr: 1.000e-03, eta: 6:25:57, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9375, loss_cls: 0.8797, loss: 0.8797 2020-07-02 08:25:44,243 - mmaction - INFO - Epoch [77][420/940] lr: 1.000e-03, eta: 6:25:35, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9359, loss_cls: 0.8117, loss: 0.8117 2020-07-02 08:26:02,846 - mmaction - INFO - Epoch [77][440/940] lr: 1.000e-03, eta: 6:25:12, time: 0.931, data_time: 0.003, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8811, loss: 0.8811 2020-07-02 08:26:21,052 - mmaction - INFO - Epoch [77][460/940] lr: 1.000e-03, eta: 6:24:49, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9066, loss: 0.9066 2020-07-02 08:26:39,480 - mmaction - INFO - Epoch [77][480/940] lr: 1.000e-03, eta: 6:24:27, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8900, loss: 0.8900 2020-07-02 08:26:57,473 - mmaction - INFO - Epoch [77][500/940] lr: 1.000e-03, eta: 6:24:04, time: 0.901, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9515, loss: 0.9515 2020-07-02 08:27:16,092 - mmaction - INFO - Epoch [77][520/940] lr: 1.000e-03, eta: 6:23:42, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.8901, loss: 0.8901 2020-07-02 08:27:34,570 - mmaction - INFO - Epoch [77][540/940] lr: 1.000e-03, eta: 6:23:19, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.9170, loss: 0.9170 2020-07-02 08:27:53,159 - mmaction - INFO - Epoch [77][560/940] lr: 1.000e-03, eta: 6:22:57, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9094, loss_cls: 0.9313, loss: 0.9313 2020-07-02 08:28:11,429 - mmaction - INFO - Epoch [77][580/940] lr: 1.000e-03, eta: 6:22:34, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9802, loss: 0.9802 2020-07-02 08:28:30,062 - mmaction - INFO - Epoch [77][600/940] lr: 1.000e-03, eta: 6:22:11, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9328, loss_cls: 0.8491, loss: 0.8491 2020-07-02 08:28:48,598 - mmaction - INFO - Epoch [77][620/940] lr: 1.000e-03, eta: 6:21:49, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9262, loss: 0.9262 2020-07-02 08:29:07,111 - mmaction - INFO - Epoch [77][640/940] lr: 1.000e-03, eta: 6:21:27, time: 0.927, data_time: 0.002, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.7882, loss: 0.7882 2020-07-02 08:29:25,791 - mmaction - INFO - Epoch [77][660/940] lr: 1.000e-03, eta: 6:21:04, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9187, loss_cls: 0.8895, loss: 0.8895 2020-07-02 08:29:43,988 - mmaction - INFO - Epoch [77][680/940] lr: 1.000e-03, eta: 6:20:41, time: 0.912, data_time: 0.003, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9172, loss_cls: 0.8666, loss: 0.8666 2020-07-02 08:30:02,629 - mmaction - INFO - Epoch [77][700/940] lr: 1.000e-03, eta: 6:20:19, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 0.9655, loss: 0.9655 2020-07-02 08:30:21,778 - mmaction - INFO - Epoch [77][720/940] lr: 1.000e-03, eta: 6:19:57, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9344, loss_cls: 0.8774, loss: 0.8774 2020-07-02 08:30:40,690 - mmaction - INFO - Epoch [77][740/940] lr: 1.000e-03, eta: 6:19:35, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8580, loss: 0.8580 2020-07-02 08:30:59,006 - mmaction - INFO - Epoch [77][760/940] lr: 1.000e-03, eta: 6:19:12, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9203, loss_cls: 0.8368, loss: 0.8368 2020-07-02 08:31:17,320 - mmaction - INFO - Epoch [77][780/940] lr: 1.000e-03, eta: 6:18:50, time: 0.917, data_time: 0.022, memory: 21558, top1_acc: 0.7781, top5_acc: 0.8969, loss_cls: 0.9418, loss: 0.9418 2020-07-02 08:31:36,037 - mmaction - INFO - Epoch [77][800/940] lr: 1.000e-03, eta: 6:18:27, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.9109, loss_cls: 1.0163, loss: 1.0163 2020-07-02 08:31:54,874 - mmaction - INFO - Epoch [77][820/940] lr: 1.000e-03, eta: 6:18:05, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9172, loss_cls: 0.9011, loss: 0.9011 2020-07-02 08:32:12,722 - mmaction - INFO - Epoch [77][840/940] lr: 1.000e-03, eta: 6:17:42, time: 0.893, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9172, loss_cls: 0.9636, loss: 0.9636 2020-07-02 08:32:31,178 - mmaction - INFO - Epoch [77][860/940] lr: 1.000e-03, eta: 6:17:20, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.8969, loss_cls: 0.9887, loss: 0.9887 2020-07-02 08:32:50,190 - mmaction - INFO - Epoch [77][880/940] lr: 1.000e-03, eta: 6:16:58, time: 0.951, data_time: 0.000, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.9368, loss: 0.9368 2020-07-02 08:33:08,396 - mmaction - INFO - Epoch [77][900/940] lr: 1.000e-03, eta: 6:16:35, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9047, loss_cls: 0.9657, loss: 0.9657 2020-07-02 08:33:26,059 - mmaction - INFO - Epoch [77][920/940] lr: 1.000e-03, eta: 6:16:12, time: 0.885, data_time: 0.007, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9180, loss: 0.9180 2020-07-02 08:33:43,192 - mmaction - INFO - Epoch [77][940/940] lr: 1.000e-03, eta: 6:15:49, time: 0.857, data_time: 0.057, memory: 21558, top1_acc: 0.7870, top5_acc: 0.9317, loss_cls: 0.8424, loss: 0.8424 2020-07-02 08:33:45,648 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-07-02 08:35:38,708 - mmaction - INFO - Epoch [78][20/940] lr: 1.000e-03, eta: 6:16:28, time: 5.635, data_time: 4.784, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9062, loss_cls: 0.9461, loss: 0.9461 2020-07-02 08:35:57,428 - mmaction - INFO - Epoch [78][40/940] lr: 1.000e-03, eta: 6:16:06, time: 0.936, data_time: 0.122, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8696, loss: 0.8696 2020-07-02 08:36:16,429 - mmaction - INFO - Epoch [78][60/940] lr: 1.000e-03, eta: 6:15:44, time: 0.948, data_time: 0.043, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.9340, loss: 0.9340 2020-07-02 08:36:34,847 - mmaction - INFO - Epoch [78][80/940] lr: 1.000e-03, eta: 6:15:21, time: 0.923, data_time: 0.003, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9125, loss_cls: 0.9204, loss: 0.9204 2020-07-02 08:36:53,424 - mmaction - INFO - Epoch [78][100/940] lr: 1.000e-03, eta: 6:14:59, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0362, loss: 1.0362 2020-07-02 08:37:11,870 - mmaction - INFO - Epoch [78][120/940] lr: 1.000e-03, eta: 6:14:36, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9313, loss_cls: 0.8697, loss: 0.8697 2020-07-02 08:37:30,581 - mmaction - INFO - Epoch [78][140/940] lr: 1.000e-03, eta: 6:14:14, time: 0.935, data_time: 0.008, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8663, loss: 0.8663 2020-07-02 08:37:49,250 - mmaction - INFO - Epoch [78][160/940] lr: 1.000e-03, eta: 6:13:52, time: 0.934, data_time: 0.019, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8180, loss: 0.8180 2020-07-02 08:38:07,743 - mmaction - INFO - Epoch [78][180/940] lr: 1.000e-03, eta: 6:13:29, time: 0.921, data_time: 0.000, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9266, loss_cls: 0.8649, loss: 0.8649 2020-07-02 08:38:26,817 - mmaction - INFO - Epoch [78][200/940] lr: 1.000e-03, eta: 6:13:07, time: 0.957, data_time: 0.022, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.8439, loss: 0.8439 2020-07-02 08:38:45,883 - mmaction - INFO - Epoch [78][220/940] lr: 1.000e-03, eta: 6:12:45, time: 0.952, data_time: 0.182, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8464, loss: 0.8464 2020-07-02 08:39:04,454 - mmaction - INFO - Epoch [78][240/940] lr: 1.000e-03, eta: 6:12:23, time: 0.930, data_time: 0.030, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9031, loss_cls: 0.9468, loss: 0.9468 2020-07-02 08:39:22,868 - mmaction - INFO - Epoch [78][260/940] lr: 1.000e-03, eta: 6:12:00, time: 0.919, data_time: 0.005, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9047, loss_cls: 1.0294, loss: 1.0294 2020-07-02 08:39:41,067 - mmaction - INFO - Epoch [78][280/940] lr: 1.000e-03, eta: 6:11:37, time: 0.911, data_time: 0.025, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8606, loss: 0.8606 2020-07-02 08:39:59,307 - mmaction - INFO - Epoch [78][300/940] lr: 1.000e-03, eta: 6:11:15, time: 0.912, data_time: 0.005, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9219, loss_cls: 0.8389, loss: 0.8389 2020-07-02 08:40:18,647 - mmaction - INFO - Epoch [78][320/940] lr: 1.000e-03, eta: 6:10:53, time: 0.966, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8840, loss: 0.8840 2020-07-02 08:40:37,365 - mmaction - INFO - Epoch [78][340/940] lr: 1.000e-03, eta: 6:10:31, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9172, loss_cls: 0.9704, loss: 0.9704 2020-07-02 08:40:55,610 - mmaction - INFO - Epoch [78][360/940] lr: 1.000e-03, eta: 6:10:08, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.8920, loss: 0.8920 2020-07-02 08:41:13,890 - mmaction - INFO - Epoch [78][380/940] lr: 1.000e-03, eta: 6:09:45, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.8934, loss: 0.8934 2020-07-02 08:41:32,588 - mmaction - INFO - Epoch [78][400/940] lr: 1.000e-03, eta: 6:09:23, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.9458, loss: 0.9458 2020-07-02 08:41:51,007 - mmaction - INFO - Epoch [78][420/940] lr: 1.000e-03, eta: 6:09:01, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9313, loss_cls: 0.8718, loss: 0.8718 2020-07-02 08:42:09,321 - mmaction - INFO - Epoch [78][440/940] lr: 1.000e-03, eta: 6:08:38, time: 0.916, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9125, loss_cls: 0.9166, loss: 0.9166 2020-07-02 08:42:27,833 - mmaction - INFO - Epoch [78][460/940] lr: 1.000e-03, eta: 6:08:16, time: 0.925, data_time: 0.009, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9375, loss_cls: 0.8078, loss: 0.8078 2020-07-02 08:42:47,053 - mmaction - INFO - Epoch [78][480/940] lr: 1.000e-03, eta: 6:07:54, time: 0.961, data_time: 0.015, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.8977, loss: 0.8977 2020-07-02 08:43:05,695 - mmaction - INFO - Epoch [78][500/940] lr: 1.000e-03, eta: 6:07:32, time: 0.932, data_time: 0.000, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9281, loss_cls: 0.8992, loss: 0.8992 2020-07-02 08:43:24,281 - mmaction - INFO - Epoch [78][520/940] lr: 1.000e-03, eta: 6:07:09, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9109, loss_cls: 0.9364, loss: 0.9364 2020-07-02 08:43:41,803 - mmaction - INFO - Epoch [78][540/940] lr: 1.000e-03, eta: 6:06:46, time: 0.874, data_time: 0.001, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 0.9565, loss: 0.9565 2020-07-02 08:44:00,316 - mmaction - INFO - Epoch [78][560/940] lr: 1.000e-03, eta: 6:06:24, time: 0.926, data_time: 0.002, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.9394, loss: 0.9394 2020-07-02 08:44:18,621 - mmaction - INFO - Epoch [78][580/940] lr: 1.000e-03, eta: 6:06:01, time: 0.917, data_time: 0.055, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9234, loss_cls: 0.8678, loss: 0.8678 2020-07-02 08:44:37,261 - mmaction - INFO - Epoch [78][600/940] lr: 1.000e-03, eta: 6:05:39, time: 0.932, data_time: 0.035, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9224, loss: 0.9224 2020-07-02 08:44:55,907 - mmaction - INFO - Epoch [78][620/940] lr: 1.000e-03, eta: 6:05:17, time: 0.932, data_time: 0.032, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9344, loss_cls: 0.8233, loss: 0.8233 2020-07-02 08:45:14,968 - mmaction - INFO - Epoch [78][640/940] lr: 1.000e-03, eta: 6:04:55, time: 0.953, data_time: 0.024, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9062, loss_cls: 0.9326, loss: 0.9326 2020-07-02 08:45:33,624 - mmaction - INFO - Epoch [78][660/940] lr: 1.000e-03, eta: 6:04:33, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 1.0263, loss: 1.0263 2020-07-02 08:45:52,280 - mmaction - INFO - Epoch [78][680/940] lr: 1.000e-03, eta: 6:04:10, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9344, loss_cls: 0.8913, loss: 0.8913 2020-07-02 08:46:10,894 - mmaction - INFO - Epoch [78][700/940] lr: 1.000e-03, eta: 6:03:48, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9203, loss_cls: 0.9312, loss: 0.9312 2020-07-02 08:46:29,065 - mmaction - INFO - Epoch [78][720/940] lr: 1.000e-03, eta: 6:03:25, time: 0.910, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9359, loss_cls: 0.8269, loss: 0.8269 2020-07-02 08:46:48,150 - mmaction - INFO - Epoch [78][740/940] lr: 1.000e-03, eta: 6:03:03, time: 0.954, data_time: 0.000, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 0.9799, loss: 0.9799 2020-07-02 08:47:06,987 - mmaction - INFO - Epoch [78][760/940] lr: 1.000e-03, eta: 6:02:41, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9711, loss: 0.9711 2020-07-02 08:47:25,775 - mmaction - INFO - Epoch [78][780/940] lr: 1.000e-03, eta: 6:02:19, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9141, loss_cls: 0.8877, loss: 0.8877 2020-07-02 08:47:44,437 - mmaction - INFO - Epoch [78][800/940] lr: 1.000e-03, eta: 6:01:57, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9359, loss_cls: 0.8573, loss: 0.8573 2020-07-02 08:48:03,039 - mmaction - INFO - Epoch [78][820/940] lr: 1.000e-03, eta: 6:01:35, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9112, loss: 0.9112 2020-07-02 08:48:21,817 - mmaction - INFO - Epoch [78][840/940] lr: 1.000e-03, eta: 6:01:13, time: 0.939, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8585, loss: 0.8585 2020-07-02 08:48:39,906 - mmaction - INFO - Epoch [78][860/940] lr: 1.000e-03, eta: 6:00:50, time: 0.904, data_time: 0.002, memory: 21558, top1_acc: 0.7562, top5_acc: 0.8984, loss_cls: 0.9851, loss: 0.9851 2020-07-02 08:48:57,880 - mmaction - INFO - Epoch [78][880/940] lr: 1.000e-03, eta: 6:00:27, time: 0.900, data_time: 0.002, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9297, loss_cls: 0.8830, loss: 0.8830 2020-07-02 08:49:16,288 - mmaction - INFO - Epoch [78][900/940] lr: 1.000e-03, eta: 6:00:05, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.9223, loss: 0.9223 2020-07-02 08:49:35,134 - mmaction - INFO - Epoch [78][920/940] lr: 1.000e-03, eta: 5:59:43, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8683, loss: 0.8683 2020-07-02 08:49:52,179 - mmaction - INFO - Epoch [78][940/940] lr: 1.000e-03, eta: 5:59:20, time: 0.852, data_time: 0.001, memory: 21558, top1_acc: 0.7821, top5_acc: 0.9301, loss_cls: 0.8606, loss: 0.8606 2020-07-02 08:49:54,993 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-07-02 08:51:58,007 - mmaction - INFO - Epoch [79][20/940] lr: 1.000e-03, eta: 6:00:00, time: 6.083, data_time: 5.079, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8335, loss: 0.8335 2020-07-02 08:52:16,878 - mmaction - INFO - Epoch [79][40/940] lr: 1.000e-03, eta: 5:59:38, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9234, loss_cls: 0.9697, loss: 0.9697 2020-07-02 08:52:34,950 - mmaction - INFO - Epoch [79][60/940] lr: 1.000e-03, eta: 5:59:16, time: 0.905, data_time: 0.003, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.9828, loss: 0.9828 2020-07-02 08:52:53,672 - mmaction - INFO - Epoch [79][80/940] lr: 1.000e-03, eta: 5:58:53, time: 0.936, data_time: 0.039, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.9015, loss: 0.9015 2020-07-02 08:53:12,553 - mmaction - INFO - Epoch [79][100/940] lr: 1.000e-03, eta: 5:58:31, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9109, loss_cls: 0.9598, loss: 0.9598 2020-07-02 08:53:31,260 - mmaction - INFO - Epoch [79][120/940] lr: 1.000e-03, eta: 5:58:09, time: 0.935, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.9183, loss: 0.9183 2020-07-02 08:53:50,009 - mmaction - INFO - Epoch [79][140/940] lr: 1.000e-03, eta: 5:57:47, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.9074, loss: 0.9074 2020-07-02 08:54:08,074 - mmaction - INFO - Epoch [79][160/940] lr: 1.000e-03, eta: 5:57:24, time: 0.903, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9713, loss: 0.9713 2020-07-02 08:54:26,799 - mmaction - INFO - Epoch [79][180/940] lr: 1.000e-03, eta: 5:57:02, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9266, loss_cls: 0.8558, loss: 0.8558 2020-07-02 08:54:45,141 - mmaction - INFO - Epoch [79][200/940] lr: 1.000e-03, eta: 5:56:40, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8209, loss: 0.8209 2020-07-02 08:55:04,061 - mmaction - INFO - Epoch [79][220/940] lr: 1.000e-03, eta: 5:56:17, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.8456, loss: 0.8456 2020-07-02 08:55:22,369 - mmaction - INFO - Epoch [79][240/940] lr: 1.000e-03, eta: 5:55:55, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9578, loss: 0.9578 2020-07-02 08:55:41,103 - mmaction - INFO - Epoch [79][260/940] lr: 1.000e-03, eta: 5:55:33, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8284, loss: 0.8284 2020-07-02 08:55:59,388 - mmaction - INFO - Epoch [79][280/940] lr: 1.000e-03, eta: 5:55:10, time: 0.917, data_time: 0.003, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9328, loss_cls: 0.8729, loss: 0.8729 2020-07-02 08:56:18,225 - mmaction - INFO - Epoch [79][300/940] lr: 1.000e-03, eta: 5:54:48, time: 0.942, data_time: 0.000, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8938, loss_cls: 1.0015, loss: 1.0015 2020-07-02 08:56:36,866 - mmaction - INFO - Epoch [79][320/940] lr: 1.000e-03, eta: 5:54:26, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.8022, loss: 0.8022 2020-07-02 08:56:55,220 - mmaction - INFO - Epoch [79][340/940] lr: 1.000e-03, eta: 5:54:04, time: 0.921, data_time: 0.005, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9328, loss_cls: 0.8379, loss: 0.8379 2020-07-02 08:57:13,581 - mmaction - INFO - Epoch [79][360/940] lr: 1.000e-03, eta: 5:53:41, time: 0.919, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9463, loss: 0.9463 2020-07-02 08:57:31,543 - mmaction - INFO - Epoch [79][380/940] lr: 1.000e-03, eta: 5:53:19, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9062, loss_cls: 0.9867, loss: 0.9867 2020-07-02 08:57:50,757 - mmaction - INFO - Epoch [79][400/940] lr: 1.000e-03, eta: 5:52:57, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.8716, loss: 0.8716 2020-07-02 08:58:08,946 - mmaction - INFO - Epoch [79][420/940] lr: 1.000e-03, eta: 5:52:34, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.9007, loss: 0.9007 2020-07-02 08:58:27,641 - mmaction - INFO - Epoch [79][440/940] lr: 1.000e-03, eta: 5:52:12, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 0.9845, loss: 0.9845 2020-07-02 08:58:45,429 - mmaction - INFO - Epoch [79][460/940] lr: 1.000e-03, eta: 5:51:49, time: 0.890, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9250, loss_cls: 0.8634, loss: 0.8634 2020-07-02 08:59:04,342 - mmaction - INFO - Epoch [79][480/940] lr: 1.000e-03, eta: 5:51:27, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9125, loss_cls: 0.8798, loss: 0.8798 2020-07-02 08:59:23,551 - mmaction - INFO - Epoch [79][500/940] lr: 1.000e-03, eta: 5:51:05, time: 0.959, data_time: 0.003, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.8640, loss: 0.8640 2020-07-02 08:59:42,561 - mmaction - INFO - Epoch [79][520/940] lr: 1.000e-03, eta: 5:50:43, time: 0.951, data_time: 0.007, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9416, loss: 0.9416 2020-07-02 09:00:03,658 - mmaction - INFO - Epoch [79][540/940] lr: 1.000e-03, eta: 5:50:22, time: 0.973, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9281, loss_cls: 0.7989, loss: 0.7989 2020-07-02 09:00:23,124 - mmaction - INFO - Epoch [79][560/940] lr: 1.000e-03, eta: 5:50:01, time: 1.054, data_time: 0.088, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0029, loss: 1.0029 2020-07-02 09:00:41,120 - mmaction - INFO - Epoch [79][580/940] lr: 1.000e-03, eta: 5:49:38, time: 0.902, data_time: 0.003, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9234, loss_cls: 0.9147, loss: 0.9147 2020-07-02 09:00:59,943 - mmaction - INFO - Epoch [79][600/940] lr: 1.000e-03, eta: 5:49:16, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.8834, loss: 0.8834 2020-07-02 09:01:18,479 - mmaction - INFO - Epoch [79][620/940] lr: 1.000e-03, eta: 5:48:54, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.8787, loss: 0.8787 2020-07-02 09:01:37,730 - mmaction - INFO - Epoch [79][640/940] lr: 1.000e-03, eta: 5:48:32, time: 0.962, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.8781, loss: 0.8781 2020-07-02 09:01:55,859 - mmaction - INFO - Epoch [79][660/940] lr: 1.000e-03, eta: 5:48:10, time: 0.907, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.8812, loss: 0.8812 2020-07-02 09:02:14,228 - mmaction - INFO - Epoch [79][680/940] lr: 1.000e-03, eta: 5:47:48, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.8032, loss: 0.8032 2020-07-02 09:02:33,308 - mmaction - INFO - Epoch [79][700/940] lr: 1.000e-03, eta: 5:47:26, time: 0.954, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.9111, loss: 0.9111 2020-07-02 09:02:52,111 - mmaction - INFO - Epoch [79][720/940] lr: 1.000e-03, eta: 5:47:04, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9344, loss_cls: 0.8604, loss: 0.8604 2020-07-02 09:03:10,649 - mmaction - INFO - Epoch [79][740/940] lr: 1.000e-03, eta: 5:46:41, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.9268, loss: 0.9268 2020-07-02 09:03:28,682 - mmaction - INFO - Epoch [79][760/940] lr: 1.000e-03, eta: 5:46:19, time: 0.903, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9219, loss_cls: 0.8665, loss: 0.8665 2020-07-02 09:03:47,499 - mmaction - INFO - Epoch [79][780/940] lr: 1.000e-03, eta: 5:45:57, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9375, loss_cls: 0.8105, loss: 0.8105 2020-07-02 09:04:06,409 - mmaction - INFO - Epoch [79][800/940] lr: 1.000e-03, eta: 5:45:35, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0410, loss: 1.0410 2020-07-02 09:04:24,958 - mmaction - INFO - Epoch [79][820/940] lr: 1.000e-03, eta: 5:45:13, time: 0.927, data_time: 0.003, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9359, loss_cls: 0.8855, loss: 0.8855 2020-07-02 09:04:43,257 - mmaction - INFO - Epoch [79][840/940] lr: 1.000e-03, eta: 5:44:50, time: 0.917, data_time: 0.003, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9547, loss_cls: 0.8310, loss: 0.8310 2020-07-02 09:05:02,153 - mmaction - INFO - Epoch [79][860/940] lr: 1.000e-03, eta: 5:44:28, time: 0.942, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.9129, loss: 0.9129 2020-07-02 09:05:21,965 - mmaction - INFO - Epoch [79][880/940] lr: 1.000e-03, eta: 5:44:07, time: 0.991, data_time: 0.004, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9172, loss_cls: 0.8643, loss: 0.8643 2020-07-02 09:05:40,565 - mmaction - INFO - Epoch [79][900/940] lr: 1.000e-03, eta: 5:43:45, time: 0.930, data_time: 0.003, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.8801, loss: 0.8801 2020-07-02 09:05:59,464 - mmaction - INFO - Epoch [79][920/940] lr: 1.000e-03, eta: 5:43:23, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9344, loss_cls: 0.8384, loss: 0.8384 2020-07-02 09:06:16,350 - mmaction - INFO - Epoch [79][940/940] lr: 1.000e-03, eta: 5:43:00, time: 0.844, data_time: 0.001, memory: 21558, top1_acc: 0.7366, top5_acc: 0.9024, loss_cls: 0.9918, loss: 0.9918 2020-07-02 09:06:23,837 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-07-02 09:09:11,990 - mmaction - INFO - Epoch [80][20/940] lr: 1.000e-03, eta: 5:44:02, time: 8.339, data_time: 7.447, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 0.9453, loss: 0.9453 2020-07-02 09:09:30,442 - mmaction - INFO - Epoch [80][40/940] lr: 1.000e-03, eta: 5:43:39, time: 0.924, data_time: 0.098, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9000, loss_cls: 0.9187, loss: 0.9187 2020-07-02 09:09:49,072 - mmaction - INFO - Epoch [80][60/940] lr: 1.000e-03, eta: 5:43:17, time: 0.930, data_time: 0.041, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9219, loss_cls: 0.8120, loss: 0.8120 2020-07-02 09:10:08,053 - mmaction - INFO - Epoch [80][80/940] lr: 1.000e-03, eta: 5:42:55, time: 0.950, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.8789, loss: 0.8789 2020-07-02 09:10:26,514 - mmaction - INFO - Epoch [80][100/940] lr: 1.000e-03, eta: 5:42:33, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.8633, loss: 0.8633 2020-07-02 09:10:44,758 - mmaction - INFO - Epoch [80][120/940] lr: 1.000e-03, eta: 5:42:10, time: 0.910, data_time: 0.021, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9266, loss_cls: 0.8682, loss: 0.8682 2020-07-02 09:11:03,532 - mmaction - INFO - Epoch [80][140/940] lr: 1.000e-03, eta: 5:41:48, time: 0.940, data_time: 0.055, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.8560, loss: 0.8560 2020-07-02 09:11:22,863 - mmaction - INFO - Epoch [80][160/940] lr: 1.000e-03, eta: 5:41:26, time: 0.967, data_time: 0.162, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7788, loss: 0.7788 2020-07-02 09:11:42,289 - mmaction - INFO - Epoch [80][180/940] lr: 1.000e-03, eta: 5:41:04, time: 0.972, data_time: 0.205, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9250, loss_cls: 0.8597, loss: 0.8597 2020-07-02 09:12:01,169 - mmaction - INFO - Epoch [80][200/940] lr: 1.000e-03, eta: 5:40:42, time: 0.944, data_time: 0.172, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.9331, loss: 0.9331 2020-07-02 09:12:19,523 - mmaction - INFO - Epoch [80][220/940] lr: 1.000e-03, eta: 5:40:20, time: 0.918, data_time: 0.148, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9047, loss_cls: 0.9566, loss: 0.9566 2020-07-02 09:12:38,348 - mmaction - INFO - Epoch [80][240/940] lr: 1.000e-03, eta: 5:39:58, time: 0.941, data_time: 0.170, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8688, loss: 0.8688 2020-07-02 09:12:56,868 - mmaction - INFO - Epoch [80][260/940] lr: 1.000e-03, eta: 5:39:36, time: 0.926, data_time: 0.154, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9109, loss_cls: 0.9114, loss: 0.9114 2020-07-02 09:13:15,722 - mmaction - INFO - Epoch [80][280/940] lr: 1.000e-03, eta: 5:39:14, time: 0.941, data_time: 0.170, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.7788, loss: 0.7788 2020-07-02 09:13:35,086 - mmaction - INFO - Epoch [80][300/940] lr: 1.000e-03, eta: 5:38:52, time: 0.970, data_time: 0.154, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8882, loss: 0.8882 2020-07-02 09:13:53,774 - mmaction - INFO - Epoch [80][320/940] lr: 1.000e-03, eta: 5:38:30, time: 0.934, data_time: 0.163, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.8793, loss: 0.8793 2020-07-02 09:14:12,716 - mmaction - INFO - Epoch [80][340/940] lr: 1.000e-03, eta: 5:38:08, time: 0.945, data_time: 0.171, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.8259, loss: 0.8259 2020-07-02 09:14:31,166 - mmaction - INFO - Epoch [80][360/940] lr: 1.000e-03, eta: 5:37:45, time: 0.924, data_time: 0.155, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9141, loss_cls: 0.8813, loss: 0.8813 2020-07-02 09:14:50,345 - mmaction - INFO - Epoch [80][380/940] lr: 1.000e-03, eta: 5:37:24, time: 0.959, data_time: 0.191, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9117, loss: 0.9117 2020-07-02 09:15:09,517 - mmaction - INFO - Epoch [80][400/940] lr: 1.000e-03, eta: 5:37:02, time: 0.959, data_time: 0.189, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9078, loss_cls: 0.9348, loss: 0.9348 2020-07-02 09:15:28,654 - mmaction - INFO - Epoch [80][420/940] lr: 1.000e-03, eta: 5:36:40, time: 0.955, data_time: 0.187, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9125, loss_cls: 0.9040, loss: 0.9040 2020-07-02 09:15:47,213 - mmaction - INFO - Epoch [80][440/940] lr: 1.000e-03, eta: 5:36:18, time: 0.929, data_time: 0.159, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.9325, loss: 0.9325 2020-07-02 09:16:05,607 - mmaction - INFO - Epoch [80][460/940] lr: 1.000e-03, eta: 5:35:55, time: 0.920, data_time: 0.148, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9271, loss: 0.9271 2020-07-02 09:16:24,377 - mmaction - INFO - Epoch [80][480/940] lr: 1.000e-03, eta: 5:35:33, time: 0.938, data_time: 0.168, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.7998, loss: 0.7998 2020-07-02 09:16:42,882 - mmaction - INFO - Epoch [80][500/940] lr: 1.000e-03, eta: 5:35:11, time: 0.925, data_time: 0.155, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9124, loss: 0.9124 2020-07-02 09:17:00,498 - mmaction - INFO - Epoch [80][520/940] lr: 1.000e-03, eta: 5:34:48, time: 0.880, data_time: 0.107, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9550, loss: 0.9550 2020-07-02 09:17:19,031 - mmaction - INFO - Epoch [80][540/940] lr: 1.000e-03, eta: 5:34:26, time: 0.928, data_time: 0.165, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.9183, loss: 0.9183 2020-07-02 09:17:37,338 - mmaction - INFO - Epoch [80][560/940] lr: 1.000e-03, eta: 5:34:04, time: 0.914, data_time: 0.147, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9234, loss_cls: 0.8092, loss: 0.8092 2020-07-02 09:17:56,198 - mmaction - INFO - Epoch [80][580/940] lr: 1.000e-03, eta: 5:33:42, time: 0.944, data_time: 0.178, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.9242, loss: 0.9242 2020-07-02 09:18:15,016 - mmaction - INFO - Epoch [80][600/940] lr: 1.000e-03, eta: 5:33:20, time: 0.941, data_time: 0.177, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9062, loss_cls: 0.9196, loss: 0.9196 2020-07-02 09:18:33,032 - mmaction - INFO - Epoch [80][620/940] lr: 1.000e-03, eta: 5:32:57, time: 0.901, data_time: 0.066, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 0.9924, loss: 0.9924 2020-07-02 09:18:51,759 - mmaction - INFO - Epoch [80][640/940] lr: 1.000e-03, eta: 5:32:35, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.7810, loss: 0.7810 2020-07-02 09:19:11,482 - mmaction - INFO - Epoch [80][660/940] lr: 1.000e-03, eta: 5:32:14, time: 0.986, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8418, loss: 0.8418 2020-07-02 09:19:30,972 - mmaction - INFO - Epoch [80][680/940] lr: 1.000e-03, eta: 5:31:52, time: 0.975, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9281, loss_cls: 0.8838, loss: 0.8838 2020-07-02 09:19:49,582 - mmaction - INFO - Epoch [80][700/940] lr: 1.000e-03, eta: 5:31:30, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0279, loss: 1.0279 2020-07-02 09:20:08,391 - mmaction - INFO - Epoch [80][720/940] lr: 1.000e-03, eta: 5:31:08, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.8634, loss: 0.8634 2020-07-02 09:20:26,554 - mmaction - INFO - Epoch [80][740/940] lr: 1.000e-03, eta: 5:30:46, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9266, loss_cls: 0.9164, loss: 0.9164 2020-07-02 09:20:45,117 - mmaction - INFO - Epoch [80][760/940] lr: 1.000e-03, eta: 5:30:23, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9469, loss_cls: 0.7566, loss: 0.7566 2020-07-02 09:21:03,640 - mmaction - INFO - Epoch [80][780/940] lr: 1.000e-03, eta: 5:30:01, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9078, loss_cls: 0.9281, loss: 0.9281 2020-07-02 09:21:22,440 - mmaction - INFO - Epoch [80][800/940] lr: 1.000e-03, eta: 5:29:39, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8485, loss: 0.8485 2020-07-02 09:21:41,116 - mmaction - INFO - Epoch [80][820/940] lr: 1.000e-03, eta: 5:29:17, time: 0.936, data_time: 0.003, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.9203, loss: 0.9203 2020-07-02 09:21:59,050 - mmaction - INFO - Epoch [80][840/940] lr: 1.000e-03, eta: 5:28:55, time: 0.897, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.8755, loss: 0.8755 2020-07-02 09:22:18,413 - mmaction - INFO - Epoch [80][860/940] lr: 1.000e-03, eta: 5:28:33, time: 0.968, data_time: 0.001, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7508, loss: 0.7508 2020-07-02 09:22:37,708 - mmaction - INFO - Epoch [80][880/940] lr: 1.000e-03, eta: 5:28:11, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9391, loss_cls: 0.8227, loss: 0.8227 2020-07-02 09:22:56,995 - mmaction - INFO - Epoch [80][900/940] lr: 1.000e-03, eta: 5:27:50, time: 0.963, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9172, loss_cls: 0.9287, loss: 0.9287 2020-07-02 09:23:15,105 - mmaction - INFO - Epoch [80][920/940] lr: 1.000e-03, eta: 5:27:27, time: 0.907, data_time: 0.002, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.8888, loss: 0.8888 2020-07-02 09:23:31,932 - mmaction - INFO - Epoch [80][940/940] lr: 1.000e-03, eta: 5:27:04, time: 0.841, data_time: 0.001, memory: 21558, top1_acc: 0.7659, top5_acc: 0.9171, loss_cls: 0.9359, loss: 0.9359 2020-07-02 09:23:36,752 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-02 09:26:24,577 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 09:26:25,299 - mmaction - INFO - top1_acc 0.6869 top5_acc 0.8838 2020-07-02 09:26:25,299 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 09:26:25,354 - mmaction - INFO - mean_acc 0.6868 2020-07-02 09:26:25,361 - mmaction - INFO - Epoch [80][940/940] lr: 1.000e-03, top1_acc: 0.6869, top5_acc: 0.8838, mean_class_accuracy: 0.6868 2020-07-02 09:28:20,094 - mmaction - INFO - Epoch [81][20/940] lr: 1.000e-04, eta: 5:27:33, time: 5.736, data_time: 4.845, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9453, loss_cls: 0.8457, loss: 0.8457 2020-07-02 09:28:38,361 - mmaction - INFO - Epoch [81][40/940] lr: 1.000e-04, eta: 5:27:10, time: 0.913, data_time: 0.019, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.8932, loss: 0.8932 2020-07-02 09:28:57,120 - mmaction - INFO - Epoch [81][60/940] lr: 1.000e-04, eta: 5:26:48, time: 0.937, data_time: 0.046, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.9002, loss: 0.9002 2020-07-02 09:29:16,009 - mmaction - INFO - Epoch [81][80/940] lr: 1.000e-04, eta: 5:26:26, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8567, loss: 0.8567 2020-07-02 09:29:34,465 - mmaction - INFO - Epoch [81][100/940] lr: 1.000e-04, eta: 5:26:04, time: 0.923, data_time: 0.026, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9297, loss_cls: 0.8317, loss: 0.8317 2020-07-02 09:29:53,044 - mmaction - INFO - Epoch [81][120/940] lr: 1.000e-04, eta: 5:25:42, time: 0.931, data_time: 0.118, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.8387, loss: 0.8387 2020-07-02 09:30:12,431 - mmaction - INFO - Epoch [81][140/940] lr: 1.000e-04, eta: 5:25:20, time: 0.969, data_time: 0.103, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8551, loss: 0.8551 2020-07-02 09:30:31,197 - mmaction - INFO - Epoch [81][160/940] lr: 1.000e-04, eta: 5:24:58, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9406, loss_cls: 0.8473, loss: 0.8473 2020-07-02 09:30:50,146 - mmaction - INFO - Epoch [81][180/940] lr: 1.000e-04, eta: 5:24:36, time: 0.947, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.7974, loss: 0.7974 2020-07-02 09:31:07,996 - mmaction - INFO - Epoch [81][200/940] lr: 1.000e-04, eta: 5:24:14, time: 0.890, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8875, loss: 0.8875 2020-07-02 09:31:26,631 - mmaction - INFO - Epoch [81][220/940] lr: 1.000e-04, eta: 5:23:52, time: 0.933, data_time: 0.003, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8536, loss: 0.8536 2020-07-02 09:31:45,020 - mmaction - INFO - Epoch [81][240/940] lr: 1.000e-04, eta: 5:23:29, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0143, loss: 1.0143 2020-07-02 09:32:04,255 - mmaction - INFO - Epoch [81][260/940] lr: 1.000e-04, eta: 5:23:08, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.8864, loss: 0.8864 2020-07-02 09:32:22,716 - mmaction - INFO - Epoch [81][280/940] lr: 1.000e-04, eta: 5:22:45, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.9278, loss: 0.9278 2020-07-02 09:32:41,317 - mmaction - INFO - Epoch [81][300/940] lr: 1.000e-04, eta: 5:22:23, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9375, loss_cls: 0.8795, loss: 0.8795 2020-07-02 09:33:00,393 - mmaction - INFO - Epoch [81][320/940] lr: 1.000e-04, eta: 5:22:02, time: 0.954, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9062, loss_cls: 0.9053, loss: 0.9053 2020-07-02 09:33:19,077 - mmaction - INFO - Epoch [81][340/940] lr: 1.000e-04, eta: 5:21:39, time: 0.934, data_time: 0.065, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8245, loss: 0.8245 2020-07-02 09:33:37,888 - mmaction - INFO - Epoch [81][360/940] lr: 1.000e-04, eta: 5:21:18, time: 0.941, data_time: 0.077, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9187, loss_cls: 0.8828, loss: 0.8828 2020-07-02 09:33:56,594 - mmaction - INFO - Epoch [81][380/940] lr: 1.000e-04, eta: 5:20:55, time: 0.935, data_time: 0.054, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9094, loss_cls: 0.8786, loss: 0.8786 2020-07-02 09:34:15,886 - mmaction - INFO - Epoch [81][400/940] lr: 1.000e-04, eta: 5:20:34, time: 0.964, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.7857, loss: 0.7857 2020-07-02 09:34:34,426 - mmaction - INFO - Epoch [81][420/940] lr: 1.000e-04, eta: 5:20:12, time: 0.925, data_time: 0.005, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.8103, loss: 0.8103 2020-07-02 09:34:53,351 - mmaction - INFO - Epoch [81][440/940] lr: 1.000e-04, eta: 5:19:50, time: 0.949, data_time: 0.013, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.8544, loss: 0.8544 2020-07-02 09:35:12,569 - mmaction - INFO - Epoch [81][460/940] lr: 1.000e-04, eta: 5:19:28, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9219, loss_cls: 0.8760, loss: 0.8760 2020-07-02 09:35:31,185 - mmaction - INFO - Epoch [81][480/940] lr: 1.000e-04, eta: 5:19:06, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9359, loss_cls: 0.8287, loss: 0.8287 2020-07-02 09:35:49,521 - mmaction - INFO - Epoch [81][500/940] lr: 1.000e-04, eta: 5:18:44, time: 0.917, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.9092, loss: 0.9092 2020-07-02 09:36:08,269 - mmaction - INFO - Epoch [81][520/940] lr: 1.000e-04, eta: 5:18:22, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9141, loss_cls: 0.8815, loss: 0.8815 2020-07-02 09:36:27,108 - mmaction - INFO - Epoch [81][540/940] lr: 1.000e-04, eta: 5:18:00, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.7865, loss: 0.7865 2020-07-02 09:36:45,723 - mmaction - INFO - Epoch [81][560/940] lr: 1.000e-04, eta: 5:17:38, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9484, loss_cls: 0.7400, loss: 0.7400 2020-07-02 09:37:04,323 - mmaction - INFO - Epoch [81][580/940] lr: 1.000e-04, eta: 5:17:16, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9375, loss_cls: 0.8247, loss: 0.8247 2020-07-02 09:37:23,178 - mmaction - INFO - Epoch [81][600/940] lr: 1.000e-04, eta: 5:16:54, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8854, loss: 0.8854 2020-07-02 09:37:40,721 - mmaction - INFO - Epoch [81][620/940] lr: 1.000e-04, eta: 5:16:31, time: 0.877, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.9001, loss: 0.9001 2020-07-02 09:37:59,614 - mmaction - INFO - Epoch [81][640/940] lr: 1.000e-04, eta: 5:16:09, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9484, loss_cls: 0.7533, loss: 0.7533 2020-07-02 09:38:17,819 - mmaction - INFO - Epoch [81][660/940] lr: 1.000e-04, eta: 5:15:47, time: 0.910, data_time: 0.012, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.9755, loss: 0.9755 2020-07-02 09:38:36,678 - mmaction - INFO - Epoch [81][680/940] lr: 1.000e-04, eta: 5:15:25, time: 0.943, data_time: 0.003, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9344, loss_cls: 0.8041, loss: 0.8041 2020-07-02 09:38:55,776 - mmaction - INFO - Epoch [81][700/940] lr: 1.000e-04, eta: 5:15:03, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.8694, loss: 0.8694 2020-07-02 09:39:14,673 - mmaction - INFO - Epoch [81][720/940] lr: 1.000e-04, eta: 5:14:42, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9392, loss: 0.9392 2020-07-02 09:39:33,248 - mmaction - INFO - Epoch [81][740/940] lr: 1.000e-04, eta: 5:14:19, time: 0.928, data_time: 0.000, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9328, loss_cls: 0.7691, loss: 0.7691 2020-07-02 09:39:51,880 - mmaction - INFO - Epoch [81][760/940] lr: 1.000e-04, eta: 5:13:57, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.8532, loss: 0.8532 2020-07-02 09:40:10,394 - mmaction - INFO - Epoch [81][780/940] lr: 1.000e-04, eta: 5:13:35, time: 0.924, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.8786, loss: 0.8786 2020-07-02 09:40:29,210 - mmaction - INFO - Epoch [81][800/940] lr: 1.000e-04, eta: 5:13:14, time: 0.942, data_time: 0.003, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8763, loss: 0.8763 2020-07-02 09:40:47,340 - mmaction - INFO - Epoch [81][820/940] lr: 1.000e-04, eta: 5:12:51, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9344, loss_cls: 0.8296, loss: 0.8296 2020-07-02 09:41:05,380 - mmaction - INFO - Epoch [81][840/940] lr: 1.000e-04, eta: 5:12:29, time: 0.901, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8699, loss: 0.8699 2020-07-02 09:41:24,395 - mmaction - INFO - Epoch [81][860/940] lr: 1.000e-04, eta: 5:12:07, time: 0.951, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9297, loss_cls: 0.8273, loss: 0.8273 2020-07-02 09:41:42,996 - mmaction - INFO - Epoch [81][880/940] lr: 1.000e-04, eta: 5:11:45, time: 0.932, data_time: 0.048, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8920, loss: 0.8920 2020-07-02 09:42:01,561 - mmaction - INFO - Epoch [81][900/940] lr: 1.000e-04, eta: 5:11:23, time: 0.928, data_time: 0.081, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8415, loss: 0.8415 2020-07-02 09:42:20,326 - mmaction - INFO - Epoch [81][920/940] lr: 1.000e-04, eta: 5:11:01, time: 0.938, data_time: 0.127, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.8447, loss: 0.8447 2020-07-02 09:42:37,403 - mmaction - INFO - Epoch [81][940/940] lr: 1.000e-04, eta: 5:10:39, time: 0.854, data_time: 0.030, memory: 21558, top1_acc: 0.7772, top5_acc: 0.9236, loss_cls: 0.8415, loss: 0.8415 2020-07-02 09:42:42,015 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-07-02 09:45:26,005 - mmaction - INFO - Epoch [82][20/940] lr: 1.000e-04, eta: 5:11:27, time: 8.183, data_time: 7.217, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9141, loss_cls: 0.8851, loss: 0.8851 2020-07-02 09:45:43,618 - mmaction - INFO - Epoch [82][40/940] lr: 1.000e-04, eta: 5:11:05, time: 0.883, data_time: 0.006, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8453, loss: 0.8453 2020-07-02 09:46:02,589 - mmaction - INFO - Epoch [82][60/940] lr: 1.000e-04, eta: 5:10:43, time: 0.948, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8553, loss: 0.8553 2020-07-02 09:46:20,830 - mmaction - INFO - Epoch [82][80/940] lr: 1.000e-04, eta: 5:10:20, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9141, loss_cls: 0.8734, loss: 0.8734 2020-07-02 09:46:39,777 - mmaction - INFO - Epoch [82][100/940] lr: 1.000e-04, eta: 5:09:59, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.9097, loss: 0.9097 2020-07-02 09:46:58,572 - mmaction - INFO - Epoch [82][120/940] lr: 1.000e-04, eta: 5:09:37, time: 0.941, data_time: 0.018, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.7906, loss: 0.7906 2020-07-02 09:47:17,223 - mmaction - INFO - Epoch [82][140/940] lr: 1.000e-04, eta: 5:09:14, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.8529, loss: 0.8529 2020-07-02 09:47:36,019 - mmaction - INFO - Epoch [82][160/940] lr: 1.000e-04, eta: 5:08:53, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9266, loss_cls: 0.8297, loss: 0.8297 2020-07-02 09:47:54,351 - mmaction - INFO - Epoch [82][180/940] lr: 1.000e-04, eta: 5:08:30, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9406, loss_cls: 0.8439, loss: 0.8439 2020-07-02 09:48:13,155 - mmaction - INFO - Epoch [82][200/940] lr: 1.000e-04, eta: 5:08:08, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.8172, top5_acc: 0.9406, loss_cls: 0.7413, loss: 0.7413 2020-07-02 09:48:31,841 - mmaction - INFO - Epoch [82][220/940] lr: 1.000e-04, eta: 5:07:46, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8185, loss: 0.8185 2020-07-02 09:48:50,763 - mmaction - INFO - Epoch [82][240/940] lr: 1.000e-04, eta: 5:07:24, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.8589, loss: 0.8589 2020-07-02 09:49:09,352 - mmaction - INFO - Epoch [82][260/940] lr: 1.000e-04, eta: 5:07:02, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7429, loss: 0.7429 2020-07-02 09:49:28,330 - mmaction - INFO - Epoch [82][280/940] lr: 1.000e-04, eta: 5:06:41, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.8603, loss: 0.8603 2020-07-02 09:49:47,382 - mmaction - INFO - Epoch [82][300/940] lr: 1.000e-04, eta: 5:06:19, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.8065, loss: 0.8065 2020-07-02 09:50:05,169 - mmaction - INFO - Epoch [82][320/940] lr: 1.000e-04, eta: 5:05:56, time: 0.891, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9250, loss_cls: 0.8607, loss: 0.8607 2020-07-02 09:50:23,855 - mmaction - INFO - Epoch [82][340/940] lr: 1.000e-04, eta: 5:05:34, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.9194, loss: 0.9194 2020-07-02 09:50:42,287 - mmaction - INFO - Epoch [82][360/940] lr: 1.000e-04, eta: 5:05:12, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9109, loss_cls: 0.8937, loss: 0.8937 2020-07-02 09:51:01,307 - mmaction - INFO - Epoch [82][380/940] lr: 1.000e-04, eta: 5:04:50, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9437, loss_cls: 0.7944, loss: 0.7944 2020-07-02 09:51:20,448 - mmaction - INFO - Epoch [82][400/940] lr: 1.000e-04, eta: 5:04:29, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.7959, loss: 0.7959 2020-07-02 09:51:38,842 - mmaction - INFO - Epoch [82][420/940] lr: 1.000e-04, eta: 5:04:06, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9203, loss_cls: 0.8579, loss: 0.8579 2020-07-02 09:51:56,043 - mmaction - INFO - Epoch [82][440/940] lr: 1.000e-04, eta: 5:03:44, time: 0.860, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.8914, loss: 0.8914 2020-07-02 09:52:14,751 - mmaction - INFO - Epoch [82][460/940] lr: 1.000e-04, eta: 5:03:22, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9328, loss_cls: 0.8419, loss: 0.8419 2020-07-02 09:52:33,375 - mmaction - INFO - Epoch [82][480/940] lr: 1.000e-04, eta: 5:03:00, time: 0.932, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8594, loss: 0.8594 2020-07-02 09:52:52,720 - mmaction - INFO - Epoch [82][500/940] lr: 1.000e-04, eta: 5:02:38, time: 0.967, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9187, loss_cls: 0.8279, loss: 0.8279 2020-07-02 09:53:11,798 - mmaction - INFO - Epoch [82][520/940] lr: 1.000e-04, eta: 5:02:16, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.8772, loss: 0.8772 2020-07-02 09:53:29,961 - mmaction - INFO - Epoch [82][540/940] lr: 1.000e-04, eta: 5:01:54, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9344, loss_cls: 0.9011, loss: 0.9011 2020-07-02 09:53:48,281 - mmaction - INFO - Epoch [82][560/940] lr: 1.000e-04, eta: 5:01:32, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9062, loss_cls: 0.9268, loss: 0.9268 2020-07-02 09:54:06,994 - mmaction - INFO - Epoch [82][580/940] lr: 1.000e-04, eta: 5:01:10, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9078, loss_cls: 0.9082, loss: 0.9082 2020-07-02 09:54:25,886 - mmaction - INFO - Epoch [82][600/940] lr: 1.000e-04, eta: 5:00:48, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8962, loss: 0.8962 2020-07-02 09:54:44,914 - mmaction - INFO - Epoch [82][620/940] lr: 1.000e-04, eta: 5:00:26, time: 0.950, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9203, loss_cls: 0.8637, loss: 0.8637 2020-07-02 09:55:03,648 - mmaction - INFO - Epoch [82][640/940] lr: 1.000e-04, eta: 5:00:05, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9125, loss_cls: 0.9575, loss: 0.9575 2020-07-02 09:55:22,354 - mmaction - INFO - Epoch [82][660/940] lr: 1.000e-04, eta: 4:59:43, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9170, loss: 0.9170 2020-07-02 09:55:40,925 - mmaction - INFO - Epoch [82][680/940] lr: 1.000e-04, eta: 4:59:21, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9328, loss_cls: 0.8552, loss: 0.8552 2020-07-02 09:55:59,569 - mmaction - INFO - Epoch [82][700/940] lr: 1.000e-04, eta: 4:58:59, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7635, loss: 0.7635 2020-07-02 09:56:17,461 - mmaction - INFO - Epoch [82][720/940] lr: 1.000e-04, eta: 4:58:36, time: 0.899, data_time: 0.005, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.9073, loss: 0.9073 2020-07-02 09:56:35,981 - mmaction - INFO - Epoch [82][740/940] lr: 1.000e-04, eta: 4:58:14, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8587, loss: 0.8587 2020-07-02 09:56:54,798 - mmaction - INFO - Epoch [82][760/940] lr: 1.000e-04, eta: 4:57:53, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9266, loss_cls: 0.8569, loss: 0.8569 2020-07-02 09:57:13,190 - mmaction - INFO - Epoch [82][780/940] lr: 1.000e-04, eta: 4:57:30, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8799, loss: 0.8799 2020-07-02 09:57:32,215 - mmaction - INFO - Epoch [82][800/940] lr: 1.000e-04, eta: 4:57:09, time: 0.953, data_time: 0.003, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8439, loss: 0.8439 2020-07-02 09:57:50,555 - mmaction - INFO - Epoch [82][820/940] lr: 1.000e-04, eta: 4:56:47, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.8980, loss: 0.8980 2020-07-02 09:58:09,010 - mmaction - INFO - Epoch [82][840/940] lr: 1.000e-04, eta: 4:56:25, time: 0.924, data_time: 0.003, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9250, loss_cls: 0.8575, loss: 0.8575 2020-07-02 09:58:28,448 - mmaction - INFO - Epoch [82][860/940] lr: 1.000e-04, eta: 4:56:03, time: 0.972, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8517, loss: 0.8517 2020-07-02 09:58:46,802 - mmaction - INFO - Epoch [82][880/940] lr: 1.000e-04, eta: 4:55:41, time: 0.916, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.8466, loss: 0.8466 2020-07-02 09:59:05,533 - mmaction - INFO - Epoch [82][900/940] lr: 1.000e-04, eta: 4:55:19, time: 0.938, data_time: 0.005, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9422, loss_cls: 0.7757, loss: 0.7757 2020-07-02 09:59:25,502 - mmaction - INFO - Epoch [82][920/940] lr: 1.000e-04, eta: 4:54:58, time: 0.998, data_time: 0.016, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.8546, loss: 0.8546 2020-07-02 09:59:44,800 - mmaction - INFO - Epoch [82][940/940] lr: 1.000e-04, eta: 4:54:36, time: 0.965, data_time: 0.096, memory: 21558, top1_acc: 0.7870, top5_acc: 0.9252, loss_cls: 0.8342, loss: 0.8342 2020-07-02 09:59:48,509 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-07-02 10:02:06,501 - mmaction - INFO - Epoch [83][20/940] lr: 1.000e-04, eta: 4:55:08, time: 6.884, data_time: 5.868, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9359, loss_cls: 0.7877, loss: 0.7877 2020-07-02 10:02:24,939 - mmaction - INFO - Epoch [83][40/940] lr: 1.000e-04, eta: 4:54:46, time: 0.922, data_time: 0.003, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9141, loss_cls: 0.8348, loss: 0.8348 2020-07-02 10:02:47,067 - mmaction - INFO - Epoch [83][60/940] lr: 1.000e-04, eta: 4:54:25, time: 1.106, data_time: 0.011, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8695, loss: 0.8695 2020-07-02 10:03:07,607 - mmaction - INFO - Epoch [83][80/940] lr: 1.000e-04, eta: 4:54:04, time: 1.028, data_time: 0.003, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8222, loss: 0.8222 2020-07-02 10:03:26,601 - mmaction - INFO - Epoch [83][100/940] lr: 1.000e-04, eta: 4:53:42, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9266, loss_cls: 0.8197, loss: 0.8197 2020-07-02 10:03:45,093 - mmaction - INFO - Epoch [83][120/940] lr: 1.000e-04, eta: 4:53:20, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9359, loss_cls: 0.8103, loss: 0.8103 2020-07-02 10:04:03,100 - mmaction - INFO - Epoch [83][140/940] lr: 1.000e-04, eta: 4:52:58, time: 0.902, data_time: 0.028, memory: 21558, top1_acc: 0.8187, top5_acc: 0.9391, loss_cls: 0.7321, loss: 0.7321 2020-07-02 10:04:22,890 - mmaction - INFO - Epoch [83][160/940] lr: 1.000e-04, eta: 4:52:37, time: 0.987, data_time: 0.219, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.9180, loss: 0.9180 2020-07-02 10:04:41,203 - mmaction - INFO - Epoch [83][180/940] lr: 1.000e-04, eta: 4:52:14, time: 0.918, data_time: 0.150, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9031, loss_cls: 0.9582, loss: 0.9582 2020-07-02 10:05:00,946 - mmaction - INFO - Epoch [83][200/940] lr: 1.000e-04, eta: 4:51:53, time: 0.987, data_time: 0.221, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9437, loss_cls: 0.8476, loss: 0.8476 2020-07-02 10:05:19,259 - mmaction - INFO - Epoch [83][220/940] lr: 1.000e-04, eta: 4:51:31, time: 0.915, data_time: 0.144, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8811, loss: 0.8811 2020-07-02 10:05:37,884 - mmaction - INFO - Epoch [83][240/940] lr: 1.000e-04, eta: 4:51:09, time: 0.929, data_time: 0.158, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9203, loss_cls: 0.8331, loss: 0.8331 2020-07-02 10:05:56,683 - mmaction - INFO - Epoch [83][260/940] lr: 1.000e-04, eta: 4:50:47, time: 0.941, data_time: 0.168, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.8912, loss: 0.8912 2020-07-02 10:06:15,721 - mmaction - INFO - Epoch [83][280/940] lr: 1.000e-04, eta: 4:50:25, time: 0.953, data_time: 0.183, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8809, loss: 0.8809 2020-07-02 10:06:33,785 - mmaction - INFO - Epoch [83][300/940] lr: 1.000e-04, eta: 4:50:03, time: 0.903, data_time: 0.137, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.8791, loss: 0.8791 2020-07-02 10:06:51,832 - mmaction - INFO - Epoch [83][320/940] lr: 1.000e-04, eta: 4:49:41, time: 0.902, data_time: 0.136, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9172, loss_cls: 0.8574, loss: 0.8574 2020-07-02 10:07:10,472 - mmaction - INFO - Epoch [83][340/940] lr: 1.000e-04, eta: 4:49:19, time: 0.932, data_time: 0.162, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8310, loss: 0.8310 2020-07-02 10:07:28,496 - mmaction - INFO - Epoch [83][360/940] lr: 1.000e-04, eta: 4:48:57, time: 0.902, data_time: 0.138, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9266, loss_cls: 0.8393, loss: 0.8393 2020-07-02 10:07:47,521 - mmaction - INFO - Epoch [83][380/940] lr: 1.000e-04, eta: 4:48:35, time: 0.951, data_time: 0.185, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9078, loss_cls: 0.9225, loss: 0.9225 2020-07-02 10:08:09,785 - mmaction - INFO - Epoch [83][400/940] lr: 1.000e-04, eta: 4:48:14, time: 1.113, data_time: 0.188, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9215, loss: 0.9215 2020-07-02 10:08:29,994 - mmaction - INFO - Epoch [83][420/940] lr: 1.000e-04, eta: 4:47:53, time: 1.009, data_time: 0.094, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8790, loss: 0.8790 2020-07-02 10:08:52,548 - mmaction - INFO - Epoch [83][440/940] lr: 1.000e-04, eta: 4:47:33, time: 1.126, data_time: 0.027, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9313, loss_cls: 0.8771, loss: 0.8771 2020-07-02 10:09:11,168 - mmaction - INFO - Epoch [83][460/940] lr: 1.000e-04, eta: 4:47:11, time: 0.934, data_time: 0.004, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9281, loss_cls: 0.7760, loss: 0.7760 2020-07-02 10:09:34,734 - mmaction - INFO - Epoch [83][480/940] lr: 1.000e-04, eta: 4:46:51, time: 1.178, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9313, loss_cls: 0.7984, loss: 0.7984 2020-07-02 10:10:00,241 - mmaction - INFO - Epoch [83][500/940] lr: 1.000e-04, eta: 4:46:32, time: 1.275, data_time: 0.000, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.7693, loss: 0.7693 2020-07-02 10:10:20,175 - mmaction - INFO - Epoch [83][520/940] lr: 1.000e-04, eta: 4:46:11, time: 0.996, data_time: 0.024, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9231, loss: 0.9231 2020-07-02 10:10:44,808 - mmaction - INFO - Epoch [83][540/940] lr: 1.000e-04, eta: 4:45:52, time: 1.232, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9516, loss_cls: 0.7158, loss: 0.7158 2020-07-02 10:11:05,615 - mmaction - INFO - Epoch [83][560/940] lr: 1.000e-04, eta: 4:45:31, time: 1.038, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9141, loss_cls: 0.9658, loss: 0.9658 2020-07-02 10:11:27,646 - mmaction - INFO - Epoch [83][580/940] lr: 1.000e-04, eta: 4:45:10, time: 1.104, data_time: 0.092, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9172, loss_cls: 0.8454, loss: 0.8454 2020-07-02 10:11:48,014 - mmaction - INFO - Epoch [83][600/940] lr: 1.000e-04, eta: 4:44:49, time: 1.019, data_time: 0.204, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8721, loss: 0.8721 2020-07-02 10:12:06,835 - mmaction - INFO - Epoch [83][620/940] lr: 1.000e-04, eta: 4:44:27, time: 0.940, data_time: 0.142, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7275, loss: 0.7275 2020-07-02 10:12:26,080 - mmaction - INFO - Epoch [83][640/940] lr: 1.000e-04, eta: 4:44:05, time: 0.963, data_time: 0.189, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9453, loss_cls: 0.8232, loss: 0.8232 2020-07-02 10:12:44,519 - mmaction - INFO - Epoch [83][660/940] lr: 1.000e-04, eta: 4:43:43, time: 0.922, data_time: 0.137, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.8376, loss: 0.8376 2020-07-02 10:13:03,281 - mmaction - INFO - Epoch [83][680/940] lr: 1.000e-04, eta: 4:43:21, time: 0.938, data_time: 0.171, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9203, loss_cls: 0.8448, loss: 0.8448 2020-07-02 10:13:22,839 - mmaction - INFO - Epoch [83][700/940] lr: 1.000e-04, eta: 4:43:00, time: 0.978, data_time: 0.010, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8460, loss: 0.8460 2020-07-02 10:13:46,080 - mmaction - INFO - Epoch [83][720/940] lr: 1.000e-04, eta: 4:42:40, time: 1.162, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8360, loss: 0.8360 2020-07-02 10:14:09,799 - mmaction - INFO - Epoch [83][740/940] lr: 1.000e-04, eta: 4:42:20, time: 1.186, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8592, loss: 0.8592 2020-07-02 10:14:29,191 - mmaction - INFO - Epoch [83][760/940] lr: 1.000e-04, eta: 4:41:59, time: 0.969, data_time: 0.000, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.8247, loss: 0.8247 2020-07-02 10:14:49,674 - mmaction - INFO - Epoch [83][780/940] lr: 1.000e-04, eta: 4:41:38, time: 1.024, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9563, loss_cls: 0.7441, loss: 0.7441 2020-07-02 10:15:12,511 - mmaction - INFO - Epoch [83][800/940] lr: 1.000e-04, eta: 4:41:17, time: 1.142, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.8715, loss: 0.8715 2020-07-02 10:15:34,570 - mmaction - INFO - Epoch [83][820/940] lr: 1.000e-04, eta: 4:40:57, time: 1.102, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9505, loss: 0.9505 2020-07-02 10:15:54,856 - mmaction - INFO - Epoch [83][840/940] lr: 1.000e-04, eta: 4:40:36, time: 1.015, data_time: 0.050, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9109, loss_cls: 0.9179, loss: 0.9179 2020-07-02 10:16:15,041 - mmaction - INFO - Epoch [83][860/940] lr: 1.000e-04, eta: 4:40:14, time: 1.009, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9484, loss_cls: 0.8181, loss: 0.8181 2020-07-02 10:16:35,493 - mmaction - INFO - Epoch [83][880/940] lr: 1.000e-04, eta: 4:39:53, time: 1.021, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8883, loss: 0.8883 2020-07-02 10:16:53,250 - mmaction - INFO - Epoch [83][900/940] lr: 1.000e-04, eta: 4:39:31, time: 0.889, data_time: 0.002, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9266, loss_cls: 0.8353, loss: 0.8353 2020-07-02 10:17:12,830 - mmaction - INFO - Epoch [83][920/940] lr: 1.000e-04, eta: 4:39:10, time: 0.979, data_time: 0.001, memory: 21558, top1_acc: 0.8172, top5_acc: 0.9250, loss_cls: 0.7813, loss: 0.7813 2020-07-02 10:17:30,877 - mmaction - INFO - Epoch [83][940/940] lr: 1.000e-04, eta: 4:38:47, time: 0.902, data_time: 0.001, memory: 21558, top1_acc: 0.7675, top5_acc: 0.9203, loss_cls: 0.9287, loss: 0.9287 2020-07-02 10:17:34,232 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-07-02 10:18:49,772 - mmaction - INFO - Epoch [84][20/940] lr: 1.000e-04, eta: 4:38:49, time: 3.756, data_time: 2.809, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.8858, loss: 0.8858 2020-07-02 10:19:09,841 - mmaction - INFO - Epoch [84][40/940] lr: 1.000e-04, eta: 4:38:28, time: 1.004, data_time: 0.007, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8071, loss: 0.8071 2020-07-02 10:19:30,463 - mmaction - INFO - Epoch [84][60/940] lr: 1.000e-04, eta: 4:38:06, time: 1.032, data_time: 0.002, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9328, loss_cls: 0.7715, loss: 0.7715 2020-07-02 10:19:53,903 - mmaction - INFO - Epoch [84][80/940] lr: 1.000e-04, eta: 4:37:47, time: 1.172, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9359, loss_cls: 0.8126, loss: 0.8126 2020-07-02 10:20:13,132 - mmaction - INFO - Epoch [84][100/940] lr: 1.000e-04, eta: 4:37:25, time: 0.962, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8739, loss: 0.8739 2020-07-02 10:20:32,199 - mmaction - INFO - Epoch [84][120/940] lr: 1.000e-04, eta: 4:37:03, time: 0.953, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9066, loss: 0.9066 2020-07-02 10:20:50,869 - mmaction - INFO - Epoch [84][140/940] lr: 1.000e-04, eta: 4:36:41, time: 0.933, data_time: 0.000, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9187, loss_cls: 0.8360, loss: 0.8360 2020-07-02 10:21:09,731 - mmaction - INFO - Epoch [84][160/940] lr: 1.000e-04, eta: 4:36:19, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.9295, loss: 0.9295 2020-07-02 10:21:28,729 - mmaction - INFO - Epoch [84][180/940] lr: 1.000e-04, eta: 4:35:58, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9348, loss: 0.9348 2020-07-02 10:21:47,712 - mmaction - INFO - Epoch [84][200/940] lr: 1.000e-04, eta: 4:35:36, time: 0.949, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8427, loss: 0.8427 2020-07-02 10:22:05,875 - mmaction - INFO - Epoch [84][220/940] lr: 1.000e-04, eta: 4:35:14, time: 0.910, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8954, loss: 0.8954 2020-07-02 10:22:24,720 - mmaction - INFO - Epoch [84][240/940] lr: 1.000e-04, eta: 4:34:52, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9291, loss: 0.9291 2020-07-02 10:22:43,441 - mmaction - INFO - Epoch [84][260/940] lr: 1.000e-04, eta: 4:34:30, time: 0.937, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9109, loss_cls: 0.8544, loss: 0.8544 2020-07-02 10:23:02,090 - mmaction - INFO - Epoch [84][280/940] lr: 1.000e-04, eta: 4:34:08, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8000, loss: 0.8000 2020-07-02 10:23:20,587 - mmaction - INFO - Epoch [84][300/940] lr: 1.000e-04, eta: 4:33:46, time: 0.927, data_time: 0.003, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9437, loss_cls: 0.8307, loss: 0.8307 2020-07-02 10:23:39,398 - mmaction - INFO - Epoch [84][320/940] lr: 1.000e-04, eta: 4:33:24, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.8770, loss: 0.8770 2020-07-02 10:23:57,916 - mmaction - INFO - Epoch [84][340/940] lr: 1.000e-04, eta: 4:33:02, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.8253, loss: 0.8253 2020-07-02 10:24:16,312 - mmaction - INFO - Epoch [84][360/940] lr: 1.000e-04, eta: 4:32:41, time: 0.920, data_time: 0.000, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9359, loss_cls: 0.7994, loss: 0.7994 2020-07-02 10:24:34,967 - mmaction - INFO - Epoch [84][380/940] lr: 1.000e-04, eta: 4:32:19, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9375, loss_cls: 0.7567, loss: 0.7567 2020-07-02 10:24:54,729 - mmaction - INFO - Epoch [84][400/940] lr: 1.000e-04, eta: 4:31:57, time: 0.989, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.9320, loss: 0.9320 2020-07-02 10:25:14,088 - mmaction - INFO - Epoch [84][420/940] lr: 1.000e-04, eta: 4:31:36, time: 0.968, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9453, loss_cls: 0.7671, loss: 0.7671 2020-07-02 10:25:33,090 - mmaction - INFO - Epoch [84][440/940] lr: 1.000e-04, eta: 4:31:14, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9328, loss_cls: 0.8628, loss: 0.8628 2020-07-02 10:25:51,726 - mmaction - INFO - Epoch [84][460/940] lr: 1.000e-04, eta: 4:30:52, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.7588, loss: 0.7588 2020-07-02 10:26:10,369 - mmaction - INFO - Epoch [84][480/940] lr: 1.000e-04, eta: 4:30:30, time: 0.934, data_time: 0.003, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9313, loss_cls: 0.7724, loss: 0.7724 2020-07-02 10:26:28,916 - mmaction - INFO - Epoch [84][500/940] lr: 1.000e-04, eta: 4:30:08, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9375, loss_cls: 0.7512, loss: 0.7512 2020-07-02 10:26:47,416 - mmaction - INFO - Epoch [84][520/940] lr: 1.000e-04, eta: 4:29:46, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9125, loss_cls: 0.8365, loss: 0.8365 2020-07-02 10:27:06,578 - mmaction - INFO - Epoch [84][540/940] lr: 1.000e-04, eta: 4:29:25, time: 0.958, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.8904, loss: 0.8904 2020-07-02 10:27:24,858 - mmaction - INFO - Epoch [84][560/940] lr: 1.000e-04, eta: 4:29:03, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 0.7616, loss: 0.7616 2020-07-02 10:27:43,422 - mmaction - INFO - Epoch [84][580/940] lr: 1.000e-04, eta: 4:28:41, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.8557, loss: 0.8557 2020-07-02 10:28:02,780 - mmaction - INFO - Epoch [84][600/940] lr: 1.000e-04, eta: 4:28:19, time: 0.968, data_time: 0.003, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9141, loss_cls: 0.8542, loss: 0.8542 2020-07-02 10:28:21,885 - mmaction - INFO - Epoch [84][620/940] lr: 1.000e-04, eta: 4:27:58, time: 0.958, data_time: 0.003, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.8540, loss: 0.8540 2020-07-02 10:28:40,365 - mmaction - INFO - Epoch [84][640/940] lr: 1.000e-04, eta: 4:27:36, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.8666, loss: 0.8666 2020-07-02 10:28:58,783 - mmaction - INFO - Epoch [84][660/940] lr: 1.000e-04, eta: 4:27:14, time: 0.923, data_time: 0.003, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8360, loss: 0.8360 2020-07-02 10:29:17,767 - mmaction - INFO - Epoch [84][680/940] lr: 1.000e-04, eta: 4:26:52, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9047, loss_cls: 0.9197, loss: 0.9197 2020-07-02 10:29:36,809 - mmaction - INFO - Epoch [84][700/940] lr: 1.000e-04, eta: 4:26:30, time: 0.950, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9297, loss_cls: 0.8197, loss: 0.8197 2020-07-02 10:29:54,645 - mmaction - INFO - Epoch [84][720/940] lr: 1.000e-04, eta: 4:26:08, time: 0.894, data_time: 0.002, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9281, loss_cls: 0.8022, loss: 0.8022 2020-07-02 10:30:14,420 - mmaction - INFO - Epoch [84][740/940] lr: 1.000e-04, eta: 4:25:47, time: 0.988, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.8691, loss: 0.8691 2020-07-02 10:30:32,770 - mmaction - INFO - Epoch [84][760/940] lr: 1.000e-04, eta: 4:25:25, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9125, loss_cls: 0.9775, loss: 0.9775 2020-07-02 10:30:51,208 - mmaction - INFO - Epoch [84][780/940] lr: 1.000e-04, eta: 4:25:03, time: 0.923, data_time: 0.002, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9375, loss_cls: 0.8356, loss: 0.8356 2020-07-02 10:31:09,675 - mmaction - INFO - Epoch [84][800/940] lr: 1.000e-04, eta: 4:24:41, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8736, loss: 0.8736 2020-07-02 10:31:28,285 - mmaction - INFO - Epoch [84][820/940] lr: 1.000e-04, eta: 4:24:19, time: 0.929, data_time: 0.037, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9453, loss_cls: 0.7767, loss: 0.7767 2020-07-02 10:31:46,443 - mmaction - INFO - Epoch [84][840/940] lr: 1.000e-04, eta: 4:23:57, time: 0.910, data_time: 0.058, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8067, loss: 0.8067 2020-07-02 10:32:05,347 - mmaction - INFO - Epoch [84][860/940] lr: 1.000e-04, eta: 4:23:36, time: 0.945, data_time: 0.158, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8673, loss: 0.8673 2020-07-02 10:32:26,086 - mmaction - INFO - Epoch [84][880/940] lr: 1.000e-04, eta: 4:23:15, time: 1.035, data_time: 0.046, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9281, loss_cls: 0.8302, loss: 0.8302 2020-07-02 10:32:47,291 - mmaction - INFO - Epoch [84][900/940] lr: 1.000e-04, eta: 4:22:54, time: 1.062, data_time: 0.260, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9187, loss_cls: 0.8581, loss: 0.8581 2020-07-02 10:33:06,358 - mmaction - INFO - Epoch [84][920/940] lr: 1.000e-04, eta: 4:22:32, time: 0.953, data_time: 0.072, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9447, loss: 0.9447 2020-07-02 10:33:27,140 - mmaction - INFO - Epoch [84][940/940] lr: 1.000e-04, eta: 4:22:11, time: 1.039, data_time: 0.049, memory: 21558, top1_acc: 0.7772, top5_acc: 0.9220, loss_cls: 0.8523, loss: 0.8523 2020-07-02 10:33:31,584 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-07-02 10:36:02,075 - mmaction - INFO - Epoch [85][20/940] lr: 1.000e-04, eta: 4:22:40, time: 7.501, data_time: 6.294, memory: 21558, top1_acc: 0.8250, top5_acc: 0.9391, loss_cls: 0.7073, loss: 0.7073 2020-07-02 10:36:22,334 - mmaction - INFO - Epoch [85][40/940] lr: 1.000e-04, eta: 4:22:18, time: 1.014, data_time: 0.004, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8859, loss: 0.8859 2020-07-02 10:36:41,491 - mmaction - INFO - Epoch [85][60/940] lr: 1.000e-04, eta: 4:21:57, time: 0.958, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.8082, loss: 0.8082 2020-07-02 10:37:00,102 - mmaction - INFO - Epoch [85][80/940] lr: 1.000e-04, eta: 4:21:35, time: 0.928, data_time: 0.055, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.8655, loss: 0.8655 2020-07-02 10:37:19,197 - mmaction - INFO - Epoch [85][100/940] lr: 1.000e-04, eta: 4:21:13, time: 0.957, data_time: 0.020, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8806, loss: 0.8806 2020-07-02 10:37:40,566 - mmaction - INFO - Epoch [85][120/940] lr: 1.000e-04, eta: 4:20:52, time: 1.068, data_time: 0.000, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9234, loss_cls: 0.8562, loss: 0.8562 2020-07-02 10:38:02,402 - mmaction - INFO - Epoch [85][140/940] lr: 1.000e-04, eta: 4:20:32, time: 1.091, data_time: 0.029, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.9272, loss: 0.9272 2020-07-02 10:38:20,989 - mmaction - INFO - Epoch [85][160/940] lr: 1.000e-04, eta: 4:20:10, time: 0.931, data_time: 0.027, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.8293, loss: 0.8293 2020-07-02 10:38:39,632 - mmaction - INFO - Epoch [85][180/940] lr: 1.000e-04, eta: 4:19:48, time: 0.932, data_time: 0.028, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.8699, loss: 0.8699 2020-07-02 10:38:58,331 - mmaction - INFO - Epoch [85][200/940] lr: 1.000e-04, eta: 4:19:26, time: 0.935, data_time: 0.166, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9141, loss_cls: 0.8464, loss: 0.8464 2020-07-02 10:39:16,933 - mmaction - INFO - Epoch [85][220/940] lr: 1.000e-04, eta: 4:19:04, time: 0.930, data_time: 0.165, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.8068, loss: 0.8068 2020-07-02 10:39:35,692 - mmaction - INFO - Epoch [85][240/940] lr: 1.000e-04, eta: 4:18:42, time: 0.938, data_time: 0.172, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9437, loss_cls: 0.7416, loss: 0.7416 2020-07-02 10:39:54,621 - mmaction - INFO - Epoch [85][260/940] lr: 1.000e-04, eta: 4:18:21, time: 0.946, data_time: 0.178, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8329, loss: 0.8329 2020-07-02 10:40:13,503 - mmaction - INFO - Epoch [85][280/940] lr: 1.000e-04, eta: 4:17:59, time: 0.944, data_time: 0.151, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9187, loss_cls: 0.8861, loss: 0.8861 2020-07-02 10:40:31,602 - mmaction - INFO - Epoch [85][300/940] lr: 1.000e-04, eta: 4:17:37, time: 0.904, data_time: 0.136, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9109, loss_cls: 0.8917, loss: 0.8917 2020-07-02 10:40:49,557 - mmaction - INFO - Epoch [85][320/940] lr: 1.000e-04, eta: 4:17:15, time: 0.899, data_time: 0.132, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8284, loss: 0.8284 2020-07-02 10:41:08,727 - mmaction - INFO - Epoch [85][340/940] lr: 1.000e-04, eta: 4:16:53, time: 0.959, data_time: 0.161, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7646, loss: 0.7646 2020-07-02 10:41:27,375 - mmaction - INFO - Epoch [85][360/940] lr: 1.000e-04, eta: 4:16:31, time: 0.932, data_time: 0.159, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7942, loss: 0.7942 2020-07-02 10:41:46,060 - mmaction - INFO - Epoch [85][380/940] lr: 1.000e-04, eta: 4:16:09, time: 0.932, data_time: 0.168, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.7857, loss: 0.7857 2020-07-02 10:42:04,928 - mmaction - INFO - Epoch [85][400/940] lr: 1.000e-04, eta: 4:15:48, time: 0.945, data_time: 0.174, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9172, loss_cls: 0.8601, loss: 0.8601 2020-07-02 10:42:24,376 - mmaction - INFO - Epoch [85][420/940] lr: 1.000e-04, eta: 4:15:26, time: 0.972, data_time: 0.206, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9000, loss_cls: 0.9549, loss: 0.9549 2020-07-02 10:42:43,547 - mmaction - INFO - Epoch [85][440/940] lr: 1.000e-04, eta: 4:15:05, time: 0.959, data_time: 0.195, memory: 21558, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.7495, loss: 0.7495 2020-07-02 10:43:01,393 - mmaction - INFO - Epoch [85][460/940] lr: 1.000e-04, eta: 4:14:42, time: 0.892, data_time: 0.124, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8099, loss: 0.8099 2020-07-02 10:43:19,736 - mmaction - INFO - Epoch [85][480/940] lr: 1.000e-04, eta: 4:14:20, time: 0.917, data_time: 0.145, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9344, loss_cls: 0.7843, loss: 0.7843 2020-07-02 10:43:38,061 - mmaction - INFO - Epoch [85][500/940] lr: 1.000e-04, eta: 4:13:59, time: 0.916, data_time: 0.150, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9234, loss_cls: 0.8137, loss: 0.8137 2020-07-02 10:43:56,498 - mmaction - INFO - Epoch [85][520/940] lr: 1.000e-04, eta: 4:13:37, time: 0.921, data_time: 0.109, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9391, loss_cls: 0.7866, loss: 0.7866 2020-07-02 10:44:15,986 - mmaction - INFO - Epoch [85][540/940] lr: 1.000e-04, eta: 4:13:15, time: 0.976, data_time: 0.198, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9422, loss_cls: 0.7747, loss: 0.7747 2020-07-02 10:44:34,629 - mmaction - INFO - Epoch [85][560/940] lr: 1.000e-04, eta: 4:12:53, time: 0.932, data_time: 0.164, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9156, loss_cls: 0.8686, loss: 0.8686 2020-07-02 10:44:52,931 - mmaction - INFO - Epoch [85][580/940] lr: 1.000e-04, eta: 4:12:31, time: 0.915, data_time: 0.148, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9141, loss_cls: 0.8506, loss: 0.8506 2020-07-02 10:45:12,143 - mmaction - INFO - Epoch [85][600/940] lr: 1.000e-04, eta: 4:12:10, time: 0.960, data_time: 0.185, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9406, loss: 0.9406 2020-07-02 10:45:31,056 - mmaction - INFO - Epoch [85][620/940] lr: 1.000e-04, eta: 4:11:48, time: 0.946, data_time: 0.181, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.9006, loss: 0.9006 2020-07-02 10:45:49,584 - mmaction - INFO - Epoch [85][640/940] lr: 1.000e-04, eta: 4:11:26, time: 0.927, data_time: 0.155, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9391, loss_cls: 0.7978, loss: 0.7978 2020-07-02 10:46:08,494 - mmaction - INFO - Epoch [85][660/940] lr: 1.000e-04, eta: 4:11:05, time: 0.943, data_time: 0.175, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.8676, loss: 0.8676 2020-07-02 10:46:27,117 - mmaction - INFO - Epoch [85][680/940] lr: 1.000e-04, eta: 4:10:43, time: 0.934, data_time: 0.163, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9313, loss_cls: 0.7942, loss: 0.7942 2020-07-02 10:46:46,516 - mmaction - INFO - Epoch [85][700/940] lr: 1.000e-04, eta: 4:10:21, time: 0.968, data_time: 0.204, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9391, loss_cls: 0.7920, loss: 0.7920 2020-07-02 10:47:05,224 - mmaction - INFO - Epoch [85][720/940] lr: 1.000e-04, eta: 4:10:00, time: 0.936, data_time: 0.164, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.8691, loss: 0.8691 2020-07-02 10:47:24,036 - mmaction - INFO - Epoch [85][740/940] lr: 1.000e-04, eta: 4:09:38, time: 0.939, data_time: 0.173, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7508, loss: 0.7508 2020-07-02 10:47:41,670 - mmaction - INFO - Epoch [85][760/940] lr: 1.000e-04, eta: 4:09:16, time: 0.882, data_time: 0.113, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9344, loss_cls: 0.8377, loss: 0.8377 2020-07-02 10:47:59,532 - mmaction - INFO - Epoch [85][780/940] lr: 1.000e-04, eta: 4:08:54, time: 0.895, data_time: 0.130, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.9319, loss: 0.9319 2020-07-02 10:48:18,748 - mmaction - INFO - Epoch [85][800/940] lr: 1.000e-04, eta: 4:08:32, time: 0.961, data_time: 0.188, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.8301, loss: 0.8301 2020-07-02 10:48:37,230 - mmaction - INFO - Epoch [85][820/940] lr: 1.000e-04, eta: 4:08:10, time: 0.924, data_time: 0.157, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8573, loss: 0.8573 2020-07-02 10:48:56,006 - mmaction - INFO - Epoch [85][840/940] lr: 1.000e-04, eta: 4:07:49, time: 0.939, data_time: 0.166, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9359, loss_cls: 0.8765, loss: 0.8765 2020-07-02 10:49:14,288 - mmaction - INFO - Epoch [85][860/940] lr: 1.000e-04, eta: 4:07:27, time: 0.914, data_time: 0.141, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9328, loss_cls: 0.7869, loss: 0.7869 2020-07-02 10:49:33,251 - mmaction - INFO - Epoch [85][880/940] lr: 1.000e-04, eta: 4:07:05, time: 0.948, data_time: 0.178, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8863, loss: 0.8863 2020-07-02 10:49:51,259 - mmaction - INFO - Epoch [85][900/940] lr: 1.000e-04, eta: 4:06:43, time: 0.901, data_time: 0.129, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8775, loss: 0.8775 2020-07-02 10:50:10,322 - mmaction - INFO - Epoch [85][920/940] lr: 1.000e-04, eta: 4:06:22, time: 0.951, data_time: 0.181, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8532, loss: 0.8532 2020-07-02 10:50:27,322 - mmaction - INFO - Epoch [85][940/940] lr: 1.000e-04, eta: 4:05:59, time: 0.852, data_time: 0.116, memory: 21558, top1_acc: 0.7610, top5_acc: 0.9252, loss_cls: 0.8643, loss: 0.8643 2020-07-02 10:50:30,878 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-02 10:53:49,261 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 10:53:49,978 - mmaction - INFO - top1_acc 0.6913 top5_acc 0.8869 2020-07-02 10:53:49,979 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 10:53:50,035 - mmaction - INFO - mean_acc 0.6911 2020-07-02 10:53:50,047 - mmaction - INFO - Epoch [85][940/940] lr: 1.000e-04, top1_acc: 0.6913, top5_acc: 0.8869, mean_class_accuracy: 0.6911 2020-07-02 10:55:08,613 - mmaction - INFO - Epoch [86][20/940] lr: 1.000e-04, eta: 4:05:58, time: 3.925, data_time: 2.955, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9031, loss_cls: 0.9365, loss: 0.9365 2020-07-02 10:55:27,849 - mmaction - INFO - Epoch [86][40/940] lr: 1.000e-04, eta: 4:05:37, time: 0.964, data_time: 0.003, memory: 21558, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.6910, loss: 0.6910 2020-07-02 10:55:45,920 - mmaction - INFO - Epoch [86][60/940] lr: 1.000e-04, eta: 4:05:15, time: 0.903, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.8082, loss: 0.8082 2020-07-02 10:56:04,679 - mmaction - INFO - Epoch [86][80/940] lr: 1.000e-04, eta: 4:04:53, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7413, loss: 0.7413 2020-07-02 10:56:23,453 - mmaction - INFO - Epoch [86][100/940] lr: 1.000e-04, eta: 4:04:31, time: 0.937, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8714, loss: 0.8714 2020-07-02 10:56:42,110 - mmaction - INFO - Epoch [86][120/940] lr: 1.000e-04, eta: 4:04:10, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8256, loss: 0.8256 2020-07-02 10:57:00,435 - mmaction - INFO - Epoch [86][140/940] lr: 1.000e-04, eta: 4:03:48, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9172, loss_cls: 0.8943, loss: 0.8943 2020-07-02 10:57:19,181 - mmaction - INFO - Epoch [86][160/940] lr: 1.000e-04, eta: 4:03:26, time: 0.937, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8516, loss: 0.8516 2020-07-02 10:57:37,657 - mmaction - INFO - Epoch [86][180/940] lr: 1.000e-04, eta: 4:03:04, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.8219, top5_acc: 0.9500, loss_cls: 0.6885, loss: 0.6885 2020-07-02 10:57:55,639 - mmaction - INFO - Epoch [86][200/940] lr: 1.000e-04, eta: 4:02:42, time: 0.899, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9094, loss_cls: 0.9360, loss: 0.9360 2020-07-02 10:58:14,141 - mmaction - INFO - Epoch [86][220/940] lr: 1.000e-04, eta: 4:02:21, time: 0.924, data_time: 0.101, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9062, loss_cls: 0.9657, loss: 0.9657 2020-07-02 10:58:33,633 - mmaction - INFO - Epoch [86][240/940] lr: 1.000e-04, eta: 4:01:59, time: 0.977, data_time: 0.182, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.9265, loss: 0.9265 2020-07-02 10:58:52,023 - mmaction - INFO - Epoch [86][260/940] lr: 1.000e-04, eta: 4:01:37, time: 0.919, data_time: 0.087, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7622, loss: 0.7622 2020-07-02 10:59:12,465 - mmaction - INFO - Epoch [86][280/940] lr: 1.000e-04, eta: 4:01:16, time: 1.022, data_time: 0.027, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9375, loss_cls: 0.8103, loss: 0.8103 2020-07-02 10:59:31,798 - mmaction - INFO - Epoch [86][300/940] lr: 1.000e-04, eta: 4:00:55, time: 0.967, data_time: 0.011, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9359, loss_cls: 0.8326, loss: 0.8326 2020-07-02 10:59:50,998 - mmaction - INFO - Epoch [86][320/940] lr: 1.000e-04, eta: 4:00:33, time: 0.959, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8851, loss: 0.8851 2020-07-02 11:00:12,015 - mmaction - INFO - Epoch [86][340/940] lr: 1.000e-04, eta: 4:00:12, time: 1.049, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.8465, loss: 0.8465 2020-07-02 11:00:29,985 - mmaction - INFO - Epoch [86][360/940] lr: 1.000e-04, eta: 3:59:50, time: 0.902, data_time: 0.004, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.8041, loss: 0.8041 2020-07-02 11:00:49,028 - mmaction - INFO - Epoch [86][380/940] lr: 1.000e-04, eta: 3:59:29, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.7806, loss: 0.7806 2020-07-02 11:01:08,427 - mmaction - INFO - Epoch [86][400/940] lr: 1.000e-04, eta: 3:59:07, time: 0.969, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9297, loss_cls: 0.8240, loss: 0.8240 2020-07-02 11:01:27,786 - mmaction - INFO - Epoch [86][420/940] lr: 1.000e-04, eta: 3:58:46, time: 0.968, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9016, loss_cls: 0.9942, loss: 0.9942 2020-07-02 11:01:46,473 - mmaction - INFO - Epoch [86][440/940] lr: 1.000e-04, eta: 3:58:24, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.9141, loss: 0.9141 2020-07-02 11:02:05,173 - mmaction - INFO - Epoch [86][460/940] lr: 1.000e-04, eta: 3:58:02, time: 0.937, data_time: 0.003, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9250, loss_cls: 0.8357, loss: 0.8357 2020-07-02 11:02:23,502 - mmaction - INFO - Epoch [86][480/940] lr: 1.000e-04, eta: 3:57:41, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9391, loss_cls: 0.7527, loss: 0.7527 2020-07-02 11:02:42,784 - mmaction - INFO - Epoch [86][500/940] lr: 1.000e-04, eta: 3:57:19, time: 0.964, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.8954, loss: 0.8954 2020-07-02 11:03:01,485 - mmaction - INFO - Epoch [86][520/940] lr: 1.000e-04, eta: 3:56:57, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9234, loss_cls: 1.0036, loss: 1.0036 2020-07-02 11:03:21,335 - mmaction - INFO - Epoch [86][540/940] lr: 1.000e-04, eta: 3:56:36, time: 0.992, data_time: 0.018, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7979, loss: 0.7979 2020-07-02 11:03:40,064 - mmaction - INFO - Epoch [86][560/940] lr: 1.000e-04, eta: 3:56:14, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8489, loss: 0.8489 2020-07-02 11:03:58,977 - mmaction - INFO - Epoch [86][580/940] lr: 1.000e-04, eta: 3:55:53, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9297, loss_cls: 0.8629, loss: 0.8629 2020-07-02 11:04:16,874 - mmaction - INFO - Epoch [86][600/940] lr: 1.000e-04, eta: 3:55:31, time: 0.897, data_time: 0.003, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 1.0489, loss: 1.0489 2020-07-02 11:04:35,406 - mmaction - INFO - Epoch [86][620/940] lr: 1.000e-04, eta: 3:55:09, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8707, loss: 0.8707 2020-07-02 11:04:53,754 - mmaction - INFO - Epoch [86][640/940] lr: 1.000e-04, eta: 3:54:47, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8626, loss: 0.8626 2020-07-02 11:05:13,460 - mmaction - INFO - Epoch [86][660/940] lr: 1.000e-04, eta: 3:54:26, time: 0.985, data_time: 0.000, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9437, loss_cls: 0.7812, loss: 0.7812 2020-07-02 11:05:31,833 - mmaction - INFO - Epoch [86][680/940] lr: 1.000e-04, eta: 3:54:04, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.8688, loss: 0.8688 2020-07-02 11:05:51,312 - mmaction - INFO - Epoch [86][700/940] lr: 1.000e-04, eta: 3:53:43, time: 0.976, data_time: 0.003, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.8045, loss: 0.8045 2020-07-02 11:06:09,001 - mmaction - INFO - Epoch [86][720/940] lr: 1.000e-04, eta: 3:53:21, time: 0.884, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8569, loss: 0.8569 2020-07-02 11:06:27,983 - mmaction - INFO - Epoch [86][740/940] lr: 1.000e-04, eta: 3:52:59, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8338, loss: 0.8338 2020-07-02 11:06:45,981 - mmaction - INFO - Epoch [86][760/940] lr: 1.000e-04, eta: 3:52:37, time: 0.902, data_time: 0.003, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.8462, loss: 0.8462 2020-07-02 11:07:05,016 - mmaction - INFO - Epoch [86][780/940] lr: 1.000e-04, eta: 3:52:16, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8579, loss: 0.8579 2020-07-02 11:07:23,492 - mmaction - INFO - Epoch [86][800/940] lr: 1.000e-04, eta: 3:51:54, time: 0.923, data_time: 0.003, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8716, loss: 0.8716 2020-07-02 11:07:42,736 - mmaction - INFO - Epoch [86][820/940] lr: 1.000e-04, eta: 3:51:33, time: 0.965, data_time: 0.003, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.8624, loss: 0.8624 2020-07-02 11:08:01,775 - mmaction - INFO - Epoch [86][840/940] lr: 1.000e-04, eta: 3:51:11, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9078, loss_cls: 0.8788, loss: 0.8788 2020-07-02 11:08:21,066 - mmaction - INFO - Epoch [86][860/940] lr: 1.000e-04, eta: 3:50:50, time: 0.964, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9313, loss_cls: 0.8473, loss: 0.8473 2020-07-02 11:08:40,288 - mmaction - INFO - Epoch [86][880/940] lr: 1.000e-04, eta: 3:50:28, time: 0.962, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9406, loss_cls: 0.8254, loss: 0.8254 2020-07-02 11:08:58,624 - mmaction - INFO - Epoch [86][900/940] lr: 1.000e-04, eta: 3:50:06, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8422, loss: 0.8422 2020-07-02 11:09:17,065 - mmaction - INFO - Epoch [86][920/940] lr: 1.000e-04, eta: 3:49:45, time: 0.924, data_time: 0.003, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9328, loss_cls: 0.8761, loss: 0.8761 2020-07-02 11:09:34,097 - mmaction - INFO - Epoch [86][940/940] lr: 1.000e-04, eta: 3:49:23, time: 0.851, data_time: 0.001, memory: 21558, top1_acc: 0.7675, top5_acc: 0.9171, loss_cls: 0.8818, loss: 0.8818 2020-07-02 11:09:39,333 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-07-02 11:11:02,416 - mmaction - INFO - Epoch [87][20/940] lr: 1.000e-04, eta: 3:49:21, time: 4.092, data_time: 3.133, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9234, loss_cls: 0.7671, loss: 0.7671 2020-07-02 11:11:21,744 - mmaction - INFO - Epoch [87][40/940] lr: 1.000e-04, eta: 3:49:00, time: 0.966, data_time: 0.006, memory: 21558, top1_acc: 0.8203, top5_acc: 0.9344, loss_cls: 0.7281, loss: 0.7281 2020-07-02 11:11:41,092 - mmaction - INFO - Epoch [87][60/940] lr: 1.000e-04, eta: 3:48:38, time: 0.967, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9094, loss_cls: 0.9039, loss: 0.9039 2020-07-02 11:11:59,955 - mmaction - INFO - Epoch [87][80/940] lr: 1.000e-04, eta: 3:48:17, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.9165, loss: 0.9165 2020-07-02 11:12:18,900 - mmaction - INFO - Epoch [87][100/940] lr: 1.000e-04, eta: 3:47:55, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9453, loss_cls: 0.7136, loss: 0.7136 2020-07-02 11:12:37,579 - mmaction - INFO - Epoch [87][120/940] lr: 1.000e-04, eta: 3:47:33, time: 0.934, data_time: 0.006, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.9138, loss: 0.9138 2020-07-02 11:12:56,439 - mmaction - INFO - Epoch [87][140/940] lr: 1.000e-04, eta: 3:47:12, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9359, loss_cls: 0.8373, loss: 0.8373 2020-07-02 11:13:15,698 - mmaction - INFO - Epoch [87][160/940] lr: 1.000e-04, eta: 3:46:50, time: 0.963, data_time: 0.000, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7929, loss: 0.7929 2020-07-02 11:13:34,414 - mmaction - INFO - Epoch [87][180/940] lr: 1.000e-04, eta: 3:46:29, time: 0.936, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9268, loss: 0.9268 2020-07-02 11:13:52,900 - mmaction - INFO - Epoch [87][200/940] lr: 1.000e-04, eta: 3:46:07, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.8927, loss: 0.8927 2020-07-02 11:14:11,274 - mmaction - INFO - Epoch [87][220/940] lr: 1.000e-04, eta: 3:45:45, time: 0.920, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.8430, loss: 0.8430 2020-07-02 11:14:31,024 - mmaction - INFO - Epoch [87][240/940] lr: 1.000e-04, eta: 3:45:24, time: 0.987, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.8076, loss: 0.8076 2020-07-02 11:14:49,693 - mmaction - INFO - Epoch [87][260/940] lr: 1.000e-04, eta: 3:45:02, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9172, loss_cls: 0.8134, loss: 0.8134 2020-07-02 11:15:08,097 - mmaction - INFO - Epoch [87][280/940] lr: 1.000e-04, eta: 3:44:41, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7854, loss: 0.7854 2020-07-02 11:15:27,198 - mmaction - INFO - Epoch [87][300/940] lr: 1.000e-04, eta: 3:44:19, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9328, loss_cls: 0.8582, loss: 0.8582 2020-07-02 11:15:45,993 - mmaction - INFO - Epoch [87][320/940] lr: 1.000e-04, eta: 3:43:57, time: 0.939, data_time: 0.003, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9391, loss_cls: 0.8409, loss: 0.8409 2020-07-02 11:16:05,102 - mmaction - INFO - Epoch [87][340/940] lr: 1.000e-04, eta: 3:43:36, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9150, loss: 0.9150 2020-07-02 11:16:23,052 - mmaction - INFO - Epoch [87][360/940] lr: 1.000e-04, eta: 3:43:14, time: 0.898, data_time: 0.021, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.8230, loss: 0.8230 2020-07-02 11:16:41,250 - mmaction - INFO - Epoch [87][380/940] lr: 1.000e-04, eta: 3:42:52, time: 0.908, data_time: 0.088, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9172, loss_cls: 0.8444, loss: 0.8444 2020-07-02 11:17:01,550 - mmaction - INFO - Epoch [87][400/940] lr: 1.000e-04, eta: 3:42:31, time: 1.017, data_time: 0.040, memory: 21558, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6954, loss: 0.6954 2020-07-02 11:17:20,066 - mmaction - INFO - Epoch [87][420/940] lr: 1.000e-04, eta: 3:42:10, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8461, loss: 0.8461 2020-07-02 11:17:38,456 - mmaction - INFO - Epoch [87][440/940] lr: 1.000e-04, eta: 3:41:48, time: 0.918, data_time: 0.002, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9453, loss_cls: 0.7408, loss: 0.7408 2020-07-02 11:17:58,786 - mmaction - INFO - Epoch [87][460/940] lr: 1.000e-04, eta: 3:41:27, time: 1.017, data_time: 0.062, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.9161, loss: 0.9161 2020-07-02 11:18:17,593 - mmaction - INFO - Epoch [87][480/940] lr: 1.000e-04, eta: 3:41:05, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8268, loss: 0.8268 2020-07-02 11:18:36,902 - mmaction - INFO - Epoch [87][500/940] lr: 1.000e-04, eta: 3:40:44, time: 0.966, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9406, loss_cls: 0.7592, loss: 0.7592 2020-07-02 11:18:56,064 - mmaction - INFO - Epoch [87][520/940] lr: 1.000e-04, eta: 3:40:22, time: 0.958, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.9051, loss: 0.9051 2020-07-02 11:19:14,811 - mmaction - INFO - Epoch [87][540/940] lr: 1.000e-04, eta: 3:40:01, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9375, loss_cls: 0.7702, loss: 0.7702 2020-07-02 11:19:33,926 - mmaction - INFO - Epoch [87][560/940] lr: 1.000e-04, eta: 3:39:39, time: 0.955, data_time: 0.002, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9109, loss_cls: 0.8892, loss: 0.8892 2020-07-02 11:19:53,263 - mmaction - INFO - Epoch [87][580/940] lr: 1.000e-04, eta: 3:39:18, time: 0.968, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9156, loss_cls: 0.9006, loss: 0.9006 2020-07-02 11:20:10,933 - mmaction - INFO - Epoch [87][600/940] lr: 1.000e-04, eta: 3:38:56, time: 0.884, data_time: 0.036, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9406, loss_cls: 0.8275, loss: 0.8275 2020-07-02 11:20:34,037 - mmaction - INFO - Epoch [87][620/940] lr: 1.000e-04, eta: 3:38:36, time: 1.155, data_time: 0.347, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9203, loss_cls: 0.8679, loss: 0.8679 2020-07-02 11:20:52,493 - mmaction - INFO - Epoch [87][640/940] lr: 1.000e-04, eta: 3:38:14, time: 0.922, data_time: 0.157, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9078, loss_cls: 0.8290, loss: 0.8290 2020-07-02 11:21:11,017 - mmaction - INFO - Epoch [87][660/940] lr: 1.000e-04, eta: 3:37:52, time: 0.927, data_time: 0.161, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9203, loss_cls: 0.8679, loss: 0.8679 2020-07-02 11:21:29,690 - mmaction - INFO - Epoch [87][680/940] lr: 1.000e-04, eta: 3:37:31, time: 0.934, data_time: 0.167, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.9017, loss: 0.9017 2020-07-02 11:21:49,604 - mmaction - INFO - Epoch [87][700/940] lr: 1.000e-04, eta: 3:37:10, time: 0.994, data_time: 0.226, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9359, loss_cls: 0.8395, loss: 0.8395 2020-07-02 11:22:08,112 - mmaction - INFO - Epoch [87][720/940] lr: 1.000e-04, eta: 3:36:48, time: 0.927, data_time: 0.042, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9313, loss_cls: 0.8532, loss: 0.8532 2020-07-02 11:22:27,261 - mmaction - INFO - Epoch [87][740/940] lr: 1.000e-04, eta: 3:36:27, time: 0.957, data_time: 0.050, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9391, loss_cls: 0.7728, loss: 0.7728 2020-07-02 11:22:45,419 - mmaction - INFO - Epoch [87][760/940] lr: 1.000e-04, eta: 3:36:05, time: 0.906, data_time: 0.017, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9250, loss_cls: 0.8631, loss: 0.8631 2020-07-02 11:23:04,617 - mmaction - INFO - Epoch [87][780/940] lr: 1.000e-04, eta: 3:35:43, time: 0.960, data_time: 0.054, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.9248, loss: 0.9248 2020-07-02 11:23:23,850 - mmaction - INFO - Epoch [87][800/940] lr: 1.000e-04, eta: 3:35:22, time: 0.963, data_time: 0.003, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9266, loss_cls: 0.8550, loss: 0.8550 2020-07-02 11:23:42,079 - mmaction - INFO - Epoch [87][820/940] lr: 1.000e-04, eta: 3:35:00, time: 0.910, data_time: 0.013, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 0.9501, loss: 0.9501 2020-07-02 11:24:01,053 - mmaction - INFO - Epoch [87][840/940] lr: 1.000e-04, eta: 3:34:39, time: 0.949, data_time: 0.080, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.8471, loss: 0.8471 2020-07-02 11:24:19,632 - mmaction - INFO - Epoch [87][860/940] lr: 1.000e-04, eta: 3:34:17, time: 0.931, data_time: 0.141, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9328, loss_cls: 0.8427, loss: 0.8427 2020-07-02 11:24:39,954 - mmaction - INFO - Epoch [87][880/940] lr: 1.000e-04, eta: 3:33:56, time: 1.016, data_time: 0.195, memory: 21558, top1_acc: 0.7750, top5_acc: 0.8984, loss_cls: 0.9481, loss: 0.9481 2020-07-02 11:24:58,674 - mmaction - INFO - Epoch [87][900/940] lr: 1.000e-04, eta: 3:33:35, time: 0.936, data_time: 0.032, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.8932, loss: 0.8932 2020-07-02 11:25:17,510 - mmaction - INFO - Epoch [87][920/940] lr: 1.000e-04, eta: 3:33:13, time: 0.940, data_time: 0.164, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9172, loss_cls: 0.7958, loss: 0.7958 2020-07-02 11:25:34,855 - mmaction - INFO - Epoch [87][940/940] lr: 1.000e-04, eta: 3:32:51, time: 0.869, data_time: 0.078, memory: 21558, top1_acc: 0.7512, top5_acc: 0.9171, loss_cls: 0.9275, loss: 0.9275 2020-07-02 11:25:39,886 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-07-02 11:27:31,495 - mmaction - INFO - Epoch [88][20/940] lr: 1.000e-04, eta: 3:32:56, time: 5.512, data_time: 4.486, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8680, loss: 0.8680 2020-07-02 11:27:50,637 - mmaction - INFO - Epoch [88][40/940] lr: 1.000e-04, eta: 3:32:35, time: 0.957, data_time: 0.055, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9328, loss_cls: 0.7993, loss: 0.7993 2020-07-02 11:28:09,483 - mmaction - INFO - Epoch [88][60/940] lr: 1.000e-04, eta: 3:32:13, time: 0.943, data_time: 0.182, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8586, loss: 0.8586 2020-07-02 11:28:28,495 - mmaction - INFO - Epoch [88][80/940] lr: 1.000e-04, eta: 3:31:52, time: 0.949, data_time: 0.182, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9406, loss_cls: 0.8133, loss: 0.8133 2020-07-02 11:28:47,594 - mmaction - INFO - Epoch [88][100/940] lr: 1.000e-04, eta: 3:31:30, time: 0.955, data_time: 0.188, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9359, loss_cls: 0.8134, loss: 0.8134 2020-07-02 11:29:05,768 - mmaction - INFO - Epoch [88][120/940] lr: 1.000e-04, eta: 3:31:08, time: 0.910, data_time: 0.144, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.9261, loss: 0.9261 2020-07-02 11:29:24,975 - mmaction - INFO - Epoch [88][140/940] lr: 1.000e-04, eta: 3:30:47, time: 0.960, data_time: 0.196, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8958, loss: 0.8958 2020-07-02 11:29:43,672 - mmaction - INFO - Epoch [88][160/940] lr: 1.000e-04, eta: 3:30:25, time: 0.935, data_time: 0.171, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9219, loss_cls: 0.8653, loss: 0.8653 2020-07-02 11:30:03,255 - mmaction - INFO - Epoch [88][180/940] lr: 1.000e-04, eta: 3:30:04, time: 0.979, data_time: 0.183, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8634, loss: 0.8634 2020-07-02 11:30:23,453 - mmaction - INFO - Epoch [88][200/940] lr: 1.000e-04, eta: 3:29:43, time: 1.010, data_time: 0.242, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.9317, loss: 0.9317 2020-07-02 11:30:44,257 - mmaction - INFO - Epoch [88][220/940] lr: 1.000e-04, eta: 3:29:22, time: 1.040, data_time: 0.272, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9375, loss_cls: 0.7733, loss: 0.7733 2020-07-02 11:31:03,175 - mmaction - INFO - Epoch [88][240/940] lr: 1.000e-04, eta: 3:29:00, time: 0.946, data_time: 0.178, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9219, loss_cls: 0.9163, loss: 0.9163 2020-07-02 11:31:22,090 - mmaction - INFO - Epoch [88][260/940] lr: 1.000e-04, eta: 3:28:39, time: 0.946, data_time: 0.174, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9328, loss_cls: 0.8354, loss: 0.8354 2020-07-02 11:31:40,809 - mmaction - INFO - Epoch [88][280/940] lr: 1.000e-04, eta: 3:28:17, time: 0.934, data_time: 0.170, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8381, loss: 0.8381 2020-07-02 11:32:00,413 - mmaction - INFO - Epoch [88][300/940] lr: 1.000e-04, eta: 3:27:56, time: 0.980, data_time: 0.214, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8791, loss: 0.8791 2020-07-02 11:32:18,836 - mmaction - INFO - Epoch [88][320/940] lr: 1.000e-04, eta: 3:27:34, time: 0.923, data_time: 0.153, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.8334, loss: 0.8334 2020-07-02 11:32:38,427 - mmaction - INFO - Epoch [88][340/940] lr: 1.000e-04, eta: 3:27:13, time: 0.979, data_time: 0.214, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9234, loss_cls: 0.8138, loss: 0.8138 2020-07-02 11:32:58,271 - mmaction - INFO - Epoch [88][360/940] lr: 1.000e-04, eta: 3:26:52, time: 0.993, data_time: 0.226, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9313, loss_cls: 0.7825, loss: 0.7825 2020-07-02 11:33:17,124 - mmaction - INFO - Epoch [88][380/940] lr: 1.000e-04, eta: 3:26:30, time: 0.941, data_time: 0.171, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.8054, loss: 0.8054 2020-07-02 11:33:36,512 - mmaction - INFO - Epoch [88][400/940] lr: 1.000e-04, eta: 3:26:09, time: 0.969, data_time: 0.177, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8826, loss: 0.8826 2020-07-02 11:33:54,484 - mmaction - INFO - Epoch [88][420/940] lr: 1.000e-04, eta: 3:25:47, time: 0.901, data_time: 0.130, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7867, loss: 0.7867 2020-07-02 11:34:12,940 - mmaction - INFO - Epoch [88][440/940] lr: 1.000e-04, eta: 3:25:26, time: 0.921, data_time: 0.047, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9313, loss_cls: 0.7778, loss: 0.7778 2020-07-02 11:34:32,064 - mmaction - INFO - Epoch [88][460/940] lr: 1.000e-04, eta: 3:25:04, time: 0.958, data_time: 0.014, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9266, loss_cls: 0.8545, loss: 0.8545 2020-07-02 11:34:51,205 - mmaction - INFO - Epoch [88][480/940] lr: 1.000e-04, eta: 3:24:43, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8619, loss: 0.8619 2020-07-02 11:35:09,905 - mmaction - INFO - Epoch [88][500/940] lr: 1.000e-04, eta: 3:24:21, time: 0.934, data_time: 0.017, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9344, loss_cls: 0.8742, loss: 0.8742 2020-07-02 11:35:28,979 - mmaction - INFO - Epoch [88][520/940] lr: 1.000e-04, eta: 3:24:00, time: 0.955, data_time: 0.010, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.9427, loss: 0.9427 2020-07-02 11:35:47,819 - mmaction - INFO - Epoch [88][540/940] lr: 1.000e-04, eta: 3:23:38, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9484, loss_cls: 0.7770, loss: 0.7770 2020-07-02 11:36:06,166 - mmaction - INFO - Epoch [88][560/940] lr: 1.000e-04, eta: 3:23:17, time: 0.917, data_time: 0.000, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9297, loss_cls: 0.8534, loss: 0.8534 2020-07-02 11:36:25,606 - mmaction - INFO - Epoch [88][580/940] lr: 1.000e-04, eta: 3:22:55, time: 0.972, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9406, loss_cls: 0.7609, loss: 0.7609 2020-07-02 11:36:43,784 - mmaction - INFO - Epoch [88][600/940] lr: 1.000e-04, eta: 3:22:34, time: 0.910, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.7558, loss: 0.7558 2020-07-02 11:37:02,334 - mmaction - INFO - Epoch [88][620/940] lr: 1.000e-04, eta: 3:22:12, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9297, loss_cls: 0.7747, loss: 0.7747 2020-07-02 11:37:21,808 - mmaction - INFO - Epoch [88][640/940] lr: 1.000e-04, eta: 3:21:51, time: 0.974, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9094, loss_cls: 0.9056, loss: 0.9056 2020-07-02 11:37:40,599 - mmaction - INFO - Epoch [88][660/940] lr: 1.000e-04, eta: 3:21:29, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8995, loss: 0.8995 2020-07-02 11:37:59,764 - mmaction - INFO - Epoch [88][680/940] lr: 1.000e-04, eta: 3:21:08, time: 0.956, data_time: 0.002, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9024, loss: 0.9024 2020-07-02 11:38:17,826 - mmaction - INFO - Epoch [88][700/940] lr: 1.000e-04, eta: 3:20:46, time: 0.908, data_time: 0.005, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9187, loss_cls: 0.8907, loss: 0.8907 2020-07-02 11:38:36,465 - mmaction - INFO - Epoch [88][720/940] lr: 1.000e-04, eta: 3:20:25, time: 0.932, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8810, loss: 0.8810 2020-07-02 11:38:54,730 - mmaction - INFO - Epoch [88][740/940] lr: 1.000e-04, eta: 3:20:03, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.8922, loss_cls: 0.9501, loss: 0.9501 2020-07-02 11:39:13,840 - mmaction - INFO - Epoch [88][760/940] lr: 1.000e-04, eta: 3:19:42, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9078, loss_cls: 0.9009, loss: 0.9009 2020-07-02 11:39:32,120 - mmaction - INFO - Epoch [88][780/940] lr: 1.000e-04, eta: 3:19:20, time: 0.914, data_time: 0.000, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9453, loss_cls: 0.7425, loss: 0.7425 2020-07-02 11:39:50,963 - mmaction - INFO - Epoch [88][800/940] lr: 1.000e-04, eta: 3:18:59, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9141, loss_cls: 0.8640, loss: 0.8640 2020-07-02 11:40:10,152 - mmaction - INFO - Epoch [88][820/940] lr: 1.000e-04, eta: 3:18:37, time: 0.959, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9254, loss: 0.9254 2020-07-02 11:40:28,599 - mmaction - INFO - Epoch [88][840/940] lr: 1.000e-04, eta: 3:18:16, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8280, loss: 0.8280 2020-07-02 11:40:47,685 - mmaction - INFO - Epoch [88][860/940] lr: 1.000e-04, eta: 3:17:54, time: 0.956, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9141, loss_cls: 0.9039, loss: 0.9039 2020-07-02 11:41:06,267 - mmaction - INFO - Epoch [88][880/940] lr: 1.000e-04, eta: 3:17:33, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.8118, loss: 0.8118 2020-07-02 11:41:23,554 - mmaction - INFO - Epoch [88][900/940] lr: 1.000e-04, eta: 3:17:11, time: 0.863, data_time: 0.001, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9324, loss: 0.9324 2020-07-02 11:41:44,646 - mmaction - INFO - Epoch [88][920/940] lr: 1.000e-04, eta: 3:16:50, time: 1.056, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8356, loss: 0.8356 2020-07-02 11:42:01,710 - mmaction - INFO - Epoch [88][940/940] lr: 1.000e-04, eta: 3:16:28, time: 0.853, data_time: 0.001, memory: 21558, top1_acc: 0.8098, top5_acc: 0.9561, loss_cls: 0.7369, loss: 0.7369 2020-07-02 11:42:04,968 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-07-02 11:43:08,799 - mmaction - INFO - Epoch [89][20/940] lr: 1.000e-04, eta: 3:16:18, time: 3.174, data_time: 2.293, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.8509, loss: 0.8509 2020-07-02 11:43:27,773 - mmaction - INFO - Epoch [89][40/940] lr: 1.000e-04, eta: 3:15:57, time: 0.949, data_time: 0.048, memory: 21558, top1_acc: 0.7312, top5_acc: 0.9219, loss_cls: 0.9644, loss: 0.9644 2020-07-02 11:43:46,770 - mmaction - INFO - Epoch [89][60/940] lr: 1.000e-04, eta: 3:15:36, time: 0.950, data_time: 0.005, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9281, loss_cls: 0.7983, loss: 0.7983 2020-07-02 11:44:05,989 - mmaction - INFO - Epoch [89][80/940] lr: 1.000e-04, eta: 3:15:14, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9328, loss_cls: 0.7862, loss: 0.7862 2020-07-02 11:44:25,390 - mmaction - INFO - Epoch [89][100/940] lr: 1.000e-04, eta: 3:14:53, time: 0.970, data_time: 0.000, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9281, loss_cls: 0.7928, loss: 0.7928 2020-07-02 11:44:43,725 - mmaction - INFO - Epoch [89][120/940] lr: 1.000e-04, eta: 3:14:31, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.8219, top5_acc: 0.9531, loss_cls: 0.6722, loss: 0.6722 2020-07-02 11:45:02,523 - mmaction - INFO - Epoch [89][140/940] lr: 1.000e-04, eta: 3:14:10, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9031, loss_cls: 0.9960, loss: 0.9960 2020-07-02 11:45:21,422 - mmaction - INFO - Epoch [89][160/940] lr: 1.000e-04, eta: 3:13:48, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.7504, loss: 0.7504 2020-07-02 11:45:40,333 - mmaction - INFO - Epoch [89][180/940] lr: 1.000e-04, eta: 3:13:27, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9595, loss: 0.9595 2020-07-02 11:45:58,209 - mmaction - INFO - Epoch [89][200/940] lr: 1.000e-04, eta: 3:13:05, time: 0.894, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.8223, loss: 0.8223 2020-07-02 11:46:16,634 - mmaction - INFO - Epoch [89][220/940] lr: 1.000e-04, eta: 3:12:44, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9234, loss_cls: 0.8373, loss: 0.8373 2020-07-02 11:46:35,114 - mmaction - INFO - Epoch [89][240/940] lr: 1.000e-04, eta: 3:12:22, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.8847, loss: 0.8847 2020-07-02 11:46:54,054 - mmaction - INFO - Epoch [89][260/940] lr: 1.000e-04, eta: 3:12:01, time: 0.947, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8995, loss: 0.8995 2020-07-02 11:47:12,752 - mmaction - INFO - Epoch [89][280/940] lr: 1.000e-04, eta: 3:11:39, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9422, loss_cls: 0.8490, loss: 0.8490 2020-07-02 11:47:31,142 - mmaction - INFO - Epoch [89][300/940] lr: 1.000e-04, eta: 3:11:18, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9166, loss: 0.9166 2020-07-02 11:47:50,020 - mmaction - INFO - Epoch [89][320/940] lr: 1.000e-04, eta: 3:10:56, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9344, loss_cls: 0.7693, loss: 0.7693 2020-07-02 11:48:08,950 - mmaction - INFO - Epoch [89][340/940] lr: 1.000e-04, eta: 3:10:35, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.8628, loss: 0.8628 2020-07-02 11:48:27,811 - mmaction - INFO - Epoch [89][360/940] lr: 1.000e-04, eta: 3:10:14, time: 0.942, data_time: 0.002, memory: 21558, top1_acc: 0.8187, top5_acc: 0.9375, loss_cls: 0.7288, loss: 0.7288 2020-07-02 11:48:46,595 - mmaction - INFO - Epoch [89][380/940] lr: 1.000e-04, eta: 3:09:52, time: 0.942, data_time: 0.003, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.9228, loss: 0.9228 2020-07-02 11:49:05,117 - mmaction - INFO - Epoch [89][400/940] lr: 1.000e-04, eta: 3:09:31, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8535, loss: 0.8535 2020-07-02 11:49:23,631 - mmaction - INFO - Epoch [89][420/940] lr: 1.000e-04, eta: 3:09:09, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9453, loss_cls: 0.7836, loss: 0.7836 2020-07-02 11:49:42,658 - mmaction - INFO - Epoch [89][440/940] lr: 1.000e-04, eta: 3:08:48, time: 0.953, data_time: 0.003, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8774, loss: 0.8774 2020-07-02 11:50:00,838 - mmaction - INFO - Epoch [89][460/940] lr: 1.000e-04, eta: 3:08:26, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9250, loss_cls: 0.7847, loss: 0.7847 2020-07-02 11:50:19,669 - mmaction - INFO - Epoch [89][480/940] lr: 1.000e-04, eta: 3:08:05, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9100, loss: 0.9100 2020-07-02 11:50:39,083 - mmaction - INFO - Epoch [89][500/940] lr: 1.000e-04, eta: 3:07:44, time: 0.970, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.8969, loss_cls: 0.9156, loss: 0.9156 2020-07-02 11:50:57,566 - mmaction - INFO - Epoch [89][520/940] lr: 1.000e-04, eta: 3:07:22, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9234, loss_cls: 0.8450, loss: 0.8450 2020-07-02 11:51:16,159 - mmaction - INFO - Epoch [89][540/940] lr: 1.000e-04, eta: 3:07:01, time: 0.930, data_time: 0.003, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.9039, loss: 0.9039 2020-07-02 11:51:34,552 - mmaction - INFO - Epoch [89][560/940] lr: 1.000e-04, eta: 3:06:39, time: 0.921, data_time: 0.002, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8943, loss: 0.8943 2020-07-02 11:51:54,178 - mmaction - INFO - Epoch [89][580/940] lr: 1.000e-04, eta: 3:06:18, time: 0.981, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8790, loss: 0.8790 2020-07-02 11:52:13,019 - mmaction - INFO - Epoch [89][600/940] lr: 1.000e-04, eta: 3:05:56, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9266, loss_cls: 0.8344, loss: 0.8344 2020-07-02 11:52:31,772 - mmaction - INFO - Epoch [89][620/940] lr: 1.000e-04, eta: 3:05:35, time: 0.937, data_time: 0.000, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.7839, loss: 0.7839 2020-07-02 11:52:50,710 - mmaction - INFO - Epoch [89][640/940] lr: 1.000e-04, eta: 3:05:14, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9219, loss_cls: 0.8617, loss: 0.8617 2020-07-02 11:53:09,847 - mmaction - INFO - Epoch [89][660/940] lr: 1.000e-04, eta: 3:04:52, time: 0.955, data_time: 0.000, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8134, loss: 0.8134 2020-07-02 11:53:28,079 - mmaction - INFO - Epoch [89][680/940] lr: 1.000e-04, eta: 3:04:31, time: 0.912, data_time: 0.003, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7706, loss: 0.7706 2020-07-02 11:53:46,277 - mmaction - INFO - Epoch [89][700/940] lr: 1.000e-04, eta: 3:04:09, time: 0.909, data_time: 0.002, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9096, loss: 0.9096 2020-07-02 11:54:06,308 - mmaction - INFO - Epoch [89][720/940] lr: 1.000e-04, eta: 3:03:48, time: 1.004, data_time: 0.003, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.8931, loss: 0.8931 2020-07-02 11:54:24,646 - mmaction - INFO - Epoch [89][740/940] lr: 1.000e-04, eta: 3:03:27, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9328, loss_cls: 0.8232, loss: 0.8232 2020-07-02 11:54:42,650 - mmaction - INFO - Epoch [89][760/940] lr: 1.000e-04, eta: 3:03:05, time: 0.900, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.8361, loss: 0.8361 2020-07-02 11:55:01,276 - mmaction - INFO - Epoch [89][780/940] lr: 1.000e-04, eta: 3:02:44, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9125, loss_cls: 0.8580, loss: 0.8580 2020-07-02 11:55:19,526 - mmaction - INFO - Epoch [89][800/940] lr: 1.000e-04, eta: 3:02:22, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8261, loss: 0.8261 2020-07-02 11:55:38,820 - mmaction - INFO - Epoch [89][820/940] lr: 1.000e-04, eta: 3:02:01, time: 0.965, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.8958, loss: 0.8958 2020-07-02 11:55:57,579 - mmaction - INFO - Epoch [89][840/940] lr: 1.000e-04, eta: 3:01:40, time: 0.938, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8819, loss: 0.8819 2020-07-02 11:56:15,678 - mmaction - INFO - Epoch [89][860/940] lr: 1.000e-04, eta: 3:01:18, time: 0.904, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9234, loss_cls: 0.8281, loss: 0.8281 2020-07-02 11:56:35,086 - mmaction - INFO - Epoch [89][880/940] lr: 1.000e-04, eta: 3:00:57, time: 0.971, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9187, loss_cls: 0.8585, loss: 0.8585 2020-07-02 11:56:53,755 - mmaction - INFO - Epoch [89][900/940] lr: 1.000e-04, eta: 3:00:35, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.8167, loss: 0.8167 2020-07-02 11:57:12,568 - mmaction - INFO - Epoch [89][920/940] lr: 1.000e-04, eta: 3:00:14, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9172, loss_cls: 0.8616, loss: 0.8616 2020-07-02 11:57:30,262 - mmaction - INFO - Epoch [89][940/940] lr: 1.000e-04, eta: 2:59:52, time: 0.887, data_time: 0.003, memory: 21558, top1_acc: 0.7789, top5_acc: 0.9171, loss_cls: 0.9365, loss: 0.9365 2020-07-02 11:57:34,349 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-07-02 11:59:26,648 - mmaction - INFO - Epoch [90][20/940] lr: 1.000e-04, eta: 2:59:53, time: 5.586, data_time: 4.700, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9359, loss_cls: 0.7712, loss: 0.7712 2020-07-02 11:59:45,182 - mmaction - INFO - Epoch [90][40/940] lr: 1.000e-04, eta: 2:59:31, time: 0.930, data_time: 0.012, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.8545, loss: 0.8545 2020-07-02 12:00:07,461 - mmaction - INFO - Epoch [90][60/940] lr: 1.000e-04, eta: 2:59:11, time: 1.113, data_time: 0.001, memory: 21558, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.7123, loss: 0.7123 2020-07-02 12:00:25,232 - mmaction - INFO - Epoch [90][80/940] lr: 1.000e-04, eta: 2:58:49, time: 0.888, data_time: 0.004, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.9029, loss: 0.9029 2020-07-02 12:00:43,852 - mmaction - INFO - Epoch [90][100/940] lr: 1.000e-04, eta: 2:58:28, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9328, loss_cls: 0.8464, loss: 0.8464 2020-07-02 12:01:03,486 - mmaction - INFO - Epoch [90][120/940] lr: 1.000e-04, eta: 2:58:06, time: 0.982, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9281, loss_cls: 0.8097, loss: 0.8097 2020-07-02 12:01:22,735 - mmaction - INFO - Epoch [90][140/940] lr: 1.000e-04, eta: 2:57:45, time: 0.962, data_time: 0.000, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9062, loss_cls: 0.9815, loss: 0.9815 2020-07-02 12:01:41,855 - mmaction - INFO - Epoch [90][160/940] lr: 1.000e-04, eta: 2:57:24, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9172, loss_cls: 0.8771, loss: 0.8771 2020-07-02 12:01:59,866 - mmaction - INFO - Epoch [90][180/940] lr: 1.000e-04, eta: 2:57:02, time: 0.901, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.7802, loss: 0.7802 2020-07-02 12:02:18,740 - mmaction - INFO - Epoch [90][200/940] lr: 1.000e-04, eta: 2:56:41, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9281, loss_cls: 0.8819, loss: 0.8819 2020-07-02 12:02:37,467 - mmaction - INFO - Epoch [90][220/940] lr: 1.000e-04, eta: 2:56:19, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9078, loss_cls: 0.8742, loss: 0.8742 2020-07-02 12:02:56,353 - mmaction - INFO - Epoch [90][240/940] lr: 1.000e-04, eta: 2:55:58, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8989, loss: 0.8989 2020-07-02 12:03:14,272 - mmaction - INFO - Epoch [90][260/940] lr: 1.000e-04, eta: 2:55:36, time: 0.897, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8665, loss: 0.8665 2020-07-02 12:03:33,519 - mmaction - INFO - Epoch [90][280/940] lr: 1.000e-04, eta: 2:55:15, time: 0.962, data_time: 0.000, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7718, loss: 0.7718 2020-07-02 12:03:52,438 - mmaction - INFO - Epoch [90][300/940] lr: 1.000e-04, eta: 2:54:54, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8613, loss: 0.8613 2020-07-02 12:04:11,002 - mmaction - INFO - Epoch [90][320/940] lr: 1.000e-04, eta: 2:54:32, time: 0.928, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9453, loss_cls: 0.7731, loss: 0.7731 2020-07-02 12:04:29,694 - mmaction - INFO - Epoch [90][340/940] lr: 1.000e-04, eta: 2:54:11, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9203, loss_cls: 0.8977, loss: 0.8977 2020-07-02 12:04:48,548 - mmaction - INFO - Epoch [90][360/940] lr: 1.000e-04, eta: 2:53:50, time: 0.942, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9344, loss_cls: 0.8763, loss: 0.8763 2020-07-02 12:05:08,083 - mmaction - INFO - Epoch [90][380/940] lr: 1.000e-04, eta: 2:53:28, time: 0.977, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9172, loss_cls: 0.8468, loss: 0.8468 2020-07-02 12:05:27,430 - mmaction - INFO - Epoch [90][400/940] lr: 1.000e-04, eta: 2:53:07, time: 0.967, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7789, loss: 0.7789 2020-07-02 12:05:46,031 - mmaction - INFO - Epoch [90][420/940] lr: 1.000e-04, eta: 2:52:46, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9328, loss_cls: 0.8547, loss: 0.8547 2020-07-02 12:06:04,501 - mmaction - INFO - Epoch [90][440/940] lr: 1.000e-04, eta: 2:52:24, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.9192, loss: 0.9192 2020-07-02 12:06:22,995 - mmaction - INFO - Epoch [90][460/940] lr: 1.000e-04, eta: 2:52:03, time: 0.927, data_time: 0.003, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9422, loss_cls: 0.8410, loss: 0.8410 2020-07-02 12:06:41,342 - mmaction - INFO - Epoch [90][480/940] lr: 1.000e-04, eta: 2:51:41, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.8249, loss: 0.8249 2020-07-02 12:06:59,896 - mmaction - INFO - Epoch [90][500/940] lr: 1.000e-04, eta: 2:51:20, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.9213, loss: 0.9213 2020-07-02 12:07:18,882 - mmaction - INFO - Epoch [90][520/940] lr: 1.000e-04, eta: 2:50:59, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8277, loss: 0.8277 2020-07-02 12:07:37,104 - mmaction - INFO - Epoch [90][540/940] lr: 1.000e-04, eta: 2:50:37, time: 0.911, data_time: 0.000, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9406, loss_cls: 0.7390, loss: 0.7390 2020-07-02 12:07:55,862 - mmaction - INFO - Epoch [90][560/940] lr: 1.000e-04, eta: 2:50:16, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9406, loss_cls: 0.7745, loss: 0.7745 2020-07-02 12:08:14,509 - mmaction - INFO - Epoch [90][580/940] lr: 1.000e-04, eta: 2:49:54, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8729, loss: 0.8729 2020-07-02 12:08:32,945 - mmaction - INFO - Epoch [90][600/940] lr: 1.000e-04, eta: 2:49:33, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9344, loss_cls: 0.8670, loss: 0.8670 2020-07-02 12:08:51,526 - mmaction - INFO - Epoch [90][620/940] lr: 1.000e-04, eta: 2:49:12, time: 0.931, data_time: 0.003, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9281, loss_cls: 0.9123, loss: 0.9123 2020-07-02 12:09:09,880 - mmaction - INFO - Epoch [90][640/940] lr: 1.000e-04, eta: 2:48:50, time: 0.918, data_time: 0.003, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.8028, loss: 0.8028 2020-07-02 12:09:29,025 - mmaction - INFO - Epoch [90][660/940] lr: 1.000e-04, eta: 2:48:29, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.8322, loss: 0.8322 2020-07-02 12:09:47,431 - mmaction - INFO - Epoch [90][680/940] lr: 1.000e-04, eta: 2:48:08, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.8159, loss: 0.8159 2020-07-02 12:10:06,712 - mmaction - INFO - Epoch [90][700/940] lr: 1.000e-04, eta: 2:47:46, time: 0.963, data_time: 0.057, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.9105, loss: 0.9105 2020-07-02 12:10:26,021 - mmaction - INFO - Epoch [90][720/940] lr: 1.000e-04, eta: 2:47:25, time: 0.966, data_time: 0.069, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9313, loss_cls: 0.8639, loss: 0.8639 2020-07-02 12:10:44,059 - mmaction - INFO - Epoch [90][740/940] lr: 1.000e-04, eta: 2:47:04, time: 0.903, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9297, loss_cls: 0.8117, loss: 0.8117 2020-07-02 12:11:01,958 - mmaction - INFO - Epoch [90][760/940] lr: 1.000e-04, eta: 2:46:42, time: 0.895, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.8049, loss: 0.8049 2020-07-02 12:11:21,571 - mmaction - INFO - Epoch [90][780/940] lr: 1.000e-04, eta: 2:46:21, time: 0.981, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.8415, loss: 0.8415 2020-07-02 12:11:40,446 - mmaction - INFO - Epoch [90][800/940] lr: 1.000e-04, eta: 2:46:00, time: 0.944, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8730, loss: 0.8730 2020-07-02 12:11:59,486 - mmaction - INFO - Epoch [90][820/940] lr: 1.000e-04, eta: 2:45:38, time: 0.951, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9391, loss_cls: 0.8141, loss: 0.8141 2020-07-02 12:12:17,885 - mmaction - INFO - Epoch [90][840/940] lr: 1.000e-04, eta: 2:45:17, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8008, loss: 0.8008 2020-07-02 12:12:36,404 - mmaction - INFO - Epoch [90][860/940] lr: 1.000e-04, eta: 2:44:56, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9363, loss: 0.9363 2020-07-02 12:12:55,192 - mmaction - INFO - Epoch [90][880/940] lr: 1.000e-04, eta: 2:44:34, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.8219, top5_acc: 0.9344, loss_cls: 0.7835, loss: 0.7835 2020-07-02 12:13:13,514 - mmaction - INFO - Epoch [90][900/940] lr: 1.000e-04, eta: 2:44:13, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9031, loss_cls: 1.0038, loss: 1.0038 2020-07-02 12:13:32,272 - mmaction - INFO - Epoch [90][920/940] lr: 1.000e-04, eta: 2:43:52, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9328, loss_cls: 0.8141, loss: 0.8141 2020-07-02 12:13:49,392 - mmaction - INFO - Epoch [90][940/940] lr: 1.000e-04, eta: 2:43:30, time: 0.857, data_time: 0.002, memory: 21558, top1_acc: 0.7837, top5_acc: 0.9138, loss_cls: 0.8631, loss: 0.8631 2020-07-02 12:13:55,680 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-02 12:17:07,773 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 12:17:08,512 - mmaction - INFO - top1_acc 0.6906 top5_acc 0.8868 2020-07-02 12:17:08,513 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 12:17:08,569 - mmaction - INFO - mean_acc 0.6905 2020-07-02 12:17:08,576 - mmaction - INFO - Epoch [90][940/940] lr: 1.000e-04, top1_acc: 0.6906, top5_acc: 0.8868, mean_class_accuracy: 0.6905 2020-07-02 12:19:08,822 - mmaction - INFO - Epoch [91][20/940] lr: 1.000e-04, eta: 2:43:30, time: 6.010, data_time: 5.205, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8425, loss: 0.8425 2020-07-02 12:19:28,274 - mmaction - INFO - Epoch [91][40/940] lr: 1.000e-04, eta: 2:43:08, time: 0.973, data_time: 0.124, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9047, loss_cls: 0.9470, loss: 0.9470 2020-07-02 12:19:46,323 - mmaction - INFO - Epoch [91][60/940] lr: 1.000e-04, eta: 2:42:47, time: 0.902, data_time: 0.062, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9453, loss_cls: 0.7979, loss: 0.7979 2020-07-02 12:20:05,437 - mmaction - INFO - Epoch [91][80/940] lr: 1.000e-04, eta: 2:42:26, time: 0.955, data_time: 0.046, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.8348, loss: 0.8348 2020-07-02 12:20:24,199 - mmaction - INFO - Epoch [91][100/940] lr: 1.000e-04, eta: 2:42:04, time: 0.940, data_time: 0.120, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9203, loss_cls: 0.8451, loss: 0.8451 2020-07-02 12:20:44,529 - mmaction - INFO - Epoch [91][120/940] lr: 1.000e-04, eta: 2:41:43, time: 1.017, data_time: 0.069, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.7996, loss: 0.7996 2020-07-02 12:21:02,711 - mmaction - INFO - Epoch [91][140/940] lr: 1.000e-04, eta: 2:41:22, time: 0.909, data_time: 0.000, memory: 21558, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7417, loss: 0.7417 2020-07-02 12:21:23,225 - mmaction - INFO - Epoch [91][160/940] lr: 1.000e-04, eta: 2:41:01, time: 1.026, data_time: 0.001, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7782, loss: 0.7782 2020-07-02 12:21:43,144 - mmaction - INFO - Epoch [91][180/940] lr: 1.000e-04, eta: 2:40:40, time: 0.995, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9078, loss_cls: 0.9139, loss: 0.9139 2020-07-02 12:22:02,258 - mmaction - INFO - Epoch [91][200/940] lr: 1.000e-04, eta: 2:40:18, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.8522, loss: 0.8522 2020-07-02 12:22:20,832 - mmaction - INFO - Epoch [91][220/940] lr: 1.000e-04, eta: 2:39:57, time: 0.930, data_time: 0.002, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.8643, loss: 0.8643 2020-07-02 12:22:39,914 - mmaction - INFO - Epoch [91][240/940] lr: 1.000e-04, eta: 2:39:36, time: 0.955, data_time: 0.001, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9297, loss_cls: 0.8420, loss: 0.8420 2020-07-02 12:22:59,575 - mmaction - INFO - Epoch [91][260/940] lr: 1.000e-04, eta: 2:39:15, time: 0.983, data_time: 0.000, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9328, loss_cls: 0.7937, loss: 0.7937 2020-07-02 12:23:18,221 - mmaction - INFO - Epoch [91][280/940] lr: 1.000e-04, eta: 2:38:53, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.8189, loss: 0.8189 2020-07-02 12:23:36,748 - mmaction - INFO - Epoch [91][300/940] lr: 1.000e-04, eta: 2:38:32, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7896, loss: 0.7896 2020-07-02 12:23:55,035 - mmaction - INFO - Epoch [91][320/940] lr: 1.000e-04, eta: 2:38:10, time: 0.914, data_time: 0.002, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9344, loss_cls: 0.7782, loss: 0.7782 2020-07-02 12:24:13,491 - mmaction - INFO - Epoch [91][340/940] lr: 1.000e-04, eta: 2:37:49, time: 0.925, data_time: 0.003, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.7667, loss: 0.7667 2020-07-02 12:24:32,850 - mmaction - INFO - Epoch [91][360/940] lr: 1.000e-04, eta: 2:37:28, time: 0.968, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.9090, loss: 0.9090 2020-07-02 12:24:51,484 - mmaction - INFO - Epoch [91][380/940] lr: 1.000e-04, eta: 2:37:06, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8774, loss: 0.8774 2020-07-02 12:25:09,796 - mmaction - INFO - Epoch [91][400/940] lr: 1.000e-04, eta: 2:36:45, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9187, loss_cls: 0.8636, loss: 0.8636 2020-07-02 12:25:28,779 - mmaction - INFO - Epoch [91][420/940] lr: 1.000e-04, eta: 2:36:24, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9297, loss_cls: 0.8463, loss: 0.8463 2020-07-02 12:25:47,511 - mmaction - INFO - Epoch [91][440/940] lr: 1.000e-04, eta: 2:36:02, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9406, loss_cls: 0.8108, loss: 0.8108 2020-07-02 12:26:06,362 - mmaction - INFO - Epoch [91][460/940] lr: 1.000e-04, eta: 2:35:41, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9453, loss_cls: 0.8135, loss: 0.8135 2020-07-02 12:26:25,045 - mmaction - INFO - Epoch [91][480/940] lr: 1.000e-04, eta: 2:35:20, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9125, loss_cls: 0.8990, loss: 0.8990 2020-07-02 12:26:43,439 - mmaction - INFO - Epoch [91][500/940] lr: 1.000e-04, eta: 2:34:58, time: 0.920, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9172, loss_cls: 0.8714, loss: 0.8714 2020-07-02 12:27:01,862 - mmaction - INFO - Epoch [91][520/940] lr: 1.000e-04, eta: 2:34:37, time: 0.921, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.8834, loss: 0.8834 2020-07-02 12:27:20,591 - mmaction - INFO - Epoch [91][540/940] lr: 1.000e-04, eta: 2:34:16, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9526, loss: 0.9526 2020-07-02 12:27:39,395 - mmaction - INFO - Epoch [91][560/940] lr: 1.000e-04, eta: 2:33:54, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8572, loss: 0.8572 2020-07-02 12:27:58,223 - mmaction - INFO - Epoch [91][580/940] lr: 1.000e-04, eta: 2:33:33, time: 0.941, data_time: 0.000, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9359, loss_cls: 0.8617, loss: 0.8617 2020-07-02 12:28:16,532 - mmaction - INFO - Epoch [91][600/940] lr: 1.000e-04, eta: 2:33:12, time: 0.915, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.9113, loss: 0.9113 2020-07-02 12:28:35,690 - mmaction - INFO - Epoch [91][620/940] lr: 1.000e-04, eta: 2:32:50, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.9448, loss: 0.9448 2020-07-02 12:28:53,971 - mmaction - INFO - Epoch [91][640/940] lr: 1.000e-04, eta: 2:32:29, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9375, loss_cls: 0.8208, loss: 0.8208 2020-07-02 12:29:12,695 - mmaction - INFO - Epoch [91][660/940] lr: 1.000e-04, eta: 2:32:08, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9344, loss_cls: 0.8377, loss: 0.8377 2020-07-02 12:29:31,801 - mmaction - INFO - Epoch [91][680/940] lr: 1.000e-04, eta: 2:31:47, time: 0.954, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.8961, loss: 0.8961 2020-07-02 12:29:49,955 - mmaction - INFO - Epoch [91][700/940] lr: 1.000e-04, eta: 2:31:25, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8988, loss: 0.8988 2020-07-02 12:30:08,971 - mmaction - INFO - Epoch [91][720/940] lr: 1.000e-04, eta: 2:31:04, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.9468, loss: 0.9468 2020-07-02 12:30:27,568 - mmaction - INFO - Epoch [91][740/940] lr: 1.000e-04, eta: 2:30:43, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8838, loss: 0.8838 2020-07-02 12:30:46,182 - mmaction - INFO - Epoch [91][760/940] lr: 1.000e-04, eta: 2:30:21, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9359, loss_cls: 0.8233, loss: 0.8233 2020-07-02 12:31:04,918 - mmaction - INFO - Epoch [91][780/940] lr: 1.000e-04, eta: 2:30:00, time: 0.938, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.8752, loss: 0.8752 2020-07-02 12:31:23,378 - mmaction - INFO - Epoch [91][800/940] lr: 1.000e-04, eta: 2:29:39, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.8678, loss: 0.8678 2020-07-02 12:31:42,275 - mmaction - INFO - Epoch [91][820/940] lr: 1.000e-04, eta: 2:29:17, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9172, loss_cls: 0.8314, loss: 0.8314 2020-07-02 12:32:00,910 - mmaction - INFO - Epoch [91][840/940] lr: 1.000e-04, eta: 2:28:56, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8345, loss: 0.8345 2020-07-02 12:32:19,450 - mmaction - INFO - Epoch [91][860/940] lr: 1.000e-04, eta: 2:28:35, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9422, loss_cls: 0.7531, loss: 0.7531 2020-07-02 12:32:37,973 - mmaction - INFO - Epoch [91][880/940] lr: 1.000e-04, eta: 2:28:13, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9328, loss_cls: 0.8212, loss: 0.8212 2020-07-02 12:32:55,645 - mmaction - INFO - Epoch [91][900/940] lr: 1.000e-04, eta: 2:27:52, time: 0.882, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9437, loss_cls: 0.7883, loss: 0.7883 2020-07-02 12:33:14,159 - mmaction - INFO - Epoch [91][920/940] lr: 1.000e-04, eta: 2:27:31, time: 0.928, data_time: 0.003, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9234, loss_cls: 0.8342, loss: 0.8342 2020-07-02 12:33:30,985 - mmaction - INFO - Epoch [91][940/940] lr: 1.000e-04, eta: 2:27:09, time: 0.841, data_time: 0.001, memory: 21558, top1_acc: 0.7919, top5_acc: 0.9187, loss_cls: 0.8744, loss: 0.8744 2020-07-02 12:33:33,135 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-07-02 12:34:48,637 - mmaction - INFO - Epoch [92][20/940] lr: 1.000e-04, eta: 2:26:58, time: 3.708, data_time: 2.785, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9172, loss_cls: 0.8192, loss: 0.8192 2020-07-02 12:35:08,010 - mmaction - INFO - Epoch [92][40/940] lr: 1.000e-04, eta: 2:26:37, time: 0.967, data_time: 0.011, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8402, loss: 0.8402 2020-07-02 12:35:27,003 - mmaction - INFO - Epoch [92][60/940] lr: 1.000e-04, eta: 2:26:16, time: 0.951, data_time: 0.002, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9359, loss_cls: 0.8054, loss: 0.8054 2020-07-02 12:35:45,473 - mmaction - INFO - Epoch [92][80/940] lr: 1.000e-04, eta: 2:25:54, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9422, loss_cls: 0.7989, loss: 0.7989 2020-07-02 12:36:04,203 - mmaction - INFO - Epoch [92][100/940] lr: 1.000e-04, eta: 2:25:33, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9359, loss_cls: 0.7948, loss: 0.7948 2020-07-02 12:36:22,428 - mmaction - INFO - Epoch [92][120/940] lr: 1.000e-04, eta: 2:25:12, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9172, loss_cls: 0.8946, loss: 0.8946 2020-07-02 12:36:41,314 - mmaction - INFO - Epoch [92][140/940] lr: 1.000e-04, eta: 2:24:50, time: 0.946, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9141, loss_cls: 0.8266, loss: 0.8266 2020-07-02 12:37:00,605 - mmaction - INFO - Epoch [92][160/940] lr: 1.000e-04, eta: 2:24:29, time: 0.964, data_time: 0.000, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9359, loss_cls: 0.9039, loss: 0.9039 2020-07-02 12:37:19,348 - mmaction - INFO - Epoch [92][180/940] lr: 1.000e-04, eta: 2:24:08, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8186, loss: 0.8186 2020-07-02 12:37:38,190 - mmaction - INFO - Epoch [92][200/940] lr: 1.000e-04, eta: 2:23:47, time: 0.943, data_time: 0.003, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9266, loss_cls: 0.8371, loss: 0.8371 2020-07-02 12:37:56,465 - mmaction - INFO - Epoch [92][220/940] lr: 1.000e-04, eta: 2:23:25, time: 0.915, data_time: 0.003, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9313, loss_cls: 0.7747, loss: 0.7747 2020-07-02 12:38:14,709 - mmaction - INFO - Epoch [92][240/940] lr: 1.000e-04, eta: 2:23:04, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9359, loss_cls: 0.7946, loss: 0.7946 2020-07-02 12:38:32,921 - mmaction - INFO - Epoch [92][260/940] lr: 1.000e-04, eta: 2:22:42, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.9257, loss: 0.9257 2020-07-02 12:38:51,423 - mmaction - INFO - Epoch [92][280/940] lr: 1.000e-04, eta: 2:22:21, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9524, loss: 0.9524 2020-07-02 12:39:10,641 - mmaction - INFO - Epoch [92][300/940] lr: 1.000e-04, eta: 2:22:00, time: 0.961, data_time: 0.000, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7925, loss: 0.7925 2020-07-02 12:39:29,228 - mmaction - INFO - Epoch [92][320/940] lr: 1.000e-04, eta: 2:21:39, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9078, loss_cls: 0.8862, loss: 0.8862 2020-07-02 12:39:47,068 - mmaction - INFO - Epoch [92][340/940] lr: 1.000e-04, eta: 2:21:17, time: 0.891, data_time: 0.000, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9203, loss_cls: 0.8370, loss: 0.8370 2020-07-02 12:40:05,928 - mmaction - INFO - Epoch [92][360/940] lr: 1.000e-04, eta: 2:20:56, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8608, loss: 0.8608 2020-07-02 12:40:24,335 - mmaction - INFO - Epoch [92][380/940] lr: 1.000e-04, eta: 2:20:35, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7995, loss: 0.7995 2020-07-02 12:40:43,148 - mmaction - INFO - Epoch [92][400/940] lr: 1.000e-04, eta: 2:20:14, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8362, loss: 0.8362 2020-07-02 12:41:02,073 - mmaction - INFO - Epoch [92][420/940] lr: 1.000e-04, eta: 2:19:52, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7633, loss: 0.7633 2020-07-02 12:41:21,434 - mmaction - INFO - Epoch [92][440/940] lr: 1.000e-04, eta: 2:19:31, time: 0.970, data_time: 0.003, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.8203, loss: 0.8203 2020-07-02 12:41:39,964 - mmaction - INFO - Epoch [92][460/940] lr: 1.000e-04, eta: 2:19:10, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8102, loss: 0.8102 2020-07-02 12:41:58,398 - mmaction - INFO - Epoch [92][480/940] lr: 1.000e-04, eta: 2:18:49, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8428, loss: 0.8428 2020-07-02 12:42:17,231 - mmaction - INFO - Epoch [92][500/940] lr: 1.000e-04, eta: 2:18:27, time: 0.942, data_time: 0.100, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9332, loss: 0.9332 2020-07-02 12:42:35,995 - mmaction - INFO - Epoch [92][520/940] lr: 1.000e-04, eta: 2:18:06, time: 0.938, data_time: 0.172, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9219, loss_cls: 0.8891, loss: 0.8891 2020-07-02 12:42:54,673 - mmaction - INFO - Epoch [92][540/940] lr: 1.000e-04, eta: 2:17:45, time: 0.931, data_time: 0.163, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9266, loss_cls: 0.8313, loss: 0.8313 2020-07-02 12:43:13,570 - mmaction - INFO - Epoch [92][560/940] lr: 1.000e-04, eta: 2:17:24, time: 0.947, data_time: 0.175, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9062, loss_cls: 0.9127, loss: 0.9127 2020-07-02 12:43:31,916 - mmaction - INFO - Epoch [92][580/940] lr: 1.000e-04, eta: 2:17:02, time: 0.918, data_time: 0.149, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9266, loss_cls: 0.8156, loss: 0.8156 2020-07-02 12:43:50,349 - mmaction - INFO - Epoch [92][600/940] lr: 1.000e-04, eta: 2:16:41, time: 0.921, data_time: 0.151, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9453, loss_cls: 0.7714, loss: 0.7714 2020-07-02 12:44:09,134 - mmaction - INFO - Epoch [92][620/940] lr: 1.000e-04, eta: 2:16:20, time: 0.939, data_time: 0.052, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9328, loss_cls: 0.8793, loss: 0.8793 2020-07-02 12:44:27,413 - mmaction - INFO - Epoch [92][640/940] lr: 1.000e-04, eta: 2:15:59, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9313, loss_cls: 0.8495, loss: 0.8495 2020-07-02 12:44:46,476 - mmaction - INFO - Epoch [92][660/940] lr: 1.000e-04, eta: 2:15:37, time: 0.951, data_time: 0.000, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9616, loss: 0.9616 2020-07-02 12:45:04,949 - mmaction - INFO - Epoch [92][680/940] lr: 1.000e-04, eta: 2:15:16, time: 0.925, data_time: 0.003, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8461, loss: 0.8461 2020-07-02 12:45:22,747 - mmaction - INFO - Epoch [92][700/940] lr: 1.000e-04, eta: 2:14:55, time: 0.890, data_time: 0.001, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9112, loss: 0.9112 2020-07-02 12:45:41,526 - mmaction - INFO - Epoch [92][720/940] lr: 1.000e-04, eta: 2:14:34, time: 0.939, data_time: 0.000, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9078, loss_cls: 0.9145, loss: 0.9145 2020-07-02 12:46:00,070 - mmaction - INFO - Epoch [92][740/940] lr: 1.000e-04, eta: 2:14:12, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9062, loss_cls: 0.9292, loss: 0.9292 2020-07-02 12:46:18,055 - mmaction - INFO - Epoch [92][760/940] lr: 1.000e-04, eta: 2:13:51, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8549, loss: 0.8549 2020-07-02 12:46:36,879 - mmaction - INFO - Epoch [92][780/940] lr: 1.000e-04, eta: 2:13:30, time: 0.941, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.9099, loss: 0.9099 2020-07-02 12:46:54,886 - mmaction - INFO - Epoch [92][800/940] lr: 1.000e-04, eta: 2:13:08, time: 0.902, data_time: 0.002, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.9043, loss: 0.9043 2020-07-02 12:47:13,703 - mmaction - INFO - Epoch [92][820/940] lr: 1.000e-04, eta: 2:12:47, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.8602, loss: 0.8602 2020-07-02 12:47:32,152 - mmaction - INFO - Epoch [92][840/940] lr: 1.000e-04, eta: 2:12:26, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9031, loss_cls: 0.9976, loss: 0.9976 2020-07-02 12:47:50,722 - mmaction - INFO - Epoch [92][860/940] lr: 1.000e-04, eta: 2:12:05, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.9046, loss: 0.9046 2020-07-02 12:48:08,979 - mmaction - INFO - Epoch [92][880/940] lr: 1.000e-04, eta: 2:11:44, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8308, loss: 0.8308 2020-07-02 12:48:28,243 - mmaction - INFO - Epoch [92][900/940] lr: 1.000e-04, eta: 2:11:22, time: 0.963, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.8315, loss: 0.8315 2020-07-02 12:48:47,248 - mmaction - INFO - Epoch [92][920/940] lr: 1.000e-04, eta: 2:11:01, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9109, loss_cls: 0.8469, loss: 0.8469 2020-07-02 12:49:04,408 - mmaction - INFO - Epoch [92][940/940] lr: 1.000e-04, eta: 2:10:40, time: 0.858, data_time: 0.001, memory: 21558, top1_acc: 0.7837, top5_acc: 0.9301, loss_cls: 0.8524, loss: 0.8524 2020-07-02 12:49:08,099 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-07-02 12:50:25,484 - mmaction - INFO - Epoch [93][20/940] lr: 1.000e-04, eta: 2:10:28, time: 3.851, data_time: 2.941, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9094, loss_cls: 0.9467, loss: 0.9467 2020-07-02 12:50:44,545 - mmaction - INFO - Epoch [93][40/940] lr: 1.000e-04, eta: 2:10:07, time: 0.954, data_time: 0.008, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.8032, loss: 0.8032 2020-07-02 12:51:02,991 - mmaction - INFO - Epoch [93][60/940] lr: 1.000e-04, eta: 2:09:45, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9250, loss_cls: 0.7881, loss: 0.7881 2020-07-02 12:51:21,612 - mmaction - INFO - Epoch [93][80/940] lr: 1.000e-04, eta: 2:09:24, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8181, loss: 0.8181 2020-07-02 12:51:40,232 - mmaction - INFO - Epoch [93][100/940] lr: 1.000e-04, eta: 2:09:03, time: 0.931, data_time: 0.018, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9359, loss_cls: 0.8211, loss: 0.8211 2020-07-02 12:51:58,770 - mmaction - INFO - Epoch [93][120/940] lr: 1.000e-04, eta: 2:08:42, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9094, loss_cls: 0.8547, loss: 0.8547 2020-07-02 12:52:17,898 - mmaction - INFO - Epoch [93][140/940] lr: 1.000e-04, eta: 2:08:21, time: 0.956, data_time: 0.000, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9344, loss_cls: 0.8312, loss: 0.8312 2020-07-02 12:52:36,041 - mmaction - INFO - Epoch [93][160/940] lr: 1.000e-04, eta: 2:07:59, time: 0.908, data_time: 0.049, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7468, loss: 0.7468 2020-07-02 12:52:54,438 - mmaction - INFO - Epoch [93][180/940] lr: 1.000e-04, eta: 2:07:38, time: 0.920, data_time: 0.140, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.8723, loss: 0.8723 2020-07-02 12:53:13,308 - mmaction - INFO - Epoch [93][200/940] lr: 1.000e-04, eta: 2:07:17, time: 0.942, data_time: 0.155, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9234, loss_cls: 0.8705, loss: 0.8705 2020-07-02 12:53:31,920 - mmaction - INFO - Epoch [93][220/940] lr: 1.000e-04, eta: 2:06:56, time: 0.932, data_time: 0.140, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9375, loss_cls: 0.8228, loss: 0.8228 2020-07-02 12:53:50,733 - mmaction - INFO - Epoch [93][240/940] lr: 1.000e-04, eta: 2:06:35, time: 0.941, data_time: 0.112, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8594, loss: 0.8594 2020-07-02 12:54:09,117 - mmaction - INFO - Epoch [93][260/940] lr: 1.000e-04, eta: 2:06:13, time: 0.918, data_time: 0.128, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.8849, loss: 0.8849 2020-07-02 12:54:28,201 - mmaction - INFO - Epoch [93][280/940] lr: 1.000e-04, eta: 2:05:52, time: 0.956, data_time: 0.189, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9141, loss_cls: 0.9072, loss: 0.9072 2020-07-02 12:54:46,302 - mmaction - INFO - Epoch [93][300/940] lr: 1.000e-04, eta: 2:05:31, time: 0.905, data_time: 0.137, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9406, loss_cls: 0.7545, loss: 0.7545 2020-07-02 12:55:04,847 - mmaction - INFO - Epoch [93][320/940] lr: 1.000e-04, eta: 2:05:10, time: 0.927, data_time: 0.119, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9109, loss_cls: 0.9359, loss: 0.9359 2020-07-02 12:55:23,241 - mmaction - INFO - Epoch [93][340/940] lr: 1.000e-04, eta: 2:04:48, time: 0.917, data_time: 0.006, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.8967, loss: 0.8967 2020-07-02 12:55:41,740 - mmaction - INFO - Epoch [93][360/940] lr: 1.000e-04, eta: 2:04:27, time: 0.928, data_time: 0.009, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9453, loss_cls: 0.7332, loss: 0.7332 2020-07-02 12:56:00,318 - mmaction - INFO - Epoch [93][380/940] lr: 1.000e-04, eta: 2:04:06, time: 0.928, data_time: 0.026, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9234, loss_cls: 0.8546, loss: 0.8546 2020-07-02 12:56:18,702 - mmaction - INFO - Epoch [93][400/940] lr: 1.000e-04, eta: 2:03:45, time: 0.920, data_time: 0.130, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9328, loss_cls: 0.8094, loss: 0.8094 2020-07-02 12:56:38,097 - mmaction - INFO - Epoch [93][420/940] lr: 1.000e-04, eta: 2:03:24, time: 0.969, data_time: 0.002, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9109, loss_cls: 0.9015, loss: 0.9015 2020-07-02 12:56:56,452 - mmaction - INFO - Epoch [93][440/940] lr: 1.000e-04, eta: 2:03:02, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9313, loss_cls: 0.8487, loss: 0.8487 2020-07-02 12:57:15,115 - mmaction - INFO - Epoch [93][460/940] lr: 1.000e-04, eta: 2:02:41, time: 0.934, data_time: 0.015, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.8235, loss: 0.8235 2020-07-02 12:57:33,890 - mmaction - INFO - Epoch [93][480/940] lr: 1.000e-04, eta: 2:02:20, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9375, loss_cls: 0.8244, loss: 0.8244 2020-07-02 12:57:51,660 - mmaction - INFO - Epoch [93][500/940] lr: 1.000e-04, eta: 2:01:59, time: 0.886, data_time: 0.000, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7877, loss: 0.7877 2020-07-02 12:58:10,599 - mmaction - INFO - Epoch [93][520/940] lr: 1.000e-04, eta: 2:01:38, time: 0.949, data_time: 0.003, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9187, loss_cls: 0.8990, loss: 0.8990 2020-07-02 12:58:29,454 - mmaction - INFO - Epoch [93][540/940] lr: 1.000e-04, eta: 2:01:17, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9219, loss_cls: 0.8585, loss: 0.8585 2020-07-02 12:58:48,351 - mmaction - INFO - Epoch [93][560/940] lr: 1.000e-04, eta: 2:00:55, time: 0.943, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9172, loss_cls: 0.8459, loss: 0.8459 2020-07-02 12:59:05,930 - mmaction - INFO - Epoch [93][580/940] lr: 1.000e-04, eta: 2:00:34, time: 0.881, data_time: 0.003, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9203, loss_cls: 0.8391, loss: 0.8391 2020-07-02 12:59:25,020 - mmaction - INFO - Epoch [93][600/940] lr: 1.000e-04, eta: 2:00:13, time: 0.954, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9328, loss_cls: 0.8190, loss: 0.8190 2020-07-02 12:59:43,373 - mmaction - INFO - Epoch [93][620/940] lr: 1.000e-04, eta: 1:59:52, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.8203, top5_acc: 0.9469, loss_cls: 0.7226, loss: 0.7226 2020-07-02 13:00:01,720 - mmaction - INFO - Epoch [93][640/940] lr: 1.000e-04, eta: 1:59:31, time: 0.917, data_time: 0.000, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9234, loss_cls: 0.8538, loss: 0.8538 2020-07-02 13:00:22,636 - mmaction - INFO - Epoch [93][660/940] lr: 1.000e-04, eta: 1:59:10, time: 1.044, data_time: 0.001, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9266, loss_cls: 0.7529, loss: 0.7529 2020-07-02 13:00:41,099 - mmaction - INFO - Epoch [93][680/940] lr: 1.000e-04, eta: 1:58:49, time: 0.925, data_time: 0.003, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9406, loss_cls: 0.7652, loss: 0.7652 2020-07-02 13:01:00,154 - mmaction - INFO - Epoch [93][700/940] lr: 1.000e-04, eta: 1:58:27, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9297, loss_cls: 0.8146, loss: 0.8146 2020-07-02 13:01:19,241 - mmaction - INFO - Epoch [93][720/940] lr: 1.000e-04, eta: 1:58:06, time: 0.956, data_time: 0.003, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.8125, loss: 0.8125 2020-07-02 13:01:37,833 - mmaction - INFO - Epoch [93][740/940] lr: 1.000e-04, eta: 1:57:45, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.8080, loss: 0.8080 2020-07-02 13:01:56,165 - mmaction - INFO - Epoch [93][760/940] lr: 1.000e-04, eta: 1:57:24, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.8940, loss: 0.8940 2020-07-02 13:02:14,701 - mmaction - INFO - Epoch [93][780/940] lr: 1.000e-04, eta: 1:57:03, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9109, loss_cls: 0.8679, loss: 0.8679 2020-07-02 13:02:33,445 - mmaction - INFO - Epoch [93][800/940] lr: 1.000e-04, eta: 1:56:42, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7515, loss: 0.7515 2020-07-02 13:02:52,632 - mmaction - INFO - Epoch [93][820/940] lr: 1.000e-04, eta: 1:56:21, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.8939, loss: 0.8939 2020-07-02 13:03:11,193 - mmaction - INFO - Epoch [93][840/940] lr: 1.000e-04, eta: 1:55:59, time: 0.928, data_time: 0.003, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9297, loss_cls: 0.8342, loss: 0.8342 2020-07-02 13:03:30,421 - mmaction - INFO - Epoch [93][860/940] lr: 1.000e-04, eta: 1:55:38, time: 0.963, data_time: 0.003, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9547, loss_cls: 0.7598, loss: 0.7598 2020-07-02 13:03:49,272 - mmaction - INFO - Epoch [93][880/940] lr: 1.000e-04, eta: 1:55:17, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.8542, loss: 0.8542 2020-07-02 13:04:07,130 - mmaction - INFO - Epoch [93][900/940] lr: 1.000e-04, eta: 1:54:56, time: 0.893, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8330, loss: 0.8330 2020-07-02 13:04:26,436 - mmaction - INFO - Epoch [93][920/940] lr: 1.000e-04, eta: 1:54:35, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7385, loss: 0.7385 2020-07-02 13:04:43,480 - mmaction - INFO - Epoch [93][940/940] lr: 1.000e-04, eta: 1:54:14, time: 0.852, data_time: 0.001, memory: 21558, top1_acc: 0.7967, top5_acc: 0.9301, loss_cls: 0.8426, loss: 0.8426 2020-07-02 13:04:49,121 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-07-02 13:07:22,795 - mmaction - INFO - Epoch [94][20/940] lr: 1.000e-04, eta: 1:54:11, time: 7.618, data_time: 6.594, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.8211, loss: 0.8211 2020-07-02 13:07:41,254 - mmaction - INFO - Epoch [94][40/940] lr: 1.000e-04, eta: 1:53:50, time: 0.924, data_time: 0.007, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7674, loss: 0.7674 2020-07-02 13:07:59,943 - mmaction - INFO - Epoch [94][60/940] lr: 1.000e-04, eta: 1:53:28, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.7307, loss: 0.7307 2020-07-02 13:08:18,321 - mmaction - INFO - Epoch [94][80/940] lr: 1.000e-04, eta: 1:53:07, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.9366, loss: 0.9366 2020-07-02 13:08:36,102 - mmaction - INFO - Epoch [94][100/940] lr: 1.000e-04, eta: 1:52:46, time: 0.889, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8583, loss: 0.8583 2020-07-02 13:08:54,222 - mmaction - INFO - Epoch [94][120/940] lr: 1.000e-04, eta: 1:52:25, time: 0.906, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9297, loss_cls: 0.7897, loss: 0.7897 2020-07-02 13:09:12,840 - mmaction - INFO - Epoch [94][140/940] lr: 1.000e-04, eta: 1:52:03, time: 0.931, data_time: 0.000, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7830, loss: 0.7830 2020-07-02 13:09:31,987 - mmaction - INFO - Epoch [94][160/940] lr: 1.000e-04, eta: 1:51:42, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8672, loss: 0.8672 2020-07-02 13:09:50,598 - mmaction - INFO - Epoch [94][180/940] lr: 1.000e-04, eta: 1:51:21, time: 0.932, data_time: 0.002, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7744, loss: 0.7744 2020-07-02 13:10:09,620 - mmaction - INFO - Epoch [94][200/940] lr: 1.000e-04, eta: 1:51:00, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9313, loss_cls: 0.8919, loss: 0.8919 2020-07-02 13:10:28,176 - mmaction - INFO - Epoch [94][220/940] lr: 1.000e-04, eta: 1:50:39, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.8198, loss: 0.8198 2020-07-02 13:10:46,660 - mmaction - INFO - Epoch [94][240/940] lr: 1.000e-04, eta: 1:50:18, time: 0.924, data_time: 0.000, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8281, loss: 0.8281 2020-07-02 13:11:06,033 - mmaction - INFO - Epoch [94][260/940] lr: 1.000e-04, eta: 1:49:57, time: 0.968, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9344, loss_cls: 0.8441, loss: 0.8441 2020-07-02 13:11:24,454 - mmaction - INFO - Epoch [94][280/940] lr: 1.000e-04, eta: 1:49:35, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.7983, loss: 0.7983 2020-07-02 13:11:42,713 - mmaction - INFO - Epoch [94][300/940] lr: 1.000e-04, eta: 1:49:14, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9359, loss_cls: 0.7557, loss: 0.7557 2020-07-02 13:12:00,580 - mmaction - INFO - Epoch [94][320/940] lr: 1.000e-04, eta: 1:48:53, time: 0.892, data_time: 0.001, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9109, loss_cls: 0.9171, loss: 0.9171 2020-07-02 13:12:19,073 - mmaction - INFO - Epoch [94][340/940] lr: 1.000e-04, eta: 1:48:32, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.8535, loss: 0.8535 2020-07-02 13:12:37,602 - mmaction - INFO - Epoch [94][360/940] lr: 1.000e-04, eta: 1:48:10, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.8369, loss: 0.8369 2020-07-02 13:12:56,146 - mmaction - INFO - Epoch [94][380/940] lr: 1.000e-04, eta: 1:47:49, time: 0.927, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8629, loss: 0.8629 2020-07-02 13:13:16,095 - mmaction - INFO - Epoch [94][400/940] lr: 1.000e-04, eta: 1:47:28, time: 0.997, data_time: 0.000, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.7884, loss: 0.7884 2020-07-02 13:13:34,690 - mmaction - INFO - Epoch [94][420/940] lr: 1.000e-04, eta: 1:47:07, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.8432, loss: 0.8432 2020-07-02 13:13:54,025 - mmaction - INFO - Epoch [94][440/940] lr: 1.000e-04, eta: 1:46:46, time: 0.965, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.8278, loss: 0.8278 2020-07-02 13:14:12,108 - mmaction - INFO - Epoch [94][460/940] lr: 1.000e-04, eta: 1:46:25, time: 0.905, data_time: 0.002, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9266, loss_cls: 0.7744, loss: 0.7744 2020-07-02 13:14:30,581 - mmaction - INFO - Epoch [94][480/940] lr: 1.000e-04, eta: 1:46:04, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9344, loss_cls: 0.8221, loss: 0.8221 2020-07-02 13:14:49,277 - mmaction - INFO - Epoch [94][500/940] lr: 1.000e-04, eta: 1:45:43, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9391, loss_cls: 0.7645, loss: 0.7645 2020-07-02 13:15:08,789 - mmaction - INFO - Epoch [94][520/940] lr: 1.000e-04, eta: 1:45:22, time: 0.976, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9148, loss: 0.9148 2020-07-02 13:15:27,600 - mmaction - INFO - Epoch [94][540/940] lr: 1.000e-04, eta: 1:45:00, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9250, loss_cls: 0.8140, loss: 0.8140 2020-07-02 13:15:45,574 - mmaction - INFO - Epoch [94][560/940] lr: 1.000e-04, eta: 1:44:39, time: 0.898, data_time: 0.001, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9234, loss_cls: 0.7980, loss: 0.7980 2020-07-02 13:16:04,036 - mmaction - INFO - Epoch [94][580/940] lr: 1.000e-04, eta: 1:44:18, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9313, loss_cls: 0.7930, loss: 0.7930 2020-07-02 13:16:23,104 - mmaction - INFO - Epoch [94][600/940] lr: 1.000e-04, eta: 1:43:57, time: 0.953, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.8927, loss: 0.8927 2020-07-02 13:16:41,838 - mmaction - INFO - Epoch [94][620/940] lr: 1.000e-04, eta: 1:43:36, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9062, loss_cls: 0.8954, loss: 0.8954 2020-07-02 13:17:00,375 - mmaction - INFO - Epoch [94][640/940] lr: 1.000e-04, eta: 1:43:15, time: 0.927, data_time: 0.002, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8323, loss: 0.8323 2020-07-02 13:17:18,923 - mmaction - INFO - Epoch [94][660/940] lr: 1.000e-04, eta: 1:42:54, time: 0.929, data_time: 0.002, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.8448, loss: 0.8448 2020-07-02 13:17:37,003 - mmaction - INFO - Epoch [94][680/940] lr: 1.000e-04, eta: 1:42:32, time: 0.902, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8545, loss: 0.8545 2020-07-02 13:17:55,586 - mmaction - INFO - Epoch [94][700/940] lr: 1.000e-04, eta: 1:42:11, time: 0.931, data_time: 0.003, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9328, loss_cls: 0.8415, loss: 0.8415 2020-07-02 13:18:14,034 - mmaction - INFO - Epoch [94][720/940] lr: 1.000e-04, eta: 1:41:50, time: 0.922, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9359, loss_cls: 0.8276, loss: 0.8276 2020-07-02 13:18:32,182 - mmaction - INFO - Epoch [94][740/940] lr: 1.000e-04, eta: 1:41:29, time: 0.907, data_time: 0.000, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9219, loss_cls: 0.8589, loss: 0.8589 2020-07-02 13:18:51,705 - mmaction - INFO - Epoch [94][760/940] lr: 1.000e-04, eta: 1:41:08, time: 0.976, data_time: 0.001, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9266, loss_cls: 0.8156, loss: 0.8156 2020-07-02 13:19:09,909 - mmaction - INFO - Epoch [94][780/940] lr: 1.000e-04, eta: 1:40:47, time: 0.910, data_time: 0.000, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7636, loss: 0.7636 2020-07-02 13:19:28,856 - mmaction - INFO - Epoch [94][800/940] lr: 1.000e-04, eta: 1:40:26, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8679, loss: 0.8679 2020-07-02 13:19:47,527 - mmaction - INFO - Epoch [94][820/940] lr: 1.000e-04, eta: 1:40:05, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9250, loss_cls: 0.7961, loss: 0.7961 2020-07-02 13:20:06,071 - mmaction - INFO - Epoch [94][840/940] lr: 1.000e-04, eta: 1:39:43, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9344, loss_cls: 0.8347, loss: 0.8347 2020-07-02 13:20:24,359 - mmaction - INFO - Epoch [94][860/940] lr: 1.000e-04, eta: 1:39:22, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.7839, loss: 0.7839 2020-07-02 13:20:43,994 - mmaction - INFO - Epoch [94][880/940] lr: 1.000e-04, eta: 1:39:01, time: 0.984, data_time: 0.003, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9078, loss_cls: 0.9517, loss: 0.9517 2020-07-02 13:21:02,576 - mmaction - INFO - Epoch [94][900/940] lr: 1.000e-04, eta: 1:38:40, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9328, loss_cls: 0.8790, loss: 0.8790 2020-07-02 13:21:20,980 - mmaction - INFO - Epoch [94][920/940] lr: 1.000e-04, eta: 1:38:19, time: 0.922, data_time: 0.002, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.8339, loss: 0.8339 2020-07-02 13:21:38,256 - mmaction - INFO - Epoch [94][940/940] lr: 1.000e-04, eta: 1:37:58, time: 0.864, data_time: 0.001, memory: 21558, top1_acc: 0.7821, top5_acc: 0.9350, loss_cls: 0.7970, loss: 0.7970 2020-07-02 13:21:42,060 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-07-02 13:23:52,308 - mmaction - INFO - Epoch [95][20/940] lr: 1.000e-04, eta: 1:37:49, time: 6.492, data_time: 5.576, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.9023, loss: 0.9023 2020-07-02 13:24:11,504 - mmaction - INFO - Epoch [95][40/940] lr: 1.000e-04, eta: 1:37:28, time: 0.960, data_time: 0.046, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8531, loss: 0.8531 2020-07-02 13:24:29,924 - mmaction - INFO - Epoch [95][60/940] lr: 1.000e-04, eta: 1:37:07, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9266, loss_cls: 0.9034, loss: 0.9034 2020-07-02 13:24:48,633 - mmaction - INFO - Epoch [95][80/940] lr: 1.000e-04, eta: 1:36:46, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.7376, loss: 0.7376 2020-07-02 13:25:08,517 - mmaction - INFO - Epoch [95][100/940] lr: 1.000e-04, eta: 1:36:25, time: 0.994, data_time: 0.015, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.8021, loss: 0.8021 2020-07-02 13:25:26,963 - mmaction - INFO - Epoch [95][120/940] lr: 1.000e-04, eta: 1:36:04, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8295, loss: 0.8295 2020-07-02 13:25:45,222 - mmaction - INFO - Epoch [95][140/940] lr: 1.000e-04, eta: 1:35:43, time: 0.915, data_time: 0.003, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9162, loss: 0.9162 2020-07-02 13:26:04,223 - mmaction - INFO - Epoch [95][160/940] lr: 1.000e-04, eta: 1:35:22, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.7338, loss: 0.7338 2020-07-02 13:26:22,623 - mmaction - INFO - Epoch [95][180/940] lr: 1.000e-04, eta: 1:35:00, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9187, loss_cls: 0.8877, loss: 0.8877 2020-07-02 13:26:41,194 - mmaction - INFO - Epoch [95][200/940] lr: 1.000e-04, eta: 1:34:39, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9240, loss: 0.9240 2020-07-02 13:26:59,654 - mmaction - INFO - Epoch [95][220/940] lr: 1.000e-04, eta: 1:34:18, time: 0.923, data_time: 0.004, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.8024, loss: 0.8024 2020-07-02 13:27:18,286 - mmaction - INFO - Epoch [95][240/940] lr: 1.000e-04, eta: 1:33:57, time: 0.932, data_time: 0.005, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.8668, loss: 0.8668 2020-07-02 13:27:36,836 - mmaction - INFO - Epoch [95][260/940] lr: 1.000e-04, eta: 1:33:36, time: 0.926, data_time: 0.005, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7731, loss: 0.7731 2020-07-02 13:27:55,882 - mmaction - INFO - Epoch [95][280/940] lr: 1.000e-04, eta: 1:33:15, time: 0.952, data_time: 0.002, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9219, loss_cls: 0.8323, loss: 0.8323 2020-07-02 13:28:14,899 - mmaction - INFO - Epoch [95][300/940] lr: 1.000e-04, eta: 1:32:54, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8543, loss: 0.8543 2020-07-02 13:28:33,180 - mmaction - INFO - Epoch [95][320/940] lr: 1.000e-04, eta: 1:32:33, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9156, loss_cls: 0.8391, loss: 0.8391 2020-07-02 13:28:52,159 - mmaction - INFO - Epoch [95][340/940] lr: 1.000e-04, eta: 1:32:12, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.7885, loss: 0.7885 2020-07-02 13:29:10,505 - mmaction - INFO - Epoch [95][360/940] lr: 1.000e-04, eta: 1:31:50, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.8201, loss: 0.8201 2020-07-02 13:29:28,307 - mmaction - INFO - Epoch [95][380/940] lr: 1.000e-04, eta: 1:31:29, time: 0.888, data_time: 0.000, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9453, loss_cls: 0.7615, loss: 0.7615 2020-07-02 13:29:47,375 - mmaction - INFO - Epoch [95][400/940] lr: 1.000e-04, eta: 1:31:08, time: 0.955, data_time: 0.004, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 1.0049, loss: 1.0049 2020-07-02 13:30:06,496 - mmaction - INFO - Epoch [95][420/940] lr: 1.000e-04, eta: 1:30:47, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.9105, loss: 0.9105 2020-07-02 13:30:25,026 - mmaction - INFO - Epoch [95][440/940] lr: 1.000e-04, eta: 1:30:26, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9109, loss_cls: 0.8782, loss: 0.8782 2020-07-02 13:30:44,463 - mmaction - INFO - Epoch [95][460/940] lr: 1.000e-04, eta: 1:30:05, time: 0.974, data_time: 0.003, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9078, loss_cls: 0.9039, loss: 0.9039 2020-07-02 13:31:02,849 - mmaction - INFO - Epoch [95][480/940] lr: 1.000e-04, eta: 1:29:44, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.8901, loss: 0.8901 2020-07-02 13:31:21,284 - mmaction - INFO - Epoch [95][500/940] lr: 1.000e-04, eta: 1:29:23, time: 0.922, data_time: 0.042, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.8067, loss: 0.8067 2020-07-02 13:31:40,290 - mmaction - INFO - Epoch [95][520/940] lr: 1.000e-04, eta: 1:29:02, time: 0.950, data_time: 0.066, memory: 21558, top1_acc: 0.8187, top5_acc: 0.9266, loss_cls: 0.7680, loss: 0.7680 2020-07-02 13:31:59,263 - mmaction - INFO - Epoch [95][540/940] lr: 1.000e-04, eta: 1:28:41, time: 0.947, data_time: 0.019, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.9438, loss: 0.9438 2020-07-02 13:32:18,193 - mmaction - INFO - Epoch [95][560/940] lr: 1.000e-04, eta: 1:28:19, time: 0.947, data_time: 0.049, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.8097, loss: 0.8097 2020-07-02 13:32:36,760 - mmaction - INFO - Epoch [95][580/940] lr: 1.000e-04, eta: 1:27:58, time: 0.929, data_time: 0.006, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9239, loss: 0.9239 2020-07-02 13:32:55,010 - mmaction - INFO - Epoch [95][600/940] lr: 1.000e-04, eta: 1:27:37, time: 0.913, data_time: 0.012, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.8164, loss: 0.8164 2020-07-02 13:33:13,689 - mmaction - INFO - Epoch [95][620/940] lr: 1.000e-04, eta: 1:27:16, time: 0.934, data_time: 0.158, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8229, loss: 0.8229 2020-07-02 13:33:32,200 - mmaction - INFO - Epoch [95][640/940] lr: 1.000e-04, eta: 1:26:55, time: 0.926, data_time: 0.161, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8969, loss_cls: 1.0146, loss: 1.0146 2020-07-02 13:33:50,799 - mmaction - INFO - Epoch [95][660/940] lr: 1.000e-04, eta: 1:26:34, time: 0.930, data_time: 0.161, memory: 21558, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.9239, loss: 0.9239 2020-07-02 13:34:09,488 - mmaction - INFO - Epoch [95][680/940] lr: 1.000e-04, eta: 1:26:13, time: 0.934, data_time: 0.157, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9219, loss_cls: 0.8504, loss: 0.8504 2020-07-02 13:34:28,058 - mmaction - INFO - Epoch [95][700/940] lr: 1.000e-04, eta: 1:25:52, time: 0.929, data_time: 0.157, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9344, loss_cls: 0.8390, loss: 0.8390 2020-07-02 13:34:46,596 - mmaction - INFO - Epoch [95][720/940] lr: 1.000e-04, eta: 1:25:31, time: 0.926, data_time: 0.157, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9406, loss_cls: 0.8074, loss: 0.8074 2020-07-02 13:35:05,999 - mmaction - INFO - Epoch [95][740/940] lr: 1.000e-04, eta: 1:25:10, time: 0.970, data_time: 0.196, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9078, loss_cls: 0.9732, loss: 0.9732 2020-07-02 13:35:24,368 - mmaction - INFO - Epoch [95][760/940] lr: 1.000e-04, eta: 1:24:49, time: 0.919, data_time: 0.150, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9250, loss_cls: 0.9441, loss: 0.9441 2020-07-02 13:35:42,746 - mmaction - INFO - Epoch [95][780/940] lr: 1.000e-04, eta: 1:24:27, time: 0.919, data_time: 0.153, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9344, loss_cls: 0.7728, loss: 0.7728 2020-07-02 13:36:00,720 - mmaction - INFO - Epoch [95][800/940] lr: 1.000e-04, eta: 1:24:06, time: 0.899, data_time: 0.128, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.8817, loss: 0.8817 2020-07-02 13:36:19,289 - mmaction - INFO - Epoch [95][820/940] lr: 1.000e-04, eta: 1:23:45, time: 0.929, data_time: 0.140, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9391, loss_cls: 0.8303, loss: 0.8303 2020-07-02 13:36:38,343 - mmaction - INFO - Epoch [95][840/940] lr: 1.000e-04, eta: 1:23:24, time: 0.953, data_time: 0.183, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8020, loss: 0.8020 2020-07-02 13:36:57,129 - mmaction - INFO - Epoch [95][860/940] lr: 1.000e-04, eta: 1:23:03, time: 0.938, data_time: 0.171, memory: 21558, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9335, loss: 0.9335 2020-07-02 13:37:15,441 - mmaction - INFO - Epoch [95][880/940] lr: 1.000e-04, eta: 1:22:42, time: 0.915, data_time: 0.148, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9266, loss_cls: 0.8724, loss: 0.8724 2020-07-02 13:37:33,949 - mmaction - INFO - Epoch [95][900/940] lr: 1.000e-04, eta: 1:22:21, time: 0.927, data_time: 0.161, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9313, loss_cls: 0.7492, loss: 0.7492 2020-07-02 13:37:51,913 - mmaction - INFO - Epoch [95][920/940] lr: 1.000e-04, eta: 1:22:00, time: 0.897, data_time: 0.133, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9344, loss_cls: 0.7578, loss: 0.7578 2020-07-02 13:38:10,311 - mmaction - INFO - Epoch [95][940/940] lr: 1.000e-04, eta: 1:21:39, time: 0.921, data_time: 0.163, memory: 21558, top1_acc: 0.8098, top5_acc: 0.9333, loss_cls: 0.7662, loss: 0.7662 2020-07-02 13:38:17,147 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-02 13:40:16,273 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 13:40:17,001 - mmaction - INFO - top1_acc 0.6922 top5_acc 0.8869 2020-07-02 13:40:17,001 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 13:40:17,059 - mmaction - INFO - mean_acc 0.6921 2020-07-02 13:40:17,066 - mmaction - INFO - Epoch [95][940/940] lr: 1.000e-04, top1_acc: 0.6922, top5_acc: 0.8869, mean_class_accuracy: 0.6921 2020-07-02 13:41:23,360 - mmaction - INFO - Epoch [96][20/940] lr: 1.000e-04, eta: 1:21:22, time: 3.313, data_time: 2.402, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.9332, loss: 0.9332 2020-07-02 13:41:42,073 - mmaction - INFO - Epoch [96][40/940] lr: 1.000e-04, eta: 1:21:01, time: 0.935, data_time: 0.015, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9437, loss_cls: 0.7912, loss: 0.7912 2020-07-02 13:42:00,350 - mmaction - INFO - Epoch [96][60/940] lr: 1.000e-04, eta: 1:20:40, time: 0.915, data_time: 0.073, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9172, loss_cls: 0.9110, loss: 0.9110 2020-07-02 13:42:19,659 - mmaction - INFO - Epoch [96][80/940] lr: 1.000e-04, eta: 1:20:19, time: 0.966, data_time: 0.021, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8197, loss: 0.8197 2020-07-02 13:42:38,183 - mmaction - INFO - Epoch [96][100/940] lr: 1.000e-04, eta: 1:19:58, time: 0.926, data_time: 0.000, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.8805, loss: 0.8805 2020-07-02 13:42:57,374 - mmaction - INFO - Epoch [96][120/940] lr: 1.000e-04, eta: 1:19:37, time: 0.959, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8277, loss: 0.8277 2020-07-02 13:43:16,161 - mmaction - INFO - Epoch [96][140/940] lr: 1.000e-04, eta: 1:19:16, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9109, loss_cls: 0.9089, loss: 0.9089 2020-07-02 13:43:34,238 - mmaction - INFO - Epoch [96][160/940] lr: 1.000e-04, eta: 1:18:55, time: 0.903, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.8881, loss: 0.8881 2020-07-02 13:43:53,137 - mmaction - INFO - Epoch [96][180/940] lr: 1.000e-04, eta: 1:18:34, time: 0.946, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9203, loss_cls: 0.8778, loss: 0.8778 2020-07-02 13:44:11,834 - mmaction - INFO - Epoch [96][200/940] lr: 1.000e-04, eta: 1:18:13, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9437, loss: 0.9437 2020-07-02 13:44:30,264 - mmaction - INFO - Epoch [96][220/940] lr: 1.000e-04, eta: 1:17:52, time: 0.921, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.8496, loss: 0.8496 2020-07-02 13:44:49,136 - mmaction - INFO - Epoch [96][240/940] lr: 1.000e-04, eta: 1:17:31, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8214, loss: 0.8214 2020-07-02 13:45:07,860 - mmaction - INFO - Epoch [96][260/940] lr: 1.000e-04, eta: 1:17:10, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9172, loss_cls: 0.8621, loss: 0.8621 2020-07-02 13:45:26,010 - mmaction - INFO - Epoch [96][280/940] lr: 1.000e-04, eta: 1:16:48, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.8811, loss: 0.8811 2020-07-02 13:45:44,367 - mmaction - INFO - Epoch [96][300/940] lr: 1.000e-04, eta: 1:16:27, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9172, loss_cls: 0.9021, loss: 0.9021 2020-07-02 13:46:03,064 - mmaction - INFO - Epoch [96][320/940] lr: 1.000e-04, eta: 1:16:06, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8541, loss: 0.8541 2020-07-02 13:46:21,786 - mmaction - INFO - Epoch [96][340/940] lr: 1.000e-04, eta: 1:15:45, time: 0.937, data_time: 0.002, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7918, loss: 0.7918 2020-07-02 13:46:40,564 - mmaction - INFO - Epoch [96][360/940] lr: 1.000e-04, eta: 1:15:24, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.7467, loss: 0.7467 2020-07-02 13:46:59,478 - mmaction - INFO - Epoch [96][380/940] lr: 1.000e-04, eta: 1:15:03, time: 0.946, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9219, loss_cls: 0.9021, loss: 0.9021 2020-07-02 13:47:18,235 - mmaction - INFO - Epoch [96][400/940] lr: 1.000e-04, eta: 1:14:42, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.8692, loss: 0.8692 2020-07-02 13:47:37,265 - mmaction - INFO - Epoch [96][420/940] lr: 1.000e-04, eta: 1:14:21, time: 0.952, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8898, loss: 0.8898 2020-07-02 13:47:55,601 - mmaction - INFO - Epoch [96][440/940] lr: 1.000e-04, eta: 1:14:00, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8214, loss: 0.8214 2020-07-02 13:48:14,179 - mmaction - INFO - Epoch [96][460/940] lr: 1.000e-04, eta: 1:13:39, time: 0.929, data_time: 0.002, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8820, loss: 0.8820 2020-07-02 13:48:33,072 - mmaction - INFO - Epoch [96][480/940] lr: 1.000e-04, eta: 1:13:18, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7896, loss: 0.7896 2020-07-02 13:48:51,560 - mmaction - INFO - Epoch [96][500/940] lr: 1.000e-04, eta: 1:12:57, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8375, loss: 0.8375 2020-07-02 13:49:10,290 - mmaction - INFO - Epoch [96][520/940] lr: 1.000e-04, eta: 1:12:36, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.8187, top5_acc: 0.9453, loss_cls: 0.7167, loss: 0.7167 2020-07-02 13:49:28,910 - mmaction - INFO - Epoch [96][540/940] lr: 1.000e-04, eta: 1:12:15, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9313, loss_cls: 0.8439, loss: 0.8439 2020-07-02 13:49:47,386 - mmaction - INFO - Epoch [96][560/940] lr: 1.000e-04, eta: 1:11:54, time: 0.924, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9031, loss_cls: 0.9537, loss: 0.9537 2020-07-02 13:50:07,117 - mmaction - INFO - Epoch [96][580/940] lr: 1.000e-04, eta: 1:11:33, time: 0.984, data_time: 0.002, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9484, loss_cls: 0.6963, loss: 0.6963 2020-07-02 13:50:25,547 - mmaction - INFO - Epoch [96][600/940] lr: 1.000e-04, eta: 1:11:12, time: 0.923, data_time: 0.004, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.8050, loss: 0.8050 2020-07-02 13:50:43,940 - mmaction - INFO - Epoch [96][620/940] lr: 1.000e-04, eta: 1:10:51, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8313, loss: 0.8313 2020-07-02 13:51:02,955 - mmaction - INFO - Epoch [96][640/940] lr: 1.000e-04, eta: 1:10:30, time: 0.951, data_time: 0.000, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.8088, loss: 0.8088 2020-07-02 13:51:21,579 - mmaction - INFO - Epoch [96][660/940] lr: 1.000e-04, eta: 1:10:09, time: 0.930, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8500, loss: 0.8500 2020-07-02 13:51:40,175 - mmaction - INFO - Epoch [96][680/940] lr: 1.000e-04, eta: 1:09:48, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9406, loss_cls: 0.8034, loss: 0.8034 2020-07-02 13:51:58,891 - mmaction - INFO - Epoch [96][700/940] lr: 1.000e-04, eta: 1:09:27, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8611, loss: 0.8611 2020-07-02 13:52:17,252 - mmaction - INFO - Epoch [96][720/940] lr: 1.000e-04, eta: 1:09:06, time: 0.918, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9156, loss_cls: 0.8439, loss: 0.8439 2020-07-02 13:52:35,718 - mmaction - INFO - Epoch [96][740/940] lr: 1.000e-04, eta: 1:08:45, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9297, loss_cls: 0.8025, loss: 0.8025 2020-07-02 13:52:54,604 - mmaction - INFO - Epoch [96][760/940] lr: 1.000e-04, eta: 1:08:24, time: 0.944, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8125, loss: 0.8125 2020-07-02 13:53:13,647 - mmaction - INFO - Epoch [96][780/940] lr: 1.000e-04, eta: 1:08:03, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9453, loss_cls: 0.7498, loss: 0.7498 2020-07-02 13:53:32,182 - mmaction - INFO - Epoch [96][800/940] lr: 1.000e-04, eta: 1:07:42, time: 0.929, data_time: 0.002, memory: 21558, top1_acc: 0.8266, top5_acc: 0.9313, loss_cls: 0.7867, loss: 0.7867 2020-07-02 13:53:50,700 - mmaction - INFO - Epoch [96][820/940] lr: 1.000e-04, eta: 1:07:21, time: 0.924, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9094, loss_cls: 0.8870, loss: 0.8870 2020-07-02 13:54:09,769 - mmaction - INFO - Epoch [96][840/940] lr: 1.000e-04, eta: 1:07:00, time: 0.955, data_time: 0.003, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.8973, loss: 0.8973 2020-07-02 13:54:27,556 - mmaction - INFO - Epoch [96][860/940] lr: 1.000e-04, eta: 1:06:39, time: 0.889, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.8876, loss: 0.8876 2020-07-02 13:54:46,150 - mmaction - INFO - Epoch [96][880/940] lr: 1.000e-04, eta: 1:06:18, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.7342, loss: 0.7342 2020-07-02 13:55:04,570 - mmaction - INFO - Epoch [96][900/940] lr: 1.000e-04, eta: 1:05:57, time: 0.919, data_time: 0.000, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9391, loss_cls: 0.7811, loss: 0.7811 2020-07-02 13:55:22,851 - mmaction - INFO - Epoch [96][920/940] lr: 1.000e-04, eta: 1:05:36, time: 0.916, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.8084, loss: 0.8084 2020-07-02 13:55:39,112 - mmaction - INFO - Epoch [96][940/940] lr: 1.000e-04, eta: 1:05:15, time: 0.813, data_time: 0.001, memory: 21558, top1_acc: 0.7756, top5_acc: 0.9333, loss_cls: 0.8700, loss: 0.8700 2020-07-02 13:55:44,122 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-07-02 13:57:03,319 - mmaction - INFO - Epoch [97][20/940] lr: 1.000e-04, eta: 1:04:58, time: 3.878, data_time: 3.103, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9234, loss_cls: 0.8509, loss: 0.8509 2020-07-02 13:57:22,176 - mmaction - INFO - Epoch [97][40/940] lr: 1.000e-04, eta: 1:04:37, time: 0.944, data_time: 0.145, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9328, loss: 0.9328 2020-07-02 13:57:40,914 - mmaction - INFO - Epoch [97][60/940] lr: 1.000e-04, eta: 1:04:16, time: 0.936, data_time: 0.009, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9084, loss: 0.9084 2020-07-02 13:57:59,787 - mmaction - INFO - Epoch [97][80/940] lr: 1.000e-04, eta: 1:03:55, time: 0.945, data_time: 0.002, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7729, loss: 0.7729 2020-07-02 13:58:18,362 - mmaction - INFO - Epoch [97][100/940] lr: 1.000e-04, eta: 1:03:34, time: 0.928, data_time: 0.000, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9031, loss_cls: 0.9388, loss: 0.9388 2020-07-02 13:58:36,619 - mmaction - INFO - Epoch [97][120/940] lr: 1.000e-04, eta: 1:03:13, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9375, loss_cls: 0.8467, loss: 0.8467 2020-07-02 13:58:55,451 - mmaction - INFO - Epoch [97][140/940] lr: 1.000e-04, eta: 1:02:52, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.8496, loss: 0.8496 2020-07-02 13:59:13,717 - mmaction - INFO - Epoch [97][160/940] lr: 1.000e-04, eta: 1:02:31, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9453, loss_cls: 0.8086, loss: 0.8086 2020-07-02 13:59:31,828 - mmaction - INFO - Epoch [97][180/940] lr: 1.000e-04, eta: 1:02:10, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.7927, loss: 0.7927 2020-07-02 13:59:51,037 - mmaction - INFO - Epoch [97][200/940] lr: 1.000e-04, eta: 1:01:49, time: 0.961, data_time: 0.001, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9453, loss_cls: 0.7258, loss: 0.7258 2020-07-02 14:00:12,071 - mmaction - INFO - Epoch [97][220/940] lr: 1.000e-04, eta: 1:01:28, time: 1.051, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8317, loss: 0.8317 2020-07-02 14:00:29,476 - mmaction - INFO - Epoch [97][240/940] lr: 1.000e-04, eta: 1:01:07, time: 0.871, data_time: 0.002, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9375, loss_cls: 0.8087, loss: 0.8087 2020-07-02 14:00:48,912 - mmaction - INFO - Epoch [97][260/940] lr: 1.000e-04, eta: 1:00:46, time: 0.972, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9355, loss: 0.9355 2020-07-02 14:01:07,538 - mmaction - INFO - Epoch [97][280/940] lr: 1.000e-04, eta: 1:00:25, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.9083, loss: 0.9083 2020-07-02 14:01:26,656 - mmaction - INFO - Epoch [97][300/940] lr: 1.000e-04, eta: 1:00:04, time: 0.954, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8682, loss: 0.8682 2020-07-02 14:01:45,295 - mmaction - INFO - Epoch [97][320/940] lr: 1.000e-04, eta: 0:59:43, time: 0.933, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9331, loss: 0.9331 2020-07-02 14:02:03,860 - mmaction - INFO - Epoch [97][340/940] lr: 1.000e-04, eta: 0:59:22, time: 0.928, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.8083, loss: 0.8083 2020-07-02 14:02:22,551 - mmaction - INFO - Epoch [97][360/940] lr: 1.000e-04, eta: 0:59:01, time: 0.934, data_time: 0.000, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7907, loss: 0.7907 2020-07-02 14:02:40,590 - mmaction - INFO - Epoch [97][380/940] lr: 1.000e-04, eta: 0:58:40, time: 0.903, data_time: 0.001, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7759, loss: 0.7759 2020-07-02 14:02:58,761 - mmaction - INFO - Epoch [97][400/940] lr: 1.000e-04, eta: 0:58:19, time: 0.909, data_time: 0.028, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9281, loss_cls: 0.7755, loss: 0.7755 2020-07-02 14:03:17,824 - mmaction - INFO - Epoch [97][420/940] lr: 1.000e-04, eta: 0:57:58, time: 0.952, data_time: 0.013, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.9290, loss: 0.9290 2020-07-02 14:03:36,878 - mmaction - INFO - Epoch [97][440/940] lr: 1.000e-04, eta: 0:57:37, time: 0.952, data_time: 0.002, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9391, loss_cls: 0.7730, loss: 0.7730 2020-07-02 14:03:55,775 - mmaction - INFO - Epoch [97][460/940] lr: 1.000e-04, eta: 0:57:16, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8652, loss: 0.8652 2020-07-02 14:04:13,475 - mmaction - INFO - Epoch [97][480/940] lr: 1.000e-04, eta: 0:56:55, time: 0.885, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9907, loss: 0.9907 2020-07-02 14:04:31,932 - mmaction - INFO - Epoch [97][500/940] lr: 1.000e-04, eta: 0:56:34, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.8807, loss: 0.8807 2020-07-02 14:04:50,204 - mmaction - INFO - Epoch [97][520/940] lr: 1.000e-04, eta: 0:56:13, time: 0.914, data_time: 0.001, memory: 21558, top1_acc: 0.8109, top5_acc: 0.9375, loss_cls: 0.7306, loss: 0.7306 2020-07-02 14:05:09,229 - mmaction - INFO - Epoch [97][540/940] lr: 1.000e-04, eta: 0:55:52, time: 0.949, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9313, loss_cls: 0.8915, loss: 0.8915 2020-07-02 14:05:28,333 - mmaction - INFO - Epoch [97][560/940] lr: 1.000e-04, eta: 0:55:32, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9297, loss_cls: 0.8147, loss: 0.8147 2020-07-02 14:05:46,624 - mmaction - INFO - Epoch [97][580/940] lr: 1.000e-04, eta: 0:55:11, time: 0.913, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9391, loss_cls: 0.8211, loss: 0.8211 2020-07-02 14:06:05,601 - mmaction - INFO - Epoch [97][600/940] lr: 1.000e-04, eta: 0:54:50, time: 0.950, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8573, loss: 0.8573 2020-07-02 14:06:24,206 - mmaction - INFO - Epoch [97][620/940] lr: 1.000e-04, eta: 0:54:29, time: 0.929, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.8598, loss: 0.8598 2020-07-02 14:06:42,810 - mmaction - INFO - Epoch [97][640/940] lr: 1.000e-04, eta: 0:54:08, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9453, loss_cls: 0.8210, loss: 0.8210 2020-07-02 14:07:00,530 - mmaction - INFO - Epoch [97][660/940] lr: 1.000e-04, eta: 0:53:47, time: 0.886, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.9092, loss: 0.9092 2020-07-02 14:07:19,056 - mmaction - INFO - Epoch [97][680/940] lr: 1.000e-04, eta: 0:53:26, time: 0.926, data_time: 0.118, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9203, loss_cls: 0.8363, loss: 0.8363 2020-07-02 14:07:37,672 - mmaction - INFO - Epoch [97][700/940] lr: 1.000e-04, eta: 0:53:05, time: 0.931, data_time: 0.156, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9266, loss_cls: 0.8100, loss: 0.8100 2020-07-02 14:07:56,581 - mmaction - INFO - Epoch [97][720/940] lr: 1.000e-04, eta: 0:52:44, time: 0.943, data_time: 0.169, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9391, loss_cls: 0.7697, loss: 0.7697 2020-07-02 14:08:15,181 - mmaction - INFO - Epoch [97][740/940] lr: 1.000e-04, eta: 0:52:23, time: 0.932, data_time: 0.164, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9391, loss_cls: 0.8083, loss: 0.8083 2020-07-02 14:08:33,423 - mmaction - INFO - Epoch [97][760/940] lr: 1.000e-04, eta: 0:52:02, time: 0.912, data_time: 0.135, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8973, loss: 0.8973 2020-07-02 14:08:52,296 - mmaction - INFO - Epoch [97][780/940] lr: 1.000e-04, eta: 0:51:41, time: 0.944, data_time: 0.094, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7815, loss: 0.7815 2020-07-02 14:09:11,088 - mmaction - INFO - Epoch [97][800/940] lr: 1.000e-04, eta: 0:51:20, time: 0.938, data_time: 0.050, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9313, loss_cls: 0.9089, loss: 0.9089 2020-07-02 14:09:29,732 - mmaction - INFO - Epoch [97][820/940] lr: 1.000e-04, eta: 0:50:59, time: 0.934, data_time: 0.002, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9219, loss_cls: 0.8263, loss: 0.8263 2020-07-02 14:09:48,727 - mmaction - INFO - Epoch [97][840/940] lr: 1.000e-04, eta: 0:50:38, time: 0.950, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9109, loss_cls: 0.8874, loss: 0.8874 2020-07-02 14:10:06,725 - mmaction - INFO - Epoch [97][860/940] lr: 1.000e-04, eta: 0:50:17, time: 0.900, data_time: 0.000, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9344, loss_cls: 0.8135, loss: 0.8135 2020-07-02 14:10:25,549 - mmaction - INFO - Epoch [97][880/940] lr: 1.000e-04, eta: 0:49:56, time: 0.940, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8463, loss: 0.8463 2020-07-02 14:10:44,128 - mmaction - INFO - Epoch [97][900/940] lr: 1.000e-04, eta: 0:49:35, time: 0.931, data_time: 0.002, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9406, loss_cls: 0.8331, loss: 0.8331 2020-07-02 14:11:02,454 - mmaction - INFO - Epoch [97][920/940] lr: 1.000e-04, eta: 0:49:14, time: 0.916, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9172, loss_cls: 0.8854, loss: 0.8854 2020-07-02 14:11:20,055 - mmaction - INFO - Epoch [97][940/940] lr: 1.000e-04, eta: 0:48:53, time: 0.880, data_time: 0.001, memory: 21558, top1_acc: 0.7512, top5_acc: 0.9187, loss_cls: 0.9200, loss: 0.9200 2020-07-02 14:11:24,975 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-07-02 14:12:37,349 - mmaction - INFO - Epoch [98][20/940] lr: 1.000e-04, eta: 0:48:35, time: 3.600, data_time: 2.772, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7083, loss: 0.7083 2020-07-02 14:12:56,675 - mmaction - INFO - Epoch [98][40/940] lr: 1.000e-04, eta: 0:48:15, time: 0.968, data_time: 0.026, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7489, loss: 0.7489 2020-07-02 14:13:15,048 - mmaction - INFO - Epoch [98][60/940] lr: 1.000e-04, eta: 0:47:54, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.8529, loss: 0.8529 2020-07-02 14:13:33,571 - mmaction - INFO - Epoch [98][80/940] lr: 1.000e-04, eta: 0:47:33, time: 0.924, data_time: 0.002, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9219, loss_cls: 0.8482, loss: 0.8482 2020-07-02 14:13:51,820 - mmaction - INFO - Epoch [98][100/940] lr: 1.000e-04, eta: 0:47:12, time: 0.916, data_time: 0.004, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.7797, loss: 0.7797 2020-07-02 14:14:11,184 - mmaction - INFO - Epoch [98][120/940] lr: 1.000e-04, eta: 0:46:51, time: 0.968, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.8927, loss: 0.8927 2020-07-02 14:14:29,538 - mmaction - INFO - Epoch [98][140/940] lr: 1.000e-04, eta: 0:46:30, time: 0.915, data_time: 0.000, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8730, loss: 0.8730 2020-07-02 14:14:48,877 - mmaction - INFO - Epoch [98][160/940] lr: 1.000e-04, eta: 0:46:09, time: 0.969, data_time: 0.003, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7934, loss: 0.7934 2020-07-02 14:15:07,219 - mmaction - INFO - Epoch [98][180/940] lr: 1.000e-04, eta: 0:45:48, time: 0.915, data_time: 0.001, memory: 21558, top1_acc: 0.8078, top5_acc: 0.9187, loss_cls: 0.8169, loss: 0.8169 2020-07-02 14:15:26,046 - mmaction - INFO - Epoch [98][200/940] lr: 1.000e-04, eta: 0:45:27, time: 0.943, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9094, loss_cls: 0.9048, loss: 0.9048 2020-07-02 14:15:44,711 - mmaction - INFO - Epoch [98][220/940] lr: 1.000e-04, eta: 0:45:06, time: 0.933, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.7942, loss: 0.7942 2020-07-02 14:16:03,789 - mmaction - INFO - Epoch [98][240/940] lr: 1.000e-04, eta: 0:44:45, time: 0.954, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9203, loss_cls: 0.8628, loss: 0.8628 2020-07-02 14:16:22,014 - mmaction - INFO - Epoch [98][260/940] lr: 1.000e-04, eta: 0:44:24, time: 0.911, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9172, loss_cls: 0.9130, loss: 0.9130 2020-07-02 14:16:40,389 - mmaction - INFO - Epoch [98][280/940] lr: 1.000e-04, eta: 0:44:03, time: 0.919, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8876, loss: 0.8876 2020-07-02 14:16:59,024 - mmaction - INFO - Epoch [98][300/940] lr: 1.000e-04, eta: 0:43:42, time: 0.932, data_time: 0.000, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9062, loss_cls: 0.8857, loss: 0.8857 2020-07-02 14:17:16,523 - mmaction - INFO - Epoch [98][320/940] lr: 1.000e-04, eta: 0:43:21, time: 0.875, data_time: 0.001, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.8774, loss: 0.8774 2020-07-02 14:17:35,332 - mmaction - INFO - Epoch [98][340/940] lr: 1.000e-04, eta: 0:43:00, time: 0.940, data_time: 0.000, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9172, loss_cls: 0.8367, loss: 0.8367 2020-07-02 14:17:53,802 - mmaction - INFO - Epoch [98][360/940] lr: 1.000e-04, eta: 0:42:40, time: 0.923, data_time: 0.000, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9406, loss_cls: 0.7791, loss: 0.7791 2020-07-02 14:18:12,204 - mmaction - INFO - Epoch [98][380/940] lr: 1.000e-04, eta: 0:42:19, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9406, loss_cls: 0.7809, loss: 0.7809 2020-07-02 14:18:40,145 - mmaction - INFO - Epoch [98][400/940] lr: 1.000e-04, eta: 0:41:58, time: 1.397, data_time: 0.003, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9203, loss_cls: 0.7870, loss: 0.7870 2020-07-02 14:18:58,638 - mmaction - INFO - Epoch [98][420/940] lr: 1.000e-04, eta: 0:41:37, time: 0.923, data_time: 0.009, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8319, loss: 0.8319 2020-07-02 14:19:16,836 - mmaction - INFO - Epoch [98][440/940] lr: 1.000e-04, eta: 0:41:16, time: 0.911, data_time: 0.002, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8377, loss: 0.8377 2020-07-02 14:19:35,305 - mmaction - INFO - Epoch [98][460/940] lr: 1.000e-04, eta: 0:40:55, time: 0.923, data_time: 0.079, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.8864, loss: 0.8864 2020-07-02 14:19:54,277 - mmaction - INFO - Epoch [98][480/940] lr: 1.000e-04, eta: 0:40:34, time: 0.948, data_time: 0.180, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9266, loss_cls: 0.8287, loss: 0.8287 2020-07-02 14:20:15,001 - mmaction - INFO - Epoch [98][500/940] lr: 1.000e-04, eta: 0:40:14, time: 1.036, data_time: 0.243, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9391, loss_cls: 0.7546, loss: 0.7546 2020-07-02 14:20:33,416 - mmaction - INFO - Epoch [98][520/940] lr: 1.000e-04, eta: 0:39:53, time: 0.921, data_time: 0.149, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8791, loss: 0.8791 2020-07-02 14:20:52,019 - mmaction - INFO - Epoch [98][540/940] lr: 1.000e-04, eta: 0:39:32, time: 0.930, data_time: 0.163, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.7687, loss: 0.7687 2020-07-02 14:21:10,850 - mmaction - INFO - Epoch [98][560/940] lr: 1.000e-04, eta: 0:39:11, time: 0.941, data_time: 0.174, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9577, loss: 0.9577 2020-07-02 14:21:29,485 - mmaction - INFO - Epoch [98][580/940] lr: 1.000e-04, eta: 0:38:50, time: 0.931, data_time: 0.165, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9375, loss_cls: 0.8024, loss: 0.8024 2020-07-02 14:21:47,762 - mmaction - INFO - Epoch [98][600/940] lr: 1.000e-04, eta: 0:38:29, time: 0.915, data_time: 0.106, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9406, loss_cls: 0.8087, loss: 0.8087 2020-07-02 14:22:06,508 - mmaction - INFO - Epoch [98][620/940] lr: 1.000e-04, eta: 0:38:08, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7431, loss: 0.7431 2020-07-02 14:22:24,665 - mmaction - INFO - Epoch [98][640/940] lr: 1.000e-04, eta: 0:37:47, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.8991, loss: 0.8991 2020-07-02 14:22:43,196 - mmaction - INFO - Epoch [98][660/940] lr: 1.000e-04, eta: 0:37:26, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7734, loss: 0.7734 2020-07-02 14:23:01,890 - mmaction - INFO - Epoch [98][680/940] lr: 1.000e-04, eta: 0:37:06, time: 0.933, data_time: 0.005, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.7985, loss: 0.7985 2020-07-02 14:23:20,657 - mmaction - INFO - Epoch [98][700/940] lr: 1.000e-04, eta: 0:36:45, time: 0.940, data_time: 0.002, memory: 21558, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.7210, loss: 0.7210 2020-07-02 14:23:39,293 - mmaction - INFO - Epoch [98][720/940] lr: 1.000e-04, eta: 0:36:24, time: 0.931, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9203, loss_cls: 0.8275, loss: 0.8275 2020-07-02 14:23:57,504 - mmaction - INFO - Epoch [98][740/940] lr: 1.000e-04, eta: 0:36:03, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7921, loss: 0.7921 2020-07-02 14:24:16,726 - mmaction - INFO - Epoch [98][760/940] lr: 1.000e-04, eta: 0:35:42, time: 0.959, data_time: 0.001, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.9224, loss: 0.9224 2020-07-02 14:24:34,981 - mmaction - INFO - Epoch [98][780/940] lr: 1.000e-04, eta: 0:35:21, time: 0.915, data_time: 0.040, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9187, loss_cls: 0.8617, loss: 0.8617 2020-07-02 14:24:54,169 - mmaction - INFO - Epoch [98][800/940] lr: 1.000e-04, eta: 0:35:00, time: 0.959, data_time: 0.063, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8638, loss: 0.8638 2020-07-02 14:25:13,111 - mmaction - INFO - Epoch [98][820/940] lr: 1.000e-04, eta: 0:34:39, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.8394, loss: 0.8394 2020-07-02 14:25:30,949 - mmaction - INFO - Epoch [98][840/940] lr: 1.000e-04, eta: 0:34:18, time: 0.892, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8145, loss: 0.8145 2020-07-02 14:25:49,830 - mmaction - INFO - Epoch [98][860/940] lr: 1.000e-04, eta: 0:33:58, time: 0.944, data_time: 0.000, memory: 21558, top1_acc: 0.7656, top5_acc: 0.9109, loss_cls: 0.9552, loss: 0.9552 2020-07-02 14:26:08,753 - mmaction - INFO - Epoch [98][880/940] lr: 1.000e-04, eta: 0:33:37, time: 0.946, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.8293, loss: 0.8293 2020-07-02 14:26:27,331 - mmaction - INFO - Epoch [98][900/940] lr: 1.000e-04, eta: 0:33:16, time: 0.929, data_time: 0.001, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9359, loss_cls: 0.8336, loss: 0.8336 2020-07-02 14:26:46,231 - mmaction - INFO - Epoch [98][920/940] lr: 1.000e-04, eta: 0:32:55, time: 0.945, data_time: 0.001, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7862, loss: 0.7862 2020-07-02 14:27:03,489 - mmaction - INFO - Epoch [98][940/940] lr: 1.000e-04, eta: 0:32:34, time: 0.863, data_time: 0.001, memory: 21558, top1_acc: 0.7740, top5_acc: 0.9203, loss_cls: 0.8563, loss: 0.8563 2020-07-02 14:27:06,613 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-07-02 14:28:27,053 - mmaction - INFO - Epoch [99][20/940] lr: 1.000e-04, eta: 0:32:15, time: 4.005, data_time: 3.148, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9187, loss_cls: 0.8781, loss: 0.8781 2020-07-02 14:28:45,673 - mmaction - INFO - Epoch [99][40/940] lr: 1.000e-04, eta: 0:31:54, time: 0.931, data_time: 0.102, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8376, loss: 0.8376 2020-07-02 14:29:04,536 - mmaction - INFO - Epoch [99][60/940] lr: 1.000e-04, eta: 0:31:34, time: 0.945, data_time: 0.079, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9344, loss_cls: 0.8428, loss: 0.8428 2020-07-02 14:29:22,977 - mmaction - INFO - Epoch [99][80/940] lr: 1.000e-04, eta: 0:31:13, time: 0.921, data_time: 0.160, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9297, loss_cls: 0.8421, loss: 0.8421 2020-07-02 14:29:41,451 - mmaction - INFO - Epoch [99][100/940] lr: 1.000e-04, eta: 0:30:52, time: 0.925, data_time: 0.154, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.7919, loss: 0.7919 2020-07-02 14:30:00,304 - mmaction - INFO - Epoch [99][120/940] lr: 1.000e-04, eta: 0:30:31, time: 0.941, data_time: 0.074, memory: 21558, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.9069, loss: 0.9069 2020-07-02 14:30:18,977 - mmaction - INFO - Epoch [99][140/940] lr: 1.000e-04, eta: 0:30:10, time: 0.936, data_time: 0.003, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8493, loss: 0.8493 2020-07-02 14:30:37,907 - mmaction - INFO - Epoch [99][160/940] lr: 1.000e-04, eta: 0:29:49, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7886, loss: 0.7886 2020-07-02 14:30:56,155 - mmaction - INFO - Epoch [99][180/940] lr: 1.000e-04, eta: 0:29:28, time: 0.911, data_time: 0.001, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9094, loss_cls: 0.8889, loss: 0.8889 2020-07-02 14:31:14,799 - mmaction - INFO - Epoch [99][200/940] lr: 1.000e-04, eta: 0:29:07, time: 0.934, data_time: 0.002, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7973, loss: 0.7973 2020-07-02 14:31:33,214 - mmaction - INFO - Epoch [99][220/940] lr: 1.000e-04, eta: 0:28:46, time: 0.921, data_time: 0.000, memory: 21558, top1_acc: 0.8219, top5_acc: 0.9281, loss_cls: 0.7594, loss: 0.7594 2020-07-02 14:31:52,319 - mmaction - INFO - Epoch [99][240/940] lr: 1.000e-04, eta: 0:28:26, time: 0.955, data_time: 0.000, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.8615, loss: 0.8615 2020-07-02 14:32:11,093 - mmaction - INFO - Epoch [99][260/940] lr: 1.000e-04, eta: 0:28:05, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9187, loss_cls: 0.8451, loss: 0.8451 2020-07-02 14:32:29,098 - mmaction - INFO - Epoch [99][280/940] lr: 1.000e-04, eta: 0:27:44, time: 0.900, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9328, loss_cls: 0.8069, loss: 0.8069 2020-07-02 14:32:48,207 - mmaction - INFO - Epoch [99][300/940] lr: 1.000e-04, eta: 0:27:23, time: 0.956, data_time: 0.001, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7053, loss: 0.7053 2020-07-02 14:33:06,648 - mmaction - INFO - Epoch [99][320/940] lr: 1.000e-04, eta: 0:27:02, time: 0.922, data_time: 0.000, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8977, loss: 0.8977 2020-07-02 14:33:25,588 - mmaction - INFO - Epoch [99][340/940] lr: 1.000e-04, eta: 0:26:41, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9234, loss_cls: 0.8101, loss: 0.8101 2020-07-02 14:33:44,297 - mmaction - INFO - Epoch [99][360/940] lr: 1.000e-04, eta: 0:26:20, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.8701, loss: 0.8701 2020-07-02 14:34:02,523 - mmaction - INFO - Epoch [99][380/940] lr: 1.000e-04, eta: 0:26:00, time: 0.913, data_time: 0.002, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9141, loss_cls: 0.8501, loss: 0.8501 2020-07-02 14:34:21,277 - mmaction - INFO - Epoch [99][400/940] lr: 1.000e-04, eta: 0:25:39, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.8244, loss: 0.8244 2020-07-02 14:34:40,254 - mmaction - INFO - Epoch [99][420/940] lr: 1.000e-04, eta: 0:25:18, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.8219, top5_acc: 0.9484, loss_cls: 0.7618, loss: 0.7618 2020-07-02 14:34:58,931 - mmaction - INFO - Epoch [99][440/940] lr: 1.000e-04, eta: 0:24:57, time: 0.934, data_time: 0.001, memory: 21558, top1_acc: 0.7828, top5_acc: 0.9437, loss_cls: 0.7946, loss: 0.7946 2020-07-02 14:35:17,418 - mmaction - INFO - Epoch [99][460/940] lr: 1.000e-04, eta: 0:24:36, time: 0.925, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.8188, loss: 0.8188 2020-07-02 14:35:35,859 - mmaction - INFO - Epoch [99][480/940] lr: 1.000e-04, eta: 0:24:15, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8489, loss: 0.8489 2020-07-02 14:35:54,588 - mmaction - INFO - Epoch [99][500/940] lr: 1.000e-04, eta: 0:23:54, time: 0.935, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8724, loss: 0.8724 2020-07-02 14:36:13,616 - mmaction - INFO - Epoch [99][520/940] lr: 1.000e-04, eta: 0:23:34, time: 0.953, data_time: 0.002, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9359, loss_cls: 0.8237, loss: 0.8237 2020-07-02 14:36:31,967 - mmaction - INFO - Epoch [99][540/940] lr: 1.000e-04, eta: 0:23:13, time: 0.918, data_time: 0.003, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.8304, loss: 0.8304 2020-07-02 14:36:50,396 - mmaction - INFO - Epoch [99][560/940] lr: 1.000e-04, eta: 0:22:52, time: 0.919, data_time: 0.000, memory: 21558, top1_acc: 0.8031, top5_acc: 0.9250, loss_cls: 0.8390, loss: 0.8390 2020-07-02 14:37:09,780 - mmaction - INFO - Epoch [99][580/940] lr: 1.000e-04, eta: 0:22:31, time: 0.969, data_time: 0.003, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9484, loss_cls: 0.7353, loss: 0.7353 2020-07-02 14:37:28,310 - mmaction - INFO - Epoch [99][600/940] lr: 1.000e-04, eta: 0:22:10, time: 0.928, data_time: 0.003, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9094, loss_cls: 0.9231, loss: 0.9231 2020-07-02 14:37:47,025 - mmaction - INFO - Epoch [99][620/940] lr: 1.000e-04, eta: 0:21:49, time: 0.936, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.8042, loss: 0.8042 2020-07-02 14:38:05,541 - mmaction - INFO - Epoch [99][640/940] lr: 1.000e-04, eta: 0:21:29, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.8898, loss: 0.8898 2020-07-02 14:38:24,349 - mmaction - INFO - Epoch [99][660/940] lr: 1.000e-04, eta: 0:21:08, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 0.9454, loss: 0.9454 2020-07-02 14:38:44,116 - mmaction - INFO - Epoch [99][680/940] lr: 1.000e-04, eta: 0:20:47, time: 0.988, data_time: 0.058, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.8761, loss: 0.8761 2020-07-02 14:39:06,903 - mmaction - INFO - Epoch [99][700/940] lr: 1.000e-04, eta: 0:20:26, time: 1.139, data_time: 0.001, memory: 21558, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7565, loss: 0.7565 2020-07-02 14:39:29,924 - mmaction - INFO - Epoch [99][720/940] lr: 1.000e-04, eta: 0:20:05, time: 1.151, data_time: 0.001, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9250, loss_cls: 0.8222, loss: 0.8222 2020-07-02 14:39:49,536 - mmaction - INFO - Epoch [99][740/940] lr: 1.000e-04, eta: 0:19:45, time: 0.980, data_time: 0.001, memory: 21558, top1_acc: 0.7891, top5_acc: 0.9391, loss_cls: 0.7944, loss: 0.7944 2020-07-02 14:40:12,152 - mmaction - INFO - Epoch [99][760/940] lr: 1.000e-04, eta: 0:19:24, time: 1.131, data_time: 0.074, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9625, loss: 0.9625 2020-07-02 14:40:34,381 - mmaction - INFO - Epoch [99][780/940] lr: 1.000e-04, eta: 0:19:03, time: 1.112, data_time: 0.115, memory: 21558, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.8673, loss: 0.8673 2020-07-02 14:40:53,411 - mmaction - INFO - Epoch [99][800/940] lr: 1.000e-04, eta: 0:18:42, time: 0.949, data_time: 0.000, memory: 21558, top1_acc: 0.8016, top5_acc: 0.9203, loss_cls: 0.7905, loss: 0.7905 2020-07-02 14:41:12,641 - mmaction - INFO - Epoch [99][820/940] lr: 1.000e-04, eta: 0:18:21, time: 0.964, data_time: 0.005, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.8950, loss: 0.8950 2020-07-02 14:41:31,532 - mmaction - INFO - Epoch [99][840/940] lr: 1.000e-04, eta: 0:18:01, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.8540, loss: 0.8540 2020-07-02 14:41:50,440 - mmaction - INFO - Epoch [99][860/940] lr: 1.000e-04, eta: 0:17:40, time: 0.945, data_time: 0.000, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9187, loss_cls: 0.8853, loss: 0.8853 2020-07-02 14:42:09,492 - mmaction - INFO - Epoch [99][880/940] lr: 1.000e-04, eta: 0:17:19, time: 0.952, data_time: 0.008, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8623, loss: 0.8623 2020-07-02 14:42:28,231 - mmaction - INFO - Epoch [99][900/940] lr: 1.000e-04, eta: 0:16:58, time: 0.937, data_time: 0.047, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9453, loss_cls: 0.8234, loss: 0.8234 2020-07-02 14:42:46,700 - mmaction - INFO - Epoch [99][920/940] lr: 1.000e-04, eta: 0:16:37, time: 0.922, data_time: 0.034, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9344, loss_cls: 0.8419, loss: 0.8419 2020-07-02 14:43:03,846 - mmaction - INFO - Epoch [99][940/940] lr: 1.000e-04, eta: 0:16:16, time: 0.859, data_time: 0.063, memory: 21558, top1_acc: 0.7512, top5_acc: 0.9057, loss_cls: 0.9278, loss: 0.9278 2020-07-02 14:43:07,887 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-07-02 14:44:14,605 - mmaction - INFO - Epoch [100][20/940] lr: 1.000e-04, eta: 0:15:56, time: 3.269, data_time: 2.402, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.8210, loss: 0.8210 2020-07-02 14:44:33,177 - mmaction - INFO - Epoch [100][40/940] lr: 1.000e-04, eta: 0:15:36, time: 0.928, data_time: 0.006, memory: 21558, top1_acc: 0.8203, top5_acc: 0.9563, loss_cls: 0.6895, loss: 0.6895 2020-07-02 14:44:51,739 - mmaction - INFO - Epoch [100][60/940] lr: 1.000e-04, eta: 0:15:15, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8536, loss: 0.8536 2020-07-02 14:45:10,817 - mmaction - INFO - Epoch [100][80/940] lr: 1.000e-04, eta: 0:14:54, time: 0.954, data_time: 0.006, memory: 21558, top1_acc: 0.7625, top5_acc: 0.8953, loss_cls: 0.9500, loss: 0.9500 2020-07-02 14:45:29,618 - mmaction - INFO - Epoch [100][100/940] lr: 1.000e-04, eta: 0:14:33, time: 0.940, data_time: 0.009, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.9051, loss: 0.9051 2020-07-02 14:45:49,112 - mmaction - INFO - Epoch [100][120/940] lr: 1.000e-04, eta: 0:14:12, time: 0.976, data_time: 0.131, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.8169, loss: 0.8169 2020-07-02 14:46:07,662 - mmaction - INFO - Epoch [100][140/940] lr: 1.000e-04, eta: 0:13:51, time: 0.928, data_time: 0.067, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9078, loss_cls: 0.9255, loss: 0.9255 2020-07-02 14:46:26,143 - mmaction - INFO - Epoch [100][160/940] lr: 1.000e-04, eta: 0:13:31, time: 0.922, data_time: 0.014, memory: 21558, top1_acc: 0.7750, top5_acc: 0.9359, loss_cls: 0.8310, loss: 0.8310 2020-07-02 14:46:44,783 - mmaction - INFO - Epoch [100][180/940] lr: 1.000e-04, eta: 0:13:10, time: 0.934, data_time: 0.037, memory: 21558, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.7729, loss: 0.7729 2020-07-02 14:47:03,189 - mmaction - INFO - Epoch [100][200/940] lr: 1.000e-04, eta: 0:12:49, time: 0.920, data_time: 0.038, memory: 21558, top1_acc: 0.7812, top5_acc: 0.9062, loss_cls: 0.9091, loss: 0.9091 2020-07-02 14:47:22,394 - mmaction - INFO - Epoch [100][220/940] lr: 1.000e-04, eta: 0:12:28, time: 0.960, data_time: 0.152, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9328, loss_cls: 0.8030, loss: 0.8030 2020-07-02 14:47:39,746 - mmaction - INFO - Epoch [100][240/940] lr: 1.000e-04, eta: 0:12:07, time: 0.868, data_time: 0.071, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8593, loss: 0.8593 2020-07-02 14:47:58,891 - mmaction - INFO - Epoch [100][260/940] lr: 1.000e-04, eta: 0:11:46, time: 0.955, data_time: 0.150, memory: 21558, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8733, loss: 0.8733 2020-07-02 14:48:17,013 - mmaction - INFO - Epoch [100][280/940] lr: 1.000e-04, eta: 0:11:26, time: 0.908, data_time: 0.108, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.8395, loss: 0.8395 2020-07-02 14:48:35,430 - mmaction - INFO - Epoch [100][300/940] lr: 1.000e-04, eta: 0:11:05, time: 0.921, data_time: 0.004, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.8730, loss: 0.8730 2020-07-02 14:48:54,195 - mmaction - INFO - Epoch [100][320/940] lr: 1.000e-04, eta: 0:10:44, time: 0.937, data_time: 0.001, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.8118, loss: 0.8118 2020-07-02 14:49:13,091 - mmaction - INFO - Epoch [100][340/940] lr: 1.000e-04, eta: 0:10:23, time: 0.947, data_time: 0.003, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9141, loss_cls: 0.8570, loss: 0.8570 2020-07-02 14:49:31,826 - mmaction - INFO - Epoch [100][360/940] lr: 1.000e-04, eta: 0:10:02, time: 0.936, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8618, loss: 0.8618 2020-07-02 14:49:50,062 - mmaction - INFO - Epoch [100][380/940] lr: 1.000e-04, eta: 0:09:42, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8714, loss: 0.8714 2020-07-02 14:50:08,516 - mmaction - INFO - Epoch [100][400/940] lr: 1.000e-04, eta: 0:09:21, time: 0.923, data_time: 0.001, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8371, loss: 0.8371 2020-07-02 14:50:27,978 - mmaction - INFO - Epoch [100][420/940] lr: 1.000e-04, eta: 0:09:00, time: 0.973, data_time: 0.001, memory: 21558, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.9274, loss: 0.9274 2020-07-02 14:50:46,743 - mmaction - INFO - Epoch [100][440/940] lr: 1.000e-04, eta: 0:08:39, time: 0.938, data_time: 0.001, memory: 21558, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.8142, loss: 0.8142 2020-07-02 14:51:05,558 - mmaction - INFO - Epoch [100][460/940] lr: 1.000e-04, eta: 0:08:18, time: 0.941, data_time: 0.001, memory: 21558, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7378, loss: 0.7378 2020-07-02 14:51:23,852 - mmaction - INFO - Epoch [100][480/940] lr: 1.000e-04, eta: 0:07:58, time: 0.913, data_time: 0.000, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9469, loss_cls: 0.7676, loss: 0.7676 2020-07-02 14:51:42,392 - mmaction - INFO - Epoch [100][500/940] lr: 1.000e-04, eta: 0:07:37, time: 0.926, data_time: 0.002, memory: 21558, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.9002, loss: 0.9002 2020-07-02 14:52:00,485 - mmaction - INFO - Epoch [100][520/940] lr: 1.000e-04, eta: 0:07:16, time: 0.906, data_time: 0.002, memory: 21558, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8497, loss: 0.8497 2020-07-02 14:52:19,132 - mmaction - INFO - Epoch [100][540/940] lr: 1.000e-04, eta: 0:06:55, time: 0.932, data_time: 0.001, memory: 21558, top1_acc: 0.7781, top5_acc: 0.9203, loss_cls: 0.8250, loss: 0.8250 2020-07-02 14:52:37,644 - mmaction - INFO - Epoch [100][560/940] lr: 1.000e-04, eta: 0:06:34, time: 0.926, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9234, loss_cls: 0.8290, loss: 0.8290 2020-07-02 14:52:55,866 - mmaction - INFO - Epoch [100][580/940] lr: 1.000e-04, eta: 0:06:14, time: 0.911, data_time: 0.003, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8024, loss: 0.8024 2020-07-02 14:53:14,473 - mmaction - INFO - Epoch [100][600/940] lr: 1.000e-04, eta: 0:05:53, time: 0.930, data_time: 0.000, memory: 21558, top1_acc: 0.8375, top5_acc: 0.9406, loss_cls: 0.6924, loss: 0.6924 2020-07-02 14:53:32,982 - mmaction - INFO - Epoch [100][620/940] lr: 1.000e-04, eta: 0:05:32, time: 0.925, data_time: 0.000, memory: 21558, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.9014, loss: 0.9014 2020-07-02 14:53:51,391 - mmaction - INFO - Epoch [100][640/940] lr: 1.000e-04, eta: 0:05:11, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.7921, loss: 0.7921 2020-07-02 14:54:10,368 - mmaction - INFO - Epoch [100][660/940] lr: 1.000e-04, eta: 0:04:50, time: 0.948, data_time: 0.000, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9203, loss_cls: 0.8583, loss: 0.8583 2020-07-02 14:54:28,531 - mmaction - INFO - Epoch [100][680/940] lr: 1.000e-04, eta: 0:04:30, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.8126, loss: 0.8126 2020-07-02 14:54:46,705 - mmaction - INFO - Epoch [100][700/940] lr: 1.000e-04, eta: 0:04:09, time: 0.909, data_time: 0.001, memory: 21558, top1_acc: 0.7984, top5_acc: 0.9422, loss_cls: 0.7425, loss: 0.7425 2020-07-02 14:55:04,741 - mmaction - INFO - Epoch [100][720/940] lr: 1.000e-04, eta: 0:03:48, time: 0.901, data_time: 0.001, memory: 21558, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.9684, loss: 0.9684 2020-07-02 14:55:23,889 - mmaction - INFO - Epoch [100][740/940] lr: 1.000e-04, eta: 0:03:27, time: 0.957, data_time: 0.001, memory: 21558, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.8467, loss: 0.8467 2020-07-02 14:55:42,134 - mmaction - INFO - Epoch [100][760/940] lr: 1.000e-04, eta: 0:03:06, time: 0.912, data_time: 0.001, memory: 21558, top1_acc: 0.8000, top5_acc: 0.9391, loss_cls: 0.8029, loss: 0.8029 2020-07-02 14:56:00,660 - mmaction - INFO - Epoch [100][780/940] lr: 1.000e-04, eta: 0:02:46, time: 0.928, data_time: 0.002, memory: 21558, top1_acc: 0.7688, top5_acc: 0.9344, loss_cls: 0.8528, loss: 0.8528 2020-07-02 14:56:20,189 - mmaction - INFO - Epoch [100][800/940] lr: 1.000e-04, eta: 0:02:25, time: 0.975, data_time: 0.000, memory: 21558, top1_acc: 0.7719, top5_acc: 0.9109, loss_cls: 0.9170, loss: 0.9170 2020-07-02 14:56:37,874 - mmaction - INFO - Epoch [100][820/940] lr: 1.000e-04, eta: 0:02:04, time: 0.885, data_time: 0.013, memory: 21558, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9688, loss: 0.9688 2020-07-02 14:56:56,247 - mmaction - INFO - Epoch [100][840/940] lr: 1.000e-04, eta: 0:01:43, time: 0.920, data_time: 0.049, memory: 21558, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.8701, loss: 0.8701 2020-07-02 14:57:15,229 - mmaction - INFO - Epoch [100][860/940] lr: 1.000e-04, eta: 0:01:23, time: 0.947, data_time: 0.011, memory: 21558, top1_acc: 0.7953, top5_acc: 0.9406, loss_cls: 0.7833, loss: 0.7833 2020-07-02 14:57:34,252 - mmaction - INFO - Epoch [100][880/940] lr: 1.000e-04, eta: 0:01:02, time: 0.953, data_time: 0.003, memory: 21558, top1_acc: 0.7562, top5_acc: 0.9203, loss_cls: 0.9226, loss: 0.9226 2020-07-02 14:57:52,596 - mmaction - INFO - Epoch [100][900/940] lr: 1.000e-04, eta: 0:00:41, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.8589, loss: 0.8589 2020-07-02 14:58:11,613 - mmaction - INFO - Epoch [100][920/940] lr: 1.000e-04, eta: 0:00:20, time: 0.951, data_time: 0.001, memory: 21558, top1_acc: 0.8156, top5_acc: 0.9516, loss_cls: 0.7629, loss: 0.7629 2020-07-02 14:58:28,562 - mmaction - INFO - Epoch [100][940/940] lr: 1.000e-04, eta: 0:00:00, time: 0.847, data_time: 0.001, memory: 21558, top1_acc: 0.7512, top5_acc: 0.9041, loss_cls: 0.9410, loss: 0.9410 2020-07-02 14:58:32,329 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-02 15:01:21,821 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 15:01:22,558 - mmaction - INFO - top1_acc 0.6897 top5_acc 0.8869 2020-07-02 15:01:22,558 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 15:01:22,611 - mmaction - INFO - mean_acc 0.6896 2020-07-02 15:01:22,631 - mmaction - INFO - Epoch [100][940/940] lr: 1.000e-04, top1_acc: 0.6897, top5_acc: 0.8869, mean_class_accuracy: 0.6896