2020-06-12 15:32:28,692 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/platform/dep/cuda-9.0-cudnn7.6 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6: Tesla V100-SXM2-32GB GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-36) PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.1.1 MMCV: 0.5.9.dev20200611 MMAction: 0.1.0+9e34141 ------------------------------------------------------------ 2020-06-12 15:32:28,693 - mmaction - INFO - Distributed training: True 2020-06-12 15:32:28,693 - mmaction - INFO - Config: /mnt/lustre/xusu/mmaction-lite/config/tsn_rgb_1x1x8_r50_2d_sthv1_50e.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_cfg=dict(type='SyncBN', requires_grad=True), norm_eval=True), cls_head=dict( type='TSNHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v1/20bn-something-something-v1' data_root_val = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v1/20bn-something-something-v1' ann_file_train = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v1/label/train.txt' ann_file_val = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v1/label/val.txt' ann_file_test = ann_file_val img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='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=16, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, filename_tmpl='{:05}.jpg'), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline, filename_tmpl='{:05}.jpg'), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline, filename_tmpl='{:05}.jpg')) # optimizer optimizer = dict(type='SGD', lr=0.02, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_rgb_1x1x8_r50_2d_sthv1_50e/' load_from = None resume_from = None workflow = [('train', 1)] 2020-06-12 15:32:39,490 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: fc.weight, fc.bias 2020-06-12 15:32:41,067 - mmaction - INFO - Start running, host: xusu@SH-IDC1-10-198-8-60, work_dir: /mnt/lustre/xusu/mmaction-lite/work_dirs/tsn_sthv1_benchmark 2020-06-12 15:32:41,067 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-06-12 15:33:20,726 - mmaction - INFO - Epoch [1][20/769] lr: 2.000e-02, eta: 20:58:42, time: 1.965, data_time: 0.836, memory: 10970, top1_acc: 0.0125, top5_acc: 0.0375, loss_cls: 5.1407, loss: 5.1407 2020-06-12 15:33:40,372 - mmaction - INFO - Epoch [1][40/769] lr: 2.000e-02, eta: 15:48:07, time: 0.997, data_time: 0.499, memory: 10970, top1_acc: 0.0063, top5_acc: 0.0312, loss_cls: 5.1296, loss: 5.1296 2020-06-12 15:34:02,041 - mmaction - INFO - Epoch [1][60/769] lr: 2.000e-02, eta: 14:23:11, time: 1.085, data_time: 0.556, memory: 10970, top1_acc: 0.0125, top5_acc: 0.0563, loss_cls: 5.1084, loss: 5.1084 2020-06-12 15:34:19,731 - mmaction - INFO - Epoch [1][80/769] lr: 2.000e-02, eta: 13:08:16, time: 0.883, data_time: 0.351, memory: 10970, top1_acc: 0.0063, top5_acc: 0.0344, loss_cls: 5.1336, loss: 5.1336 2020-06-12 15:34:38,363 - mmaction - INFO - Epoch [1][100/769] lr: 2.000e-02, eta: 12:29:16, time: 0.931, data_time: 0.280, memory: 10970, top1_acc: 0.0156, top5_acc: 0.0437, loss_cls: 5.0813, loss: 5.0813 2020-06-12 15:34:57,260 - mmaction - INFO - Epoch [1][120/769] lr: 2.000e-02, eta: 12:04:45, time: 0.946, data_time: 0.499, memory: 10970, top1_acc: 0.0063, top5_acc: 0.0344, loss_cls: 5.1090, loss: 5.1090 2020-06-12 15:35:15,850 - mmaction - INFO - Epoch [1][140/769] lr: 2.000e-02, eta: 11:45:47, time: 0.931, data_time: 0.355, memory: 10970, top1_acc: 0.0125, top5_acc: 0.0625, loss_cls: 5.0682, loss: 5.0682 2020-06-12 15:35:31,846 - mmaction - INFO - Epoch [1][160/769] lr: 2.000e-02, eta: 11:20:56, time: 0.799, data_time: 0.373, memory: 10970, top1_acc: 0.0063, top5_acc: 0.0531, loss_cls: 5.0643, loss: 5.0643 2020-06-12 15:35:50,754 - mmaction - INFO - Epoch [1][180/769] lr: 2.000e-02, eta: 11:12:00, time: 0.946, data_time: 0.474, memory: 10970, top1_acc: 0.0156, top5_acc: 0.0594, loss_cls: 5.0837, loss: 5.0837 2020-06-12 15:36:18,075 - mmaction - INFO - Epoch [1][200/769] lr: 2.000e-02, eta: 11:31:29, time: 1.365, data_time: 0.513, memory: 10970, top1_acc: 0.0063, top5_acc: 0.0469, loss_cls: 5.0529, loss: 5.0529 2020-06-12 15:36:33,896 - mmaction - INFO - Epoch [1][220/769] lr: 2.000e-02, eta: 11:14:05, time: 0.791, data_time: 0.080, memory: 10970, top1_acc: 0.0125, top5_acc: 0.0469, loss_cls: 5.0409, loss: 5.0409 2020-06-12 15:36:52,014 - mmaction - INFO - Epoch [1][240/769] lr: 2.000e-02, eta: 11:05:47, time: 0.908, data_time: 0.011, memory: 10970, top1_acc: 0.0063, top5_acc: 0.0656, loss_cls: 5.0776, loss: 5.0776 2020-06-12 15:37:11,638 - mmaction - INFO - Epoch [1][260/769] lr: 2.000e-02, eta: 11:02:17, time: 0.981, data_time: 0.067, memory: 10970, top1_acc: 0.0187, top5_acc: 0.0625, loss_cls: 5.0171, loss: 5.0171 2020-06-12 15:37:31,547 - mmaction - INFO - Epoch [1][280/769] lr: 2.000e-02, eta: 10:59:49, time: 0.994, data_time: 0.245, memory: 10970, top1_acc: 0.0187, top5_acc: 0.0594, loss_cls: 5.0337, loss: 5.0337 2020-06-12 15:37:48,753 - mmaction - INFO - Epoch [1][300/769] lr: 2.000e-02, eta: 10:52:01, time: 0.861, data_time: 0.354, memory: 10970, top1_acc: 0.0094, top5_acc: 0.0875, loss_cls: 4.9779, loss: 4.9779 2020-06-12 15:38:05,703 - mmaction - INFO - Epoch [1][320/769] lr: 2.000e-02, eta: 10:44:38, time: 0.848, data_time: 0.385, memory: 10970, top1_acc: 0.0250, top5_acc: 0.0625, loss_cls: 5.0290, loss: 5.0290 2020-06-12 15:38:23,129 - mmaction - INFO - Epoch [1][340/769] lr: 2.000e-02, eta: 10:38:56, time: 0.871, data_time: 0.390, memory: 10970, top1_acc: 0.0250, top5_acc: 0.0750, loss_cls: 4.9769, loss: 4.9769 2020-06-12 15:38:39,445 - mmaction - INFO - Epoch [1][360/769] lr: 2.000e-02, eta: 10:31:52, time: 0.815, data_time: 0.313, memory: 10970, top1_acc: 0.0250, top5_acc: 0.0781, loss_cls: 4.9898, loss: 4.9898 2020-06-12 15:38:56,241 - mmaction - INFO - Epoch [1][380/769] lr: 2.000e-02, eta: 10:26:21, time: 0.840, data_time: 0.391, memory: 10970, top1_acc: 0.0219, top5_acc: 0.1062, loss_cls: 4.9268, loss: 4.9268 2020-06-12 15:39:12,905 - mmaction - INFO - Epoch [1][400/769] lr: 2.000e-02, eta: 10:21:08, time: 0.833, data_time: 0.313, memory: 10970, top1_acc: 0.0344, top5_acc: 0.1250, loss_cls: 4.9248, loss: 4.9248 2020-06-12 15:39:30,016 - mmaction - INFO - Epoch [1][420/769] lr: 2.000e-02, eta: 10:17:04, time: 0.856, data_time: 0.160, memory: 10970, top1_acc: 0.0375, top5_acc: 0.1313, loss_cls: 4.8497, loss: 4.8497 2020-06-12 15:39:47,315 - mmaction - INFO - Epoch [1][440/769] lr: 2.000e-02, eta: 10:13:38, time: 0.865, data_time: 0.091, memory: 10970, top1_acc: 0.0281, top5_acc: 0.1062, loss_cls: 4.9219, loss: 4.9219 2020-06-12 15:40:04,480 - mmaction - INFO - Epoch [1][460/769] lr: 2.000e-02, eta: 10:10:16, time: 0.858, data_time: 0.305, memory: 10970, top1_acc: 0.0250, top5_acc: 0.1031, loss_cls: 4.9574, loss: 4.9574 2020-06-12 15:40:21,258 - mmaction - INFO - Epoch [1][480/769] lr: 2.000e-02, eta: 10:06:39, time: 0.839, data_time: 0.396, memory: 10970, top1_acc: 0.0437, top5_acc: 0.1187, loss_cls: 4.8445, loss: 4.8445 2020-06-12 15:40:38,708 - mmaction - INFO - Epoch [1][500/769] lr: 2.000e-02, eta: 10:04:09, time: 0.872, data_time: 0.366, memory: 10970, top1_acc: 0.0344, top5_acc: 0.1469, loss_cls: 4.8576, loss: 4.8576 2020-06-12 15:40:56,309 - mmaction - INFO - Epoch [1][520/769] lr: 2.000e-02, eta: 10:01:59, time: 0.879, data_time: 0.299, memory: 10970, top1_acc: 0.0375, top5_acc: 0.1156, loss_cls: 4.8784, loss: 4.8784 2020-06-12 15:41:13,696 - mmaction - INFO - Epoch [1][540/769] lr: 2.000e-02, eta: 9:59:45, time: 0.870, data_time: 0.154, memory: 10970, top1_acc: 0.0406, top5_acc: 0.1313, loss_cls: 4.7905, loss: 4.7905 2020-06-12 15:41:30,648 - mmaction - INFO - Epoch [1][560/769] lr: 2.000e-02, eta: 9:57:04, time: 0.844, data_time: 0.111, memory: 10970, top1_acc: 0.0281, top5_acc: 0.1187, loss_cls: 4.8281, loss: 4.8281 2020-06-12 15:41:47,452 - mmaction - INFO - Epoch [1][580/769] lr: 2.000e-02, eta: 9:54:32, time: 0.844, data_time: 0.227, memory: 10970, top1_acc: 0.0469, top5_acc: 0.1500, loss_cls: 4.8195, loss: 4.8195 2020-06-12 15:42:03,950 - mmaction - INFO - Epoch [1][600/769] lr: 2.000e-02, eta: 9:51:46, time: 0.825, data_time: 0.359, memory: 10970, top1_acc: 0.0531, top5_acc: 0.1344, loss_cls: 4.7976, loss: 4.7976 2020-06-12 15:42:23,249 - mmaction - INFO - Epoch [1][620/769] lr: 2.000e-02, eta: 9:51:59, time: 0.965, data_time: 0.209, memory: 10970, top1_acc: 0.0375, top5_acc: 0.1344, loss_cls: 4.7338, loss: 4.7338 2020-06-12 15:42:39,267 - mmaction - INFO - Epoch [1][640/769] lr: 2.000e-02, eta: 9:48:56, time: 0.800, data_time: 0.008, memory: 10970, top1_acc: 0.0469, top5_acc: 0.1969, loss_cls: 4.6498, loss: 4.6498 2020-06-12 15:42:57,669 - mmaction - INFO - Epoch [1][660/769] lr: 2.000e-02, eta: 9:48:16, time: 0.916, data_time: 0.079, memory: 10970, top1_acc: 0.0406, top5_acc: 0.1562, loss_cls: 4.7802, loss: 4.7802 2020-06-12 15:43:14,164 - mmaction - INFO - Epoch [1][680/769] lr: 2.000e-02, eta: 9:45:57, time: 0.826, data_time: 0.014, memory: 10970, top1_acc: 0.0437, top5_acc: 0.1313, loss_cls: 4.6716, loss: 4.6716 2020-06-12 15:43:31,719 - mmaction - INFO - Epoch [1][700/769] lr: 2.000e-02, eta: 9:44:45, time: 0.882, data_time: 0.014, memory: 10970, top1_acc: 0.0656, top5_acc: 0.1562, loss_cls: 4.6110, loss: 4.6110 2020-06-12 15:43:52,502 - mmaction - INFO - Epoch [1][720/769] lr: 2.000e-02, eta: 9:45:44, time: 1.004, data_time: 0.004, memory: 10970, top1_acc: 0.0688, top5_acc: 0.1875, loss_cls: 4.5855, loss: 4.5855 2020-06-12 15:44:13,649 - mmaction - INFO - Epoch [1][740/769] lr: 2.000e-02, eta: 9:48:11, time: 1.093, data_time: 0.170, memory: 10970, top1_acc: 0.0563, top5_acc: 0.1875, loss_cls: 4.6478, loss: 4.6478 2020-06-12 15:44:31,870 - mmaction - INFO - Epoch [1][760/769] lr: 2.000e-02, eta: 9:47:27, time: 0.911, data_time: 0.202, memory: 10970, top1_acc: 0.0437, top5_acc: 0.1531, loss_cls: 4.6487, loss: 4.6487 2020-06-12 15:45:06,978 - mmaction - INFO - Epoch [2][20/769] lr: 2.000e-02, eta: 9:44:13, time: 1.181, data_time: 0.600, memory: 10970, top1_acc: 0.0437, top5_acc: 0.1844, loss_cls: 4.6515, loss: 4.6515 2020-06-12 15:45:21,715 - mmaction - INFO - Epoch [2][40/769] lr: 2.000e-02, eta: 9:40:55, time: 0.739, data_time: 0.224, memory: 10970, top1_acc: 0.0500, top5_acc: 0.1844, loss_cls: 4.6418, loss: 4.6418 2020-06-12 15:45:39,916 - mmaction - INFO - Epoch [2][60/769] lr: 2.000e-02, eta: 9:40:22, time: 0.910, data_time: 0.093, memory: 10970, top1_acc: 0.0437, top5_acc: 0.1906, loss_cls: 4.6384, loss: 4.6384 2020-06-12 15:45:53,820 - mmaction - INFO - Epoch [2][80/769] lr: 2.000e-02, eta: 9:36:39, time: 0.695, data_time: 0.002, memory: 10970, top1_acc: 0.0750, top5_acc: 0.1938, loss_cls: 4.5562, loss: 4.5562 2020-06-12 15:46:08,764 - mmaction - INFO - Epoch [2][100/769] lr: 2.000e-02, eta: 9:33:51, time: 0.747, data_time: 0.006, memory: 10970, top1_acc: 0.0656, top5_acc: 0.2156, loss_cls: 4.5124, loss: 4.5124 2020-06-12 15:46:23,734 - mmaction - INFO - Epoch [2][120/769] lr: 2.000e-02, eta: 9:31:11, time: 0.749, data_time: 0.009, memory: 10970, top1_acc: 0.0656, top5_acc: 0.1750, loss_cls: 4.5703, loss: 4.5703 2020-06-12 15:46:39,299 - mmaction - INFO - Epoch [2][140/769] lr: 2.000e-02, eta: 9:29:03, time: 0.779, data_time: 0.003, memory: 10970, top1_acc: 0.0531, top5_acc: 0.1969, loss_cls: 4.4802, loss: 4.4802 2020-06-12 15:46:54,652 - mmaction - INFO - Epoch [2][160/769] lr: 2.000e-02, eta: 9:26:49, time: 0.767, data_time: 0.007, memory: 10970, top1_acc: 0.0750, top5_acc: 0.2406, loss_cls: 4.3794, loss: 4.3794 2020-06-12 15:47:08,499 - mmaction - INFO - Epoch [2][180/769] lr: 2.000e-02, eta: 9:23:42, time: 0.692, data_time: 0.032, memory: 10970, top1_acc: 0.0844, top5_acc: 0.2344, loss_cls: 4.5516, loss: 4.5516 2020-06-12 15:47:24,695 - mmaction - INFO - Epoch [2][200/769] lr: 2.000e-02, eta: 9:22:13, time: 0.811, data_time: 0.005, memory: 10970, top1_acc: 0.0781, top5_acc: 0.2250, loss_cls: 4.5192, loss: 4.5192 2020-06-12 15:47:38,779 - mmaction - INFO - Epoch [2][220/769] lr: 2.000e-02, eta: 9:19:27, time: 0.704, data_time: 0.009, memory: 10970, top1_acc: 0.0563, top5_acc: 0.1938, loss_cls: 4.6393, loss: 4.6393 2020-06-12 15:47:54,014 - mmaction - INFO - Epoch [2][240/769] lr: 2.000e-02, eta: 9:17:29, time: 0.762, data_time: 0.037, memory: 10970, top1_acc: 0.0719, top5_acc: 0.2094, loss_cls: 4.4796, loss: 4.4796 2020-06-12 15:48:08,982 - mmaction - INFO - Epoch [2][260/769] lr: 2.000e-02, eta: 9:15:26, time: 0.749, data_time: 0.002, memory: 10970, top1_acc: 0.0781, top5_acc: 0.2531, loss_cls: 4.4403, loss: 4.4403 2020-06-12 15:48:24,558 - mmaction - INFO - Epoch [2][280/769] lr: 2.000e-02, eta: 9:13:48, time: 0.778, data_time: 0.004, memory: 10970, top1_acc: 0.0719, top5_acc: 0.2469, loss_cls: 4.4153, loss: 4.4153 2020-06-12 15:48:40,244 - mmaction - INFO - Epoch [2][300/769] lr: 2.000e-02, eta: 9:12:04, time: 0.765, data_time: 0.038, memory: 10970, top1_acc: 0.0531, top5_acc: 0.1781, loss_cls: 4.5920, loss: 4.5920 2020-06-12 15:48:55,778 - mmaction - INFO - Epoch [2][320/769] lr: 2.000e-02, eta: 9:10:45, time: 0.797, data_time: 0.049, memory: 10970, top1_acc: 0.0594, top5_acc: 0.2188, loss_cls: 4.5037, loss: 4.5037 2020-06-12 15:49:10,680 - mmaction - INFO - Epoch [2][340/769] lr: 2.000e-02, eta: 9:08:53, time: 0.746, data_time: 0.012, memory: 10970, top1_acc: 0.0688, top5_acc: 0.2094, loss_cls: 4.4937, loss: 4.4937 2020-06-12 15:49:25,313 - mmaction - INFO - Epoch [2][360/769] lr: 2.000e-02, eta: 9:06:56, time: 0.731, data_time: 0.002, memory: 10970, top1_acc: 0.0500, top5_acc: 0.2313, loss_cls: 4.4380, loss: 4.4380 2020-06-12 15:49:40,792 - mmaction - INFO - Epoch [2][380/769] lr: 2.000e-02, eta: 9:05:30, time: 0.774, data_time: 0.005, memory: 10970, top1_acc: 0.0781, top5_acc: 0.2375, loss_cls: 4.3589, loss: 4.3589 2020-06-12 15:49:56,552 - mmaction - INFO - Epoch [2][400/769] lr: 2.000e-02, eta: 9:04:15, time: 0.787, data_time: 0.002, memory: 10970, top1_acc: 0.0531, top5_acc: 0.2125, loss_cls: 4.4784, loss: 4.4784 2020-06-12 15:50:11,028 - mmaction - INFO - Epoch [2][420/769] lr: 2.000e-02, eta: 9:02:17, time: 0.716, data_time: 0.003, memory: 10970, top1_acc: 0.0844, top5_acc: 0.2344, loss_cls: 4.4216, loss: 4.4216 2020-06-12 15:50:25,772 - mmaction - INFO - Epoch [2][440/769] lr: 2.000e-02, eta: 9:00:41, time: 0.746, data_time: 0.010, memory: 10970, top1_acc: 0.0969, top5_acc: 0.2656, loss_cls: 4.3544, loss: 4.3544 2020-06-12 15:50:40,902 - mmaction - INFO - Epoch [2][460/769] lr: 2.000e-02, eta: 8:59:13, time: 0.755, data_time: 0.009, memory: 10970, top1_acc: 0.1094, top5_acc: 0.2687, loss_cls: 4.3277, loss: 4.3277 2020-06-12 15:50:56,487 - mmaction - INFO - Epoch [2][480/769] lr: 2.000e-02, eta: 8:58:04, time: 0.781, data_time: 0.012, memory: 10970, top1_acc: 0.0906, top5_acc: 0.2125, loss_cls: 4.4318, loss: 4.4318 2020-06-12 15:51:14,285 - mmaction - INFO - Epoch [2][500/769] lr: 2.000e-02, eta: 8:57:59, time: 0.889, data_time: 0.001, memory: 10970, top1_acc: 0.0813, top5_acc: 0.2781, loss_cls: 4.2748, loss: 4.2748 2020-06-12 15:51:34,512 - mmaction - INFO - Epoch [2][520/769] lr: 2.000e-02, eta: 8:59:04, time: 1.012, data_time: 0.010, memory: 10970, top1_acc: 0.0813, top5_acc: 0.2750, loss_cls: 4.3549, loss: 4.3549 2020-06-12 15:51:48,729 - mmaction - INFO - Epoch [2][540/769] lr: 2.000e-02, eta: 8:57:16, time: 0.710, data_time: 0.002, memory: 10970, top1_acc: 0.1281, top5_acc: 0.2812, loss_cls: 4.3045, loss: 4.3045 2020-06-12 15:52:08,690 - mmaction - INFO - Epoch [2][560/769] lr: 2.000e-02, eta: 8:58:11, time: 0.997, data_time: 0.004, memory: 10970, top1_acc: 0.1062, top5_acc: 0.2594, loss_cls: 4.2721, loss: 4.2721 2020-06-12 15:52:37,639 - mmaction - INFO - Epoch [2][580/769] lr: 2.000e-02, eta: 9:03:11, time: 1.447, data_time: 0.007, memory: 10970, top1_acc: 0.1094, top5_acc: 0.2594, loss_cls: 4.3005, loss: 4.3005 2020-06-12 15:52:53,469 - mmaction - INFO - Epoch [2][600/769] lr: 2.000e-02, eta: 9:02:07, time: 0.793, data_time: 0.008, memory: 10970, top1_acc: 0.0750, top5_acc: 0.2594, loss_cls: 4.3134, loss: 4.3134 2020-06-12 15:53:11,029 - mmaction - INFO - Epoch [2][620/769] lr: 2.000e-02, eta: 9:01:49, time: 0.876, data_time: 0.003, memory: 10970, top1_acc: 0.0938, top5_acc: 0.2656, loss_cls: 4.3504, loss: 4.3504 2020-06-12 15:53:26,098 - mmaction - INFO - Epoch [2][640/769] lr: 2.000e-02, eta: 9:00:27, time: 0.755, data_time: 0.011, memory: 10970, top1_acc: 0.0688, top5_acc: 0.2687, loss_cls: 4.3502, loss: 4.3502 2020-06-12 15:53:44,216 - mmaction - INFO - Epoch [2][660/769] lr: 2.000e-02, eta: 9:00:24, time: 0.903, data_time: 0.089, memory: 10970, top1_acc: 0.0969, top5_acc: 0.2594, loss_cls: 4.2195, loss: 4.2195 2020-06-12 15:54:01,708 - mmaction - INFO - Epoch [2][680/769] lr: 2.000e-02, eta: 9:00:07, time: 0.878, data_time: 0.041, memory: 10970, top1_acc: 0.1062, top5_acc: 0.2469, loss_cls: 4.3934, loss: 4.3934 2020-06-12 15:54:16,475 - mmaction - INFO - Epoch [2][700/769] lr: 2.000e-02, eta: 8:58:41, time: 0.739, data_time: 0.078, memory: 10970, top1_acc: 0.1062, top5_acc: 0.2625, loss_cls: 4.2917, loss: 4.2917 2020-06-12 15:54:31,591 - mmaction - INFO - Epoch [2][720/769] lr: 2.000e-02, eta: 8:57:24, time: 0.756, data_time: 0.216, memory: 10970, top1_acc: 0.0813, top5_acc: 0.2469, loss_cls: 4.4252, loss: 4.4252 2020-06-12 15:54:45,730 - mmaction - INFO - Epoch [2][740/769] lr: 2.000e-02, eta: 8:55:46, time: 0.707, data_time: 0.130, memory: 10970, top1_acc: 0.1031, top5_acc: 0.2594, loss_cls: 4.2588, loss: 4.2588 2020-06-12 15:55:00,758 - mmaction - INFO - Epoch [2][760/769] lr: 2.000e-02, eta: 8:54:31, time: 0.751, data_time: 0.104, memory: 10970, top1_acc: 0.1000, top5_acc: 0.3094, loss_cls: 4.1645, loss: 4.1645 2020-06-12 15:55:30,245 - mmaction - INFO - Epoch [3][20/769] lr: 2.000e-02, eta: 8:53:32, time: 1.188, data_time: 0.571, memory: 10970, top1_acc: 0.1031, top5_acc: 0.3000, loss_cls: 4.2265, loss: 4.2265 2020-06-12 15:55:44,765 - mmaction - INFO - Epoch [3][40/769] lr: 2.000e-02, eta: 8:52:07, time: 0.724, data_time: 0.004, memory: 10970, top1_acc: 0.0969, top5_acc: 0.2781, loss_cls: 4.3866, loss: 4.3866 2020-06-12 15:55:59,719 - mmaction - INFO - Epoch [3][60/769] lr: 2.000e-02, eta: 8:50:57, time: 0.750, data_time: 0.016, memory: 10970, top1_acc: 0.1219, top5_acc: 0.2938, loss_cls: 4.1916, loss: 4.1916 2020-06-12 15:56:12,559 - mmaction - INFO - Epoch [3][80/769] lr: 2.000e-02, eta: 8:48:58, time: 0.641, data_time: 0.008, memory: 10970, top1_acc: 0.0719, top5_acc: 0.2687, loss_cls: 4.2926, loss: 4.2926 2020-06-12 15:56:26,660 - mmaction - INFO - Epoch [3][100/769] lr: 2.000e-02, eta: 8:47:31, time: 0.706, data_time: 0.007, memory: 10970, top1_acc: 0.0781, top5_acc: 0.2687, loss_cls: 4.2591, loss: 4.2591 2020-06-12 15:56:40,163 - mmaction - INFO - Epoch [3][120/769] lr: 2.000e-02, eta: 8:45:51, time: 0.674, data_time: 0.013, memory: 10970, top1_acc: 0.1062, top5_acc: 0.2906, loss_cls: 4.2008, loss: 4.2008 2020-06-12 15:56:54,177 - mmaction - INFO - Epoch [3][140/769] lr: 2.000e-02, eta: 8:44:25, time: 0.701, data_time: 0.003, memory: 10970, top1_acc: 0.1187, top5_acc: 0.3187, loss_cls: 4.1613, loss: 4.1613 2020-06-12 15:57:07,792 - mmaction - INFO - Epoch [3][160/769] lr: 2.000e-02, eta: 8:42:53, time: 0.681, data_time: 0.002, memory: 10970, top1_acc: 0.1250, top5_acc: 0.2938, loss_cls: 4.1945, loss: 4.1945 2020-06-12 15:57:21,943 - mmaction - INFO - Epoch [3][180/769] lr: 2.000e-02, eta: 8:41:33, time: 0.707, data_time: 0.003, memory: 10970, top1_acc: 0.1187, top5_acc: 0.2969, loss_cls: 4.1837, loss: 4.1837 2020-06-12 15:57:37,228 - mmaction - INFO - Epoch [3][200/769] lr: 2.000e-02, eta: 8:40:39, time: 0.764, data_time: 0.008, memory: 10970, top1_acc: 0.1187, top5_acc: 0.3063, loss_cls: 4.1480, loss: 4.1480 2020-06-12 15:57:50,885 - mmaction - INFO - Epoch [3][220/769] lr: 2.000e-02, eta: 8:39:12, time: 0.683, data_time: 0.009, memory: 10970, top1_acc: 0.1000, top5_acc: 0.2812, loss_cls: 4.2460, loss: 4.2460 2020-06-12 15:58:05,725 - mmaction - INFO - Epoch [3][240/769] lr: 2.000e-02, eta: 8:38:10, time: 0.741, data_time: 0.012, memory: 10970, top1_acc: 0.1594, top5_acc: 0.3438, loss_cls: 3.9777, loss: 3.9777 2020-06-12 15:58:18,485 - mmaction - INFO - Epoch [3][260/769] lr: 2.000e-02, eta: 8:36:28, time: 0.639, data_time: 0.004, memory: 10970, top1_acc: 0.0750, top5_acc: 0.2719, loss_cls: 4.2893, loss: 4.2893 2020-06-12 15:58:32,578 - mmaction - INFO - Epoch [3][280/769] lr: 2.000e-02, eta: 8:35:14, time: 0.704, data_time: 0.003, memory: 10970, top1_acc: 0.0750, top5_acc: 0.3000, loss_cls: 4.1983, loss: 4.1983 2020-06-12 15:58:46,055 - mmaction - INFO - Epoch [3][300/769] lr: 2.000e-02, eta: 8:33:50, time: 0.674, data_time: 0.005, memory: 10970, top1_acc: 0.1156, top5_acc: 0.3250, loss_cls: 4.0775, loss: 4.0775 2020-06-12 15:58:59,087 - mmaction - INFO - Epoch [3][320/769] lr: 2.000e-02, eta: 8:32:18, time: 0.651, data_time: 0.003, memory: 10970, top1_acc: 0.1219, top5_acc: 0.3719, loss_cls: 4.0982, loss: 4.0982 2020-06-12 15:59:18,752 - mmaction - INFO - Epoch [3][340/769] lr: 2.000e-02, eta: 8:32:57, time: 0.983, data_time: 0.290, memory: 10970, top1_acc: 0.1062, top5_acc: 0.3000, loss_cls: 4.1870, loss: 4.1870 2020-06-12 15:59:33,255 - mmaction - INFO - Epoch [3][360/769] lr: 2.000e-02, eta: 8:31:55, time: 0.725, data_time: 0.191, memory: 10970, top1_acc: 0.1375, top5_acc: 0.3250, loss_cls: 4.1571, loss: 4.1571 2020-06-12 15:59:46,309 - mmaction - INFO - Epoch [3][380/769] lr: 2.000e-02, eta: 8:30:27, time: 0.652, data_time: 0.119, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3531, loss_cls: 4.0246, loss: 4.0246 2020-06-12 15:59:59,964 - mmaction - INFO - Epoch [3][400/769] lr: 2.000e-02, eta: 8:29:12, time: 0.683, data_time: 0.195, memory: 10970, top1_acc: 0.0938, top5_acc: 0.2625, loss_cls: 4.2790, loss: 4.2790 2020-06-12 16:00:22,710 - mmaction - INFO - Epoch [3][420/769] lr: 2.000e-02, eta: 8:30:46, time: 1.134, data_time: 0.091, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3219, loss_cls: 4.0601, loss: 4.0601 2020-06-12 16:00:40,387 - mmaction - INFO - Epoch [3][440/769] lr: 2.000e-02, eta: 8:30:46, time: 0.887, data_time: 0.036, memory: 10970, top1_acc: 0.0875, top5_acc: 0.2594, loss_cls: 4.2868, loss: 4.2868 2020-06-12 16:00:55,342 - mmaction - INFO - Epoch [3][460/769] lr: 2.000e-02, eta: 8:29:56, time: 0.748, data_time: 0.002, memory: 10970, top1_acc: 0.1281, top5_acc: 0.3375, loss_cls: 3.9432, loss: 3.9432 2020-06-12 16:01:08,592 - mmaction - INFO - Epoch [3][480/769] lr: 2.000e-02, eta: 8:28:35, time: 0.662, data_time: 0.002, memory: 10970, top1_acc: 0.1094, top5_acc: 0.3594, loss_cls: 4.0796, loss: 4.0796 2020-06-12 16:01:21,970 - mmaction - INFO - Epoch [3][500/769] lr: 2.000e-02, eta: 8:27:18, time: 0.669, data_time: 0.002, memory: 10970, top1_acc: 0.1281, top5_acc: 0.3094, loss_cls: 4.1447, loss: 4.1447 2020-06-12 16:01:34,894 - mmaction - INFO - Epoch [3][520/769] lr: 2.000e-02, eta: 8:25:54, time: 0.647, data_time: 0.003, memory: 10970, top1_acc: 0.1281, top5_acc: 0.3406, loss_cls: 4.0340, loss: 4.0340 2020-06-12 16:01:48,327 - mmaction - INFO - Epoch [3][540/769] lr: 2.000e-02, eta: 8:24:40, time: 0.671, data_time: 0.003, memory: 10970, top1_acc: 0.1437, top5_acc: 0.3406, loss_cls: 4.0698, loss: 4.0698 2020-06-12 16:02:02,773 - mmaction - INFO - Epoch [3][560/769] lr: 2.000e-02, eta: 8:23:46, time: 0.722, data_time: 0.006, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3406, loss_cls: 4.0136, loss: 4.0136 2020-06-12 16:02:16,098 - mmaction - INFO - Epoch [3][580/769] lr: 2.000e-02, eta: 8:22:32, time: 0.666, data_time: 0.004, memory: 10970, top1_acc: 0.1156, top5_acc: 0.2719, loss_cls: 4.2289, loss: 4.2289 2020-06-12 16:02:31,917 - mmaction - INFO - Epoch [3][600/769] lr: 2.000e-02, eta: 8:22:03, time: 0.792, data_time: 0.002, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3844, loss_cls: 3.9856, loss: 3.9856 2020-06-12 16:02:44,212 - mmaction - INFO - Epoch [3][620/769] lr: 2.000e-02, eta: 8:20:33, time: 0.613, data_time: 0.077, memory: 10970, top1_acc: 0.1281, top5_acc: 0.3281, loss_cls: 4.0661, loss: 4.0661 2020-06-12 16:02:58,375 - mmaction - INFO - Epoch [3][640/769] lr: 2.000e-02, eta: 8:19:37, time: 0.709, data_time: 0.110, memory: 10970, top1_acc: 0.1437, top5_acc: 0.3063, loss_cls: 4.0500, loss: 4.0500 2020-06-12 16:03:12,721 - mmaction - INFO - Epoch [3][660/769] lr: 2.000e-02, eta: 8:18:45, time: 0.718, data_time: 0.050, memory: 10970, top1_acc: 0.1219, top5_acc: 0.3281, loss_cls: 4.1194, loss: 4.1194 2020-06-12 16:03:26,986 - mmaction - INFO - Epoch [3][680/769] lr: 2.000e-02, eta: 8:17:52, time: 0.713, data_time: 0.008, memory: 10970, top1_acc: 0.1375, top5_acc: 0.3719, loss_cls: 3.9204, loss: 3.9204 2020-06-12 16:03:40,286 - mmaction - INFO - Epoch [3][700/769] lr: 2.000e-02, eta: 8:16:43, time: 0.663, data_time: 0.003, memory: 10970, top1_acc: 0.1094, top5_acc: 0.2938, loss_cls: 4.1465, loss: 4.1465 2020-06-12 16:03:53,852 - mmaction - INFO - Epoch [3][720/769] lr: 2.000e-02, eta: 8:15:40, time: 0.680, data_time: 0.008, memory: 10970, top1_acc: 0.1156, top5_acc: 0.3250, loss_cls: 4.1036, loss: 4.1036 2020-06-12 16:04:07,549 - mmaction - INFO - Epoch [3][740/769] lr: 2.000e-02, eta: 8:14:41, time: 0.685, data_time: 0.006, memory: 10970, top1_acc: 0.1531, top5_acc: 0.3500, loss_cls: 4.0161, loss: 4.0161 2020-06-12 16:04:21,504 - mmaction - INFO - Epoch [3][760/769] lr: 2.000e-02, eta: 8:13:46, time: 0.699, data_time: 0.003, memory: 10970, top1_acc: 0.1406, top5_acc: 0.3688, loss_cls: 3.9485, loss: 3.9485 2020-06-12 16:04:47,501 - mmaction - INFO - Epoch [4][20/769] lr: 2.000e-02, eta: 8:12:38, time: 1.046, data_time: 0.515, memory: 10970, top1_acc: 0.1281, top5_acc: 0.2938, loss_cls: 4.1911, loss: 4.1911 2020-06-12 16:05:00,682 - mmaction - INFO - Epoch [4][40/769] lr: 2.000e-02, eta: 8:11:33, time: 0.661, data_time: 0.004, memory: 10970, top1_acc: 0.1531, top5_acc: 0.3344, loss_cls: 4.0691, loss: 4.0691 2020-06-12 16:05:12,796 - mmaction - INFO - Epoch [4][60/769] lr: 2.000e-02, eta: 8:10:12, time: 0.605, data_time: 0.002, memory: 10970, top1_acc: 0.1500, top5_acc: 0.3500, loss_cls: 3.9106, loss: 3.9106 2020-06-12 16:05:26,109 - mmaction - INFO - Epoch [4][80/769] lr: 2.000e-02, eta: 8:09:11, time: 0.666, data_time: 0.002, memory: 10970, top1_acc: 0.1594, top5_acc: 0.3594, loss_cls: 3.9038, loss: 3.9038 2020-06-12 16:05:38,474 - mmaction - INFO - Epoch [4][100/769] lr: 2.000e-02, eta: 8:07:56, time: 0.618, data_time: 0.002, memory: 10970, top1_acc: 0.1594, top5_acc: 0.3875, loss_cls: 3.8098, loss: 3.8098 2020-06-12 16:05:51,242 - mmaction - INFO - Epoch [4][120/769] lr: 2.000e-02, eta: 8:06:48, time: 0.639, data_time: 0.002, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3969, loss_cls: 3.9289, loss: 3.9289 2020-06-12 16:06:04,803 - mmaction - INFO - Epoch [4][140/769] lr: 2.000e-02, eta: 8:05:53, time: 0.678, data_time: 0.002, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3219, loss_cls: 4.0035, loss: 4.0035 2020-06-12 16:06:17,078 - mmaction - INFO - Epoch [4][160/769] lr: 2.000e-02, eta: 8:04:40, time: 0.614, data_time: 0.004, memory: 10970, top1_acc: 0.1375, top5_acc: 0.3469, loss_cls: 4.0665, loss: 4.0665 2020-06-12 16:06:30,122 - mmaction - INFO - Epoch [4][180/769] lr: 2.000e-02, eta: 8:03:38, time: 0.651, data_time: 0.081, memory: 10970, top1_acc: 0.1469, top5_acc: 0.3469, loss_cls: 3.9429, loss: 3.9429 2020-06-12 16:06:45,743 - mmaction - INFO - Epoch [4][200/769] lr: 2.000e-02, eta: 8:03:15, time: 0.782, data_time: 0.022, memory: 10970, top1_acc: 0.1406, top5_acc: 0.3344, loss_cls: 4.0576, loss: 4.0576 2020-06-12 16:07:02,330 - mmaction - INFO - Epoch [4][220/769] lr: 2.000e-02, eta: 8:03:05, time: 0.829, data_time: 0.063, memory: 10970, top1_acc: 0.1469, top5_acc: 0.3688, loss_cls: 3.8602, loss: 3.8602 2020-06-12 16:07:15,228 - mmaction - INFO - Epoch [4][240/769] lr: 2.000e-02, eta: 8:02:03, time: 0.645, data_time: 0.005, memory: 10970, top1_acc: 0.0906, top5_acc: 0.2969, loss_cls: 4.1018, loss: 4.1018 2020-06-12 16:07:29,817 - mmaction - INFO - Epoch [4][260/769] lr: 2.000e-02, eta: 8:01:25, time: 0.729, data_time: 0.047, memory: 10970, top1_acc: 0.1688, top5_acc: 0.3906, loss_cls: 3.9099, loss: 3.9099 2020-06-12 16:07:42,714 - mmaction - INFO - Epoch [4][280/769] lr: 2.000e-02, eta: 8:00:25, time: 0.646, data_time: 0.003, memory: 10970, top1_acc: 0.1437, top5_acc: 0.3375, loss_cls: 4.0296, loss: 4.0296 2020-06-12 16:07:54,987 - mmaction - INFO - Epoch [4][300/769] lr: 2.000e-02, eta: 7:59:17, time: 0.613, data_time: 0.002, memory: 10970, top1_acc: 0.1531, top5_acc: 0.4000, loss_cls: 3.7505, loss: 3.7505 2020-06-12 16:08:07,336 - mmaction - INFO - Epoch [4][320/769] lr: 2.000e-02, eta: 7:58:10, time: 0.618, data_time: 0.007, memory: 10970, top1_acc: 0.1500, top5_acc: 0.3781, loss_cls: 3.8245, loss: 3.8245 2020-06-12 16:08:19,729 - mmaction - INFO - Epoch [4][340/769] lr: 2.000e-02, eta: 7:57:05, time: 0.619, data_time: 0.105, memory: 10970, top1_acc: 0.1500, top5_acc: 0.3656, loss_cls: 3.9981, loss: 3.9981 2020-06-12 16:08:33,420 - mmaction - INFO - Epoch [4][360/769] lr: 2.000e-02, eta: 7:56:19, time: 0.686, data_time: 0.235, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4281, loss_cls: 3.6513, loss: 3.6513 2020-06-12 16:08:46,697 - mmaction - INFO - Epoch [4][380/769] lr: 2.000e-02, eta: 7:55:27, time: 0.663, data_time: 0.025, memory: 10970, top1_acc: 0.1562, top5_acc: 0.3563, loss_cls: 3.8704, loss: 3.8704 2020-06-12 16:09:00,261 - mmaction - INFO - Epoch [4][400/769] lr: 2.000e-02, eta: 7:54:39, time: 0.678, data_time: 0.003, memory: 10970, top1_acc: 0.1500, top5_acc: 0.3844, loss_cls: 3.8768, loss: 3.8768 2020-06-12 16:09:12,965 - mmaction - INFO - Epoch [4][420/769] lr: 2.000e-02, eta: 7:53:41, time: 0.636, data_time: 0.004, memory: 10970, top1_acc: 0.1594, top5_acc: 0.4375, loss_cls: 3.7062, loss: 3.7062 2020-06-12 16:09:25,610 - mmaction - INFO - Epoch [4][440/769] lr: 2.000e-02, eta: 7:52:42, time: 0.632, data_time: 0.002, memory: 10970, top1_acc: 0.1531, top5_acc: 0.4125, loss_cls: 3.8397, loss: 3.8397 2020-06-12 16:09:37,948 - mmaction - INFO - Epoch [4][460/769] lr: 2.000e-02, eta: 7:51:40, time: 0.615, data_time: 0.002, memory: 10970, top1_acc: 0.1656, top5_acc: 0.3750, loss_cls: 3.7963, loss: 3.7963 2020-06-12 16:09:51,831 - mmaction - INFO - Epoch [4][480/769] lr: 2.000e-02, eta: 7:51:00, time: 0.696, data_time: 0.004, memory: 10970, top1_acc: 0.1469, top5_acc: 0.4000, loss_cls: 3.7415, loss: 3.7415 2020-06-12 16:10:05,803 - mmaction - INFO - Epoch [4][500/769] lr: 2.000e-02, eta: 7:50:20, time: 0.699, data_time: 0.003, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4250, loss_cls: 3.7245, loss: 3.7245 2020-06-12 16:10:17,826 - mmaction - INFO - Epoch [4][520/769] lr: 2.000e-02, eta: 7:49:16, time: 0.601, data_time: 0.002, memory: 10970, top1_acc: 0.1437, top5_acc: 0.3969, loss_cls: 3.9080, loss: 3.9080 2020-06-12 16:10:31,139 - mmaction - INFO - Epoch [4][540/769] lr: 2.000e-02, eta: 7:48:29, time: 0.666, data_time: 0.002, memory: 10970, top1_acc: 0.1656, top5_acc: 0.4094, loss_cls: 3.8117, loss: 3.8117 2020-06-12 16:10:44,529 - mmaction - INFO - Epoch [4][560/769] lr: 2.000e-02, eta: 7:47:44, time: 0.670, data_time: 0.003, memory: 10970, top1_acc: 0.1719, top5_acc: 0.4156, loss_cls: 3.7699, loss: 3.7699 2020-06-12 16:10:57,242 - mmaction - INFO - Epoch [4][580/769] lr: 2.000e-02, eta: 7:46:50, time: 0.636, data_time: 0.003, memory: 10970, top1_acc: 0.1625, top5_acc: 0.4000, loss_cls: 3.8372, loss: 3.8372 2020-06-12 16:11:11,802 - mmaction - INFO - Epoch [4][600/769] lr: 2.000e-02, eta: 7:46:20, time: 0.728, data_time: 0.001, memory: 10970, top1_acc: 0.1531, top5_acc: 0.3656, loss_cls: 3.9331, loss: 3.9331 2020-06-12 16:11:24,599 - mmaction - INFO - Epoch [4][620/769] lr: 2.000e-02, eta: 7:45:28, time: 0.639, data_time: 0.002, memory: 10970, top1_acc: 0.1531, top5_acc: 0.3812, loss_cls: 3.8408, loss: 3.8408 2020-06-12 16:11:38,082 - mmaction - INFO - Epoch [4][640/769] lr: 2.000e-02, eta: 7:44:45, time: 0.674, data_time: 0.002, memory: 10970, top1_acc: 0.1562, top5_acc: 0.3438, loss_cls: 3.8955, loss: 3.8955 2020-06-12 16:11:50,592 - mmaction - INFO - Epoch [4][660/769] lr: 2.000e-02, eta: 7:43:51, time: 0.626, data_time: 0.003, memory: 10970, top1_acc: 0.1500, top5_acc: 0.3625, loss_cls: 3.9614, loss: 3.9614 2020-06-12 16:12:03,140 - mmaction - INFO - Epoch [4][680/769] lr: 2.000e-02, eta: 7:42:58, time: 0.626, data_time: 0.003, memory: 10970, top1_acc: 0.1656, top5_acc: 0.3906, loss_cls: 3.8548, loss: 3.8548 2020-06-12 16:12:15,674 - mmaction - INFO - Epoch [4][700/769] lr: 2.000e-02, eta: 7:42:06, time: 0.627, data_time: 0.003, memory: 10970, top1_acc: 0.1469, top5_acc: 0.3937, loss_cls: 3.9324, loss: 3.9324 2020-06-12 16:12:28,563 - mmaction - INFO - Epoch [4][720/769] lr: 2.000e-02, eta: 7:41:18, time: 0.645, data_time: 0.003, memory: 10970, top1_acc: 0.1406, top5_acc: 0.3969, loss_cls: 3.9160, loss: 3.9160 2020-06-12 16:12:40,961 - mmaction - INFO - Epoch [4][740/769] lr: 2.000e-02, eta: 7:40:25, time: 0.620, data_time: 0.007, memory: 10970, top1_acc: 0.1375, top5_acc: 0.3906, loss_cls: 3.8537, loss: 3.8537 2020-06-12 16:12:54,147 - mmaction - INFO - Epoch [4][760/769] lr: 2.000e-02, eta: 7:39:41, time: 0.659, data_time: 0.002, memory: 10970, top1_acc: 0.1313, top5_acc: 0.3594, loss_cls: 3.8953, loss: 3.8953 2020-06-12 16:13:19,124 - mmaction - INFO - Epoch [5][20/769] lr: 2.000e-02, eta: 7:38:55, time: 1.026, data_time: 0.458, memory: 10970, top1_acc: 0.1656, top5_acc: 0.3750, loss_cls: 3.7888, loss: 3.7888 2020-06-12 16:13:31,713 - mmaction - INFO - Epoch [5][40/769] lr: 2.000e-02, eta: 7:38:05, time: 0.630, data_time: 0.003, memory: 10970, top1_acc: 0.1656, top5_acc: 0.3812, loss_cls: 3.7824, loss: 3.7824 2020-06-12 16:13:44,787 - mmaction - INFO - Epoch [5][60/769] lr: 2.000e-02, eta: 7:37:22, time: 0.653, data_time: 0.002, memory: 10970, top1_acc: 0.2094, top5_acc: 0.4781, loss_cls: 3.6158, loss: 3.6158 2020-06-12 16:13:56,673 - mmaction - INFO - Epoch [5][80/769] lr: 2.000e-02, eta: 7:36:25, time: 0.594, data_time: 0.003, memory: 10970, top1_acc: 0.1500, top5_acc: 0.4000, loss_cls: 3.7329, loss: 3.7329 2020-06-12 16:14:09,299 - mmaction - INFO - Epoch [5][100/769] lr: 2.000e-02, eta: 7:35:38, time: 0.631, data_time: 0.010, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4188, loss_cls: 3.6939, loss: 3.6939 2020-06-12 16:14:20,881 - mmaction - INFO - Epoch [5][120/769] lr: 2.000e-02, eta: 7:34:39, time: 0.578, data_time: 0.003, memory: 10970, top1_acc: 0.1562, top5_acc: 0.4156, loss_cls: 3.7081, loss: 3.7081 2020-06-12 16:14:38,462 - mmaction - INFO - Epoch [5][140/769] lr: 2.000e-02, eta: 7:34:46, time: 0.881, data_time: 0.201, memory: 10970, top1_acc: 0.1781, top5_acc: 0.3812, loss_cls: 3.7463, loss: 3.7463 2020-06-12 16:14:50,381 - mmaction - INFO - Epoch [5][160/769] lr: 2.000e-02, eta: 7:33:52, time: 0.596, data_time: 0.063, memory: 10970, top1_acc: 0.1594, top5_acc: 0.3625, loss_cls: 3.7796, loss: 3.7796 2020-06-12 16:15:02,678 - mmaction - INFO - Epoch [5][180/769] lr: 2.000e-02, eta: 7:33:02, time: 0.615, data_time: 0.026, memory: 10970, top1_acc: 0.1500, top5_acc: 0.4219, loss_cls: 3.6855, loss: 3.6855 2020-06-12 16:15:15,387 - mmaction - INFO - Epoch [5][200/769] lr: 2.000e-02, eta: 7:32:18, time: 0.637, data_time: 0.013, memory: 10970, top1_acc: 0.1469, top5_acc: 0.3969, loss_cls: 3.8837, loss: 3.8837 2020-06-12 16:15:27,822 - mmaction - INFO - Epoch [5][220/769] lr: 2.000e-02, eta: 7:31:30, time: 0.622, data_time: 0.001, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4469, loss_cls: 3.7367, loss: 3.7367 2020-06-12 16:15:41,283 - mmaction - INFO - Epoch [5][240/769] lr: 2.000e-02, eta: 7:30:54, time: 0.671, data_time: 0.003, memory: 10970, top1_acc: 0.1562, top5_acc: 0.3844, loss_cls: 3.8856, loss: 3.8856 2020-06-12 16:15:52,894 - mmaction - INFO - Epoch [5][260/769] lr: 2.000e-02, eta: 7:29:59, time: 0.582, data_time: 0.004, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4062, loss_cls: 3.7560, loss: 3.7560 2020-06-12 16:16:04,684 - mmaction - INFO - Epoch [5][280/769] lr: 2.000e-02, eta: 7:29:06, time: 0.590, data_time: 0.002, memory: 10970, top1_acc: 0.1531, top5_acc: 0.3656, loss_cls: 3.9221, loss: 3.9221 2020-06-12 16:16:17,033 - mmaction - INFO - Epoch [5][300/769] lr: 2.000e-02, eta: 7:28:19, time: 0.617, data_time: 0.089, memory: 10970, top1_acc: 0.1688, top5_acc: 0.4125, loss_cls: 3.8611, loss: 3.8611 2020-06-12 16:16:29,961 - mmaction - INFO - Epoch [5][320/769] lr: 2.000e-02, eta: 7:27:39, time: 0.647, data_time: 0.064, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4219, loss_cls: 3.7538, loss: 3.7538 2020-06-12 16:16:41,747 - mmaction - INFO - Epoch [5][340/769] lr: 2.000e-02, eta: 7:26:48, time: 0.589, data_time: 0.133, memory: 10970, top1_acc: 0.1625, top5_acc: 0.4062, loss_cls: 3.6950, loss: 3.6950 2020-06-12 16:16:55,350 - mmaction - INFO - Epoch [5][360/769] lr: 2.000e-02, eta: 7:26:15, time: 0.681, data_time: 0.272, memory: 10970, top1_acc: 0.1219, top5_acc: 0.3969, loss_cls: 3.8252, loss: 3.8252 2020-06-12 16:17:08,512 - mmaction - INFO - Epoch [5][380/769] lr: 2.000e-02, eta: 7:25:38, time: 0.658, data_time: 0.174, memory: 10970, top1_acc: 0.1750, top5_acc: 0.3969, loss_cls: 3.7163, loss: 3.7163 2020-06-12 16:17:21,132 - mmaction - INFO - Epoch [5][400/769] lr: 2.000e-02, eta: 7:24:56, time: 0.631, data_time: 0.123, memory: 10970, top1_acc: 0.1562, top5_acc: 0.4000, loss_cls: 3.7344, loss: 3.7344 2020-06-12 16:17:33,244 - mmaction - INFO - Epoch [5][420/769] lr: 2.000e-02, eta: 7:24:09, time: 0.603, data_time: 0.196, memory: 10970, top1_acc: 0.2219, top5_acc: 0.4469, loss_cls: 3.5405, loss: 3.5405 2020-06-12 16:17:45,968 - mmaction - INFO - Epoch [5][440/769] lr: 2.000e-02, eta: 7:23:29, time: 0.638, data_time: 0.221, memory: 10970, top1_acc: 0.1562, top5_acc: 0.3875, loss_cls: 3.7567, loss: 3.7567 2020-06-12 16:17:57,759 - mmaction - INFO - Epoch [5][460/769] lr: 2.000e-02, eta: 7:22:39, time: 0.589, data_time: 0.078, memory: 10970, top1_acc: 0.1562, top5_acc: 0.4469, loss_cls: 3.6391, loss: 3.6391 2020-06-12 16:18:10,445 - mmaction - INFO - Epoch [5][480/769] lr: 2.000e-02, eta: 7:21:59, time: 0.634, data_time: 0.182, memory: 10970, top1_acc: 0.1812, top5_acc: 0.4469, loss_cls: 3.6208, loss: 3.6208 2020-06-12 16:18:22,735 - mmaction - INFO - Epoch [5][500/769] lr: 2.000e-02, eta: 7:21:16, time: 0.615, data_time: 0.172, memory: 10970, top1_acc: 0.1437, top5_acc: 0.3937, loss_cls: 3.7074, loss: 3.7074 2020-06-12 16:18:34,621 - mmaction - INFO - Epoch [5][520/769] lr: 2.000e-02, eta: 7:20:29, time: 0.596, data_time: 0.117, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4281, loss_cls: 3.8360, loss: 3.8360 2020-06-12 16:18:47,223 - mmaction - INFO - Epoch [5][540/769] lr: 2.000e-02, eta: 7:19:49, time: 0.629, data_time: 0.139, memory: 10970, top1_acc: 0.1938, top5_acc: 0.4281, loss_cls: 3.6561, loss: 3.6561 2020-06-12 16:18:59,403 - mmaction - INFO - Epoch [5][560/769] lr: 2.000e-02, eta: 7:19:05, time: 0.611, data_time: 0.004, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4281, loss_cls: 3.6335, loss: 3.6335 2020-06-12 16:19:11,481 - mmaction - INFO - Epoch [5][580/769] lr: 2.000e-02, eta: 7:18:21, time: 0.603, data_time: 0.015, memory: 10970, top1_acc: 0.1969, top5_acc: 0.4906, loss_cls: 3.5083, loss: 3.5083 2020-06-12 16:19:24,168 - mmaction - INFO - Epoch [5][600/769] lr: 2.000e-02, eta: 7:17:43, time: 0.635, data_time: 0.067, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4188, loss_cls: 3.7637, loss: 3.7637 2020-06-12 16:19:36,040 - mmaction - INFO - Epoch [5][620/769] lr: 2.000e-02, eta: 7:16:57, time: 0.592, data_time: 0.049, memory: 10970, top1_acc: 0.2094, top5_acc: 0.4188, loss_cls: 3.6830, loss: 3.6830 2020-06-12 16:19:48,610 - mmaction - INFO - Epoch [5][640/769] lr: 2.000e-02, eta: 7:16:19, time: 0.629, data_time: 0.198, memory: 10970, top1_acc: 0.1437, top5_acc: 0.3812, loss_cls: 3.8261, loss: 3.8261 2020-06-12 16:20:01,243 - mmaction - INFO - Epoch [5][660/769] lr: 2.000e-02, eta: 7:15:41, time: 0.629, data_time: 0.162, memory: 10970, top1_acc: 0.1500, top5_acc: 0.4500, loss_cls: 3.7331, loss: 3.7331 2020-06-12 16:20:13,586 - mmaction - INFO - Epoch [5][680/769] lr: 2.000e-02, eta: 7:15:01, time: 0.621, data_time: 0.013, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4344, loss_cls: 3.6586, loss: 3.6586 2020-06-12 16:20:25,877 - mmaction - INFO - Epoch [5][700/769] lr: 2.000e-02, eta: 7:14:21, time: 0.614, data_time: 0.009, memory: 10970, top1_acc: 0.1688, top5_acc: 0.4125, loss_cls: 3.7968, loss: 3.7968 2020-06-12 16:20:37,740 - mmaction - INFO - Epoch [5][720/769] lr: 2.000e-02, eta: 7:13:37, time: 0.593, data_time: 0.002, memory: 10970, top1_acc: 0.1375, top5_acc: 0.3719, loss_cls: 3.9362, loss: 3.9362 2020-06-12 16:20:50,784 - mmaction - INFO - Epoch [5][740/769] lr: 2.000e-02, eta: 7:13:03, time: 0.651, data_time: 0.004, memory: 10970, top1_acc: 0.1938, top5_acc: 0.4281, loss_cls: 3.5970, loss: 3.5970 2020-06-12 16:21:03,379 - mmaction - INFO - Epoch [5][760/769] lr: 2.000e-02, eta: 7:12:27, time: 0.630, data_time: 0.003, memory: 10970, top1_acc: 0.1969, top5_acc: 0.4531, loss_cls: 3.6062, loss: 3.6062 2020-06-12 16:21:07,699 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-06-12 16:22:46,152 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 16:22:46,359 - mmaction - INFO - top1_acc 0.0905 top5_acc 0.2768 2020-06-12 16:22:46,359 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 16:22:46,422 - mmaction - INFO - mean_acc 0.0838 2020-06-12 16:22:46,427 - mmaction - INFO - Epoch [5][769/769] lr: 2.000e-02, top1_acc: 0.0905, top5_acc: 0.2768, mean_class_accuracy: 0.0838 2020-06-12 16:23:08,093 - mmaction - INFO - Epoch [6][20/769] lr: 2.000e-02, eta: 7:12:03, time: 1.077, data_time: 0.395, memory: 10970, top1_acc: 0.1562, top5_acc: 0.3937, loss_cls: 3.8171, loss: 3.8171 2020-06-12 16:23:19,988 - mmaction - INFO - Epoch [6][40/769] lr: 2.000e-02, eta: 7:11:21, time: 0.596, data_time: 0.004, memory: 10970, top1_acc: 0.2062, top5_acc: 0.4781, loss_cls: 3.5598, loss: 3.5598 2020-06-12 16:23:31,534 - mmaction - INFO - Epoch [6][60/769] lr: 2.000e-02, eta: 7:10:36, time: 0.578, data_time: 0.003, memory: 10970, top1_acc: 0.2250, top5_acc: 0.4781, loss_cls: 3.5770, loss: 3.5770 2020-06-12 16:23:44,224 - mmaction - INFO - Epoch [6][80/769] lr: 2.000e-02, eta: 7:10:01, time: 0.634, data_time: 0.003, memory: 10970, top1_acc: 0.1969, top5_acc: 0.4750, loss_cls: 3.5797, loss: 3.5797 2020-06-12 16:23:55,210 - mmaction - INFO - Epoch [6][100/769] lr: 2.000e-02, eta: 7:09:11, time: 0.550, data_time: 0.002, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4594, loss_cls: 3.5729, loss: 3.5729 2020-06-12 16:24:06,827 - mmaction - INFO - Epoch [6][120/769] lr: 2.000e-02, eta: 7:08:27, time: 0.579, data_time: 0.007, memory: 10970, top1_acc: 0.1594, top5_acc: 0.4375, loss_cls: 3.6415, loss: 3.6415 2020-06-12 16:24:19,653 - mmaction - INFO - Epoch [6][140/769] lr: 2.000e-02, eta: 7:07:54, time: 0.642, data_time: 0.054, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4625, loss_cls: 3.6185, loss: 3.6185 2020-06-12 16:24:32,299 - mmaction - INFO - Epoch [6][160/769] lr: 2.000e-02, eta: 7:07:20, time: 0.634, data_time: 0.153, memory: 10970, top1_acc: 0.1656, top5_acc: 0.3844, loss_cls: 3.8638, loss: 3.8638 2020-06-12 16:24:44,166 - mmaction - INFO - Epoch [6][180/769] lr: 2.000e-02, eta: 7:06:40, time: 0.593, data_time: 0.158, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4688, loss_cls: 3.6381, loss: 3.6381 2020-06-12 16:24:55,304 - mmaction - INFO - Epoch [6][200/769] lr: 2.000e-02, eta: 7:05:53, time: 0.556, data_time: 0.099, memory: 10970, top1_acc: 0.1906, top5_acc: 0.4656, loss_cls: 3.5491, loss: 3.5491 2020-06-12 16:25:07,077 - mmaction - INFO - Epoch [6][220/769] lr: 2.000e-02, eta: 7:05:12, time: 0.587, data_time: 0.018, memory: 10970, top1_acc: 0.2219, top5_acc: 0.5031, loss_cls: 3.4186, loss: 3.4186 2020-06-12 16:25:19,481 - mmaction - INFO - Epoch [6][240/769] lr: 2.000e-02, eta: 7:04:37, time: 0.623, data_time: 0.142, memory: 10970, top1_acc: 0.1437, top5_acc: 0.4344, loss_cls: 3.6207, loss: 3.6207 2020-06-12 16:25:30,871 - mmaction - INFO - Epoch [6][260/769] lr: 2.000e-02, eta: 7:03:53, time: 0.568, data_time: 0.039, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4625, loss_cls: 3.5843, loss: 3.5843 2020-06-12 16:25:42,871 - mmaction - INFO - Epoch [6][280/769] lr: 2.000e-02, eta: 7:03:15, time: 0.602, data_time: 0.092, memory: 10970, top1_acc: 0.1812, top5_acc: 0.3969, loss_cls: 3.8204, loss: 3.8204 2020-06-12 16:25:55,280 - mmaction - INFO - Epoch [6][300/769] lr: 2.000e-02, eta: 7:02:40, time: 0.620, data_time: 0.097, memory: 10970, top1_acc: 0.1625, top5_acc: 0.4219, loss_cls: 3.7094, loss: 3.7094 2020-06-12 16:26:06,919 - mmaction - INFO - Epoch [6][320/769] lr: 2.000e-02, eta: 7:02:00, time: 0.582, data_time: 0.079, memory: 10970, top1_acc: 0.1812, top5_acc: 0.4313, loss_cls: 3.6258, loss: 3.6258 2020-06-12 16:26:18,691 - mmaction - INFO - Epoch [6][340/769] lr: 2.000e-02, eta: 7:01:20, time: 0.588, data_time: 0.034, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4562, loss_cls: 3.6241, loss: 3.6241 2020-06-12 16:26:29,658 - mmaction - INFO - Epoch [6][360/769] lr: 2.000e-02, eta: 7:00:35, time: 0.549, data_time: 0.120, memory: 10970, top1_acc: 0.2156, top5_acc: 0.4062, loss_cls: 3.5861, loss: 3.5861 2020-06-12 16:26:42,146 - mmaction - INFO - Epoch [6][380/769] lr: 2.000e-02, eta: 7:00:02, time: 0.624, data_time: 0.186, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4313, loss_cls: 3.6686, loss: 3.6686 2020-06-12 16:26:54,109 - mmaction - INFO - Epoch [6][400/769] lr: 2.000e-02, eta: 6:59:24, time: 0.596, data_time: 0.181, memory: 10970, top1_acc: 0.1656, top5_acc: 0.4031, loss_cls: 3.7574, loss: 3.7574 2020-06-12 16:27:05,703 - mmaction - INFO - Epoch [6][420/769] lr: 2.000e-02, eta: 6:58:45, time: 0.583, data_time: 0.167, memory: 10970, top1_acc: 0.1719, top5_acc: 0.4562, loss_cls: 3.6808, loss: 3.6808 2020-06-12 16:27:16,863 - mmaction - INFO - Epoch [6][440/769] lr: 2.000e-02, eta: 6:58:02, time: 0.558, data_time: 0.099, memory: 10970, top1_acc: 0.1938, top5_acc: 0.4625, loss_cls: 3.5900, loss: 3.5900 2020-06-12 16:27:29,698 - mmaction - INFO - Epoch [6][460/769] lr: 2.000e-02, eta: 6:57:33, time: 0.642, data_time: 0.123, memory: 10970, top1_acc: 0.1625, top5_acc: 0.4219, loss_cls: 3.6552, loss: 3.6552 2020-06-12 16:27:42,408 - mmaction - INFO - Epoch [6][480/769] lr: 2.000e-02, eta: 6:57:03, time: 0.634, data_time: 0.131, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4531, loss_cls: 3.5644, loss: 3.5644 2020-06-12 16:27:54,636 - mmaction - INFO - Epoch [6][500/769] lr: 2.000e-02, eta: 6:56:29, time: 0.610, data_time: 0.085, memory: 10970, top1_acc: 0.2031, top5_acc: 0.4844, loss_cls: 3.4322, loss: 3.4322 2020-06-12 16:28:05,929 - mmaction - INFO - Epoch [6][520/769] lr: 2.000e-02, eta: 6:55:48, time: 0.566, data_time: 0.005, memory: 10970, top1_acc: 0.2313, top5_acc: 0.4969, loss_cls: 3.4276, loss: 3.4276 2020-06-12 16:28:18,275 - mmaction - INFO - Epoch [6][540/769] lr: 2.000e-02, eta: 6:55:15, time: 0.617, data_time: 0.005, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4938, loss_cls: 3.5061, loss: 3.5061 2020-06-12 16:28:30,469 - mmaction - INFO - Epoch [6][560/769] lr: 2.000e-02, eta: 6:54:42, time: 0.608, data_time: 0.006, memory: 10970, top1_acc: 0.1531, top5_acc: 0.4188, loss_cls: 3.6724, loss: 3.6724 2020-06-12 16:28:42,917 - mmaction - INFO - Epoch [6][580/769] lr: 2.000e-02, eta: 6:54:11, time: 0.626, data_time: 0.006, memory: 10970, top1_acc: 0.1375, top5_acc: 0.4219, loss_cls: 3.7240, loss: 3.7240 2020-06-12 16:28:55,574 - mmaction - INFO - Epoch [6][600/769] lr: 2.000e-02, eta: 6:53:41, time: 0.632, data_time: 0.003, memory: 10970, top1_acc: 0.1969, top5_acc: 0.5000, loss_cls: 3.4916, loss: 3.4916 2020-06-12 16:29:06,662 - mmaction - INFO - Epoch [6][620/769] lr: 2.000e-02, eta: 6:53:00, time: 0.554, data_time: 0.002, memory: 10970, top1_acc: 0.2250, top5_acc: 0.4719, loss_cls: 3.5306, loss: 3.5306 2020-06-12 16:29:18,462 - mmaction - INFO - Epoch [6][640/769] lr: 2.000e-02, eta: 6:52:24, time: 0.590, data_time: 0.046, memory: 10970, top1_acc: 0.1562, top5_acc: 0.4531, loss_cls: 3.6457, loss: 3.6457 2020-06-12 16:29:30,263 - mmaction - INFO - Epoch [6][660/769] lr: 2.000e-02, eta: 6:51:49, time: 0.589, data_time: 0.092, memory: 10970, top1_acc: 0.1906, top5_acc: 0.4375, loss_cls: 3.6058, loss: 3.6058 2020-06-12 16:29:53,239 - mmaction - INFO - Epoch [6][680/769] lr: 2.000e-02, eta: 6:52:37, time: 1.149, data_time: 0.106, memory: 10970, top1_acc: 0.1844, top5_acc: 0.3844, loss_cls: 3.8260, loss: 3.8260 2020-06-12 16:30:03,121 - mmaction - INFO - Epoch [6][700/769] lr: 2.000e-02, eta: 6:51:48, time: 0.494, data_time: 0.002, memory: 10970, top1_acc: 0.1688, top5_acc: 0.4344, loss_cls: 3.5553, loss: 3.5553 2020-06-12 16:30:16,134 - mmaction - INFO - Epoch [6][720/769] lr: 2.000e-02, eta: 6:51:21, time: 0.648, data_time: 0.001, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4750, loss_cls: 3.5019, loss: 3.5019 2020-06-12 16:30:28,668 - mmaction - INFO - Epoch [6][740/769] lr: 2.000e-02, eta: 6:50:52, time: 0.628, data_time: 0.006, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4469, loss_cls: 3.6775, loss: 3.6775 2020-06-12 16:30:40,245 - mmaction - INFO - Epoch [6][760/769] lr: 2.000e-02, eta: 6:50:15, time: 0.579, data_time: 0.003, memory: 10970, top1_acc: 0.1875, top5_acc: 0.4250, loss_cls: 3.6775, loss: 3.6775 2020-06-12 16:31:03,851 - mmaction - INFO - Epoch [7][20/769] lr: 2.000e-02, eta: 6:49:47, time: 1.006, data_time: 0.439, memory: 10970, top1_acc: 0.1719, top5_acc: 0.4844, loss_cls: 3.5026, loss: 3.5026 2020-06-12 16:31:15,344 - mmaction - INFO - Epoch [7][40/769] lr: 2.000e-02, eta: 6:49:10, time: 0.574, data_time: 0.056, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4437, loss_cls: 3.5694, loss: 3.5694 2020-06-12 16:31:27,051 - mmaction - INFO - Epoch [7][60/769] lr: 2.000e-02, eta: 6:48:35, time: 0.585, data_time: 0.041, memory: 10970, top1_acc: 0.2125, top5_acc: 0.5156, loss_cls: 3.4285, loss: 3.4285 2020-06-12 16:31:38,707 - mmaction - INFO - Epoch [7][80/769] lr: 2.000e-02, eta: 6:48:00, time: 0.583, data_time: 0.003, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4188, loss_cls: 3.6097, loss: 3.6097 2020-06-12 16:31:50,497 - mmaction - INFO - Epoch [7][100/769] lr: 2.000e-02, eta: 6:47:26, time: 0.585, data_time: 0.004, memory: 10970, top1_acc: 0.2188, top5_acc: 0.4969, loss_cls: 3.3286, loss: 3.3286 2020-06-12 16:32:02,906 - mmaction - INFO - Epoch [7][120/769] lr: 2.000e-02, eta: 6:46:57, time: 0.622, data_time: 0.007, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4531, loss_cls: 3.5428, loss: 3.5428 2020-06-12 16:32:14,078 - mmaction - INFO - Epoch [7][140/769] lr: 2.000e-02, eta: 6:46:19, time: 0.560, data_time: 0.004, memory: 10970, top1_acc: 0.1719, top5_acc: 0.4531, loss_cls: 3.6956, loss: 3.6956 2020-06-12 16:32:25,745 - mmaction - INFO - Epoch [7][160/769] lr: 2.000e-02, eta: 6:45:45, time: 0.582, data_time: 0.003, memory: 10970, top1_acc: 0.2281, top5_acc: 0.4969, loss_cls: 3.4452, loss: 3.4452 2020-06-12 16:32:37,240 - mmaction - INFO - Epoch [7][180/769] lr: 2.000e-02, eta: 6:45:10, time: 0.577, data_time: 0.037, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4625, loss_cls: 3.4857, loss: 3.4857 2020-06-12 16:32:48,743 - mmaction - INFO - Epoch [7][200/769] lr: 2.000e-02, eta: 6:44:35, time: 0.575, data_time: 0.102, memory: 10970, top1_acc: 0.2219, top5_acc: 0.4625, loss_cls: 3.4692, loss: 3.4692 2020-06-12 16:33:00,843 - mmaction - INFO - Epoch [7][220/769] lr: 2.000e-02, eta: 6:44:04, time: 0.605, data_time: 0.004, memory: 10970, top1_acc: 0.1875, top5_acc: 0.4656, loss_cls: 3.5365, loss: 3.5365 2020-06-12 16:33:13,203 - mmaction - INFO - Epoch [7][240/769] lr: 2.000e-02, eta: 6:43:35, time: 0.619, data_time: 0.003, memory: 10970, top1_acc: 0.2313, top5_acc: 0.4562, loss_cls: 3.5543, loss: 3.5543 2020-06-12 16:33:24,172 - mmaction - INFO - Epoch [7][260/769] lr: 2.000e-02, eta: 6:42:57, time: 0.547, data_time: 0.002, memory: 10970, top1_acc: 0.2313, top5_acc: 0.4500, loss_cls: 3.5191, loss: 3.5191 2020-06-12 16:33:36,120 - mmaction - INFO - Epoch [7][280/769] lr: 2.000e-02, eta: 6:42:25, time: 0.593, data_time: 0.004, memory: 10970, top1_acc: 0.1938, top5_acc: 0.4031, loss_cls: 3.6394, loss: 3.6394 2020-06-12 16:33:48,078 - mmaction - INFO - Epoch [7][300/769] lr: 2.000e-02, eta: 6:41:55, time: 0.603, data_time: 0.007, memory: 10970, top1_acc: 0.2375, top5_acc: 0.4844, loss_cls: 3.4886, loss: 3.4886 2020-06-12 16:33:59,820 - mmaction - INFO - Epoch [7][320/769] lr: 2.000e-02, eta: 6:41:22, time: 0.586, data_time: 0.010, memory: 10970, top1_acc: 0.1719, top5_acc: 0.4656, loss_cls: 3.5229, loss: 3.5229 2020-06-12 16:34:11,565 - mmaction - INFO - Epoch [7][340/769] lr: 2.000e-02, eta: 6:40:50, time: 0.587, data_time: 0.018, memory: 10970, top1_acc: 0.1969, top5_acc: 0.5062, loss_cls: 3.3567, loss: 3.3567 2020-06-12 16:34:23,008 - mmaction - INFO - Epoch [7][360/769] lr: 2.000e-02, eta: 6:40:16, time: 0.573, data_time: 0.018, memory: 10970, top1_acc: 0.1594, top5_acc: 0.4188, loss_cls: 3.5940, loss: 3.5940 2020-06-12 16:34:35,802 - mmaction - INFO - Epoch [7][380/769] lr: 2.000e-02, eta: 6:39:52, time: 0.640, data_time: 0.014, memory: 10970, top1_acc: 0.2062, top5_acc: 0.4844, loss_cls: 3.4577, loss: 3.4577 2020-06-12 16:34:46,943 - mmaction - INFO - Epoch [7][400/769] lr: 2.000e-02, eta: 6:39:16, time: 0.557, data_time: 0.001, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4656, loss_cls: 3.5034, loss: 3.5034 2020-06-12 16:34:57,545 - mmaction - INFO - Epoch [7][420/769] lr: 2.000e-02, eta: 6:38:37, time: 0.531, data_time: 0.007, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5094, loss_cls: 3.4281, loss: 3.4281 2020-06-12 16:35:08,691 - mmaction - INFO - Epoch [7][440/769] lr: 2.000e-02, eta: 6:38:02, time: 0.557, data_time: 0.004, memory: 10970, top1_acc: 0.1875, top5_acc: 0.4625, loss_cls: 3.5093, loss: 3.5093 2020-06-12 16:35:20,675 - mmaction - INFO - Epoch [7][460/769] lr: 2.000e-02, eta: 6:37:32, time: 0.599, data_time: 0.008, memory: 10970, top1_acc: 0.2062, top5_acc: 0.4375, loss_cls: 3.5648, loss: 3.5648 2020-06-12 16:35:31,724 - mmaction - INFO - Epoch [7][480/769] lr: 2.000e-02, eta: 6:36:56, time: 0.552, data_time: 0.009, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4562, loss_cls: 3.5014, loss: 3.5014 2020-06-12 16:35:43,264 - mmaction - INFO - Epoch [7][500/769] lr: 2.000e-02, eta: 6:36:24, time: 0.578, data_time: 0.002, memory: 10970, top1_acc: 0.2500, top5_acc: 0.4875, loss_cls: 3.4333, loss: 3.4333 2020-06-12 16:35:55,213 - mmaction - INFO - Epoch [7][520/769] lr: 2.000e-02, eta: 6:35:55, time: 0.594, data_time: 0.001, memory: 10970, top1_acc: 0.2281, top5_acc: 0.5156, loss_cls: 3.2935, loss: 3.2935 2020-06-12 16:36:06,577 - mmaction - INFO - Epoch [7][540/769] lr: 2.000e-02, eta: 6:35:22, time: 0.572, data_time: 0.006, memory: 10970, top1_acc: 0.1625, top5_acc: 0.4469, loss_cls: 3.5469, loss: 3.5469 2020-06-12 16:36:18,328 - mmaction - INFO - Epoch [7][560/769] lr: 2.000e-02, eta: 6:34:52, time: 0.585, data_time: 0.003, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5000, loss_cls: 3.3712, loss: 3.3712 2020-06-12 16:36:31,177 - mmaction - INFO - Epoch [7][580/769] lr: 2.000e-02, eta: 6:34:29, time: 0.645, data_time: 0.004, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4906, loss_cls: 3.4632, loss: 3.4632 2020-06-12 16:36:42,135 - mmaction - INFO - Epoch [7][600/769] lr: 2.000e-02, eta: 6:33:53, time: 0.548, data_time: 0.002, memory: 10970, top1_acc: 0.1844, top5_acc: 0.5000, loss_cls: 3.3789, loss: 3.3789 2020-06-12 16:36:54,677 - mmaction - INFO - Epoch [7][620/769] lr: 2.000e-02, eta: 6:33:29, time: 0.627, data_time: 0.003, memory: 10970, top1_acc: 0.2188, top5_acc: 0.4969, loss_cls: 3.4477, loss: 3.4477 2020-06-12 16:37:06,171 - mmaction - INFO - Epoch [7][640/769] lr: 2.000e-02, eta: 6:32:57, time: 0.574, data_time: 0.002, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5031, loss_cls: 3.3666, loss: 3.3666 2020-06-12 16:37:17,794 - mmaction - INFO - Epoch [7][660/769] lr: 2.000e-02, eta: 6:32:27, time: 0.582, data_time: 0.002, memory: 10970, top1_acc: 0.1906, top5_acc: 0.4531, loss_cls: 3.4349, loss: 3.4349 2020-06-12 16:37:31,494 - mmaction - INFO - Epoch [7][680/769] lr: 2.000e-02, eta: 6:32:09, time: 0.685, data_time: 0.017, memory: 10970, top1_acc: 0.2313, top5_acc: 0.4938, loss_cls: 3.4706, loss: 3.4706 2020-06-12 16:37:43,694 - mmaction - INFO - Epoch [7][700/769] lr: 2.000e-02, eta: 6:31:42, time: 0.606, data_time: 0.001, memory: 10970, top1_acc: 0.2062, top5_acc: 0.4719, loss_cls: 3.5193, loss: 3.5193 2020-06-12 16:37:55,307 - mmaction - INFO - Epoch [7][720/769] lr: 2.000e-02, eta: 6:31:13, time: 0.586, data_time: 0.007, memory: 10970, top1_acc: 0.2125, top5_acc: 0.4688, loss_cls: 3.3780, loss: 3.3780 2020-06-12 16:38:07,710 - mmaction - INFO - Epoch [7][740/769] lr: 2.000e-02, eta: 6:30:47, time: 0.620, data_time: 0.002, memory: 10970, top1_acc: 0.1812, top5_acc: 0.4500, loss_cls: 3.4762, loss: 3.4762 2020-06-12 16:38:19,209 - mmaction - INFO - Epoch [7][760/769] lr: 2.000e-02, eta: 6:30:17, time: 0.576, data_time: 0.004, memory: 10970, top1_acc: 0.1750, top5_acc: 0.4781, loss_cls: 3.5327, loss: 3.5327 2020-06-12 16:38:44,102 - mmaction - INFO - Epoch [8][20/769] lr: 2.000e-02, eta: 6:29:56, time: 1.024, data_time: 0.427, memory: 10970, top1_acc: 0.2062, top5_acc: 0.4406, loss_cls: 3.5234, loss: 3.5234 2020-06-12 16:38:55,705 - mmaction - INFO - Epoch [8][40/769] lr: 2.000e-02, eta: 6:29:27, time: 0.581, data_time: 0.006, memory: 10970, top1_acc: 0.2156, top5_acc: 0.4719, loss_cls: 3.3863, loss: 3.3863 2020-06-12 16:39:07,057 - mmaction - INFO - Epoch [8][60/769] lr: 2.000e-02, eta: 6:28:56, time: 0.568, data_time: 0.003, memory: 10970, top1_acc: 0.1781, top5_acc: 0.4469, loss_cls: 3.5194, loss: 3.5194 2020-06-12 16:39:18,387 - mmaction - INFO - Epoch [8][80/769] lr: 2.000e-02, eta: 6:28:24, time: 0.566, data_time: 0.005, memory: 10970, top1_acc: 0.2250, top5_acc: 0.4719, loss_cls: 3.5173, loss: 3.5173 2020-06-12 16:39:29,604 - mmaction - INFO - Epoch [8][100/769] lr: 2.000e-02, eta: 6:27:53, time: 0.561, data_time: 0.098, memory: 10970, top1_acc: 0.1938, top5_acc: 0.5062, loss_cls: 3.3572, loss: 3.3572 2020-06-12 16:39:41,274 - mmaction - INFO - Epoch [8][120/769] lr: 2.000e-02, eta: 6:27:24, time: 0.583, data_time: 0.152, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5250, loss_cls: 3.2723, loss: 3.2723 2020-06-12 16:39:53,565 - mmaction - INFO - Epoch [8][140/769] lr: 2.000e-02, eta: 6:26:59, time: 0.615, data_time: 0.185, memory: 10970, top1_acc: 0.2188, top5_acc: 0.4469, loss_cls: 3.4847, loss: 3.4847 2020-06-12 16:40:04,347 - mmaction - INFO - Epoch [8][160/769] lr: 2.000e-02, eta: 6:26:25, time: 0.539, data_time: 0.119, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4375, loss_cls: 3.4368, loss: 3.4368 2020-06-12 16:40:15,754 - mmaction - INFO - Epoch [8][180/769] lr: 2.000e-02, eta: 6:25:55, time: 0.570, data_time: 0.051, memory: 10970, top1_acc: 0.2281, top5_acc: 0.5219, loss_cls: 3.2557, loss: 3.2557 2020-06-12 16:40:27,724 - mmaction - INFO - Epoch [8][200/769] lr: 2.000e-02, eta: 6:25:29, time: 0.599, data_time: 0.109, memory: 10970, top1_acc: 0.2031, top5_acc: 0.4625, loss_cls: 3.4852, loss: 3.4852 2020-06-12 16:40:38,166 - mmaction - INFO - Epoch [8][220/769] lr: 2.000e-02, eta: 6:24:53, time: 0.522, data_time: 0.077, memory: 10970, top1_acc: 0.1875, top5_acc: 0.5031, loss_cls: 3.4455, loss: 3.4455 2020-06-12 16:40:50,329 - mmaction - INFO - Epoch [8][240/769] lr: 2.000e-02, eta: 6:24:28, time: 0.605, data_time: 0.052, memory: 10970, top1_acc: 0.2437, top5_acc: 0.5125, loss_cls: 3.2757, loss: 3.2757 2020-06-12 16:41:01,030 - mmaction - INFO - Epoch [8][260/769] lr: 2.000e-02, eta: 6:23:54, time: 0.536, data_time: 0.007, memory: 10970, top1_acc: 0.2250, top5_acc: 0.4844, loss_cls: 3.5091, loss: 3.5091 2020-06-12 16:41:12,190 - mmaction - INFO - Epoch [8][280/769] lr: 2.000e-02, eta: 6:23:24, time: 0.559, data_time: 0.008, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5000, loss_cls: 3.3899, loss: 3.3899 2020-06-12 16:41:24,245 - mmaction - INFO - Epoch [8][300/769] lr: 2.000e-02, eta: 6:22:58, time: 0.604, data_time: 0.152, memory: 10970, top1_acc: 0.2000, top5_acc: 0.5156, loss_cls: 3.4139, loss: 3.4139 2020-06-12 16:41:35,691 - mmaction - INFO - Epoch [8][320/769] lr: 2.000e-02, eta: 6:22:30, time: 0.572, data_time: 0.163, memory: 10970, top1_acc: 0.2281, top5_acc: 0.4625, loss_cls: 3.4397, loss: 3.4397 2020-06-12 16:41:47,375 - mmaction - INFO - Epoch [8][340/769] lr: 2.000e-02, eta: 6:22:02, time: 0.584, data_time: 0.026, memory: 10970, top1_acc: 0.2375, top5_acc: 0.4813, loss_cls: 3.4867, loss: 3.4867 2020-06-12 16:41:59,619 - mmaction - INFO - Epoch [8][360/769] lr: 2.000e-02, eta: 6:21:38, time: 0.612, data_time: 0.073, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5094, loss_cls: 3.1844, loss: 3.1844 2020-06-12 16:42:10,704 - mmaction - INFO - Epoch [8][380/769] lr: 2.000e-02, eta: 6:21:08, time: 0.554, data_time: 0.005, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5094, loss_cls: 3.3457, loss: 3.3457 2020-06-12 16:42:23,023 - mmaction - INFO - Epoch [8][400/769] lr: 2.000e-02, eta: 6:20:44, time: 0.616, data_time: 0.009, memory: 10970, top1_acc: 0.2281, top5_acc: 0.4500, loss_cls: 3.5017, loss: 3.5017 2020-06-12 16:42:34,452 - mmaction - INFO - Epoch [8][420/769] lr: 2.000e-02, eta: 6:20:16, time: 0.572, data_time: 0.002, memory: 10970, top1_acc: 0.2094, top5_acc: 0.4719, loss_cls: 3.5096, loss: 3.5096 2020-06-12 16:42:45,586 - mmaction - INFO - Epoch [8][440/769] lr: 2.000e-02, eta: 6:19:46, time: 0.556, data_time: 0.001, memory: 10970, top1_acc: 0.2375, top5_acc: 0.4875, loss_cls: 3.3564, loss: 3.3564 2020-06-12 16:42:57,112 - mmaction - INFO - Epoch [8][460/769] lr: 2.000e-02, eta: 6:19:18, time: 0.576, data_time: 0.002, memory: 10970, top1_acc: 0.2281, top5_acc: 0.5406, loss_cls: 3.3053, loss: 3.3053 2020-06-12 16:43:08,108 - mmaction - INFO - Epoch [8][480/769] lr: 2.000e-02, eta: 6:18:48, time: 0.550, data_time: 0.002, memory: 10970, top1_acc: 0.2188, top5_acc: 0.4906, loss_cls: 3.4179, loss: 3.4179 2020-06-12 16:43:19,753 - mmaction - INFO - Epoch [8][500/769] lr: 2.000e-02, eta: 6:18:21, time: 0.582, data_time: 0.003, memory: 10970, top1_acc: 0.2281, top5_acc: 0.5062, loss_cls: 3.4013, loss: 3.4013 2020-06-12 16:43:31,205 - mmaction - INFO - Epoch [8][520/769] lr: 2.000e-02, eta: 6:17:53, time: 0.571, data_time: 0.003, memory: 10970, top1_acc: 0.1812, top5_acc: 0.4688, loss_cls: 3.5402, loss: 3.5402 2020-06-12 16:43:42,175 - mmaction - INFO - Epoch [8][540/769] lr: 2.000e-02, eta: 6:17:23, time: 0.548, data_time: 0.003, memory: 10970, top1_acc: 0.1469, top5_acc: 0.4688, loss_cls: 3.4434, loss: 3.4434 2020-06-12 16:43:54,287 - mmaction - INFO - Epoch [8][560/769] lr: 2.000e-02, eta: 6:16:59, time: 0.607, data_time: 0.054, memory: 10970, top1_acc: 0.1812, top5_acc: 0.4719, loss_cls: 3.5916, loss: 3.5916 2020-06-12 16:44:05,539 - mmaction - INFO - Epoch [8][580/769] lr: 2.000e-02, eta: 6:16:31, time: 0.562, data_time: 0.005, memory: 10970, top1_acc: 0.2344, top5_acc: 0.5531, loss_cls: 3.2180, loss: 3.2180 2020-06-12 16:44:17,937 - mmaction - INFO - Epoch [8][600/769] lr: 2.000e-02, eta: 6:16:09, time: 0.620, data_time: 0.009, memory: 10970, top1_acc: 0.2156, top5_acc: 0.5031, loss_cls: 3.4197, loss: 3.4197 2020-06-12 16:44:28,264 - mmaction - INFO - Epoch [8][620/769] lr: 2.000e-02, eta: 6:15:36, time: 0.518, data_time: 0.007, memory: 10970, top1_acc: 0.2062, top5_acc: 0.4844, loss_cls: 3.5615, loss: 3.5615 2020-06-12 16:44:40,423 - mmaction - INFO - Epoch [8][640/769] lr: 2.000e-02, eta: 6:15:12, time: 0.605, data_time: 0.104, memory: 10970, top1_acc: 0.2156, top5_acc: 0.4719, loss_cls: 3.4297, loss: 3.4297 2020-06-12 16:44:56,568 - mmaction - INFO - Epoch [8][660/769] lr: 2.000e-02, eta: 6:15:11, time: 0.810, data_time: 0.167, memory: 10970, top1_acc: 0.2437, top5_acc: 0.4969, loss_cls: 3.3102, loss: 3.3102 2020-06-12 16:45:08,041 - mmaction - INFO - Epoch [8][680/769] lr: 2.000e-02, eta: 6:14:44, time: 0.574, data_time: 0.028, memory: 10970, top1_acc: 0.1906, top5_acc: 0.4688, loss_cls: 3.5544, loss: 3.5544 2020-06-12 16:45:19,577 - mmaction - INFO - Epoch [8][700/769] lr: 2.000e-02, eta: 6:14:18, time: 0.577, data_time: 0.002, memory: 10970, top1_acc: 0.2188, top5_acc: 0.4750, loss_cls: 3.3397, loss: 3.3397 2020-06-12 16:45:32,035 - mmaction - INFO - Epoch [8][720/769] lr: 2.000e-02, eta: 6:13:56, time: 0.623, data_time: 0.003, memory: 10970, top1_acc: 0.2000, top5_acc: 0.4531, loss_cls: 3.5383, loss: 3.5383 2020-06-12 16:45:43,360 - mmaction - INFO - Epoch [8][740/769] lr: 2.000e-02, eta: 6:13:29, time: 0.565, data_time: 0.002, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5031, loss_cls: 3.3309, loss: 3.3309 2020-06-12 16:45:55,008 - mmaction - INFO - Epoch [8][760/769] lr: 2.000e-02, eta: 6:13:03, time: 0.583, data_time: 0.123, memory: 10970, top1_acc: 0.2406, top5_acc: 0.4844, loss_cls: 3.4767, loss: 3.4767 2020-06-12 16:46:19,151 - mmaction - INFO - Epoch [9][20/769] lr: 2.000e-02, eta: 6:12:46, time: 1.029, data_time: 0.479, memory: 10970, top1_acc: 0.1938, top5_acc: 0.4531, loss_cls: 3.5029, loss: 3.5029 2020-06-12 16:46:30,478 - mmaction - INFO - Epoch [9][40/769] lr: 2.000e-02, eta: 6:12:19, time: 0.566, data_time: 0.036, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5781, loss_cls: 3.0077, loss: 3.0077 2020-06-12 16:46:41,883 - mmaction - INFO - Epoch [9][60/769] lr: 2.000e-02, eta: 6:11:52, time: 0.571, data_time: 0.132, memory: 10970, top1_acc: 0.1938, top5_acc: 0.4719, loss_cls: 3.5208, loss: 3.5208 2020-06-12 16:46:53,474 - mmaction - INFO - Epoch [9][80/769] lr: 2.000e-02, eta: 6:11:27, time: 0.579, data_time: 0.034, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5469, loss_cls: 3.2529, loss: 3.2529 2020-06-12 16:47:05,381 - mmaction - INFO - Epoch [9][100/769] lr: 2.000e-02, eta: 6:11:03, time: 0.596, data_time: 0.003, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5500, loss_cls: 3.2207, loss: 3.2207 2020-06-12 16:47:17,566 - mmaction - INFO - Epoch [9][120/769] lr: 2.000e-02, eta: 6:10:41, time: 0.608, data_time: 0.003, memory: 10970, top1_acc: 0.2938, top5_acc: 0.5687, loss_cls: 3.1325, loss: 3.1325 2020-06-12 16:47:28,089 - mmaction - INFO - Epoch [9][140/769] lr: 2.000e-02, eta: 6:10:10, time: 0.527, data_time: 0.033, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5062, loss_cls: 3.2621, loss: 3.2621 2020-06-12 16:47:38,870 - mmaction - INFO - Epoch [9][160/769] lr: 2.000e-02, eta: 6:09:41, time: 0.538, data_time: 0.004, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5312, loss_cls: 3.2359, loss: 3.2359 2020-06-12 16:47:50,476 - mmaction - INFO - Epoch [9][180/769] lr: 2.000e-02, eta: 6:09:16, time: 0.581, data_time: 0.065, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5531, loss_cls: 3.1390, loss: 3.1390 2020-06-12 16:48:01,635 - mmaction - INFO - Epoch [9][200/769] lr: 2.000e-02, eta: 6:08:48, time: 0.556, data_time: 0.102, memory: 10970, top1_acc: 0.2125, top5_acc: 0.4906, loss_cls: 3.5194, loss: 3.5194 2020-06-12 16:48:12,491 - mmaction - INFO - Epoch [9][220/769] lr: 2.000e-02, eta: 6:08:20, time: 0.545, data_time: 0.134, memory: 10970, top1_acc: 0.2656, top5_acc: 0.5375, loss_cls: 3.2505, loss: 3.2505 2020-06-12 16:48:23,598 - mmaction - INFO - Epoch [9][240/769] lr: 2.000e-02, eta: 6:07:53, time: 0.556, data_time: 0.097, memory: 10970, top1_acc: 0.2031, top5_acc: 0.4562, loss_cls: 3.4509, loss: 3.4509 2020-06-12 16:48:35,475 - mmaction - INFO - Epoch [9][260/769] lr: 2.000e-02, eta: 6:07:30, time: 0.593, data_time: 0.188, memory: 10970, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.4201, loss: 3.4201 2020-06-12 16:48:46,436 - mmaction - INFO - Epoch [9][280/769] lr: 2.000e-02, eta: 6:07:02, time: 0.549, data_time: 0.135, memory: 10970, top1_acc: 0.1844, top5_acc: 0.4750, loss_cls: 3.5773, loss: 3.5773 2020-06-12 16:48:57,493 - mmaction - INFO - Epoch [9][300/769] lr: 2.000e-02, eta: 6:06:35, time: 0.552, data_time: 0.139, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5094, loss_cls: 3.3097, loss: 3.3097 2020-06-12 16:49:09,306 - mmaction - INFO - Epoch [9][320/769] lr: 2.000e-02, eta: 6:06:11, time: 0.590, data_time: 0.157, memory: 10970, top1_acc: 0.2969, top5_acc: 0.5219, loss_cls: 3.2610, loss: 3.2610 2020-06-12 16:49:19,848 - mmaction - INFO - Epoch [9][340/769] lr: 2.000e-02, eta: 6:05:42, time: 0.527, data_time: 0.112, memory: 10970, top1_acc: 0.2156, top5_acc: 0.4906, loss_cls: 3.3932, loss: 3.3932 2020-06-12 16:49:32,250 - mmaction - INFO - Epoch [9][360/769] lr: 2.000e-02, eta: 6:05:22, time: 0.620, data_time: 0.069, memory: 10970, top1_acc: 0.2156, top5_acc: 0.5188, loss_cls: 3.3360, loss: 3.3360 2020-06-12 16:49:43,645 - mmaction - INFO - Epoch [9][380/769] lr: 2.000e-02, eta: 6:04:56, time: 0.568, data_time: 0.017, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5781, loss_cls: 3.0678, loss: 3.0678 2020-06-12 16:49:55,337 - mmaction - INFO - Epoch [9][400/769] lr: 2.000e-02, eta: 6:04:33, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.2313, top5_acc: 0.4969, loss_cls: 3.1834, loss: 3.1834 2020-06-12 16:50:06,066 - mmaction - INFO - Epoch [9][420/769] lr: 2.000e-02, eta: 6:04:05, time: 0.536, data_time: 0.003, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5375, loss_cls: 3.2104, loss: 3.2104 2020-06-12 16:50:17,113 - mmaction - INFO - Epoch [9][440/769] lr: 2.000e-02, eta: 6:03:38, time: 0.552, data_time: 0.003, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5125, loss_cls: 3.2340, loss: 3.2340 2020-06-12 16:50:28,818 - mmaction - INFO - Epoch [9][460/769] lr: 2.000e-02, eta: 6:03:15, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.1969, top5_acc: 0.4719, loss_cls: 3.3883, loss: 3.3883 2020-06-12 16:50:40,105 - mmaction - INFO - Epoch [9][480/769] lr: 2.000e-02, eta: 6:02:50, time: 0.563, data_time: 0.006, memory: 10970, top1_acc: 0.2281, top5_acc: 0.4938, loss_cls: 3.3587, loss: 3.3587 2020-06-12 16:50:51,413 - mmaction - INFO - Epoch [9][500/769] lr: 2.000e-02, eta: 6:02:25, time: 0.567, data_time: 0.109, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5250, loss_cls: 3.3192, loss: 3.3192 2020-06-12 16:51:02,527 - mmaction - INFO - Epoch [9][520/769] lr: 2.000e-02, eta: 6:01:59, time: 0.555, data_time: 0.087, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5500, loss_cls: 3.1537, loss: 3.1537 2020-06-12 16:51:13,454 - mmaction - INFO - Epoch [9][540/769] lr: 2.000e-02, eta: 6:01:32, time: 0.546, data_time: 0.111, memory: 10970, top1_acc: 0.1875, top5_acc: 0.4875, loss_cls: 3.3051, loss: 3.3051 2020-06-12 16:51:25,221 - mmaction - INFO - Epoch [9][560/769] lr: 2.000e-02, eta: 6:01:09, time: 0.588, data_time: 0.114, memory: 10970, top1_acc: 0.1812, top5_acc: 0.4500, loss_cls: 3.4801, loss: 3.4801 2020-06-12 16:51:36,146 - mmaction - INFO - Epoch [9][580/769] lr: 2.000e-02, eta: 6:00:43, time: 0.546, data_time: 0.015, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5125, loss_cls: 3.3441, loss: 3.3441 2020-06-12 16:51:47,908 - mmaction - INFO - Epoch [9][600/769] lr: 2.000e-02, eta: 6:00:20, time: 0.588, data_time: 0.118, memory: 10970, top1_acc: 0.1906, top5_acc: 0.4969, loss_cls: 3.3868, loss: 3.3868 2020-06-12 16:52:00,465 - mmaction - INFO - Epoch [9][620/769] lr: 2.000e-02, eta: 6:00:02, time: 0.629, data_time: 0.084, memory: 10970, top1_acc: 0.2344, top5_acc: 0.5000, loss_cls: 3.3580, loss: 3.3580 2020-06-12 16:52:11,870 - mmaction - INFO - Epoch [9][640/769] lr: 2.000e-02, eta: 5:59:38, time: 0.570, data_time: 0.033, memory: 10970, top1_acc: 0.2437, top5_acc: 0.5031, loss_cls: 3.3102, loss: 3.3102 2020-06-12 16:52:23,834 - mmaction - INFO - Epoch [9][660/769] lr: 2.000e-02, eta: 5:59:16, time: 0.598, data_time: 0.079, memory: 10970, top1_acc: 0.2219, top5_acc: 0.5062, loss_cls: 3.3643, loss: 3.3643 2020-06-12 16:52:41,546 - mmaction - INFO - Epoch [9][680/769] lr: 2.000e-02, eta: 5:59:22, time: 0.886, data_time: 0.014, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5188, loss_cls: 3.2755, loss: 3.2755 2020-06-12 16:52:53,061 - mmaction - INFO - Epoch [9][700/769] lr: 2.000e-02, eta: 5:58:58, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5281, loss_cls: 3.2194, loss: 3.2194 2020-06-12 16:53:06,803 - mmaction - INFO - Epoch [9][720/769] lr: 2.000e-02, eta: 5:58:45, time: 0.687, data_time: 0.082, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5437, loss_cls: 3.1559, loss: 3.1559 2020-06-12 16:53:19,250 - mmaction - INFO - Epoch [9][740/769] lr: 2.000e-02, eta: 5:58:26, time: 0.624, data_time: 0.149, memory: 10970, top1_acc: 0.2156, top5_acc: 0.4938, loss_cls: 3.3680, loss: 3.3680 2020-06-12 16:53:32,049 - mmaction - INFO - Epoch [9][760/769] lr: 2.000e-02, eta: 5:58:08, time: 0.637, data_time: 0.087, memory: 10970, top1_acc: 0.2313, top5_acc: 0.5125, loss_cls: 3.2733, loss: 3.2733 2020-06-12 16:53:56,307 - mmaction - INFO - Epoch [10][20/769] lr: 2.000e-02, eta: 5:57:49, time: 0.990, data_time: 0.422, memory: 10970, top1_acc: 0.2062, top5_acc: 0.5000, loss_cls: 3.3798, loss: 3.3798 2020-06-12 16:54:08,951 - mmaction - INFO - Epoch [10][40/769] lr: 2.000e-02, eta: 5:57:31, time: 0.633, data_time: 0.112, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5375, loss_cls: 3.2354, loss: 3.2354 2020-06-12 16:54:20,157 - mmaction - INFO - Epoch [10][60/769] lr: 2.000e-02, eta: 5:57:06, time: 0.560, data_time: 0.021, memory: 10970, top1_acc: 0.2375, top5_acc: 0.4938, loss_cls: 3.4683, loss: 3.4683 2020-06-12 16:54:31,333 - mmaction - INFO - Epoch [10][80/769] lr: 2.000e-02, eta: 5:56:41, time: 0.558, data_time: 0.005, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5687, loss_cls: 3.1688, loss: 3.1688 2020-06-12 16:54:41,931 - mmaction - INFO - Epoch [10][100/769] lr: 2.000e-02, eta: 5:56:14, time: 0.531, data_time: 0.006, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5312, loss_cls: 3.2398, loss: 3.2398 2020-06-12 16:54:54,659 - mmaction - INFO - Epoch [10][120/769] lr: 2.000e-02, eta: 5:55:56, time: 0.630, data_time: 0.005, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5125, loss_cls: 3.1384, loss: 3.1384 2020-06-12 16:55:05,288 - mmaction - INFO - Epoch [10][140/769] lr: 2.000e-02, eta: 5:55:30, time: 0.538, data_time: 0.009, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5250, loss_cls: 3.3127, loss: 3.3127 2020-06-12 16:55:17,538 - mmaction - INFO - Epoch [10][160/769] lr: 2.000e-02, eta: 5:55:10, time: 0.609, data_time: 0.004, memory: 10970, top1_acc: 0.2406, top5_acc: 0.4906, loss_cls: 3.3925, loss: 3.3925 2020-06-12 16:55:33,555 - mmaction - INFO - Epoch [10][180/769] lr: 2.000e-02, eta: 5:55:08, time: 0.802, data_time: 0.009, memory: 10970, top1_acc: 0.2437, top5_acc: 0.5406, loss_cls: 3.2058, loss: 3.2058 2020-06-12 16:55:44,611 - mmaction - INFO - Epoch [10][200/769] lr: 2.000e-02, eta: 5:54:43, time: 0.555, data_time: 0.005, memory: 10970, top1_acc: 0.2313, top5_acc: 0.5500, loss_cls: 3.2424, loss: 3.2424 2020-06-12 16:55:54,399 - mmaction - INFO - Epoch [10][220/769] lr: 2.000e-02, eta: 5:54:13, time: 0.489, data_time: 0.015, memory: 10970, top1_acc: 0.2219, top5_acc: 0.5312, loss_cls: 3.3374, loss: 3.3374 2020-06-12 16:56:08,538 - mmaction - INFO - Epoch [10][240/769] lr: 2.000e-02, eta: 5:54:01, time: 0.705, data_time: 0.006, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5344, loss_cls: 3.1973, loss: 3.1973 2020-06-12 16:56:20,141 - mmaction - INFO - Epoch [10][260/769] lr: 2.000e-02, eta: 5:53:39, time: 0.580, data_time: 0.076, memory: 10970, top1_acc: 0.2313, top5_acc: 0.5312, loss_cls: 3.2300, loss: 3.2300 2020-06-12 16:56:33,403 - mmaction - INFO - Epoch [10][280/769] lr: 2.000e-02, eta: 5:53:25, time: 0.665, data_time: 0.154, memory: 10970, top1_acc: 0.1969, top5_acc: 0.5000, loss_cls: 3.3529, loss: 3.3529 2020-06-12 16:56:44,848 - mmaction - INFO - Epoch [10][300/769] lr: 2.000e-02, eta: 5:53:02, time: 0.572, data_time: 0.145, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5031, loss_cls: 3.2721, loss: 3.2721 2020-06-12 16:56:55,000 - mmaction - INFO - Epoch [10][320/769] lr: 2.000e-02, eta: 5:52:33, time: 0.508, data_time: 0.054, memory: 10970, top1_acc: 0.2250, top5_acc: 0.5344, loss_cls: 3.2086, loss: 3.2086 2020-06-12 16:57:06,723 - mmaction - INFO - Epoch [10][340/769] lr: 2.000e-02, eta: 5:52:12, time: 0.584, data_time: 0.047, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5656, loss_cls: 3.1774, loss: 3.1774 2020-06-12 16:57:17,905 - mmaction - INFO - Epoch [10][360/769] lr: 2.000e-02, eta: 5:51:48, time: 0.560, data_time: 0.004, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5375, loss_cls: 3.2412, loss: 3.2412 2020-06-12 16:57:28,514 - mmaction - INFO - Epoch [10][380/769] lr: 2.000e-02, eta: 5:51:22, time: 0.532, data_time: 0.013, memory: 10970, top1_acc: 0.2031, top5_acc: 0.5250, loss_cls: 3.3385, loss: 3.3385 2020-06-12 16:57:40,233 - mmaction - INFO - Epoch [10][400/769] lr: 2.000e-02, eta: 5:51:01, time: 0.585, data_time: 0.001, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6000, loss_cls: 2.9503, loss: 2.9503 2020-06-12 16:57:50,872 - mmaction - INFO - Epoch [10][420/769] lr: 2.000e-02, eta: 5:50:35, time: 0.531, data_time: 0.002, memory: 10970, top1_acc: 0.2250, top5_acc: 0.5250, loss_cls: 3.3842, loss: 3.3842 2020-06-12 16:58:02,033 - mmaction - INFO - Epoch [10][440/769] lr: 2.000e-02, eta: 5:50:12, time: 0.559, data_time: 0.003, memory: 10970, top1_acc: 0.1969, top5_acc: 0.5062, loss_cls: 3.3540, loss: 3.3540 2020-06-12 16:58:13,991 - mmaction - INFO - Epoch [10][460/769] lr: 2.000e-02, eta: 5:49:51, time: 0.592, data_time: 0.015, memory: 10970, top1_acc: 0.2031, top5_acc: 0.4938, loss_cls: 3.4671, loss: 3.4671 2020-06-12 16:58:25,750 - mmaction - INFO - Epoch [10][480/769] lr: 2.000e-02, eta: 5:49:31, time: 0.593, data_time: 0.009, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5813, loss_cls: 3.1830, loss: 3.1830 2020-06-12 16:58:36,962 - mmaction - INFO - Epoch [10][500/769] lr: 2.000e-02, eta: 5:49:08, time: 0.561, data_time: 0.005, memory: 10970, top1_acc: 0.2125, top5_acc: 0.5281, loss_cls: 3.3423, loss: 3.3423 2020-06-12 16:58:48,239 - mmaction - INFO - Epoch [10][520/769] lr: 2.000e-02, eta: 5:48:45, time: 0.563, data_time: 0.029, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5656, loss_cls: 3.0500, loss: 3.0500 2020-06-12 16:58:59,022 - mmaction - INFO - Epoch [10][540/769] lr: 2.000e-02, eta: 5:48:20, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5687, loss_cls: 3.1605, loss: 3.1605 2020-06-12 16:59:10,393 - mmaction - INFO - Epoch [10][560/769] lr: 2.000e-02, eta: 5:47:58, time: 0.569, data_time: 0.003, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5125, loss_cls: 3.2009, loss: 3.2009 2020-06-12 16:59:22,162 - mmaction - INFO - Epoch [10][580/769] lr: 2.000e-02, eta: 5:47:37, time: 0.587, data_time: 0.003, memory: 10970, top1_acc: 0.2219, top5_acc: 0.4844, loss_cls: 3.4114, loss: 3.4114 2020-06-12 16:59:33,585 - mmaction - INFO - Epoch [10][600/769] lr: 2.000e-02, eta: 5:47:15, time: 0.574, data_time: 0.003, memory: 10970, top1_acc: 0.2031, top5_acc: 0.5125, loss_cls: 3.3387, loss: 3.3387 2020-06-12 16:59:43,846 - mmaction - INFO - Epoch [10][620/769] lr: 2.000e-02, eta: 5:46:49, time: 0.512, data_time: 0.005, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5500, loss_cls: 3.2666, loss: 3.2666 2020-06-12 16:59:54,818 - mmaction - INFO - Epoch [10][640/769] lr: 2.000e-02, eta: 5:46:25, time: 0.548, data_time: 0.010, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5094, loss_cls: 3.2383, loss: 3.2383 2020-06-12 17:00:06,362 - mmaction - INFO - Epoch [10][660/769] lr: 2.000e-02, eta: 5:46:03, time: 0.573, data_time: 0.110, memory: 10970, top1_acc: 0.2250, top5_acc: 0.5312, loss_cls: 3.2288, loss: 3.2288 2020-06-12 17:00:20,744 - mmaction - INFO - Epoch [10][680/769] lr: 2.000e-02, eta: 5:45:54, time: 0.722, data_time: 0.106, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5437, loss_cls: 3.1800, loss: 3.1800 2020-06-12 17:00:33,429 - mmaction - INFO - Epoch [10][700/769] lr: 2.000e-02, eta: 5:45:37, time: 0.633, data_time: 0.008, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5813, loss_cls: 3.0729, loss: 3.0729 2020-06-12 17:00:44,610 - mmaction - INFO - Epoch [10][720/769] lr: 2.000e-02, eta: 5:45:15, time: 0.563, data_time: 0.016, memory: 10970, top1_acc: 0.2062, top5_acc: 0.5000, loss_cls: 3.4416, loss: 3.4416 2020-06-12 17:00:56,218 - mmaction - INFO - Epoch [10][740/769] lr: 2.000e-02, eta: 5:44:54, time: 0.579, data_time: 0.002, memory: 10970, top1_acc: 0.2437, top5_acc: 0.5594, loss_cls: 3.2096, loss: 3.2096 2020-06-12 17:01:07,828 - mmaction - INFO - Epoch [10][760/769] lr: 2.000e-02, eta: 5:44:33, time: 0.581, data_time: 0.003, memory: 10970, top1_acc: 0.2125, top5_acc: 0.5062, loss_cls: 3.4641, loss: 3.4641 2020-06-12 17:01:11,453 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-06-12 17:02:10,025 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 17:02:10,209 - mmaction - INFO - top1_acc 0.1123 top5_acc 0.3321 2020-06-12 17:02:10,209 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 17:02:10,232 - mmaction - INFO - mean_acc 0.0979 2020-06-12 17:02:10,235 - mmaction - INFO - Epoch [10][769/769] lr: 2.000e-02, top1_acc: 0.1123, top5_acc: 0.3321, mean_class_accuracy: 0.0979 2020-06-12 17:02:32,974 - mmaction - INFO - Epoch [11][20/769] lr: 2.000e-02, eta: 5:44:26, time: 1.133, data_time: 0.574, memory: 10970, top1_acc: 0.2125, top5_acc: 0.4813, loss_cls: 3.3680, loss: 3.3680 2020-06-12 17:02:43,959 - mmaction - INFO - Epoch [11][40/769] lr: 2.000e-02, eta: 5:44:03, time: 0.551, data_time: 0.011, memory: 10970, top1_acc: 0.2437, top5_acc: 0.5062, loss_cls: 3.3277, loss: 3.3277 2020-06-12 17:02:54,773 - mmaction - INFO - Epoch [11][60/769] lr: 2.000e-02, eta: 5:43:39, time: 0.539, data_time: 0.002, memory: 10970, top1_acc: 0.2094, top5_acc: 0.5469, loss_cls: 3.1215, loss: 3.1215 2020-06-12 17:03:06,286 - mmaction - INFO - Epoch [11][80/769] lr: 2.000e-02, eta: 5:43:18, time: 0.577, data_time: 0.007, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5312, loss_cls: 3.2125, loss: 3.2125 2020-06-12 17:03:17,400 - mmaction - INFO - Epoch [11][100/769] lr: 2.000e-02, eta: 5:42:56, time: 0.555, data_time: 0.003, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5469, loss_cls: 3.0985, loss: 3.0985 2020-06-12 17:03:29,129 - mmaction - INFO - Epoch [11][120/769] lr: 2.000e-02, eta: 5:42:36, time: 0.587, data_time: 0.003, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5938, loss_cls: 3.0203, loss: 3.0203 2020-06-12 17:03:39,887 - mmaction - INFO - Epoch [11][140/769] lr: 2.000e-02, eta: 5:42:12, time: 0.537, data_time: 0.003, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5156, loss_cls: 3.2365, loss: 3.2365 2020-06-12 17:03:50,806 - mmaction - INFO - Epoch [11][160/769] lr: 2.000e-02, eta: 5:41:49, time: 0.546, data_time: 0.007, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5563, loss_cls: 3.1972, loss: 3.1972 2020-06-12 17:04:01,958 - mmaction - INFO - Epoch [11][180/769] lr: 2.000e-02, eta: 5:41:27, time: 0.558, data_time: 0.002, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5094, loss_cls: 3.2669, loss: 3.2669 2020-06-12 17:04:12,116 - mmaction - INFO - Epoch [11][200/769] lr: 2.000e-02, eta: 5:41:01, time: 0.506, data_time: 0.003, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5437, loss_cls: 3.1881, loss: 3.1881 2020-06-12 17:04:23,929 - mmaction - INFO - Epoch [11][220/769] lr: 2.000e-02, eta: 5:40:41, time: 0.590, data_time: 0.004, memory: 10970, top1_acc: 0.2406, top5_acc: 0.4844, loss_cls: 3.3405, loss: 3.3405 2020-06-12 17:04:35,127 - mmaction - INFO - Epoch [11][240/769] lr: 2.000e-02, eta: 5:40:19, time: 0.559, data_time: 0.004, memory: 10970, top1_acc: 0.3000, top5_acc: 0.5344, loss_cls: 3.1136, loss: 3.1136 2020-06-12 17:04:46,053 - mmaction - INFO - Epoch [11][260/769] lr: 2.000e-02, eta: 5:39:57, time: 0.547, data_time: 0.004, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5750, loss_cls: 3.1340, loss: 3.1340 2020-06-12 17:04:57,043 - mmaction - INFO - Epoch [11][280/769] lr: 2.000e-02, eta: 5:39:34, time: 0.551, data_time: 0.004, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5500, loss_cls: 3.1103, loss: 3.1103 2020-06-12 17:05:08,803 - mmaction - INFO - Epoch [11][300/769] lr: 2.000e-02, eta: 5:39:15, time: 0.587, data_time: 0.002, memory: 10970, top1_acc: 0.2313, top5_acc: 0.5344, loss_cls: 3.1782, loss: 3.1782 2020-06-12 17:05:19,588 - mmaction - INFO - Epoch [11][320/769] lr: 2.000e-02, eta: 5:38:51, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6312, loss_cls: 2.9143, loss: 2.9143 2020-06-12 17:05:30,965 - mmaction - INFO - Epoch [11][340/769] lr: 2.000e-02, eta: 5:38:31, time: 0.569, data_time: 0.004, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5125, loss_cls: 3.3890, loss: 3.3890 2020-06-12 17:05:42,719 - mmaction - INFO - Epoch [11][360/769] lr: 2.000e-02, eta: 5:38:11, time: 0.589, data_time: 0.004, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5188, loss_cls: 3.2281, loss: 3.2281 2020-06-12 17:05:53,449 - mmaction - INFO - Epoch [11][380/769] lr: 2.000e-02, eta: 5:37:48, time: 0.534, data_time: 0.001, memory: 10970, top1_acc: 0.2656, top5_acc: 0.5781, loss_cls: 3.0632, loss: 3.0632 2020-06-12 17:06:05,013 - mmaction - INFO - Epoch [11][400/769] lr: 2.000e-02, eta: 5:37:28, time: 0.580, data_time: 0.006, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6000, loss_cls: 2.9708, loss: 2.9708 2020-06-12 17:06:15,004 - mmaction - INFO - Epoch [11][420/769] lr: 2.000e-02, eta: 5:37:02, time: 0.500, data_time: 0.002, memory: 10970, top1_acc: 0.2188, top5_acc: 0.4938, loss_cls: 3.4180, loss: 3.4180 2020-06-12 17:06:27,355 - mmaction - INFO - Epoch [11][440/769] lr: 2.000e-02, eta: 5:36:45, time: 0.616, data_time: 0.000, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5531, loss_cls: 3.1658, loss: 3.1658 2020-06-12 17:06:39,326 - mmaction - INFO - Epoch [11][460/769] lr: 2.000e-02, eta: 5:36:27, time: 0.600, data_time: 0.003, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5312, loss_cls: 3.1982, loss: 3.1982 2020-06-12 17:06:50,041 - mmaction - INFO - Epoch [11][480/769] lr: 2.000e-02, eta: 5:36:04, time: 0.535, data_time: 0.003, memory: 10970, top1_acc: 0.3000, top5_acc: 0.5719, loss_cls: 2.9901, loss: 2.9901 2020-06-12 17:07:00,839 - mmaction - INFO - Epoch [11][500/769] lr: 2.000e-02, eta: 5:35:41, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5625, loss_cls: 3.0848, loss: 3.0848 2020-06-12 17:07:11,879 - mmaction - INFO - Epoch [11][520/769] lr: 2.000e-02, eta: 5:35:20, time: 0.551, data_time: 0.001, memory: 10970, top1_acc: 0.2406, top5_acc: 0.5406, loss_cls: 3.1669, loss: 3.1669 2020-06-12 17:07:23,574 - mmaction - INFO - Epoch [11][540/769] lr: 2.000e-02, eta: 5:35:00, time: 0.584, data_time: 0.003, memory: 10970, top1_acc: 0.2344, top5_acc: 0.5312, loss_cls: 3.2057, loss: 3.2057 2020-06-12 17:07:34,798 - mmaction - INFO - Epoch [11][560/769] lr: 2.000e-02, eta: 5:34:39, time: 0.561, data_time: 0.013, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5813, loss_cls: 3.1617, loss: 3.1617 2020-06-12 17:07:46,303 - mmaction - INFO - Epoch [11][580/769] lr: 2.000e-02, eta: 5:34:19, time: 0.575, data_time: 0.006, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5000, loss_cls: 3.3590, loss: 3.3590 2020-06-12 17:07:57,744 - mmaction - INFO - Epoch [11][600/769] lr: 2.000e-02, eta: 5:34:00, time: 0.574, data_time: 0.008, memory: 10970, top1_acc: 0.1812, top5_acc: 0.5125, loss_cls: 3.3103, loss: 3.3103 2020-06-12 17:08:09,872 - mmaction - INFO - Epoch [11][620/769] lr: 2.000e-02, eta: 5:33:42, time: 0.606, data_time: 0.003, memory: 10970, top1_acc: 0.2656, top5_acc: 0.5437, loss_cls: 3.0620, loss: 3.0620 2020-06-12 17:08:21,062 - mmaction - INFO - Epoch [11][640/769] lr: 2.000e-02, eta: 5:33:21, time: 0.560, data_time: 0.004, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5844, loss_cls: 2.9797, loss: 2.9797 2020-06-12 17:08:32,074 - mmaction - INFO - Epoch [11][660/769] lr: 2.000e-02, eta: 5:33:00, time: 0.551, data_time: 0.005, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5813, loss_cls: 3.1187, loss: 3.1187 2020-06-12 17:08:43,416 - mmaction - INFO - Epoch [11][680/769] lr: 2.000e-02, eta: 5:32:40, time: 0.567, data_time: 0.001, memory: 10970, top1_acc: 0.2094, top5_acc: 0.5062, loss_cls: 3.1843, loss: 3.1843 2020-06-12 17:08:54,902 - mmaction - INFO - Epoch [11][700/769] lr: 2.000e-02, eta: 5:32:20, time: 0.573, data_time: 0.001, memory: 10970, top1_acc: 0.1938, top5_acc: 0.5188, loss_cls: 3.2826, loss: 3.2826 2020-06-12 17:09:05,666 - mmaction - INFO - Epoch [11][720/769] lr: 2.000e-02, eta: 5:31:58, time: 0.539, data_time: 0.003, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5469, loss_cls: 3.1374, loss: 3.1374 2020-06-12 17:09:17,328 - mmaction - INFO - Epoch [11][740/769] lr: 2.000e-02, eta: 5:31:39, time: 0.581, data_time: 0.002, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5156, loss_cls: 3.3152, loss: 3.3152 2020-06-12 17:09:30,203 - mmaction - INFO - Epoch [11][760/769] lr: 2.000e-02, eta: 5:31:24, time: 0.640, data_time: 0.004, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5719, loss_cls: 3.0410, loss: 3.0410 2020-06-12 17:09:54,176 - mmaction - INFO - Epoch [12][20/769] lr: 2.000e-02, eta: 5:31:09, time: 1.018, data_time: 0.447, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5250, loss_cls: 3.1534, loss: 3.1534 2020-06-12 17:10:05,343 - mmaction - INFO - Epoch [12][40/769] lr: 2.000e-02, eta: 5:30:48, time: 0.559, data_time: 0.004, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5687, loss_cls: 2.9211, loss: 2.9211 2020-06-12 17:10:16,710 - mmaction - INFO - Epoch [12][60/769] lr: 2.000e-02, eta: 5:30:28, time: 0.570, data_time: 0.005, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5938, loss_cls: 3.0270, loss: 3.0270 2020-06-12 17:10:27,932 - mmaction - INFO - Epoch [12][80/769] lr: 2.000e-02, eta: 5:30:08, time: 0.561, data_time: 0.003, memory: 10970, top1_acc: 0.2281, top5_acc: 0.5125, loss_cls: 3.2329, loss: 3.2329 2020-06-12 17:10:38,915 - mmaction - INFO - Epoch [12][100/769] lr: 2.000e-02, eta: 5:29:47, time: 0.550, data_time: 0.006, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5437, loss_cls: 3.2307, loss: 3.2307 2020-06-12 17:10:50,016 - mmaction - INFO - Epoch [12][120/769] lr: 2.000e-02, eta: 5:29:26, time: 0.553, data_time: 0.019, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5656, loss_cls: 3.0214, loss: 3.0214 2020-06-12 17:11:02,051 - mmaction - INFO - Epoch [12][140/769] lr: 2.000e-02, eta: 5:29:08, time: 0.604, data_time: 0.008, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6094, loss_cls: 2.8948, loss: 2.8948 2020-06-12 17:11:13,289 - mmaction - INFO - Epoch [12][160/769] lr: 2.000e-02, eta: 5:28:48, time: 0.562, data_time: 0.003, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5344, loss_cls: 3.0948, loss: 3.0948 2020-06-12 17:11:24,719 - mmaction - INFO - Epoch [12][180/769] lr: 2.000e-02, eta: 5:28:29, time: 0.569, data_time: 0.002, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5563, loss_cls: 3.0629, loss: 3.0629 2020-06-12 17:11:35,529 - mmaction - INFO - Epoch [12][200/769] lr: 2.000e-02, eta: 5:28:07, time: 0.544, data_time: 0.006, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5750, loss_cls: 3.0591, loss: 3.0591 2020-06-12 17:11:47,103 - mmaction - INFO - Epoch [12][220/769] lr: 2.000e-02, eta: 5:27:49, time: 0.579, data_time: 0.004, memory: 10970, top1_acc: 0.3219, top5_acc: 0.5500, loss_cls: 3.1344, loss: 3.1344 2020-06-12 17:11:57,860 - mmaction - INFO - Epoch [12][240/769] lr: 2.000e-02, eta: 5:27:27, time: 0.537, data_time: 0.002, memory: 10970, top1_acc: 0.2906, top5_acc: 0.6156, loss_cls: 2.9604, loss: 2.9604 2020-06-12 17:12:08,483 - mmaction - INFO - Epoch [12][260/769] lr: 2.000e-02, eta: 5:27:05, time: 0.532, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5469, loss_cls: 3.2125, loss: 3.2125 2020-06-12 17:12:19,941 - mmaction - INFO - Epoch [12][280/769] lr: 2.000e-02, eta: 5:26:46, time: 0.572, data_time: 0.005, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6281, loss_cls: 2.9701, loss: 2.9701 2020-06-12 17:12:30,976 - mmaction - INFO - Epoch [12][300/769] lr: 2.000e-02, eta: 5:26:25, time: 0.552, data_time: 0.010, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6062, loss_cls: 2.8848, loss: 2.8848 2020-06-12 17:12:41,889 - mmaction - INFO - Epoch [12][320/769] lr: 2.000e-02, eta: 5:26:04, time: 0.546, data_time: 0.006, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5375, loss_cls: 3.3139, loss: 3.3139 2020-06-12 17:12:53,305 - mmaction - INFO - Epoch [12][340/769] lr: 2.000e-02, eta: 5:25:45, time: 0.571, data_time: 0.002, memory: 10970, top1_acc: 0.2344, top5_acc: 0.5219, loss_cls: 3.2685, loss: 3.2685 2020-06-12 17:13:04,264 - mmaction - INFO - Epoch [12][360/769] lr: 2.000e-02, eta: 5:25:24, time: 0.547, data_time: 0.003, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5625, loss_cls: 3.0080, loss: 3.0080 2020-06-12 17:13:15,900 - mmaction - INFO - Epoch [12][380/769] lr: 2.000e-02, eta: 5:25:06, time: 0.582, data_time: 0.003, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5375, loss_cls: 3.1411, loss: 3.1411 2020-06-12 17:13:27,853 - mmaction - INFO - Epoch [12][400/769] lr: 2.000e-02, eta: 5:24:49, time: 0.598, data_time: 0.003, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5750, loss_cls: 3.1709, loss: 3.1709 2020-06-12 17:13:38,658 - mmaction - INFO - Epoch [12][420/769] lr: 2.000e-02, eta: 5:24:28, time: 0.539, data_time: 0.003, memory: 10970, top1_acc: 0.1812, top5_acc: 0.5156, loss_cls: 3.3580, loss: 3.3580 2020-06-12 17:13:49,235 - mmaction - INFO - Epoch [12][440/769] lr: 2.000e-02, eta: 5:24:06, time: 0.528, data_time: 0.004, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5344, loss_cls: 3.2558, loss: 3.2558 2020-06-12 17:14:01,362 - mmaction - INFO - Epoch [12][460/769] lr: 2.000e-02, eta: 5:23:50, time: 0.608, data_time: 0.008, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5531, loss_cls: 2.9781, loss: 2.9781 2020-06-12 17:14:12,699 - mmaction - INFO - Epoch [12][480/769] lr: 2.000e-02, eta: 5:23:30, time: 0.566, data_time: 0.002, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5219, loss_cls: 3.1973, loss: 3.1973 2020-06-12 17:14:22,676 - mmaction - INFO - Epoch [12][500/769] lr: 2.000e-02, eta: 5:23:07, time: 0.500, data_time: 0.002, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5625, loss_cls: 3.0476, loss: 3.0476 2020-06-12 17:14:34,995 - mmaction - INFO - Epoch [12][520/769] lr: 2.000e-02, eta: 5:22:51, time: 0.615, data_time: 0.048, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5594, loss_cls: 3.1607, loss: 3.1607 2020-06-12 17:14:45,926 - mmaction - INFO - Epoch [12][540/769] lr: 2.000e-02, eta: 5:22:30, time: 0.546, data_time: 0.068, memory: 10970, top1_acc: 0.2375, top5_acc: 0.5375, loss_cls: 3.2733, loss: 3.2733 2020-06-12 17:14:56,374 - mmaction - INFO - Epoch [12][560/769] lr: 2.000e-02, eta: 5:22:09, time: 0.523, data_time: 0.082, memory: 10970, top1_acc: 0.2719, top5_acc: 0.6000, loss_cls: 2.8734, loss: 2.8734 2020-06-12 17:15:08,039 - mmaction - INFO - Epoch [12][580/769] lr: 2.000e-02, eta: 5:21:51, time: 0.584, data_time: 0.077, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5312, loss_cls: 3.0707, loss: 3.0707 2020-06-12 17:15:19,985 - mmaction - INFO - Epoch [12][600/769] lr: 2.000e-02, eta: 5:21:34, time: 0.597, data_time: 0.034, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5312, loss_cls: 3.1136, loss: 3.1136 2020-06-12 17:15:30,788 - mmaction - INFO - Epoch [12][620/769] lr: 2.000e-02, eta: 5:21:13, time: 0.539, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5719, loss_cls: 3.1344, loss: 3.1344 2020-06-12 17:15:41,787 - mmaction - INFO - Epoch [12][640/769] lr: 2.000e-02, eta: 5:20:53, time: 0.549, data_time: 0.002, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5563, loss_cls: 2.9922, loss: 2.9922 2020-06-12 17:15:53,121 - mmaction - INFO - Epoch [12][660/769] lr: 2.000e-02, eta: 5:20:34, time: 0.566, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5375, loss_cls: 3.0920, loss: 3.0920 2020-06-12 17:16:04,613 - mmaction - INFO - Epoch [12][680/769] lr: 2.000e-02, eta: 5:20:16, time: 0.577, data_time: 0.004, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5437, loss_cls: 3.2636, loss: 3.2636 2020-06-12 17:16:15,553 - mmaction - INFO - Epoch [12][700/769] lr: 2.000e-02, eta: 5:19:56, time: 0.545, data_time: 0.003, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5656, loss_cls: 3.0658, loss: 3.0658 2020-06-12 17:16:27,491 - mmaction - INFO - Epoch [12][720/769] lr: 2.000e-02, eta: 5:19:39, time: 0.598, data_time: 0.004, memory: 10970, top1_acc: 0.3063, top5_acc: 0.5719, loss_cls: 3.0322, loss: 3.0322 2020-06-12 17:16:37,459 - mmaction - INFO - Epoch [12][740/769] lr: 2.000e-02, eta: 5:19:16, time: 0.499, data_time: 0.003, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5687, loss_cls: 2.9468, loss: 2.9468 2020-06-12 17:16:48,907 - mmaction - INFO - Epoch [12][760/769] lr: 2.000e-02, eta: 5:18:57, time: 0.569, data_time: 0.001, memory: 10970, top1_acc: 0.3000, top5_acc: 0.5906, loss_cls: 3.0060, loss: 3.0060 2020-06-12 17:17:14,175 - mmaction - INFO - Epoch [13][20/769] lr: 2.000e-02, eta: 5:18:44, time: 1.031, data_time: 0.359, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5594, loss_cls: 3.0968, loss: 3.0968 2020-06-12 17:17:24,134 - mmaction - INFO - Epoch [13][40/769] lr: 2.000e-02, eta: 5:18:22, time: 0.526, data_time: 0.033, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5656, loss_cls: 2.9906, loss: 2.9906 2020-06-12 17:17:36,066 - mmaction - INFO - Epoch [13][60/769] lr: 2.000e-02, eta: 5:18:05, time: 0.595, data_time: 0.001, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5813, loss_cls: 3.0593, loss: 3.0593 2020-06-12 17:17:47,273 - mmaction - INFO - Epoch [13][80/769] lr: 2.000e-02, eta: 5:17:46, time: 0.560, data_time: 0.005, memory: 10970, top1_acc: 0.2344, top5_acc: 0.5312, loss_cls: 3.1697, loss: 3.1697 2020-06-12 17:17:57,623 - mmaction - INFO - Epoch [13][100/769] lr: 2.000e-02, eta: 5:17:25, time: 0.517, data_time: 0.003, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5844, loss_cls: 3.0881, loss: 3.0881 2020-06-12 17:18:08,651 - mmaction - INFO - Epoch [13][120/769] lr: 2.000e-02, eta: 5:17:05, time: 0.554, data_time: 0.050, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6281, loss_cls: 2.8804, loss: 2.8804 2020-06-12 17:18:20,229 - mmaction - INFO - Epoch [13][140/769] lr: 2.000e-02, eta: 5:16:48, time: 0.577, data_time: 0.079, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5406, loss_cls: 3.1853, loss: 3.1853 2020-06-12 17:18:31,495 - mmaction - INFO - Epoch [13][160/769] lr: 2.000e-02, eta: 5:16:29, time: 0.564, data_time: 0.079, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5500, loss_cls: 3.2583, loss: 3.2583 2020-06-12 17:18:43,536 - mmaction - INFO - Epoch [13][180/769] lr: 2.000e-02, eta: 5:16:13, time: 0.602, data_time: 0.031, memory: 10970, top1_acc: 0.2656, top5_acc: 0.5188, loss_cls: 3.1018, loss: 3.1018 2020-06-12 17:18:54,991 - mmaction - INFO - Epoch [13][200/769] lr: 2.000e-02, eta: 5:15:55, time: 0.574, data_time: 0.121, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5906, loss_cls: 3.1191, loss: 3.1191 2020-06-12 17:19:06,160 - mmaction - INFO - Epoch [13][220/769] lr: 2.000e-02, eta: 5:15:36, time: 0.559, data_time: 0.050, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5813, loss_cls: 3.0538, loss: 3.0538 2020-06-12 17:19:16,853 - mmaction - INFO - Epoch [13][240/769] lr: 2.000e-02, eta: 5:15:15, time: 0.532, data_time: 0.042, memory: 10970, top1_acc: 0.2344, top5_acc: 0.4844, loss_cls: 3.3154, loss: 3.3154 2020-06-12 17:19:27,987 - mmaction - INFO - Epoch [13][260/769] lr: 2.000e-02, eta: 5:14:57, time: 0.559, data_time: 0.037, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5844, loss_cls: 3.0452, loss: 3.0452 2020-06-12 17:19:38,995 - mmaction - INFO - Epoch [13][280/769] lr: 2.000e-02, eta: 5:14:37, time: 0.550, data_time: 0.095, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5469, loss_cls: 3.1302, loss: 3.1302 2020-06-12 17:19:50,524 - mmaction - INFO - Epoch [13][300/769] lr: 2.000e-02, eta: 5:14:20, time: 0.577, data_time: 0.117, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5531, loss_cls: 3.0994, loss: 3.0994 2020-06-12 17:20:02,194 - mmaction - INFO - Epoch [13][320/769] lr: 2.000e-02, eta: 5:14:03, time: 0.583, data_time: 0.029, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5437, loss_cls: 3.1278, loss: 3.1278 2020-06-12 17:20:12,805 - mmaction - INFO - Epoch [13][340/769] lr: 2.000e-02, eta: 5:13:42, time: 0.530, data_time: 0.002, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5781, loss_cls: 2.9762, loss: 2.9762 2020-06-12 17:20:24,089 - mmaction - INFO - Epoch [13][360/769] lr: 2.000e-02, eta: 5:13:24, time: 0.564, data_time: 0.004, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5563, loss_cls: 3.0435, loss: 3.0435 2020-06-12 17:20:35,377 - mmaction - INFO - Epoch [13][380/769] lr: 2.000e-02, eta: 5:13:06, time: 0.565, data_time: 0.004, memory: 10970, top1_acc: 0.3000, top5_acc: 0.5656, loss_cls: 3.0621, loss: 3.0621 2020-06-12 17:20:46,856 - mmaction - INFO - Epoch [13][400/769] lr: 2.000e-02, eta: 5:12:48, time: 0.573, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5406, loss_cls: 3.0767, loss: 3.0767 2020-06-12 17:20:57,800 - mmaction - INFO - Epoch [13][420/769] lr: 2.000e-02, eta: 5:12:29, time: 0.548, data_time: 0.009, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5281, loss_cls: 3.1077, loss: 3.1077 2020-06-12 17:21:08,739 - mmaction - INFO - Epoch [13][440/769] lr: 2.000e-02, eta: 5:12:10, time: 0.548, data_time: 0.004, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5813, loss_cls: 3.0407, loss: 3.0407 2020-06-12 17:21:20,265 - mmaction - INFO - Epoch [13][460/769] lr: 2.000e-02, eta: 5:11:52, time: 0.574, data_time: 0.124, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5469, loss_cls: 3.0981, loss: 3.0981 2020-06-12 17:21:31,510 - mmaction - INFO - Epoch [13][480/769] lr: 2.000e-02, eta: 5:11:34, time: 0.563, data_time: 0.071, memory: 10970, top1_acc: 0.2000, top5_acc: 0.5219, loss_cls: 3.2822, loss: 3.2822 2020-06-12 17:21:42,668 - mmaction - INFO - Epoch [13][500/769] lr: 2.000e-02, eta: 5:11:15, time: 0.558, data_time: 0.036, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5875, loss_cls: 2.8944, loss: 2.8944 2020-06-12 17:21:53,751 - mmaction - INFO - Epoch [13][520/769] lr: 2.000e-02, eta: 5:10:57, time: 0.554, data_time: 0.003, memory: 10970, top1_acc: 0.2000, top5_acc: 0.5000, loss_cls: 3.3446, loss: 3.3446 2020-06-12 17:22:05,690 - mmaction - INFO - Epoch [13][540/769] lr: 2.000e-02, eta: 5:10:41, time: 0.597, data_time: 0.009, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5906, loss_cls: 3.0688, loss: 3.0688 2020-06-12 17:22:17,296 - mmaction - INFO - Epoch [13][560/769] lr: 2.000e-02, eta: 5:10:24, time: 0.581, data_time: 0.003, memory: 10970, top1_acc: 0.3375, top5_acc: 0.6281, loss_cls: 2.8564, loss: 2.8564 2020-06-12 17:22:28,204 - mmaction - INFO - Epoch [13][580/769] lr: 2.000e-02, eta: 5:10:04, time: 0.545, data_time: 0.002, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6000, loss_cls: 2.8653, loss: 2.8653 2020-06-12 17:22:38,683 - mmaction - INFO - Epoch [13][600/769] lr: 2.000e-02, eta: 5:09:44, time: 0.525, data_time: 0.019, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6312, loss_cls: 2.8018, loss: 2.8018 2020-06-12 17:22:50,289 - mmaction - INFO - Epoch [13][620/769] lr: 2.000e-02, eta: 5:09:27, time: 0.580, data_time: 0.042, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6250, loss_cls: 2.9530, loss: 2.9530 2020-06-12 17:23:00,962 - mmaction - INFO - Epoch [13][640/769] lr: 2.000e-02, eta: 5:09:07, time: 0.533, data_time: 0.032, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5656, loss_cls: 3.1336, loss: 3.1336 2020-06-12 17:23:12,592 - mmaction - INFO - Epoch [13][660/769] lr: 2.000e-02, eta: 5:08:51, time: 0.581, data_time: 0.009, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6031, loss_cls: 2.9673, loss: 2.9673 2020-06-12 17:23:22,648 - mmaction - INFO - Epoch [13][680/769] lr: 2.000e-02, eta: 5:08:29, time: 0.501, data_time: 0.067, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5531, loss_cls: 3.0370, loss: 3.0370 2020-06-12 17:23:34,280 - mmaction - INFO - Epoch [13][700/769] lr: 2.000e-02, eta: 5:08:12, time: 0.583, data_time: 0.049, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5969, loss_cls: 2.9427, loss: 2.9427 2020-06-12 17:23:45,598 - mmaction - INFO - Epoch [13][720/769] lr: 2.000e-02, eta: 5:07:55, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5719, loss_cls: 3.0379, loss: 3.0379 2020-06-12 17:23:56,520 - mmaction - INFO - Epoch [13][740/769] lr: 2.000e-02, eta: 5:07:36, time: 0.546, data_time: 0.029, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5406, loss_cls: 3.1449, loss: 3.1449 2020-06-12 17:24:08,560 - mmaction - INFO - Epoch [13][760/769] lr: 2.000e-02, eta: 5:07:20, time: 0.603, data_time: 0.006, memory: 10970, top1_acc: 0.2656, top5_acc: 0.5500, loss_cls: 3.1289, loss: 3.1289 2020-06-12 17:24:32,367 - mmaction - INFO - Epoch [14][20/769] lr: 2.000e-02, eta: 5:07:06, time: 1.018, data_time: 0.416, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5969, loss_cls: 2.9181, loss: 2.9181 2020-06-12 17:24:44,127 - mmaction - INFO - Epoch [14][40/769] lr: 2.000e-02, eta: 5:06:50, time: 0.589, data_time: 0.003, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6219, loss_cls: 2.9179, loss: 2.9179 2020-06-12 17:24:54,854 - mmaction - INFO - Epoch [14][60/769] lr: 2.000e-02, eta: 5:06:30, time: 0.535, data_time: 0.001, memory: 10970, top1_acc: 0.2469, top5_acc: 0.5750, loss_cls: 3.0574, loss: 3.0574 2020-06-12 17:25:06,085 - mmaction - INFO - Epoch [14][80/769] lr: 2.000e-02, eta: 5:06:13, time: 0.562, data_time: 0.003, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5813, loss_cls: 3.0624, loss: 3.0624 2020-06-12 17:25:17,767 - mmaction - INFO - Epoch [14][100/769] lr: 2.000e-02, eta: 5:05:56, time: 0.585, data_time: 0.006, memory: 10970, top1_acc: 0.3344, top5_acc: 0.6094, loss_cls: 2.7853, loss: 2.7853 2020-06-12 17:25:29,465 - mmaction - INFO - Epoch [14][120/769] lr: 2.000e-02, eta: 5:05:40, time: 0.584, data_time: 0.002, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5719, loss_cls: 3.0025, loss: 3.0025 2020-06-12 17:25:39,745 - mmaction - INFO - Epoch [14][140/769] lr: 2.000e-02, eta: 5:05:19, time: 0.515, data_time: 0.003, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5844, loss_cls: 2.9235, loss: 2.9235 2020-06-12 17:25:51,929 - mmaction - INFO - Epoch [14][160/769] lr: 2.000e-02, eta: 5:05:04, time: 0.608, data_time: 0.002, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5500, loss_cls: 3.1523, loss: 3.1523 2020-06-12 17:26:02,008 - mmaction - INFO - Epoch [14][180/769] lr: 2.000e-02, eta: 5:04:43, time: 0.502, data_time: 0.003, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6031, loss_cls: 2.9302, loss: 2.9302 2020-06-12 17:26:14,903 - mmaction - INFO - Epoch [14][200/769] lr: 2.000e-02, eta: 5:04:30, time: 0.647, data_time: 0.003, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5813, loss_cls: 2.9497, loss: 2.9497 2020-06-12 17:26:25,845 - mmaction - INFO - Epoch [14][220/769] lr: 2.000e-02, eta: 5:04:12, time: 0.547, data_time: 0.003, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6062, loss_cls: 2.8868, loss: 2.8868 2020-06-12 17:26:37,386 - mmaction - INFO - Epoch [14][240/769] lr: 2.000e-02, eta: 5:03:55, time: 0.576, data_time: 0.004, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5687, loss_cls: 3.0326, loss: 3.0326 2020-06-12 17:26:47,524 - mmaction - INFO - Epoch [14][260/769] lr: 2.000e-02, eta: 5:03:34, time: 0.507, data_time: 0.003, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5719, loss_cls: 2.9444, loss: 2.9444 2020-06-12 17:26:58,773 - mmaction - INFO - Epoch [14][280/769] lr: 2.000e-02, eta: 5:03:17, time: 0.564, data_time: 0.003, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5375, loss_cls: 3.1099, loss: 3.1099 2020-06-12 17:27:09,911 - mmaction - INFO - Epoch [14][300/769] lr: 2.000e-02, eta: 5:02:59, time: 0.553, data_time: 0.002, memory: 10970, top1_acc: 0.2500, top5_acc: 0.6000, loss_cls: 3.0329, loss: 3.0329 2020-06-12 17:27:21,200 - mmaction - INFO - Epoch [14][320/769] lr: 2.000e-02, eta: 5:02:42, time: 0.568, data_time: 0.007, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5563, loss_cls: 3.0895, loss: 3.0895 2020-06-12 17:27:32,429 - mmaction - INFO - Epoch [14][340/769] lr: 2.000e-02, eta: 5:02:24, time: 0.561, data_time: 0.002, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5406, loss_cls: 3.1278, loss: 3.1278 2020-06-12 17:27:43,777 - mmaction - INFO - Epoch [14][360/769] lr: 2.000e-02, eta: 5:02:07, time: 0.566, data_time: 0.003, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6000, loss_cls: 2.9839, loss: 2.9839 2020-06-12 17:27:55,309 - mmaction - INFO - Epoch [14][380/769] lr: 2.000e-02, eta: 5:01:51, time: 0.579, data_time: 0.005, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5906, loss_cls: 2.9823, loss: 2.9823 2020-06-12 17:28:06,356 - mmaction - INFO - Epoch [14][400/769] lr: 2.000e-02, eta: 5:01:33, time: 0.550, data_time: 0.002, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5625, loss_cls: 3.0149, loss: 3.0149 2020-06-12 17:28:16,898 - mmaction - INFO - Epoch [14][420/769] lr: 2.000e-02, eta: 5:01:13, time: 0.528, data_time: 0.015, memory: 10970, top1_acc: 0.2938, top5_acc: 0.5437, loss_cls: 2.9962, loss: 2.9962 2020-06-12 17:28:28,779 - mmaction - INFO - Epoch [14][440/769] lr: 2.000e-02, eta: 5:00:58, time: 0.592, data_time: 0.080, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5437, loss_cls: 3.1905, loss: 3.1905 2020-06-12 17:28:40,331 - mmaction - INFO - Epoch [14][460/769] lr: 2.000e-02, eta: 5:00:41, time: 0.580, data_time: 0.058, memory: 10970, top1_acc: 0.3531, top5_acc: 0.6875, loss_cls: 2.6616, loss: 2.6616 2020-06-12 17:28:51,400 - mmaction - INFO - Epoch [14][480/769] lr: 2.000e-02, eta: 5:00:24, time: 0.552, data_time: 0.004, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5625, loss_cls: 3.0840, loss: 3.0840 2020-06-12 17:29:04,324 - mmaction - INFO - Epoch [14][500/769] lr: 2.000e-02, eta: 5:00:11, time: 0.647, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5781, loss_cls: 3.1256, loss: 3.1256 2020-06-12 17:29:15,654 - mmaction - INFO - Epoch [14][520/769] lr: 2.000e-02, eta: 4:59:54, time: 0.567, data_time: 0.002, memory: 10970, top1_acc: 0.2062, top5_acc: 0.5625, loss_cls: 3.1381, loss: 3.1381 2020-06-12 17:29:27,032 - mmaction - INFO - Epoch [14][540/769] lr: 2.000e-02, eta: 4:59:37, time: 0.565, data_time: 0.002, memory: 10970, top1_acc: 0.1938, top5_acc: 0.5469, loss_cls: 3.0919, loss: 3.0919 2020-06-12 17:29:38,002 - mmaction - INFO - Epoch [14][560/769] lr: 2.000e-02, eta: 4:59:19, time: 0.553, data_time: 0.016, memory: 10970, top1_acc: 0.2656, top5_acc: 0.5656, loss_cls: 2.9960, loss: 2.9960 2020-06-12 17:29:48,730 - mmaction - INFO - Epoch [14][580/769] lr: 2.000e-02, eta: 4:59:00, time: 0.535, data_time: 0.002, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6281, loss_cls: 3.0214, loss: 3.0214 2020-06-12 17:29:59,867 - mmaction - INFO - Epoch [14][600/769] lr: 2.000e-02, eta: 4:58:43, time: 0.558, data_time: 0.005, memory: 10970, top1_acc: 0.2188, top5_acc: 0.5750, loss_cls: 3.1061, loss: 3.1061 2020-06-12 17:30:11,619 - mmaction - INFO - Epoch [14][620/769] lr: 2.000e-02, eta: 4:58:27, time: 0.585, data_time: 0.001, memory: 10970, top1_acc: 0.2156, top5_acc: 0.5750, loss_cls: 3.1607, loss: 3.1607 2020-06-12 17:30:21,851 - mmaction - INFO - Epoch [14][640/769] lr: 2.000e-02, eta: 4:58:07, time: 0.514, data_time: 0.004, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5625, loss_cls: 3.1531, loss: 3.1531 2020-06-12 17:30:33,619 - mmaction - INFO - Epoch [14][660/769] lr: 2.000e-02, eta: 4:57:52, time: 0.587, data_time: 0.016, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6188, loss_cls: 2.9199, loss: 2.9199 2020-06-12 17:30:45,368 - mmaction - INFO - Epoch [14][680/769] lr: 2.000e-02, eta: 4:57:36, time: 0.588, data_time: 0.004, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5687, loss_cls: 2.9277, loss: 2.9277 2020-06-12 17:30:56,565 - mmaction - INFO - Epoch [14][700/769] lr: 2.000e-02, eta: 4:57:19, time: 0.560, data_time: 0.048, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6344, loss_cls: 2.8441, loss: 2.8441 2020-06-12 17:31:07,273 - mmaction - INFO - Epoch [14][720/769] lr: 2.000e-02, eta: 4:57:00, time: 0.534, data_time: 0.003, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6094, loss_cls: 2.8166, loss: 2.8166 2020-06-12 17:31:18,590 - mmaction - INFO - Epoch [14][740/769] lr: 2.000e-02, eta: 4:56:44, time: 0.568, data_time: 0.035, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5656, loss_cls: 3.0230, loss: 3.0230 2020-06-12 17:31:30,286 - mmaction - INFO - Epoch [14][760/769] lr: 2.000e-02, eta: 4:56:28, time: 0.583, data_time: 0.084, memory: 10970, top1_acc: 0.2531, top5_acc: 0.5563, loss_cls: 3.0992, loss: 3.0992 2020-06-12 17:31:53,106 - mmaction - INFO - Epoch [15][20/769] lr: 2.000e-02, eta: 4:56:11, time: 0.968, data_time: 0.386, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6406, loss_cls: 2.8529, loss: 2.8529 2020-06-12 17:32:04,507 - mmaction - INFO - Epoch [15][40/769] lr: 2.000e-02, eta: 4:55:55, time: 0.572, data_time: 0.006, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6125, loss_cls: 2.7550, loss: 2.7550 2020-06-12 17:32:17,395 - mmaction - INFO - Epoch [15][60/769] lr: 2.000e-02, eta: 4:55:38, time: 0.561, data_time: 0.004, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6188, loss_cls: 2.8858, loss: 2.8858 2020-06-12 17:32:30,600 - mmaction - INFO - Epoch [15][80/769] lr: 2.000e-02, eta: 4:55:30, time: 0.742, data_time: 0.088, memory: 10970, top1_acc: 0.3187, top5_acc: 0.6156, loss_cls: 2.8952, loss: 2.8952 2020-06-12 17:32:41,856 - mmaction - INFO - Epoch [15][100/769] lr: 2.000e-02, eta: 4:55:13, time: 0.562, data_time: 0.005, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6062, loss_cls: 2.8574, loss: 2.8574 2020-06-12 17:32:52,991 - mmaction - INFO - Epoch [15][120/769] lr: 2.000e-02, eta: 4:54:56, time: 0.559, data_time: 0.006, memory: 10970, top1_acc: 0.3250, top5_acc: 0.5906, loss_cls: 2.9381, loss: 2.9381 2020-06-12 17:33:03,665 - mmaction - INFO - Epoch [15][140/769] lr: 2.000e-02, eta: 4:54:38, time: 0.534, data_time: 0.015, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5750, loss_cls: 2.9892, loss: 2.9892 2020-06-12 17:33:15,204 - mmaction - INFO - Epoch [15][160/769] lr: 2.000e-02, eta: 4:54:21, time: 0.574, data_time: 0.072, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6188, loss_cls: 2.8303, loss: 2.8303 2020-06-12 17:33:25,579 - mmaction - INFO - Epoch [15][180/769] lr: 2.000e-02, eta: 4:54:02, time: 0.520, data_time: 0.102, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6156, loss_cls: 2.8591, loss: 2.8591 2020-06-12 17:33:38,270 - mmaction - INFO - Epoch [15][200/769] lr: 2.000e-02, eta: 4:53:49, time: 0.635, data_time: 0.098, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6156, loss_cls: 2.8400, loss: 2.8400 2020-06-12 17:33:48,158 - mmaction - INFO - Epoch [15][220/769] lr: 2.000e-02, eta: 4:53:29, time: 0.495, data_time: 0.029, memory: 10970, top1_acc: 0.3094, top5_acc: 0.5875, loss_cls: 2.9268, loss: 2.9268 2020-06-12 17:34:00,293 - mmaction - INFO - Epoch [15][240/769] lr: 2.000e-02, eta: 4:53:14, time: 0.606, data_time: 0.013, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5719, loss_cls: 2.9896, loss: 2.9896 2020-06-12 17:34:10,976 - mmaction - INFO - Epoch [15][260/769] lr: 2.000e-02, eta: 4:52:56, time: 0.534, data_time: 0.005, memory: 10970, top1_acc: 0.3094, top5_acc: 0.5781, loss_cls: 2.8821, loss: 2.8821 2020-06-12 17:34:22,057 - mmaction - INFO - Epoch [15][280/769] lr: 2.000e-02, eta: 4:52:39, time: 0.555, data_time: 0.003, memory: 10970, top1_acc: 0.3094, top5_acc: 0.6281, loss_cls: 2.8463, loss: 2.8463 2020-06-12 17:34:33,702 - mmaction - INFO - Epoch [15][300/769] lr: 2.000e-02, eta: 4:52:23, time: 0.581, data_time: 0.002, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5969, loss_cls: 2.8789, loss: 2.8789 2020-06-12 17:34:44,054 - mmaction - INFO - Epoch [15][320/769] lr: 2.000e-02, eta: 4:52:05, time: 0.519, data_time: 0.006, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5875, loss_cls: 3.1159, loss: 3.1159 2020-06-12 17:34:55,436 - mmaction - INFO - Epoch [15][340/769] lr: 2.000e-02, eta: 4:51:48, time: 0.569, data_time: 0.001, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6188, loss_cls: 2.8191, loss: 2.8191 2020-06-12 17:35:06,166 - mmaction - INFO - Epoch [15][360/769] lr: 2.000e-02, eta: 4:51:30, time: 0.537, data_time: 0.003, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6094, loss_cls: 2.9025, loss: 2.9025 2020-06-12 17:35:17,998 - mmaction - INFO - Epoch [15][380/769] lr: 2.000e-02, eta: 4:51:15, time: 0.589, data_time: 0.003, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5687, loss_cls: 3.0272, loss: 3.0272 2020-06-12 17:35:28,980 - mmaction - INFO - Epoch [15][400/769] lr: 2.000e-02, eta: 4:50:58, time: 0.550, data_time: 0.004, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5844, loss_cls: 2.9753, loss: 2.9753 2020-06-12 17:35:40,401 - mmaction - INFO - Epoch [15][420/769] lr: 2.000e-02, eta: 4:50:42, time: 0.570, data_time: 0.005, memory: 10970, top1_acc: 0.3000, top5_acc: 0.5813, loss_cls: 2.9850, loss: 2.9850 2020-06-12 17:35:51,421 - mmaction - INFO - Epoch [15][440/769] lr: 2.000e-02, eta: 4:50:25, time: 0.553, data_time: 0.008, memory: 10970, top1_acc: 0.3031, top5_acc: 0.5906, loss_cls: 2.9720, loss: 2.9720 2020-06-12 17:36:03,899 - mmaction - INFO - Epoch [15][460/769] lr: 2.000e-02, eta: 4:50:11, time: 0.622, data_time: 0.024, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6094, loss_cls: 2.8537, loss: 2.8537 2020-06-12 17:36:16,153 - mmaction - INFO - Epoch [15][480/769] lr: 2.000e-02, eta: 4:49:57, time: 0.614, data_time: 0.024, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5938, loss_cls: 2.9798, loss: 2.9798 2020-06-12 17:36:26,759 - mmaction - INFO - Epoch [15][500/769] lr: 2.000e-02, eta: 4:49:39, time: 0.530, data_time: 0.027, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5875, loss_cls: 3.0508, loss: 3.0508 2020-06-12 17:36:38,053 - mmaction - INFO - Epoch [15][520/769] lr: 2.000e-02, eta: 4:49:23, time: 0.565, data_time: 0.009, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6219, loss_cls: 2.9175, loss: 2.9175 2020-06-12 17:36:48,827 - mmaction - INFO - Epoch [15][540/769] lr: 2.000e-02, eta: 4:49:05, time: 0.538, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5687, loss_cls: 3.1643, loss: 3.1643 2020-06-12 17:37:00,619 - mmaction - INFO - Epoch [15][560/769] lr: 2.000e-02, eta: 4:48:50, time: 0.589, data_time: 0.042, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5656, loss_cls: 3.0331, loss: 3.0331 2020-06-12 17:37:11,648 - mmaction - INFO - Epoch [15][580/769] lr: 2.000e-02, eta: 4:48:33, time: 0.553, data_time: 0.131, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5781, loss_cls: 3.0649, loss: 3.0649 2020-06-12 17:37:23,795 - mmaction - INFO - Epoch [15][600/769] lr: 2.000e-02, eta: 4:48:19, time: 0.606, data_time: 0.055, memory: 10970, top1_acc: 0.2938, top5_acc: 0.5844, loss_cls: 3.0502, loss: 3.0502 2020-06-12 17:37:35,939 - mmaction - INFO - Epoch [15][620/769] lr: 2.000e-02, eta: 4:48:04, time: 0.609, data_time: 0.051, memory: 10970, top1_acc: 0.2969, top5_acc: 0.5875, loss_cls: 2.9972, loss: 2.9972 2020-06-12 17:37:45,939 - mmaction - INFO - Epoch [15][640/769] lr: 2.000e-02, eta: 4:47:45, time: 0.499, data_time: 0.001, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5719, loss_cls: 3.0853, loss: 3.0853 2020-06-12 17:37:56,659 - mmaction - INFO - Epoch [15][660/769] lr: 2.000e-02, eta: 4:47:27, time: 0.536, data_time: 0.048, memory: 10970, top1_acc: 0.2781, top5_acc: 0.6062, loss_cls: 2.9631, loss: 2.9631 2020-06-12 17:38:08,010 - mmaction - INFO - Epoch [15][680/769] lr: 2.000e-02, eta: 4:47:11, time: 0.567, data_time: 0.005, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5844, loss_cls: 2.9882, loss: 2.9882 2020-06-12 17:38:19,836 - mmaction - INFO - Epoch [15][700/769] lr: 2.000e-02, eta: 4:46:56, time: 0.592, data_time: 0.004, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6094, loss_cls: 2.8660, loss: 2.8660 2020-06-12 17:38:30,816 - mmaction - INFO - Epoch [15][720/769] lr: 2.000e-02, eta: 4:46:39, time: 0.551, data_time: 0.004, memory: 10970, top1_acc: 0.3031, top5_acc: 0.5875, loss_cls: 2.8840, loss: 2.8840 2020-06-12 17:38:42,591 - mmaction - INFO - Epoch [15][740/769] lr: 2.000e-02, eta: 4:46:24, time: 0.588, data_time: 0.050, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5656, loss_cls: 2.9694, loss: 2.9694 2020-06-12 17:38:54,410 - mmaction - INFO - Epoch [15][760/769] lr: 2.000e-02, eta: 4:46:09, time: 0.590, data_time: 0.011, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5813, loss_cls: 2.9822, loss: 2.9822 2020-06-12 17:39:01,137 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-06-12 17:40:01,800 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 17:40:02,079 - mmaction - INFO - top1_acc 0.1298 top5_acc 0.3563 2020-06-12 17:40:02,079 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 17:40:02,110 - mmaction - INFO - mean_acc 0.1121 2020-06-12 17:40:02,115 - mmaction - INFO - Epoch [15][769/769] lr: 2.000e-02, top1_acc: 0.1298, top5_acc: 0.3563, mean_class_accuracy: 0.1121 2020-06-12 17:40:20,845 - mmaction - INFO - Epoch [16][20/769] lr: 2.000e-02, eta: 4:45:51, time: 0.933, data_time: 0.380, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6156, loss_cls: 2.9010, loss: 2.9010 2020-06-12 17:40:33,461 - mmaction - INFO - Epoch [16][40/769] lr: 2.000e-02, eta: 4:45:38, time: 0.631, data_time: 0.004, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6406, loss_cls: 2.8082, loss: 2.8082 2020-06-12 17:40:44,297 - mmaction - INFO - Epoch [16][60/769] lr: 2.000e-02, eta: 4:45:21, time: 0.542, data_time: 0.005, memory: 10970, top1_acc: 0.3125, top5_acc: 0.6250, loss_cls: 2.7657, loss: 2.7657 2020-06-12 17:40:55,037 - mmaction - INFO - Epoch [16][80/769] lr: 2.000e-02, eta: 4:45:04, time: 0.539, data_time: 0.004, memory: 10970, top1_acc: 0.2969, top5_acc: 0.5875, loss_cls: 3.0414, loss: 3.0414 2020-06-12 17:41:08,200 - mmaction - INFO - Epoch [16][100/769] lr: 2.000e-02, eta: 4:44:52, time: 0.658, data_time: 0.003, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6000, loss_cls: 2.9842, loss: 2.9842 2020-06-12 17:41:17,781 - mmaction - INFO - Epoch [16][120/769] lr: 2.000e-02, eta: 4:44:32, time: 0.478, data_time: 0.003, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5906, loss_cls: 3.0300, loss: 3.0300 2020-06-12 17:41:29,539 - mmaction - INFO - Epoch [16][140/769] lr: 2.000e-02, eta: 4:44:17, time: 0.586, data_time: 0.002, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6125, loss_cls: 2.7397, loss: 2.7397 2020-06-12 17:41:40,293 - mmaction - INFO - Epoch [16][160/769] lr: 2.000e-02, eta: 4:43:59, time: 0.538, data_time: 0.005, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5938, loss_cls: 2.8583, loss: 2.8583 2020-06-12 17:41:51,462 - mmaction - INFO - Epoch [16][180/769] lr: 2.000e-02, eta: 4:43:43, time: 0.560, data_time: 0.005, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5750, loss_cls: 2.9969, loss: 2.9969 2020-06-12 17:42:02,121 - mmaction - INFO - Epoch [16][200/769] lr: 2.000e-02, eta: 4:43:26, time: 0.534, data_time: 0.004, memory: 10970, top1_acc: 0.2812, top5_acc: 0.5938, loss_cls: 3.0019, loss: 3.0019 2020-06-12 17:42:13,810 - mmaction - INFO - Epoch [16][220/769] lr: 2.000e-02, eta: 4:43:11, time: 0.584, data_time: 0.003, memory: 10970, top1_acc: 0.3625, top5_acc: 0.6625, loss_cls: 2.7454, loss: 2.7454 2020-06-12 17:42:24,819 - mmaction - INFO - Epoch [16][240/769] lr: 2.000e-02, eta: 4:42:54, time: 0.551, data_time: 0.003, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6000, loss_cls: 2.8924, loss: 2.8924 2020-06-12 17:42:36,164 - mmaction - INFO - Epoch [16][260/769] lr: 2.000e-02, eta: 4:42:38, time: 0.567, data_time: 0.004, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6469, loss_cls: 2.7677, loss: 2.7677 2020-06-12 17:42:46,656 - mmaction - INFO - Epoch [16][280/769] lr: 2.000e-02, eta: 4:42:20, time: 0.524, data_time: 0.005, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6250, loss_cls: 2.6823, loss: 2.6823 2020-06-12 17:42:58,822 - mmaction - INFO - Epoch [16][300/769] lr: 2.000e-02, eta: 4:42:06, time: 0.609, data_time: 0.003, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5906, loss_cls: 2.9334, loss: 2.9334 2020-06-12 17:43:09,628 - mmaction - INFO - Epoch [16][320/769] lr: 2.000e-02, eta: 4:41:49, time: 0.539, data_time: 0.004, memory: 10970, top1_acc: 0.3031, top5_acc: 0.5844, loss_cls: 3.0655, loss: 3.0655 2020-06-12 17:43:20,693 - mmaction - INFO - Epoch [16][340/769] lr: 2.000e-02, eta: 4:41:33, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.3063, top5_acc: 0.5906, loss_cls: 2.9396, loss: 2.9396 2020-06-12 17:43:31,653 - mmaction - INFO - Epoch [16][360/769] lr: 2.000e-02, eta: 4:41:16, time: 0.549, data_time: 0.004, memory: 10970, top1_acc: 0.2594, top5_acc: 0.5594, loss_cls: 2.9819, loss: 2.9819 2020-06-12 17:43:44,245 - mmaction - INFO - Epoch [16][380/769] lr: 2.000e-02, eta: 4:41:03, time: 0.630, data_time: 0.004, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6500, loss_cls: 2.7869, loss: 2.7869 2020-06-12 17:43:55,032 - mmaction - INFO - Epoch [16][400/769] lr: 2.000e-02, eta: 4:40:46, time: 0.538, data_time: 0.003, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6031, loss_cls: 2.8660, loss: 2.8660 2020-06-12 17:44:05,637 - mmaction - INFO - Epoch [16][420/769] lr: 2.000e-02, eta: 4:40:29, time: 0.531, data_time: 0.004, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5719, loss_cls: 3.0398, loss: 3.0398 2020-06-12 17:44:17,412 - mmaction - INFO - Epoch [16][440/769] lr: 2.000e-02, eta: 4:40:14, time: 0.589, data_time: 0.002, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6156, loss_cls: 2.8288, loss: 2.8288 2020-06-12 17:44:28,818 - mmaction - INFO - Epoch [16][460/769] lr: 2.000e-02, eta: 4:39:59, time: 0.571, data_time: 0.006, memory: 10970, top1_acc: 0.3438, top5_acc: 0.6312, loss_cls: 2.7939, loss: 2.7939 2020-06-12 17:44:39,867 - mmaction - INFO - Epoch [16][480/769] lr: 2.000e-02, eta: 4:39:42, time: 0.552, data_time: 0.034, memory: 10970, top1_acc: 0.3094, top5_acc: 0.5781, loss_cls: 2.9991, loss: 2.9991 2020-06-12 17:44:51,444 - mmaction - INFO - Epoch [16][500/769] lr: 2.000e-02, eta: 4:39:27, time: 0.580, data_time: 0.043, memory: 10970, top1_acc: 0.3094, top5_acc: 0.6000, loss_cls: 2.9040, loss: 2.9040 2020-06-12 17:45:02,549 - mmaction - INFO - Epoch [16][520/769] lr: 2.000e-02, eta: 4:39:11, time: 0.555, data_time: 0.004, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5875, loss_cls: 3.0298, loss: 3.0298 2020-06-12 17:45:13,891 - mmaction - INFO - Epoch [16][540/769] lr: 2.000e-02, eta: 4:38:55, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5750, loss_cls: 3.1245, loss: 3.1245 2020-06-12 17:45:26,084 - mmaction - INFO - Epoch [16][560/769] lr: 2.000e-02, eta: 4:38:42, time: 0.609, data_time: 0.001, memory: 10970, top1_acc: 0.3031, top5_acc: 0.5844, loss_cls: 2.9474, loss: 2.9474 2020-06-12 17:45:36,335 - mmaction - INFO - Epoch [16][580/769] lr: 2.000e-02, eta: 4:38:24, time: 0.513, data_time: 0.002, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6531, loss_cls: 2.6538, loss: 2.6538 2020-06-12 17:45:48,440 - mmaction - INFO - Epoch [16][600/769] lr: 2.000e-02, eta: 4:38:10, time: 0.603, data_time: 0.001, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5938, loss_cls: 2.8176, loss: 2.8176 2020-06-12 17:45:59,935 - mmaction - INFO - Epoch [16][620/769] lr: 2.000e-02, eta: 4:37:54, time: 0.577, data_time: 0.005, memory: 10970, top1_acc: 0.2687, top5_acc: 0.5781, loss_cls: 3.1208, loss: 3.1208 2020-06-12 17:46:10,724 - mmaction - INFO - Epoch [16][640/769] lr: 2.000e-02, eta: 4:37:38, time: 0.538, data_time: 0.002, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6000, loss_cls: 2.8635, loss: 2.8635 2020-06-12 17:46:22,170 - mmaction - INFO - Epoch [16][660/769] lr: 2.000e-02, eta: 4:37:22, time: 0.573, data_time: 0.003, memory: 10970, top1_acc: 0.2938, top5_acc: 0.5531, loss_cls: 3.0260, loss: 3.0260 2020-06-12 17:46:32,887 - mmaction - INFO - Epoch [16][680/769] lr: 2.000e-02, eta: 4:37:05, time: 0.535, data_time: 0.004, memory: 10970, top1_acc: 0.2719, top5_acc: 0.6250, loss_cls: 2.9139, loss: 2.9139 2020-06-12 17:46:44,933 - mmaction - INFO - Epoch [16][700/769] lr: 2.000e-02, eta: 4:36:51, time: 0.602, data_time: 0.003, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5594, loss_cls: 3.0512, loss: 3.0512 2020-06-12 17:46:54,822 - mmaction - INFO - Epoch [16][720/769] lr: 2.000e-02, eta: 4:36:33, time: 0.496, data_time: 0.008, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6375, loss_cls: 2.7557, loss: 2.7557 2020-06-12 17:47:06,077 - mmaction - INFO - Epoch [16][740/769] lr: 2.000e-02, eta: 4:36:17, time: 0.560, data_time: 0.001, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6125, loss_cls: 2.8274, loss: 2.8274 2020-06-12 17:47:18,125 - mmaction - INFO - Epoch [16][760/769] lr: 2.000e-02, eta: 4:36:03, time: 0.604, data_time: 0.004, memory: 10970, top1_acc: 0.2844, top5_acc: 0.5687, loss_cls: 3.0502, loss: 3.0502 2020-06-12 17:47:50,092 - mmaction - INFO - Epoch [17][20/769] lr: 2.000e-02, eta: 4:36:06, time: 1.425, data_time: 0.819, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6094, loss_cls: 2.8070, loss: 2.8070 2020-06-12 17:48:01,453 - mmaction - INFO - Epoch [17][40/769] lr: 2.000e-02, eta: 4:35:51, time: 0.570, data_time: 0.006, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6125, loss_cls: 2.8442, loss: 2.8442 2020-06-12 17:48:12,571 - mmaction - INFO - Epoch [17][60/769] lr: 2.000e-02, eta: 4:35:35, time: 0.555, data_time: 0.003, memory: 10970, top1_acc: 0.3125, top5_acc: 0.6469, loss_cls: 2.7540, loss: 2.7540 2020-06-12 17:48:23,450 - mmaction - INFO - Epoch [17][80/769] lr: 2.000e-02, eta: 4:35:18, time: 0.545, data_time: 0.004, memory: 10970, top1_acc: 0.3094, top5_acc: 0.5875, loss_cls: 2.8445, loss: 2.8445 2020-06-12 17:48:34,965 - mmaction - INFO - Epoch [17][100/769] lr: 2.000e-02, eta: 4:35:03, time: 0.576, data_time: 0.004, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5594, loss_cls: 3.0637, loss: 3.0637 2020-06-12 17:48:45,061 - mmaction - INFO - Epoch [17][120/769] lr: 2.000e-02, eta: 4:34:45, time: 0.505, data_time: 0.003, memory: 10970, top1_acc: 0.2625, top5_acc: 0.6375, loss_cls: 2.8101, loss: 2.8101 2020-06-12 17:48:57,013 - mmaction - INFO - Epoch [17][140/769] lr: 2.000e-02, eta: 4:34:31, time: 0.597, data_time: 0.002, memory: 10970, top1_acc: 0.3094, top5_acc: 0.6281, loss_cls: 2.7494, loss: 2.7494 2020-06-12 17:49:07,706 - mmaction - INFO - Epoch [17][160/769] lr: 2.000e-02, eta: 4:34:14, time: 0.534, data_time: 0.002, memory: 10970, top1_acc: 0.2938, top5_acc: 0.5938, loss_cls: 2.8832, loss: 2.8832 2020-06-12 17:49:19,632 - mmaction - INFO - Epoch [17][180/769] lr: 2.000e-02, eta: 4:34:00, time: 0.596, data_time: 0.006, memory: 10970, top1_acc: 0.3375, top5_acc: 0.5781, loss_cls: 2.8059, loss: 2.8059 2020-06-12 17:49:30,763 - mmaction - INFO - Epoch [17][200/769] lr: 2.000e-02, eta: 4:33:44, time: 0.558, data_time: 0.004, memory: 10970, top1_acc: 0.3594, top5_acc: 0.6062, loss_cls: 2.7394, loss: 2.7394 2020-06-12 17:49:41,718 - mmaction - INFO - Epoch [17][220/769] lr: 2.000e-02, eta: 4:33:28, time: 0.548, data_time: 0.005, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6625, loss_cls: 2.7426, loss: 2.7426 2020-06-12 17:49:53,309 - mmaction - INFO - Epoch [17][240/769] lr: 2.000e-02, eta: 4:33:13, time: 0.579, data_time: 0.002, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6375, loss_cls: 2.8234, loss: 2.8234 2020-06-12 17:50:04,784 - mmaction - INFO - Epoch [17][260/769] lr: 2.000e-02, eta: 4:32:58, time: 0.575, data_time: 0.006, memory: 10970, top1_acc: 0.3312, top5_acc: 0.5781, loss_cls: 2.9310, loss: 2.9310 2020-06-12 17:50:15,536 - mmaction - INFO - Epoch [17][280/769] lr: 2.000e-02, eta: 4:32:41, time: 0.537, data_time: 0.003, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6125, loss_cls: 2.7424, loss: 2.7424 2020-06-12 17:50:26,984 - mmaction - INFO - Epoch [17][300/769] lr: 2.000e-02, eta: 4:32:26, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6031, loss_cls: 2.8719, loss: 2.8719 2020-06-12 17:50:38,228 - mmaction - INFO - Epoch [17][320/769] lr: 2.000e-02, eta: 4:32:11, time: 0.563, data_time: 0.004, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6188, loss_cls: 2.7097, loss: 2.7097 2020-06-12 17:50:49,122 - mmaction - INFO - Epoch [17][340/769] lr: 2.000e-02, eta: 4:31:55, time: 0.544, data_time: 0.006, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6188, loss_cls: 2.7594, loss: 2.7594 2020-06-12 17:51:00,620 - mmaction - INFO - Epoch [17][360/769] lr: 2.000e-02, eta: 4:31:40, time: 0.575, data_time: 0.003, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6156, loss_cls: 2.8469, loss: 2.8469 2020-06-12 17:51:10,874 - mmaction - INFO - Epoch [17][380/769] lr: 2.000e-02, eta: 4:31:22, time: 0.512, data_time: 0.004, memory: 10970, top1_acc: 0.2719, top5_acc: 0.5625, loss_cls: 3.0040, loss: 3.0040 2020-06-12 17:51:22,881 - mmaction - INFO - Epoch [17][400/769] lr: 2.000e-02, eta: 4:31:08, time: 0.598, data_time: 0.005, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6094, loss_cls: 2.8576, loss: 2.8576 2020-06-12 17:51:33,298 - mmaction - INFO - Epoch [17][420/769] lr: 2.000e-02, eta: 4:30:51, time: 0.523, data_time: 0.006, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5781, loss_cls: 2.9861, loss: 2.9861 2020-06-12 17:51:44,185 - mmaction - INFO - Epoch [17][440/769] lr: 2.000e-02, eta: 4:30:35, time: 0.544, data_time: 0.003, memory: 10970, top1_acc: 0.3312, top5_acc: 0.5938, loss_cls: 2.7650, loss: 2.7650 2020-06-12 17:51:55,731 - mmaction - INFO - Epoch [17][460/769] lr: 2.000e-02, eta: 4:30:20, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6062, loss_cls: 2.9442, loss: 2.9442 2020-06-12 17:52:08,749 - mmaction - INFO - Epoch [17][480/769] lr: 2.000e-02, eta: 4:30:08, time: 0.652, data_time: 0.004, memory: 10970, top1_acc: 0.3094, top5_acc: 0.6188, loss_cls: 2.7795, loss: 2.7795 2020-06-12 17:52:20,285 - mmaction - INFO - Epoch [17][500/769] lr: 2.000e-02, eta: 4:29:53, time: 0.578, data_time: 0.004, memory: 10970, top1_acc: 0.2906, top5_acc: 0.6094, loss_cls: 2.8610, loss: 2.8610 2020-06-12 17:52:32,230 - mmaction - INFO - Epoch [17][520/769] lr: 2.000e-02, eta: 4:29:39, time: 0.597, data_time: 0.001, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6219, loss_cls: 2.8058, loss: 2.8058 2020-06-12 17:52:44,017 - mmaction - INFO - Epoch [17][540/769] lr: 2.000e-02, eta: 4:29:25, time: 0.590, data_time: 0.002, memory: 10970, top1_acc: 0.2625, top5_acc: 0.5375, loss_cls: 3.0312, loss: 3.0312 2020-06-12 17:52:55,615 - mmaction - INFO - Epoch [17][560/769] lr: 2.000e-02, eta: 4:29:10, time: 0.580, data_time: 0.003, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6156, loss_cls: 2.9167, loss: 2.9167 2020-06-12 17:53:06,215 - mmaction - INFO - Epoch [17][580/769] lr: 2.000e-02, eta: 4:28:54, time: 0.530, data_time: 0.014, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6312, loss_cls: 2.7415, loss: 2.7415 2020-06-12 17:53:17,309 - mmaction - INFO - Epoch [17][600/769] lr: 2.000e-02, eta: 4:28:38, time: 0.554, data_time: 0.003, memory: 10970, top1_acc: 0.2500, top5_acc: 0.5938, loss_cls: 3.0216, loss: 3.0216 2020-06-12 17:53:27,507 - mmaction - INFO - Epoch [17][620/769] lr: 2.000e-02, eta: 4:28:21, time: 0.511, data_time: 0.003, memory: 10970, top1_acc: 0.3469, top5_acc: 0.6062, loss_cls: 2.7615, loss: 2.7615 2020-06-12 17:53:41,981 - mmaction - INFO - Epoch [17][640/769] lr: 2.000e-02, eta: 4:28:12, time: 0.722, data_time: 0.003, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6000, loss_cls: 2.8776, loss: 2.8776 2020-06-12 17:53:52,908 - mmaction - INFO - Epoch [17][660/769] lr: 2.000e-02, eta: 4:27:56, time: 0.547, data_time: 0.004, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6375, loss_cls: 2.7320, loss: 2.7320 2020-06-12 17:54:05,562 - mmaction - INFO - Epoch [17][680/769] lr: 2.000e-02, eta: 4:27:43, time: 0.633, data_time: 0.003, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6188, loss_cls: 2.8258, loss: 2.8258 2020-06-12 17:54:17,410 - mmaction - INFO - Epoch [17][700/769] lr: 2.000e-02, eta: 4:27:29, time: 0.592, data_time: 0.002, memory: 10970, top1_acc: 0.3625, top5_acc: 0.6625, loss_cls: 2.5465, loss: 2.5465 2020-06-12 17:54:27,826 - mmaction - INFO - Epoch [17][720/769] lr: 2.000e-02, eta: 4:27:12, time: 0.521, data_time: 0.003, memory: 10970, top1_acc: 0.3063, top5_acc: 0.5969, loss_cls: 2.9140, loss: 2.9140 2020-06-12 17:54:38,899 - mmaction - INFO - Epoch [17][740/769] lr: 2.000e-02, eta: 4:26:57, time: 0.552, data_time: 0.002, memory: 10970, top1_acc: 0.3750, top5_acc: 0.6406, loss_cls: 2.6472, loss: 2.6472 2020-06-12 17:54:50,205 - mmaction - INFO - Epoch [17][760/769] lr: 2.000e-02, eta: 4:26:42, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6594, loss_cls: 2.7863, loss: 2.7863 2020-06-12 17:55:22,249 - mmaction - INFO - Epoch [18][20/769] lr: 2.000e-02, eta: 4:26:41, time: 1.385, data_time: 0.819, memory: 10970, top1_acc: 0.3500, top5_acc: 0.6687, loss_cls: 2.5716, loss: 2.5716 2020-06-12 17:55:35,751 - mmaction - INFO - Epoch [18][40/769] lr: 2.000e-02, eta: 4:26:31, time: 0.677, data_time: 0.005, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6562, loss_cls: 2.7333, loss: 2.7333 2020-06-12 17:55:46,137 - mmaction - INFO - Epoch [18][60/769] lr: 2.000e-02, eta: 4:26:14, time: 0.516, data_time: 0.003, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6531, loss_cls: 2.6765, loss: 2.6765 2020-06-12 17:55:58,903 - mmaction - INFO - Epoch [18][80/769] lr: 2.000e-02, eta: 4:26:01, time: 0.641, data_time: 0.005, memory: 10970, top1_acc: 0.3375, top5_acc: 0.6656, loss_cls: 2.6862, loss: 2.6862 2020-06-12 17:56:10,038 - mmaction - INFO - Epoch [18][100/769] lr: 2.000e-02, eta: 4:25:46, time: 0.557, data_time: 0.004, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6375, loss_cls: 2.7398, loss: 2.7398 2020-06-12 17:56:21,689 - mmaction - INFO - Epoch [18][120/769] lr: 2.000e-02, eta: 4:25:31, time: 0.583, data_time: 0.003, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5750, loss_cls: 2.9621, loss: 2.9621 2020-06-12 17:56:33,582 - mmaction - INFO - Epoch [18][140/769] lr: 2.000e-02, eta: 4:25:17, time: 0.594, data_time: 0.002, memory: 10970, top1_acc: 0.3125, top5_acc: 0.6250, loss_cls: 2.7776, loss: 2.7776 2020-06-12 17:56:43,976 - mmaction - INFO - Epoch [18][160/769] lr: 2.000e-02, eta: 4:25:01, time: 0.520, data_time: 0.003, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6438, loss_cls: 2.7476, loss: 2.7476 2020-06-12 17:56:55,263 - mmaction - INFO - Epoch [18][180/769] lr: 2.000e-02, eta: 4:24:44, time: 0.538, data_time: 0.003, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5687, loss_cls: 3.0301, loss: 3.0301 2020-06-12 17:57:05,870 - mmaction - INFO - Epoch [18][200/769] lr: 2.000e-02, eta: 4:24:29, time: 0.556, data_time: 0.032, memory: 10970, top1_acc: 0.3594, top5_acc: 0.6344, loss_cls: 2.7442, loss: 2.7442 2020-06-12 17:57:17,028 - mmaction - INFO - Epoch [18][220/769] lr: 2.000e-02, eta: 4:24:14, time: 0.559, data_time: 0.004, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6125, loss_cls: 2.7844, loss: 2.7844 2020-06-12 17:57:28,570 - mmaction - INFO - Epoch [18][240/769] lr: 2.000e-02, eta: 4:23:59, time: 0.576, data_time: 0.006, memory: 10970, top1_acc: 0.3250, top5_acc: 0.5875, loss_cls: 2.8606, loss: 2.8606 2020-06-12 17:57:38,541 - mmaction - INFO - Epoch [18][260/769] lr: 2.000e-02, eta: 4:23:42, time: 0.500, data_time: 0.003, memory: 10970, top1_acc: 0.3469, top5_acc: 0.6438, loss_cls: 2.6968, loss: 2.6968 2020-06-12 17:57:51,021 - mmaction - INFO - Epoch [18][280/769] lr: 2.000e-02, eta: 4:23:29, time: 0.624, data_time: 0.000, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6500, loss_cls: 2.7225, loss: 2.7225 2020-06-12 17:58:02,606 - mmaction - INFO - Epoch [18][300/769] lr: 2.000e-02, eta: 4:23:14, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.3344, top5_acc: 0.6594, loss_cls: 2.6845, loss: 2.6845 2020-06-12 17:58:13,760 - mmaction - INFO - Epoch [18][320/769] lr: 2.000e-02, eta: 4:22:59, time: 0.564, data_time: 0.009, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6125, loss_cls: 2.8666, loss: 2.8666 2020-06-12 17:58:24,883 - mmaction - INFO - Epoch [18][340/769] lr: 2.000e-02, eta: 4:22:44, time: 0.557, data_time: 0.003, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6156, loss_cls: 2.7634, loss: 2.7634 2020-06-12 17:58:36,092 - mmaction - INFO - Epoch [18][360/769] lr: 2.000e-02, eta: 4:22:28, time: 0.561, data_time: 0.003, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5906, loss_cls: 2.7929, loss: 2.7929 2020-06-12 17:58:47,007 - mmaction - INFO - Epoch [18][380/769] lr: 2.000e-02, eta: 4:22:13, time: 0.545, data_time: 0.002, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6188, loss_cls: 2.8995, loss: 2.8995 2020-06-12 17:58:58,263 - mmaction - INFO - Epoch [18][400/769] lr: 2.000e-02, eta: 4:21:58, time: 0.563, data_time: 0.002, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6031, loss_cls: 2.8422, loss: 2.8422 2020-06-12 17:59:09,603 - mmaction - INFO - Epoch [18][420/769] lr: 2.000e-02, eta: 4:21:43, time: 0.566, data_time: 0.002, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6156, loss_cls: 2.8249, loss: 2.8249 2020-06-12 17:59:20,522 - mmaction - INFO - Epoch [18][440/769] lr: 2.000e-02, eta: 4:21:27, time: 0.547, data_time: 0.003, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6344, loss_cls: 2.7180, loss: 2.7180 2020-06-12 17:59:32,155 - mmaction - INFO - Epoch [18][460/769] lr: 2.000e-02, eta: 4:21:13, time: 0.579, data_time: 0.001, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6438, loss_cls: 2.7483, loss: 2.7483 2020-06-12 17:59:42,918 - mmaction - INFO - Epoch [18][480/769] lr: 2.000e-02, eta: 4:20:57, time: 0.540, data_time: 0.004, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6188, loss_cls: 2.8721, loss: 2.8721 2020-06-12 17:59:54,350 - mmaction - INFO - Epoch [18][500/769] lr: 2.000e-02, eta: 4:20:42, time: 0.572, data_time: 0.005, memory: 10970, top1_acc: 0.3563, top5_acc: 0.6375, loss_cls: 2.7976, loss: 2.7976 2020-06-12 18:00:10,418 - mmaction - INFO - Epoch [18][520/769] lr: 2.000e-02, eta: 4:20:36, time: 0.800, data_time: 0.004, memory: 10970, top1_acc: 0.2906, top5_acc: 0.6062, loss_cls: 2.8326, loss: 2.8326 2020-06-12 18:00:19,544 - mmaction - INFO - Epoch [18][540/769] lr: 2.000e-02, eta: 4:20:17, time: 0.459, data_time: 0.017, memory: 10970, top1_acc: 0.3125, top5_acc: 0.6281, loss_cls: 2.7798, loss: 2.7798 2020-06-12 18:00:31,696 - mmaction - INFO - Epoch [18][560/769] lr: 2.000e-02, eta: 4:20:04, time: 0.604, data_time: 0.002, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6219, loss_cls: 2.8165, loss: 2.8165 2020-06-12 18:00:43,806 - mmaction - INFO - Epoch [18][580/769] lr: 2.000e-02, eta: 4:19:50, time: 0.608, data_time: 0.009, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6000, loss_cls: 2.9137, loss: 2.9137 2020-06-12 18:00:54,351 - mmaction - INFO - Epoch [18][600/769] lr: 2.000e-02, eta: 4:19:34, time: 0.526, data_time: 0.011, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6188, loss_cls: 2.8557, loss: 2.8557 2020-06-12 18:01:05,835 - mmaction - INFO - Epoch [18][620/769] lr: 2.000e-02, eta: 4:19:19, time: 0.576, data_time: 0.010, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6375, loss_cls: 2.7120, loss: 2.7120 2020-06-12 18:01:16,749 - mmaction - INFO - Epoch [18][640/769] lr: 2.000e-02, eta: 4:19:04, time: 0.546, data_time: 0.050, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5844, loss_cls: 2.8774, loss: 2.8774 2020-06-12 18:01:28,065 - mmaction - INFO - Epoch [18][660/769] lr: 2.000e-02, eta: 4:18:49, time: 0.567, data_time: 0.005, memory: 10970, top1_acc: 0.3469, top5_acc: 0.6406, loss_cls: 2.7512, loss: 2.7512 2020-06-12 18:01:40,219 - mmaction - INFO - Epoch [18][680/769] lr: 2.000e-02, eta: 4:18:36, time: 0.607, data_time: 0.001, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6375, loss_cls: 2.6904, loss: 2.6904 2020-06-12 18:01:50,730 - mmaction - INFO - Epoch [18][700/769] lr: 2.000e-02, eta: 4:18:20, time: 0.525, data_time: 0.003, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5875, loss_cls: 2.8060, loss: 2.8060 2020-06-12 18:02:01,623 - mmaction - INFO - Epoch [18][720/769] lr: 2.000e-02, eta: 4:18:04, time: 0.545, data_time: 0.005, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6094, loss_cls: 2.7257, loss: 2.7257 2020-06-12 18:02:12,972 - mmaction - INFO - Epoch [18][740/769] lr: 2.000e-02, eta: 4:17:49, time: 0.568, data_time: 0.003, memory: 10970, top1_acc: 0.3250, top5_acc: 0.6469, loss_cls: 2.6846, loss: 2.6846 2020-06-12 18:02:23,867 - mmaction - INFO - Epoch [18][760/769] lr: 2.000e-02, eta: 4:17:34, time: 0.544, data_time: 0.002, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5906, loss_cls: 3.0215, loss: 3.0215 2020-06-12 18:02:49,776 - mmaction - INFO - Epoch [19][20/769] lr: 2.000e-02, eta: 4:17:22, time: 1.087, data_time: 0.411, memory: 10970, top1_acc: 0.2875, top5_acc: 0.5969, loss_cls: 2.9195, loss: 2.9195 2020-06-12 18:03:02,607 - mmaction - INFO - Epoch [19][40/769] lr: 2.000e-02, eta: 4:17:10, time: 0.638, data_time: 0.005, memory: 10970, top1_acc: 0.2906, top5_acc: 0.5938, loss_cls: 2.9171, loss: 2.9171 2020-06-12 18:03:14,406 - mmaction - INFO - Epoch [19][60/769] lr: 2.000e-02, eta: 4:16:56, time: 0.593, data_time: 0.014, memory: 10970, top1_acc: 0.3563, top5_acc: 0.6656, loss_cls: 2.5926, loss: 2.5926 2020-06-12 18:03:26,127 - mmaction - INFO - Epoch [19][80/769] lr: 2.000e-02, eta: 4:16:42, time: 0.585, data_time: 0.003, memory: 10970, top1_acc: 0.2812, top5_acc: 0.6188, loss_cls: 2.9177, loss: 2.9177 2020-06-12 18:03:37,193 - mmaction - INFO - Epoch [19][100/769] lr: 2.000e-02, eta: 4:16:27, time: 0.555, data_time: 0.008, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6594, loss_cls: 2.7037, loss: 2.7037 2020-06-12 18:03:48,028 - mmaction - INFO - Epoch [19][120/769] lr: 2.000e-02, eta: 4:16:11, time: 0.542, data_time: 0.001, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6656, loss_cls: 2.6408, loss: 2.6408 2020-06-12 18:03:58,415 - mmaction - INFO - Epoch [19][140/769] lr: 2.000e-02, eta: 4:15:55, time: 0.519, data_time: 0.002, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6219, loss_cls: 2.6630, loss: 2.6630 2020-06-12 18:04:11,058 - mmaction - INFO - Epoch [19][160/769] lr: 2.000e-02, eta: 4:15:42, time: 0.632, data_time: 0.002, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6281, loss_cls: 2.7336, loss: 2.7336 2020-06-12 18:04:21,430 - mmaction - INFO - Epoch [19][180/769] lr: 2.000e-02, eta: 4:15:26, time: 0.519, data_time: 0.002, memory: 10970, top1_acc: 0.3250, top5_acc: 0.6188, loss_cls: 2.7267, loss: 2.7267 2020-06-12 18:04:33,163 - mmaction - INFO - Epoch [19][200/769] lr: 2.000e-02, eta: 4:15:12, time: 0.587, data_time: 0.003, memory: 10970, top1_acc: 0.3000, top5_acc: 0.5656, loss_cls: 3.0139, loss: 3.0139 2020-06-12 18:04:43,651 - mmaction - INFO - Epoch [19][220/769] lr: 2.000e-02, eta: 4:14:56, time: 0.524, data_time: 0.003, memory: 10970, top1_acc: 0.3375, top5_acc: 0.6188, loss_cls: 2.7557, loss: 2.7557 2020-06-12 18:04:54,889 - mmaction - INFO - Epoch [19][240/769] lr: 2.000e-02, eta: 4:14:41, time: 0.563, data_time: 0.003, memory: 10970, top1_acc: 0.3344, top5_acc: 0.6094, loss_cls: 2.8863, loss: 2.8863 2020-06-12 18:05:05,407 - mmaction - INFO - Epoch [19][260/769] lr: 2.000e-02, eta: 4:14:25, time: 0.524, data_time: 0.002, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6156, loss_cls: 2.8416, loss: 2.8416 2020-06-12 18:05:16,793 - mmaction - INFO - Epoch [19][280/769] lr: 2.000e-02, eta: 4:14:11, time: 0.571, data_time: 0.004, memory: 10970, top1_acc: 0.3344, top5_acc: 0.6438, loss_cls: 2.8155, loss: 2.8155 2020-06-12 18:05:28,026 - mmaction - INFO - Epoch [19][300/769] lr: 2.000e-02, eta: 4:13:56, time: 0.561, data_time: 0.001, memory: 10970, top1_acc: 0.3187, top5_acc: 0.6094, loss_cls: 2.7204, loss: 2.7204 2020-06-12 18:05:38,749 - mmaction - INFO - Epoch [19][320/769] lr: 2.000e-02, eta: 4:13:40, time: 0.535, data_time: 0.009, memory: 10970, top1_acc: 0.3094, top5_acc: 0.6375, loss_cls: 2.7172, loss: 2.7172 2020-06-12 18:05:50,588 - mmaction - INFO - Epoch [19][340/769] lr: 2.000e-02, eta: 4:13:26, time: 0.591, data_time: 0.003, memory: 10970, top1_acc: 0.3500, top5_acc: 0.6469, loss_cls: 2.6873, loss: 2.6873 2020-06-12 18:06:01,465 - mmaction - INFO - Epoch [19][360/769] lr: 2.000e-02, eta: 4:13:11, time: 0.545, data_time: 0.003, memory: 10970, top1_acc: 0.3250, top5_acc: 0.6188, loss_cls: 2.7958, loss: 2.7958 2020-06-12 18:06:12,931 - mmaction - INFO - Epoch [19][380/769] lr: 2.000e-02, eta: 4:12:57, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6469, loss_cls: 2.6209, loss: 2.6209 2020-06-12 18:06:24,390 - mmaction - INFO - Epoch [19][400/769] lr: 2.000e-02, eta: 4:12:42, time: 0.572, data_time: 0.005, memory: 10970, top1_acc: 0.3187, top5_acc: 0.6219, loss_cls: 2.8155, loss: 2.8155 2020-06-12 18:06:34,893 - mmaction - INFO - Epoch [19][420/769] lr: 2.000e-02, eta: 4:12:26, time: 0.525, data_time: 0.010, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6188, loss_cls: 2.7258, loss: 2.7258 2020-06-12 18:06:46,528 - mmaction - INFO - Epoch [19][440/769] lr: 2.000e-02, eta: 4:12:12, time: 0.582, data_time: 0.045, memory: 10970, top1_acc: 0.3719, top5_acc: 0.6312, loss_cls: 2.7261, loss: 2.7261 2020-06-12 18:06:58,562 - mmaction - INFO - Epoch [19][460/769] lr: 2.000e-02, eta: 4:11:59, time: 0.601, data_time: 0.003, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6281, loss_cls: 2.6841, loss: 2.6841 2020-06-12 18:07:09,211 - mmaction - INFO - Epoch [19][480/769] lr: 2.000e-02, eta: 4:11:43, time: 0.532, data_time: 0.006, memory: 10970, top1_acc: 0.3156, top5_acc: 0.6250, loss_cls: 2.7223, loss: 2.7223 2020-06-12 18:07:20,895 - mmaction - INFO - Epoch [19][500/769] lr: 2.000e-02, eta: 4:11:29, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6219, loss_cls: 2.8713, loss: 2.8713 2020-06-12 18:07:31,958 - mmaction - INFO - Epoch [19][520/769] lr: 2.000e-02, eta: 4:11:14, time: 0.554, data_time: 0.003, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6156, loss_cls: 2.6740, loss: 2.6740 2020-06-12 18:07:43,606 - mmaction - INFO - Epoch [19][540/769] lr: 2.000e-02, eta: 4:11:00, time: 0.581, data_time: 0.002, memory: 10970, top1_acc: 0.3187, top5_acc: 0.6531, loss_cls: 2.6982, loss: 2.6982 2020-06-12 18:07:54,535 - mmaction - INFO - Epoch [19][560/769] lr: 2.000e-02, eta: 4:10:45, time: 0.547, data_time: 0.004, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6594, loss_cls: 2.7111, loss: 2.7111 2020-06-12 18:08:06,107 - mmaction - INFO - Epoch [19][580/769] lr: 2.000e-02, eta: 4:10:31, time: 0.578, data_time: 0.002, memory: 10970, top1_acc: 0.3125, top5_acc: 0.5938, loss_cls: 2.9250, loss: 2.9250 2020-06-12 18:08:16,985 - mmaction - INFO - Epoch [19][600/769] lr: 2.000e-02, eta: 4:10:16, time: 0.543, data_time: 0.004, memory: 10970, top1_acc: 0.3344, top5_acc: 0.6375, loss_cls: 2.7665, loss: 2.7665 2020-06-12 18:08:28,254 - mmaction - INFO - Epoch [19][620/769] lr: 2.000e-02, eta: 4:10:01, time: 0.562, data_time: 0.006, memory: 10970, top1_acc: 0.2781, top5_acc: 0.6188, loss_cls: 2.7641, loss: 2.7641 2020-06-12 18:08:40,300 - mmaction - INFO - Epoch [19][640/769] lr: 2.000e-02, eta: 4:09:48, time: 0.604, data_time: 0.006, memory: 10970, top1_acc: 0.2625, top5_acc: 0.6062, loss_cls: 2.9330, loss: 2.9330 2020-06-12 18:08:50,745 - mmaction - INFO - Epoch [19][660/769] lr: 2.000e-02, eta: 4:09:32, time: 0.521, data_time: 0.002, memory: 10970, top1_acc: 0.2781, top5_acc: 0.5813, loss_cls: 2.8849, loss: 2.8849 2020-06-12 18:09:02,169 - mmaction - INFO - Epoch [19][680/769] lr: 2.000e-02, eta: 4:09:18, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.2562, top5_acc: 0.5875, loss_cls: 2.9566, loss: 2.9566 2020-06-12 18:09:12,991 - mmaction - INFO - Epoch [19][700/769] lr: 2.000e-02, eta: 4:09:03, time: 0.540, data_time: 0.005, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6844, loss_cls: 2.6104, loss: 2.6104 2020-06-12 18:09:23,668 - mmaction - INFO - Epoch [19][720/769] lr: 2.000e-02, eta: 4:08:47, time: 0.533, data_time: 0.004, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6656, loss_cls: 2.6250, loss: 2.6250 2020-06-12 18:09:35,062 - mmaction - INFO - Epoch [19][740/769] lr: 2.000e-02, eta: 4:08:33, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6188, loss_cls: 2.8465, loss: 2.8465 2020-06-12 18:09:45,889 - mmaction - INFO - Epoch [19][760/769] lr: 2.000e-02, eta: 4:08:18, time: 0.540, data_time: 0.002, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6375, loss_cls: 2.7573, loss: 2.7573 2020-06-12 18:10:09,770 - mmaction - INFO - Epoch [20][20/769] lr: 2.000e-02, eta: 4:08:03, time: 1.003, data_time: 0.447, memory: 10970, top1_acc: 0.2875, top5_acc: 0.6031, loss_cls: 2.9263, loss: 2.9263 2020-06-12 18:10:21,064 - mmaction - INFO - Epoch [20][40/769] lr: 2.000e-02, eta: 4:07:48, time: 0.566, data_time: 0.004, memory: 10970, top1_acc: 0.3187, top5_acc: 0.6094, loss_cls: 2.8330, loss: 2.8330 2020-06-12 18:10:32,951 - mmaction - INFO - Epoch [20][60/769] lr: 2.000e-02, eta: 4:07:35, time: 0.590, data_time: 0.003, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6719, loss_cls: 2.6605, loss: 2.6605 2020-06-12 18:10:44,186 - mmaction - INFO - Epoch [20][80/769] lr: 2.000e-02, eta: 4:07:20, time: 0.566, data_time: 0.008, memory: 10970, top1_acc: 0.4094, top5_acc: 0.7063, loss_cls: 2.4905, loss: 2.4905 2020-06-12 18:10:55,095 - mmaction - INFO - Epoch [20][100/769] lr: 2.000e-02, eta: 4:07:05, time: 0.546, data_time: 0.002, memory: 10970, top1_acc: 0.3875, top5_acc: 0.6281, loss_cls: 2.6578, loss: 2.6578 2020-06-12 18:11:06,162 - mmaction - INFO - Epoch [20][120/769] lr: 2.000e-02, eta: 4:06:50, time: 0.552, data_time: 0.001, memory: 10970, top1_acc: 0.3594, top5_acc: 0.6750, loss_cls: 2.6324, loss: 2.6324 2020-06-12 18:11:18,661 - mmaction - INFO - Epoch [20][140/769] lr: 2.000e-02, eta: 4:06:38, time: 0.625, data_time: 0.020, memory: 10970, top1_acc: 0.2906, top5_acc: 0.6281, loss_cls: 2.7502, loss: 2.7502 2020-06-12 18:11:28,674 - mmaction - INFO - Epoch [20][160/769] lr: 2.000e-02, eta: 4:06:21, time: 0.500, data_time: 0.001, memory: 10970, top1_acc: 0.3000, top5_acc: 0.6281, loss_cls: 2.8317, loss: 2.8317 2020-06-12 18:11:40,302 - mmaction - INFO - Epoch [20][180/769] lr: 2.000e-02, eta: 4:06:08, time: 0.581, data_time: 0.002, memory: 10970, top1_acc: 0.3375, top5_acc: 0.6656, loss_cls: 2.7231, loss: 2.7231 2020-06-12 18:11:51,249 - mmaction - INFO - Epoch [20][200/769] lr: 2.000e-02, eta: 4:05:53, time: 0.546, data_time: 0.002, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6406, loss_cls: 2.7095, loss: 2.7095 2020-06-12 18:12:02,784 - mmaction - INFO - Epoch [20][220/769] lr: 2.000e-02, eta: 4:05:39, time: 0.579, data_time: 0.004, memory: 10970, top1_acc: 0.2844, top5_acc: 0.6344, loss_cls: 2.7537, loss: 2.7537 2020-06-12 18:12:13,896 - mmaction - INFO - Epoch [20][240/769] lr: 2.000e-02, eta: 4:05:24, time: 0.555, data_time: 0.023, memory: 10970, top1_acc: 0.3219, top5_acc: 0.6562, loss_cls: 2.6768, loss: 2.6768 2020-06-12 18:12:25,320 - mmaction - INFO - Epoch [20][260/769] lr: 2.000e-02, eta: 4:05:10, time: 0.569, data_time: 0.004, memory: 10970, top1_acc: 0.3219, top5_acc: 0.5875, loss_cls: 2.7996, loss: 2.7996 2020-06-12 18:12:35,893 - mmaction - INFO - Epoch [20][280/769] lr: 2.000e-02, eta: 4:04:54, time: 0.529, data_time: 0.008, memory: 10970, top1_acc: 0.3781, top5_acc: 0.6969, loss_cls: 2.6577, loss: 2.6577 2020-06-12 18:12:48,215 - mmaction - INFO - Epoch [20][300/769] lr: 2.000e-02, eta: 4:04:42, time: 0.619, data_time: 0.004, memory: 10970, top1_acc: 0.3500, top5_acc: 0.6344, loss_cls: 2.7301, loss: 2.7301 2020-06-12 18:12:59,386 - mmaction - INFO - Epoch [20][320/769] lr: 2.000e-02, eta: 4:04:27, time: 0.556, data_time: 0.002, memory: 10970, top1_acc: 0.3750, top5_acc: 0.6687, loss_cls: 2.6133, loss: 2.6133 2020-06-12 18:13:10,385 - mmaction - INFO - Epoch [20][340/769] lr: 2.000e-02, eta: 4:04:12, time: 0.551, data_time: 0.006, memory: 10970, top1_acc: 0.3469, top5_acc: 0.6531, loss_cls: 2.6973, loss: 2.6973 2020-06-12 18:13:22,125 - mmaction - INFO - Epoch [20][360/769] lr: 2.000e-02, eta: 4:03:59, time: 0.588, data_time: 0.005, memory: 10970, top1_acc: 0.3438, top5_acc: 0.6062, loss_cls: 2.7575, loss: 2.7575 2020-06-12 18:13:33,280 - mmaction - INFO - Epoch [20][380/769] lr: 2.000e-02, eta: 4:03:44, time: 0.558, data_time: 0.005, memory: 10970, top1_acc: 0.2969, top5_acc: 0.6125, loss_cls: 2.8608, loss: 2.8608 2020-06-12 18:13:44,011 - mmaction - INFO - Epoch [20][400/769] lr: 2.000e-02, eta: 4:03:29, time: 0.532, data_time: 0.002, memory: 10970, top1_acc: 0.3781, top5_acc: 0.6656, loss_cls: 2.5564, loss: 2.5564 2020-06-12 18:13:55,782 - mmaction - INFO - Epoch [20][420/769] lr: 2.000e-02, eta: 4:03:15, time: 0.593, data_time: 0.018, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6031, loss_cls: 2.8747, loss: 2.8747 2020-06-12 18:14:06,958 - mmaction - INFO - Epoch [20][440/769] lr: 2.000e-02, eta: 4:03:01, time: 0.557, data_time: 0.027, memory: 10970, top1_acc: 0.3281, top5_acc: 0.6156, loss_cls: 2.7180, loss: 2.7180 2020-06-12 18:14:18,227 - mmaction - INFO - Epoch [20][460/769] lr: 2.000e-02, eta: 4:02:47, time: 0.564, data_time: 0.077, memory: 10970, top1_acc: 0.3063, top5_acc: 0.6281, loss_cls: 2.8019, loss: 2.8019 2020-06-12 18:14:29,372 - mmaction - INFO - Epoch [20][480/769] lr: 2.000e-02, eta: 4:02:32, time: 0.558, data_time: 0.124, memory: 10970, top1_acc: 0.3312, top5_acc: 0.6500, loss_cls: 2.6303, loss: 2.6303 2020-06-12 18:14:40,279 - mmaction - INFO - Epoch [20][500/769] lr: 2.000e-02, eta: 4:02:17, time: 0.543, data_time: 0.113, memory: 10970, top1_acc: 0.3531, top5_acc: 0.6594, loss_cls: 2.5553, loss: 2.5553 2020-06-12 18:14:52,105 - mmaction - INFO - Epoch [20][520/769] lr: 2.000e-02, eta: 4:02:04, time: 0.591, data_time: 0.073, memory: 10970, top1_acc: 0.3531, top5_acc: 0.6469, loss_cls: 2.6295, loss: 2.6295 2020-06-12 18:15:02,968 - mmaction - INFO - Epoch [20][540/769] lr: 2.000e-02, eta: 4:01:49, time: 0.543, data_time: 0.010, memory: 10970, top1_acc: 0.3125, top5_acc: 0.6000, loss_cls: 2.8015, loss: 2.8015 2020-06-12 18:15:13,477 - mmaction - INFO - Epoch [20][560/769] lr: 2.000e-02, eta: 4:01:34, time: 0.527, data_time: 0.004, memory: 10970, top1_acc: 0.2938, top5_acc: 0.6250, loss_cls: 2.7820, loss: 2.7820 2020-06-12 18:15:24,936 - mmaction - INFO - Epoch [20][580/769] lr: 2.000e-02, eta: 4:01:20, time: 0.574, data_time: 0.003, memory: 10970, top1_acc: 0.2750, top5_acc: 0.5969, loss_cls: 2.9487, loss: 2.9487 2020-06-12 18:15:36,643 - mmaction - INFO - Epoch [20][600/769] lr: 2.000e-02, eta: 4:01:06, time: 0.583, data_time: 0.002, memory: 10970, top1_acc: 0.3063, top5_acc: 0.5969, loss_cls: 2.9421, loss: 2.9421 2020-06-12 18:15:47,738 - mmaction - INFO - Epoch [20][620/769] lr: 2.000e-02, eta: 4:00:51, time: 0.554, data_time: 0.045, memory: 10970, top1_acc: 0.3187, top5_acc: 0.6594, loss_cls: 2.6615, loss: 2.6615 2020-06-12 18:15:59,038 - mmaction - INFO - Epoch [20][640/769] lr: 2.000e-02, eta: 4:00:37, time: 0.568, data_time: 0.005, memory: 10970, top1_acc: 0.3156, top5_acc: 0.5813, loss_cls: 2.8326, loss: 2.8326 2020-06-12 18:16:09,687 - mmaction - INFO - Epoch [20][660/769] lr: 2.000e-02, eta: 4:00:22, time: 0.531, data_time: 0.004, memory: 10970, top1_acc: 0.3031, top5_acc: 0.6219, loss_cls: 2.8167, loss: 2.8167 2020-06-12 18:16:21,269 - mmaction - INFO - Epoch [20][680/769] lr: 2.000e-02, eta: 4:00:08, time: 0.581, data_time: 0.004, memory: 10970, top1_acc: 0.3563, top5_acc: 0.6625, loss_cls: 2.7108, loss: 2.7108 2020-06-12 18:16:33,476 - mmaction - INFO - Epoch [20][700/769] lr: 2.000e-02, eta: 3:59:56, time: 0.609, data_time: 0.003, memory: 10970, top1_acc: 0.3406, top5_acc: 0.6500, loss_cls: 2.6729, loss: 2.6729 2020-06-12 18:16:43,376 - mmaction - INFO - Epoch [20][720/769] lr: 2.000e-02, eta: 3:59:39, time: 0.496, data_time: 0.004, memory: 10970, top1_acc: 0.3063, top5_acc: 0.5813, loss_cls: 2.8858, loss: 2.8858 2020-06-12 18:16:54,976 - mmaction - INFO - Epoch [20][740/769] lr: 2.000e-02, eta: 3:59:26, time: 0.580, data_time: 0.005, memory: 10970, top1_acc: 0.3219, top5_acc: 0.5875, loss_cls: 2.7085, loss: 2.7085 2020-06-12 18:17:06,565 - mmaction - INFO - Epoch [20][760/769] lr: 2.000e-02, eta: 3:59:12, time: 0.578, data_time: 0.007, memory: 10970, top1_acc: 0.3031, top5_acc: 0.5719, loss_cls: 3.0537, loss: 3.0537 2020-06-12 18:17:10,199 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-06-12 18:18:09,485 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 18:18:09,655 - mmaction - INFO - top1_acc 0.1317 top5_acc 0.3682 2020-06-12 18:18:09,656 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 18:18:09,688 - mmaction - INFO - mean_acc 0.1158 2020-06-12 18:18:09,692 - mmaction - INFO - Epoch [20][769/769] lr: 2.000e-02, top1_acc: 0.1317, top5_acc: 0.3682, mean_class_accuracy: 0.1158 2020-06-12 18:18:28,420 - mmaction - INFO - Epoch [21][20/769] lr: 2.000e-03, eta: 3:58:55, time: 0.934, data_time: 0.356, memory: 10970, top1_acc: 0.3750, top5_acc: 0.6813, loss_cls: 2.6756, loss: 2.6756 2020-06-12 18:18:39,840 - mmaction - INFO - Epoch [21][40/769] lr: 2.000e-03, eta: 3:58:41, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.3875, top5_acc: 0.6656, loss_cls: 2.4750, loss: 2.4750 2020-06-12 18:18:51,265 - mmaction - INFO - Epoch [21][60/769] lr: 2.000e-03, eta: 3:58:27, time: 0.572, data_time: 0.002, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7250, loss_cls: 2.3155, loss: 2.3155 2020-06-12 18:19:01,835 - mmaction - INFO - Epoch [21][80/769] lr: 2.000e-03, eta: 3:58:12, time: 0.527, data_time: 0.021, memory: 10970, top1_acc: 0.3875, top5_acc: 0.7031, loss_cls: 2.3378, loss: 2.3378 2020-06-12 18:19:14,355 - mmaction - INFO - Epoch [21][100/769] lr: 2.000e-03, eta: 3:57:59, time: 0.625, data_time: 0.033, memory: 10970, top1_acc: 0.3812, top5_acc: 0.6906, loss_cls: 2.4367, loss: 2.4367 2020-06-12 18:19:25,282 - mmaction - INFO - Epoch [21][120/769] lr: 2.000e-03, eta: 3:57:45, time: 0.545, data_time: 0.032, memory: 10970, top1_acc: 0.3625, top5_acc: 0.7156, loss_cls: 2.4463, loss: 2.4463 2020-06-12 18:19:36,706 - mmaction - INFO - Epoch [21][140/769] lr: 2.000e-03, eta: 3:57:31, time: 0.571, data_time: 0.029, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7031, loss_cls: 2.2346, loss: 2.2346 2020-06-12 18:19:47,160 - mmaction - INFO - Epoch [21][160/769] lr: 2.000e-03, eta: 3:57:15, time: 0.524, data_time: 0.008, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7656, loss_cls: 2.1723, loss: 2.1723 2020-06-12 18:19:58,539 - mmaction - INFO - Epoch [21][180/769] lr: 2.000e-03, eta: 3:57:01, time: 0.570, data_time: 0.091, memory: 10970, top1_acc: 0.4094, top5_acc: 0.7156, loss_cls: 2.1909, loss: 2.1909 2020-06-12 18:20:09,907 - mmaction - INFO - Epoch [21][200/769] lr: 2.000e-03, eta: 3:56:47, time: 0.568, data_time: 0.057, memory: 10970, top1_acc: 0.3906, top5_acc: 0.7000, loss_cls: 2.3629, loss: 2.3629 2020-06-12 18:20:21,183 - mmaction - INFO - Epoch [21][220/769] lr: 2.000e-03, eta: 3:56:33, time: 0.563, data_time: 0.064, memory: 10970, top1_acc: 0.4125, top5_acc: 0.6969, loss_cls: 2.2489, loss: 2.2489 2020-06-12 18:20:32,774 - mmaction - INFO - Epoch [21][240/769] lr: 2.000e-03, eta: 3:56:20, time: 0.579, data_time: 0.048, memory: 10970, top1_acc: 0.4188, top5_acc: 0.6937, loss_cls: 2.3059, loss: 2.3059 2020-06-12 18:20:44,069 - mmaction - INFO - Epoch [21][260/769] lr: 2.000e-03, eta: 3:56:06, time: 0.565, data_time: 0.124, memory: 10970, top1_acc: 0.3656, top5_acc: 0.7031, loss_cls: 2.4824, loss: 2.4824 2020-06-12 18:20:55,230 - mmaction - INFO - Epoch [21][280/769] lr: 2.000e-03, eta: 3:55:51, time: 0.558, data_time: 0.145, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7469, loss_cls: 2.2070, loss: 2.2070 2020-06-12 18:21:06,712 - mmaction - INFO - Epoch [21][300/769] lr: 2.000e-03, eta: 3:55:38, time: 0.574, data_time: 0.023, memory: 10970, top1_acc: 0.4062, top5_acc: 0.7188, loss_cls: 2.2135, loss: 2.2135 2020-06-12 18:21:17,995 - mmaction - INFO - Epoch [21][320/769] lr: 2.000e-03, eta: 3:55:24, time: 0.565, data_time: 0.004, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7781, loss_cls: 1.9954, loss: 1.9954 2020-06-12 18:21:29,085 - mmaction - INFO - Epoch [21][340/769] lr: 2.000e-03, eta: 3:55:09, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.4125, top5_acc: 0.7063, loss_cls: 2.3515, loss: 2.3515 2020-06-12 18:21:40,036 - mmaction - INFO - Epoch [21][360/769] lr: 2.000e-03, eta: 3:54:55, time: 0.548, data_time: 0.003, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7000, loss_cls: 2.1940, loss: 2.1940 2020-06-12 18:21:51,812 - mmaction - INFO - Epoch [21][380/769] lr: 2.000e-03, eta: 3:54:41, time: 0.590, data_time: 0.003, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7250, loss_cls: 2.1617, loss: 2.1617 2020-06-12 18:22:02,774 - mmaction - INFO - Epoch [21][400/769] lr: 2.000e-03, eta: 3:54:27, time: 0.548, data_time: 0.005, memory: 10970, top1_acc: 0.4062, top5_acc: 0.7375, loss_cls: 2.2074, loss: 2.2074 2020-06-12 18:22:13,550 - mmaction - INFO - Epoch [21][420/769] lr: 2.000e-03, eta: 3:54:12, time: 0.538, data_time: 0.003, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7219, loss_cls: 2.2713, loss: 2.2713 2020-06-12 18:22:24,492 - mmaction - INFO - Epoch [21][440/769] lr: 2.000e-03, eta: 3:53:58, time: 0.548, data_time: 0.031, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7531, loss_cls: 2.1550, loss: 2.1550 2020-06-12 18:22:35,699 - mmaction - INFO - Epoch [21][460/769] lr: 2.000e-03, eta: 3:53:43, time: 0.560, data_time: 0.003, memory: 10970, top1_acc: 0.4000, top5_acc: 0.6813, loss_cls: 2.3533, loss: 2.3533 2020-06-12 18:22:47,280 - mmaction - INFO - Epoch [21][480/769] lr: 2.000e-03, eta: 3:53:30, time: 0.578, data_time: 0.003, memory: 10970, top1_acc: 0.4094, top5_acc: 0.7156, loss_cls: 2.2947, loss: 2.2947 2020-06-12 18:22:57,855 - mmaction - INFO - Epoch [21][500/769] lr: 2.000e-03, eta: 3:53:15, time: 0.529, data_time: 0.004, memory: 10970, top1_acc: 0.4281, top5_acc: 0.6937, loss_cls: 2.3135, loss: 2.3135 2020-06-12 18:23:08,707 - mmaction - INFO - Epoch [21][520/769] lr: 2.000e-03, eta: 3:53:00, time: 0.542, data_time: 0.002, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.2576, loss: 2.2576 2020-06-12 18:23:20,843 - mmaction - INFO - Epoch [21][540/769] lr: 2.000e-03, eta: 3:52:47, time: 0.607, data_time: 0.112, memory: 10970, top1_acc: 0.3969, top5_acc: 0.6969, loss_cls: 2.3148, loss: 2.3148 2020-06-12 18:23:31,835 - mmaction - INFO - Epoch [21][560/769] lr: 2.000e-03, eta: 3:52:33, time: 0.550, data_time: 0.121, memory: 10970, top1_acc: 0.3969, top5_acc: 0.7312, loss_cls: 2.2820, loss: 2.2820 2020-06-12 18:23:43,596 - mmaction - INFO - Epoch [21][580/769] lr: 2.000e-03, eta: 3:52:20, time: 0.588, data_time: 0.143, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7562, loss_cls: 2.1587, loss: 2.1587 2020-06-12 18:23:54,388 - mmaction - INFO - Epoch [21][600/769] lr: 2.000e-03, eta: 3:52:05, time: 0.539, data_time: 0.095, memory: 10970, top1_acc: 0.4188, top5_acc: 0.7156, loss_cls: 2.2648, loss: 2.2648 2020-06-12 18:24:05,405 - mmaction - INFO - Epoch [21][620/769] lr: 2.000e-03, eta: 3:51:51, time: 0.553, data_time: 0.035, memory: 10970, top1_acc: 0.4125, top5_acc: 0.7125, loss_cls: 2.1892, loss: 2.1892 2020-06-12 18:24:15,722 - mmaction - INFO - Epoch [21][640/769] lr: 2.000e-03, eta: 3:51:35, time: 0.514, data_time: 0.045, memory: 10970, top1_acc: 0.4062, top5_acc: 0.7531, loss_cls: 2.0792, loss: 2.0792 2020-06-12 18:24:27,829 - mmaction - INFO - Epoch [21][660/769] lr: 2.000e-03, eta: 3:51:23, time: 0.608, data_time: 0.034, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7562, loss_cls: 2.2029, loss: 2.2029 2020-06-12 18:24:40,009 - mmaction - INFO - Epoch [21][680/769] lr: 2.000e-03, eta: 3:51:10, time: 0.605, data_time: 0.002, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.2496, loss: 2.2496 2020-06-12 18:24:50,723 - mmaction - INFO - Epoch [21][700/769] lr: 2.000e-03, eta: 3:50:55, time: 0.536, data_time: 0.007, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7000, loss_cls: 2.2746, loss: 2.2746 2020-06-12 18:25:01,784 - mmaction - INFO - Epoch [21][720/769] lr: 2.000e-03, eta: 3:50:41, time: 0.555, data_time: 0.005, memory: 10970, top1_acc: 0.3937, top5_acc: 0.7000, loss_cls: 2.3450, loss: 2.3450 2020-06-12 18:25:12,908 - mmaction - INFO - Epoch [21][740/769] lr: 2.000e-03, eta: 3:50:27, time: 0.556, data_time: 0.002, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7375, loss_cls: 2.2370, loss: 2.2370 2020-06-12 18:25:24,219 - mmaction - INFO - Epoch [21][760/769] lr: 2.000e-03, eta: 3:50:13, time: 0.564, data_time: 0.004, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7500, loss_cls: 2.1254, loss: 2.1254 2020-06-12 18:25:47,046 - mmaction - INFO - Epoch [22][20/769] lr: 2.000e-03, eta: 3:49:57, time: 0.971, data_time: 0.447, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7219, loss_cls: 2.1881, loss: 2.1881 2020-06-12 18:25:58,728 - mmaction - INFO - Epoch [22][40/769] lr: 2.000e-03, eta: 3:49:44, time: 0.585, data_time: 0.006, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7500, loss_cls: 2.1548, loss: 2.1548 2020-06-12 18:26:10,001 - mmaction - INFO - Epoch [22][60/769] lr: 2.000e-03, eta: 3:49:30, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7625, loss_cls: 2.1347, loss: 2.1347 2020-06-12 18:26:20,597 - mmaction - INFO - Epoch [22][80/769] lr: 2.000e-03, eta: 3:49:15, time: 0.531, data_time: 0.003, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7531, loss_cls: 2.1433, loss: 2.1433 2020-06-12 18:26:32,304 - mmaction - INFO - Epoch [22][100/769] lr: 2.000e-03, eta: 3:49:02, time: 0.585, data_time: 0.002, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7750, loss_cls: 2.0041, loss: 2.0041 2020-06-12 18:26:43,854 - mmaction - INFO - Epoch [22][120/769] lr: 2.000e-03, eta: 3:48:48, time: 0.579, data_time: 0.004, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7594, loss_cls: 2.1224, loss: 2.1224 2020-06-12 18:26:54,322 - mmaction - INFO - Epoch [22][140/769] lr: 2.000e-03, eta: 3:48:33, time: 0.521, data_time: 0.002, memory: 10970, top1_acc: 0.4031, top5_acc: 0.7250, loss_cls: 2.1918, loss: 2.1918 2020-06-12 18:27:06,088 - mmaction - INFO - Epoch [22][160/769] lr: 2.000e-03, eta: 3:48:20, time: 0.590, data_time: 0.004, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7500, loss_cls: 2.1780, loss: 2.1780 2020-06-12 18:27:16,815 - mmaction - INFO - Epoch [22][180/769] lr: 2.000e-03, eta: 3:48:05, time: 0.537, data_time: 0.006, memory: 10970, top1_acc: 0.3969, top5_acc: 0.7188, loss_cls: 2.2866, loss: 2.2866 2020-06-12 18:27:28,288 - mmaction - INFO - Epoch [22][200/769] lr: 2.000e-03, eta: 3:47:52, time: 0.572, data_time: 0.003, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7469, loss_cls: 2.1144, loss: 2.1144 2020-06-12 18:27:38,772 - mmaction - INFO - Epoch [22][220/769] lr: 2.000e-03, eta: 3:47:37, time: 0.526, data_time: 0.003, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7469, loss_cls: 2.0789, loss: 2.0789 2020-06-12 18:27:49,449 - mmaction - INFO - Epoch [22][240/769] lr: 2.000e-03, eta: 3:47:22, time: 0.534, data_time: 0.004, memory: 10970, top1_acc: 0.3844, top5_acc: 0.7625, loss_cls: 2.3313, loss: 2.3313 2020-06-12 18:28:01,268 - mmaction - INFO - Epoch [22][260/769] lr: 2.000e-03, eta: 3:47:09, time: 0.589, data_time: 0.033, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7531, loss_cls: 2.1174, loss: 2.1174 2020-06-12 18:28:13,384 - mmaction - INFO - Epoch [22][280/769] lr: 2.000e-03, eta: 3:46:56, time: 0.606, data_time: 0.003, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7500, loss_cls: 2.1300, loss: 2.1300 2020-06-12 18:28:24,147 - mmaction - INFO - Epoch [22][300/769] lr: 2.000e-03, eta: 3:46:42, time: 0.540, data_time: 0.007, memory: 10970, top1_acc: 0.3969, top5_acc: 0.7406, loss_cls: 2.1195, loss: 2.1195 2020-06-12 18:28:35,638 - mmaction - INFO - Epoch [22][320/769] lr: 2.000e-03, eta: 3:46:28, time: 0.574, data_time: 0.003, memory: 10970, top1_acc: 0.4062, top5_acc: 0.7594, loss_cls: 2.1427, loss: 2.1427 2020-06-12 18:28:46,724 - mmaction - INFO - Epoch [22][340/769] lr: 2.000e-03, eta: 3:46:14, time: 0.554, data_time: 0.003, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7094, loss_cls: 2.2902, loss: 2.2902 2020-06-12 18:28:57,840 - mmaction - INFO - Epoch [22][360/769] lr: 2.000e-03, eta: 3:46:00, time: 0.556, data_time: 0.002, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.2813, loss: 2.2813 2020-06-12 18:29:09,020 - mmaction - INFO - Epoch [22][380/769] lr: 2.000e-03, eta: 3:45:46, time: 0.559, data_time: 0.075, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7562, loss_cls: 2.1336, loss: 2.1336 2020-06-12 18:29:19,974 - mmaction - INFO - Epoch [22][400/769] lr: 2.000e-03, eta: 3:45:32, time: 0.548, data_time: 0.004, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7688, loss_cls: 2.0775, loss: 2.0775 2020-06-12 18:29:31,841 - mmaction - INFO - Epoch [22][420/769] lr: 2.000e-03, eta: 3:45:19, time: 0.592, data_time: 0.014, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7344, loss_cls: 2.1063, loss: 2.1063 2020-06-12 18:29:42,990 - mmaction - INFO - Epoch [22][440/769] lr: 2.000e-03, eta: 3:45:05, time: 0.557, data_time: 0.003, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7094, loss_cls: 2.2803, loss: 2.2803 2020-06-12 18:29:54,514 - mmaction - INFO - Epoch [22][460/769] lr: 2.000e-03, eta: 3:44:52, time: 0.576, data_time: 0.006, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7781, loss_cls: 2.0109, loss: 2.0109 2020-06-12 18:30:06,358 - mmaction - INFO - Epoch [22][480/769] lr: 2.000e-03, eta: 3:44:39, time: 0.593, data_time: 0.010, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7281, loss_cls: 2.2295, loss: 2.2295 2020-06-12 18:30:17,161 - mmaction - INFO - Epoch [22][500/769] lr: 2.000e-03, eta: 3:44:24, time: 0.539, data_time: 0.002, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7688, loss_cls: 2.0950, loss: 2.0950 2020-06-12 18:30:29,071 - mmaction - INFO - Epoch [22][520/769] lr: 2.000e-03, eta: 3:44:11, time: 0.596, data_time: 0.003, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7344, loss_cls: 2.1010, loss: 2.1010 2020-06-12 18:30:39,819 - mmaction - INFO - Epoch [22][540/769] lr: 2.000e-03, eta: 3:43:57, time: 0.539, data_time: 0.004, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7344, loss_cls: 2.1895, loss: 2.1895 2020-06-12 18:30:51,418 - mmaction - INFO - Epoch [22][560/769] lr: 2.000e-03, eta: 3:43:44, time: 0.580, data_time: 0.001, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7625, loss_cls: 1.9883, loss: 1.9883 2020-06-12 18:31:02,376 - mmaction - INFO - Epoch [22][580/769] lr: 2.000e-03, eta: 3:43:30, time: 0.548, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7562, loss_cls: 2.0432, loss: 2.0432 2020-06-12 18:31:12,815 - mmaction - INFO - Epoch [22][600/769] lr: 2.000e-03, eta: 3:43:15, time: 0.522, data_time: 0.026, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7594, loss_cls: 2.0999, loss: 2.0999 2020-06-12 18:31:24,428 - mmaction - INFO - Epoch [22][620/769] lr: 2.000e-03, eta: 3:43:01, time: 0.580, data_time: 0.032, memory: 10970, top1_acc: 0.3781, top5_acc: 0.7031, loss_cls: 2.2853, loss: 2.2853 2020-06-12 18:31:35,199 - mmaction - INFO - Epoch [22][640/769] lr: 2.000e-03, eta: 3:42:47, time: 0.537, data_time: 0.027, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1667, loss: 2.1667 2020-06-12 18:31:46,381 - mmaction - INFO - Epoch [22][660/769] lr: 2.000e-03, eta: 3:42:33, time: 0.561, data_time: 0.016, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7500, loss_cls: 2.1363, loss: 2.1363 2020-06-12 18:31:57,072 - mmaction - INFO - Epoch [22][680/769] lr: 2.000e-03, eta: 3:42:19, time: 0.532, data_time: 0.001, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7469, loss_cls: 2.0877, loss: 2.0877 2020-06-12 18:32:08,764 - mmaction - INFO - Epoch [22][700/769] lr: 2.000e-03, eta: 3:42:06, time: 0.586, data_time: 0.006, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7531, loss_cls: 2.0661, loss: 2.0661 2020-06-12 18:32:20,301 - mmaction - INFO - Epoch [22][720/769] lr: 2.000e-03, eta: 3:41:52, time: 0.576, data_time: 0.009, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7406, loss_cls: 2.2716, loss: 2.2716 2020-06-12 18:32:31,619 - mmaction - INFO - Epoch [22][740/769] lr: 2.000e-03, eta: 3:41:37, time: 0.509, data_time: 0.010, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7219, loss_cls: 2.2092, loss: 2.2092 2020-06-12 18:32:42,499 - mmaction - INFO - Epoch [22][760/769] lr: 2.000e-03, eta: 3:41:24, time: 0.600, data_time: 0.152, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7312, loss_cls: 2.1645, loss: 2.1645 2020-06-12 18:33:05,377 - mmaction - INFO - Epoch [23][20/769] lr: 2.000e-03, eta: 3:41:08, time: 0.974, data_time: 0.358, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 1.9438, loss: 1.9438 2020-06-12 18:33:16,724 - mmaction - INFO - Epoch [23][40/769] lr: 2.000e-03, eta: 3:40:55, time: 0.568, data_time: 0.003, memory: 10970, top1_acc: 0.4125, top5_acc: 0.7281, loss_cls: 2.1902, loss: 2.1902 2020-06-12 18:33:26,929 - mmaction - INFO - Epoch [23][60/769] lr: 2.000e-03, eta: 3:40:40, time: 0.508, data_time: 0.004, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7594, loss_cls: 1.9821, loss: 1.9821 2020-06-12 18:33:39,644 - mmaction - INFO - Epoch [23][80/769] lr: 2.000e-03, eta: 3:40:28, time: 0.638, data_time: 0.014, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7719, loss_cls: 2.0042, loss: 2.0042 2020-06-12 18:33:50,205 - mmaction - INFO - Epoch [23][100/769] lr: 2.000e-03, eta: 3:40:13, time: 0.527, data_time: 0.002, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7250, loss_cls: 2.2114, loss: 2.2114 2020-06-12 18:34:01,529 - mmaction - INFO - Epoch [23][120/769] lr: 2.000e-03, eta: 3:40:00, time: 0.566, data_time: 0.002, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7344, loss_cls: 2.0901, loss: 2.0901 2020-06-12 18:34:12,808 - mmaction - INFO - Epoch [23][140/769] lr: 2.000e-03, eta: 3:39:46, time: 0.562, data_time: 0.003, memory: 10970, top1_acc: 0.3937, top5_acc: 0.7406, loss_cls: 2.1750, loss: 2.1750 2020-06-12 18:34:24,678 - mmaction - INFO - Epoch [23][160/769] lr: 2.000e-03, eta: 3:39:33, time: 0.593, data_time: 0.007, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7500, loss_cls: 2.1801, loss: 2.1801 2020-06-12 18:34:35,661 - mmaction - INFO - Epoch [23][180/769] lr: 2.000e-03, eta: 3:39:19, time: 0.553, data_time: 0.039, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7656, loss_cls: 2.0393, loss: 2.0393 2020-06-12 18:34:46,442 - mmaction - INFO - Epoch [23][200/769] lr: 2.000e-03, eta: 3:39:05, time: 0.539, data_time: 0.007, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7906, loss_cls: 1.9609, loss: 1.9609 2020-06-12 18:34:58,078 - mmaction - INFO - Epoch [23][220/769] lr: 2.000e-03, eta: 3:38:52, time: 0.582, data_time: 0.004, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7094, loss_cls: 2.1691, loss: 2.1691 2020-06-12 18:35:09,678 - mmaction - INFO - Epoch [23][240/769] lr: 2.000e-03, eta: 3:38:39, time: 0.579, data_time: 0.002, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7063, loss_cls: 2.2087, loss: 2.2087 2020-06-12 18:35:20,172 - mmaction - INFO - Epoch [23][260/769] lr: 2.000e-03, eta: 3:38:24, time: 0.523, data_time: 0.001, memory: 10970, top1_acc: 0.4562, top5_acc: 0.8000, loss_cls: 2.0080, loss: 2.0080 2020-06-12 18:35:32,479 - mmaction - INFO - Epoch [23][280/769] lr: 2.000e-03, eta: 3:38:12, time: 0.616, data_time: 0.004, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7688, loss_cls: 2.0706, loss: 2.0706 2020-06-12 18:35:42,527 - mmaction - INFO - Epoch [23][300/769] lr: 2.000e-03, eta: 3:37:57, time: 0.502, data_time: 0.004, memory: 10970, top1_acc: 0.3937, top5_acc: 0.7250, loss_cls: 2.1642, loss: 2.1642 2020-06-12 18:35:54,090 - mmaction - INFO - Epoch [23][320/769] lr: 2.000e-03, eta: 3:37:43, time: 0.579, data_time: 0.003, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.0132, loss: 2.0132 2020-06-12 18:36:05,346 - mmaction - INFO - Epoch [23][340/769] lr: 2.000e-03, eta: 3:37:30, time: 0.561, data_time: 0.002, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7156, loss_cls: 2.1743, loss: 2.1743 2020-06-12 18:36:17,342 - mmaction - INFO - Epoch [23][360/769] lr: 2.000e-03, eta: 3:37:17, time: 0.602, data_time: 0.030, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7562, loss_cls: 2.0781, loss: 2.0781 2020-06-12 18:36:28,020 - mmaction - INFO - Epoch [23][380/769] lr: 2.000e-03, eta: 3:37:03, time: 0.534, data_time: 0.002, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7969, loss_cls: 1.8542, loss: 1.8542 2020-06-12 18:36:39,022 - mmaction - INFO - Epoch [23][400/769] lr: 2.000e-03, eta: 3:36:49, time: 0.550, data_time: 0.001, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7500, loss_cls: 2.1348, loss: 2.1348 2020-06-12 18:36:50,261 - mmaction - INFO - Epoch [23][420/769] lr: 2.000e-03, eta: 3:36:35, time: 0.559, data_time: 0.002, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7406, loss_cls: 2.2150, loss: 2.2150 2020-06-12 18:37:03,508 - mmaction - INFO - Epoch [23][440/769] lr: 2.000e-03, eta: 3:36:24, time: 0.647, data_time: 0.024, memory: 10970, top1_acc: 0.5125, top5_acc: 0.7719, loss_cls: 1.9009, loss: 1.9009 2020-06-12 18:37:14,693 - mmaction - INFO - Epoch [23][460/769] lr: 2.000e-03, eta: 3:36:10, time: 0.575, data_time: 0.032, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7750, loss_cls: 2.0240, loss: 2.0240 2020-06-12 18:37:25,812 - mmaction - INFO - Epoch [23][480/769] lr: 2.000e-03, eta: 3:35:57, time: 0.557, data_time: 0.006, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7750, loss_cls: 2.0545, loss: 2.0545 2020-06-12 18:37:37,116 - mmaction - INFO - Epoch [23][500/769] lr: 2.000e-03, eta: 3:35:43, time: 0.567, data_time: 0.032, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7844, loss_cls: 1.8982, loss: 1.8982 2020-06-12 18:37:48,798 - mmaction - INFO - Epoch [23][520/769] lr: 2.000e-03, eta: 3:35:30, time: 0.583, data_time: 0.007, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7562, loss_cls: 2.0829, loss: 2.0829 2020-06-12 18:37:59,705 - mmaction - INFO - Epoch [23][540/769] lr: 2.000e-03, eta: 3:35:16, time: 0.546, data_time: 0.003, memory: 10970, top1_acc: 0.4469, top5_acc: 0.8094, loss_cls: 1.9408, loss: 1.9408 2020-06-12 18:38:10,780 - mmaction - INFO - Epoch [23][560/769] lr: 2.000e-03, eta: 3:35:02, time: 0.553, data_time: 0.002, memory: 10970, top1_acc: 0.4094, top5_acc: 0.7594, loss_cls: 2.1092, loss: 2.1092 2020-06-12 18:38:22,096 - mmaction - INFO - Epoch [23][580/769] lr: 2.000e-03, eta: 3:34:49, time: 0.567, data_time: 0.007, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7594, loss_cls: 2.0475, loss: 2.0475 2020-06-12 18:38:32,941 - mmaction - INFO - Epoch [23][600/769] lr: 2.000e-03, eta: 3:34:35, time: 0.541, data_time: 0.007, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.0593, loss: 2.0593 2020-06-12 18:38:44,433 - mmaction - INFO - Epoch [23][620/769] lr: 2.000e-03, eta: 3:34:21, time: 0.576, data_time: 0.026, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7688, loss_cls: 2.0199, loss: 2.0199 2020-06-12 18:38:56,629 - mmaction - INFO - Epoch [23][640/769] lr: 2.000e-03, eta: 3:34:09, time: 0.609, data_time: 0.002, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7375, loss_cls: 2.0793, loss: 2.0793 2020-06-12 18:39:07,029 - mmaction - INFO - Epoch [23][660/769] lr: 2.000e-03, eta: 3:33:54, time: 0.521, data_time: 0.003, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7750, loss_cls: 1.9311, loss: 1.9311 2020-06-12 18:39:17,528 - mmaction - INFO - Epoch [23][680/769] lr: 2.000e-03, eta: 3:33:40, time: 0.524, data_time: 0.082, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7812, loss_cls: 1.8887, loss: 1.8887 2020-06-12 18:39:29,718 - mmaction - INFO - Epoch [23][700/769] lr: 2.000e-03, eta: 3:33:28, time: 0.611, data_time: 0.079, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7688, loss_cls: 2.0175, loss: 2.0175 2020-06-12 18:39:39,877 - mmaction - INFO - Epoch [23][720/769] lr: 2.000e-03, eta: 3:33:13, time: 0.507, data_time: 0.003, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7344, loss_cls: 2.0943, loss: 2.0943 2020-06-12 18:39:51,696 - mmaction - INFO - Epoch [23][740/769] lr: 2.000e-03, eta: 3:33:00, time: 0.590, data_time: 0.003, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7344, loss_cls: 2.1271, loss: 2.1271 2020-06-12 18:40:01,883 - mmaction - INFO - Epoch [23][760/769] lr: 2.000e-03, eta: 3:32:45, time: 0.509, data_time: 0.007, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7188, loss_cls: 2.2085, loss: 2.2085 2020-06-12 18:40:26,190 - mmaction - INFO - Epoch [24][20/769] lr: 2.000e-03, eta: 3:32:30, time: 1.008, data_time: 0.409, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7781, loss_cls: 1.9873, loss: 1.9873 2020-06-12 18:40:37,602 - mmaction - INFO - Epoch [24][40/769] lr: 2.000e-03, eta: 3:32:17, time: 0.569, data_time: 0.003, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7281, loss_cls: 2.1575, loss: 2.1575 2020-06-12 18:40:48,771 - mmaction - INFO - Epoch [24][60/769] lr: 2.000e-03, eta: 3:32:03, time: 0.553, data_time: 0.004, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7812, loss_cls: 1.9648, loss: 1.9648 2020-06-12 18:40:59,251 - mmaction - INFO - Epoch [24][80/769] lr: 2.000e-03, eta: 3:31:49, time: 0.531, data_time: 0.009, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7812, loss_cls: 1.9853, loss: 1.9853 2020-06-12 18:41:11,757 - mmaction - INFO - Epoch [24][100/769] lr: 2.000e-03, eta: 3:31:37, time: 0.623, data_time: 0.001, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7625, loss_cls: 2.0340, loss: 2.0340 2020-06-12 18:41:23,278 - mmaction - INFO - Epoch [24][120/769] lr: 2.000e-03, eta: 3:31:23, time: 0.576, data_time: 0.005, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7781, loss_cls: 1.9169, loss: 1.9169 2020-06-12 18:41:33,592 - mmaction - INFO - Epoch [24][140/769] lr: 2.000e-03, eta: 3:31:09, time: 0.518, data_time: 0.003, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.0535, loss: 2.0535 2020-06-12 18:41:45,223 - mmaction - INFO - Epoch [24][160/769] lr: 2.000e-03, eta: 3:30:56, time: 0.581, data_time: 0.001, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7688, loss_cls: 1.8864, loss: 1.8864 2020-06-12 18:41:57,251 - mmaction - INFO - Epoch [24][180/769] lr: 2.000e-03, eta: 3:30:43, time: 0.599, data_time: 0.004, memory: 10970, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8465, loss: 1.8465 2020-06-12 18:42:07,476 - mmaction - INFO - Epoch [24][200/769] lr: 2.000e-03, eta: 3:30:29, time: 0.513, data_time: 0.004, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7781, loss_cls: 1.9505, loss: 1.9505 2020-06-12 18:42:19,207 - mmaction - INFO - Epoch [24][220/769] lr: 2.000e-03, eta: 3:30:16, time: 0.587, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8156, loss_cls: 1.8600, loss: 1.8600 2020-06-12 18:42:30,448 - mmaction - INFO - Epoch [24][240/769] lr: 2.000e-03, eta: 3:30:02, time: 0.562, data_time: 0.003, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7125, loss_cls: 2.1798, loss: 2.1798 2020-06-12 18:42:41,235 - mmaction - INFO - Epoch [24][260/769] lr: 2.000e-03, eta: 3:29:48, time: 0.540, data_time: 0.004, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7531, loss_cls: 2.1263, loss: 2.1263 2020-06-12 18:42:52,112 - mmaction - INFO - Epoch [24][280/769] lr: 2.000e-03, eta: 3:29:34, time: 0.545, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7688, loss_cls: 2.0040, loss: 2.0040 2020-06-12 18:43:03,821 - mmaction - INFO - Epoch [24][300/769] lr: 2.000e-03, eta: 3:29:21, time: 0.586, data_time: 0.002, memory: 10970, top1_acc: 0.4625, top5_acc: 0.8094, loss_cls: 1.9394, loss: 1.9394 2020-06-12 18:43:15,152 - mmaction - INFO - Epoch [24][320/769] lr: 2.000e-03, eta: 3:29:08, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7562, loss_cls: 2.0453, loss: 2.0453 2020-06-12 18:43:26,351 - mmaction - INFO - Epoch [24][340/769] lr: 2.000e-03, eta: 3:28:54, time: 0.557, data_time: 0.003, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7469, loss_cls: 2.0596, loss: 2.0596 2020-06-12 18:43:37,535 - mmaction - INFO - Epoch [24][360/769] lr: 2.000e-03, eta: 3:28:41, time: 0.560, data_time: 0.004, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7750, loss_cls: 1.9035, loss: 1.9035 2020-06-12 18:43:48,404 - mmaction - INFO - Epoch [24][380/769] lr: 2.000e-03, eta: 3:28:27, time: 0.545, data_time: 0.004, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7656, loss_cls: 2.0119, loss: 2.0119 2020-06-12 18:43:59,385 - mmaction - INFO - Epoch [24][400/769] lr: 2.000e-03, eta: 3:28:13, time: 0.548, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7812, loss_cls: 1.8766, loss: 1.8766 2020-06-12 18:44:10,902 - mmaction - INFO - Epoch [24][420/769] lr: 2.000e-03, eta: 3:28:00, time: 0.577, data_time: 0.003, memory: 10970, top1_acc: 0.4156, top5_acc: 0.6906, loss_cls: 2.1753, loss: 2.1753 2020-06-12 18:44:22,319 - mmaction - INFO - Epoch [24][440/769] lr: 2.000e-03, eta: 3:27:47, time: 0.570, data_time: 0.002, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.1415, loss: 2.1415 2020-06-12 18:44:32,972 - mmaction - INFO - Epoch [24][460/769] lr: 2.000e-03, eta: 3:27:33, time: 0.532, data_time: 0.003, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7469, loss_cls: 2.0629, loss: 2.0629 2020-06-12 18:44:44,205 - mmaction - INFO - Epoch [24][480/769] lr: 2.000e-03, eta: 3:27:20, time: 0.562, data_time: 0.004, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7688, loss_cls: 1.9650, loss: 1.9650 2020-06-12 18:44:55,344 - mmaction - INFO - Epoch [24][500/769] lr: 2.000e-03, eta: 3:27:06, time: 0.557, data_time: 0.002, memory: 10970, top1_acc: 0.4656, top5_acc: 0.8063, loss_cls: 1.8950, loss: 1.8950 2020-06-12 18:45:06,693 - mmaction - INFO - Epoch [24][520/769] lr: 2.000e-03, eta: 3:26:53, time: 0.566, data_time: 0.003, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7625, loss_cls: 2.0503, loss: 2.0503 2020-06-12 18:45:18,454 - mmaction - INFO - Epoch [24][540/769] lr: 2.000e-03, eta: 3:26:40, time: 0.589, data_time: 0.003, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7812, loss_cls: 1.9562, loss: 1.9562 2020-06-12 18:45:29,770 - mmaction - INFO - Epoch [24][560/769] lr: 2.000e-03, eta: 3:26:27, time: 0.564, data_time: 0.002, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7625, loss_cls: 2.0508, loss: 2.0508 2020-06-12 18:45:40,958 - mmaction - INFO - Epoch [24][580/769] lr: 2.000e-03, eta: 3:26:13, time: 0.562, data_time: 0.005, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7656, loss_cls: 2.1079, loss: 2.1079 2020-06-12 18:45:52,357 - mmaction - INFO - Epoch [24][600/769] lr: 2.000e-03, eta: 3:26:00, time: 0.570, data_time: 0.003, memory: 10970, top1_acc: 0.4062, top5_acc: 0.7125, loss_cls: 2.2390, loss: 2.2390 2020-06-12 18:46:03,379 - mmaction - INFO - Epoch [24][620/769] lr: 2.000e-03, eta: 3:25:46, time: 0.549, data_time: 0.003, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7406, loss_cls: 2.0686, loss: 2.0686 2020-06-12 18:46:14,686 - mmaction - INFO - Epoch [24][640/769] lr: 2.000e-03, eta: 3:25:33, time: 0.567, data_time: 0.004, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7750, loss_cls: 2.0849, loss: 2.0849 2020-06-12 18:46:26,556 - mmaction - INFO - Epoch [24][660/769] lr: 2.000e-03, eta: 3:25:20, time: 0.593, data_time: 0.004, memory: 10970, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8037, loss: 1.8037 2020-06-12 18:46:37,294 - mmaction - INFO - Epoch [24][680/769] lr: 2.000e-03, eta: 3:25:06, time: 0.536, data_time: 0.003, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7312, loss_cls: 2.1525, loss: 2.1525 2020-06-12 18:46:48,819 - mmaction - INFO - Epoch [24][700/769] lr: 2.000e-03, eta: 3:24:53, time: 0.578, data_time: 0.002, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.1033, loss: 2.1033 2020-06-12 18:46:59,238 - mmaction - INFO - Epoch [24][720/769] lr: 2.000e-03, eta: 3:24:39, time: 0.521, data_time: 0.002, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7969, loss_cls: 1.8926, loss: 1.8926 2020-06-12 18:47:10,604 - mmaction - INFO - Epoch [24][740/769] lr: 2.000e-03, eta: 3:24:26, time: 0.566, data_time: 0.002, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7812, loss_cls: 1.9038, loss: 1.9038 2020-06-12 18:47:22,025 - mmaction - INFO - Epoch [24][760/769] lr: 2.000e-03, eta: 3:24:13, time: 0.572, data_time: 0.005, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.0744, loss: 2.0744 2020-06-12 18:47:46,333 - mmaction - INFO - Epoch [25][20/769] lr: 2.000e-03, eta: 3:23:57, time: 1.003, data_time: 0.380, memory: 10970, top1_acc: 0.4125, top5_acc: 0.7375, loss_cls: 2.2635, loss: 2.2635 2020-06-12 18:47:57,266 - mmaction - INFO - Epoch [25][40/769] lr: 2.000e-03, eta: 3:23:44, time: 0.546, data_time: 0.002, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7594, loss_cls: 1.9257, loss: 1.9257 2020-06-12 18:48:08,628 - mmaction - INFO - Epoch [25][60/769] lr: 2.000e-03, eta: 3:23:31, time: 0.567, data_time: 0.002, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8156, loss_cls: 1.8111, loss: 1.8111 2020-06-12 18:48:20,662 - mmaction - INFO - Epoch [25][80/769] lr: 2.000e-03, eta: 3:23:18, time: 0.602, data_time: 0.004, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7469, loss_cls: 2.1305, loss: 2.1305 2020-06-12 18:48:31,352 - mmaction - INFO - Epoch [25][100/769] lr: 2.000e-03, eta: 3:23:04, time: 0.534, data_time: 0.004, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7656, loss_cls: 1.9964, loss: 1.9964 2020-06-12 18:48:42,559 - mmaction - INFO - Epoch [25][120/769] lr: 2.000e-03, eta: 3:22:51, time: 0.561, data_time: 0.004, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7812, loss_cls: 2.0413, loss: 2.0413 2020-06-12 18:48:54,417 - mmaction - INFO - Epoch [25][140/769] lr: 2.000e-03, eta: 3:22:38, time: 0.593, data_time: 0.007, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7625, loss_cls: 2.0283, loss: 2.0283 2020-06-12 18:49:05,494 - mmaction - INFO - Epoch [25][160/769] lr: 2.000e-03, eta: 3:22:25, time: 0.554, data_time: 0.005, memory: 10970, top1_acc: 0.3906, top5_acc: 0.7375, loss_cls: 2.1634, loss: 2.1634 2020-06-12 18:49:16,731 - mmaction - INFO - Epoch [25][180/769] lr: 2.000e-03, eta: 3:22:11, time: 0.561, data_time: 0.003, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7438, loss_cls: 2.0082, loss: 2.0082 2020-06-12 18:49:27,411 - mmaction - INFO - Epoch [25][200/769] lr: 2.000e-03, eta: 3:21:57, time: 0.536, data_time: 0.003, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7531, loss_cls: 2.0034, loss: 2.0034 2020-06-12 18:49:38,589 - mmaction - INFO - Epoch [25][220/769] lr: 2.000e-03, eta: 3:21:44, time: 0.558, data_time: 0.007, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7562, loss_cls: 2.0657, loss: 2.0657 2020-06-12 18:49:50,650 - mmaction - INFO - Epoch [25][240/769] lr: 2.000e-03, eta: 3:21:32, time: 0.603, data_time: 0.011, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8063, loss_cls: 1.9497, loss: 1.9497 2020-06-12 18:50:02,004 - mmaction - INFO - Epoch [25][260/769] lr: 2.000e-03, eta: 3:21:18, time: 0.568, data_time: 0.024, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7906, loss_cls: 1.9284, loss: 1.9284 2020-06-12 18:50:11,956 - mmaction - INFO - Epoch [25][280/769] lr: 2.000e-03, eta: 3:21:04, time: 0.497, data_time: 0.003, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7594, loss_cls: 1.9484, loss: 1.9484 2020-06-12 18:50:24,150 - mmaction - INFO - Epoch [25][300/769] lr: 2.000e-03, eta: 3:20:51, time: 0.611, data_time: 0.003, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7812, loss_cls: 1.8905, loss: 1.8905 2020-06-12 18:50:35,301 - mmaction - INFO - Epoch [25][320/769] lr: 2.000e-03, eta: 3:20:38, time: 0.554, data_time: 0.001, memory: 10970, top1_acc: 0.5188, top5_acc: 0.7844, loss_cls: 1.8670, loss: 1.8670 2020-06-12 18:50:46,743 - mmaction - INFO - Epoch [25][340/769] lr: 2.000e-03, eta: 3:20:25, time: 0.575, data_time: 0.005, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8031, loss_cls: 1.9566, loss: 1.9566 2020-06-12 18:50:57,307 - mmaction - INFO - Epoch [25][360/769] lr: 2.000e-03, eta: 3:20:11, time: 0.528, data_time: 0.027, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7719, loss_cls: 1.9807, loss: 1.9807 2020-06-12 18:51:09,287 - mmaction - INFO - Epoch [25][380/769] lr: 2.000e-03, eta: 3:19:58, time: 0.597, data_time: 0.009, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7312, loss_cls: 2.0299, loss: 2.0299 2020-06-12 18:51:20,125 - mmaction - INFO - Epoch [25][400/769] lr: 2.000e-03, eta: 3:19:45, time: 0.543, data_time: 0.003, memory: 10970, top1_acc: 0.4188, top5_acc: 0.7406, loss_cls: 2.1470, loss: 2.1470 2020-06-12 18:51:31,863 - mmaction - INFO - Epoch [25][420/769] lr: 2.000e-03, eta: 3:19:32, time: 0.587, data_time: 0.077, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7562, loss_cls: 2.0591, loss: 2.0591 2020-06-12 18:51:43,073 - mmaction - INFO - Epoch [25][440/769] lr: 2.000e-03, eta: 3:19:19, time: 0.559, data_time: 0.147, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7531, loss_cls: 2.1434, loss: 2.1434 2020-06-12 18:51:53,633 - mmaction - INFO - Epoch [25][460/769] lr: 2.000e-03, eta: 3:19:05, time: 0.529, data_time: 0.092, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7625, loss_cls: 2.0996, loss: 2.0996 2020-06-12 18:52:06,962 - mmaction - INFO - Epoch [25][480/769] lr: 2.000e-03, eta: 3:18:54, time: 0.667, data_time: 0.223, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7688, loss_cls: 2.0247, loss: 2.0247 2020-06-12 18:52:24,244 - mmaction - INFO - Epoch [25][500/769] lr: 2.000e-03, eta: 3:18:47, time: 0.863, data_time: 0.002, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7688, loss_cls: 2.0009, loss: 2.0009 2020-06-12 18:52:40,313 - mmaction - INFO - Epoch [25][520/769] lr: 2.000e-03, eta: 3:18:38, time: 0.802, data_time: 0.008, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7969, loss_cls: 1.8587, loss: 1.8587 2020-06-12 18:52:51,377 - mmaction - INFO - Epoch [25][540/769] lr: 2.000e-03, eta: 3:18:25, time: 0.556, data_time: 0.004, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7844, loss_cls: 1.9405, loss: 1.9405 2020-06-12 18:53:02,559 - mmaction - INFO - Epoch [25][560/769] lr: 2.000e-03, eta: 3:18:12, time: 0.556, data_time: 0.002, memory: 10970, top1_acc: 0.4062, top5_acc: 0.7656, loss_cls: 1.9994, loss: 1.9994 2020-06-12 18:53:13,716 - mmaction - INFO - Epoch [25][580/769] lr: 2.000e-03, eta: 3:17:58, time: 0.561, data_time: 0.005, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7688, loss_cls: 2.0971, loss: 2.0971 2020-06-12 18:53:25,183 - mmaction - INFO - Epoch [25][600/769] lr: 2.000e-03, eta: 3:17:45, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7719, loss_cls: 1.9475, loss: 1.9475 2020-06-12 18:53:40,875 - mmaction - INFO - Epoch [25][620/769] lr: 2.000e-03, eta: 3:17:37, time: 0.789, data_time: 0.009, memory: 10970, top1_acc: 0.4750, top5_acc: 0.8094, loss_cls: 1.8617, loss: 1.8617 2020-06-12 18:53:51,492 - mmaction - INFO - Epoch [25][640/769] lr: 2.000e-03, eta: 3:17:23, time: 0.530, data_time: 0.004, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 1.9967, loss: 1.9967 2020-06-12 18:54:02,245 - mmaction - INFO - Epoch [25][660/769] lr: 2.000e-03, eta: 3:17:09, time: 0.537, data_time: 0.010, memory: 10970, top1_acc: 0.4313, top5_acc: 0.7406, loss_cls: 2.2223, loss: 2.2223 2020-06-12 18:54:14,060 - mmaction - INFO - Epoch [25][680/769] lr: 2.000e-03, eta: 3:16:56, time: 0.593, data_time: 0.019, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7937, loss_cls: 1.9283, loss: 1.9283 2020-06-12 18:54:25,131 - mmaction - INFO - Epoch [25][700/769] lr: 2.000e-03, eta: 3:16:43, time: 0.552, data_time: 0.003, memory: 10970, top1_acc: 0.5125, top5_acc: 0.7781, loss_cls: 1.9171, loss: 1.9171 2020-06-12 18:54:36,625 - mmaction - INFO - Epoch [25][720/769] lr: 2.000e-03, eta: 3:16:30, time: 0.576, data_time: 0.005, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8031, loss_cls: 1.8443, loss: 1.8443 2020-06-12 18:54:48,964 - mmaction - INFO - Epoch [25][740/769] lr: 2.000e-03, eta: 3:16:18, time: 0.616, data_time: 0.018, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7656, loss_cls: 1.9507, loss: 1.9507 2020-06-12 18:54:59,558 - mmaction - INFO - Epoch [25][760/769] lr: 2.000e-03, eta: 3:16:04, time: 0.532, data_time: 0.003, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7656, loss_cls: 1.9432, loss: 1.9432 2020-06-12 18:55:02,955 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-06-12 18:56:03,903 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 18:56:04,072 - mmaction - INFO - top1_acc 0.1718 top5_acc 0.4295 2020-06-12 18:56:04,072 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 18:56:04,096 - mmaction - INFO - mean_acc 0.1517 2020-06-12 18:56:04,099 - mmaction - INFO - Epoch [25][769/769] lr: 2.000e-03, top1_acc: 0.1718, top5_acc: 0.4295, mean_class_accuracy: 0.1517 2020-06-12 18:56:26,692 - mmaction - INFO - Epoch [26][20/769] lr: 2.000e-03, eta: 3:15:51, time: 1.125, data_time: 0.410, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7719, loss_cls: 1.9684, loss: 1.9684 2020-06-12 18:56:36,595 - mmaction - INFO - Epoch [26][40/769] lr: 2.000e-03, eta: 3:15:36, time: 0.499, data_time: 0.016, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7500, loss_cls: 2.0976, loss: 2.0976 2020-06-12 18:56:49,033 - mmaction - INFO - Epoch [26][60/769] lr: 2.000e-03, eta: 3:15:24, time: 0.622, data_time: 0.014, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7438, loss_cls: 2.1975, loss: 2.1975 2020-06-12 18:56:59,356 - mmaction - INFO - Epoch [26][80/769] lr: 2.000e-03, eta: 3:15:10, time: 0.516, data_time: 0.004, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8125, loss_cls: 1.7758, loss: 1.7758 2020-06-12 18:57:10,549 - mmaction - INFO - Epoch [26][100/769] lr: 2.000e-03, eta: 3:14:57, time: 0.559, data_time: 0.001, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7937, loss_cls: 2.0076, loss: 2.0076 2020-06-12 18:57:22,157 - mmaction - INFO - Epoch [26][120/769] lr: 2.000e-03, eta: 3:14:44, time: 0.582, data_time: 0.004, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7594, loss_cls: 1.9675, loss: 1.9675 2020-06-12 18:57:33,062 - mmaction - INFO - Epoch [26][140/769] lr: 2.000e-03, eta: 3:14:31, time: 0.544, data_time: 0.003, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.0140, loss: 2.0140 2020-06-12 18:57:44,438 - mmaction - INFO - Epoch [26][160/769] lr: 2.000e-03, eta: 3:14:17, time: 0.569, data_time: 0.006, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7906, loss_cls: 1.8855, loss: 1.8855 2020-06-12 18:57:55,468 - mmaction - INFO - Epoch [26][180/769] lr: 2.000e-03, eta: 3:14:04, time: 0.550, data_time: 0.013, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7812, loss_cls: 1.9335, loss: 1.9335 2020-06-12 18:58:06,824 - mmaction - INFO - Epoch [26][200/769] lr: 2.000e-03, eta: 3:13:51, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7594, loss_cls: 2.0439, loss: 2.0439 2020-06-12 18:58:18,559 - mmaction - INFO - Epoch [26][220/769] lr: 2.000e-03, eta: 3:13:38, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7594, loss_cls: 2.0213, loss: 2.0213 2020-06-12 18:58:30,332 - mmaction - INFO - Epoch [26][240/769] lr: 2.000e-03, eta: 3:13:26, time: 0.587, data_time: 0.004, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7656, loss_cls: 2.0144, loss: 2.0144 2020-06-12 18:58:40,988 - mmaction - INFO - Epoch [26][260/769] lr: 2.000e-03, eta: 3:13:12, time: 0.536, data_time: 0.005, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8063, loss_cls: 1.7366, loss: 1.7366 2020-06-12 18:58:51,966 - mmaction - INFO - Epoch [26][280/769] lr: 2.000e-03, eta: 3:12:58, time: 0.548, data_time: 0.000, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7531, loss_cls: 2.0744, loss: 2.0744 2020-06-12 18:59:03,758 - mmaction - INFO - Epoch [26][300/769] lr: 2.000e-03, eta: 3:12:46, time: 0.589, data_time: 0.003, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7844, loss_cls: 1.9570, loss: 1.9570 2020-06-12 18:59:15,067 - mmaction - INFO - Epoch [26][320/769] lr: 2.000e-03, eta: 3:12:33, time: 0.565, data_time: 0.002, memory: 10970, top1_acc: 0.4250, top5_acc: 0.7406, loss_cls: 2.1569, loss: 2.1569 2020-06-12 18:59:26,785 - mmaction - INFO - Epoch [26][340/769] lr: 2.000e-03, eta: 3:12:20, time: 0.586, data_time: 0.003, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7969, loss_cls: 1.8865, loss: 1.8865 2020-06-12 18:59:37,615 - mmaction - INFO - Epoch [26][360/769] lr: 2.000e-03, eta: 3:12:06, time: 0.541, data_time: 0.003, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7688, loss_cls: 2.0410, loss: 2.0410 2020-06-12 18:59:48,580 - mmaction - INFO - Epoch [26][380/769] lr: 2.000e-03, eta: 3:11:53, time: 0.549, data_time: 0.005, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7688, loss_cls: 2.0095, loss: 2.0095 2020-06-12 18:59:59,965 - mmaction - INFO - Epoch [26][400/769] lr: 2.000e-03, eta: 3:11:40, time: 0.569, data_time: 0.003, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7937, loss_cls: 1.8916, loss: 1.8916 2020-06-12 19:00:12,790 - mmaction - INFO - Epoch [26][420/769] lr: 2.000e-03, eta: 3:11:28, time: 0.641, data_time: 0.003, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7781, loss_cls: 2.0121, loss: 2.0121 2020-06-12 19:00:23,726 - mmaction - INFO - Epoch [26][440/769] lr: 2.000e-03, eta: 3:11:15, time: 0.547, data_time: 0.003, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.7981, loss: 1.7981 2020-06-12 19:00:37,992 - mmaction - INFO - Epoch [26][460/769] lr: 2.000e-03, eta: 3:11:05, time: 0.713, data_time: 0.003, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7906, loss_cls: 1.8796, loss: 1.8796 2020-06-12 19:00:47,591 - mmaction - INFO - Epoch [26][480/769] lr: 2.000e-03, eta: 3:10:50, time: 0.481, data_time: 0.003, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7937, loss_cls: 1.8514, loss: 1.8514 2020-06-12 19:00:59,390 - mmaction - INFO - Epoch [26][500/769] lr: 2.000e-03, eta: 3:10:37, time: 0.590, data_time: 0.002, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7781, loss_cls: 1.9942, loss: 1.9942 2020-06-12 19:01:10,589 - mmaction - INFO - Epoch [26][520/769] lr: 2.000e-03, eta: 3:10:24, time: 0.556, data_time: 0.003, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7562, loss_cls: 2.0265, loss: 2.0265 2020-06-12 19:01:22,200 - mmaction - INFO - Epoch [26][540/769] lr: 2.000e-03, eta: 3:10:11, time: 0.584, data_time: 0.007, memory: 10970, top1_acc: 0.4156, top5_acc: 0.7625, loss_cls: 2.0577, loss: 2.0577 2020-06-12 19:01:32,773 - mmaction - INFO - Epoch [26][560/769] lr: 2.000e-03, eta: 3:09:58, time: 0.529, data_time: 0.005, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7781, loss_cls: 2.0408, loss: 2.0408 2020-06-12 19:01:44,683 - mmaction - INFO - Epoch [26][580/769] lr: 2.000e-03, eta: 3:09:45, time: 0.595, data_time: 0.004, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7438, loss_cls: 2.0098, loss: 2.0098 2020-06-12 19:01:56,244 - mmaction - INFO - Epoch [26][600/769] lr: 2.000e-03, eta: 3:09:32, time: 0.580, data_time: 0.006, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7719, loss_cls: 1.9387, loss: 1.9387 2020-06-12 19:02:06,530 - mmaction - INFO - Epoch [26][620/769] lr: 2.000e-03, eta: 3:09:18, time: 0.511, data_time: 0.006, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7719, loss_cls: 1.9181, loss: 1.9181 2020-06-12 19:02:17,589 - mmaction - INFO - Epoch [26][640/769] lr: 2.000e-03, eta: 3:09:05, time: 0.553, data_time: 0.005, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7875, loss_cls: 1.9051, loss: 1.9051 2020-06-12 19:02:30,381 - mmaction - INFO - Epoch [26][660/769] lr: 2.000e-03, eta: 3:08:53, time: 0.642, data_time: 0.006, memory: 10970, top1_acc: 0.4313, top5_acc: 0.8000, loss_cls: 1.9455, loss: 1.9455 2020-06-12 19:02:41,323 - mmaction - INFO - Epoch [26][680/769] lr: 2.000e-03, eta: 3:08:40, time: 0.546, data_time: 0.003, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7781, loss_cls: 1.9045, loss: 1.9045 2020-06-12 19:02:52,708 - mmaction - INFO - Epoch [26][700/769] lr: 2.000e-03, eta: 3:08:27, time: 0.569, data_time: 0.004, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7781, loss_cls: 1.9024, loss: 1.9024 2020-06-12 19:03:03,138 - mmaction - INFO - Epoch [26][720/769] lr: 2.000e-03, eta: 3:08:13, time: 0.522, data_time: 0.004, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7531, loss_cls: 2.0608, loss: 2.0608 2020-06-12 19:03:15,597 - mmaction - INFO - Epoch [26][740/769] lr: 2.000e-03, eta: 3:08:01, time: 0.621, data_time: 0.005, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7688, loss_cls: 1.9144, loss: 1.9144 2020-06-12 19:03:27,672 - mmaction - INFO - Epoch [26][760/769] lr: 2.000e-03, eta: 3:07:49, time: 0.605, data_time: 0.004, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7969, loss_cls: 1.9591, loss: 1.9591 2020-06-12 19:03:52,360 - mmaction - INFO - Epoch [27][20/769] lr: 2.000e-03, eta: 3:07:34, time: 1.054, data_time: 0.417, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7750, loss_cls: 2.0062, loss: 2.0062 2020-06-12 19:04:03,372 - mmaction - INFO - Epoch [27][40/769] lr: 2.000e-03, eta: 3:07:21, time: 0.552, data_time: 0.004, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7406, loss_cls: 2.0272, loss: 2.0272 2020-06-12 19:04:15,054 - mmaction - INFO - Epoch [27][60/769] lr: 2.000e-03, eta: 3:07:08, time: 0.584, data_time: 0.003, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8156, loss_cls: 1.8313, loss: 1.8313 2020-06-12 19:04:26,022 - mmaction - INFO - Epoch [27][80/769] lr: 2.000e-03, eta: 3:06:55, time: 0.547, data_time: 0.002, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7562, loss_cls: 2.0792, loss: 2.0792 2020-06-12 19:04:37,531 - mmaction - INFO - Epoch [27][100/769] lr: 2.000e-03, eta: 3:06:42, time: 0.577, data_time: 0.006, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7875, loss_cls: 1.8266, loss: 1.8266 2020-06-12 19:04:48,220 - mmaction - INFO - Epoch [27][120/769] lr: 2.000e-03, eta: 3:06:28, time: 0.533, data_time: 0.003, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7844, loss_cls: 1.8855, loss: 1.8855 2020-06-12 19:05:00,245 - mmaction - INFO - Epoch [27][140/769] lr: 2.000e-03, eta: 3:06:16, time: 0.603, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7531, loss_cls: 1.9370, loss: 1.9370 2020-06-12 19:05:11,747 - mmaction - INFO - Epoch [27][160/769] lr: 2.000e-03, eta: 3:06:03, time: 0.573, data_time: 0.002, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7844, loss_cls: 1.9334, loss: 1.9334 2020-06-12 19:05:23,104 - mmaction - INFO - Epoch [27][180/769] lr: 2.000e-03, eta: 3:05:50, time: 0.569, data_time: 0.006, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7750, loss_cls: 1.9058, loss: 1.9058 2020-06-12 19:05:34,258 - mmaction - INFO - Epoch [27][200/769] lr: 2.000e-03, eta: 3:05:37, time: 0.556, data_time: 0.004, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7844, loss_cls: 1.9826, loss: 1.9826 2020-06-12 19:05:45,583 - mmaction - INFO - Epoch [27][220/769] lr: 2.000e-03, eta: 3:05:24, time: 0.564, data_time: 0.004, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7812, loss_cls: 1.9826, loss: 1.9826 2020-06-12 19:05:56,018 - mmaction - INFO - Epoch [27][240/769] lr: 2.000e-03, eta: 3:05:10, time: 0.524, data_time: 0.035, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8094, loss_cls: 1.7428, loss: 1.7428 2020-06-12 19:06:07,453 - mmaction - INFO - Epoch [27][260/769] lr: 2.000e-03, eta: 3:04:57, time: 0.573, data_time: 0.014, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7781, loss_cls: 1.8555, loss: 1.8555 2020-06-12 19:06:18,144 - mmaction - INFO - Epoch [27][280/769] lr: 2.000e-03, eta: 3:04:44, time: 0.533, data_time: 0.003, memory: 10970, top1_acc: 0.4594, top5_acc: 0.8125, loss_cls: 1.9079, loss: 1.9079 2020-06-12 19:06:29,941 - mmaction - INFO - Epoch [27][300/769] lr: 2.000e-03, eta: 3:04:31, time: 0.591, data_time: 0.005, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7375, loss_cls: 2.0774, loss: 2.0774 2020-06-12 19:06:41,623 - mmaction - INFO - Epoch [27][320/769] lr: 2.000e-03, eta: 3:04:19, time: 0.583, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8125, loss_cls: 1.8413, loss: 1.8413 2020-06-12 19:06:52,066 - mmaction - INFO - Epoch [27][340/769] lr: 2.000e-03, eta: 3:04:05, time: 0.522, data_time: 0.006, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7719, loss_cls: 2.0905, loss: 2.0905 2020-06-12 19:07:03,553 - mmaction - INFO - Epoch [27][360/769] lr: 2.000e-03, eta: 3:03:52, time: 0.574, data_time: 0.021, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7781, loss_cls: 1.9739, loss: 1.9739 2020-06-12 19:07:15,450 - mmaction - INFO - Epoch [27][380/769] lr: 2.000e-03, eta: 3:03:40, time: 0.595, data_time: 0.015, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7844, loss_cls: 1.8832, loss: 1.8832 2020-06-12 19:07:26,568 - mmaction - INFO - Epoch [27][400/769] lr: 2.000e-03, eta: 3:03:26, time: 0.554, data_time: 0.009, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7750, loss_cls: 1.9322, loss: 1.9322 2020-06-12 19:07:38,568 - mmaction - INFO - Epoch [27][420/769] lr: 2.000e-03, eta: 3:03:14, time: 0.600, data_time: 0.007, memory: 10970, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.8490, loss: 1.8490 2020-06-12 19:07:48,736 - mmaction - INFO - Epoch [27][440/769] lr: 2.000e-03, eta: 3:03:00, time: 0.510, data_time: 0.005, memory: 10970, top1_acc: 0.4281, top5_acc: 0.7781, loss_cls: 1.9713, loss: 1.9713 2020-06-12 19:07:59,643 - mmaction - INFO - Epoch [27][460/769] lr: 2.000e-03, eta: 3:02:47, time: 0.546, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7875, loss_cls: 1.8362, loss: 1.8362 2020-06-12 19:08:10,825 - mmaction - INFO - Epoch [27][480/769] lr: 2.000e-03, eta: 3:02:34, time: 0.557, data_time: 0.005, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8000, loss_cls: 1.8206, loss: 1.8206 2020-06-12 19:08:22,592 - mmaction - INFO - Epoch [27][500/769] lr: 2.000e-03, eta: 3:02:21, time: 0.589, data_time: 0.019, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7688, loss_cls: 2.0058, loss: 2.0058 2020-06-12 19:08:33,881 - mmaction - INFO - Epoch [27][520/769] lr: 2.000e-03, eta: 3:02:08, time: 0.566, data_time: 0.022, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7656, loss_cls: 2.0118, loss: 2.0118 2020-06-12 19:08:46,749 - mmaction - INFO - Epoch [27][540/769] lr: 2.000e-03, eta: 3:01:57, time: 0.644, data_time: 0.045, memory: 10970, top1_acc: 0.4437, top5_acc: 0.7594, loss_cls: 1.9326, loss: 1.9326 2020-06-12 19:08:57,534 - mmaction - INFO - Epoch [27][560/769] lr: 2.000e-03, eta: 3:01:43, time: 0.538, data_time: 0.002, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7969, loss_cls: 1.9181, loss: 1.9181 2020-06-12 19:09:08,256 - mmaction - INFO - Epoch [27][580/769] lr: 2.000e-03, eta: 3:01:30, time: 0.537, data_time: 0.004, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7781, loss_cls: 2.0828, loss: 2.0828 2020-06-12 19:09:19,708 - mmaction - INFO - Epoch [27][600/769] lr: 2.000e-03, eta: 3:01:17, time: 0.571, data_time: 0.002, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7781, loss_cls: 1.9488, loss: 1.9488 2020-06-12 19:09:30,253 - mmaction - INFO - Epoch [27][620/769] lr: 2.000e-03, eta: 3:01:03, time: 0.528, data_time: 0.004, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7656, loss_cls: 1.8576, loss: 1.8576 2020-06-12 19:09:41,057 - mmaction - INFO - Epoch [27][640/769] lr: 2.000e-03, eta: 3:00:50, time: 0.541, data_time: 0.003, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7719, loss_cls: 1.9601, loss: 1.9601 2020-06-12 19:09:52,608 - mmaction - INFO - Epoch [27][660/769] lr: 2.000e-03, eta: 3:00:37, time: 0.574, data_time: 0.004, memory: 10970, top1_acc: 0.4313, top5_acc: 0.8156, loss_cls: 1.9316, loss: 1.9316 2020-06-12 19:10:03,874 - mmaction - INFO - Epoch [27][680/769] lr: 2.000e-03, eta: 3:00:24, time: 0.567, data_time: 0.009, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7875, loss_cls: 1.9474, loss: 1.9474 2020-06-12 19:10:15,406 - mmaction - INFO - Epoch [27][700/769] lr: 2.000e-03, eta: 3:00:11, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8281, loss_cls: 1.8704, loss: 1.8704 2020-06-12 19:10:26,053 - mmaction - INFO - Epoch [27][720/769] lr: 2.000e-03, eta: 2:59:58, time: 0.533, data_time: 0.003, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8187, loss_cls: 1.8104, loss: 1.8104 2020-06-12 19:10:37,531 - mmaction - INFO - Epoch [27][740/769] lr: 2.000e-03, eta: 2:59:45, time: 0.575, data_time: 0.003, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7937, loss_cls: 1.9391, loss: 1.9391 2020-06-12 19:10:49,422 - mmaction - INFO - Epoch [27][760/769] lr: 2.000e-03, eta: 2:59:33, time: 0.594, data_time: 0.138, memory: 10970, top1_acc: 0.5188, top5_acc: 0.7969, loss_cls: 1.8183, loss: 1.8183 2020-06-12 19:11:14,575 - mmaction - INFO - Epoch [28][20/769] lr: 2.000e-03, eta: 2:59:18, time: 1.070, data_time: 0.521, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7781, loss_cls: 1.8508, loss: 1.8508 2020-06-12 19:11:26,336 - mmaction - INFO - Epoch [28][40/769] lr: 2.000e-03, eta: 2:59:06, time: 0.593, data_time: 0.008, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7625, loss_cls: 1.9084, loss: 1.9084 2020-06-12 19:11:37,214 - mmaction - INFO - Epoch [28][60/769] lr: 2.000e-03, eta: 2:58:53, time: 0.541, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8031, loss_cls: 1.7973, loss: 1.7973 2020-06-12 19:11:48,566 - mmaction - INFO - Epoch [28][80/769] lr: 2.000e-03, eta: 2:58:40, time: 0.570, data_time: 0.006, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 1.9368, loss: 1.9368 2020-06-12 19:11:59,177 - mmaction - INFO - Epoch [28][100/769] lr: 2.000e-03, eta: 2:58:26, time: 0.528, data_time: 0.003, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7531, loss_cls: 2.0015, loss: 2.0015 2020-06-12 19:12:10,249 - mmaction - INFO - Epoch [28][120/769] lr: 2.000e-03, eta: 2:58:13, time: 0.555, data_time: 0.022, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7906, loss_cls: 1.8267, loss: 1.8267 2020-06-12 19:12:22,163 - mmaction - INFO - Epoch [28][140/769] lr: 2.000e-03, eta: 2:58:01, time: 0.596, data_time: 0.159, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7812, loss_cls: 1.9052, loss: 1.9052 2020-06-12 19:12:33,507 - mmaction - INFO - Epoch [28][160/769] lr: 2.000e-03, eta: 2:57:48, time: 0.568, data_time: 0.121, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7781, loss_cls: 1.8390, loss: 1.8390 2020-06-12 19:12:44,583 - mmaction - INFO - Epoch [28][180/769] lr: 2.000e-03, eta: 2:57:35, time: 0.553, data_time: 0.113, memory: 10970, top1_acc: 0.4844, top5_acc: 0.8031, loss_cls: 1.8833, loss: 1.8833 2020-06-12 19:12:55,816 - mmaction - INFO - Epoch [28][200/769] lr: 2.000e-03, eta: 2:57:22, time: 0.563, data_time: 0.134, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8031, loss_cls: 1.8671, loss: 1.8671 2020-06-12 19:13:07,167 - mmaction - INFO - Epoch [28][220/769] lr: 2.000e-03, eta: 2:57:09, time: 0.567, data_time: 0.039, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7625, loss_cls: 1.9924, loss: 1.9924 2020-06-12 19:13:18,198 - mmaction - INFO - Epoch [28][240/769] lr: 2.000e-03, eta: 2:56:56, time: 0.550, data_time: 0.065, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7906, loss_cls: 1.8161, loss: 1.8161 2020-06-12 19:13:29,440 - mmaction - INFO - Epoch [28][260/769] lr: 2.000e-03, eta: 2:56:43, time: 0.563, data_time: 0.013, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7969, loss_cls: 1.9774, loss: 1.9774 2020-06-12 19:13:40,916 - mmaction - INFO - Epoch [28][280/769] lr: 2.000e-03, eta: 2:56:30, time: 0.573, data_time: 0.122, memory: 10970, top1_acc: 0.4437, top5_acc: 0.8031, loss_cls: 1.8509, loss: 1.8509 2020-06-12 19:13:52,159 - mmaction - INFO - Epoch [28][300/769] lr: 2.000e-03, eta: 2:56:17, time: 0.564, data_time: 0.051, memory: 10970, top1_acc: 0.5281, top5_acc: 0.7937, loss_cls: 1.8050, loss: 1.8050 2020-06-12 19:14:03,211 - mmaction - INFO - Epoch [28][320/769] lr: 2.000e-03, eta: 2:56:04, time: 0.552, data_time: 0.091, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7875, loss_cls: 1.8878, loss: 1.8878 2020-06-12 19:14:13,673 - mmaction - INFO - Epoch [28][340/769] lr: 2.000e-03, eta: 2:55:51, time: 0.522, data_time: 0.101, memory: 10970, top1_acc: 0.4344, top5_acc: 0.7312, loss_cls: 2.0160, loss: 2.0160 2020-06-12 19:14:25,241 - mmaction - INFO - Epoch [28][360/769] lr: 2.000e-03, eta: 2:55:38, time: 0.579, data_time: 0.018, memory: 10970, top1_acc: 0.4844, top5_acc: 0.8313, loss_cls: 1.8268, loss: 1.8268 2020-06-12 19:14:36,448 - mmaction - INFO - Epoch [28][380/769] lr: 2.000e-03, eta: 2:55:25, time: 0.561, data_time: 0.035, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7656, loss_cls: 2.1025, loss: 2.1025 2020-06-12 19:14:47,792 - mmaction - INFO - Epoch [28][400/769] lr: 2.000e-03, eta: 2:55:12, time: 0.568, data_time: 0.073, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8031, loss_cls: 1.8878, loss: 1.8878 2020-06-12 19:14:58,988 - mmaction - INFO - Epoch [28][420/769] lr: 2.000e-03, eta: 2:54:59, time: 0.560, data_time: 0.102, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7937, loss_cls: 1.8304, loss: 1.8304 2020-06-12 19:15:10,223 - mmaction - INFO - Epoch [28][440/769] lr: 2.000e-03, eta: 2:54:46, time: 0.558, data_time: 0.033, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7812, loss_cls: 1.9952, loss: 1.9952 2020-06-12 19:15:21,962 - mmaction - INFO - Epoch [28][460/769] lr: 2.000e-03, eta: 2:54:34, time: 0.588, data_time: 0.088, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 1.9009, loss: 1.9009 2020-06-12 19:15:32,090 - mmaction - INFO - Epoch [28][480/769] lr: 2.000e-03, eta: 2:54:20, time: 0.508, data_time: 0.016, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8313, loss_cls: 1.6855, loss: 1.6855 2020-06-12 19:15:44,892 - mmaction - INFO - Epoch [28][500/769] lr: 2.000e-03, eta: 2:54:08, time: 0.641, data_time: 0.002, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7688, loss_cls: 1.9222, loss: 1.9222 2020-06-12 19:15:54,825 - mmaction - INFO - Epoch [28][520/769] lr: 2.000e-03, eta: 2:53:54, time: 0.497, data_time: 0.002, memory: 10970, top1_acc: 0.5125, top5_acc: 0.7937, loss_cls: 1.8056, loss: 1.8056 2020-06-12 19:16:07,953 - mmaction - INFO - Epoch [28][540/769] lr: 2.000e-03, eta: 2:53:43, time: 0.656, data_time: 0.002, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7812, loss_cls: 1.9639, loss: 1.9639 2020-06-12 19:16:19,334 - mmaction - INFO - Epoch [28][560/769] lr: 2.000e-03, eta: 2:53:30, time: 0.570, data_time: 0.004, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7875, loss_cls: 1.9247, loss: 1.9247 2020-06-12 19:16:31,197 - mmaction - INFO - Epoch [28][580/769] lr: 2.000e-03, eta: 2:53:18, time: 0.590, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8063, loss_cls: 1.8137, loss: 1.8137 2020-06-12 19:16:41,674 - mmaction - INFO - Epoch [28][600/769] lr: 2.000e-03, eta: 2:53:04, time: 0.526, data_time: 0.005, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8000, loss_cls: 1.7801, loss: 1.7801 2020-06-12 19:16:54,070 - mmaction - INFO - Epoch [28][620/769] lr: 2.000e-03, eta: 2:52:52, time: 0.620, data_time: 0.002, memory: 10970, top1_acc: 0.5188, top5_acc: 0.7937, loss_cls: 1.7083, loss: 1.7083 2020-06-12 19:17:03,866 - mmaction - INFO - Epoch [28][640/769] lr: 2.000e-03, eta: 2:52:38, time: 0.489, data_time: 0.006, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7906, loss_cls: 1.7716, loss: 1.7716 2020-06-12 19:17:15,605 - mmaction - INFO - Epoch [28][660/769] lr: 2.000e-03, eta: 2:52:26, time: 0.587, data_time: 0.120, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8187, loss_cls: 1.7850, loss: 1.7850 2020-06-12 19:17:26,656 - mmaction - INFO - Epoch [28][680/769] lr: 2.000e-03, eta: 2:52:13, time: 0.551, data_time: 0.107, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7656, loss_cls: 2.0042, loss: 2.0042 2020-06-12 19:17:38,108 - mmaction - INFO - Epoch [28][700/769] lr: 2.000e-03, eta: 2:52:00, time: 0.574, data_time: 0.074, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7875, loss_cls: 1.9364, loss: 1.9364 2020-06-12 19:17:50,173 - mmaction - INFO - Epoch [28][720/769] lr: 2.000e-03, eta: 2:51:48, time: 0.602, data_time: 0.086, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7688, loss_cls: 2.0182, loss: 2.0182 2020-06-12 19:18:00,188 - mmaction - INFO - Epoch [28][740/769] lr: 2.000e-03, eta: 2:51:34, time: 0.501, data_time: 0.004, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7562, loss_cls: 2.0689, loss: 2.0689 2020-06-12 19:18:12,275 - mmaction - INFO - Epoch [28][760/769] lr: 2.000e-03, eta: 2:51:22, time: 0.606, data_time: 0.014, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8094, loss_cls: 1.8847, loss: 1.8847 2020-06-12 19:18:36,656 - mmaction - INFO - Epoch [29][20/769] lr: 2.000e-03, eta: 2:51:06, time: 1.023, data_time: 0.450, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8000, loss_cls: 1.7551, loss: 1.7551 2020-06-12 19:18:48,691 - mmaction - INFO - Epoch [29][40/769] lr: 2.000e-03, eta: 2:50:54, time: 0.600, data_time: 0.007, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 1.9299, loss: 1.9299 2020-06-12 19:18:59,387 - mmaction - INFO - Epoch [29][60/769] lr: 2.000e-03, eta: 2:50:41, time: 0.536, data_time: 0.005, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7531, loss_cls: 2.0248, loss: 2.0248 2020-06-12 19:19:11,313 - mmaction - INFO - Epoch [29][80/769] lr: 2.000e-03, eta: 2:50:29, time: 0.597, data_time: 0.002, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.7681, loss: 1.7681 2020-06-12 19:19:22,083 - mmaction - INFO - Epoch [29][100/769] lr: 2.000e-03, eta: 2:50:15, time: 0.537, data_time: 0.002, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8187, loss_cls: 1.7876, loss: 1.7876 2020-06-12 19:19:32,894 - mmaction - INFO - Epoch [29][120/769] lr: 2.000e-03, eta: 2:50:02, time: 0.540, data_time: 0.004, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7688, loss_cls: 1.9800, loss: 1.9800 2020-06-12 19:19:45,257 - mmaction - INFO - Epoch [29][140/769] lr: 2.000e-03, eta: 2:49:50, time: 0.618, data_time: 0.004, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8063, loss_cls: 1.8109, loss: 1.8109 2020-06-12 19:19:55,925 - mmaction - INFO - Epoch [29][160/769] lr: 2.000e-03, eta: 2:49:37, time: 0.535, data_time: 0.003, memory: 10970, top1_acc: 0.4938, top5_acc: 0.8125, loss_cls: 1.8558, loss: 1.8558 2020-06-12 19:20:07,334 - mmaction - INFO - Epoch [29][180/769] lr: 2.000e-03, eta: 2:49:24, time: 0.569, data_time: 0.002, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7750, loss_cls: 1.9648, loss: 1.9648 2020-06-12 19:20:18,514 - mmaction - INFO - Epoch [29][200/769] lr: 2.000e-03, eta: 2:49:11, time: 0.559, data_time: 0.004, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7937, loss_cls: 1.8385, loss: 1.8385 2020-06-12 19:20:29,473 - mmaction - INFO - Epoch [29][220/769] lr: 2.000e-03, eta: 2:48:58, time: 0.548, data_time: 0.007, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7937, loss_cls: 1.8415, loss: 1.8415 2020-06-12 19:20:41,453 - mmaction - INFO - Epoch [29][240/769] lr: 2.000e-03, eta: 2:48:46, time: 0.600, data_time: 0.004, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7750, loss_cls: 1.9306, loss: 1.9306 2020-06-12 19:20:52,434 - mmaction - INFO - Epoch [29][260/769] lr: 2.000e-03, eta: 2:48:33, time: 0.549, data_time: 0.004, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8156, loss_cls: 1.7834, loss: 1.7834 2020-06-12 19:21:02,630 - mmaction - INFO - Epoch [29][280/769] lr: 2.000e-03, eta: 2:48:19, time: 0.509, data_time: 0.001, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8094, loss_cls: 1.7121, loss: 1.7121 2020-06-12 19:21:14,819 - mmaction - INFO - Epoch [29][300/769] lr: 2.000e-03, eta: 2:48:07, time: 0.610, data_time: 0.005, memory: 10970, top1_acc: 0.4562, top5_acc: 0.8063, loss_cls: 1.9000, loss: 1.9000 2020-06-12 19:21:25,990 - mmaction - INFO - Epoch [29][320/769] lr: 2.000e-03, eta: 2:47:54, time: 0.555, data_time: 0.001, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8094, loss_cls: 1.8772, loss: 1.8772 2020-06-12 19:21:37,107 - mmaction - INFO - Epoch [29][340/769] lr: 2.000e-03, eta: 2:47:41, time: 0.558, data_time: 0.007, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7906, loss_cls: 1.9241, loss: 1.9241 2020-06-12 19:21:48,799 - mmaction - INFO - Epoch [29][360/769] lr: 2.000e-03, eta: 2:47:29, time: 0.584, data_time: 0.002, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8187, loss_cls: 1.6994, loss: 1.6994 2020-06-12 19:21:59,149 - mmaction - INFO - Epoch [29][380/769] lr: 2.000e-03, eta: 2:47:15, time: 0.518, data_time: 0.004, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8031, loss_cls: 1.8226, loss: 1.8226 2020-06-12 19:22:11,526 - mmaction - INFO - Epoch [29][400/769] lr: 2.000e-03, eta: 2:47:04, time: 0.617, data_time: 0.003, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7781, loss_cls: 1.9084, loss: 1.9084 2020-06-12 19:22:22,022 - mmaction - INFO - Epoch [29][420/769] lr: 2.000e-03, eta: 2:46:50, time: 0.527, data_time: 0.019, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7812, loss_cls: 1.9793, loss: 1.9793 2020-06-12 19:22:33,040 - mmaction - INFO - Epoch [29][440/769] lr: 2.000e-03, eta: 2:46:37, time: 0.552, data_time: 0.010, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8594, loss_cls: 1.6863, loss: 1.6863 2020-06-12 19:22:44,515 - mmaction - INFO - Epoch [29][460/769] lr: 2.000e-03, eta: 2:46:25, time: 0.572, data_time: 0.003, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8125, loss_cls: 1.9288, loss: 1.9288 2020-06-12 19:22:56,508 - mmaction - INFO - Epoch [29][480/769] lr: 2.000e-03, eta: 2:46:12, time: 0.601, data_time: 0.007, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7906, loss_cls: 2.0080, loss: 2.0080 2020-06-12 19:23:07,294 - mmaction - INFO - Epoch [29][500/769] lr: 2.000e-03, eta: 2:45:59, time: 0.538, data_time: 0.003, memory: 10970, top1_acc: 0.4750, top5_acc: 0.8094, loss_cls: 1.8946, loss: 1.8946 2020-06-12 19:23:18,595 - mmaction - INFO - Epoch [29][520/769] lr: 2.000e-03, eta: 2:45:46, time: 0.564, data_time: 0.022, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7812, loss_cls: 2.0489, loss: 2.0489 2020-06-12 19:23:29,952 - mmaction - INFO - Epoch [29][540/769] lr: 2.000e-03, eta: 2:45:34, time: 0.569, data_time: 0.004, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7875, loss_cls: 1.8800, loss: 1.8800 2020-06-12 19:23:40,964 - mmaction - INFO - Epoch [29][560/769] lr: 2.000e-03, eta: 2:45:21, time: 0.547, data_time: 0.003, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8187, loss_cls: 1.6943, loss: 1.6943 2020-06-12 19:23:51,459 - mmaction - INFO - Epoch [29][580/769] lr: 2.000e-03, eta: 2:45:07, time: 0.528, data_time: 0.013, memory: 10970, top1_acc: 0.4938, top5_acc: 0.8000, loss_cls: 1.7825, loss: 1.7825 2020-06-12 19:24:03,480 - mmaction - INFO - Epoch [29][600/769] lr: 2.000e-03, eta: 2:44:55, time: 0.601, data_time: 0.002, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7844, loss_cls: 1.9137, loss: 1.9137 2020-06-12 19:24:14,901 - mmaction - INFO - Epoch [29][620/769] lr: 2.000e-03, eta: 2:44:43, time: 0.573, data_time: 0.003, memory: 10970, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.1055, loss: 2.1055 2020-06-12 19:24:25,785 - mmaction - INFO - Epoch [29][640/769] lr: 2.000e-03, eta: 2:44:30, time: 0.543, data_time: 0.001, memory: 10970, top1_acc: 0.4375, top5_acc: 0.8250, loss_cls: 1.9061, loss: 1.9061 2020-06-12 19:24:37,385 - mmaction - INFO - Epoch [29][660/769] lr: 2.000e-03, eta: 2:44:17, time: 0.579, data_time: 0.002, memory: 10970, top1_acc: 0.5312, top5_acc: 0.7969, loss_cls: 1.7503, loss: 1.7503 2020-06-12 19:24:47,278 - mmaction - INFO - Epoch [29][680/769] lr: 2.000e-03, eta: 2:44:03, time: 0.497, data_time: 0.014, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7875, loss_cls: 1.9301, loss: 1.9301 2020-06-12 19:24:59,414 - mmaction - INFO - Epoch [29][700/769] lr: 2.000e-03, eta: 2:43:51, time: 0.606, data_time: 0.119, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8406, loss_cls: 1.6498, loss: 1.6498 2020-06-12 19:25:10,346 - mmaction - INFO - Epoch [29][720/769] lr: 2.000e-03, eta: 2:43:38, time: 0.546, data_time: 0.054, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7625, loss_cls: 1.8870, loss: 1.8870 2020-06-12 19:25:22,008 - mmaction - INFO - Epoch [29][740/769] lr: 2.000e-03, eta: 2:43:26, time: 0.583, data_time: 0.141, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7750, loss_cls: 1.8898, loss: 1.8898 2020-06-12 19:25:33,419 - mmaction - INFO - Epoch [29][760/769] lr: 2.000e-03, eta: 2:43:13, time: 0.572, data_time: 0.089, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8063, loss_cls: 1.8632, loss: 1.8632 2020-06-12 19:25:58,063 - mmaction - INFO - Epoch [30][20/769] lr: 2.000e-03, eta: 2:42:58, time: 1.035, data_time: 0.443, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.8466, loss: 1.8466 2020-06-12 19:26:10,050 - mmaction - INFO - Epoch [30][40/769] lr: 2.000e-03, eta: 2:42:46, time: 0.602, data_time: 0.008, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8500, loss_cls: 1.6540, loss: 1.6540 2020-06-12 19:26:22,004 - mmaction - INFO - Epoch [30][60/769] lr: 2.000e-03, eta: 2:42:33, time: 0.596, data_time: 0.002, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7781, loss_cls: 1.8847, loss: 1.8847 2020-06-12 19:26:33,582 - mmaction - INFO - Epoch [30][80/769] lr: 2.000e-03, eta: 2:42:21, time: 0.581, data_time: 0.004, memory: 10970, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.7482, loss: 1.7482 2020-06-12 19:26:44,450 - mmaction - INFO - Epoch [30][100/769] lr: 2.000e-03, eta: 2:42:08, time: 0.542, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8000, loss_cls: 1.9472, loss: 1.9472 2020-06-12 19:26:55,442 - mmaction - INFO - Epoch [30][120/769] lr: 2.000e-03, eta: 2:41:55, time: 0.549, data_time: 0.005, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7906, loss_cls: 2.0126, loss: 2.0126 2020-06-12 19:27:07,038 - mmaction - INFO - Epoch [30][140/769] lr: 2.000e-03, eta: 2:41:42, time: 0.581, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7937, loss_cls: 1.8532, loss: 1.8532 2020-06-12 19:27:18,709 - mmaction - INFO - Epoch [30][160/769] lr: 2.000e-03, eta: 2:41:30, time: 0.580, data_time: 0.003, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7844, loss_cls: 1.8881, loss: 1.8881 2020-06-12 19:27:29,979 - mmaction - INFO - Epoch [30][180/769] lr: 2.000e-03, eta: 2:41:17, time: 0.567, data_time: 0.009, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8187, loss_cls: 1.8349, loss: 1.8349 2020-06-12 19:27:40,177 - mmaction - INFO - Epoch [30][200/769] lr: 2.000e-03, eta: 2:41:04, time: 0.510, data_time: 0.003, memory: 10970, top1_acc: 0.4562, top5_acc: 0.7844, loss_cls: 1.9549, loss: 1.9549 2020-06-12 19:27:51,553 - mmaction - INFO - Epoch [30][220/769] lr: 2.000e-03, eta: 2:40:51, time: 0.569, data_time: 0.005, memory: 10970, top1_acc: 0.4813, top5_acc: 0.7875, loss_cls: 1.9028, loss: 1.9028 2020-06-12 19:28:03,132 - mmaction - INFO - Epoch [30][240/769] lr: 2.000e-03, eta: 2:40:39, time: 0.579, data_time: 0.002, memory: 10970, top1_acc: 0.5094, top5_acc: 0.7969, loss_cls: 1.7151, loss: 1.7151 2020-06-12 19:28:14,408 - mmaction - INFO - Epoch [30][260/769] lr: 2.000e-03, eta: 2:40:26, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8250, loss_cls: 1.6832, loss: 1.6832 2020-06-12 19:28:26,200 - mmaction - INFO - Epoch [30][280/769] lr: 2.000e-03, eta: 2:40:13, time: 0.592, data_time: 0.006, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8438, loss_cls: 1.6043, loss: 1.6043 2020-06-12 19:28:36,775 - mmaction - INFO - Epoch [30][300/769] lr: 2.000e-03, eta: 2:40:00, time: 0.528, data_time: 0.004, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7812, loss_cls: 1.8443, loss: 1.8443 2020-06-12 19:28:48,039 - mmaction - INFO - Epoch [30][320/769] lr: 2.000e-03, eta: 2:39:48, time: 0.563, data_time: 0.002, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 1.8523, loss: 1.8523 2020-06-12 19:28:58,640 - mmaction - INFO - Epoch [30][340/769] lr: 2.000e-03, eta: 2:39:34, time: 0.529, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8219, loss_cls: 1.7613, loss: 1.7613 2020-06-12 19:29:10,661 - mmaction - INFO - Epoch [30][360/769] lr: 2.000e-03, eta: 2:39:22, time: 0.601, data_time: 0.003, memory: 10970, top1_acc: 0.4844, top5_acc: 0.8031, loss_cls: 1.8940, loss: 1.8940 2020-06-12 19:29:21,676 - mmaction - INFO - Epoch [30][380/769] lr: 2.000e-03, eta: 2:39:09, time: 0.551, data_time: 0.007, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8219, loss_cls: 1.6340, loss: 1.6340 2020-06-12 19:29:32,452 - mmaction - INFO - Epoch [30][400/769] lr: 2.000e-03, eta: 2:38:56, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.7409, loss: 1.7409 2020-06-12 19:29:43,765 - mmaction - INFO - Epoch [30][420/769] lr: 2.000e-03, eta: 2:38:44, time: 0.563, data_time: 0.101, memory: 10970, top1_acc: 0.5125, top5_acc: 0.7875, loss_cls: 1.8323, loss: 1.8323 2020-06-12 19:29:55,342 - mmaction - INFO - Epoch [30][440/769] lr: 2.000e-03, eta: 2:38:31, time: 0.580, data_time: 0.013, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7781, loss_cls: 1.8610, loss: 1.8610 2020-06-12 19:30:06,906 - mmaction - INFO - Epoch [30][460/769] lr: 2.000e-03, eta: 2:38:19, time: 0.576, data_time: 0.005, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8063, loss_cls: 1.7845, loss: 1.7845 2020-06-12 19:30:17,368 - mmaction - INFO - Epoch [30][480/769] lr: 2.000e-03, eta: 2:38:05, time: 0.525, data_time: 0.014, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 1.9935, loss: 1.9935 2020-06-12 19:30:29,283 - mmaction - INFO - Epoch [30][500/769] lr: 2.000e-03, eta: 2:37:53, time: 0.596, data_time: 0.061, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7812, loss_cls: 1.9173, loss: 1.9173 2020-06-12 19:30:40,489 - mmaction - INFO - Epoch [30][520/769] lr: 2.000e-03, eta: 2:37:40, time: 0.562, data_time: 0.080, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8000, loss_cls: 1.8793, loss: 1.8793 2020-06-12 19:30:52,327 - mmaction - INFO - Epoch [30][540/769] lr: 2.000e-03, eta: 2:37:28, time: 0.591, data_time: 0.052, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 1.8950, loss: 1.8950 2020-06-12 19:31:02,914 - mmaction - INFO - Epoch [30][560/769] lr: 2.000e-03, eta: 2:37:15, time: 0.530, data_time: 0.003, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.8757, loss: 1.8757 2020-06-12 19:31:14,636 - mmaction - INFO - Epoch [30][580/769] lr: 2.000e-03, eta: 2:37:03, time: 0.585, data_time: 0.003, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8187, loss_cls: 1.7657, loss: 1.7657 2020-06-12 19:31:24,975 - mmaction - INFO - Epoch [30][600/769] lr: 2.000e-03, eta: 2:36:49, time: 0.518, data_time: 0.004, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8187, loss_cls: 1.7982, loss: 1.7982 2020-06-12 19:31:36,683 - mmaction - INFO - Epoch [30][620/769] lr: 2.000e-03, eta: 2:36:37, time: 0.583, data_time: 0.002, memory: 10970, top1_acc: 0.5312, top5_acc: 0.7906, loss_cls: 1.8153, loss: 1.8153 2020-06-12 19:31:47,620 - mmaction - INFO - Epoch [30][640/769] lr: 2.000e-03, eta: 2:36:24, time: 0.549, data_time: 0.005, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7625, loss_cls: 2.0008, loss: 2.0008 2020-06-12 19:31:58,585 - mmaction - INFO - Epoch [30][660/769] lr: 2.000e-03, eta: 2:36:11, time: 0.548, data_time: 0.016, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8156, loss_cls: 1.7454, loss: 1.7454 2020-06-12 19:32:10,370 - mmaction - INFO - Epoch [30][680/769] lr: 2.000e-03, eta: 2:35:59, time: 0.589, data_time: 0.125, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7844, loss_cls: 1.9407, loss: 1.9407 2020-06-12 19:32:23,332 - mmaction - INFO - Epoch [30][700/769] lr: 2.000e-03, eta: 2:35:47, time: 0.648, data_time: 0.109, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8094, loss_cls: 1.7609, loss: 1.7609 2020-06-12 19:32:32,740 - mmaction - INFO - Epoch [30][720/769] lr: 2.000e-03, eta: 2:35:33, time: 0.470, data_time: 0.010, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7844, loss_cls: 1.8927, loss: 1.8927 2020-06-12 19:32:44,667 - mmaction - INFO - Epoch [30][740/769] lr: 2.000e-03, eta: 2:35:21, time: 0.597, data_time: 0.029, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7906, loss_cls: 1.9028, loss: 1.9028 2020-06-12 19:32:56,799 - mmaction - INFO - Epoch [30][760/769] lr: 2.000e-03, eta: 2:35:09, time: 0.605, data_time: 0.004, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8344, loss_cls: 1.7099, loss: 1.7099 2020-06-12 19:33:00,292 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-06-12 19:33:57,711 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 19:33:57,869 - mmaction - INFO - top1_acc 0.1735 top5_acc 0.4340 2020-06-12 19:33:57,870 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 19:33:57,905 - mmaction - INFO - mean_acc 0.1519 2020-06-12 19:33:57,908 - mmaction - INFO - Epoch [30][769/769] lr: 2.000e-03, top1_acc: 0.1735, top5_acc: 0.4340, mean_class_accuracy: 0.1519 2020-06-12 19:34:16,634 - mmaction - INFO - Epoch [31][20/769] lr: 2.000e-03, eta: 2:34:52, time: 0.933, data_time: 0.333, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7875, loss_cls: 1.8967, loss: 1.8967 2020-06-12 19:34:28,797 - mmaction - INFO - Epoch [31][40/769] lr: 2.000e-03, eta: 2:34:40, time: 0.610, data_time: 0.003, memory: 10970, top1_acc: 0.4750, top5_acc: 0.7812, loss_cls: 1.8815, loss: 1.8815 2020-06-12 19:34:39,951 - mmaction - INFO - Epoch [31][60/769] lr: 2.000e-03, eta: 2:34:28, time: 0.555, data_time: 0.003, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8281, loss_cls: 1.5912, loss: 1.5912 2020-06-12 19:34:50,819 - mmaction - INFO - Epoch [31][80/769] lr: 2.000e-03, eta: 2:34:15, time: 0.546, data_time: 0.004, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7906, loss_cls: 1.9541, loss: 1.9541 2020-06-12 19:35:01,380 - mmaction - INFO - Epoch [31][100/769] lr: 2.000e-03, eta: 2:34:02, time: 0.528, data_time: 0.003, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.6723, loss: 1.6723 2020-06-12 19:35:13,066 - mmaction - INFO - Epoch [31][120/769] lr: 2.000e-03, eta: 2:33:49, time: 0.583, data_time: 0.001, memory: 10970, top1_acc: 0.4500, top5_acc: 0.7844, loss_cls: 1.8827, loss: 1.8827 2020-06-12 19:35:25,330 - mmaction - INFO - Epoch [31][140/769] lr: 2.000e-03, eta: 2:33:37, time: 0.611, data_time: 0.005, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 1.8768, loss: 1.8768 2020-06-12 19:35:36,680 - mmaction - INFO - Epoch [31][160/769] lr: 2.000e-03, eta: 2:33:25, time: 0.571, data_time: 0.006, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8031, loss_cls: 1.8897, loss: 1.8897 2020-06-12 19:35:48,363 - mmaction - INFO - Epoch [31][180/769] lr: 2.000e-03, eta: 2:33:12, time: 0.582, data_time: 0.001, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8313, loss_cls: 1.5842, loss: 1.5842 2020-06-12 19:35:58,952 - mmaction - INFO - Epoch [31][200/769] lr: 2.000e-03, eta: 2:32:59, time: 0.529, data_time: 0.009, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7750, loss_cls: 1.8840, loss: 1.8840 2020-06-12 19:36:10,067 - mmaction - INFO - Epoch [31][220/769] lr: 2.000e-03, eta: 2:32:46, time: 0.556, data_time: 0.003, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8063, loss_cls: 1.8308, loss: 1.8308 2020-06-12 19:36:20,855 - mmaction - INFO - Epoch [31][240/769] lr: 2.000e-03, eta: 2:32:34, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8125, loss_cls: 1.7501, loss: 1.7501 2020-06-12 19:36:32,107 - mmaction - INFO - Epoch [31][260/769] lr: 2.000e-03, eta: 2:32:21, time: 0.563, data_time: 0.004, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7937, loss_cls: 1.8450, loss: 1.8450 2020-06-12 19:36:44,425 - mmaction - INFO - Epoch [31][280/769] lr: 2.000e-03, eta: 2:32:09, time: 0.616, data_time: 0.003, memory: 10970, top1_acc: 0.4844, top5_acc: 0.7594, loss_cls: 1.9404, loss: 1.9404 2020-06-12 19:36:54,662 - mmaction - INFO - Epoch [31][300/769] lr: 2.000e-03, eta: 2:31:56, time: 0.511, data_time: 0.003, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.8518, loss: 1.8518 2020-06-12 19:37:06,474 - mmaction - INFO - Epoch [31][320/769] lr: 2.000e-03, eta: 2:31:43, time: 0.592, data_time: 0.003, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7906, loss_cls: 1.9500, loss: 1.9500 2020-06-12 19:37:17,989 - mmaction - INFO - Epoch [31][340/769] lr: 2.000e-03, eta: 2:31:31, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.4375, top5_acc: 0.7844, loss_cls: 1.9700, loss: 1.9700 2020-06-12 19:37:28,895 - mmaction - INFO - Epoch [31][360/769] lr: 2.000e-03, eta: 2:31:18, time: 0.540, data_time: 0.001, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7844, loss_cls: 1.8086, loss: 1.8086 2020-06-12 19:37:40,021 - mmaction - INFO - Epoch [31][380/769] lr: 2.000e-03, eta: 2:31:05, time: 0.560, data_time: 0.008, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8156, loss_cls: 1.6233, loss: 1.6233 2020-06-12 19:37:50,693 - mmaction - INFO - Epoch [31][400/769] lr: 2.000e-03, eta: 2:30:52, time: 0.532, data_time: 0.002, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8031, loss_cls: 1.8832, loss: 1.8832 2020-06-12 19:38:01,935 - mmaction - INFO - Epoch [31][420/769] lr: 2.000e-03, eta: 2:30:40, time: 0.564, data_time: 0.098, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8250, loss_cls: 1.7226, loss: 1.7226 2020-06-12 19:38:13,417 - mmaction - INFO - Epoch [31][440/769] lr: 2.000e-03, eta: 2:30:27, time: 0.573, data_time: 0.031, memory: 10970, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.8785, loss: 1.8785 2020-06-12 19:38:24,745 - mmaction - INFO - Epoch [31][460/769] lr: 2.000e-03, eta: 2:30:15, time: 0.566, data_time: 0.009, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.9198, loss: 1.9198 2020-06-12 19:38:36,245 - mmaction - INFO - Epoch [31][480/769] lr: 2.000e-03, eta: 2:30:02, time: 0.576, data_time: 0.023, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8250, loss_cls: 1.6559, loss: 1.6559 2020-06-12 19:38:47,422 - mmaction - INFO - Epoch [31][500/769] lr: 2.000e-03, eta: 2:29:50, time: 0.559, data_time: 0.003, memory: 10970, top1_acc: 0.4406, top5_acc: 0.7531, loss_cls: 2.0294, loss: 2.0294 2020-06-12 19:38:59,150 - mmaction - INFO - Epoch [31][520/769] lr: 2.000e-03, eta: 2:29:37, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7656, loss_cls: 1.9168, loss: 1.9168 2020-06-12 19:39:10,187 - mmaction - INFO - Epoch [31][540/769] lr: 2.000e-03, eta: 2:29:25, time: 0.552, data_time: 0.005, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8281, loss_cls: 1.6708, loss: 1.6708 2020-06-12 19:39:21,842 - mmaction - INFO - Epoch [31][560/769] lr: 2.000e-03, eta: 2:29:12, time: 0.583, data_time: 0.004, memory: 10970, top1_acc: 0.4594, top5_acc: 0.7656, loss_cls: 1.9607, loss: 1.9607 2020-06-12 19:39:32,799 - mmaction - INFO - Epoch [31][580/769] lr: 2.000e-03, eta: 2:28:59, time: 0.548, data_time: 0.002, memory: 10970, top1_acc: 0.4750, top5_acc: 0.8156, loss_cls: 1.8388, loss: 1.8388 2020-06-12 19:39:44,150 - mmaction - INFO - Epoch [31][600/769] lr: 2.000e-03, eta: 2:28:47, time: 0.566, data_time: 0.003, memory: 10970, top1_acc: 0.4813, top5_acc: 0.8281, loss_cls: 1.8229, loss: 1.8229 2020-06-12 19:39:55,300 - mmaction - INFO - Epoch [31][620/769] lr: 2.000e-03, eta: 2:28:34, time: 0.560, data_time: 0.004, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8125, loss_cls: 1.8227, loss: 1.8227 2020-06-12 19:40:06,896 - mmaction - INFO - Epoch [31][640/769] lr: 2.000e-03, eta: 2:28:22, time: 0.579, data_time: 0.006, memory: 10970, top1_acc: 0.4938, top5_acc: 0.8250, loss_cls: 1.7368, loss: 1.7368 2020-06-12 19:40:17,481 - mmaction - INFO - Epoch [31][660/769] lr: 2.000e-03, eta: 2:28:09, time: 0.529, data_time: 0.013, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8094, loss_cls: 1.7354, loss: 1.7354 2020-06-12 19:40:29,053 - mmaction - INFO - Epoch [31][680/769] lr: 2.000e-03, eta: 2:27:56, time: 0.579, data_time: 0.008, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8438, loss_cls: 1.6656, loss: 1.6656 2020-06-12 19:40:40,535 - mmaction - INFO - Epoch [31][700/769] lr: 2.000e-03, eta: 2:27:44, time: 0.574, data_time: 0.015, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8187, loss_cls: 1.8067, loss: 1.8067 2020-06-12 19:40:52,694 - mmaction - INFO - Epoch [31][720/769] lr: 2.000e-03, eta: 2:27:32, time: 0.608, data_time: 0.003, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8219, loss_cls: 1.7302, loss: 1.7302 2020-06-12 19:41:02,735 - mmaction - INFO - Epoch [31][740/769] lr: 2.000e-03, eta: 2:27:19, time: 0.500, data_time: 0.002, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8219, loss_cls: 1.8229, loss: 1.8229 2020-06-12 19:41:13,642 - mmaction - INFO - Epoch [31][760/769] lr: 2.000e-03, eta: 2:27:06, time: 0.547, data_time: 0.009, memory: 10970, top1_acc: 0.4688, top5_acc: 0.7937, loss_cls: 1.8519, loss: 1.8519 2020-06-12 19:41:37,544 - mmaction - INFO - Epoch [32][20/769] lr: 2.000e-03, eta: 2:26:50, time: 1.004, data_time: 0.380, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8219, loss_cls: 1.6878, loss: 1.6878 2020-06-12 19:41:48,244 - mmaction - INFO - Epoch [32][40/769] lr: 2.000e-03, eta: 2:26:37, time: 0.535, data_time: 0.003, memory: 10970, top1_acc: 0.5469, top5_acc: 0.7625, loss_cls: 1.7456, loss: 1.7456 2020-06-12 19:41:59,611 - mmaction - INFO - Epoch [32][60/769] lr: 2.000e-03, eta: 2:26:24, time: 0.567, data_time: 0.001, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8375, loss_cls: 1.6553, loss: 1.6553 2020-06-12 19:42:10,748 - mmaction - INFO - Epoch [32][80/769] lr: 2.000e-03, eta: 2:26:12, time: 0.558, data_time: 0.003, memory: 10970, top1_acc: 0.4813, top5_acc: 0.8000, loss_cls: 1.8856, loss: 1.8856 2020-06-12 19:42:22,143 - mmaction - INFO - Epoch [32][100/769] lr: 2.000e-03, eta: 2:25:59, time: 0.568, data_time: 0.005, memory: 10970, top1_acc: 0.4531, top5_acc: 0.7906, loss_cls: 1.9964, loss: 1.9964 2020-06-12 19:42:33,712 - mmaction - INFO - Epoch [32][120/769] lr: 2.000e-03, eta: 2:25:47, time: 0.578, data_time: 0.007, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8125, loss_cls: 1.6684, loss: 1.6684 2020-06-12 19:42:45,817 - mmaction - INFO - Epoch [32][140/769] lr: 2.000e-03, eta: 2:25:35, time: 0.608, data_time: 0.047, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8000, loss_cls: 1.8028, loss: 1.8028 2020-06-12 19:42:56,436 - mmaction - INFO - Epoch [32][160/769] lr: 2.000e-03, eta: 2:25:22, time: 0.531, data_time: 0.003, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8438, loss_cls: 1.6506, loss: 1.6506 2020-06-12 19:43:08,327 - mmaction - INFO - Epoch [32][180/769] lr: 2.000e-03, eta: 2:25:10, time: 0.595, data_time: 0.002, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8125, loss_cls: 1.6558, loss: 1.6558 2020-06-12 19:43:18,684 - mmaction - INFO - Epoch [32][200/769] lr: 2.000e-03, eta: 2:24:57, time: 0.518, data_time: 0.008, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7937, loss_cls: 1.8310, loss: 1.8310 2020-06-12 19:43:29,940 - mmaction - INFO - Epoch [32][220/769] lr: 2.000e-03, eta: 2:24:44, time: 0.563, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.8096, loss: 1.8096 2020-06-12 19:43:41,537 - mmaction - INFO - Epoch [32][240/769] lr: 2.000e-03, eta: 2:24:32, time: 0.581, data_time: 0.003, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8031, loss_cls: 1.8203, loss: 1.8203 2020-06-12 19:43:52,657 - mmaction - INFO - Epoch [32][260/769] lr: 2.000e-03, eta: 2:24:19, time: 0.556, data_time: 0.003, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.6986, loss: 1.6986 2020-06-12 19:44:03,594 - mmaction - INFO - Epoch [32][280/769] lr: 2.000e-03, eta: 2:24:06, time: 0.547, data_time: 0.002, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8187, loss_cls: 1.6386, loss: 1.6386 2020-06-12 19:44:14,462 - mmaction - INFO - Epoch [32][300/769] lr: 2.000e-03, eta: 2:23:54, time: 0.543, data_time: 0.046, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8344, loss_cls: 1.5875, loss: 1.5875 2020-06-12 19:44:26,517 - mmaction - INFO - Epoch [32][320/769] lr: 2.000e-03, eta: 2:23:42, time: 0.601, data_time: 0.108, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8250, loss_cls: 1.7805, loss: 1.7805 2020-06-12 19:44:38,082 - mmaction - INFO - Epoch [32][340/769] lr: 2.000e-03, eta: 2:23:29, time: 0.579, data_time: 0.006, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7875, loss_cls: 1.8469, loss: 1.8469 2020-06-12 19:44:48,228 - mmaction - INFO - Epoch [32][360/769] lr: 2.000e-03, eta: 2:23:16, time: 0.506, data_time: 0.042, memory: 10970, top1_acc: 0.4719, top5_acc: 0.7969, loss_cls: 1.9215, loss: 1.9215 2020-06-12 19:45:00,221 - mmaction - INFO - Epoch [32][380/769] lr: 2.000e-03, eta: 2:23:04, time: 0.601, data_time: 0.095, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7969, loss_cls: 1.8083, loss: 1.8083 2020-06-12 19:45:11,284 - mmaction - INFO - Epoch [32][400/769] lr: 2.000e-03, eta: 2:22:51, time: 0.553, data_time: 0.125, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8281, loss_cls: 1.6696, loss: 1.6696 2020-06-12 19:45:23,568 - mmaction - INFO - Epoch [32][420/769] lr: 2.000e-03, eta: 2:22:39, time: 0.613, data_time: 0.144, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.9792, loss: 1.9792 2020-06-12 19:45:34,444 - mmaction - INFO - Epoch [32][440/769] lr: 2.000e-03, eta: 2:22:27, time: 0.542, data_time: 0.083, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8125, loss_cls: 1.7258, loss: 1.7258 2020-06-12 19:45:45,718 - mmaction - INFO - Epoch [32][460/769] lr: 2.000e-03, eta: 2:22:14, time: 0.567, data_time: 0.081, memory: 10970, top1_acc: 0.4562, top5_acc: 0.8125, loss_cls: 1.8606, loss: 1.8606 2020-06-12 19:45:57,288 - mmaction - INFO - Epoch [32][480/769] lr: 2.000e-03, eta: 2:22:02, time: 0.577, data_time: 0.003, memory: 10970, top1_acc: 0.4750, top5_acc: 0.8031, loss_cls: 1.8653, loss: 1.8653 2020-06-12 19:46:09,309 - mmaction - INFO - Epoch [32][500/769] lr: 2.000e-03, eta: 2:21:50, time: 0.599, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8406, loss_cls: 1.6937, loss: 1.6937 2020-06-12 19:46:20,234 - mmaction - INFO - Epoch [32][520/769] lr: 2.000e-03, eta: 2:21:37, time: 0.542, data_time: 0.005, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8344, loss_cls: 1.8021, loss: 1.8021 2020-06-12 19:46:31,705 - mmaction - INFO - Epoch [32][540/769] lr: 2.000e-03, eta: 2:21:24, time: 0.579, data_time: 0.009, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8406, loss_cls: 1.7111, loss: 1.7111 2020-06-12 19:46:42,410 - mmaction - INFO - Epoch [32][560/769] lr: 2.000e-03, eta: 2:21:12, time: 0.535, data_time: 0.006, memory: 10970, top1_acc: 0.5219, top5_acc: 0.7937, loss_cls: 1.8777, loss: 1.8777 2020-06-12 19:46:53,486 - mmaction - INFO - Epoch [32][580/769] lr: 2.000e-03, eta: 2:20:59, time: 0.555, data_time: 0.004, memory: 10970, top1_acc: 0.4188, top5_acc: 0.7750, loss_cls: 1.9866, loss: 1.9866 2020-06-12 19:47:04,718 - mmaction - INFO - Epoch [32][600/769] lr: 2.000e-03, eta: 2:20:46, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8000, loss_cls: 1.7134, loss: 1.7134 2020-06-12 19:47:15,961 - mmaction - INFO - Epoch [32][620/769] lr: 2.000e-03, eta: 2:20:34, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8031, loss_cls: 1.7346, loss: 1.7346 2020-06-12 19:47:27,217 - mmaction - INFO - Epoch [32][640/769] lr: 2.000e-03, eta: 2:20:21, time: 0.561, data_time: 0.002, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8156, loss_cls: 1.7515, loss: 1.7515 2020-06-12 19:47:41,663 - mmaction - INFO - Epoch [32][660/769] lr: 2.000e-03, eta: 2:20:11, time: 0.720, data_time: 0.008, memory: 10970, top1_acc: 0.4719, top5_acc: 0.8344, loss_cls: 1.7987, loss: 1.7987 2020-06-12 19:47:52,548 - mmaction - INFO - Epoch [32][680/769] lr: 2.000e-03, eta: 2:19:58, time: 0.546, data_time: 0.015, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7750, loss_cls: 1.9696, loss: 1.9696 2020-06-12 19:48:03,780 - mmaction - INFO - Epoch [32][700/769] lr: 2.000e-03, eta: 2:19:45, time: 0.564, data_time: 0.073, memory: 10970, top1_acc: 0.4469, top5_acc: 0.7656, loss_cls: 2.0128, loss: 2.0128 2020-06-12 19:48:14,914 - mmaction - INFO - Epoch [32][720/769] lr: 2.000e-03, eta: 2:19:33, time: 0.556, data_time: 0.098, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8000, loss_cls: 1.7548, loss: 1.7548 2020-06-12 19:48:26,036 - mmaction - INFO - Epoch [32][740/769] lr: 2.000e-03, eta: 2:19:20, time: 0.558, data_time: 0.062, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7844, loss_cls: 1.8933, loss: 1.8933 2020-06-12 19:48:37,380 - mmaction - INFO - Epoch [32][760/769] lr: 2.000e-03, eta: 2:19:08, time: 0.565, data_time: 0.022, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8406, loss_cls: 1.6540, loss: 1.6540 2020-06-12 19:49:04,026 - mmaction - INFO - Epoch [33][20/769] lr: 2.000e-03, eta: 2:18:52, time: 1.020, data_time: 0.474, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8094, loss_cls: 1.7492, loss: 1.7492 2020-06-12 19:49:14,956 - mmaction - INFO - Epoch [33][40/769] lr: 2.000e-03, eta: 2:18:39, time: 0.546, data_time: 0.017, memory: 10970, top1_acc: 0.4531, top5_acc: 0.8031, loss_cls: 1.8917, loss: 1.8917 2020-06-12 19:49:25,700 - mmaction - INFO - Epoch [33][60/769] lr: 2.000e-03, eta: 2:18:27, time: 0.536, data_time: 0.078, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8469, loss_cls: 1.6652, loss: 1.6652 2020-06-12 19:49:36,825 - mmaction - INFO - Epoch [33][80/769] lr: 2.000e-03, eta: 2:18:14, time: 0.555, data_time: 0.118, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8219, loss_cls: 1.6584, loss: 1.6584 2020-06-12 19:49:48,667 - mmaction - INFO - Epoch [33][100/769] lr: 2.000e-03, eta: 2:18:02, time: 0.594, data_time: 0.153, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8156, loss_cls: 1.8644, loss: 1.8644 2020-06-12 19:49:59,527 - mmaction - INFO - Epoch [33][120/769] lr: 2.000e-03, eta: 2:17:49, time: 0.543, data_time: 0.097, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8156, loss_cls: 1.7382, loss: 1.7382 2020-06-12 19:50:10,727 - mmaction - INFO - Epoch [33][140/769] lr: 2.000e-03, eta: 2:17:37, time: 0.560, data_time: 0.081, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8313, loss_cls: 1.6876, loss: 1.6876 2020-06-12 19:50:22,091 - mmaction - INFO - Epoch [33][160/769] lr: 2.000e-03, eta: 2:17:24, time: 0.567, data_time: 0.076, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8406, loss_cls: 1.6625, loss: 1.6625 2020-06-12 19:50:32,928 - mmaction - INFO - Epoch [33][180/769] lr: 2.000e-03, eta: 2:17:11, time: 0.542, data_time: 0.015, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7969, loss_cls: 1.8758, loss: 1.8758 2020-06-12 19:50:44,354 - mmaction - INFO - Epoch [33][200/769] lr: 2.000e-03, eta: 2:16:59, time: 0.572, data_time: 0.002, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8187, loss_cls: 1.7424, loss: 1.7424 2020-06-12 19:50:55,293 - mmaction - INFO - Epoch [33][220/769] lr: 2.000e-03, eta: 2:16:46, time: 0.545, data_time: 0.040, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8187, loss_cls: 1.8028, loss: 1.8028 2020-06-12 19:51:07,283 - mmaction - INFO - Epoch [33][240/769] lr: 2.000e-03, eta: 2:16:34, time: 0.600, data_time: 0.035, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8000, loss_cls: 1.7219, loss: 1.7219 2020-06-12 19:51:17,577 - mmaction - INFO - Epoch [33][260/769] lr: 2.000e-03, eta: 2:16:21, time: 0.516, data_time: 0.004, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7906, loss_cls: 1.8321, loss: 1.8321 2020-06-12 19:51:30,254 - mmaction - INFO - Epoch [33][280/769] lr: 2.000e-03, eta: 2:16:09, time: 0.628, data_time: 0.005, memory: 10970, top1_acc: 0.4938, top5_acc: 0.8125, loss_cls: 1.8286, loss: 1.8286 2020-06-12 19:51:42,321 - mmaction - INFO - Epoch [33][300/769] lr: 2.000e-03, eta: 2:15:58, time: 0.611, data_time: 0.162, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8219, loss_cls: 1.6355, loss: 1.6355 2020-06-12 19:51:54,431 - mmaction - INFO - Epoch [33][320/769] lr: 2.000e-03, eta: 2:15:45, time: 0.605, data_time: 0.154, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8000, loss_cls: 1.8282, loss: 1.8282 2020-06-12 19:52:09,233 - mmaction - INFO - Epoch [33][340/769] lr: 2.000e-03, eta: 2:15:35, time: 0.741, data_time: 0.005, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7652, loss: 1.7652 2020-06-12 19:52:19,934 - mmaction - INFO - Epoch [33][360/769] lr: 2.000e-03, eta: 2:15:22, time: 0.535, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8281, loss_cls: 1.7476, loss: 1.7476 2020-06-12 19:52:39,886 - mmaction - INFO - Epoch [33][380/769] lr: 2.000e-03, eta: 2:15:14, time: 0.996, data_time: 0.011, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8125, loss_cls: 1.7943, loss: 1.7943 2020-06-12 19:52:53,918 - mmaction - INFO - Epoch [33][400/769] lr: 2.000e-03, eta: 2:15:03, time: 0.703, data_time: 0.031, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8313, loss_cls: 1.7178, loss: 1.7178 2020-06-12 19:53:09,672 - mmaction - INFO - Epoch [33][420/769] lr: 2.000e-03, eta: 2:14:53, time: 0.788, data_time: 0.005, memory: 10970, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.7922, loss: 1.7922 2020-06-12 19:53:20,148 - mmaction - INFO - Epoch [33][440/769] lr: 2.000e-03, eta: 2:14:40, time: 0.521, data_time: 0.044, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8219, loss_cls: 1.7081, loss: 1.7081 2020-06-12 19:53:31,796 - mmaction - INFO - Epoch [33][460/769] lr: 2.000e-03, eta: 2:14:28, time: 0.586, data_time: 0.029, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8187, loss_cls: 1.6344, loss: 1.6344 2020-06-12 19:53:48,585 - mmaction - INFO - Epoch [33][480/769] lr: 2.000e-03, eta: 2:14:19, time: 0.838, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.8545, loss: 1.8545 2020-06-12 19:53:59,923 - mmaction - INFO - Epoch [33][500/769] lr: 2.000e-03, eta: 2:14:06, time: 0.566, data_time: 0.066, memory: 10970, top1_acc: 0.4188, top5_acc: 0.7781, loss_cls: 1.9495, loss: 1.9495 2020-06-12 19:54:12,187 - mmaction - INFO - Epoch [33][520/769] lr: 2.000e-03, eta: 2:13:54, time: 0.615, data_time: 0.050, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8094, loss_cls: 1.8658, loss: 1.8658 2020-06-12 19:54:23,013 - mmaction - INFO - Epoch [33][540/769] lr: 2.000e-03, eta: 2:13:41, time: 0.540, data_time: 0.026, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8281, loss_cls: 1.6717, loss: 1.6717 2020-06-12 19:54:34,132 - mmaction - INFO - Epoch [33][560/769] lr: 2.000e-03, eta: 2:13:29, time: 0.557, data_time: 0.006, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8031, loss_cls: 1.7766, loss: 1.7766 2020-06-12 19:54:45,072 - mmaction - INFO - Epoch [33][580/769] lr: 2.000e-03, eta: 2:13:16, time: 0.546, data_time: 0.004, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8281, loss_cls: 1.7524, loss: 1.7524 2020-06-12 19:54:57,802 - mmaction - INFO - Epoch [33][600/769] lr: 2.000e-03, eta: 2:13:05, time: 0.635, data_time: 0.020, memory: 10970, top1_acc: 0.4844, top5_acc: 0.8031, loss_cls: 1.9428, loss: 1.9428 2020-06-12 19:55:07,213 - mmaction - INFO - Epoch [33][620/769] lr: 2.000e-03, eta: 2:12:51, time: 0.472, data_time: 0.028, memory: 10970, top1_acc: 0.5188, top5_acc: 0.7937, loss_cls: 1.7552, loss: 1.7552 2020-06-12 19:55:20,059 - mmaction - INFO - Epoch [33][640/769] lr: 2.000e-03, eta: 2:12:39, time: 0.643, data_time: 0.039, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8156, loss_cls: 1.6574, loss: 1.6574 2020-06-12 19:55:33,091 - mmaction - INFO - Epoch [33][660/769] lr: 2.000e-03, eta: 2:12:28, time: 0.651, data_time: 0.008, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7844, loss_cls: 1.7745, loss: 1.7745 2020-06-12 19:55:43,666 - mmaction - INFO - Epoch [33][680/769] lr: 2.000e-03, eta: 2:12:15, time: 0.530, data_time: 0.022, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8000, loss_cls: 1.8484, loss: 1.8484 2020-06-12 19:55:54,601 - mmaction - INFO - Epoch [33][700/769] lr: 2.000e-03, eta: 2:12:02, time: 0.546, data_time: 0.073, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7937, loss_cls: 1.8359, loss: 1.8359 2020-06-12 19:56:06,671 - mmaction - INFO - Epoch [33][720/769] lr: 2.000e-03, eta: 2:11:50, time: 0.603, data_time: 0.133, memory: 10970, top1_acc: 0.4656, top5_acc: 0.7812, loss_cls: 2.0048, loss: 2.0048 2020-06-12 19:56:17,858 - mmaction - INFO - Epoch [33][740/769] lr: 2.000e-03, eta: 2:11:38, time: 0.559, data_time: 0.003, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8125, loss_cls: 1.7753, loss: 1.7753 2020-06-12 19:56:28,999 - mmaction - INFO - Epoch [33][760/769] lr: 2.000e-03, eta: 2:11:25, time: 0.558, data_time: 0.078, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8250, loss_cls: 1.8979, loss: 1.8979 2020-06-12 19:56:53,296 - mmaction - INFO - Epoch [34][20/769] lr: 2.000e-03, eta: 2:11:10, time: 1.039, data_time: 0.444, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7969, loss_cls: 1.7596, loss: 1.7596 2020-06-12 19:57:04,351 - mmaction - INFO - Epoch [34][40/769] lr: 2.000e-03, eta: 2:10:57, time: 0.552, data_time: 0.005, memory: 10970, top1_acc: 0.4531, top5_acc: 0.8219, loss_cls: 1.8240, loss: 1.8240 2020-06-12 19:57:16,169 - mmaction - INFO - Epoch [34][60/769] lr: 2.000e-03, eta: 2:10:45, time: 0.592, data_time: 0.035, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8219, loss_cls: 1.7565, loss: 1.7565 2020-06-12 19:57:27,680 - mmaction - INFO - Epoch [34][80/769] lr: 2.000e-03, eta: 2:10:32, time: 0.574, data_time: 0.005, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8031, loss_cls: 1.7565, loss: 1.7565 2020-06-12 19:57:39,722 - mmaction - INFO - Epoch [34][100/769] lr: 2.000e-03, eta: 2:10:20, time: 0.603, data_time: 0.006, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8000, loss_cls: 1.7724, loss: 1.7724 2020-06-12 19:57:49,950 - mmaction - INFO - Epoch [34][120/769] lr: 2.000e-03, eta: 2:10:07, time: 0.513, data_time: 0.031, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8406, loss_cls: 1.6025, loss: 1.6025 2020-06-12 19:58:01,557 - mmaction - INFO - Epoch [34][140/769] lr: 2.000e-03, eta: 2:09:55, time: 0.577, data_time: 0.124, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8594, loss_cls: 1.5783, loss: 1.5783 2020-06-12 19:58:12,713 - mmaction - INFO - Epoch [34][160/769] lr: 2.000e-03, eta: 2:09:43, time: 0.561, data_time: 0.004, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8219, loss_cls: 1.7608, loss: 1.7608 2020-06-12 19:58:23,697 - mmaction - INFO - Epoch [34][180/769] lr: 2.000e-03, eta: 2:09:30, time: 0.546, data_time: 0.006, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8156, loss_cls: 1.7444, loss: 1.7444 2020-06-12 19:58:35,365 - mmaction - INFO - Epoch [34][200/769] lr: 2.000e-03, eta: 2:09:18, time: 0.587, data_time: 0.030, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8125, loss_cls: 1.7738, loss: 1.7738 2020-06-12 19:58:46,483 - mmaction - INFO - Epoch [34][220/769] lr: 2.000e-03, eta: 2:09:05, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.7937, loss_cls: 1.8429, loss: 1.8429 2020-06-12 19:58:58,339 - mmaction - INFO - Epoch [34][240/769] lr: 2.000e-03, eta: 2:08:53, time: 0.595, data_time: 0.005, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8187, loss_cls: 1.7169, loss: 1.7169 2020-06-12 19:59:09,342 - mmaction - INFO - Epoch [34][260/769] lr: 2.000e-03, eta: 2:08:40, time: 0.548, data_time: 0.001, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8375, loss_cls: 1.7050, loss: 1.7050 2020-06-12 19:59:21,154 - mmaction - INFO - Epoch [34][280/769] lr: 2.000e-03, eta: 2:08:28, time: 0.591, data_time: 0.005, memory: 10970, top1_acc: 0.4938, top5_acc: 0.8125, loss_cls: 1.8310, loss: 1.8310 2020-06-12 19:59:32,245 - mmaction - INFO - Epoch [34][300/769] lr: 2.000e-03, eta: 2:08:16, time: 0.554, data_time: 0.006, memory: 10970, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 1.7407, loss: 1.7407 2020-06-12 19:59:43,174 - mmaction - INFO - Epoch [34][320/769] lr: 2.000e-03, eta: 2:08:03, time: 0.548, data_time: 0.003, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8250, loss_cls: 1.7464, loss: 1.7464 2020-06-12 19:59:54,931 - mmaction - INFO - Epoch [34][340/769] lr: 2.000e-03, eta: 2:07:51, time: 0.587, data_time: 0.001, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8313, loss_cls: 1.6691, loss: 1.6691 2020-06-12 20:00:08,491 - mmaction - INFO - Epoch [34][360/769] lr: 2.000e-03, eta: 2:07:40, time: 0.677, data_time: 0.004, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8219, loss_cls: 1.7045, loss: 1.7045 2020-06-12 20:00:19,466 - mmaction - INFO - Epoch [34][380/769] lr: 2.000e-03, eta: 2:07:27, time: 0.550, data_time: 0.044, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8031, loss_cls: 1.7088, loss: 1.7088 2020-06-12 20:00:30,504 - mmaction - INFO - Epoch [34][400/769] lr: 2.000e-03, eta: 2:07:15, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8000, loss_cls: 1.8142, loss: 1.8142 2020-06-12 20:00:42,893 - mmaction - INFO - Epoch [34][420/769] lr: 2.000e-03, eta: 2:07:03, time: 0.619, data_time: 0.003, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8094, loss_cls: 1.7276, loss: 1.7276 2020-06-12 20:00:53,774 - mmaction - INFO - Epoch [34][440/769] lr: 2.000e-03, eta: 2:06:50, time: 0.545, data_time: 0.004, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8156, loss_cls: 1.7249, loss: 1.7249 2020-06-12 20:01:05,510 - mmaction - INFO - Epoch [34][460/769] lr: 2.000e-03, eta: 2:06:38, time: 0.586, data_time: 0.001, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8219, loss_cls: 1.6742, loss: 1.6742 2020-06-12 20:01:16,394 - mmaction - INFO - Epoch [34][480/769] lr: 2.000e-03, eta: 2:06:25, time: 0.546, data_time: 0.004, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8375, loss_cls: 1.6162, loss: 1.6162 2020-06-12 20:01:27,478 - mmaction - INFO - Epoch [34][500/769] lr: 2.000e-03, eta: 2:06:13, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8375, loss_cls: 1.7064, loss: 1.7064 2020-06-12 20:01:38,265 - mmaction - INFO - Epoch [34][520/769] lr: 2.000e-03, eta: 2:06:00, time: 0.540, data_time: 0.009, memory: 10970, top1_acc: 0.5125, top5_acc: 0.7937, loss_cls: 1.7779, loss: 1.7779 2020-06-12 20:01:49,837 - mmaction - INFO - Epoch [34][540/769] lr: 2.000e-03, eta: 2:05:48, time: 0.578, data_time: 0.044, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8125, loss_cls: 1.7561, loss: 1.7561 2020-06-12 20:02:02,079 - mmaction - INFO - Epoch [34][560/769] lr: 2.000e-03, eta: 2:05:36, time: 0.612, data_time: 0.003, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8531, loss_cls: 1.6040, loss: 1.6040 2020-06-12 20:02:12,621 - mmaction - INFO - Epoch [34][580/769] lr: 2.000e-03, eta: 2:05:23, time: 0.526, data_time: 0.002, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7906, loss_cls: 1.7573, loss: 1.7573 2020-06-12 20:02:28,435 - mmaction - INFO - Epoch [34][600/769] lr: 2.000e-03, eta: 2:05:13, time: 0.793, data_time: 0.003, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8125, loss_cls: 1.8416, loss: 1.8416 2020-06-12 20:02:39,266 - mmaction - INFO - Epoch [34][620/769] lr: 2.000e-03, eta: 2:05:00, time: 0.539, data_time: 0.004, memory: 10970, top1_acc: 0.5094, top5_acc: 0.7875, loss_cls: 1.8390, loss: 1.8390 2020-06-12 20:02:50,508 - mmaction - INFO - Epoch [34][640/769] lr: 2.000e-03, eta: 2:04:48, time: 0.563, data_time: 0.003, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8406, loss_cls: 1.5768, loss: 1.5768 2020-06-12 20:03:01,711 - mmaction - INFO - Epoch [34][660/769] lr: 2.000e-03, eta: 2:04:35, time: 0.559, data_time: 0.003, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8531, loss_cls: 1.7038, loss: 1.7038 2020-06-12 20:03:12,955 - mmaction - INFO - Epoch [34][680/769] lr: 2.000e-03, eta: 2:04:23, time: 0.562, data_time: 0.003, memory: 10970, top1_acc: 0.4844, top5_acc: 0.8187, loss_cls: 1.7646, loss: 1.7646 2020-06-12 20:03:24,697 - mmaction - INFO - Epoch [34][700/769] lr: 2.000e-03, eta: 2:04:11, time: 0.588, data_time: 0.004, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8094, loss_cls: 1.7418, loss: 1.7418 2020-06-12 20:03:36,039 - mmaction - INFO - Epoch [34][720/769] lr: 2.000e-03, eta: 2:03:58, time: 0.569, data_time: 0.010, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7812, loss_cls: 2.0155, loss: 2.0155 2020-06-12 20:03:46,411 - mmaction - INFO - Epoch [34][740/769] lr: 2.000e-03, eta: 2:03:46, time: 0.517, data_time: 0.002, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 1.9178, loss: 1.9178 2020-06-12 20:03:58,150 - mmaction - INFO - Epoch [34][760/769] lr: 2.000e-03, eta: 2:03:33, time: 0.587, data_time: 0.026, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8187, loss_cls: 1.7367, loss: 1.7367 2020-06-12 20:04:22,254 - mmaction - INFO - Epoch [35][20/769] lr: 2.000e-03, eta: 2:03:17, time: 1.017, data_time: 0.547, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8313, loss_cls: 1.5949, loss: 1.5949 2020-06-12 20:04:33,633 - mmaction - INFO - Epoch [35][40/769] lr: 2.000e-03, eta: 2:03:05, time: 0.568, data_time: 0.040, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8156, loss_cls: 1.6865, loss: 1.6865 2020-06-12 20:04:44,562 - mmaction - INFO - Epoch [35][60/769] lr: 2.000e-03, eta: 2:02:52, time: 0.548, data_time: 0.005, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8094, loss_cls: 1.7327, loss: 1.7327 2020-06-12 20:04:57,224 - mmaction - INFO - Epoch [35][80/769] lr: 2.000e-03, eta: 2:02:41, time: 0.634, data_time: 0.057, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8219, loss_cls: 1.6868, loss: 1.6868 2020-06-12 20:05:06,911 - mmaction - INFO - Epoch [35][100/769] lr: 2.000e-03, eta: 2:02:27, time: 0.480, data_time: 0.002, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.5363, loss: 1.5363 2020-06-12 20:05:19,547 - mmaction - INFO - Epoch [35][120/769] lr: 2.000e-03, eta: 2:02:16, time: 0.634, data_time: 0.015, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8313, loss_cls: 1.6939, loss: 1.6939 2020-06-12 20:05:30,984 - mmaction - INFO - Epoch [35][140/769] lr: 2.000e-03, eta: 2:02:03, time: 0.572, data_time: 0.004, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8031, loss_cls: 1.7440, loss: 1.7440 2020-06-12 20:05:41,921 - mmaction - INFO - Epoch [35][160/769] lr: 2.000e-03, eta: 2:01:51, time: 0.547, data_time: 0.003, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7781, loss_cls: 1.8280, loss: 1.8280 2020-06-12 20:05:53,621 - mmaction - INFO - Epoch [35][180/769] lr: 2.000e-03, eta: 2:01:39, time: 0.586, data_time: 0.003, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8562, loss_cls: 1.6369, loss: 1.6369 2020-06-12 20:06:04,954 - mmaction - INFO - Epoch [35][200/769] lr: 2.000e-03, eta: 2:01:26, time: 0.566, data_time: 0.003, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8187, loss_cls: 1.7178, loss: 1.7178 2020-06-12 20:06:16,149 - mmaction - INFO - Epoch [35][220/769] lr: 2.000e-03, eta: 2:01:14, time: 0.557, data_time: 0.015, memory: 10970, top1_acc: 0.5281, top5_acc: 0.7969, loss_cls: 1.7698, loss: 1.7698 2020-06-12 20:06:27,146 - mmaction - INFO - Epoch [35][240/769] lr: 2.000e-03, eta: 2:01:01, time: 0.552, data_time: 0.088, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.6624, loss: 1.6624 2020-06-12 20:06:39,233 - mmaction - INFO - Epoch [35][260/769] lr: 2.000e-03, eta: 2:00:49, time: 0.603, data_time: 0.022, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8094, loss_cls: 1.7783, loss: 1.7783 2020-06-12 20:06:49,577 - mmaction - INFO - Epoch [35][280/769] lr: 2.000e-03, eta: 2:00:36, time: 0.519, data_time: 0.020, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8031, loss_cls: 1.7107, loss: 1.7107 2020-06-12 20:07:02,277 - mmaction - INFO - Epoch [35][300/769] lr: 2.000e-03, eta: 2:00:25, time: 0.634, data_time: 0.178, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8656, loss_cls: 1.6033, loss: 1.6033 2020-06-12 20:07:11,958 - mmaction - INFO - Epoch [35][320/769] lr: 2.000e-03, eta: 2:00:12, time: 0.486, data_time: 0.016, memory: 10970, top1_acc: 0.5031, top5_acc: 0.7906, loss_cls: 1.8279, loss: 1.8279 2020-06-12 20:07:25,022 - mmaction - INFO - Epoch [35][340/769] lr: 2.000e-03, eta: 2:00:00, time: 0.651, data_time: 0.098, memory: 10970, top1_acc: 0.4875, top5_acc: 0.7844, loss_cls: 1.8367, loss: 1.8367 2020-06-12 20:07:35,628 - mmaction - INFO - Epoch [35][360/769] lr: 2.000e-03, eta: 1:59:47, time: 0.533, data_time: 0.112, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8031, loss_cls: 1.8127, loss: 1.8127 2020-06-12 20:07:46,331 - mmaction - INFO - Epoch [35][380/769] lr: 2.000e-03, eta: 1:59:35, time: 0.535, data_time: 0.075, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8344, loss_cls: 1.5950, loss: 1.5950 2020-06-12 20:07:58,598 - mmaction - INFO - Epoch [35][400/769] lr: 2.000e-03, eta: 1:59:23, time: 0.613, data_time: 0.193, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8187, loss_cls: 1.7742, loss: 1.7742 2020-06-12 20:08:09,528 - mmaction - INFO - Epoch [35][420/769] lr: 2.000e-03, eta: 1:59:10, time: 0.546, data_time: 0.118, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8500, loss_cls: 1.6297, loss: 1.6297 2020-06-12 20:08:20,153 - mmaction - INFO - Epoch [35][440/769] lr: 2.000e-03, eta: 1:58:58, time: 0.532, data_time: 0.084, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.6492, loss: 1.6492 2020-06-12 20:08:30,917 - mmaction - INFO - Epoch [35][460/769] lr: 2.000e-03, eta: 1:58:45, time: 0.536, data_time: 0.002, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8156, loss_cls: 1.7115, loss: 1.7115 2020-06-12 20:08:43,004 - mmaction - INFO - Epoch [35][480/769] lr: 2.000e-03, eta: 1:58:33, time: 0.605, data_time: 0.005, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8063, loss_cls: 1.7275, loss: 1.7275 2020-06-12 20:08:54,058 - mmaction - INFO - Epoch [35][500/769] lr: 2.000e-03, eta: 1:58:20, time: 0.554, data_time: 0.004, memory: 10970, top1_acc: 0.5312, top5_acc: 0.7781, loss_cls: 1.8844, loss: 1.8844 2020-06-12 20:09:05,104 - mmaction - INFO - Epoch [35][520/769] lr: 2.000e-03, eta: 1:58:08, time: 0.551, data_time: 0.001, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8250, loss_cls: 1.6775, loss: 1.6775 2020-06-12 20:09:16,233 - mmaction - INFO - Epoch [35][540/769] lr: 2.000e-03, eta: 1:57:56, time: 0.556, data_time: 0.022, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8219, loss_cls: 1.7231, loss: 1.7231 2020-06-12 20:09:27,586 - mmaction - INFO - Epoch [35][560/769] lr: 2.000e-03, eta: 1:57:43, time: 0.567, data_time: 0.013, memory: 10970, top1_acc: 0.4969, top5_acc: 0.7719, loss_cls: 1.8602, loss: 1.8602 2020-06-12 20:09:38,645 - mmaction - INFO - Epoch [35][580/769] lr: 2.000e-03, eta: 1:57:31, time: 0.555, data_time: 0.101, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7906, loss_cls: 1.8655, loss: 1.8655 2020-06-12 20:09:50,715 - mmaction - INFO - Epoch [35][600/769] lr: 2.000e-03, eta: 1:57:19, time: 0.604, data_time: 0.009, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7969, loss_cls: 1.8580, loss: 1.8580 2020-06-12 20:10:01,340 - mmaction - INFO - Epoch [35][620/769] lr: 2.000e-03, eta: 1:57:06, time: 0.531, data_time: 0.023, memory: 10970, top1_acc: 0.4219, top5_acc: 0.7969, loss_cls: 1.9332, loss: 1.9332 2020-06-12 20:10:13,491 - mmaction - INFO - Epoch [35][640/769] lr: 2.000e-03, eta: 1:56:54, time: 0.607, data_time: 0.016, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8125, loss_cls: 1.8162, loss: 1.8162 2020-06-12 20:10:24,704 - mmaction - INFO - Epoch [35][660/769] lr: 2.000e-03, eta: 1:56:42, time: 0.559, data_time: 0.003, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8250, loss_cls: 1.7991, loss: 1.7991 2020-06-12 20:10:36,331 - mmaction - INFO - Epoch [35][680/769] lr: 2.000e-03, eta: 1:56:30, time: 0.583, data_time: 0.044, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8344, loss_cls: 1.6323, loss: 1.6323 2020-06-12 20:10:49,221 - mmaction - INFO - Epoch [35][700/769] lr: 2.000e-03, eta: 1:56:18, time: 0.645, data_time: 0.134, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8219, loss_cls: 1.7460, loss: 1.7460 2020-06-12 20:11:00,220 - mmaction - INFO - Epoch [35][720/769] lr: 2.000e-03, eta: 1:56:05, time: 0.549, data_time: 0.024, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8094, loss_cls: 1.8357, loss: 1.8357 2020-06-12 20:11:11,420 - mmaction - INFO - Epoch [35][740/769] lr: 2.000e-03, eta: 1:55:53, time: 0.559, data_time: 0.003, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8375, loss_cls: 1.6395, loss: 1.6395 2020-06-12 20:11:22,738 - mmaction - INFO - Epoch [35][760/769] lr: 2.000e-03, eta: 1:55:41, time: 0.567, data_time: 0.003, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8156, loss_cls: 1.8310, loss: 1.8310 2020-06-12 20:11:26,374 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-06-12 20:12:25,518 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 20:12:25,689 - mmaction - INFO - top1_acc 0.1759 top5_acc 0.4313 2020-06-12 20:12:25,689 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 20:12:25,726 - mmaction - INFO - mean_acc 0.1587 2020-06-12 20:12:25,730 - mmaction - INFO - Epoch [35][769/769] lr: 2.000e-03, top1_acc: 0.1759, top5_acc: 0.4313, mean_class_accuracy: 0.1587 2020-06-12 20:12:45,128 - mmaction - INFO - Epoch [36][20/769] lr: 2.000e-03, eta: 1:55:24, time: 0.966, data_time: 0.348, memory: 10970, top1_acc: 0.4781, top5_acc: 0.7812, loss_cls: 1.8816, loss: 1.8816 2020-06-12 20:12:56,834 - mmaction - INFO - Epoch [36][40/769] lr: 2.000e-03, eta: 1:55:12, time: 0.584, data_time: 0.004, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8344, loss_cls: 1.5393, loss: 1.5393 2020-06-12 20:13:08,207 - mmaction - INFO - Epoch [36][60/769] lr: 2.000e-03, eta: 1:55:00, time: 0.572, data_time: 0.013, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8094, loss_cls: 1.6821, loss: 1.6821 2020-06-12 20:13:18,524 - mmaction - INFO - Epoch [36][80/769] lr: 2.000e-03, eta: 1:54:47, time: 0.514, data_time: 0.003, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8063, loss_cls: 1.8490, loss: 1.8490 2020-06-12 20:13:30,124 - mmaction - INFO - Epoch [36][100/769] lr: 2.000e-03, eta: 1:54:35, time: 0.579, data_time: 0.003, memory: 10970, top1_acc: 0.4594, top5_acc: 0.8063, loss_cls: 1.7992, loss: 1.7992 2020-06-12 20:13:41,322 - mmaction - INFO - Epoch [36][120/769] lr: 2.000e-03, eta: 1:54:22, time: 0.563, data_time: 0.005, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8063, loss_cls: 1.7466, loss: 1.7466 2020-06-12 20:13:51,643 - mmaction - INFO - Epoch [36][140/769] lr: 2.000e-03, eta: 1:54:10, time: 0.514, data_time: 0.001, memory: 10970, top1_acc: 0.4844, top5_acc: 0.8000, loss_cls: 1.8469, loss: 1.8469 2020-06-12 20:14:03,429 - mmaction - INFO - Epoch [36][160/769] lr: 2.000e-03, eta: 1:53:57, time: 0.590, data_time: 0.059, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8031, loss_cls: 1.8823, loss: 1.8823 2020-06-12 20:14:15,858 - mmaction - INFO - Epoch [36][180/769] lr: 2.000e-03, eta: 1:53:46, time: 0.622, data_time: 0.005, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7796, loss: 1.7796 2020-06-12 20:14:26,392 - mmaction - INFO - Epoch [36][200/769] lr: 2.000e-03, eta: 1:53:33, time: 0.526, data_time: 0.001, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8187, loss_cls: 1.7114, loss: 1.7114 2020-06-12 20:14:37,216 - mmaction - INFO - Epoch [36][220/769] lr: 2.000e-03, eta: 1:53:20, time: 0.540, data_time: 0.002, memory: 10970, top1_acc: 0.5312, top5_acc: 0.7844, loss_cls: 1.7839, loss: 1.7839 2020-06-12 20:14:48,263 - mmaction - INFO - Epoch [36][240/769] lr: 2.000e-03, eta: 1:53:08, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8281, loss_cls: 1.7524, loss: 1.7524 2020-06-12 20:14:59,712 - mmaction - INFO - Epoch [36][260/769] lr: 2.000e-03, eta: 1:52:56, time: 0.573, data_time: 0.005, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8313, loss_cls: 1.6636, loss: 1.6636 2020-06-12 20:15:10,948 - mmaction - INFO - Epoch [36][280/769] lr: 2.000e-03, eta: 1:52:43, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8344, loss_cls: 1.6397, loss: 1.6397 2020-06-12 20:15:22,680 - mmaction - INFO - Epoch [36][300/769] lr: 2.000e-03, eta: 1:52:31, time: 0.585, data_time: 0.005, memory: 10970, top1_acc: 0.5281, top5_acc: 0.7969, loss_cls: 1.7305, loss: 1.7305 2020-06-12 20:15:33,303 - mmaction - INFO - Epoch [36][320/769] lr: 2.000e-03, eta: 1:52:19, time: 0.533, data_time: 0.004, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.6492, loss: 1.6492 2020-06-12 20:15:44,486 - mmaction - INFO - Epoch [36][340/769] lr: 2.000e-03, eta: 1:52:06, time: 0.555, data_time: 0.002, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8250, loss_cls: 1.6396, loss: 1.6396 2020-06-12 20:15:56,652 - mmaction - INFO - Epoch [36][360/769] lr: 2.000e-03, eta: 1:51:54, time: 0.612, data_time: 0.006, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8313, loss_cls: 1.7648, loss: 1.7648 2020-06-12 20:16:07,539 - mmaction - INFO - Epoch [36][380/769] lr: 2.000e-03, eta: 1:51:42, time: 0.542, data_time: 0.005, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8031, loss_cls: 1.7092, loss: 1.7092 2020-06-12 20:16:19,267 - mmaction - INFO - Epoch [36][400/769] lr: 2.000e-03, eta: 1:51:30, time: 0.584, data_time: 0.004, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8313, loss_cls: 1.5875, loss: 1.5875 2020-06-12 20:16:30,317 - mmaction - INFO - Epoch [36][420/769] lr: 2.000e-03, eta: 1:51:17, time: 0.556, data_time: 0.006, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8219, loss_cls: 1.6340, loss: 1.6340 2020-06-12 20:16:42,046 - mmaction - INFO - Epoch [36][440/769] lr: 2.000e-03, eta: 1:51:05, time: 0.586, data_time: 0.002, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8594, loss_cls: 1.6370, loss: 1.6370 2020-06-12 20:16:52,803 - mmaction - INFO - Epoch [36][460/769] lr: 2.000e-03, eta: 1:50:53, time: 0.537, data_time: 0.016, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8125, loss_cls: 1.6372, loss: 1.6372 2020-06-12 20:17:04,526 - mmaction - INFO - Epoch [36][480/769] lr: 2.000e-03, eta: 1:50:41, time: 0.586, data_time: 0.013, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7844, loss_cls: 1.8475, loss: 1.8475 2020-06-12 20:17:15,720 - mmaction - INFO - Epoch [36][500/769] lr: 2.000e-03, eta: 1:50:28, time: 0.561, data_time: 0.007, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8063, loss_cls: 1.7853, loss: 1.7853 2020-06-12 20:17:27,474 - mmaction - INFO - Epoch [36][520/769] lr: 2.000e-03, eta: 1:50:16, time: 0.588, data_time: 0.005, memory: 10970, top1_acc: 0.4875, top5_acc: 0.8344, loss_cls: 1.7341, loss: 1.7341 2020-06-12 20:17:38,727 - mmaction - INFO - Epoch [36][540/769] lr: 2.000e-03, eta: 1:50:04, time: 0.563, data_time: 0.003, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8187, loss_cls: 1.7774, loss: 1.7774 2020-06-12 20:17:50,095 - mmaction - INFO - Epoch [36][560/769] lr: 2.000e-03, eta: 1:49:52, time: 0.568, data_time: 0.002, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8031, loss_cls: 1.7126, loss: 1.7126 2020-06-12 20:18:00,896 - mmaction - INFO - Epoch [36][580/769] lr: 2.000e-03, eta: 1:49:39, time: 0.540, data_time: 0.005, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8375, loss_cls: 1.6704, loss: 1.6704 2020-06-12 20:18:12,973 - mmaction - INFO - Epoch [36][600/769] lr: 2.000e-03, eta: 1:49:27, time: 0.604, data_time: 0.002, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8594, loss_cls: 1.5597, loss: 1.5597 2020-06-12 20:18:22,951 - mmaction - INFO - Epoch [36][620/769] lr: 2.000e-03, eta: 1:49:14, time: 0.500, data_time: 0.008, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8219, loss_cls: 1.7309, loss: 1.7309 2020-06-12 20:18:34,344 - mmaction - INFO - Epoch [36][640/769] lr: 2.000e-03, eta: 1:49:02, time: 0.566, data_time: 0.002, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8187, loss_cls: 1.7009, loss: 1.7009 2020-06-12 20:18:45,794 - mmaction - INFO - Epoch [36][660/769] lr: 2.000e-03, eta: 1:48:50, time: 0.575, data_time: 0.006, memory: 10970, top1_acc: 0.4688, top5_acc: 0.8250, loss_cls: 1.7133, loss: 1.7133 2020-06-12 20:18:58,293 - mmaction - INFO - Epoch [36][680/769] lr: 2.000e-03, eta: 1:48:38, time: 0.625, data_time: 0.003, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8094, loss_cls: 1.8040, loss: 1.8040 2020-06-12 20:19:08,656 - mmaction - INFO - Epoch [36][700/769] lr: 2.000e-03, eta: 1:48:25, time: 0.517, data_time: 0.002, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8000, loss_cls: 1.6784, loss: 1.6784 2020-06-12 20:19:19,583 - mmaction - INFO - Epoch [36][720/769] lr: 2.000e-03, eta: 1:48:13, time: 0.546, data_time: 0.012, memory: 10970, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.7782, loss: 1.7782 2020-06-12 20:19:30,927 - mmaction - INFO - Epoch [36][740/769] lr: 2.000e-03, eta: 1:48:01, time: 0.570, data_time: 0.005, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8156, loss_cls: 1.7624, loss: 1.7624 2020-06-12 20:19:43,064 - mmaction - INFO - Epoch [36][760/769] lr: 2.000e-03, eta: 1:47:49, time: 0.605, data_time: 0.001, memory: 10970, top1_acc: 0.5062, top5_acc: 0.7906, loss_cls: 1.8257, loss: 1.8257 2020-06-12 20:20:07,677 - mmaction - INFO - Epoch [37][20/769] lr: 2.000e-03, eta: 1:47:33, time: 1.059, data_time: 0.531, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8406, loss_cls: 1.5194, loss: 1.5194 2020-06-12 20:20:18,859 - mmaction - INFO - Epoch [37][40/769] lr: 2.000e-03, eta: 1:47:20, time: 0.560, data_time: 0.020, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8187, loss_cls: 1.6923, loss: 1.6923 2020-06-12 20:20:30,336 - mmaction - INFO - Epoch [37][60/769] lr: 2.000e-03, eta: 1:47:08, time: 0.570, data_time: 0.032, memory: 10970, top1_acc: 0.5000, top5_acc: 0.8219, loss_cls: 1.7871, loss: 1.7871 2020-06-12 20:20:41,612 - mmaction - INFO - Epoch [37][80/769] lr: 2.000e-03, eta: 1:46:56, time: 0.567, data_time: 0.014, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8250, loss_cls: 1.6847, loss: 1.6847 2020-06-12 20:20:53,074 - mmaction - INFO - Epoch [37][100/769] lr: 2.000e-03, eta: 1:46:44, time: 0.574, data_time: 0.004, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8313, loss_cls: 1.7790, loss: 1.7790 2020-06-12 20:21:04,893 - mmaction - INFO - Epoch [37][120/769] lr: 2.000e-03, eta: 1:46:32, time: 0.590, data_time: 0.007, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8469, loss_cls: 1.5474, loss: 1.5474 2020-06-12 20:21:16,056 - mmaction - INFO - Epoch [37][140/769] lr: 2.000e-03, eta: 1:46:19, time: 0.557, data_time: 0.101, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8500, loss_cls: 1.5263, loss: 1.5263 2020-06-12 20:21:26,928 - mmaction - INFO - Epoch [37][160/769] lr: 2.000e-03, eta: 1:46:07, time: 0.544, data_time: 0.058, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8281, loss_cls: 1.7325, loss: 1.7325 2020-06-12 20:21:38,476 - mmaction - INFO - Epoch [37][180/769] lr: 2.000e-03, eta: 1:45:55, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8375, loss_cls: 1.6875, loss: 1.6875 2020-06-12 20:21:49,857 - mmaction - INFO - Epoch [37][200/769] lr: 2.000e-03, eta: 1:45:42, time: 0.571, data_time: 0.007, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8125, loss_cls: 1.7051, loss: 1.7051 2020-06-12 20:22:01,739 - mmaction - INFO - Epoch [37][220/769] lr: 2.000e-03, eta: 1:45:30, time: 0.593, data_time: 0.066, memory: 10970, top1_acc: 0.5188, top5_acc: 0.7969, loss_cls: 1.7952, loss: 1.7952 2020-06-12 20:22:12,274 - mmaction - INFO - Epoch [37][240/769] lr: 2.000e-03, eta: 1:45:18, time: 0.527, data_time: 0.003, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8063, loss_cls: 1.7054, loss: 1.7054 2020-06-12 20:22:23,591 - mmaction - INFO - Epoch [37][260/769] lr: 2.000e-03, eta: 1:45:05, time: 0.566, data_time: 0.007, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8187, loss_cls: 1.7193, loss: 1.7193 2020-06-12 20:22:35,803 - mmaction - INFO - Epoch [37][280/769] lr: 2.000e-03, eta: 1:44:54, time: 0.611, data_time: 0.004, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8531, loss_cls: 1.6334, loss: 1.6334 2020-06-12 20:22:47,650 - mmaction - INFO - Epoch [37][300/769] lr: 2.000e-03, eta: 1:44:41, time: 0.594, data_time: 0.003, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8344, loss_cls: 1.6048, loss: 1.6048 2020-06-12 20:22:59,005 - mmaction - INFO - Epoch [37][320/769] lr: 2.000e-03, eta: 1:44:29, time: 0.567, data_time: 0.001, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8469, loss_cls: 1.6407, loss: 1.6407 2020-06-12 20:23:09,871 - mmaction - INFO - Epoch [37][340/769] lr: 2.000e-03, eta: 1:44:17, time: 0.544, data_time: 0.004, memory: 10970, top1_acc: 0.4719, top5_acc: 0.8281, loss_cls: 1.7637, loss: 1.7637 2020-06-12 20:23:20,559 - mmaction - INFO - Epoch [37][360/769] lr: 2.000e-03, eta: 1:44:04, time: 0.533, data_time: 0.002, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8094, loss_cls: 1.8186, loss: 1.8186 2020-06-12 20:23:32,418 - mmaction - INFO - Epoch [37][380/769] lr: 2.000e-03, eta: 1:43:52, time: 0.594, data_time: 0.003, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8531, loss_cls: 1.5717, loss: 1.5717 2020-06-12 20:23:43,692 - mmaction - INFO - Epoch [37][400/769] lr: 2.000e-03, eta: 1:43:40, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8125, loss_cls: 1.7136, loss: 1.7136 2020-06-12 20:23:54,545 - mmaction - INFO - Epoch [37][420/769] lr: 2.000e-03, eta: 1:43:28, time: 0.544, data_time: 0.003, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8219, loss_cls: 1.6310, loss: 1.6310 2020-06-12 20:24:05,935 - mmaction - INFO - Epoch [37][440/769] lr: 2.000e-03, eta: 1:43:15, time: 0.570, data_time: 0.002, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8219, loss_cls: 1.6982, loss: 1.6982 2020-06-12 20:24:17,162 - mmaction - INFO - Epoch [37][460/769] lr: 2.000e-03, eta: 1:43:03, time: 0.561, data_time: 0.001, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.5335, loss: 1.5335 2020-06-12 20:24:29,276 - mmaction - INFO - Epoch [37][480/769] lr: 2.000e-03, eta: 1:42:51, time: 0.605, data_time: 0.003, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8156, loss_cls: 1.7469, loss: 1.7469 2020-06-12 20:24:39,529 - mmaction - INFO - Epoch [37][500/769] lr: 2.000e-03, eta: 1:42:38, time: 0.512, data_time: 0.003, memory: 10970, top1_acc: 0.4625, top5_acc: 0.8125, loss_cls: 1.8117, loss: 1.8117 2020-06-12 20:24:50,961 - mmaction - INFO - Epoch [37][520/769] lr: 2.000e-03, eta: 1:42:26, time: 0.571, data_time: 0.003, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8531, loss_cls: 1.6185, loss: 1.6185 2020-06-12 20:25:02,882 - mmaction - INFO - Epoch [37][540/769] lr: 2.000e-03, eta: 1:42:14, time: 0.597, data_time: 0.004, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7969, loss_cls: 1.8291, loss: 1.8291 2020-06-12 20:25:14,003 - mmaction - INFO - Epoch [37][560/769] lr: 2.000e-03, eta: 1:42:02, time: 0.556, data_time: 0.003, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8313, loss_cls: 1.5694, loss: 1.5694 2020-06-12 20:25:26,453 - mmaction - INFO - Epoch [37][580/769] lr: 2.000e-03, eta: 1:41:50, time: 0.619, data_time: 0.002, memory: 10970, top1_acc: 0.5531, top5_acc: 0.7969, loss_cls: 1.7446, loss: 1.7446 2020-06-12 20:25:38,179 - mmaction - INFO - Epoch [37][600/769] lr: 2.000e-03, eta: 1:41:38, time: 0.591, data_time: 0.011, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8500, loss_cls: 1.5719, loss: 1.5719 2020-06-12 20:25:49,505 - mmaction - INFO - Epoch [37][620/769] lr: 2.000e-03, eta: 1:41:26, time: 0.566, data_time: 0.001, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8281, loss_cls: 1.6293, loss: 1.6293 2020-06-12 20:26:00,074 - mmaction - INFO - Epoch [37][640/769] lr: 2.000e-03, eta: 1:41:13, time: 0.528, data_time: 0.009, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7342, loss: 1.7342 2020-06-12 20:26:11,968 - mmaction - INFO - Epoch [37][660/769] lr: 2.000e-03, eta: 1:41:01, time: 0.596, data_time: 0.002, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8719, loss_cls: 1.4414, loss: 1.4414 2020-06-12 20:26:22,686 - mmaction - INFO - Epoch [37][680/769] lr: 2.000e-03, eta: 1:40:49, time: 0.536, data_time: 0.003, memory: 10970, top1_acc: 0.5000, top5_acc: 0.7781, loss_cls: 1.7587, loss: 1.7587 2020-06-12 20:26:35,827 - mmaction - INFO - Epoch [37][700/769] lr: 2.000e-03, eta: 1:40:37, time: 0.656, data_time: 0.104, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8438, loss_cls: 1.6867, loss: 1.6867 2020-06-12 20:26:45,662 - mmaction - INFO - Epoch [37][720/769] lr: 2.000e-03, eta: 1:40:24, time: 0.490, data_time: 0.003, memory: 10970, top1_acc: 0.5219, top5_acc: 0.7937, loss_cls: 1.7081, loss: 1.7081 2020-06-12 20:26:58,130 - mmaction - INFO - Epoch [37][740/769] lr: 2.000e-03, eta: 1:40:13, time: 0.624, data_time: 0.004, memory: 10970, top1_acc: 0.5344, top5_acc: 0.7906, loss_cls: 1.7017, loss: 1.7017 2020-06-12 20:27:09,125 - mmaction - INFO - Epoch [37][760/769] lr: 2.000e-03, eta: 1:40:00, time: 0.551, data_time: 0.005, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8250, loss_cls: 1.6927, loss: 1.6927 2020-06-12 20:27:33,926 - mmaction - INFO - Epoch [38][20/769] lr: 2.000e-03, eta: 1:39:44, time: 1.052, data_time: 0.481, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8562, loss_cls: 1.5473, loss: 1.5473 2020-06-12 20:27:45,534 - mmaction - INFO - Epoch [38][40/769] lr: 2.000e-03, eta: 1:39:32, time: 0.582, data_time: 0.008, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8063, loss_cls: 1.7200, loss: 1.7200 2020-06-12 20:27:57,221 - mmaction - INFO - Epoch [38][60/769] lr: 2.000e-03, eta: 1:39:20, time: 0.584, data_time: 0.061, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8094, loss_cls: 1.7470, loss: 1.7470 2020-06-12 20:28:08,743 - mmaction - INFO - Epoch [38][80/769] lr: 2.000e-03, eta: 1:39:08, time: 0.576, data_time: 0.109, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8438, loss_cls: 1.6317, loss: 1.6317 2020-06-12 20:28:19,395 - mmaction - INFO - Epoch [38][100/769] lr: 2.000e-03, eta: 1:38:55, time: 0.532, data_time: 0.077, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8531, loss_cls: 1.5717, loss: 1.5717 2020-06-12 20:28:31,054 - mmaction - INFO - Epoch [38][120/769] lr: 2.000e-03, eta: 1:38:43, time: 0.585, data_time: 0.090, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8313, loss_cls: 1.5108, loss: 1.5108 2020-06-12 20:28:42,106 - mmaction - INFO - Epoch [38][140/769] lr: 2.000e-03, eta: 1:38:31, time: 0.552, data_time: 0.116, memory: 10970, top1_acc: 0.4906, top5_acc: 0.8219, loss_cls: 1.7392, loss: 1.7392 2020-06-12 20:28:52,743 - mmaction - INFO - Epoch [38][160/769] lr: 2.000e-03, eta: 1:38:18, time: 0.532, data_time: 0.077, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8531, loss_cls: 1.6112, loss: 1.6112 2020-06-12 20:29:04,693 - mmaction - INFO - Epoch [38][180/769] lr: 2.000e-03, eta: 1:38:06, time: 0.595, data_time: 0.066, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8094, loss_cls: 1.8016, loss: 1.8016 2020-06-12 20:29:17,983 - mmaction - INFO - Epoch [38][200/769] lr: 2.000e-03, eta: 1:37:55, time: 0.666, data_time: 0.019, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8344, loss_cls: 1.5063, loss: 1.5063 2020-06-12 20:29:28,229 - mmaction - INFO - Epoch [38][220/769] lr: 2.000e-03, eta: 1:37:42, time: 0.511, data_time: 0.059, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8406, loss_cls: 1.6065, loss: 1.6065 2020-06-12 20:29:40,336 - mmaction - INFO - Epoch [38][240/769] lr: 2.000e-03, eta: 1:37:30, time: 0.604, data_time: 0.081, memory: 10970, top1_acc: 0.4938, top5_acc: 0.7937, loss_cls: 1.8137, loss: 1.8137 2020-06-12 20:29:51,754 - mmaction - INFO - Epoch [38][260/769] lr: 2.000e-03, eta: 1:37:18, time: 0.574, data_time: 0.017, memory: 10970, top1_acc: 0.4719, top5_acc: 0.8063, loss_cls: 1.7622, loss: 1.7622 2020-06-12 20:30:01,983 - mmaction - INFO - Epoch [38][280/769] lr: 2.000e-03, eta: 1:37:05, time: 0.507, data_time: 0.001, memory: 10970, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.7575, loss: 1.7575 2020-06-12 20:30:13,613 - mmaction - INFO - Epoch [38][300/769] lr: 2.000e-03, eta: 1:36:53, time: 0.585, data_time: 0.006, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8250, loss_cls: 1.7087, loss: 1.7087 2020-06-12 20:30:24,293 - mmaction - INFO - Epoch [38][320/769] lr: 2.000e-03, eta: 1:36:41, time: 0.532, data_time: 0.001, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8344, loss_cls: 1.7141, loss: 1.7141 2020-06-12 20:30:35,575 - mmaction - INFO - Epoch [38][340/769] lr: 2.000e-03, eta: 1:36:29, time: 0.565, data_time: 0.004, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8281, loss_cls: 1.6349, loss: 1.6349 2020-06-12 20:30:47,327 - mmaction - INFO - Epoch [38][360/769] lr: 2.000e-03, eta: 1:36:17, time: 0.589, data_time: 0.046, memory: 10970, top1_acc: 0.4813, top5_acc: 0.8031, loss_cls: 1.8133, loss: 1.8133 2020-06-12 20:30:58,674 - mmaction - INFO - Epoch [38][380/769] lr: 2.000e-03, eta: 1:36:04, time: 0.566, data_time: 0.124, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8281, loss_cls: 1.6477, loss: 1.6477 2020-06-12 20:31:09,684 - mmaction - INFO - Epoch [38][400/769] lr: 2.000e-03, eta: 1:35:52, time: 0.551, data_time: 0.125, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8219, loss_cls: 1.6197, loss: 1.6197 2020-06-12 20:31:21,303 - mmaction - INFO - Epoch [38][420/769] lr: 2.000e-03, eta: 1:35:40, time: 0.580, data_time: 0.103, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8375, loss_cls: 1.5406, loss: 1.5406 2020-06-12 20:31:32,615 - mmaction - INFO - Epoch [38][440/769] lr: 2.000e-03, eta: 1:35:28, time: 0.567, data_time: 0.061, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8313, loss_cls: 1.6829, loss: 1.6829 2020-06-12 20:31:44,259 - mmaction - INFO - Epoch [38][460/769] lr: 2.000e-03, eta: 1:35:16, time: 0.581, data_time: 0.009, memory: 10970, top1_acc: 0.4906, top5_acc: 0.7844, loss_cls: 1.8944, loss: 1.8944 2020-06-12 20:31:56,127 - mmaction - INFO - Epoch [38][480/769] lr: 2.000e-03, eta: 1:35:04, time: 0.592, data_time: 0.005, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8125, loss_cls: 1.8875, loss: 1.8875 2020-06-12 20:32:07,871 - mmaction - INFO - Epoch [38][500/769] lr: 2.000e-03, eta: 1:34:52, time: 0.589, data_time: 0.005, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8250, loss_cls: 1.6292, loss: 1.6292 2020-06-12 20:32:19,202 - mmaction - INFO - Epoch [38][520/769] lr: 2.000e-03, eta: 1:34:39, time: 0.566, data_time: 0.039, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8313, loss_cls: 1.6207, loss: 1.6207 2020-06-12 20:32:30,157 - mmaction - INFO - Epoch [38][540/769] lr: 2.000e-03, eta: 1:34:27, time: 0.550, data_time: 0.005, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8469, loss_cls: 1.5409, loss: 1.5409 2020-06-12 20:32:41,763 - mmaction - INFO - Epoch [38][560/769] lr: 2.000e-03, eta: 1:34:15, time: 0.580, data_time: 0.002, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8219, loss_cls: 1.6940, loss: 1.6940 2020-06-12 20:32:52,199 - mmaction - INFO - Epoch [38][580/769] lr: 2.000e-03, eta: 1:34:02, time: 0.520, data_time: 0.004, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8531, loss_cls: 1.5929, loss: 1.5929 2020-06-12 20:33:03,246 - mmaction - INFO - Epoch [38][600/769] lr: 2.000e-03, eta: 1:33:50, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8281, loss_cls: 1.5962, loss: 1.5962 2020-06-12 20:33:14,682 - mmaction - INFO - Epoch [38][620/769] lr: 2.000e-03, eta: 1:33:38, time: 0.571, data_time: 0.088, memory: 10970, top1_acc: 0.4437, top5_acc: 0.8469, loss_cls: 1.8301, loss: 1.8301 2020-06-12 20:33:28,328 - mmaction - INFO - Epoch [38][640/769] lr: 2.000e-03, eta: 1:33:26, time: 0.661, data_time: 0.200, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8406, loss_cls: 1.6122, loss: 1.6122 2020-06-12 20:33:37,768 - mmaction - INFO - Epoch [38][660/769] lr: 2.000e-03, eta: 1:33:14, time: 0.494, data_time: 0.029, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8250, loss_cls: 1.6283, loss: 1.6283 2020-06-12 20:33:49,276 - mmaction - INFO - Epoch [38][680/769] lr: 2.000e-03, eta: 1:33:02, time: 0.575, data_time: 0.004, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8250, loss_cls: 1.6189, loss: 1.6189 2020-06-12 20:34:00,769 - mmaction - INFO - Epoch [38][700/769] lr: 2.000e-03, eta: 1:32:49, time: 0.576, data_time: 0.007, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8281, loss_cls: 1.7354, loss: 1.7354 2020-06-12 20:34:11,422 - mmaction - INFO - Epoch [38][720/769] lr: 2.000e-03, eta: 1:32:37, time: 0.533, data_time: 0.015, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8156, loss_cls: 1.8004, loss: 1.8004 2020-06-12 20:34:22,497 - mmaction - INFO - Epoch [38][740/769] lr: 2.000e-03, eta: 1:32:25, time: 0.553, data_time: 0.003, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8500, loss_cls: 1.4935, loss: 1.4935 2020-06-12 20:34:33,600 - mmaction - INFO - Epoch [38][760/769] lr: 2.000e-03, eta: 1:32:13, time: 0.553, data_time: 0.001, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8406, loss_cls: 1.4605, loss: 1.4605 2020-06-12 20:34:57,117 - mmaction - INFO - Epoch [39][20/769] lr: 2.000e-03, eta: 1:31:56, time: 0.996, data_time: 0.497, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8031, loss_cls: 1.8060, loss: 1.8060 2020-06-12 20:35:07,865 - mmaction - INFO - Epoch [39][40/769] lr: 2.000e-03, eta: 1:31:44, time: 0.538, data_time: 0.006, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8313, loss_cls: 1.6234, loss: 1.6234 2020-06-12 20:35:19,653 - mmaction - INFO - Epoch [39][60/769] lr: 2.000e-03, eta: 1:31:32, time: 0.588, data_time: 0.068, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.5983, loss: 1.5983 2020-06-12 20:35:31,317 - mmaction - INFO - Epoch [39][80/769] lr: 2.000e-03, eta: 1:31:19, time: 0.583, data_time: 0.048, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8469, loss_cls: 1.4637, loss: 1.4637 2020-06-12 20:35:43,442 - mmaction - INFO - Epoch [39][100/769] lr: 2.000e-03, eta: 1:31:08, time: 0.608, data_time: 0.003, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8281, loss_cls: 1.6339, loss: 1.6339 2020-06-12 20:35:53,106 - mmaction - INFO - Epoch [39][120/769] lr: 2.000e-03, eta: 1:30:55, time: 0.482, data_time: 0.007, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8250, loss_cls: 1.7187, loss: 1.7187 2020-06-12 20:36:05,484 - mmaction - INFO - Epoch [39][140/769] lr: 2.000e-03, eta: 1:30:43, time: 0.615, data_time: 0.022, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8375, loss_cls: 1.6733, loss: 1.6733 2020-06-12 20:36:16,540 - mmaction - INFO - Epoch [39][160/769] lr: 2.000e-03, eta: 1:30:31, time: 0.558, data_time: 0.021, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8125, loss_cls: 1.6957, loss: 1.6957 2020-06-12 20:36:28,034 - mmaction - INFO - Epoch [39][180/769] lr: 2.000e-03, eta: 1:30:19, time: 0.574, data_time: 0.044, memory: 10970, top1_acc: 0.5250, top5_acc: 0.7937, loss_cls: 1.7334, loss: 1.7334 2020-06-12 20:36:39,709 - mmaction - INFO - Epoch [39][200/769] lr: 2.000e-03, eta: 1:30:07, time: 0.584, data_time: 0.004, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8688, loss_cls: 1.4815, loss: 1.4815 2020-06-12 20:36:50,316 - mmaction - INFO - Epoch [39][220/769] lr: 2.000e-03, eta: 1:29:54, time: 0.530, data_time: 0.065, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8594, loss_cls: 1.4834, loss: 1.4834 2020-06-12 20:37:02,200 - mmaction - INFO - Epoch [39][240/769] lr: 2.000e-03, eta: 1:29:42, time: 0.593, data_time: 0.062, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8406, loss_cls: 1.5721, loss: 1.5721 2020-06-12 20:37:14,102 - mmaction - INFO - Epoch [39][260/769] lr: 2.000e-03, eta: 1:29:30, time: 0.593, data_time: 0.008, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.6966, loss: 1.6966 2020-06-12 20:37:25,565 - mmaction - INFO - Epoch [39][280/769] lr: 2.000e-03, eta: 1:29:18, time: 0.575, data_time: 0.026, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8250, loss_cls: 1.6362, loss: 1.6362 2020-06-12 20:37:37,764 - mmaction - INFO - Epoch [39][300/769] lr: 2.000e-03, eta: 1:29:06, time: 0.613, data_time: 0.009, memory: 10970, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.4038, loss: 1.4038 2020-06-12 20:37:48,700 - mmaction - INFO - Epoch [39][320/769] lr: 2.000e-03, eta: 1:28:54, time: 0.545, data_time: 0.001, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8344, loss_cls: 1.5908, loss: 1.5908 2020-06-12 20:38:00,299 - mmaction - INFO - Epoch [39][340/769] lr: 2.000e-03, eta: 1:28:42, time: 0.581, data_time: 0.005, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8281, loss_cls: 1.5984, loss: 1.5984 2020-06-12 20:38:11,483 - mmaction - INFO - Epoch [39][360/769] lr: 2.000e-03, eta: 1:28:29, time: 0.557, data_time: 0.001, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8250, loss_cls: 1.7146, loss: 1.7146 2020-06-12 20:38:22,285 - mmaction - INFO - Epoch [39][380/769] lr: 2.000e-03, eta: 1:28:17, time: 0.543, data_time: 0.005, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8094, loss_cls: 1.7928, loss: 1.7928 2020-06-12 20:38:34,614 - mmaction - INFO - Epoch [39][400/769] lr: 2.000e-03, eta: 1:28:05, time: 0.615, data_time: 0.082, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8562, loss_cls: 1.6506, loss: 1.6506 2020-06-12 20:38:45,400 - mmaction - INFO - Epoch [39][420/769] lr: 2.000e-03, eta: 1:27:53, time: 0.541, data_time: 0.056, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8156, loss_cls: 1.5981, loss: 1.5981 2020-06-12 20:38:56,793 - mmaction - INFO - Epoch [39][440/769] lr: 2.000e-03, eta: 1:27:41, time: 0.570, data_time: 0.002, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8344, loss_cls: 1.5864, loss: 1.5864 2020-06-12 20:39:08,168 - mmaction - INFO - Epoch [39][460/769] lr: 2.000e-03, eta: 1:27:29, time: 0.569, data_time: 0.002, memory: 10970, top1_acc: 0.5781, top5_acc: 0.7969, loss_cls: 1.6921, loss: 1.6921 2020-06-12 20:39:19,516 - mmaction - INFO - Epoch [39][480/769] lr: 2.000e-03, eta: 1:27:17, time: 0.566, data_time: 0.001, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8625, loss_cls: 1.5680, loss: 1.5680 2020-06-12 20:39:30,631 - mmaction - INFO - Epoch [39][500/769] lr: 2.000e-03, eta: 1:27:04, time: 0.555, data_time: 0.003, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8156, loss_cls: 1.6904, loss: 1.6904 2020-06-12 20:39:41,438 - mmaction - INFO - Epoch [39][520/769] lr: 2.000e-03, eta: 1:26:52, time: 0.528, data_time: 0.002, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.7518, loss: 1.7518 2020-06-12 20:39:52,509 - mmaction - INFO - Epoch [39][540/769] lr: 2.000e-03, eta: 1:26:40, time: 0.566, data_time: 0.031, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8406, loss_cls: 1.6037, loss: 1.6037 2020-06-12 20:40:04,193 - mmaction - INFO - Epoch [39][560/769] lr: 2.000e-03, eta: 1:26:28, time: 0.583, data_time: 0.035, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8250, loss_cls: 1.6119, loss: 1.6119 2020-06-12 20:40:15,269 - mmaction - INFO - Epoch [39][580/769] lr: 2.000e-03, eta: 1:26:15, time: 0.553, data_time: 0.031, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8406, loss_cls: 1.6504, loss: 1.6504 2020-06-12 20:40:27,175 - mmaction - INFO - Epoch [39][600/769] lr: 2.000e-03, eta: 1:26:03, time: 0.597, data_time: 0.016, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8281, loss_cls: 1.6695, loss: 1.6695 2020-06-12 20:40:38,624 - mmaction - INFO - Epoch [39][620/769] lr: 2.000e-03, eta: 1:25:51, time: 0.574, data_time: 0.006, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8625, loss_cls: 1.3953, loss: 1.3953 2020-06-12 20:40:49,545 - mmaction - INFO - Epoch [39][640/769] lr: 2.000e-03, eta: 1:25:39, time: 0.545, data_time: 0.002, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8500, loss_cls: 1.6308, loss: 1.6308 2020-06-12 20:41:00,785 - mmaction - INFO - Epoch [39][660/769] lr: 2.000e-03, eta: 1:25:27, time: 0.560, data_time: 0.004, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8219, loss_cls: 1.6721, loss: 1.6721 2020-06-12 20:41:12,228 - mmaction - INFO - Epoch [39][680/769] lr: 2.000e-03, eta: 1:25:15, time: 0.574, data_time: 0.005, memory: 10970, top1_acc: 0.5031, top5_acc: 0.8250, loss_cls: 1.6771, loss: 1.6771 2020-06-12 20:41:23,498 - mmaction - INFO - Epoch [39][700/769] lr: 2.000e-03, eta: 1:25:03, time: 0.565, data_time: 0.028, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8531, loss_cls: 1.5851, loss: 1.5851 2020-06-12 20:41:34,324 - mmaction - INFO - Epoch [39][720/769] lr: 2.000e-03, eta: 1:24:50, time: 0.539, data_time: 0.003, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8313, loss_cls: 1.6045, loss: 1.6045 2020-06-12 20:41:46,308 - mmaction - INFO - Epoch [39][740/769] lr: 2.000e-03, eta: 1:24:38, time: 0.579, data_time: 0.008, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8469, loss_cls: 1.5512, loss: 1.5512 2020-06-12 20:41:57,835 - mmaction - INFO - Epoch [39][760/769] lr: 2.000e-03, eta: 1:24:26, time: 0.597, data_time: 0.028, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8281, loss_cls: 1.6837, loss: 1.6837 2020-06-12 20:42:20,888 - mmaction - INFO - Epoch [40][20/769] lr: 2.000e-03, eta: 1:24:10, time: 0.984, data_time: 0.529, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8812, loss_cls: 1.5506, loss: 1.5506 2020-06-12 20:42:33,372 - mmaction - INFO - Epoch [40][40/769] lr: 2.000e-03, eta: 1:23:58, time: 0.624, data_time: 0.051, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8375, loss_cls: 1.5665, loss: 1.5665 2020-06-12 20:42:43,755 - mmaction - INFO - Epoch [40][60/769] lr: 2.000e-03, eta: 1:23:45, time: 0.520, data_time: 0.004, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8469, loss_cls: 1.5333, loss: 1.5333 2020-06-12 20:42:54,941 - mmaction - INFO - Epoch [40][80/769] lr: 2.000e-03, eta: 1:23:33, time: 0.558, data_time: 0.002, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8344, loss_cls: 1.5850, loss: 1.5850 2020-06-12 20:43:06,014 - mmaction - INFO - Epoch [40][100/769] lr: 2.000e-03, eta: 1:23:21, time: 0.553, data_time: 0.008, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8344, loss_cls: 1.5823, loss: 1.5823 2020-06-12 20:43:17,477 - mmaction - INFO - Epoch [40][120/769] lr: 2.000e-03, eta: 1:23:09, time: 0.576, data_time: 0.014, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8750, loss_cls: 1.4117, loss: 1.4117 2020-06-12 20:43:28,616 - mmaction - INFO - Epoch [40][140/769] lr: 2.000e-03, eta: 1:22:57, time: 0.557, data_time: 0.139, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8406, loss_cls: 1.5970, loss: 1.5970 2020-06-12 20:43:40,543 - mmaction - INFO - Epoch [40][160/769] lr: 2.000e-03, eta: 1:22:45, time: 0.595, data_time: 0.039, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8094, loss_cls: 1.7461, loss: 1.7461 2020-06-12 20:43:51,376 - mmaction - INFO - Epoch [40][180/769] lr: 2.000e-03, eta: 1:22:32, time: 0.542, data_time: 0.076, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8063, loss_cls: 1.8094, loss: 1.8094 2020-06-12 20:44:03,088 - mmaction - INFO - Epoch [40][200/769] lr: 2.000e-03, eta: 1:22:20, time: 0.586, data_time: 0.137, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8250, loss_cls: 1.6390, loss: 1.6390 2020-06-12 20:44:14,102 - mmaction - INFO - Epoch [40][220/769] lr: 2.000e-03, eta: 1:22:08, time: 0.551, data_time: 0.101, memory: 10970, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.6900, loss: 1.6900 2020-06-12 20:44:24,986 - mmaction - INFO - Epoch [40][240/769] lr: 2.000e-03, eta: 1:21:56, time: 0.544, data_time: 0.078, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8313, loss_cls: 1.5905, loss: 1.5905 2020-06-12 20:44:36,831 - mmaction - INFO - Epoch [40][260/769] lr: 2.000e-03, eta: 1:21:44, time: 0.590, data_time: 0.002, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8562, loss_cls: 1.5459, loss: 1.5459 2020-06-12 20:44:48,945 - mmaction - INFO - Epoch [40][280/769] lr: 2.000e-03, eta: 1:21:32, time: 0.607, data_time: 0.016, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8562, loss_cls: 1.4903, loss: 1.4903 2020-06-12 20:44:59,292 - mmaction - INFO - Epoch [40][300/769] lr: 2.000e-03, eta: 1:21:20, time: 0.517, data_time: 0.003, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8469, loss_cls: 1.5765, loss: 1.5765 2020-06-12 20:45:11,043 - mmaction - INFO - Epoch [40][320/769] lr: 2.000e-03, eta: 1:21:07, time: 0.586, data_time: 0.005, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8031, loss_cls: 1.6797, loss: 1.6797 2020-06-12 20:45:22,153 - mmaction - INFO - Epoch [40][340/769] lr: 2.000e-03, eta: 1:20:55, time: 0.560, data_time: 0.005, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8531, loss_cls: 1.4781, loss: 1.4781 2020-06-12 20:45:34,325 - mmaction - INFO - Epoch [40][360/769] lr: 2.000e-03, eta: 1:20:43, time: 0.608, data_time: 0.001, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8125, loss_cls: 1.6826, loss: 1.6826 2020-06-12 20:45:46,102 - mmaction - INFO - Epoch [40][380/769] lr: 2.000e-03, eta: 1:20:31, time: 0.588, data_time: 0.113, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8500, loss_cls: 1.5854, loss: 1.5854 2020-06-12 20:45:57,609 - mmaction - INFO - Epoch [40][400/769] lr: 2.000e-03, eta: 1:20:19, time: 0.577, data_time: 0.077, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8281, loss_cls: 1.6506, loss: 1.6506 2020-06-12 20:46:08,631 - mmaction - INFO - Epoch [40][420/769] lr: 2.000e-03, eta: 1:20:07, time: 0.550, data_time: 0.126, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8281, loss_cls: 1.6849, loss: 1.6849 2020-06-12 20:46:20,282 - mmaction - INFO - Epoch [40][440/769] lr: 2.000e-03, eta: 1:19:55, time: 0.582, data_time: 0.147, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8844, loss_cls: 1.4047, loss: 1.4047 2020-06-12 20:46:31,376 - mmaction - INFO - Epoch [40][460/769] lr: 2.000e-03, eta: 1:19:43, time: 0.555, data_time: 0.127, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8219, loss_cls: 1.7485, loss: 1.7485 2020-06-12 20:46:43,164 - mmaction - INFO - Epoch [40][480/769] lr: 2.000e-03, eta: 1:19:31, time: 0.589, data_time: 0.058, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8063, loss_cls: 1.7730, loss: 1.7730 2020-06-12 20:46:53,763 - mmaction - INFO - Epoch [40][500/769] lr: 2.000e-03, eta: 1:19:19, time: 0.530, data_time: 0.020, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8594, loss_cls: 1.5031, loss: 1.5031 2020-06-12 20:47:04,734 - mmaction - INFO - Epoch [40][520/769] lr: 2.000e-03, eta: 1:19:06, time: 0.548, data_time: 0.063, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8594, loss_cls: 1.4847, loss: 1.4847 2020-06-12 20:47:16,082 - mmaction - INFO - Epoch [40][540/769] lr: 2.000e-03, eta: 1:18:54, time: 0.567, data_time: 0.122, memory: 10970, top1_acc: 0.5062, top5_acc: 0.8156, loss_cls: 1.7010, loss: 1.7010 2020-06-12 20:47:28,048 - mmaction - INFO - Epoch [40][560/769] lr: 2.000e-03, eta: 1:18:42, time: 0.599, data_time: 0.057, memory: 10970, top1_acc: 0.4781, top5_acc: 0.8281, loss_cls: 1.7917, loss: 1.7917 2020-06-12 20:47:39,394 - mmaction - INFO - Epoch [40][580/769] lr: 2.000e-03, eta: 1:18:30, time: 0.568, data_time: 0.103, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8531, loss_cls: 1.5875, loss: 1.5875 2020-06-12 20:47:50,934 - mmaction - INFO - Epoch [40][600/769] lr: 2.000e-03, eta: 1:18:18, time: 0.576, data_time: 0.122, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8406, loss_cls: 1.5924, loss: 1.5924 2020-06-12 20:48:01,578 - mmaction - INFO - Epoch [40][620/769] lr: 2.000e-03, eta: 1:18:06, time: 0.532, data_time: 0.107, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8406, loss_cls: 1.5569, loss: 1.5569 2020-06-12 20:48:13,337 - mmaction - INFO - Epoch [40][640/769] lr: 2.000e-03, eta: 1:17:54, time: 0.585, data_time: 0.055, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8250, loss_cls: 1.6048, loss: 1.6048 2020-06-12 20:48:23,751 - mmaction - INFO - Epoch [40][660/769] lr: 2.000e-03, eta: 1:17:41, time: 0.525, data_time: 0.011, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8438, loss_cls: 1.5731, loss: 1.5731 2020-06-12 20:48:36,094 - mmaction - INFO - Epoch [40][680/769] lr: 2.000e-03, eta: 1:17:30, time: 0.617, data_time: 0.023, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.6635, loss: 1.6635 2020-06-12 20:48:47,124 - mmaction - INFO - Epoch [40][700/769] lr: 2.000e-03, eta: 1:17:17, time: 0.545, data_time: 0.012, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8313, loss_cls: 1.6801, loss: 1.6801 2020-06-12 20:48:58,947 - mmaction - INFO - Epoch [40][720/769] lr: 2.000e-03, eta: 1:17:05, time: 0.595, data_time: 0.127, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8500, loss_cls: 1.5719, loss: 1.5719 2020-06-12 20:49:09,923 - mmaction - INFO - Epoch [40][740/769] lr: 2.000e-03, eta: 1:16:53, time: 0.549, data_time: 0.021, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8187, loss_cls: 1.6188, loss: 1.6188 2020-06-12 20:49:20,912 - mmaction - INFO - Epoch [40][760/769] lr: 2.000e-03, eta: 1:16:41, time: 0.551, data_time: 0.005, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8594, loss_cls: 1.4897, loss: 1.4897 2020-06-12 20:49:24,835 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-06-12 20:50:23,068 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 20:50:23,239 - mmaction - INFO - top1_acc 0.1686 top5_acc 0.4327 2020-06-12 20:50:23,239 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 20:50:23,264 - mmaction - INFO - mean_acc 0.1487 2020-06-12 20:50:23,268 - mmaction - INFO - Epoch [40][769/769] lr: 2.000e-03, top1_acc: 0.1686, top5_acc: 0.4327, mean_class_accuracy: 0.1487 2020-06-12 20:50:41,705 - mmaction - INFO - Epoch [41][20/769] lr: 2.000e-04, eta: 1:16:24, time: 0.917, data_time: 0.326, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8344, loss_cls: 1.5390, loss: 1.5390 2020-06-12 20:50:53,051 - mmaction - INFO - Epoch [41][40/769] lr: 2.000e-04, eta: 1:16:12, time: 0.566, data_time: 0.002, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8656, loss_cls: 1.4109, loss: 1.4109 2020-06-12 20:51:03,716 - mmaction - INFO - Epoch [41][60/769] lr: 2.000e-04, eta: 1:16:00, time: 0.536, data_time: 0.006, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.4621, loss: 1.4621 2020-06-12 20:51:15,276 - mmaction - INFO - Epoch [41][80/769] lr: 2.000e-04, eta: 1:15:48, time: 0.578, data_time: 0.015, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8656, loss_cls: 1.4436, loss: 1.4436 2020-06-12 20:51:26,769 - mmaction - INFO - Epoch [41][100/769] lr: 2.000e-04, eta: 1:15:35, time: 0.573, data_time: 0.080, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8625, loss_cls: 1.4756, loss: 1.4756 2020-06-12 20:51:38,686 - mmaction - INFO - Epoch [41][120/769] lr: 2.000e-04, eta: 1:15:23, time: 0.597, data_time: 0.040, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8406, loss_cls: 1.5919, loss: 1.5919 2020-06-12 20:51:49,998 - mmaction - INFO - Epoch [41][140/769] lr: 2.000e-04, eta: 1:15:11, time: 0.563, data_time: 0.001, memory: 10970, top1_acc: 0.4969, top5_acc: 0.8313, loss_cls: 1.6375, loss: 1.6375 2020-06-12 20:52:04,278 - mmaction - INFO - Epoch [41][160/769] lr: 2.000e-04, eta: 1:15:00, time: 0.716, data_time: 0.004, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8719, loss_cls: 1.4668, loss: 1.4668 2020-06-12 20:52:16,510 - mmaction - INFO - Epoch [41][180/769] lr: 2.000e-04, eta: 1:14:48, time: 0.611, data_time: 0.003, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8562, loss_cls: 1.5108, loss: 1.5108 2020-06-12 20:52:27,516 - mmaction - INFO - Epoch [41][200/769] lr: 2.000e-04, eta: 1:14:36, time: 0.550, data_time: 0.009, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8656, loss_cls: 1.5485, loss: 1.5485 2020-06-12 20:52:44,713 - mmaction - INFO - Epoch [41][220/769] lr: 2.000e-04, eta: 1:14:25, time: 0.858, data_time: 0.003, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8562, loss_cls: 1.4305, loss: 1.4305 2020-06-12 20:52:55,214 - mmaction - INFO - Epoch [41][240/769] lr: 2.000e-04, eta: 1:14:13, time: 0.526, data_time: 0.007, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8719, loss_cls: 1.4485, loss: 1.4485 2020-06-12 20:53:07,170 - mmaction - INFO - Epoch [41][260/769] lr: 2.000e-04, eta: 1:14:01, time: 0.599, data_time: 0.003, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8281, loss_cls: 1.4944, loss: 1.4944 2020-06-12 20:53:18,148 - mmaction - INFO - Epoch [41][280/769] lr: 2.000e-04, eta: 1:13:49, time: 0.549, data_time: 0.006, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8625, loss_cls: 1.4706, loss: 1.4706 2020-06-12 20:53:30,294 - mmaction - INFO - Epoch [41][300/769] lr: 2.000e-04, eta: 1:13:37, time: 0.605, data_time: 0.003, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8469, loss_cls: 1.5041, loss: 1.5041 2020-06-12 20:53:42,698 - mmaction - INFO - Epoch [41][320/769] lr: 2.000e-04, eta: 1:13:25, time: 0.619, data_time: 0.004, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8531, loss_cls: 1.4501, loss: 1.4501 2020-06-12 20:53:53,313 - mmaction - INFO - Epoch [41][340/769] lr: 2.000e-04, eta: 1:13:13, time: 0.533, data_time: 0.007, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8313, loss_cls: 1.6456, loss: 1.6456 2020-06-12 20:54:05,685 - mmaction - INFO - Epoch [41][360/769] lr: 2.000e-04, eta: 1:13:01, time: 0.617, data_time: 0.002, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8500, loss_cls: 1.4846, loss: 1.4846 2020-06-12 20:54:16,577 - mmaction - INFO - Epoch [41][380/769] lr: 2.000e-04, eta: 1:12:49, time: 0.546, data_time: 0.012, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8219, loss_cls: 1.6052, loss: 1.6052 2020-06-12 20:54:27,926 - mmaction - INFO - Epoch [41][400/769] lr: 2.000e-04, eta: 1:12:37, time: 0.566, data_time: 0.001, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.3708, loss: 1.3708 2020-06-12 20:54:39,953 - mmaction - INFO - Epoch [41][420/769] lr: 2.000e-04, eta: 1:12:25, time: 0.599, data_time: 0.005, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8156, loss_cls: 1.6555, loss: 1.6555 2020-06-12 20:54:50,526 - mmaction - INFO - Epoch [41][440/769] lr: 2.000e-04, eta: 1:12:12, time: 0.532, data_time: 0.005, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8906, loss_cls: 1.2757, loss: 1.2757 2020-06-12 20:55:02,861 - mmaction - INFO - Epoch [41][460/769] lr: 2.000e-04, eta: 1:12:01, time: 0.616, data_time: 0.002, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8594, loss_cls: 1.4695, loss: 1.4695 2020-06-12 20:55:13,639 - mmaction - INFO - Epoch [41][480/769] lr: 2.000e-04, eta: 1:11:48, time: 0.539, data_time: 0.005, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8719, loss_cls: 1.4087, loss: 1.4087 2020-06-12 20:55:25,009 - mmaction - INFO - Epoch [41][500/769] lr: 2.000e-04, eta: 1:11:36, time: 0.568, data_time: 0.002, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8375, loss_cls: 1.6069, loss: 1.6069 2020-06-12 20:55:36,724 - mmaction - INFO - Epoch [41][520/769] lr: 2.000e-04, eta: 1:11:24, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8438, loss_cls: 1.4776, loss: 1.4776 2020-06-12 20:55:48,112 - mmaction - INFO - Epoch [41][540/769] lr: 2.000e-04, eta: 1:11:12, time: 0.569, data_time: 0.002, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8531, loss_cls: 1.4734, loss: 1.4734 2020-06-12 20:55:59,358 - mmaction - INFO - Epoch [41][560/769] lr: 2.000e-04, eta: 1:11:00, time: 0.562, data_time: 0.119, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8281, loss_cls: 1.6531, loss: 1.6531 2020-06-12 20:56:10,772 - mmaction - INFO - Epoch [41][580/769] lr: 2.000e-04, eta: 1:10:48, time: 0.571, data_time: 0.079, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8562, loss_cls: 1.4515, loss: 1.4515 2020-06-12 20:56:22,712 - mmaction - INFO - Epoch [41][600/769] lr: 2.000e-04, eta: 1:10:36, time: 0.594, data_time: 0.146, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8313, loss_cls: 1.6126, loss: 1.6126 2020-06-12 20:56:34,354 - mmaction - INFO - Epoch [41][620/769] lr: 2.000e-04, eta: 1:10:24, time: 0.587, data_time: 0.169, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8688, loss_cls: 1.4409, loss: 1.4409 2020-06-12 20:56:45,586 - mmaction - INFO - Epoch [41][640/769] lr: 2.000e-04, eta: 1:10:12, time: 0.559, data_time: 0.123, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8594, loss_cls: 1.4481, loss: 1.4481 2020-06-12 20:56:56,299 - mmaction - INFO - Epoch [41][660/769] lr: 2.000e-04, eta: 1:10:00, time: 0.538, data_time: 0.121, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8375, loss_cls: 1.5958, loss: 1.5958 2020-06-12 20:57:07,184 - mmaction - INFO - Epoch [41][680/769] lr: 2.000e-04, eta: 1:09:47, time: 0.544, data_time: 0.004, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8594, loss_cls: 1.4764, loss: 1.4764 2020-06-12 20:57:19,160 - mmaction - INFO - Epoch [41][700/769] lr: 2.000e-04, eta: 1:09:35, time: 0.596, data_time: 0.002, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8438, loss_cls: 1.5245, loss: 1.5245 2020-06-12 20:57:30,313 - mmaction - INFO - Epoch [41][720/769] lr: 2.000e-04, eta: 1:09:23, time: 0.558, data_time: 0.023, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8625, loss_cls: 1.4604, loss: 1.4604 2020-06-12 20:57:42,289 - mmaction - INFO - Epoch [41][740/769] lr: 2.000e-04, eta: 1:09:11, time: 0.601, data_time: 0.007, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8344, loss_cls: 1.6094, loss: 1.6094 2020-06-12 20:57:54,257 - mmaction - INFO - Epoch [41][760/769] lr: 2.000e-04, eta: 1:08:59, time: 0.599, data_time: 0.002, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8469, loss_cls: 1.4358, loss: 1.4358 2020-06-12 20:58:21,354 - mmaction - INFO - Epoch [42][20/769] lr: 2.000e-04, eta: 1:08:43, time: 1.049, data_time: 0.523, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8594, loss_cls: 1.4419, loss: 1.4419 2020-06-12 20:58:32,440 - mmaction - INFO - Epoch [42][40/769] lr: 2.000e-04, eta: 1:08:31, time: 0.554, data_time: 0.005, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8812, loss_cls: 1.3813, loss: 1.3813 2020-06-12 20:58:43,715 - mmaction - INFO - Epoch [42][60/769] lr: 2.000e-04, eta: 1:08:19, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8281, loss_cls: 1.6899, loss: 1.6899 2020-06-12 20:58:55,784 - mmaction - INFO - Epoch [42][80/769] lr: 2.000e-04, eta: 1:08:07, time: 0.605, data_time: 0.006, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8531, loss_cls: 1.5166, loss: 1.5166 2020-06-12 20:59:07,090 - mmaction - INFO - Epoch [42][100/769] lr: 2.000e-04, eta: 1:07:55, time: 0.565, data_time: 0.002, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8562, loss_cls: 1.4390, loss: 1.4390 2020-06-12 20:59:18,717 - mmaction - INFO - Epoch [42][120/769] lr: 2.000e-04, eta: 1:07:43, time: 0.581, data_time: 0.005, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8469, loss_cls: 1.5376, loss: 1.5376 2020-06-12 20:59:30,385 - mmaction - INFO - Epoch [42][140/769] lr: 2.000e-04, eta: 1:07:31, time: 0.584, data_time: 0.004, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8719, loss_cls: 1.3508, loss: 1.3508 2020-06-12 20:59:40,911 - mmaction - INFO - Epoch [42][160/769] lr: 2.000e-04, eta: 1:07:18, time: 0.527, data_time: 0.007, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8500, loss_cls: 1.5634, loss: 1.5634 2020-06-12 20:59:52,831 - mmaction - INFO - Epoch [42][180/769] lr: 2.000e-04, eta: 1:07:06, time: 0.595, data_time: 0.080, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8438, loss_cls: 1.5040, loss: 1.5040 2020-06-12 21:00:08,736 - mmaction - INFO - Epoch [42][200/769] lr: 2.000e-04, eta: 1:06:55, time: 0.794, data_time: 0.036, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8344, loss_cls: 1.5688, loss: 1.5688 2020-06-12 21:00:19,985 - mmaction - INFO - Epoch [42][220/769] lr: 2.000e-04, eta: 1:06:43, time: 0.565, data_time: 0.109, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8625, loss_cls: 1.4649, loss: 1.4649 2020-06-12 21:00:32,710 - mmaction - INFO - Epoch [42][240/769] lr: 2.000e-04, eta: 1:06:31, time: 0.636, data_time: 0.037, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.6158, loss: 1.6158 2020-06-12 21:00:43,415 - mmaction - INFO - Epoch [42][260/769] lr: 2.000e-04, eta: 1:06:19, time: 0.534, data_time: 0.023, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8500, loss_cls: 1.5028, loss: 1.5028 2020-06-12 21:00:54,975 - mmaction - INFO - Epoch [42][280/769] lr: 2.000e-04, eta: 1:06:07, time: 0.578, data_time: 0.018, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8656, loss_cls: 1.5241, loss: 1.5241 2020-06-12 21:01:05,998 - mmaction - INFO - Epoch [42][300/769] lr: 2.000e-04, eta: 1:05:55, time: 0.550, data_time: 0.014, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8344, loss_cls: 1.6271, loss: 1.6271 2020-06-12 21:01:17,009 - mmaction - INFO - Epoch [42][320/769] lr: 2.000e-04, eta: 1:05:43, time: 0.553, data_time: 0.090, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8688, loss_cls: 1.3531, loss: 1.3531 2020-06-12 21:01:28,350 - mmaction - INFO - Epoch [42][340/769] lr: 2.000e-04, eta: 1:05:31, time: 0.565, data_time: 0.071, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8406, loss_cls: 1.5884, loss: 1.5884 2020-06-12 21:01:41,013 - mmaction - INFO - Epoch [42][360/769] lr: 2.000e-04, eta: 1:05:19, time: 0.634, data_time: 0.003, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8500, loss_cls: 1.5108, loss: 1.5108 2020-06-12 21:01:50,597 - mmaction - INFO - Epoch [42][380/769] lr: 2.000e-04, eta: 1:05:07, time: 0.478, data_time: 0.002, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8688, loss_cls: 1.4683, loss: 1.4683 2020-06-12 21:02:02,280 - mmaction - INFO - Epoch [42][400/769] lr: 2.000e-04, eta: 1:04:55, time: 0.585, data_time: 0.050, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.3806, loss: 1.3806 2020-06-12 21:02:14,209 - mmaction - INFO - Epoch [42][420/769] lr: 2.000e-04, eta: 1:04:43, time: 0.596, data_time: 0.003, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8750, loss_cls: 1.3866, loss: 1.3866 2020-06-12 21:02:25,225 - mmaction - INFO - Epoch [42][440/769] lr: 2.000e-04, eta: 1:04:31, time: 0.549, data_time: 0.003, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8531, loss_cls: 1.4940, loss: 1.4940 2020-06-12 21:02:38,113 - mmaction - INFO - Epoch [42][460/769] lr: 2.000e-04, eta: 1:04:19, time: 0.646, data_time: 0.021, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.4544, loss: 1.4544 2020-06-12 21:02:49,250 - mmaction - INFO - Epoch [42][480/769] lr: 2.000e-04, eta: 1:04:07, time: 0.558, data_time: 0.139, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8438, loss_cls: 1.4777, loss: 1.4777 2020-06-12 21:03:00,335 - mmaction - INFO - Epoch [42][500/769] lr: 2.000e-04, eta: 1:03:55, time: 0.552, data_time: 0.035, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8812, loss_cls: 1.4370, loss: 1.4370 2020-06-12 21:03:12,956 - mmaction - INFO - Epoch [42][520/769] lr: 2.000e-04, eta: 1:03:43, time: 0.633, data_time: 0.004, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8594, loss_cls: 1.4129, loss: 1.4129 2020-06-12 21:03:23,342 - mmaction - INFO - Epoch [42][540/769] lr: 2.000e-04, eta: 1:03:30, time: 0.513, data_time: 0.005, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8656, loss_cls: 1.4820, loss: 1.4820 2020-06-12 21:03:35,165 - mmaction - INFO - Epoch [42][560/769] lr: 2.000e-04, eta: 1:03:19, time: 0.596, data_time: 0.080, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8562, loss_cls: 1.4231, loss: 1.4231 2020-06-12 21:03:46,819 - mmaction - INFO - Epoch [42][580/769] lr: 2.000e-04, eta: 1:03:07, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8344, loss_cls: 1.6338, loss: 1.6338 2020-06-12 21:03:58,294 - mmaction - INFO - Epoch [42][600/769] lr: 2.000e-04, eta: 1:02:55, time: 0.580, data_time: 0.008, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8625, loss_cls: 1.3633, loss: 1.3633 2020-06-12 21:04:10,258 - mmaction - INFO - Epoch [42][620/769] lr: 2.000e-04, eta: 1:02:43, time: 0.598, data_time: 0.014, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8594, loss_cls: 1.4715, loss: 1.4715 2020-06-12 21:04:21,633 - mmaction - INFO - Epoch [42][640/769] lr: 2.000e-04, eta: 1:02:30, time: 0.567, data_time: 0.004, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8625, loss_cls: 1.4445, loss: 1.4445 2020-06-12 21:04:32,662 - mmaction - INFO - Epoch [42][660/769] lr: 2.000e-04, eta: 1:02:18, time: 0.555, data_time: 0.006, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5026, loss: 1.5026 2020-06-12 21:04:43,490 - mmaction - INFO - Epoch [42][680/769] lr: 2.000e-04, eta: 1:02:06, time: 0.534, data_time: 0.001, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8594, loss_cls: 1.4047, loss: 1.4047 2020-06-12 21:04:54,852 - mmaction - INFO - Epoch [42][700/769] lr: 2.000e-04, eta: 1:01:54, time: 0.573, data_time: 0.015, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8438, loss_cls: 1.5211, loss: 1.5211 2020-06-12 21:05:06,654 - mmaction - INFO - Epoch [42][720/769] lr: 2.000e-04, eta: 1:01:42, time: 0.592, data_time: 0.009, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8313, loss_cls: 1.6665, loss: 1.6665 2020-06-12 21:05:17,619 - mmaction - INFO - Epoch [42][740/769] lr: 2.000e-04, eta: 1:01:30, time: 0.550, data_time: 0.003, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8469, loss_cls: 1.4829, loss: 1.4829 2020-06-12 21:05:28,954 - mmaction - INFO - Epoch [42][760/769] lr: 2.000e-04, eta: 1:01:18, time: 0.565, data_time: 0.002, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8594, loss_cls: 1.4140, loss: 1.4140 2020-06-12 21:05:53,884 - mmaction - INFO - Epoch [43][20/769] lr: 2.000e-04, eta: 1:01:01, time: 1.071, data_time: 0.493, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8469, loss_cls: 1.6421, loss: 1.6421 2020-06-12 21:06:04,871 - mmaction - INFO - Epoch [43][40/769] lr: 2.000e-04, eta: 1:00:49, time: 0.549, data_time: 0.121, memory: 10970, top1_acc: 0.6250, top5_acc: 0.8688, loss_cls: 1.3497, loss: 1.3497 2020-06-12 21:06:17,067 - mmaction - INFO - Epoch [43][60/769] lr: 2.000e-04, eta: 1:00:37, time: 0.611, data_time: 0.028, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8500, loss_cls: 1.4955, loss: 1.4955 2020-06-12 21:06:29,290 - mmaction - INFO - Epoch [43][80/769] lr: 2.000e-04, eta: 1:00:26, time: 0.610, data_time: 0.002, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8656, loss_cls: 1.5013, loss: 1.5013 2020-06-12 21:06:39,314 - mmaction - INFO - Epoch [43][100/769] lr: 2.000e-04, eta: 1:00:13, time: 0.502, data_time: 0.024, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8313, loss_cls: 1.5823, loss: 1.5823 2020-06-12 21:06:51,436 - mmaction - INFO - Epoch [43][120/769] lr: 2.000e-04, eta: 1:00:01, time: 0.605, data_time: 0.092, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8875, loss_cls: 1.3690, loss: 1.3690 2020-06-12 21:07:02,306 - mmaction - INFO - Epoch [43][140/769] lr: 2.000e-04, eta: 0:59:49, time: 0.546, data_time: 0.062, memory: 10970, top1_acc: 0.5094, top5_acc: 0.8594, loss_cls: 1.5712, loss: 1.5712 2020-06-12 21:07:13,751 - mmaction - INFO - Epoch [43][160/769] lr: 2.000e-04, eta: 0:59:37, time: 0.570, data_time: 0.122, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8719, loss_cls: 1.4530, loss: 1.4530 2020-06-12 21:07:25,359 - mmaction - INFO - Epoch [43][180/769] lr: 2.000e-04, eta: 0:59:25, time: 0.583, data_time: 0.145, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8438, loss_cls: 1.6255, loss: 1.6255 2020-06-12 21:07:36,095 - mmaction - INFO - Epoch [43][200/769] lr: 2.000e-04, eta: 0:59:13, time: 0.537, data_time: 0.112, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8562, loss_cls: 1.3565, loss: 1.3565 2020-06-12 21:07:47,402 - mmaction - INFO - Epoch [43][220/769] lr: 2.000e-04, eta: 0:59:01, time: 0.565, data_time: 0.002, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8594, loss_cls: 1.4280, loss: 1.4280 2020-06-12 21:07:58,723 - mmaction - INFO - Epoch [43][240/769] lr: 2.000e-04, eta: 0:58:49, time: 0.565, data_time: 0.004, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8656, loss_cls: 1.4800, loss: 1.4800 2020-06-12 21:08:10,711 - mmaction - INFO - Epoch [43][260/769] lr: 2.000e-04, eta: 0:58:37, time: 0.601, data_time: 0.007, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8656, loss_cls: 1.4324, loss: 1.4324 2020-06-12 21:08:22,112 - mmaction - INFO - Epoch [43][280/769] lr: 2.000e-04, eta: 0:58:25, time: 0.570, data_time: 0.001, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8375, loss_cls: 1.5658, loss: 1.5658 2020-06-12 21:08:32,935 - mmaction - INFO - Epoch [43][300/769] lr: 2.000e-04, eta: 0:58:13, time: 0.539, data_time: 0.002, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8781, loss_cls: 1.3955, loss: 1.3955 2020-06-12 21:08:44,657 - mmaction - INFO - Epoch [43][320/769] lr: 2.000e-04, eta: 0:58:01, time: 0.586, data_time: 0.039, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8313, loss_cls: 1.5447, loss: 1.5447 2020-06-12 21:08:56,003 - mmaction - INFO - Epoch [43][340/769] lr: 2.000e-04, eta: 0:57:49, time: 0.561, data_time: 0.005, memory: 10970, top1_acc: 0.5344, top5_acc: 0.8375, loss_cls: 1.5267, loss: 1.5267 2020-06-12 21:09:08,391 - mmaction - INFO - Epoch [43][360/769] lr: 2.000e-04, eta: 0:57:37, time: 0.627, data_time: 0.013, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8719, loss_cls: 1.4354, loss: 1.4354 2020-06-12 21:09:19,619 - mmaction - INFO - Epoch [43][380/769] lr: 2.000e-04, eta: 0:57:25, time: 0.560, data_time: 0.037, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8656, loss_cls: 1.4062, loss: 1.4062 2020-06-12 21:09:30,596 - mmaction - INFO - Epoch [43][400/769] lr: 2.000e-04, eta: 0:57:13, time: 0.551, data_time: 0.004, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8562, loss_cls: 1.4818, loss: 1.4818 2020-06-12 21:09:43,336 - mmaction - INFO - Epoch [43][420/769] lr: 2.000e-04, eta: 0:57:01, time: 0.635, data_time: 0.001, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8781, loss_cls: 1.3302, loss: 1.3302 2020-06-12 21:09:54,216 - mmaction - INFO - Epoch [43][440/769] lr: 2.000e-04, eta: 0:56:49, time: 0.545, data_time: 0.004, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8781, loss_cls: 1.5155, loss: 1.5155 2020-06-12 21:10:06,248 - mmaction - INFO - Epoch [43][460/769] lr: 2.000e-04, eta: 0:56:37, time: 0.602, data_time: 0.002, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8688, loss_cls: 1.4099, loss: 1.4099 2020-06-12 21:10:17,118 - mmaction - INFO - Epoch [43][480/769] lr: 2.000e-04, eta: 0:56:25, time: 0.542, data_time: 0.001, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8688, loss_cls: 1.4311, loss: 1.4311 2020-06-12 21:10:28,707 - mmaction - INFO - Epoch [43][500/769] lr: 2.000e-04, eta: 0:56:13, time: 0.581, data_time: 0.003, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8438, loss_cls: 1.5721, loss: 1.5721 2020-06-12 21:10:40,731 - mmaction - INFO - Epoch [43][520/769] lr: 2.000e-04, eta: 0:56:01, time: 0.601, data_time: 0.002, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8969, loss_cls: 1.2900, loss: 1.2900 2020-06-12 21:10:51,705 - mmaction - INFO - Epoch [43][540/769] lr: 2.000e-04, eta: 0:55:49, time: 0.549, data_time: 0.005, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8719, loss_cls: 1.3293, loss: 1.3293 2020-06-12 21:11:03,295 - mmaction - INFO - Epoch [43][560/769] lr: 2.000e-04, eta: 0:55:37, time: 0.580, data_time: 0.002, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8531, loss_cls: 1.4118, loss: 1.4118 2020-06-12 21:11:14,781 - mmaction - INFO - Epoch [43][580/769] lr: 2.000e-04, eta: 0:55:25, time: 0.573, data_time: 0.005, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8281, loss_cls: 1.6213, loss: 1.6213 2020-06-12 21:11:25,683 - mmaction - INFO - Epoch [43][600/769] lr: 2.000e-04, eta: 0:55:13, time: 0.546, data_time: 0.002, memory: 10970, top1_acc: 0.5125, top5_acc: 0.8500, loss_cls: 1.6232, loss: 1.6232 2020-06-12 21:11:36,868 - mmaction - INFO - Epoch [43][620/769] lr: 2.000e-04, eta: 0:55:01, time: 0.560, data_time: 0.002, memory: 10970, top1_acc: 0.6344, top5_acc: 0.8750, loss_cls: 1.3475, loss: 1.3475 2020-06-12 21:11:48,926 - mmaction - INFO - Epoch [43][640/769] lr: 2.000e-04, eta: 0:54:49, time: 0.602, data_time: 0.040, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8656, loss_cls: 1.4397, loss: 1.4397 2020-06-12 21:11:59,897 - mmaction - INFO - Epoch [43][660/769] lr: 2.000e-04, eta: 0:54:37, time: 0.547, data_time: 0.002, memory: 10970, top1_acc: 0.5219, top5_acc: 0.8375, loss_cls: 1.5480, loss: 1.5480 2020-06-12 21:12:10,720 - mmaction - INFO - Epoch [43][680/769] lr: 2.000e-04, eta: 0:54:24, time: 0.543, data_time: 0.008, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8438, loss_cls: 1.5358, loss: 1.5358 2020-06-12 21:12:22,241 - mmaction - INFO - Epoch [43][700/769] lr: 2.000e-04, eta: 0:54:12, time: 0.575, data_time: 0.004, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8688, loss_cls: 1.4104, loss: 1.4104 2020-06-12 21:12:33,868 - mmaction - INFO - Epoch [43][720/769] lr: 2.000e-04, eta: 0:54:00, time: 0.578, data_time: 0.003, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8500, loss_cls: 1.4482, loss: 1.4482 2020-06-12 21:12:45,595 - mmaction - INFO - Epoch [43][740/769] lr: 2.000e-04, eta: 0:53:49, time: 0.590, data_time: 0.028, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8688, loss_cls: 1.3774, loss: 1.3774 2020-06-12 21:12:56,526 - mmaction - INFO - Epoch [43][760/769] lr: 2.000e-04, eta: 0:53:36, time: 0.545, data_time: 0.002, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8594, loss_cls: 1.3677, loss: 1.3677 2020-06-12 21:13:22,176 - mmaction - INFO - Epoch [44][20/769] lr: 2.000e-04, eta: 0:53:20, time: 1.085, data_time: 0.472, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8344, loss_cls: 1.5190, loss: 1.5190 2020-06-12 21:13:34,726 - mmaction - INFO - Epoch [44][40/769] lr: 2.000e-04, eta: 0:53:08, time: 0.631, data_time: 0.007, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8625, loss_cls: 1.4660, loss: 1.4660 2020-06-12 21:13:44,999 - mmaction - INFO - Epoch [44][60/769] lr: 2.000e-04, eta: 0:52:56, time: 0.512, data_time: 0.001, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8594, loss_cls: 1.3986, loss: 1.3986 2020-06-12 21:13:56,623 - mmaction - INFO - Epoch [44][80/769] lr: 2.000e-04, eta: 0:52:44, time: 0.583, data_time: 0.004, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8562, loss_cls: 1.3909, loss: 1.3909 2020-06-12 21:14:07,438 - mmaction - INFO - Epoch [44][100/769] lr: 2.000e-04, eta: 0:52:32, time: 0.540, data_time: 0.001, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.4897, loss: 1.4897 2020-06-12 21:14:19,952 - mmaction - INFO - Epoch [44][120/769] lr: 2.000e-04, eta: 0:52:20, time: 0.623, data_time: 0.001, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8688, loss_cls: 1.3870, loss: 1.3870 2020-06-12 21:14:30,550 - mmaction - INFO - Epoch [44][140/769] lr: 2.000e-04, eta: 0:52:08, time: 0.533, data_time: 0.005, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8688, loss_cls: 1.4762, loss: 1.4762 2020-06-12 21:14:42,418 - mmaction - INFO - Epoch [44][160/769] lr: 2.000e-04, eta: 0:51:56, time: 0.593, data_time: 0.000, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8469, loss_cls: 1.4760, loss: 1.4760 2020-06-12 21:14:53,924 - mmaction - INFO - Epoch [44][180/769] lr: 2.000e-04, eta: 0:51:44, time: 0.575, data_time: 0.002, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8562, loss_cls: 1.5235, loss: 1.5235 2020-06-12 21:15:04,725 - mmaction - INFO - Epoch [44][200/769] lr: 2.000e-04, eta: 0:51:32, time: 0.540, data_time: 0.009, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8281, loss_cls: 1.4762, loss: 1.4762 2020-06-12 21:15:16,605 - mmaction - INFO - Epoch [44][220/769] lr: 2.000e-04, eta: 0:51:20, time: 0.595, data_time: 0.011, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8562, loss_cls: 1.3641, loss: 1.3641 2020-06-12 21:15:27,996 - mmaction - INFO - Epoch [44][240/769] lr: 2.000e-04, eta: 0:51:08, time: 0.568, data_time: 0.001, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8688, loss_cls: 1.4481, loss: 1.4481 2020-06-12 21:15:39,676 - mmaction - INFO - Epoch [44][260/769] lr: 2.000e-04, eta: 0:50:56, time: 0.583, data_time: 0.004, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8250, loss_cls: 1.7003, loss: 1.7003 2020-06-12 21:15:51,164 - mmaction - INFO - Epoch [44][280/769] lr: 2.000e-04, eta: 0:50:44, time: 0.576, data_time: 0.005, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8562, loss_cls: 1.5088, loss: 1.5088 2020-06-12 21:16:01,513 - mmaction - INFO - Epoch [44][300/769] lr: 2.000e-04, eta: 0:50:32, time: 0.518, data_time: 0.002, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8531, loss_cls: 1.4158, loss: 1.4158 2020-06-12 21:16:13,211 - mmaction - INFO - Epoch [44][320/769] lr: 2.000e-04, eta: 0:50:20, time: 0.582, data_time: 0.046, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.5686, loss: 1.5686 2020-06-12 21:16:24,880 - mmaction - INFO - Epoch [44][340/769] lr: 2.000e-04, eta: 0:50:08, time: 0.585, data_time: 0.087, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.5651, loss: 1.5651 2020-06-12 21:16:36,732 - mmaction - INFO - Epoch [44][360/769] lr: 2.000e-04, eta: 0:49:56, time: 0.593, data_time: 0.058, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8344, loss_cls: 1.5619, loss: 1.5619 2020-06-12 21:16:47,931 - mmaction - INFO - Epoch [44][380/769] lr: 2.000e-04, eta: 0:49:44, time: 0.561, data_time: 0.089, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8656, loss_cls: 1.4984, loss: 1.4984 2020-06-12 21:16:59,511 - mmaction - INFO - Epoch [44][400/769] lr: 2.000e-04, eta: 0:49:32, time: 0.579, data_time: 0.001, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8406, loss_cls: 1.5837, loss: 1.5837 2020-06-12 21:17:10,167 - mmaction - INFO - Epoch [44][420/769] lr: 2.000e-04, eta: 0:49:20, time: 0.531, data_time: 0.004, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8812, loss_cls: 1.3698, loss: 1.3698 2020-06-12 21:17:22,043 - mmaction - INFO - Epoch [44][440/769] lr: 2.000e-04, eta: 0:49:08, time: 0.592, data_time: 0.003, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8406, loss_cls: 1.6169, loss: 1.6169 2020-06-12 21:17:32,936 - mmaction - INFO - Epoch [44][460/769] lr: 2.000e-04, eta: 0:48:56, time: 0.548, data_time: 0.006, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8375, loss_cls: 1.5302, loss: 1.5302 2020-06-12 21:17:44,378 - mmaction - INFO - Epoch [44][480/769] lr: 2.000e-04, eta: 0:48:44, time: 0.572, data_time: 0.001, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8438, loss_cls: 1.5552, loss: 1.5552 2020-06-12 21:17:55,447 - mmaction - INFO - Epoch [44][500/769] lr: 2.000e-04, eta: 0:48:31, time: 0.550, data_time: 0.005, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8719, loss_cls: 1.4239, loss: 1.4239 2020-06-12 21:18:06,539 - mmaction - INFO - Epoch [44][520/769] lr: 2.000e-04, eta: 0:48:19, time: 0.558, data_time: 0.007, memory: 10970, top1_acc: 0.5469, top5_acc: 0.8281, loss_cls: 1.5181, loss: 1.5181 2020-06-12 21:18:17,789 - mmaction - INFO - Epoch [44][540/769] lr: 2.000e-04, eta: 0:48:07, time: 0.561, data_time: 0.005, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8219, loss_cls: 1.5683, loss: 1.5683 2020-06-12 21:18:30,118 - mmaction - INFO - Epoch [44][560/769] lr: 2.000e-04, eta: 0:47:56, time: 0.616, data_time: 0.093, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8562, loss_cls: 1.5484, loss: 1.5484 2020-06-12 21:18:40,063 - mmaction - INFO - Epoch [44][580/769] lr: 2.000e-04, eta: 0:47:43, time: 0.498, data_time: 0.042, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8688, loss_cls: 1.4640, loss: 1.4640 2020-06-12 21:18:51,996 - mmaction - INFO - Epoch [44][600/769] lr: 2.000e-04, eta: 0:47:31, time: 0.597, data_time: 0.015, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8250, loss_cls: 1.6104, loss: 1.6104 2020-06-12 21:19:03,555 - mmaction - INFO - Epoch [44][620/769] lr: 2.000e-04, eta: 0:47:19, time: 0.576, data_time: 0.073, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8750, loss_cls: 1.2991, loss: 1.2991 2020-06-12 21:19:15,129 - mmaction - INFO - Epoch [44][640/769] lr: 2.000e-04, eta: 0:47:07, time: 0.578, data_time: 0.020, memory: 10970, top1_acc: 0.6500, top5_acc: 0.9000, loss_cls: 1.2161, loss: 1.2161 2020-06-12 21:19:26,469 - mmaction - INFO - Epoch [44][660/769] lr: 2.000e-04, eta: 0:46:55, time: 0.559, data_time: 0.005, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8438, loss_cls: 1.6068, loss: 1.6068 2020-06-12 21:19:38,539 - mmaction - INFO - Epoch [44][680/769] lr: 2.000e-04, eta: 0:46:44, time: 0.610, data_time: 0.011, memory: 10970, top1_acc: 0.6219, top5_acc: 0.8906, loss_cls: 1.3607, loss: 1.3607 2020-06-12 21:19:48,728 - mmaction - INFO - Epoch [44][700/769] lr: 2.000e-04, eta: 0:46:31, time: 0.511, data_time: 0.008, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8750, loss_cls: 1.4257, loss: 1.4257 2020-06-12 21:20:00,329 - mmaction - INFO - Epoch [44][720/769] lr: 2.000e-04, eta: 0:46:19, time: 0.583, data_time: 0.004, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8406, loss_cls: 1.5218, loss: 1.5218 2020-06-12 21:20:12,035 - mmaction - INFO - Epoch [44][740/769] lr: 2.000e-04, eta: 0:46:07, time: 0.585, data_time: 0.002, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8750, loss_cls: 1.2548, loss: 1.2548 2020-06-12 21:20:22,742 - mmaction - INFO - Epoch [44][760/769] lr: 2.000e-04, eta: 0:45:55, time: 0.535, data_time: 0.003, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8406, loss_cls: 1.4244, loss: 1.4244 2020-06-12 21:20:56,419 - mmaction - INFO - Epoch [45][20/769] lr: 2.000e-04, eta: 0:45:40, time: 1.495, data_time: 1.013, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8656, loss_cls: 1.4606, loss: 1.4606 2020-06-12 21:21:07,782 - mmaction - INFO - Epoch [45][40/769] lr: 2.000e-04, eta: 0:45:28, time: 0.567, data_time: 0.023, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8688, loss_cls: 1.3535, loss: 1.3535 2020-06-12 21:21:18,615 - mmaction - INFO - Epoch [45][60/769] lr: 2.000e-04, eta: 0:45:16, time: 0.543, data_time: 0.011, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8719, loss_cls: 1.3946, loss: 1.3946 2020-06-12 21:21:31,444 - mmaction - INFO - Epoch [45][80/769] lr: 2.000e-04, eta: 0:45:04, time: 0.642, data_time: 0.078, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8594, loss_cls: 1.4733, loss: 1.4733 2020-06-12 21:21:41,302 - mmaction - INFO - Epoch [45][100/769] lr: 2.000e-04, eta: 0:44:52, time: 0.491, data_time: 0.003, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8281, loss_cls: 1.6385, loss: 1.6385 2020-06-12 21:21:53,051 - mmaction - INFO - Epoch [45][120/769] lr: 2.000e-04, eta: 0:44:40, time: 0.588, data_time: 0.006, memory: 10970, top1_acc: 0.6281, top5_acc: 0.8500, loss_cls: 1.4396, loss: 1.4396 2020-06-12 21:22:04,603 - mmaction - INFO - Epoch [45][140/769] lr: 2.000e-04, eta: 0:44:28, time: 0.577, data_time: 0.007, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8469, loss_cls: 1.4723, loss: 1.4723 2020-06-12 21:22:16,174 - mmaction - INFO - Epoch [45][160/769] lr: 2.000e-04, eta: 0:44:16, time: 0.577, data_time: 0.009, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8688, loss_cls: 1.3780, loss: 1.3780 2020-06-12 21:22:27,459 - mmaction - INFO - Epoch [45][180/769] lr: 2.000e-04, eta: 0:44:04, time: 0.565, data_time: 0.139, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8969, loss_cls: 1.3238, loss: 1.3238 2020-06-12 21:22:39,198 - mmaction - INFO - Epoch [45][200/769] lr: 2.000e-04, eta: 0:43:52, time: 0.586, data_time: 0.110, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8688, loss_cls: 1.4964, loss: 1.4964 2020-06-12 21:22:50,777 - mmaction - INFO - Epoch [45][220/769] lr: 2.000e-04, eta: 0:43:40, time: 0.579, data_time: 0.161, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8000, loss_cls: 1.6558, loss: 1.6558 2020-06-12 21:23:00,789 - mmaction - INFO - Epoch [45][240/769] lr: 2.000e-04, eta: 0:43:28, time: 0.501, data_time: 0.055, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8906, loss_cls: 1.3547, loss: 1.3547 2020-06-12 21:23:12,558 - mmaction - INFO - Epoch [45][260/769] lr: 2.000e-04, eta: 0:43:16, time: 0.591, data_time: 0.145, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8406, loss_cls: 1.5147, loss: 1.5147 2020-06-12 21:23:23,668 - mmaction - INFO - Epoch [45][280/769] lr: 2.000e-04, eta: 0:43:04, time: 0.555, data_time: 0.137, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8531, loss_cls: 1.5477, loss: 1.5477 2020-06-12 21:23:35,342 - mmaction - INFO - Epoch [45][300/769] lr: 2.000e-04, eta: 0:42:52, time: 0.582, data_time: 0.151, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8562, loss_cls: 1.4485, loss: 1.4485 2020-06-12 21:23:46,721 - mmaction - INFO - Epoch [45][320/769] lr: 2.000e-04, eta: 0:42:40, time: 0.567, data_time: 0.116, memory: 10970, top1_acc: 0.6281, top5_acc: 0.8719, loss_cls: 1.3714, loss: 1.3714 2020-06-12 21:23:57,909 - mmaction - INFO - Epoch [45][340/769] lr: 2.000e-04, eta: 0:42:28, time: 0.558, data_time: 0.140, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8500, loss_cls: 1.4370, loss: 1.4370 2020-06-12 21:24:08,493 - mmaction - INFO - Epoch [45][360/769] lr: 2.000e-04, eta: 0:42:16, time: 0.534, data_time: 0.075, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8719, loss_cls: 1.4759, loss: 1.4759 2020-06-12 21:24:20,420 - mmaction - INFO - Epoch [45][380/769] lr: 2.000e-04, eta: 0:42:04, time: 0.595, data_time: 0.139, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8688, loss_cls: 1.4143, loss: 1.4143 2020-06-12 21:24:30,968 - mmaction - INFO - Epoch [45][400/769] lr: 2.000e-04, eta: 0:41:52, time: 0.528, data_time: 0.008, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.4507, loss: 1.4507 2020-06-12 21:24:42,244 - mmaction - INFO - Epoch [45][420/769] lr: 2.000e-04, eta: 0:41:40, time: 0.565, data_time: 0.005, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8562, loss_cls: 1.5139, loss: 1.5139 2020-06-12 21:24:54,085 - mmaction - INFO - Epoch [45][440/769] lr: 2.000e-04, eta: 0:41:28, time: 0.588, data_time: 0.050, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8594, loss_cls: 1.5117, loss: 1.5117 2020-06-12 21:25:05,340 - mmaction - INFO - Epoch [45][460/769] lr: 2.000e-04, eta: 0:41:16, time: 0.567, data_time: 0.063, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8812, loss_cls: 1.3145, loss: 1.3145 2020-06-12 21:25:16,760 - mmaction - INFO - Epoch [45][480/769] lr: 2.000e-04, eta: 0:41:04, time: 0.568, data_time: 0.143, memory: 10970, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2090, loss: 1.2090 2020-06-12 21:25:27,478 - mmaction - INFO - Epoch [45][500/769] lr: 2.000e-04, eta: 0:40:52, time: 0.538, data_time: 0.029, memory: 10970, top1_acc: 0.6250, top5_acc: 0.8812, loss_cls: 1.3896, loss: 1.3896 2020-06-12 21:25:38,561 - mmaction - INFO - Epoch [45][520/769] lr: 2.000e-04, eta: 0:40:40, time: 0.551, data_time: 0.009, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8719, loss_cls: 1.3713, loss: 1.3713 2020-06-12 21:25:50,276 - mmaction - INFO - Epoch [45][540/769] lr: 2.000e-04, eta: 0:40:28, time: 0.587, data_time: 0.022, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8406, loss_cls: 1.4736, loss: 1.4736 2020-06-12 21:26:01,987 - mmaction - INFO - Epoch [45][560/769] lr: 2.000e-04, eta: 0:40:16, time: 0.586, data_time: 0.004, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8344, loss_cls: 1.4571, loss: 1.4571 2020-06-12 21:26:13,888 - mmaction - INFO - Epoch [45][580/769] lr: 2.000e-04, eta: 0:40:04, time: 0.593, data_time: 0.003, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8344, loss_cls: 1.5405, loss: 1.5405 2020-06-12 21:26:24,875 - mmaction - INFO - Epoch [45][600/769] lr: 2.000e-04, eta: 0:39:52, time: 0.552, data_time: 0.004, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8562, loss_cls: 1.4887, loss: 1.4887 2020-06-12 21:26:36,249 - mmaction - INFO - Epoch [45][620/769] lr: 2.000e-04, eta: 0:39:40, time: 0.567, data_time: 0.030, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8344, loss_cls: 1.4719, loss: 1.4719 2020-06-12 21:26:47,809 - mmaction - INFO - Epoch [45][640/769] lr: 2.000e-04, eta: 0:39:28, time: 0.580, data_time: 0.009, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8719, loss_cls: 1.4996, loss: 1.4996 2020-06-12 21:26:59,372 - mmaction - INFO - Epoch [45][660/769] lr: 2.000e-04, eta: 0:39:16, time: 0.578, data_time: 0.002, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8625, loss_cls: 1.4378, loss: 1.4378 2020-06-12 21:27:09,917 - mmaction - INFO - Epoch [45][680/769] lr: 2.000e-04, eta: 0:39:04, time: 0.524, data_time: 0.005, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8625, loss_cls: 1.4735, loss: 1.4735 2020-06-12 21:27:22,545 - mmaction - INFO - Epoch [45][700/769] lr: 2.000e-04, eta: 0:38:52, time: 0.628, data_time: 0.005, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8656, loss_cls: 1.4922, loss: 1.4922 2020-06-12 21:27:33,689 - mmaction - INFO - Epoch [45][720/769] lr: 2.000e-04, eta: 0:38:40, time: 0.562, data_time: 0.018, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8781, loss_cls: 1.3491, loss: 1.3491 2020-06-12 21:27:45,309 - mmaction - INFO - Epoch [45][740/769] lr: 2.000e-04, eta: 0:38:28, time: 0.581, data_time: 0.053, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8812, loss_cls: 1.4017, loss: 1.4017 2020-06-12 21:27:57,546 - mmaction - INFO - Epoch [45][760/769] lr: 2.000e-04, eta: 0:38:16, time: 0.612, data_time: 0.003, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8438, loss_cls: 1.5689, loss: 1.5689 2020-06-12 21:28:01,062 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-06-12 21:28:58,472 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 21:28:58,629 - mmaction - INFO - top1_acc 0.1680 top5_acc 0.4279 2020-06-12 21:28:58,629 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 21:28:58,653 - mmaction - INFO - mean_acc 0.1499 2020-06-12 21:28:58,656 - mmaction - INFO - Epoch [45][769/769] lr: 2.000e-04, top1_acc: 0.1680, top5_acc: 0.4279, mean_class_accuracy: 0.1499 2020-06-12 21:29:17,944 - mmaction - INFO - Epoch [46][20/769] lr: 2.000e-04, eta: 0:37:59, time: 0.962, data_time: 0.359, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8750, loss_cls: 1.3107, loss: 1.3107 2020-06-12 21:29:29,431 - mmaction - INFO - Epoch [46][40/769] lr: 2.000e-04, eta: 0:37:47, time: 0.575, data_time: 0.005, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8812, loss_cls: 1.3836, loss: 1.3836 2020-06-12 21:29:40,732 - mmaction - INFO - Epoch [46][60/769] lr: 2.000e-04, eta: 0:37:35, time: 0.565, data_time: 0.003, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8500, loss_cls: 1.4235, loss: 1.4235 2020-06-12 21:29:51,887 - mmaction - INFO - Epoch [46][80/769] lr: 2.000e-04, eta: 0:37:23, time: 0.557, data_time: 0.004, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8812, loss_cls: 1.3617, loss: 1.3617 2020-06-12 21:30:03,793 - mmaction - INFO - Epoch [46][100/769] lr: 2.000e-04, eta: 0:37:11, time: 0.597, data_time: 0.003, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8781, loss_cls: 1.4289, loss: 1.4289 2020-06-12 21:30:14,035 - mmaction - INFO - Epoch [46][120/769] lr: 2.000e-04, eta: 0:36:59, time: 0.510, data_time: 0.023, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.3811, loss: 1.3811 2020-06-12 21:30:26,086 - mmaction - INFO - Epoch [46][140/769] lr: 2.000e-04, eta: 0:36:47, time: 0.603, data_time: 0.003, memory: 10970, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3024, loss: 1.3024 2020-06-12 21:30:37,274 - mmaction - INFO - Epoch [46][160/769] lr: 2.000e-04, eta: 0:36:35, time: 0.561, data_time: 0.081, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8406, loss_cls: 1.6089, loss: 1.6089 2020-06-12 21:30:47,994 - mmaction - INFO - Epoch [46][180/769] lr: 2.000e-04, eta: 0:36:23, time: 0.536, data_time: 0.071, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8906, loss_cls: 1.3385, loss: 1.3385 2020-06-12 21:30:59,754 - mmaction - INFO - Epoch [46][200/769] lr: 2.000e-04, eta: 0:36:11, time: 0.586, data_time: 0.074, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8625, loss_cls: 1.4786, loss: 1.4786 2020-06-12 21:31:10,517 - mmaction - INFO - Epoch [46][220/769] lr: 2.000e-04, eta: 0:35:59, time: 0.539, data_time: 0.004, memory: 10970, top1_acc: 0.5875, top5_acc: 0.9062, loss_cls: 1.3098, loss: 1.3098 2020-06-12 21:31:22,317 - mmaction - INFO - Epoch [46][240/769] lr: 2.000e-04, eta: 0:35:47, time: 0.590, data_time: 0.099, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8562, loss_cls: 1.3968, loss: 1.3968 2020-06-12 21:31:33,812 - mmaction - INFO - Epoch [46][260/769] lr: 2.000e-04, eta: 0:35:35, time: 0.575, data_time: 0.068, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8750, loss_cls: 1.3555, loss: 1.3555 2020-06-12 21:31:45,375 - mmaction - INFO - Epoch [46][280/769] lr: 2.000e-04, eta: 0:35:23, time: 0.577, data_time: 0.140, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 1.4843, loss: 1.4843 2020-06-12 21:31:56,483 - mmaction - INFO - Epoch [46][300/769] lr: 2.000e-04, eta: 0:35:11, time: 0.555, data_time: 0.098, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8469, loss_cls: 1.4585, loss: 1.4585 2020-06-12 21:32:08,300 - mmaction - INFO - Epoch [46][320/769] lr: 2.000e-04, eta: 0:34:59, time: 0.591, data_time: 0.100, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8656, loss_cls: 1.4217, loss: 1.4217 2020-06-12 21:32:18,961 - mmaction - INFO - Epoch [46][340/769] lr: 2.000e-04, eta: 0:34:47, time: 0.531, data_time: 0.005, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8625, loss_cls: 1.3996, loss: 1.3996 2020-06-12 21:32:30,570 - mmaction - INFO - Epoch [46][360/769] lr: 2.000e-04, eta: 0:34:35, time: 0.583, data_time: 0.005, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8938, loss_cls: 1.3615, loss: 1.3615 2020-06-12 21:32:42,589 - mmaction - INFO - Epoch [46][380/769] lr: 2.000e-04, eta: 0:34:24, time: 0.601, data_time: 0.056, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8719, loss_cls: 1.4575, loss: 1.4575 2020-06-12 21:32:53,776 - mmaction - INFO - Epoch [46][400/769] lr: 2.000e-04, eta: 0:34:12, time: 0.561, data_time: 0.058, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.5589, loss: 1.5589 2020-06-12 21:33:05,842 - mmaction - INFO - Epoch [46][420/769] lr: 2.000e-04, eta: 0:34:00, time: 0.604, data_time: 0.002, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8781, loss_cls: 1.4508, loss: 1.4508 2020-06-12 21:33:16,340 - mmaction - INFO - Epoch [46][440/769] lr: 2.000e-04, eta: 0:33:48, time: 0.524, data_time: 0.002, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8438, loss_cls: 1.6087, loss: 1.6087 2020-06-12 21:33:27,997 - mmaction - INFO - Epoch [46][460/769] lr: 2.000e-04, eta: 0:33:36, time: 0.583, data_time: 0.012, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8281, loss_cls: 1.6713, loss: 1.6713 2020-06-12 21:33:39,008 - mmaction - INFO - Epoch [46][480/769] lr: 2.000e-04, eta: 0:33:24, time: 0.550, data_time: 0.008, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8625, loss_cls: 1.4684, loss: 1.4684 2020-06-12 21:33:50,249 - mmaction - INFO - Epoch [46][500/769] lr: 2.000e-04, eta: 0:33:12, time: 0.562, data_time: 0.002, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8875, loss_cls: 1.2881, loss: 1.2881 2020-06-12 21:34:02,568 - mmaction - INFO - Epoch [46][520/769] lr: 2.000e-04, eta: 0:33:00, time: 0.615, data_time: 0.002, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8406, loss_cls: 1.5980, loss: 1.5980 2020-06-12 21:34:14,205 - mmaction - INFO - Epoch [46][540/769] lr: 2.000e-04, eta: 0:32:48, time: 0.581, data_time: 0.003, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8438, loss_cls: 1.5569, loss: 1.5569 2020-06-12 21:34:24,697 - mmaction - INFO - Epoch [46][560/769] lr: 2.000e-04, eta: 0:32:36, time: 0.526, data_time: 0.016, memory: 10970, top1_acc: 0.5406, top5_acc: 0.8219, loss_cls: 1.6551, loss: 1.6551 2020-06-12 21:34:37,595 - mmaction - INFO - Epoch [46][580/769] lr: 2.000e-04, eta: 0:32:24, time: 0.646, data_time: 0.061, memory: 10970, top1_acc: 0.6250, top5_acc: 0.8812, loss_cls: 1.3528, loss: 1.3528 2020-06-12 21:34:49,034 - mmaction - INFO - Epoch [46][600/769] lr: 2.000e-04, eta: 0:32:12, time: 0.571, data_time: 0.034, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8406, loss_cls: 1.6056, loss: 1.6056 2020-06-12 21:34:59,950 - mmaction - INFO - Epoch [46][620/769] lr: 2.000e-04, eta: 0:32:00, time: 0.546, data_time: 0.008, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8656, loss_cls: 1.4841, loss: 1.4841 2020-06-12 21:35:10,858 - mmaction - INFO - Epoch [46][640/769] lr: 2.000e-04, eta: 0:31:48, time: 0.545, data_time: 0.001, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.4918, loss: 1.4918 2020-06-12 21:35:22,726 - mmaction - INFO - Epoch [46][660/769] lr: 2.000e-04, eta: 0:31:36, time: 0.594, data_time: 0.003, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8375, loss_cls: 1.6245, loss: 1.6245 2020-06-12 21:35:33,862 - mmaction - INFO - Epoch [46][680/769] lr: 2.000e-04, eta: 0:31:24, time: 0.558, data_time: 0.003, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8594, loss_cls: 1.3697, loss: 1.3697 2020-06-12 21:35:45,281 - mmaction - INFO - Epoch [46][700/769] lr: 2.000e-04, eta: 0:31:12, time: 0.570, data_time: 0.002, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8594, loss_cls: 1.5502, loss: 1.5502 2020-06-12 21:35:57,701 - mmaction - INFO - Epoch [46][720/769] lr: 2.000e-04, eta: 0:31:00, time: 0.622, data_time: 0.015, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8688, loss_cls: 1.3718, loss: 1.3718 2020-06-12 21:36:08,666 - mmaction - INFO - Epoch [46][740/769] lr: 2.000e-04, eta: 0:30:48, time: 0.548, data_time: 0.002, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8781, loss_cls: 1.4418, loss: 1.4418 2020-06-12 21:36:19,872 - mmaction - INFO - Epoch [46][760/769] lr: 2.000e-04, eta: 0:30:36, time: 0.560, data_time: 0.006, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8750, loss_cls: 1.4323, loss: 1.4323 2020-06-12 21:36:44,026 - mmaction - INFO - Epoch [47][20/769] lr: 2.000e-04, eta: 0:30:19, time: 1.003, data_time: 0.435, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8375, loss_cls: 1.4732, loss: 1.4732 2020-06-12 21:36:55,361 - mmaction - INFO - Epoch [47][40/769] lr: 2.000e-04, eta: 0:30:07, time: 0.567, data_time: 0.043, memory: 10970, top1_acc: 0.6500, top5_acc: 0.9094, loss_cls: 1.1905, loss: 1.1905 2020-06-12 21:37:06,816 - mmaction - INFO - Epoch [47][60/769] lr: 2.000e-04, eta: 0:29:55, time: 0.574, data_time: 0.003, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8719, loss_cls: 1.4532, loss: 1.4532 2020-06-12 21:37:17,889 - mmaction - INFO - Epoch [47][80/769] lr: 2.000e-04, eta: 0:29:43, time: 0.554, data_time: 0.001, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8500, loss_cls: 1.5196, loss: 1.5196 2020-06-12 21:37:29,970 - mmaction - INFO - Epoch [47][100/769] lr: 2.000e-04, eta: 0:29:32, time: 0.603, data_time: 0.012, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8656, loss_cls: 1.3813, loss: 1.3813 2020-06-12 21:37:40,877 - mmaction - INFO - Epoch [47][120/769] lr: 2.000e-04, eta: 0:29:20, time: 0.546, data_time: 0.002, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.4841, loss: 1.4841 2020-06-12 21:37:51,728 - mmaction - INFO - Epoch [47][140/769] lr: 2.000e-04, eta: 0:29:08, time: 0.541, data_time: 0.002, memory: 10970, top1_acc: 0.6156, top5_acc: 0.9094, loss_cls: 1.2876, loss: 1.2876 2020-06-12 21:38:03,172 - mmaction - INFO - Epoch [47][160/769] lr: 2.000e-04, eta: 0:28:56, time: 0.573, data_time: 0.030, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8344, loss_cls: 1.5300, loss: 1.5300 2020-06-12 21:38:15,062 - mmaction - INFO - Epoch [47][180/769] lr: 2.000e-04, eta: 0:28:44, time: 0.595, data_time: 0.097, memory: 10970, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.1502, loss: 1.1502 2020-06-12 21:38:26,287 - mmaction - INFO - Epoch [47][200/769] lr: 2.000e-04, eta: 0:28:32, time: 0.560, data_time: 0.075, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8594, loss_cls: 1.4924, loss: 1.4924 2020-06-12 21:38:37,696 - mmaction - INFO - Epoch [47][220/769] lr: 2.000e-04, eta: 0:28:20, time: 0.572, data_time: 0.045, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8375, loss_cls: 1.5368, loss: 1.5368 2020-06-12 21:38:49,383 - mmaction - INFO - Epoch [47][240/769] lr: 2.000e-04, eta: 0:28:08, time: 0.585, data_time: 0.003, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8906, loss_cls: 1.3413, loss: 1.3413 2020-06-12 21:38:59,629 - mmaction - INFO - Epoch [47][260/769] lr: 2.000e-04, eta: 0:27:56, time: 0.510, data_time: 0.001, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8656, loss_cls: 1.4130, loss: 1.4130 2020-06-12 21:39:11,037 - mmaction - INFO - Epoch [47][280/769] lr: 2.000e-04, eta: 0:27:44, time: 0.571, data_time: 0.004, memory: 10970, top1_acc: 0.6500, top5_acc: 0.8875, loss_cls: 1.3591, loss: 1.3591 2020-06-12 21:39:22,528 - mmaction - INFO - Epoch [47][300/769] lr: 2.000e-04, eta: 0:27:32, time: 0.574, data_time: 0.003, memory: 10970, top1_acc: 0.5250, top5_acc: 0.8531, loss_cls: 1.5011, loss: 1.5011 2020-06-12 21:39:33,972 - mmaction - INFO - Epoch [47][320/769] lr: 2.000e-04, eta: 0:27:20, time: 0.574, data_time: 0.008, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8625, loss_cls: 1.4104, loss: 1.4104 2020-06-12 21:39:45,794 - mmaction - INFO - Epoch [47][340/769] lr: 2.000e-04, eta: 0:27:08, time: 0.591, data_time: 0.040, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8500, loss_cls: 1.4671, loss: 1.4671 2020-06-12 21:39:57,557 - mmaction - INFO - Epoch [47][360/769] lr: 2.000e-04, eta: 0:26:56, time: 0.588, data_time: 0.170, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8562, loss_cls: 1.4478, loss: 1.4478 2020-06-12 21:40:08,662 - mmaction - INFO - Epoch [47][380/769] lr: 2.000e-04, eta: 0:26:44, time: 0.554, data_time: 0.107, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8625, loss_cls: 1.4842, loss: 1.4842 2020-06-12 21:40:20,415 - mmaction - INFO - Epoch [47][400/769] lr: 2.000e-04, eta: 0:26:32, time: 0.589, data_time: 0.171, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8781, loss_cls: 1.4076, loss: 1.4076 2020-06-12 21:40:31,791 - mmaction - INFO - Epoch [47][420/769] lr: 2.000e-04, eta: 0:26:20, time: 0.566, data_time: 0.064, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8562, loss_cls: 1.4736, loss: 1.4736 2020-06-12 21:40:42,413 - mmaction - INFO - Epoch [47][440/769] lr: 2.000e-04, eta: 0:26:08, time: 0.533, data_time: 0.085, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8781, loss_cls: 1.4375, loss: 1.4375 2020-06-12 21:40:54,866 - mmaction - INFO - Epoch [47][460/769] lr: 2.000e-04, eta: 0:25:57, time: 0.623, data_time: 0.004, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8781, loss_cls: 1.4956, loss: 1.4956 2020-06-12 21:41:05,912 - mmaction - INFO - Epoch [47][480/769] lr: 2.000e-04, eta: 0:25:45, time: 0.549, data_time: 0.003, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8625, loss_cls: 1.3618, loss: 1.3618 2020-06-12 21:41:17,000 - mmaction - INFO - Epoch [47][500/769] lr: 2.000e-04, eta: 0:25:33, time: 0.558, data_time: 0.025, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8781, loss_cls: 1.3767, loss: 1.3767 2020-06-12 21:41:27,153 - mmaction - INFO - Epoch [47][520/769] lr: 2.000e-04, eta: 0:25:21, time: 0.504, data_time: 0.054, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8781, loss_cls: 1.4176, loss: 1.4176 2020-06-12 21:41:39,532 - mmaction - INFO - Epoch [47][540/769] lr: 2.000e-04, eta: 0:25:09, time: 0.623, data_time: 0.188, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8531, loss_cls: 1.4110, loss: 1.4110 2020-06-12 21:41:50,887 - mmaction - INFO - Epoch [47][560/769] lr: 2.000e-04, eta: 0:24:57, time: 0.568, data_time: 0.118, memory: 10970, top1_acc: 0.5312, top5_acc: 0.8594, loss_cls: 1.6591, loss: 1.6591 2020-06-12 21:42:02,774 - mmaction - INFO - Epoch [47][580/769] lr: 2.000e-04, eta: 0:24:45, time: 0.591, data_time: 0.152, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8688, loss_cls: 1.3807, loss: 1.3807 2020-06-12 21:42:12,959 - mmaction - INFO - Epoch [47][600/769] lr: 2.000e-04, eta: 0:24:33, time: 0.511, data_time: 0.084, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 1.4029, loss: 1.4029 2020-06-12 21:42:24,643 - mmaction - INFO - Epoch [47][620/769] lr: 2.000e-04, eta: 0:24:21, time: 0.584, data_time: 0.056, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8812, loss_cls: 1.3847, loss: 1.3847 2020-06-12 21:42:35,965 - mmaction - INFO - Epoch [47][640/769] lr: 2.000e-04, eta: 0:24:09, time: 0.566, data_time: 0.004, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8500, loss_cls: 1.4341, loss: 1.4341 2020-06-12 21:42:47,515 - mmaction - INFO - Epoch [47][660/769] lr: 2.000e-04, eta: 0:23:57, time: 0.578, data_time: 0.014, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8594, loss_cls: 1.5191, loss: 1.5191 2020-06-12 21:42:58,289 - mmaction - INFO - Epoch [47][680/769] lr: 2.000e-04, eta: 0:23:45, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8469, loss_cls: 1.4936, loss: 1.4936 2020-06-12 21:43:10,100 - mmaction - INFO - Epoch [47][700/769] lr: 2.000e-04, eta: 0:23:33, time: 0.588, data_time: 0.001, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8750, loss_cls: 1.3423, loss: 1.3423 2020-06-12 21:43:21,212 - mmaction - INFO - Epoch [47][720/769] lr: 2.000e-04, eta: 0:23:21, time: 0.556, data_time: 0.007, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8844, loss_cls: 1.3123, loss: 1.3123 2020-06-12 21:43:32,841 - mmaction - INFO - Epoch [47][740/769] lr: 2.000e-04, eta: 0:23:09, time: 0.580, data_time: 0.006, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8562, loss_cls: 1.5647, loss: 1.5647 2020-06-12 21:43:43,611 - mmaction - INFO - Epoch [47][760/769] lr: 2.000e-04, eta: 0:22:57, time: 0.542, data_time: 0.007, memory: 10970, top1_acc: 0.6219, top5_acc: 0.8625, loss_cls: 1.3703, loss: 1.3703 2020-06-12 21:44:08,244 - mmaction - INFO - Epoch [48][20/769] lr: 2.000e-04, eta: 0:22:40, time: 1.037, data_time: 0.565, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8406, loss_cls: 1.4788, loss: 1.4788 2020-06-12 21:44:18,798 - mmaction - INFO - Epoch [48][40/769] lr: 2.000e-04, eta: 0:22:28, time: 0.525, data_time: 0.006, memory: 10970, top1_acc: 0.6281, top5_acc: 0.8719, loss_cls: 1.3179, loss: 1.3179 2020-06-12 21:44:30,905 - mmaction - INFO - Epoch [48][60/769] lr: 2.000e-04, eta: 0:22:16, time: 0.606, data_time: 0.006, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8688, loss_cls: 1.2921, loss: 1.2921 2020-06-12 21:44:42,768 - mmaction - INFO - Epoch [48][80/769] lr: 2.000e-04, eta: 0:22:05, time: 0.588, data_time: 0.003, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8875, loss_cls: 1.3825, loss: 1.3825 2020-06-12 21:44:53,620 - mmaction - INFO - Epoch [48][100/769] lr: 2.000e-04, eta: 0:21:53, time: 0.547, data_time: 0.008, memory: 10970, top1_acc: 0.6406, top5_acc: 0.8812, loss_cls: 1.2454, loss: 1.2454 2020-06-12 21:45:06,182 - mmaction - INFO - Epoch [48][120/769] lr: 2.000e-04, eta: 0:21:41, time: 0.629, data_time: 0.005, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8656, loss_cls: 1.3942, loss: 1.3942 2020-06-12 21:45:16,509 - mmaction - INFO - Epoch [48][140/769] lr: 2.000e-04, eta: 0:21:29, time: 0.516, data_time: 0.021, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8656, loss_cls: 1.3957, loss: 1.3957 2020-06-12 21:45:27,674 - mmaction - INFO - Epoch [48][160/769] lr: 2.000e-04, eta: 0:21:17, time: 0.555, data_time: 0.006, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8625, loss_cls: 1.4487, loss: 1.4487 2020-06-12 21:45:39,161 - mmaction - INFO - Epoch [48][180/769] lr: 2.000e-04, eta: 0:21:05, time: 0.577, data_time: 0.013, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8656, loss_cls: 1.4018, loss: 1.4018 2020-06-12 21:45:50,508 - mmaction - INFO - Epoch [48][200/769] lr: 2.000e-04, eta: 0:20:53, time: 0.566, data_time: 0.003, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8781, loss_cls: 1.2945, loss: 1.2945 2020-06-12 21:46:01,535 - mmaction - INFO - Epoch [48][220/769] lr: 2.000e-04, eta: 0:20:41, time: 0.554, data_time: 0.043, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8406, loss_cls: 1.4622, loss: 1.4622 2020-06-12 21:46:13,583 - mmaction - INFO - Epoch [48][240/769] lr: 2.000e-04, eta: 0:20:29, time: 0.603, data_time: 0.091, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8375, loss_cls: 1.6006, loss: 1.6006 2020-06-12 21:46:24,471 - mmaction - INFO - Epoch [48][260/769] lr: 2.000e-04, eta: 0:20:17, time: 0.544, data_time: 0.113, memory: 10970, top1_acc: 0.6344, top5_acc: 0.8875, loss_cls: 1.3512, loss: 1.3512 2020-06-12 21:46:35,972 - mmaction - INFO - Epoch [48][280/769] lr: 2.000e-04, eta: 0:20:05, time: 0.574, data_time: 0.142, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8656, loss_cls: 1.4406, loss: 1.4406 2020-06-12 21:46:47,120 - mmaction - INFO - Epoch [48][300/769] lr: 2.000e-04, eta: 0:19:53, time: 0.559, data_time: 0.139, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8500, loss_cls: 1.5231, loss: 1.5231 2020-06-12 21:46:58,184 - mmaction - INFO - Epoch [48][320/769] lr: 2.000e-04, eta: 0:19:41, time: 0.551, data_time: 0.053, memory: 10970, top1_acc: 0.6375, top5_acc: 0.9062, loss_cls: 1.2540, loss: 1.2540 2020-06-12 21:47:09,456 - mmaction - INFO - Epoch [48][340/769] lr: 2.000e-04, eta: 0:19:29, time: 0.564, data_time: 0.015, memory: 10970, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3375, loss: 1.3375 2020-06-12 21:47:20,475 - mmaction - INFO - Epoch [48][360/769] lr: 2.000e-04, eta: 0:19:17, time: 0.552, data_time: 0.002, memory: 10970, top1_acc: 0.5188, top5_acc: 0.8531, loss_cls: 1.5464, loss: 1.5464 2020-06-12 21:47:31,813 - mmaction - INFO - Epoch [48][380/769] lr: 2.000e-04, eta: 0:19:06, time: 0.568, data_time: 0.136, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8812, loss_cls: 1.3979, loss: 1.3979 2020-06-12 21:47:43,489 - mmaction - INFO - Epoch [48][400/769] lr: 2.000e-04, eta: 0:18:54, time: 0.583, data_time: 0.065, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8375, loss_cls: 1.4818, loss: 1.4818 2020-06-12 21:47:55,603 - mmaction - INFO - Epoch [48][420/769] lr: 2.000e-04, eta: 0:18:42, time: 0.605, data_time: 0.052, memory: 10970, top1_acc: 0.5281, top5_acc: 0.8812, loss_cls: 1.4407, loss: 1.4407 2020-06-12 21:48:06,478 - mmaction - INFO - Epoch [48][440/769] lr: 2.000e-04, eta: 0:18:30, time: 0.544, data_time: 0.002, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8562, loss_cls: 1.4496, loss: 1.4496 2020-06-12 21:48:18,120 - mmaction - INFO - Epoch [48][460/769] lr: 2.000e-04, eta: 0:18:18, time: 0.580, data_time: 0.007, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8469, loss_cls: 1.3848, loss: 1.3848 2020-06-12 21:48:29,163 - mmaction - INFO - Epoch [48][480/769] lr: 2.000e-04, eta: 0:18:06, time: 0.553, data_time: 0.005, memory: 10970, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.2534, loss: 1.2534 2020-06-12 21:48:41,513 - mmaction - INFO - Epoch [48][500/769] lr: 2.000e-04, eta: 0:17:54, time: 0.617, data_time: 0.023, memory: 10970, top1_acc: 0.6438, top5_acc: 0.8906, loss_cls: 1.1674, loss: 1.1674 2020-06-12 21:48:52,545 - mmaction - INFO - Epoch [48][520/769] lr: 2.000e-04, eta: 0:17:42, time: 0.550, data_time: 0.010, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8656, loss_cls: 1.3649, loss: 1.3649 2020-06-12 21:49:04,202 - mmaction - INFO - Epoch [48][540/769] lr: 2.000e-04, eta: 0:17:30, time: 0.585, data_time: 0.005, memory: 10970, top1_acc: 0.5750, top5_acc: 0.9094, loss_cls: 1.3670, loss: 1.3670 2020-06-12 21:49:15,631 - mmaction - INFO - Epoch [48][560/769] lr: 2.000e-04, eta: 0:17:18, time: 0.571, data_time: 0.003, memory: 10970, top1_acc: 0.5437, top5_acc: 0.8875, loss_cls: 1.3501, loss: 1.3501 2020-06-12 21:49:26,414 - mmaction - INFO - Epoch [48][580/769] lr: 2.000e-04, eta: 0:17:06, time: 0.541, data_time: 0.023, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8562, loss_cls: 1.4031, loss: 1.4031 2020-06-12 21:49:38,242 - mmaction - INFO - Epoch [48][600/769] lr: 2.000e-04, eta: 0:16:54, time: 0.589, data_time: 0.002, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8656, loss_cls: 1.4617, loss: 1.4617 2020-06-12 21:49:48,681 - mmaction - INFO - Epoch [48][620/769] lr: 2.000e-04, eta: 0:16:43, time: 0.524, data_time: 0.004, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8406, loss_cls: 1.4514, loss: 1.4514 2020-06-12 21:50:00,709 - mmaction - INFO - Epoch [48][640/769] lr: 2.000e-04, eta: 0:16:31, time: 0.601, data_time: 0.002, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8219, loss_cls: 1.5215, loss: 1.5215 2020-06-12 21:50:12,001 - mmaction - INFO - Epoch [48][660/769] lr: 2.000e-04, eta: 0:16:19, time: 0.557, data_time: 0.092, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8781, loss_cls: 1.3894, loss: 1.3894 2020-06-12 21:50:23,667 - mmaction - INFO - Epoch [48][680/769] lr: 2.000e-04, eta: 0:16:07, time: 0.589, data_time: 0.110, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8469, loss_cls: 1.3969, loss: 1.3969 2020-06-12 21:50:35,106 - mmaction - INFO - Epoch [48][700/769] lr: 2.000e-04, eta: 0:15:55, time: 0.574, data_time: 0.146, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8250, loss_cls: 1.4587, loss: 1.4587 2020-06-12 21:50:46,344 - mmaction - INFO - Epoch [48][720/769] lr: 2.000e-04, eta: 0:15:43, time: 0.562, data_time: 0.121, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8344, loss_cls: 1.5188, loss: 1.5188 2020-06-12 21:50:57,750 - mmaction - INFO - Epoch [48][740/769] lr: 2.000e-04, eta: 0:15:31, time: 0.568, data_time: 0.143, memory: 10970, top1_acc: 0.5156, top5_acc: 0.8063, loss_cls: 1.7153, loss: 1.7153 2020-06-12 21:51:10,101 - mmaction - INFO - Epoch [48][760/769] lr: 2.000e-04, eta: 0:15:19, time: 0.619, data_time: 0.171, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8719, loss_cls: 1.5056, loss: 1.5056 2020-06-12 21:51:37,362 - mmaction - INFO - Epoch [49][20/769] lr: 2.000e-04, eta: 0:15:02, time: 1.078, data_time: 0.591, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8688, loss_cls: 1.3436, loss: 1.3436 2020-06-12 21:51:49,492 - mmaction - INFO - Epoch [49][40/769] lr: 2.000e-04, eta: 0:14:50, time: 0.605, data_time: 0.016, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8500, loss_cls: 1.4079, loss: 1.4079 2020-06-12 21:52:00,049 - mmaction - INFO - Epoch [49][60/769] lr: 2.000e-04, eta: 0:14:38, time: 0.529, data_time: 0.004, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8938, loss_cls: 1.3936, loss: 1.3936 2020-06-12 21:52:12,328 - mmaction - INFO - Epoch [49][80/769] lr: 2.000e-04, eta: 0:14:26, time: 0.614, data_time: 0.014, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8531, loss_cls: 1.4244, loss: 1.4244 2020-06-12 21:52:23,856 - mmaction - INFO - Epoch [49][100/769] lr: 2.000e-04, eta: 0:14:15, time: 0.577, data_time: 0.013, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.3836, loss: 1.3836 2020-06-12 21:52:34,537 - mmaction - INFO - Epoch [49][120/769] lr: 2.000e-04, eta: 0:14:03, time: 0.534, data_time: 0.008, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8750, loss_cls: 1.3936, loss: 1.3936 2020-06-12 21:52:46,121 - mmaction - INFO - Epoch [49][140/769] lr: 2.000e-04, eta: 0:13:51, time: 0.579, data_time: 0.083, memory: 10970, top1_acc: 0.6219, top5_acc: 0.8688, loss_cls: 1.3567, loss: 1.3567 2020-06-12 21:52:57,129 - mmaction - INFO - Epoch [49][160/769] lr: 2.000e-04, eta: 0:13:39, time: 0.550, data_time: 0.047, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8875, loss_cls: 1.3688, loss: 1.3688 2020-06-12 21:53:08,685 - mmaction - INFO - Epoch [49][180/769] lr: 2.000e-04, eta: 0:13:27, time: 0.577, data_time: 0.070, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8750, loss_cls: 1.3415, loss: 1.3415 2020-06-12 21:53:20,216 - mmaction - INFO - Epoch [49][200/769] lr: 2.000e-04, eta: 0:13:15, time: 0.576, data_time: 0.058, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8781, loss_cls: 1.3997, loss: 1.3997 2020-06-12 21:53:32,099 - mmaction - INFO - Epoch [49][220/769] lr: 2.000e-04, eta: 0:13:03, time: 0.596, data_time: 0.007, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8625, loss_cls: 1.4101, loss: 1.4101 2020-06-12 21:53:43,616 - mmaction - INFO - Epoch [49][240/769] lr: 2.000e-04, eta: 0:12:51, time: 0.576, data_time: 0.003, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8688, loss_cls: 1.4092, loss: 1.4092 2020-06-12 21:53:54,174 - mmaction - INFO - Epoch [49][260/769] lr: 2.000e-04, eta: 0:12:39, time: 0.528, data_time: 0.001, memory: 10970, top1_acc: 0.6406, top5_acc: 0.8938, loss_cls: 1.3185, loss: 1.3185 2020-06-12 21:54:05,968 - mmaction - INFO - Epoch [49][280/769] lr: 2.000e-04, eta: 0:12:27, time: 0.590, data_time: 0.002, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8938, loss_cls: 1.3000, loss: 1.3000 2020-06-12 21:54:16,758 - mmaction - INFO - Epoch [49][300/769] lr: 2.000e-04, eta: 0:12:15, time: 0.540, data_time: 0.008, memory: 10970, top1_acc: 0.5500, top5_acc: 0.8187, loss_cls: 1.6117, loss: 1.6117 2020-06-12 21:54:27,132 - mmaction - INFO - Epoch [49][320/769] lr: 2.000e-04, eta: 0:12:03, time: 0.518, data_time: 0.021, memory: 10970, top1_acc: 0.6312, top5_acc: 0.8781, loss_cls: 1.3364, loss: 1.3364 2020-06-12 21:54:38,999 - mmaction - INFO - Epoch [49][340/769] lr: 2.000e-04, eta: 0:11:52, time: 0.593, data_time: 0.121, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8750, loss_cls: 1.3789, loss: 1.3789 2020-06-12 21:54:50,597 - mmaction - INFO - Epoch [49][360/769] lr: 2.000e-04, eta: 0:11:40, time: 0.580, data_time: 0.087, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5116, loss: 1.5116 2020-06-12 21:55:01,743 - mmaction - INFO - Epoch [49][380/769] lr: 2.000e-04, eta: 0:11:28, time: 0.559, data_time: 0.127, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8688, loss_cls: 1.3558, loss: 1.3558 2020-06-12 21:55:12,892 - mmaction - INFO - Epoch [49][400/769] lr: 2.000e-04, eta: 0:11:16, time: 0.555, data_time: 0.083, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8531, loss_cls: 1.4779, loss: 1.4779 2020-06-12 21:55:24,519 - mmaction - INFO - Epoch [49][420/769] lr: 2.000e-04, eta: 0:11:04, time: 0.583, data_time: 0.113, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8719, loss_cls: 1.3813, loss: 1.3813 2020-06-12 21:55:36,369 - mmaction - INFO - Epoch [49][440/769] lr: 2.000e-04, eta: 0:10:52, time: 0.593, data_time: 0.154, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8781, loss_cls: 1.4316, loss: 1.4316 2020-06-12 21:55:47,874 - mmaction - INFO - Epoch [49][460/769] lr: 2.000e-04, eta: 0:10:40, time: 0.574, data_time: 0.157, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8688, loss_cls: 1.4582, loss: 1.4582 2020-06-12 21:55:58,669 - mmaction - INFO - Epoch [49][480/769] lr: 2.000e-04, eta: 0:10:28, time: 0.539, data_time: 0.121, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8656, loss_cls: 1.4524, loss: 1.4524 2020-06-12 21:56:10,249 - mmaction - INFO - Epoch [49][500/769] lr: 2.000e-04, eta: 0:10:16, time: 0.581, data_time: 0.131, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8438, loss_cls: 1.5709, loss: 1.5709 2020-06-12 21:56:21,714 - mmaction - INFO - Epoch [49][520/769] lr: 2.000e-04, eta: 0:10:04, time: 0.571, data_time: 0.106, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8656, loss_cls: 1.3634, loss: 1.3634 2020-06-12 21:56:33,287 - mmaction - INFO - Epoch [49][540/769] lr: 2.000e-04, eta: 0:09:53, time: 0.580, data_time: 0.019, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8625, loss_cls: 1.4442, loss: 1.4442 2020-06-12 21:56:44,941 - mmaction - INFO - Epoch [49][560/769] lr: 2.000e-04, eta: 0:09:41, time: 0.583, data_time: 0.108, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8469, loss_cls: 1.5235, loss: 1.5235 2020-06-12 21:56:55,649 - mmaction - INFO - Epoch [49][580/769] lr: 2.000e-04, eta: 0:09:29, time: 0.534, data_time: 0.066, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8688, loss_cls: 1.4461, loss: 1.4461 2020-06-12 21:57:06,470 - mmaction - INFO - Epoch [49][600/769] lr: 2.000e-04, eta: 0:09:17, time: 0.540, data_time: 0.086, memory: 10970, top1_acc: 0.6344, top5_acc: 0.8875, loss_cls: 1.2296, loss: 1.2296 2020-06-12 21:57:17,995 - mmaction - INFO - Epoch [49][620/769] lr: 2.000e-04, eta: 0:09:05, time: 0.577, data_time: 0.008, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8406, loss_cls: 1.4555, loss: 1.4555 2020-06-12 21:57:29,310 - mmaction - INFO - Epoch [49][640/769] lr: 2.000e-04, eta: 0:08:53, time: 0.567, data_time: 0.018, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8625, loss_cls: 1.3892, loss: 1.3892 2020-06-12 21:57:40,922 - mmaction - INFO - Epoch [49][660/769] lr: 2.000e-04, eta: 0:08:41, time: 0.579, data_time: 0.073, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8406, loss_cls: 1.4390, loss: 1.4390 2020-06-12 21:57:52,418 - mmaction - INFO - Epoch [49][680/769] lr: 2.000e-04, eta: 0:08:29, time: 0.574, data_time: 0.008, memory: 10970, top1_acc: 0.6094, top5_acc: 0.8844, loss_cls: 1.2964, loss: 1.2964 2020-06-12 21:58:03,557 - mmaction - INFO - Epoch [49][700/769] lr: 2.000e-04, eta: 0:08:17, time: 0.557, data_time: 0.003, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8625, loss_cls: 1.3964, loss: 1.3964 2020-06-12 21:58:13,932 - mmaction - INFO - Epoch [49][720/769] lr: 2.000e-04, eta: 0:08:05, time: 0.518, data_time: 0.004, memory: 10970, top1_acc: 0.5656, top5_acc: 0.8625, loss_cls: 1.4435, loss: 1.4435 2020-06-12 21:58:26,440 - mmaction - INFO - Epoch [49][740/769] lr: 2.000e-04, eta: 0:07:54, time: 0.627, data_time: 0.032, memory: 10970, top1_acc: 0.6344, top5_acc: 0.9031, loss_cls: 1.2576, loss: 1.2576 2020-06-12 21:58:36,210 - mmaction - INFO - Epoch [49][760/769] lr: 2.000e-04, eta: 0:07:42, time: 0.487, data_time: 0.007, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8469, loss_cls: 1.4455, loss: 1.4455 2020-06-12 21:59:00,015 - mmaction - INFO - Epoch [50][20/769] lr: 2.000e-04, eta: 0:07:25, time: 0.992, data_time: 0.482, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8906, loss_cls: 1.3034, loss: 1.3034 2020-06-12 21:59:11,825 - mmaction - INFO - Epoch [50][40/769] lr: 2.000e-04, eta: 0:07:13, time: 0.592, data_time: 0.060, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8969, loss_cls: 1.2604, loss: 1.2604 2020-06-12 21:59:22,691 - mmaction - INFO - Epoch [50][60/769] lr: 2.000e-04, eta: 0:07:01, time: 0.544, data_time: 0.108, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8781, loss_cls: 1.3347, loss: 1.3347 2020-06-12 21:59:34,490 - mmaction - INFO - Epoch [50][80/769] lr: 2.000e-04, eta: 0:06:49, time: 0.587, data_time: 0.116, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.3829, loss: 1.3829 2020-06-12 21:59:45,718 - mmaction - INFO - Epoch [50][100/769] lr: 2.000e-04, eta: 0:06:37, time: 0.562, data_time: 0.087, memory: 10970, top1_acc: 0.5844, top5_acc: 0.8969, loss_cls: 1.4948, loss: 1.4948 2020-06-12 21:59:56,758 - mmaction - INFO - Epoch [50][120/769] lr: 2.000e-04, eta: 0:06:25, time: 0.553, data_time: 0.064, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8781, loss_cls: 1.3718, loss: 1.3718 2020-06-12 22:00:10,663 - mmaction - INFO - Epoch [50][140/769] lr: 2.000e-04, eta: 0:06:13, time: 0.692, data_time: 0.003, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8844, loss_cls: 1.4439, loss: 1.4439 2020-06-12 22:00:22,153 - mmaction - INFO - Epoch [50][160/769] lr: 2.000e-04, eta: 0:06:01, time: 0.579, data_time: 0.137, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8688, loss_cls: 1.4418, loss: 1.4418 2020-06-12 22:00:35,063 - mmaction - INFO - Epoch [50][180/769] lr: 2.000e-04, eta: 0:05:49, time: 0.644, data_time: 0.014, memory: 10970, top1_acc: 0.6281, top5_acc: 0.8562, loss_cls: 1.4086, loss: 1.4086 2020-06-12 22:00:45,515 - mmaction - INFO - Epoch [50][200/769] lr: 2.000e-04, eta: 0:05:38, time: 0.524, data_time: 0.008, memory: 10970, top1_acc: 0.5563, top5_acc: 0.8812, loss_cls: 1.3647, loss: 1.3647 2020-06-12 22:00:56,968 - mmaction - INFO - Epoch [50][220/769] lr: 2.000e-04, eta: 0:05:26, time: 0.571, data_time: 0.001, memory: 10970, top1_acc: 0.5625, top5_acc: 0.8438, loss_cls: 1.5481, loss: 1.5481 2020-06-12 22:01:08,304 - mmaction - INFO - Epoch [50][240/769] lr: 2.000e-04, eta: 0:05:14, time: 0.566, data_time: 0.012, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8406, loss_cls: 1.4640, loss: 1.4640 2020-06-12 22:01:19,809 - mmaction - INFO - Epoch [50][260/769] lr: 2.000e-04, eta: 0:05:02, time: 0.576, data_time: 0.103, memory: 10970, top1_acc: 0.5719, top5_acc: 0.8500, loss_cls: 1.4451, loss: 1.4451 2020-06-12 22:01:31,571 - mmaction - INFO - Epoch [50][280/769] lr: 2.000e-04, eta: 0:04:50, time: 0.584, data_time: 0.021, memory: 10970, top1_acc: 0.6125, top5_acc: 0.8750, loss_cls: 1.3231, loss: 1.3231 2020-06-12 22:01:42,172 - mmaction - INFO - Epoch [50][300/769] lr: 2.000e-04, eta: 0:04:38, time: 0.533, data_time: 0.016, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8750, loss_cls: 1.3615, loss: 1.3615 2020-06-12 22:01:54,158 - mmaction - INFO - Epoch [50][320/769] lr: 2.000e-04, eta: 0:04:26, time: 0.600, data_time: 0.003, memory: 10970, top1_acc: 0.5594, top5_acc: 0.8625, loss_cls: 1.4732, loss: 1.4732 2020-06-12 22:02:04,601 - mmaction - INFO - Epoch [50][340/769] lr: 2.000e-04, eta: 0:04:14, time: 0.523, data_time: 0.004, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8750, loss_cls: 1.4440, loss: 1.4440 2020-06-12 22:02:16,645 - mmaction - INFO - Epoch [50][360/769] lr: 2.000e-04, eta: 0:04:02, time: 0.601, data_time: 0.087, memory: 10970, top1_acc: 0.5531, top5_acc: 0.8313, loss_cls: 1.5554, loss: 1.5554 2020-06-12 22:02:28,562 - mmaction - INFO - Epoch [50][380/769] lr: 2.000e-04, eta: 0:03:51, time: 0.599, data_time: 0.004, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8719, loss_cls: 1.3524, loss: 1.3524 2020-06-12 22:02:39,710 - mmaction - INFO - Epoch [50][400/769] lr: 2.000e-04, eta: 0:03:39, time: 0.555, data_time: 0.001, memory: 10970, top1_acc: 0.5781, top5_acc: 0.8781, loss_cls: 1.4389, loss: 1.4389 2020-06-12 22:02:50,493 - mmaction - INFO - Epoch [50][420/769] lr: 2.000e-04, eta: 0:03:27, time: 0.540, data_time: 0.003, memory: 10970, top1_acc: 0.5813, top5_acc: 0.8656, loss_cls: 1.4707, loss: 1.4707 2020-06-12 22:03:01,993 - mmaction - INFO - Epoch [50][440/769] lr: 2.000e-04, eta: 0:03:15, time: 0.574, data_time: 0.006, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8812, loss_cls: 1.3692, loss: 1.3692 2020-06-12 22:03:13,568 - mmaction - INFO - Epoch [50][460/769] lr: 2.000e-04, eta: 0:03:03, time: 0.580, data_time: 0.026, memory: 10970, top1_acc: 0.6062, top5_acc: 0.8625, loss_cls: 1.4266, loss: 1.4266 2020-06-12 22:03:25,786 - mmaction - INFO - Epoch [50][480/769] lr: 2.000e-04, eta: 0:02:51, time: 0.610, data_time: 0.028, memory: 10970, top1_acc: 0.5969, top5_acc: 0.8812, loss_cls: 1.3105, loss: 1.3105 2020-06-12 22:03:36,451 - mmaction - INFO - Epoch [50][500/769] lr: 2.000e-04, eta: 0:02:39, time: 0.533, data_time: 0.004, memory: 10970, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.4522, loss: 1.4522 2020-06-12 22:03:48,107 - mmaction - INFO - Epoch [50][520/769] lr: 2.000e-04, eta: 0:02:27, time: 0.583, data_time: 0.002, memory: 10970, top1_acc: 0.5750, top5_acc: 0.8562, loss_cls: 1.5109, loss: 1.5109 2020-06-12 22:03:59,850 - mmaction - INFO - Epoch [50][540/769] lr: 2.000e-04, eta: 0:02:16, time: 0.587, data_time: 0.006, memory: 10970, top1_acc: 0.6188, top5_acc: 0.8750, loss_cls: 1.4212, loss: 1.4212 2020-06-12 22:04:12,957 - mmaction - INFO - Epoch [50][560/769] lr: 2.000e-04, eta: 0:02:04, time: 0.653, data_time: 0.001, memory: 10970, top1_acc: 0.6344, top5_acc: 0.8719, loss_cls: 1.3768, loss: 1.3768 2020-06-12 22:04:25,000 - mmaction - INFO - Epoch [50][580/769] lr: 2.000e-04, eta: 0:01:52, time: 0.603, data_time: 0.039, memory: 10970, top1_acc: 0.6250, top5_acc: 0.8625, loss_cls: 1.4305, loss: 1.4305 2020-06-12 22:04:36,211 - mmaction - INFO - Epoch [50][600/769] lr: 2.000e-04, eta: 0:01:40, time: 0.561, data_time: 0.010, memory: 10970, top1_acc: 0.5906, top5_acc: 0.8719, loss_cls: 1.3232, loss: 1.3232 2020-06-12 22:04:47,025 - mmaction - INFO - Epoch [50][620/769] lr: 2.000e-04, eta: 0:01:28, time: 0.539, data_time: 0.002, memory: 10970, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.4048, loss: 1.4048 2020-06-12 22:04:58,915 - mmaction - INFO - Epoch [50][640/769] lr: 2.000e-04, eta: 0:01:16, time: 0.596, data_time: 0.004, memory: 10970, top1_acc: 0.6031, top5_acc: 0.8594, loss_cls: 1.4273, loss: 1.4273 2020-06-12 22:05:10,461 - mmaction - INFO - Epoch [50][660/769] lr: 2.000e-04, eta: 0:01:04, time: 0.575, data_time: 0.002, memory: 10970, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.6285, loss: 1.6285 2020-06-12 22:05:20,218 - mmaction - INFO - Epoch [50][680/769] lr: 2.000e-04, eta: 0:00:52, time: 0.490, data_time: 0.005, memory: 10970, top1_acc: 0.5687, top5_acc: 0.8781, loss_cls: 1.4661, loss: 1.4661 2020-06-12 22:05:32,182 - mmaction - INFO - Epoch [50][700/769] lr: 2.000e-04, eta: 0:00:40, time: 0.597, data_time: 0.002, memory: 10970, top1_acc: 0.5938, top5_acc: 0.8906, loss_cls: 1.2548, loss: 1.2548 2020-06-12 22:05:43,350 - mmaction - INFO - Epoch [50][720/769] lr: 2.000e-04, eta: 0:00:29, time: 0.559, data_time: 0.005, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8500, loss_cls: 1.5217, loss: 1.5217 2020-06-12 22:05:55,784 - mmaction - INFO - Epoch [50][740/769] lr: 2.000e-04, eta: 0:00:17, time: 0.623, data_time: 0.003, memory: 10970, top1_acc: 0.6219, top5_acc: 0.8969, loss_cls: 1.2845, loss: 1.2845 2020-06-12 22:06:05,813 - mmaction - INFO - Epoch [50][760/769] lr: 2.000e-04, eta: 0:00:05, time: 0.502, data_time: 0.004, memory: 10970, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 1.4497, loss: 1.4497 2020-06-12 22:06:09,759 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-06-12 22:07:09,281 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-12 22:07:09,759 - mmaction - INFO - top1_acc 0.1678 top5_acc 0.4267 2020-06-12 22:07:09,759 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-12 22:07:09,807 - mmaction - INFO - mean_acc 0.1491 2020-06-12 22:07:09,812 - mmaction - INFO - Epoch [50][769/769] lr: 2.000e-04, top1_acc: 0.1678, top5_acc: 0.4267, mean_class_accuracy: 0.1491