2020-07-02 10:07:49,400 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-36) PyTorch: 1.4.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 7d2fd500bc78936d1d648ca713b901012f470dbc) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CUDA Runtime 9.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.1 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Wno-stringop-overflow, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.5.0 OpenCV: 4.2.0 MMCV: 0.5.9 MMAction: 1.0rc1+3ee4e26 ------------------------------------------------------------ 2020-07-02 10:07:49,401 - mmaction - INFO - Distributed training: True 2020-07-02 10:07:49,401 - mmaction - INFO - Config: /mnt/lustre/lixuanyi/mmaction-lite/configs/recognition/tsn/tsn_r50_video_1x1x8_100e_kinetics400_rgb_dense.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'VideoDataset' data_root = 's3://lizz.ssd/datasets/kinetics400_256_fast/' data_root_val = 's3://lizz.ssd/datasets/kinetics400_256_fast/' ann_file_train = 'data/kinetics400/k400_train.txt' ann_file_val = 'data/kinetics400/k400_val.txt' ann_file_test = 'data/kinetics400/k400_val.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='DecordInit', io_backend='petrel'), dict(type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='DecordDecode'), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit', io_backend='petrel'), dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='DecordInit', io_backend='petrel'), dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=32, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=16), train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb_dense_sample/' load_from = None resume_from = './work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb_dense_sample/latest.pth' workflow = [('train', 1)] 2020-07-02 10:07:58,897 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: fc.weight, fc.bias 2020-07-02 10:08:00,537 - mmaction - INFO - load checkpoint from ./work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb_dense_sample/latest.pth 2020-07-02 10:08:03,309 - mmaction - INFO - resumed epoch 10, iter 9400 2020-07-02 10:08:03,326 - mmaction - INFO - Start running, host: lixuanyi@SH-IDC1-10-198-4-110, work_dir: /mnt/lustre/lixuanyi/mmaction-lite/work_dirs/tsn_r50_video_2d_1x1x8_100e_kinetics400_rgb_dense_sample 2020-07-02 10:08:03,327 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-07-02 10:10:24,321 - mmaction - INFO - Epoch [11][20/940] lr: 1.000e-02, eta: 6 days, 21:31:22, time: 7.045, data_time: 5.641, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7391, loss_cls: 2.1896, loss: 2.1896 2020-07-02 10:10:47,614 - mmaction - INFO - Epoch [11][40/940] lr: 1.000e-02, eta: 4 days, 0:27:16, time: 1.168, data_time: 0.010, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7578, loss_cls: 2.0823, loss: 2.0823 2020-07-02 10:11:08,167 - mmaction - INFO - Epoch [11][60/940] lr: 1.000e-02, eta: 3 days, 0:19:52, time: 1.028, data_time: 0.024, memory: 21558, top1_acc: 0.4906, top5_acc: 0.7328, loss_cls: 2.1763, loss: 2.1763 2020-07-02 10:11:25,367 - mmaction - INFO - Epoch [11][80/940] lr: 1.000e-02, eta: 2 days, 11:16:57, time: 0.860, data_time: 0.026, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7188, loss_cls: 2.1804, loss: 2.1804 2020-07-02 10:11:46,344 - mmaction - INFO - Epoch [11][100/940] lr: 1.000e-02, eta: 2 days, 4:20:25, time: 1.049, data_time: 0.108, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7438, loss_cls: 2.1612, loss: 2.1612 2020-07-02 10:12:01,772 - mmaction - INFO - Epoch [11][120/940] lr: 1.000e-02, eta: 1 day, 22:37:04, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.4719, top5_acc: 0.7188, loss_cls: 2.2962, loss: 2.2962 2020-07-02 10:12:18,017 - mmaction - INFO - Epoch [11][140/940] lr: 1.000e-02, eta: 1 day, 18:40:32, time: 0.814, data_time: 0.002, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7516, loss_cls: 2.0915, loss: 2.0915 2020-07-02 10:12:33,543 - mmaction - INFO - Epoch [11][160/940] lr: 1.000e-02, eta: 1 day, 15:36:30, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7641, loss_cls: 2.0190, loss: 2.0190 2020-07-02 10:12:49,098 - mmaction - INFO - Epoch [11][180/940] lr: 1.000e-02, eta: 1 day, 13:13:30, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7375, loss_cls: 2.1196, loss: 2.1196 2020-07-02 10:13:04,620 - mmaction - INFO - Epoch [11][200/940] lr: 1.000e-02, eta: 1 day, 11:18:49, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7641, loss_cls: 2.0672, loss: 2.0672 2020-07-02 10:13:20,181 - mmaction - INFO - Epoch [11][220/940] lr: 1.000e-02, eta: 1 day, 9:45:16, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 2.0213, loss: 2.0213 2020-07-02 10:13:44,318 - mmaction - INFO - Epoch [11][240/940] lr: 1.000e-02, eta: 1 day, 9:17:27, time: 1.207, data_time: 0.062, memory: 21558, top1_acc: 0.4781, top5_acc: 0.7500, loss_cls: 2.2462, loss: 2.2462 2020-07-02 10:14:02,745 - mmaction - INFO - Epoch [11][260/940] lr: 1.000e-02, eta: 1 day, 8:22:56, time: 0.921, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7172, loss_cls: 2.2601, loss: 2.2601 2020-07-02 10:14:24,768 - mmaction - INFO - Epoch [11][280/940] lr: 1.000e-02, eta: 1 day, 7:54:16, time: 1.101, data_time: 0.001, memory: 21558, top1_acc: 0.4906, top5_acc: 0.7250, loss_cls: 2.2512, loss: 2.2512 2020-07-02 10:14:43,167 - mmaction - INFO - Epoch [11][300/940] lr: 1.000e-02, eta: 1 day, 7:12:25, time: 0.920, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0550, loss: 2.0550 2020-07-02 10:15:02,130 - mmaction - INFO - Epoch [11][320/940] lr: 1.000e-02, eta: 1 day, 6:38:10, time: 0.948, data_time: 0.001, memory: 21558, top1_acc: 0.4641, top5_acc: 0.7312, loss_cls: 2.2075, loss: 2.2075 2020-07-02 10:15:21,654 - mmaction - INFO - Epoch [11][340/940] lr: 1.000e-02, eta: 1 day, 6:10:19, time: 0.977, data_time: 0.001, memory: 21558, top1_acc: 0.4828, top5_acc: 0.7016, loss_cls: 2.2646, loss: 2.2646 2020-07-02 10:15:39,545 - mmaction - INFO - Epoch [11][360/940] lr: 1.000e-02, eta: 1 day, 5:39:07, time: 0.895, data_time: 0.001, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7063, loss_cls: 2.2483, loss: 2.2483 2020-07-02 10:15:58,977 - mmaction - INFO - Epoch [11][380/940] lr: 1.000e-02, eta: 1 day, 5:16:51, time: 0.972, data_time: 0.000, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7516, loss_cls: 2.0811, loss: 2.0811 2020-07-02 10:16:17,923 - mmaction - INFO - Epoch [11][400/940] lr: 1.000e-02, eta: 1 day, 4:55:04, time: 0.947, data_time: 0.001, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7234, loss_cls: 2.2585, loss: 2.2585 2020-07-02 10:16:34,354 - mmaction - INFO - Epoch [11][420/940] lr: 1.000e-02, eta: 1 day, 4:26:58, time: 0.822, data_time: 0.039, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7312, loss_cls: 2.1484, loss: 2.1484 2020-07-02 10:16:49,989 - mmaction - INFO - Epoch [11][440/940] lr: 1.000e-02, eta: 1 day, 3:58:42, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 2.1230, loss: 2.1230 2020-07-02 10:17:06,433 - mmaction - INFO - Epoch [11][460/940] lr: 1.000e-02, eta: 1 day, 3:35:35, time: 0.824, data_time: 0.002, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.0690, loss: 2.0690 2020-07-02 10:17:22,011 - mmaction - INFO - Epoch [11][480/940] lr: 1.000e-02, eta: 1 day, 3:11:43, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7250, loss_cls: 2.1741, loss: 2.1741 2020-07-02 10:17:37,638 - mmaction - INFO - Epoch [11][500/940] lr: 1.000e-02, eta: 1 day, 2:49:53, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.0873, loss: 2.0873 2020-07-02 10:17:53,129 - mmaction - INFO - Epoch [11][520/940] lr: 1.000e-02, eta: 1 day, 2:29:20, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7688, loss_cls: 2.1078, loss: 2.1078 2020-07-02 10:18:08,725 - mmaction - INFO - Epoch [11][540/940] lr: 1.000e-02, eta: 1 day, 2:10:34, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7641, loss_cls: 2.0995, loss: 2.0995 2020-07-02 10:18:24,286 - mmaction - INFO - Epoch [11][560/940] lr: 1.000e-02, eta: 1 day, 1:53:02, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.4906, top5_acc: 0.7297, loss_cls: 2.1812, loss: 2.1812 2020-07-02 10:18:39,797 - mmaction - INFO - Epoch [11][580/940] lr: 1.000e-02, eta: 1 day, 1:36:35, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7422, loss_cls: 2.1540, loss: 2.1540 2020-07-02 10:18:55,337 - mmaction - INFO - Epoch [11][600/940] lr: 1.000e-02, eta: 1 day, 1:21:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7312, loss_cls: 2.1996, loss: 2.1996 2020-07-02 10:19:11,370 - mmaction - INFO - Epoch [11][620/940] lr: 1.000e-02, eta: 1 day, 1:08:00, time: 0.801, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7375, loss_cls: 2.1113, loss: 2.1113 2020-07-02 10:19:28,486 - mmaction - INFO - Epoch [11][640/940] lr: 1.000e-02, eta: 1 day, 0:57:59, time: 0.856, data_time: 0.001, memory: 21558, top1_acc: 0.4688, top5_acc: 0.7297, loss_cls: 2.2305, loss: 2.2305 2020-07-02 10:19:45,135 - mmaction - INFO - Epoch [11][660/940] lr: 1.000e-02, eta: 1 day, 0:47:32, time: 0.832, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.1506, loss: 2.1506 2020-07-02 10:20:02,374 - mmaction - INFO - Epoch [11][680/940] lr: 1.000e-02, eta: 1 day, 0:38:53, time: 0.862, data_time: 0.001, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7609, loss_cls: 2.1879, loss: 2.1879 2020-07-02 10:20:18,434 - mmaction - INFO - Epoch [11][700/940] lr: 1.000e-02, eta: 1 day, 0:28:23, time: 0.803, data_time: 0.002, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7516, loss_cls: 2.0591, loss: 2.0591 2020-07-02 10:20:34,302 - mmaction - INFO - Epoch [11][720/940] lr: 1.000e-02, eta: 1 day, 0:18:02, time: 0.793, data_time: 0.001, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7141, loss_cls: 2.2824, loss: 2.2824 2020-07-02 10:20:49,855 - mmaction - INFO - Epoch [11][740/940] lr: 1.000e-02, eta: 1 day, 0:07:42, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7359, loss_cls: 2.1910, loss: 2.1910 2020-07-02 10:21:05,368 - mmaction - INFO - Epoch [11][760/940] lr: 1.000e-02, eta: 23:57:47, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7422, loss_cls: 2.1775, loss: 2.1775 2020-07-02 10:21:20,961 - mmaction - INFO - Epoch [11][780/940] lr: 1.000e-02, eta: 23:48:27, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7406, loss_cls: 2.1463, loss: 2.1463 2020-07-02 10:21:36,496 - mmaction - INFO - Epoch [11][800/940] lr: 1.000e-02, eta: 23:39:34, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7344, loss_cls: 2.2395, loss: 2.2395 2020-07-02 10:21:52,006 - mmaction - INFO - Epoch [11][820/940] lr: 1.000e-02, eta: 23:31:02, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7516, loss_cls: 2.1919, loss: 2.1919 2020-07-02 10:22:07,446 - mmaction - INFO - Epoch [11][840/940] lr: 1.000e-02, eta: 23:22:44, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7328, loss_cls: 2.1801, loss: 2.1801 2020-07-02 10:22:22,895 - mmaction - INFO - Epoch [11][860/940] lr: 1.000e-02, eta: 23:14:54, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.4750, top5_acc: 0.7344, loss_cls: 2.1978, loss: 2.1978 2020-07-02 10:22:38,478 - mmaction - INFO - Epoch [11][880/940] lr: 1.000e-02, eta: 23:07:30, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7703, loss_cls: 1.9605, loss: 1.9605 2020-07-02 10:22:53,965 - mmaction - INFO - Epoch [11][900/940] lr: 1.000e-02, eta: 23:00:24, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.4734, top5_acc: 0.7484, loss_cls: 2.1360, loss: 2.1360 2020-07-02 10:23:09,368 - mmaction - INFO - Epoch [11][920/940] lr: 1.000e-02, eta: 22:53:25, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7406, loss_cls: 2.0981, loss: 2.0981 2020-07-02 10:23:24,165 - mmaction - INFO - Epoch [11][940/940] lr: 1.000e-02, eta: 22:45:50, time: 0.740, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7675, loss_cls: 2.0343, loss: 2.0343 2020-07-02 10:23:29,872 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-07-02 10:25:14,175 - mmaction - INFO - Epoch [12][20/940] lr: 1.000e-02, eta: 1 day, 0:46:26, time: 5.143, data_time: 4.302, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7328, loss_cls: 2.1868, loss: 2.1868 2020-07-02 10:25:29,819 - mmaction - INFO - Epoch [12][40/940] lr: 1.000e-02, eta: 1 day, 0:37:59, time: 0.782, data_time: 0.008, memory: 21558, top1_acc: 0.4750, top5_acc: 0.7297, loss_cls: 2.2551, loss: 2.2551 2020-07-02 10:25:45,272 - mmaction - INFO - Epoch [12][60/940] lr: 1.000e-02, eta: 1 day, 0:29:39, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7438, loss_cls: 2.1132, loss: 2.1132 2020-07-02 10:26:00,698 - mmaction - INFO - Epoch [12][80/940] lr: 1.000e-02, eta: 1 day, 0:21:32, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.1992, loss: 2.1992 2020-07-02 10:26:16,160 - mmaction - INFO - Epoch [12][100/940] lr: 1.000e-02, eta: 1 day, 0:13:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7375, loss_cls: 2.0348, loss: 2.0348 2020-07-02 10:26:31,594 - mmaction - INFO - Epoch [12][120/940] lr: 1.000e-02, eta: 1 day, 0:06:19, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7641, loss_cls: 2.0053, loss: 2.0053 2020-07-02 10:26:47,132 - mmaction - INFO - Epoch [12][140/940] lr: 1.000e-02, eta: 23:59:12, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7406, loss_cls: 2.1457, loss: 2.1457 2020-07-02 10:27:02,527 - mmaction - INFO - Epoch [12][160/940] lr: 1.000e-02, eta: 23:52:11, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7594, loss_cls: 2.0461, loss: 2.0461 2020-07-02 10:27:18,007 - mmaction - INFO - Epoch [12][180/940] lr: 1.000e-02, eta: 23:45:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7562, loss_cls: 2.0515, loss: 2.0515 2020-07-02 10:27:33,421 - mmaction - INFO - Epoch [12][200/940] lr: 1.000e-02, eta: 23:38:58, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7312, loss_cls: 2.2099, loss: 2.2099 2020-07-02 10:27:48,929 - mmaction - INFO - Epoch [12][220/940] lr: 1.000e-02, eta: 23:32:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.4813, top5_acc: 0.7297, loss_cls: 2.2788, loss: 2.2788 2020-07-02 10:28:04,366 - mmaction - INFO - Epoch [12][240/940] lr: 1.000e-02, eta: 23:26:40, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.4797, top5_acc: 0.6906, loss_cls: 2.3544, loss: 2.3544 2020-07-02 10:28:19,805 - mmaction - INFO - Epoch [12][260/940] lr: 1.000e-02, eta: 23:20:47, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.1402, loss: 2.1402 2020-07-02 10:28:35,250 - mmaction - INFO - Epoch [12][280/940] lr: 1.000e-02, eta: 23:15:03, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7578, loss_cls: 2.1384, loss: 2.1384 2020-07-02 10:28:50,795 - mmaction - INFO - Epoch [12][300/940] lr: 1.000e-02, eta: 23:09:40, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7297, loss_cls: 2.2212, loss: 2.2212 2020-07-02 10:29:06,291 - mmaction - INFO - Epoch [12][320/940] lr: 1.000e-02, eta: 23:04:21, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.4781, top5_acc: 0.7312, loss_cls: 2.1789, loss: 2.1789 2020-07-02 10:29:21,713 - mmaction - INFO - Epoch [12][340/940] lr: 1.000e-02, eta: 22:59:07, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7734, loss_cls: 1.9822, loss: 1.9822 2020-07-02 10:29:37,216 - mmaction - INFO - Epoch [12][360/940] lr: 1.000e-02, eta: 22:54:09, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7266, loss_cls: 2.1785, loss: 2.1785 2020-07-02 10:29:52,668 - mmaction - INFO - Epoch [12][380/940] lr: 1.000e-02, eta: 22:49:15, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7516, loss_cls: 2.1712, loss: 2.1712 2020-07-02 10:30:08,660 - mmaction - INFO - Epoch [12][400/940] lr: 1.000e-02, eta: 22:45:00, time: 0.798, data_time: 0.002, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7531, loss_cls: 2.1234, loss: 2.1234 2020-07-02 10:30:24,618 - mmaction - INFO - Epoch [12][420/940] lr: 1.000e-02, eta: 22:40:53, time: 0.798, data_time: 0.003, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7281, loss_cls: 2.2686, loss: 2.2686 2020-07-02 10:30:40,092 - mmaction - INFO - Epoch [12][440/940] lr: 1.000e-02, eta: 22:36:26, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7500, loss_cls: 2.1861, loss: 2.1861 2020-07-02 10:30:55,594 - mmaction - INFO - Epoch [12][460/940] lr: 1.000e-02, eta: 22:32:05, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7516, loss_cls: 2.1656, loss: 2.1656 2020-07-02 10:31:11,048 - mmaction - INFO - Epoch [12][480/940] lr: 1.000e-02, eta: 22:27:49, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7578, loss_cls: 2.1035, loss: 2.1035 2020-07-02 10:31:26,585 - mmaction - INFO - Epoch [12][500/940] lr: 1.000e-02, eta: 22:23:44, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7281, loss_cls: 2.1674, loss: 2.1674 2020-07-02 10:31:42,051 - mmaction - INFO - Epoch [12][520/940] lr: 1.000e-02, eta: 22:19:41, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7391, loss_cls: 2.1297, loss: 2.1297 2020-07-02 10:31:57,586 - mmaction - INFO - Epoch [12][540/940] lr: 1.000e-02, eta: 22:15:47, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4891, top5_acc: 0.7562, loss_cls: 2.1736, loss: 2.1736 2020-07-02 10:32:13,097 - mmaction - INFO - Epoch [12][560/940] lr: 1.000e-02, eta: 22:11:57, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7484, loss_cls: 2.1331, loss: 2.1331 2020-07-02 10:32:29,263 - mmaction - INFO - Epoch [12][580/940] lr: 1.000e-02, eta: 22:08:49, time: 0.808, data_time: 0.004, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7359, loss_cls: 2.2005, loss: 2.2005 2020-07-02 10:32:48,562 - mmaction - INFO - Epoch [12][600/940] lr: 1.000e-02, eta: 22:08:39, time: 0.968, data_time: 0.004, memory: 21558, top1_acc: 0.4734, top5_acc: 0.7422, loss_cls: 2.1786, loss: 2.1786 2020-07-02 10:33:05,620 - mmaction - INFO - Epoch [12][620/940] lr: 1.000e-02, eta: 22:06:25, time: 0.852, data_time: 0.000, memory: 21558, top1_acc: 0.4766, top5_acc: 0.7125, loss_cls: 2.3194, loss: 2.3194 2020-07-02 10:33:23,426 - mmaction - INFO - Epoch [12][640/940] lr: 1.000e-02, eta: 22:04:55, time: 0.891, data_time: 0.002, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.1341, loss: 2.1341 2020-07-02 10:33:40,205 - mmaction - INFO - Epoch [12][660/940] lr: 1.000e-02, eta: 22:02:33, time: 0.839, data_time: 0.001, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7703, loss_cls: 2.0305, loss: 2.0305 2020-07-02 10:33:57,159 - mmaction - INFO - Epoch [12][680/940] lr: 1.000e-02, eta: 22:00:23, time: 0.847, data_time: 0.001, memory: 21558, top1_acc: 0.4703, top5_acc: 0.7109, loss_cls: 2.2827, loss: 2.2827 2020-07-02 10:34:16,813 - mmaction - INFO - Epoch [12][700/940] lr: 1.000e-02, eta: 22:00:32, time: 0.983, data_time: 0.061, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7391, loss_cls: 2.1641, loss: 2.1641 2020-07-02 10:34:36,904 - mmaction - INFO - Epoch [12][720/940] lr: 1.000e-02, eta: 22:01:02, time: 1.004, data_time: 0.000, memory: 21558, top1_acc: 0.4484, top5_acc: 0.6937, loss_cls: 2.3469, loss: 2.3469 2020-07-02 10:34:53,289 - mmaction - INFO - Epoch [12][740/940] lr: 1.000e-02, eta: 21:58:29, time: 0.819, data_time: 0.001, memory: 21558, top1_acc: 0.4594, top5_acc: 0.7203, loss_cls: 2.2670, loss: 2.2670 2020-07-02 10:35:11,628 - mmaction - INFO - Epoch [12][760/940] lr: 1.000e-02, eta: 21:57:33, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 2.1503, loss: 2.1503 2020-07-02 10:35:28,197 - mmaction - INFO - Epoch [12][780/940] lr: 1.000e-02, eta: 21:55:14, time: 0.829, data_time: 0.001, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7359, loss_cls: 2.2271, loss: 2.2271 2020-07-02 10:35:45,460 - mmaction - INFO - Epoch [12][800/940] lr: 1.000e-02, eta: 21:53:30, time: 0.863, data_time: 0.046, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7406, loss_cls: 2.1851, loss: 2.1851 2020-07-02 10:36:03,203 - mmaction - INFO - Epoch [12][820/940] lr: 1.000e-02, eta: 21:52:10, time: 0.887, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7766, loss_cls: 2.0023, loss: 2.0023 2020-07-02 10:36:20,185 - mmaction - INFO - Epoch [12][840/940] lr: 1.000e-02, eta: 21:50:17, time: 0.849, data_time: 0.001, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7562, loss_cls: 2.1491, loss: 2.1491 2020-07-02 10:36:37,270 - mmaction - INFO - Epoch [12][860/940] lr: 1.000e-02, eta: 21:48:31, time: 0.855, data_time: 0.001, memory: 21558, top1_acc: 0.4750, top5_acc: 0.7422, loss_cls: 2.1675, loss: 2.1675 2020-07-02 10:36:54,322 - mmaction - INFO - Epoch [12][880/940] lr: 1.000e-02, eta: 21:46:45, time: 0.852, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7641, loss_cls: 2.0607, loss: 2.0607 2020-07-02 10:37:10,863 - mmaction - INFO - Epoch [12][900/940] lr: 1.000e-02, eta: 21:44:38, time: 0.827, data_time: 0.002, memory: 21558, top1_acc: 0.4719, top5_acc: 0.7016, loss_cls: 2.2919, loss: 2.2919 2020-07-02 10:37:26,704 - mmaction - INFO - Epoch [12][920/940] lr: 1.000e-02, eta: 21:42:02, time: 0.792, data_time: 0.000, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7438, loss_cls: 2.1966, loss: 2.1966 2020-07-02 10:37:42,060 - mmaction - INFO - Epoch [12][940/940] lr: 1.000e-02, eta: 21:39:08, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5138, top5_acc: 0.7675, loss_cls: 2.0232, loss: 2.0232 2020-07-02 10:37:48,241 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-07-02 10:40:41,105 - mmaction - INFO - Epoch [13][20/940] lr: 1.000e-02, eta: 23:29:31, time: 8.572, data_time: 7.733, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7625, loss_cls: 2.1388, loss: 2.1388 2020-07-02 10:40:56,644 - mmaction - INFO - Epoch [13][40/940] lr: 1.000e-02, eta: 23:25:41, time: 0.779, data_time: 0.009, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7453, loss_cls: 2.1568, loss: 2.1568 2020-07-02 10:41:12,043 - mmaction - INFO - Epoch [13][60/940] lr: 1.000e-02, eta: 23:21:47, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7656, loss_cls: 2.0203, loss: 2.0203 2020-07-02 10:41:27,424 - mmaction - INFO - Epoch [13][80/940] lr: 1.000e-02, eta: 23:17:57, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.4828, top5_acc: 0.7641, loss_cls: 2.1310, loss: 2.1310 2020-07-02 10:41:42,851 - mmaction - INFO - Epoch [13][100/940] lr: 1.000e-02, eta: 23:14:14, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9689, loss: 1.9689 2020-07-02 10:41:58,287 - mmaction - INFO - Epoch [13][120/940] lr: 1.000e-02, eta: 23:10:34, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7328, loss_cls: 2.1831, loss: 2.1831 2020-07-02 10:42:13,734 - mmaction - INFO - Epoch [13][140/940] lr: 1.000e-02, eta: 23:07:00, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7453, loss_cls: 2.1263, loss: 2.1263 2020-07-02 10:42:29,320 - mmaction - INFO - Epoch [13][160/940] lr: 1.000e-02, eta: 23:03:35, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7344, loss_cls: 2.1695, loss: 2.1695 2020-07-02 10:42:44,778 - mmaction - INFO - Epoch [13][180/940] lr: 1.000e-02, eta: 23:00:09, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7547, loss_cls: 2.0638, loss: 2.0638 2020-07-02 10:43:00,276 - mmaction - INFO - Epoch [13][200/940] lr: 1.000e-02, eta: 22:56:47, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7500, loss_cls: 2.1092, loss: 2.1092 2020-07-02 10:43:15,666 - mmaction - INFO - Epoch [13][220/940] lr: 1.000e-02, eta: 22:53:25, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 2.1152, loss: 2.1152 2020-07-02 10:43:31,159 - mmaction - INFO - Epoch [13][240/940] lr: 1.000e-02, eta: 22:50:11, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7562, loss_cls: 2.0863, loss: 2.0863 2020-07-02 10:43:46,732 - mmaction - INFO - Epoch [13][260/940] lr: 1.000e-02, eta: 22:47:02, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 2.1088, loss: 2.1088 2020-07-02 10:44:02,182 - mmaction - INFO - Epoch [13][280/940] lr: 1.000e-02, eta: 22:43:53, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.0894, loss: 2.0894 2020-07-02 10:44:17,710 - mmaction - INFO - Epoch [13][300/940] lr: 1.000e-02, eta: 22:40:49, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7578, loss_cls: 2.0653, loss: 2.0653 2020-07-02 10:44:33,280 - mmaction - INFO - Epoch [13][320/940] lr: 1.000e-02, eta: 22:37:48, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.4891, top5_acc: 0.7469, loss_cls: 2.1984, loss: 2.1984 2020-07-02 10:44:48,758 - mmaction - INFO - Epoch [13][340/940] lr: 1.000e-02, eta: 22:34:51, time: 0.776, data_time: 0.005, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7281, loss_cls: 2.1356, loss: 2.1356 2020-07-02 10:45:04,288 - mmaction - INFO - Epoch [13][360/940] lr: 1.000e-02, eta: 22:31:58, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7203, loss_cls: 2.1982, loss: 2.1982 2020-07-02 10:45:19,898 - mmaction - INFO - Epoch [13][380/940] lr: 1.000e-02, eta: 22:29:09, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7359, loss_cls: 2.1908, loss: 2.1908 2020-07-02 10:45:35,767 - mmaction - INFO - Epoch [13][400/940] lr: 1.000e-02, eta: 22:26:31, time: 0.792, data_time: 0.001, memory: 21558, top1_acc: 0.4984, top5_acc: 0.7391, loss_cls: 2.1524, loss: 2.1524 2020-07-02 10:45:51,381 - mmaction - INFO - Epoch [13][420/940] lr: 1.000e-02, eta: 22:23:49, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7453, loss_cls: 2.0663, loss: 2.0663 2020-07-02 10:46:06,910 - mmaction - INFO - Epoch [13][440/940] lr: 1.000e-02, eta: 22:21:05, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4719, top5_acc: 0.7312, loss_cls: 2.2195, loss: 2.2195 2020-07-02 10:46:22,386 - mmaction - INFO - Epoch [13][460/940] lr: 1.000e-02, eta: 22:18:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7516, loss_cls: 2.0985, loss: 2.0985 2020-07-02 10:46:37,818 - mmaction - INFO - Epoch [13][480/940] lr: 1.000e-02, eta: 22:15:40, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7531, loss_cls: 1.9794, loss: 1.9794 2020-07-02 10:46:53,168 - mmaction - INFO - Epoch [13][500/940] lr: 1.000e-02, eta: 22:12:57, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.4813, top5_acc: 0.7203, loss_cls: 2.1775, loss: 2.1775 2020-07-02 10:47:08,683 - mmaction - INFO - Epoch [13][520/940] lr: 1.000e-02, eta: 22:10:23, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7562, loss_cls: 2.0944, loss: 2.0944 2020-07-02 10:47:24,160 - mmaction - INFO - Epoch [13][540/940] lr: 1.000e-02, eta: 22:07:50, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7484, loss_cls: 2.0970, loss: 2.0970 2020-07-02 10:47:39,743 - mmaction - INFO - Epoch [13][560/940] lr: 1.000e-02, eta: 22:05:20, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7281, loss_cls: 2.2243, loss: 2.2243 2020-07-02 10:47:55,240 - mmaction - INFO - Epoch [13][580/940] lr: 1.000e-02, eta: 22:02:54, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.1716, loss: 2.1716 2020-07-02 10:48:10,630 - mmaction - INFO - Epoch [13][600/940] lr: 1.000e-02, eta: 22:00:24, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7438, loss_cls: 2.1205, loss: 2.1205 2020-07-02 10:48:26,164 - mmaction - INFO - Epoch [13][620/940] lr: 1.000e-02, eta: 21:58:01, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.4766, top5_acc: 0.7453, loss_cls: 2.1574, loss: 2.1574 2020-07-02 10:48:41,567 - mmaction - INFO - Epoch [13][640/940] lr: 1.000e-02, eta: 21:55:36, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 2.1039, loss: 2.1039 2020-07-02 10:48:57,055 - mmaction - INFO - Epoch [13][660/940] lr: 1.000e-02, eta: 21:53:16, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.4734, top5_acc: 0.7656, loss_cls: 2.1584, loss: 2.1584 2020-07-02 10:49:12,499 - mmaction - INFO - Epoch [13][680/940] lr: 1.000e-02, eta: 21:50:56, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7203, loss_cls: 2.2617, loss: 2.2617 2020-07-02 10:49:28,025 - mmaction - INFO - Epoch [13][700/940] lr: 1.000e-02, eta: 21:48:40, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7297, loss_cls: 2.1375, loss: 2.1375 2020-07-02 10:49:43,459 - mmaction - INFO - Epoch [13][720/940] lr: 1.000e-02, eta: 21:46:24, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7344, loss_cls: 2.1332, loss: 2.1332 2020-07-02 10:49:58,905 - mmaction - INFO - Epoch [13][740/940] lr: 1.000e-02, eta: 21:44:11, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7391, loss_cls: 2.1314, loss: 2.1314 2020-07-02 10:50:14,645 - mmaction - INFO - Epoch [13][760/940] lr: 1.000e-02, eta: 21:42:06, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7500, loss_cls: 2.1660, loss: 2.1660 2020-07-02 10:50:30,111 - mmaction - INFO - Epoch [13][780/940] lr: 1.000e-02, eta: 21:39:57, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7781, loss_cls: 1.9379, loss: 1.9379 2020-07-02 10:50:45,647 - mmaction - INFO - Epoch [13][800/940] lr: 1.000e-02, eta: 21:37:51, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.4906, top5_acc: 0.7406, loss_cls: 2.1748, loss: 2.1748 2020-07-02 10:51:03,190 - mmaction - INFO - Epoch [13][820/940] lr: 1.000e-02, eta: 21:36:48, time: 0.879, data_time: 0.003, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1547, loss: 2.1547 2020-07-02 10:51:18,720 - mmaction - INFO - Epoch [13][840/940] lr: 1.000e-02, eta: 21:34:45, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.4781, top5_acc: 0.7250, loss_cls: 2.2150, loss: 2.2150 2020-07-02 10:51:34,119 - mmaction - INFO - Epoch [13][860/940] lr: 1.000e-02, eta: 21:32:38, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7391, loss_cls: 2.2091, loss: 2.2091 2020-07-02 10:51:49,626 - mmaction - INFO - Epoch [13][880/940] lr: 1.000e-02, eta: 21:30:38, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7422, loss_cls: 2.0931, loss: 2.0931 2020-07-02 10:52:05,092 - mmaction - INFO - Epoch [13][900/940] lr: 1.000e-02, eta: 21:28:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7359, loss_cls: 2.1353, loss: 2.1353 2020-07-02 10:52:20,579 - mmaction - INFO - Epoch [13][920/940] lr: 1.000e-02, eta: 21:26:38, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7547, loss_cls: 2.0883, loss: 2.0883 2020-07-02 10:52:35,656 - mmaction - INFO - Epoch [13][940/940] lr: 1.000e-02, eta: 21:24:28, time: 0.752, data_time: 0.001, memory: 21558, top1_acc: 0.4862, top5_acc: 0.7512, loss_cls: 2.1755, loss: 2.1755 2020-07-02 10:52:41,438 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-07-02 10:54:45,197 - mmaction - INFO - Epoch [14][20/940] lr: 1.000e-02, eta: 22:13:47, time: 6.114, data_time: 5.324, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7484, loss_cls: 2.0502, loss: 2.0502 2020-07-02 10:55:01,258 - mmaction - INFO - Epoch [14][40/940] lr: 1.000e-02, eta: 22:11:47, time: 0.803, data_time: 0.024, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7641, loss_cls: 2.1036, loss: 2.1036 2020-07-02 10:55:17,259 - mmaction - INFO - Epoch [14][60/940] lr: 1.000e-02, eta: 22:09:46, time: 0.799, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7719, loss_cls: 2.0242, loss: 2.0242 2020-07-02 10:55:32,771 - mmaction - INFO - Epoch [14][80/940] lr: 1.000e-02, eta: 22:07:33, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7453, loss_cls: 2.0931, loss: 2.0931 2020-07-02 10:55:48,351 - mmaction - INFO - Epoch [14][100/940] lr: 1.000e-02, eta: 22:05:25, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7641, loss_cls: 2.1078, loss: 2.1078 2020-07-02 10:56:03,809 - mmaction - INFO - Epoch [14][120/940] lr: 1.000e-02, eta: 22:03:14, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.4984, top5_acc: 0.7297, loss_cls: 2.1524, loss: 2.1524 2020-07-02 10:56:19,283 - mmaction - INFO - Epoch [14][140/940] lr: 1.000e-02, eta: 22:01:05, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7719, loss_cls: 2.0004, loss: 2.0004 2020-07-02 10:56:34,715 - mmaction - INFO - Epoch [14][160/940] lr: 1.000e-02, eta: 21:58:57, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7484, loss_cls: 2.1338, loss: 2.1338 2020-07-02 10:56:50,140 - mmaction - INFO - Epoch [14][180/940] lr: 1.000e-02, eta: 21:56:49, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7656, loss_cls: 2.0328, loss: 2.0328 2020-07-02 10:57:05,563 - mmaction - INFO - Epoch [14][200/940] lr: 1.000e-02, eta: 21:54:44, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 2.0371, loss: 2.0371 2020-07-02 10:57:21,033 - mmaction - INFO - Epoch [14][220/940] lr: 1.000e-02, eta: 21:52:40, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7484, loss_cls: 2.1526, loss: 2.1526 2020-07-02 10:57:36,432 - mmaction - INFO - Epoch [14][240/940] lr: 1.000e-02, eta: 21:50:37, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.4891, top5_acc: 0.7375, loss_cls: 2.2068, loss: 2.2068 2020-07-02 10:57:51,870 - mmaction - INFO - Epoch [14][260/940] lr: 1.000e-02, eta: 21:48:36, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7453, loss_cls: 2.1286, loss: 2.1286 2020-07-02 10:58:07,698 - mmaction - INFO - Epoch [14][280/940] lr: 1.000e-02, eta: 21:46:46, time: 0.791, data_time: 0.000, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7672, loss_cls: 2.0416, loss: 2.0416 2020-07-02 10:58:23,128 - mmaction - INFO - Epoch [14][300/940] lr: 1.000e-02, eta: 21:44:47, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7625, loss_cls: 2.0419, loss: 2.0419 2020-07-02 10:58:38,696 - mmaction - INFO - Epoch [14][320/940] lr: 1.000e-02, eta: 21:42:53, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7453, loss_cls: 2.1219, loss: 2.1219 2020-07-02 10:58:54,181 - mmaction - INFO - Epoch [14][340/940] lr: 1.000e-02, eta: 21:40:58, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7234, loss_cls: 2.2390, loss: 2.2390 2020-07-02 10:59:09,822 - mmaction - INFO - Epoch [14][360/940] lr: 1.000e-02, eta: 21:39:08, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7562, loss_cls: 2.0749, loss: 2.0749 2020-07-02 10:59:25,339 - mmaction - INFO - Epoch [14][380/940] lr: 1.000e-02, eta: 21:37:17, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7703, loss_cls: 1.9773, loss: 1.9773 2020-07-02 10:59:41,004 - mmaction - INFO - Epoch [14][400/940] lr: 1.000e-02, eta: 21:35:30, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7656, loss_cls: 1.9624, loss: 1.9624 2020-07-02 10:59:56,483 - mmaction - INFO - Epoch [14][420/940] lr: 1.000e-02, eta: 21:33:40, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7500, loss_cls: 2.0878, loss: 2.0878 2020-07-02 11:00:14,750 - mmaction - INFO - Epoch [14][440/940] lr: 1.000e-02, eta: 21:33:01, time: 0.913, data_time: 0.003, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7312, loss_cls: 2.1415, loss: 2.1415 2020-07-02 11:00:30,322 - mmaction - INFO - Epoch [14][460/940] lr: 1.000e-02, eta: 21:31:15, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7328, loss_cls: 2.1268, loss: 2.1268 2020-07-02 11:00:45,755 - mmaction - INFO - Epoch [14][480/940] lr: 1.000e-02, eta: 21:29:27, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 2.0093, loss: 2.0093 2020-07-02 11:01:01,290 - mmaction - INFO - Epoch [14][500/940] lr: 1.000e-02, eta: 21:27:42, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7328, loss_cls: 2.2182, loss: 2.2182 2020-07-02 11:01:16,810 - mmaction - INFO - Epoch [14][520/940] lr: 1.000e-02, eta: 21:25:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7312, loss_cls: 2.2038, loss: 2.2038 2020-07-02 11:01:32,397 - mmaction - INFO - Epoch [14][540/940] lr: 1.000e-02, eta: 21:24:16, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7672, loss_cls: 2.0931, loss: 2.0931 2020-07-02 11:01:47,835 - mmaction - INFO - Epoch [14][560/940] lr: 1.000e-02, eta: 21:22:32, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7516, loss_cls: 2.0773, loss: 2.0773 2020-07-02 11:02:03,212 - mmaction - INFO - Epoch [14][580/940] lr: 1.000e-02, eta: 21:20:49, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7734, loss_cls: 2.0221, loss: 2.0221 2020-07-02 11:02:18,784 - mmaction - INFO - Epoch [14][600/940] lr: 1.000e-02, eta: 21:19:10, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7453, loss_cls: 2.0834, loss: 2.0834 2020-07-02 11:02:34,319 - mmaction - INFO - Epoch [14][620/940] lr: 1.000e-02, eta: 21:17:32, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.4891, top5_acc: 0.7484, loss_cls: 2.1760, loss: 2.1760 2020-07-02 11:02:49,835 - mmaction - INFO - Epoch [14][640/940] lr: 1.000e-02, eta: 21:15:54, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7359, loss_cls: 2.1529, loss: 2.1529 2020-07-02 11:03:05,432 - mmaction - INFO - Epoch [14][660/940] lr: 1.000e-02, eta: 21:14:17, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7656, loss_cls: 1.9966, loss: 1.9966 2020-07-02 11:03:21,051 - mmaction - INFO - Epoch [14][680/940] lr: 1.000e-02, eta: 21:12:44, time: 0.782, data_time: 0.004, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7719, loss_cls: 1.9870, loss: 1.9870 2020-07-02 11:03:36,677 - mmaction - INFO - Epoch [14][700/940] lr: 1.000e-02, eta: 21:11:12, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7406, loss_cls: 2.1220, loss: 2.1220 2020-07-02 11:03:52,208 - mmaction - INFO - Epoch [14][720/940] lr: 1.000e-02, eta: 21:09:38, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.4734, top5_acc: 0.7312, loss_cls: 2.2392, loss: 2.2392 2020-07-02 11:04:07,635 - mmaction - INFO - Epoch [14][740/940] lr: 1.000e-02, eta: 21:08:03, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.1704, loss: 2.1704 2020-07-02 11:04:23,267 - mmaction - INFO - Epoch [14][760/940] lr: 1.000e-02, eta: 21:06:32, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7609, loss_cls: 2.0435, loss: 2.0435 2020-07-02 11:04:38,819 - mmaction - INFO - Epoch [14][780/940] lr: 1.000e-02, eta: 21:05:01, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 2.0157, loss: 2.0157 2020-07-02 11:04:54,351 - mmaction - INFO - Epoch [14][800/940] lr: 1.000e-02, eta: 21:03:31, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7234, loss_cls: 2.1310, loss: 2.1310 2020-07-02 11:05:10,582 - mmaction - INFO - Epoch [14][820/940] lr: 1.000e-02, eta: 21:02:16, time: 0.810, data_time: 0.001, memory: 21558, top1_acc: 0.4797, top5_acc: 0.7328, loss_cls: 2.2792, loss: 2.2792 2020-07-02 11:05:26,062 - mmaction - INFO - Epoch [14][840/940] lr: 1.000e-02, eta: 21:00:47, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7469, loss_cls: 1.9852, loss: 1.9852 2020-07-02 11:05:41,511 - mmaction - INFO - Epoch [14][860/940] lr: 1.000e-02, eta: 20:59:17, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7438, loss_cls: 2.0388, loss: 2.0388 2020-07-02 11:05:56,910 - mmaction - INFO - Epoch [14][880/940] lr: 1.000e-02, eta: 20:57:47, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.1453, loss: 2.1453 2020-07-02 11:06:12,494 - mmaction - INFO - Epoch [14][900/940] lr: 1.000e-02, eta: 20:56:21, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7359, loss_cls: 2.0992, loss: 2.0992 2020-07-02 11:06:27,901 - mmaction - INFO - Epoch [14][920/940] lr: 1.000e-02, eta: 20:54:53, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7625, loss_cls: 2.0731, loss: 2.0731 2020-07-02 11:06:42,663 - mmaction - INFO - Epoch [14][940/940] lr: 1.000e-02, eta: 20:53:11, time: 0.738, data_time: 0.001, memory: 21558, top1_acc: 0.4634, top5_acc: 0.7268, loss_cls: 2.2780, loss: 2.2780 2020-07-02 11:06:50,145 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-07-02 11:09:29,737 - mmaction - INFO - Epoch [15][20/940] lr: 1.000e-02, eta: 21:42:36, time: 7.906, data_time: 7.050, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7641, loss_cls: 2.0177, loss: 2.0177 2020-07-02 11:09:45,572 - mmaction - INFO - Epoch [15][40/940] lr: 1.000e-02, eta: 21:41:02, time: 0.793, data_time: 0.023, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7281, loss_cls: 2.1505, loss: 2.1505 2020-07-02 11:10:01,034 - mmaction - INFO - Epoch [15][60/940] lr: 1.000e-02, eta: 21:39:21, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7406, loss_cls: 2.0948, loss: 2.0948 2020-07-02 11:10:16,487 - mmaction - INFO - Epoch [15][80/940] lr: 1.000e-02, eta: 21:37:41, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7766, loss_cls: 1.9494, loss: 1.9494 2020-07-02 11:10:31,863 - mmaction - INFO - Epoch [15][100/940] lr: 1.000e-02, eta: 21:36:00, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7734, loss_cls: 1.8960, loss: 1.8960 2020-07-02 11:10:47,250 - mmaction - INFO - Epoch [15][120/940] lr: 1.000e-02, eta: 21:34:20, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7234, loss_cls: 2.1811, loss: 2.1811 2020-07-02 11:11:02,759 - mmaction - INFO - Epoch [15][140/940] lr: 1.000e-02, eta: 21:32:43, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7453, loss_cls: 2.1295, loss: 2.1295 2020-07-02 11:11:18,200 - mmaction - INFO - Epoch [15][160/940] lr: 1.000e-02, eta: 21:31:06, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7609, loss_cls: 2.1012, loss: 2.1012 2020-07-02 11:11:33,717 - mmaction - INFO - Epoch [15][180/940] lr: 1.000e-02, eta: 21:29:32, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7906, loss_cls: 1.9821, loss: 1.9821 2020-07-02 11:11:49,215 - mmaction - INFO - Epoch [15][200/940] lr: 1.000e-02, eta: 21:27:57, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7609, loss_cls: 2.0384, loss: 2.0384 2020-07-02 11:12:04,679 - mmaction - INFO - Epoch [15][220/940] lr: 1.000e-02, eta: 21:26:24, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7234, loss_cls: 2.1594, loss: 2.1594 2020-07-02 11:12:20,411 - mmaction - INFO - Epoch [15][240/940] lr: 1.000e-02, eta: 21:24:55, time: 0.786, data_time: 0.000, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7609, loss_cls: 2.0676, loss: 2.0676 2020-07-02 11:12:35,999 - mmaction - INFO - Epoch [15][260/940] lr: 1.000e-02, eta: 21:23:25, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7672, loss_cls: 2.0316, loss: 2.0316 2020-07-02 11:12:51,522 - mmaction - INFO - Epoch [15][280/940] lr: 1.000e-02, eta: 21:21:54, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7578, loss_cls: 1.9842, loss: 1.9842 2020-07-02 11:13:06,971 - mmaction - INFO - Epoch [15][300/940] lr: 1.000e-02, eta: 21:20:23, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7703, loss_cls: 2.0417, loss: 2.0417 2020-07-02 11:13:22,339 - mmaction - INFO - Epoch [15][320/940] lr: 1.000e-02, eta: 21:18:51, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.4781, top5_acc: 0.7391, loss_cls: 2.1932, loss: 2.1932 2020-07-02 11:13:37,799 - mmaction - INFO - Epoch [15][340/940] lr: 1.000e-02, eta: 21:17:21, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7547, loss_cls: 2.0660, loss: 2.0660 2020-07-02 11:13:53,375 - mmaction - INFO - Epoch [15][360/940] lr: 1.000e-02, eta: 21:15:55, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7078, loss_cls: 2.2367, loss: 2.2367 2020-07-02 11:14:08,845 - mmaction - INFO - Epoch [15][380/940] lr: 1.000e-02, eta: 21:14:26, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7516, loss_cls: 2.0411, loss: 2.0411 2020-07-02 11:14:24,949 - mmaction - INFO - Epoch [15][400/940] lr: 1.000e-02, eta: 21:13:11, time: 0.805, data_time: 0.001, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7312, loss_cls: 2.2225, loss: 2.2225 2020-07-02 11:14:40,400 - mmaction - INFO - Epoch [15][420/940] lr: 1.000e-02, eta: 21:11:44, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7500, loss_cls: 2.1793, loss: 2.1793 2020-07-02 11:14:55,954 - mmaction - INFO - Epoch [15][440/940] lr: 1.000e-02, eta: 21:10:19, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7344, loss_cls: 2.1611, loss: 2.1611 2020-07-02 11:15:11,574 - mmaction - INFO - Epoch [15][460/940] lr: 1.000e-02, eta: 21:08:57, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7531, loss_cls: 2.0706, loss: 2.0706 2020-07-02 11:15:27,128 - mmaction - INFO - Epoch [15][480/940] lr: 1.000e-02, eta: 21:07:34, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.4984, top5_acc: 0.7797, loss_cls: 2.0727, loss: 2.0727 2020-07-02 11:15:42,690 - mmaction - INFO - Epoch [15][500/940] lr: 1.000e-02, eta: 21:06:11, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7703, loss_cls: 1.9753, loss: 1.9753 2020-07-02 11:15:58,250 - mmaction - INFO - Epoch [15][520/940] lr: 1.000e-02, eta: 21:04:49, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7578, loss_cls: 2.1267, loss: 2.1267 2020-07-02 11:16:13,748 - mmaction - INFO - Epoch [15][540/940] lr: 1.000e-02, eta: 21:03:27, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7453, loss_cls: 2.1058, loss: 2.1058 2020-07-02 11:16:29,241 - mmaction - INFO - Epoch [15][560/940] lr: 1.000e-02, eta: 21:02:05, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7469, loss_cls: 2.1114, loss: 2.1114 2020-07-02 11:16:44,756 - mmaction - INFO - Epoch [15][580/940] lr: 1.000e-02, eta: 21:00:44, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.4797, top5_acc: 0.7172, loss_cls: 2.2690, loss: 2.2690 2020-07-02 11:17:00,306 - mmaction - INFO - Epoch [15][600/940] lr: 1.000e-02, eta: 20:59:25, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7484, loss_cls: 2.0500, loss: 2.0500 2020-07-02 11:17:15,853 - mmaction - INFO - Epoch [15][620/940] lr: 1.000e-02, eta: 20:58:06, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7516, loss_cls: 2.1654, loss: 2.1654 2020-07-02 11:17:31,334 - mmaction - INFO - Epoch [15][640/940] lr: 1.000e-02, eta: 20:56:46, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7609, loss_cls: 2.0130, loss: 2.0130 2020-07-02 11:17:46,723 - mmaction - INFO - Epoch [15][660/940] lr: 1.000e-02, eta: 20:55:25, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7656, loss_cls: 2.0258, loss: 2.0258 2020-07-02 11:18:02,267 - mmaction - INFO - Epoch [15][680/940] lr: 1.000e-02, eta: 20:54:08, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7578, loss_cls: 2.0784, loss: 2.0784 2020-07-02 11:18:17,799 - mmaction - INFO - Epoch [15][700/940] lr: 1.000e-02, eta: 20:52:51, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.9893, loss: 1.9893 2020-07-02 11:18:33,365 - mmaction - INFO - Epoch [15][720/940] lr: 1.000e-02, eta: 20:51:34, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7219, loss_cls: 2.1547, loss: 2.1547 2020-07-02 11:18:48,851 - mmaction - INFO - Epoch [15][740/940] lr: 1.000e-02, eta: 20:50:18, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7453, loss_cls: 2.1247, loss: 2.1247 2020-07-02 11:19:04,266 - mmaction - INFO - Epoch [15][760/940] lr: 1.000e-02, eta: 20:49:01, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7656, loss_cls: 2.1259, loss: 2.1259 2020-07-02 11:19:19,711 - mmaction - INFO - Epoch [15][780/940] lr: 1.000e-02, eta: 20:47:44, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7375, loss_cls: 2.1682, loss: 2.1682 2020-07-02 11:19:35,193 - mmaction - INFO - Epoch [15][800/940] lr: 1.000e-02, eta: 20:46:29, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7578, loss_cls: 2.1661, loss: 2.1661 2020-07-02 11:19:50,728 - mmaction - INFO - Epoch [15][820/940] lr: 1.000e-02, eta: 20:45:15, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7422, loss_cls: 2.1199, loss: 2.1199 2020-07-02 11:20:06,189 - mmaction - INFO - Epoch [15][840/940] lr: 1.000e-02, eta: 20:44:01, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7297, loss_cls: 2.2494, loss: 2.2494 2020-07-02 11:20:22,483 - mmaction - INFO - Epoch [15][860/940] lr: 1.000e-02, eta: 20:43:01, time: 0.813, data_time: 0.045, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7562, loss_cls: 2.0485, loss: 2.0485 2020-07-02 11:20:38,864 - mmaction - INFO - Epoch [15][880/940] lr: 1.000e-02, eta: 20:42:03, time: 0.820, data_time: 0.002, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7531, loss_cls: 2.0424, loss: 2.0424 2020-07-02 11:20:54,468 - mmaction - INFO - Epoch [15][900/940] lr: 1.000e-02, eta: 20:40:53, time: 0.781, data_time: 0.005, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7578, loss_cls: 2.1109, loss: 2.1109 2020-07-02 11:21:09,982 - mmaction - INFO - Epoch [15][920/940] lr: 1.000e-02, eta: 20:39:41, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7688, loss_cls: 2.1224, loss: 2.1224 2020-07-02 11:21:24,785 - mmaction - INFO - Epoch [15][940/940] lr: 1.000e-02, eta: 20:38:17, time: 0.740, data_time: 0.001, memory: 21558, top1_acc: 0.5187, top5_acc: 0.7577, loss_cls: 2.0667, loss: 2.0667 2020-07-02 11:21:30,189 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-02 11:28:16,367 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 11:28:17,094 - mmaction - INFO - top1_acc 0.6045 top5_acc 0.8330 2020-07-02 11:28:17,095 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 11:28:17,143 - mmaction - INFO - mean_acc 0.6044 2020-07-02 11:28:17,151 - mmaction - INFO - Epoch [15][940/940] lr: 1.000e-02, top1_acc: 0.6045, top5_acc: 0.8330, mean_class_accuracy: 0.6044 2020-07-02 11:29:26,156 - mmaction - INFO - Epoch [16][20/940] lr: 1.000e-02, eta: 20:52:11, time: 3.449, data_time: 2.645, memory: 21558, top1_acc: 0.4797, top5_acc: 0.7344, loss_cls: 2.2145, loss: 2.2145 2020-07-02 11:29:42,590 - mmaction - INFO - Epoch [16][40/940] lr: 1.000e-02, eta: 20:51:13, time: 0.822, data_time: 0.044, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7531, loss_cls: 1.9679, loss: 1.9679 2020-07-02 11:29:58,167 - mmaction - INFO - Epoch [16][60/940] lr: 1.000e-02, eta: 20:50:00, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.4609, top5_acc: 0.7219, loss_cls: 2.2459, loss: 2.2459 2020-07-02 11:30:13,765 - mmaction - INFO - Epoch [16][80/940] lr: 1.000e-02, eta: 20:48:48, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7594, loss_cls: 2.0550, loss: 2.0550 2020-07-02 11:30:29,301 - mmaction - INFO - Epoch [16][100/940] lr: 1.000e-02, eta: 20:47:35, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7453, loss_cls: 2.1167, loss: 2.1167 2020-07-02 11:30:44,896 - mmaction - INFO - Epoch [16][120/940] lr: 1.000e-02, eta: 20:46:24, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7531, loss_cls: 2.0806, loss: 2.0806 2020-07-02 11:31:00,448 - mmaction - INFO - Epoch [16][140/940] lr: 1.000e-02, eta: 20:45:13, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7766, loss_cls: 1.9942, loss: 1.9942 2020-07-02 11:31:15,942 - mmaction - INFO - Epoch [16][160/940] lr: 1.000e-02, eta: 20:44:01, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7656, loss_cls: 2.0467, loss: 2.0467 2020-07-02 11:31:31,439 - mmaction - INFO - Epoch [16][180/940] lr: 1.000e-02, eta: 20:42:49, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7578, loss_cls: 1.9700, loss: 1.9700 2020-07-02 11:31:46,894 - mmaction - INFO - Epoch [16][200/940] lr: 1.000e-02, eta: 20:41:38, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7547, loss_cls: 2.0872, loss: 2.0872 2020-07-02 11:32:02,389 - mmaction - INFO - Epoch [16][220/940] lr: 1.000e-02, eta: 20:40:27, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7609, loss_cls: 2.0445, loss: 2.0445 2020-07-02 11:32:17,997 - mmaction - INFO - Epoch [16][240/940] lr: 1.000e-02, eta: 20:39:18, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 2.0407, loss: 2.0407 2020-07-02 11:32:33,570 - mmaction - INFO - Epoch [16][260/940] lr: 1.000e-02, eta: 20:38:10, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7516, loss_cls: 2.1241, loss: 2.1241 2020-07-02 11:32:49,062 - mmaction - INFO - Epoch [16][280/940] lr: 1.000e-02, eta: 20:37:01, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7547, loss_cls: 2.0808, loss: 2.0808 2020-07-02 11:33:04,571 - mmaction - INFO - Epoch [16][300/940] lr: 1.000e-02, eta: 20:35:53, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7688, loss_cls: 2.0287, loss: 2.0287 2020-07-02 11:33:20,040 - mmaction - INFO - Epoch [16][320/940] lr: 1.000e-02, eta: 20:34:44, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7750, loss_cls: 1.9718, loss: 1.9718 2020-07-02 11:33:35,525 - mmaction - INFO - Epoch [16][340/940] lr: 1.000e-02, eta: 20:33:36, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7469, loss_cls: 2.1000, loss: 2.1000 2020-07-02 11:33:51,063 - mmaction - INFO - Epoch [16][360/940] lr: 1.000e-02, eta: 20:32:28, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7391, loss_cls: 2.1433, loss: 2.1433 2020-07-02 11:34:06,535 - mmaction - INFO - Epoch [16][380/940] lr: 1.000e-02, eta: 20:31:21, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.4859, top5_acc: 0.7359, loss_cls: 2.1974, loss: 2.1974 2020-07-02 11:34:22,669 - mmaction - INFO - Epoch [16][400/940] lr: 1.000e-02, eta: 20:30:25, time: 0.807, data_time: 0.001, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7656, loss_cls: 2.1035, loss: 2.1035 2020-07-02 11:34:38,189 - mmaction - INFO - Epoch [16][420/940] lr: 1.000e-02, eta: 20:29:18, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7562, loss_cls: 2.0732, loss: 2.0732 2020-07-02 11:34:53,648 - mmaction - INFO - Epoch [16][440/940] lr: 1.000e-02, eta: 20:28:12, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7562, loss_cls: 2.0432, loss: 2.0432 2020-07-02 11:35:09,240 - mmaction - INFO - Epoch [16][460/940] lr: 1.000e-02, eta: 20:27:08, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7516, loss_cls: 1.9663, loss: 1.9663 2020-07-02 11:35:24,762 - mmaction - INFO - Epoch [16][480/940] lr: 1.000e-02, eta: 20:26:03, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7750, loss_cls: 1.9994, loss: 1.9994 2020-07-02 11:35:40,335 - mmaction - INFO - Epoch [16][500/940] lr: 1.000e-02, eta: 20:24:59, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.9359, loss: 1.9359 2020-07-02 11:35:55,858 - mmaction - INFO - Epoch [16][520/940] lr: 1.000e-02, eta: 20:23:56, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7438, loss_cls: 2.1014, loss: 2.1014 2020-07-02 11:36:11,363 - mmaction - INFO - Epoch [16][540/940] lr: 1.000e-02, eta: 20:22:52, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7875, loss_cls: 1.9484, loss: 1.9484 2020-07-02 11:36:26,746 - mmaction - INFO - Epoch [16][560/940] lr: 1.000e-02, eta: 20:21:47, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7750, loss_cls: 1.9356, loss: 1.9356 2020-07-02 11:36:42,393 - mmaction - INFO - Epoch [16][580/940] lr: 1.000e-02, eta: 20:20:45, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.4953, top5_acc: 0.7375, loss_cls: 2.1318, loss: 2.1318 2020-07-02 11:36:57,927 - mmaction - INFO - Epoch [16][600/940] lr: 1.000e-02, eta: 20:19:43, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7531, loss_cls: 2.0649, loss: 2.0649 2020-07-02 11:37:13,393 - mmaction - INFO - Epoch [16][620/940] lr: 1.000e-02, eta: 20:18:40, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7734, loss_cls: 1.9889, loss: 1.9889 2020-07-02 11:37:28,927 - mmaction - INFO - Epoch [16][640/940] lr: 1.000e-02, eta: 20:17:38, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7797, loss_cls: 1.9415, loss: 1.9415 2020-07-02 11:37:44,361 - mmaction - INFO - Epoch [16][660/940] lr: 1.000e-02, eta: 20:16:36, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7578, loss_cls: 1.9994, loss: 1.9994 2020-07-02 11:37:59,854 - mmaction - INFO - Epoch [16][680/940] lr: 1.000e-02, eta: 20:15:34, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7344, loss_cls: 2.1186, loss: 2.1186 2020-07-02 11:38:15,362 - mmaction - INFO - Epoch [16][700/940] lr: 1.000e-02, eta: 20:14:33, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7344, loss_cls: 2.1627, loss: 2.1627 2020-07-02 11:38:30,868 - mmaction - INFO - Epoch [16][720/940] lr: 1.000e-02, eta: 20:13:32, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7578, loss_cls: 2.0308, loss: 2.0308 2020-07-02 11:38:46,317 - mmaction - INFO - Epoch [16][740/940] lr: 1.000e-02, eta: 20:12:31, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7516, loss_cls: 2.0307, loss: 2.0307 2020-07-02 11:39:01,744 - mmaction - INFO - Epoch [16][760/940] lr: 1.000e-02, eta: 20:11:30, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7531, loss_cls: 2.0113, loss: 2.0113 2020-07-02 11:39:17,176 - mmaction - INFO - Epoch [16][780/940] lr: 1.000e-02, eta: 20:10:29, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7547, loss_cls: 2.0379, loss: 2.0379 2020-07-02 11:39:32,619 - mmaction - INFO - Epoch [16][800/940] lr: 1.000e-02, eta: 20:09:29, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7578, loss_cls: 2.0200, loss: 2.0200 2020-07-02 11:39:48,090 - mmaction - INFO - Epoch [16][820/940] lr: 1.000e-02, eta: 20:08:29, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7594, loss_cls: 2.0315, loss: 2.0315 2020-07-02 11:40:03,597 - mmaction - INFO - Epoch [16][840/940] lr: 1.000e-02, eta: 20:07:30, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.4844, top5_acc: 0.7438, loss_cls: 2.1389, loss: 2.1389 2020-07-02 11:40:19,179 - mmaction - INFO - Epoch [16][860/940] lr: 1.000e-02, eta: 20:06:33, time: 0.780, data_time: 0.004, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7266, loss_cls: 2.1316, loss: 2.1316 2020-07-02 11:40:34,813 - mmaction - INFO - Epoch [16][880/940] lr: 1.000e-02, eta: 20:05:37, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7656, loss_cls: 2.0008, loss: 2.0008 2020-07-02 11:40:50,309 - mmaction - INFO - Epoch [16][900/940] lr: 1.000e-02, eta: 20:04:39, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.9408, loss: 1.9408 2020-07-02 11:41:05,858 - mmaction - INFO - Epoch [16][920/940] lr: 1.000e-02, eta: 20:03:41, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7547, loss_cls: 2.0425, loss: 2.0425 2020-07-02 11:41:20,556 - mmaction - INFO - Epoch [16][940/940] lr: 1.000e-02, eta: 20:02:33, time: 0.737, data_time: 0.003, memory: 21558, top1_acc: 0.4976, top5_acc: 0.7642, loss_cls: 2.1576, loss: 2.1576 2020-07-02 11:41:24,675 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-07-02 11:42:56,186 - mmaction - INFO - Epoch [17][20/940] lr: 1.000e-02, eta: 20:18:58, time: 4.511, data_time: 3.572, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7641, loss_cls: 2.0008, loss: 2.0008 2020-07-02 11:43:11,731 - mmaction - INFO - Epoch [17][40/940] lr: 1.000e-02, eta: 20:17:59, time: 0.778, data_time: 0.006, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7406, loss_cls: 2.1451, loss: 2.1451 2020-07-02 11:43:27,270 - mmaction - INFO - Epoch [17][60/940] lr: 1.000e-02, eta: 20:16:58, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5906, top5_acc: 0.7781, loss_cls: 1.7669, loss: 1.7669 2020-07-02 11:43:42,680 - mmaction - INFO - Epoch [17][80/940] lr: 1.000e-02, eta: 20:15:58, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7734, loss_cls: 1.9912, loss: 1.9912 2020-07-02 11:43:58,145 - mmaction - INFO - Epoch [17][100/940] lr: 1.000e-02, eta: 20:14:57, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7578, loss_cls: 2.0456, loss: 2.0456 2020-07-02 11:44:13,523 - mmaction - INFO - Epoch [17][120/940] lr: 1.000e-02, eta: 20:13:56, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7531, loss_cls: 2.0029, loss: 2.0029 2020-07-02 11:44:29,067 - mmaction - INFO - Epoch [17][140/940] lr: 1.000e-02, eta: 20:12:58, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7656, loss_cls: 2.0688, loss: 2.0688 2020-07-02 11:44:44,464 - mmaction - INFO - Epoch [17][160/940] lr: 1.000e-02, eta: 20:11:58, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7656, loss_cls: 2.0317, loss: 2.0317 2020-07-02 11:45:00,023 - mmaction - INFO - Epoch [17][180/940] lr: 1.000e-02, eta: 20:10:59, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.9162, loss: 1.9162 2020-07-02 11:45:16,133 - mmaction - INFO - Epoch [17][200/940] lr: 1.000e-02, eta: 20:10:10, time: 0.807, data_time: 0.003, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7781, loss_cls: 1.9584, loss: 1.9584 2020-07-02 11:45:32,093 - mmaction - INFO - Epoch [17][220/940] lr: 1.000e-02, eta: 20:09:18, time: 0.797, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7594, loss_cls: 2.0636, loss: 2.0636 2020-07-02 11:45:47,517 - mmaction - INFO - Epoch [17][240/940] lr: 1.000e-02, eta: 20:08:19, time: 0.771, data_time: 0.004, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 2.0423, loss: 2.0423 2020-07-02 11:46:02,942 - mmaction - INFO - Epoch [17][260/940] lr: 1.000e-02, eta: 20:07:21, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7797, loss_cls: 1.8172, loss: 1.8172 2020-07-02 11:46:18,508 - mmaction - INFO - Epoch [17][280/940] lr: 1.000e-02, eta: 20:06:25, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7641, loss_cls: 2.0030, loss: 2.0030 2020-07-02 11:46:33,983 - mmaction - INFO - Epoch [17][300/940] lr: 1.000e-02, eta: 20:05:28, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7859, loss_cls: 1.9899, loss: 1.9899 2020-07-02 11:46:49,448 - mmaction - INFO - Epoch [17][320/940] lr: 1.000e-02, eta: 20:04:31, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7766, loss_cls: 1.8874, loss: 1.8874 2020-07-02 11:47:04,884 - mmaction - INFO - Epoch [17][340/940] lr: 1.000e-02, eta: 20:03:34, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7422, loss_cls: 2.1267, loss: 2.1267 2020-07-02 11:47:20,304 - mmaction - INFO - Epoch [17][360/940] lr: 1.000e-02, eta: 20:02:37, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7359, loss_cls: 2.0999, loss: 2.0999 2020-07-02 11:47:35,736 - mmaction - INFO - Epoch [17][380/940] lr: 1.000e-02, eta: 20:01:40, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7688, loss_cls: 2.0731, loss: 2.0731 2020-07-02 11:47:51,427 - mmaction - INFO - Epoch [17][400/940] lr: 1.000e-02, eta: 20:00:47, time: 0.784, data_time: 0.004, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7766, loss_cls: 1.9241, loss: 1.9241 2020-07-02 11:48:06,865 - mmaction - INFO - Epoch [17][420/940] lr: 1.000e-02, eta: 19:59:51, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7625, loss_cls: 1.9964, loss: 1.9964 2020-07-02 11:48:22,302 - mmaction - INFO - Epoch [17][440/940] lr: 1.000e-02, eta: 19:58:55, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7625, loss_cls: 1.9709, loss: 1.9709 2020-07-02 11:48:37,751 - mmaction - INFO - Epoch [17][460/940] lr: 1.000e-02, eta: 19:58:00, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7328, loss_cls: 2.2135, loss: 2.2135 2020-07-02 11:48:53,262 - mmaction - INFO - Epoch [17][480/940] lr: 1.000e-02, eta: 19:57:06, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7500, loss_cls: 2.0255, loss: 2.0255 2020-07-02 11:49:08,710 - mmaction - INFO - Epoch [17][500/940] lr: 1.000e-02, eta: 19:56:11, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7641, loss_cls: 2.0244, loss: 2.0244 2020-07-02 11:49:24,126 - mmaction - INFO - Epoch [17][520/940] lr: 1.000e-02, eta: 19:55:16, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7859, loss_cls: 1.9845, loss: 1.9845 2020-07-02 11:49:39,686 - mmaction - INFO - Epoch [17][540/940] lr: 1.000e-02, eta: 19:54:23, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7562, loss_cls: 2.0694, loss: 2.0694 2020-07-02 11:49:55,176 - mmaction - INFO - Epoch [17][560/940] lr: 1.000e-02, eta: 19:53:30, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7922, loss_cls: 1.9364, loss: 1.9364 2020-07-02 11:50:10,841 - mmaction - INFO - Epoch [17][580/940] lr: 1.000e-02, eta: 19:52:38, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7766, loss_cls: 2.0034, loss: 2.0034 2020-07-02 11:50:26,330 - mmaction - INFO - Epoch [17][600/940] lr: 1.000e-02, eta: 19:51:46, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7672, loss_cls: 2.0426, loss: 2.0426 2020-07-02 11:50:41,866 - mmaction - INFO - Epoch [17][620/940] lr: 1.000e-02, eta: 19:50:53, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7484, loss_cls: 2.0483, loss: 2.0483 2020-07-02 11:50:57,362 - mmaction - INFO - Epoch [17][640/940] lr: 1.000e-02, eta: 19:50:01, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7594, loss_cls: 2.0564, loss: 2.0564 2020-07-02 11:51:12,827 - mmaction - INFO - Epoch [17][660/940] lr: 1.000e-02, eta: 19:49:08, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1774, loss: 2.1774 2020-07-02 11:51:28,310 - mmaction - INFO - Epoch [17][680/940] lr: 1.000e-02, eta: 19:48:16, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.9194, loss: 1.9194 2020-07-02 11:51:43,756 - mmaction - INFO - Epoch [17][700/940] lr: 1.000e-02, eta: 19:47:24, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.9312, loss: 1.9312 2020-07-02 11:51:59,296 - mmaction - INFO - Epoch [17][720/940] lr: 1.000e-02, eta: 19:46:33, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7703, loss_cls: 2.0251, loss: 2.0251 2020-07-02 11:52:14,753 - mmaction - INFO - Epoch [17][740/940] lr: 1.000e-02, eta: 19:45:40, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7922, loss_cls: 1.9240, loss: 1.9240 2020-07-02 11:52:30,277 - mmaction - INFO - Epoch [17][760/940] lr: 1.000e-02, eta: 19:44:50, time: 0.778, data_time: 0.005, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7641, loss_cls: 2.1446, loss: 2.1446 2020-07-02 11:52:45,804 - mmaction - INFO - Epoch [17][780/940] lr: 1.000e-02, eta: 19:43:59, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7453, loss_cls: 2.0465, loss: 2.0465 2020-07-02 11:53:01,313 - mmaction - INFO - Epoch [17][800/940] lr: 1.000e-02, eta: 19:43:09, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1255, loss: 2.1255 2020-07-02 11:53:16,699 - mmaction - INFO - Epoch [17][820/940] lr: 1.000e-02, eta: 19:42:17, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7453, loss_cls: 2.1586, loss: 2.1586 2020-07-02 11:53:32,149 - mmaction - INFO - Epoch [17][840/940] lr: 1.000e-02, eta: 19:41:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7844, loss_cls: 1.9329, loss: 1.9329 2020-07-02 11:53:47,656 - mmaction - INFO - Epoch [17][860/940] lr: 1.000e-02, eta: 19:40:37, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7828, loss_cls: 1.9756, loss: 1.9756 2020-07-02 11:54:03,197 - mmaction - INFO - Epoch [17][880/940] lr: 1.000e-02, eta: 19:39:47, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7422, loss_cls: 2.1441, loss: 2.1441 2020-07-02 11:54:18,658 - mmaction - INFO - Epoch [17][900/940] lr: 1.000e-02, eta: 19:38:57, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7578, loss_cls: 1.9752, loss: 1.9752 2020-07-02 11:54:34,064 - mmaction - INFO - Epoch [17][920/940] lr: 1.000e-02, eta: 19:38:06, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7828, loss_cls: 1.8798, loss: 1.8798 2020-07-02 11:54:48,884 - mmaction - INFO - Epoch [17][940/940] lr: 1.000e-02, eta: 19:37:10, time: 0.743, data_time: 0.002, memory: 21558, top1_acc: 0.5057, top5_acc: 0.7561, loss_cls: 2.1016, loss: 2.1016 2020-07-02 11:54:52,694 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-07-02 11:56:01,055 - mmaction - INFO - Epoch [18][20/940] lr: 1.000e-02, eta: 19:46:28, time: 3.346, data_time: 2.562, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7875, loss_cls: 1.9154, loss: 1.9154 2020-07-02 11:56:16,681 - mmaction - INFO - Epoch [18][40/940] lr: 1.000e-02, eta: 19:45:39, time: 0.781, data_time: 0.009, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7594, loss_cls: 2.0638, loss: 2.0638 2020-07-02 11:56:32,188 - mmaction - INFO - Epoch [18][60/940] lr: 1.000e-02, eta: 19:44:49, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.9416, loss: 1.9416 2020-07-02 11:56:47,720 - mmaction - INFO - Epoch [18][80/940] lr: 1.000e-02, eta: 19:43:59, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7516, loss_cls: 2.0752, loss: 2.0752 2020-07-02 11:57:03,231 - mmaction - INFO - Epoch [18][100/940] lr: 1.000e-02, eta: 19:43:09, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7547, loss_cls: 1.9615, loss: 1.9615 2020-07-02 11:57:18,814 - mmaction - INFO - Epoch [18][120/940] lr: 1.000e-02, eta: 19:42:20, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7516, loss_cls: 2.0406, loss: 2.0406 2020-07-02 11:57:34,299 - mmaction - INFO - Epoch [18][140/940] lr: 1.000e-02, eta: 19:41:30, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9762, loss: 1.9762 2020-07-02 11:57:49,871 - mmaction - INFO - Epoch [18][160/940] lr: 1.000e-02, eta: 19:40:42, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7891, loss_cls: 1.8894, loss: 1.8894 2020-07-02 11:58:05,443 - mmaction - INFO - Epoch [18][180/940] lr: 1.000e-02, eta: 19:39:53, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7594, loss_cls: 2.0621, loss: 2.0621 2020-07-02 11:58:20,860 - mmaction - INFO - Epoch [18][200/940] lr: 1.000e-02, eta: 19:39:03, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7844, loss_cls: 1.7946, loss: 1.7946 2020-07-02 11:58:36,392 - mmaction - INFO - Epoch [18][220/940] lr: 1.000e-02, eta: 19:38:15, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7703, loss_cls: 1.9733, loss: 1.9733 2020-07-02 11:58:51,842 - mmaction - INFO - Epoch [18][240/940] lr: 1.000e-02, eta: 19:37:25, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7531, loss_cls: 2.0078, loss: 2.0078 2020-07-02 11:59:07,382 - mmaction - INFO - Epoch [18][260/940] lr: 1.000e-02, eta: 19:36:37, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.4984, top5_acc: 0.7188, loss_cls: 2.2285, loss: 2.2285 2020-07-02 11:59:22,796 - mmaction - INFO - Epoch [18][280/940] lr: 1.000e-02, eta: 19:35:48, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7531, loss_cls: 2.1216, loss: 2.1216 2020-07-02 11:59:38,345 - mmaction - INFO - Epoch [18][300/940] lr: 1.000e-02, eta: 19:35:01, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7719, loss_cls: 1.9807, loss: 1.9807 2020-07-02 11:59:53,702 - mmaction - INFO - Epoch [18][320/940] lr: 1.000e-02, eta: 19:34:11, time: 0.768, data_time: 0.000, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7812, loss_cls: 2.0180, loss: 2.0180 2020-07-02 12:00:12,156 - mmaction - INFO - Epoch [18][340/940] lr: 1.000e-02, eta: 19:33:56, time: 0.922, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7469, loss_cls: 2.1172, loss: 2.1172 2020-07-02 12:00:27,576 - mmaction - INFO - Epoch [18][360/940] lr: 1.000e-02, eta: 19:33:08, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7469, loss_cls: 2.1418, loss: 2.1418 2020-07-02 12:00:43,026 - mmaction - INFO - Epoch [18][380/940] lr: 1.000e-02, eta: 19:32:20, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7937, loss_cls: 1.8729, loss: 1.8729 2020-07-02 12:00:58,620 - mmaction - INFO - Epoch [18][400/940] lr: 1.000e-02, eta: 19:31:34, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7594, loss_cls: 1.9693, loss: 1.9693 2020-07-02 12:01:14,173 - mmaction - INFO - Epoch [18][420/940] lr: 1.000e-02, eta: 19:30:47, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7625, loss_cls: 1.9669, loss: 1.9669 2020-07-02 12:01:29,737 - mmaction - INFO - Epoch [18][440/940] lr: 1.000e-02, eta: 19:30:01, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.9851, loss: 1.9851 2020-07-02 12:01:45,219 - mmaction - INFO - Epoch [18][460/940] lr: 1.000e-02, eta: 19:29:14, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.9970, loss: 1.9970 2020-07-02 12:02:00,753 - mmaction - INFO - Epoch [18][480/940] lr: 1.000e-02, eta: 19:28:28, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7453, loss_cls: 2.1088, loss: 2.1088 2020-07-02 12:02:16,253 - mmaction - INFO - Epoch [18][500/940] lr: 1.000e-02, eta: 19:27:41, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7422, loss_cls: 2.0369, loss: 2.0369 2020-07-02 12:02:31,778 - mmaction - INFO - Epoch [18][520/940] lr: 1.000e-02, eta: 19:26:56, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7500, loss_cls: 2.0248, loss: 2.0248 2020-07-02 12:02:47,239 - mmaction - INFO - Epoch [18][540/940] lr: 1.000e-02, eta: 19:26:09, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7859, loss_cls: 1.9897, loss: 1.9897 2020-07-02 12:03:02,766 - mmaction - INFO - Epoch [18][560/940] lr: 1.000e-02, eta: 19:25:24, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7594, loss_cls: 2.0287, loss: 2.0287 2020-07-02 12:03:18,273 - mmaction - INFO - Epoch [18][580/940] lr: 1.000e-02, eta: 19:24:38, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7578, loss_cls: 1.9712, loss: 1.9712 2020-07-02 12:03:33,775 - mmaction - INFO - Epoch [18][600/940] lr: 1.000e-02, eta: 19:23:52, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7734, loss_cls: 2.0026, loss: 2.0026 2020-07-02 12:03:49,300 - mmaction - INFO - Epoch [18][620/940] lr: 1.000e-02, eta: 19:23:07, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.9703, loss: 1.9703 2020-07-02 12:04:04,812 - mmaction - INFO - Epoch [18][640/940] lr: 1.000e-02, eta: 19:22:22, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7531, loss_cls: 2.0119, loss: 2.0119 2020-07-02 12:04:20,243 - mmaction - INFO - Epoch [18][660/940] lr: 1.000e-02, eta: 19:21:37, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7500, loss_cls: 2.0041, loss: 2.0041 2020-07-02 12:04:35,694 - mmaction - INFO - Epoch [18][680/940] lr: 1.000e-02, eta: 19:20:51, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7688, loss_cls: 2.0079, loss: 2.0079 2020-07-02 12:04:51,226 - mmaction - INFO - Epoch [18][700/940] lr: 1.000e-02, eta: 19:20:07, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7953, loss_cls: 1.8847, loss: 1.8847 2020-07-02 12:05:06,992 - mmaction - INFO - Epoch [18][720/940] lr: 1.000e-02, eta: 19:19:25, time: 0.787, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7656, loss_cls: 1.9975, loss: 1.9975 2020-07-02 12:05:22,556 - mmaction - INFO - Epoch [18][740/940] lr: 1.000e-02, eta: 19:18:41, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7922, loss_cls: 1.8896, loss: 1.8896 2020-07-02 12:05:38,083 - mmaction - INFO - Epoch [18][760/940] lr: 1.000e-02, eta: 19:17:57, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7703, loss_cls: 2.0022, loss: 2.0022 2020-07-02 12:05:53,559 - mmaction - INFO - Epoch [18][780/940] lr: 1.000e-02, eta: 19:17:13, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7625, loss_cls: 2.0398, loss: 2.0398 2020-07-02 12:06:09,078 - mmaction - INFO - Epoch [18][800/940] lr: 1.000e-02, eta: 19:16:30, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7422, loss_cls: 2.1136, loss: 2.1136 2020-07-02 12:06:24,652 - mmaction - INFO - Epoch [18][820/940] lr: 1.000e-02, eta: 19:15:46, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7562, loss_cls: 1.9944, loss: 1.9944 2020-07-02 12:06:40,160 - mmaction - INFO - Epoch [18][840/940] lr: 1.000e-02, eta: 19:15:03, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.4938, top5_acc: 0.7609, loss_cls: 2.1086, loss: 2.1086 2020-07-02 12:06:55,651 - mmaction - INFO - Epoch [18][860/940] lr: 1.000e-02, eta: 19:14:19, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 1.9875, loss: 1.9875 2020-07-02 12:07:11,119 - mmaction - INFO - Epoch [18][880/940] lr: 1.000e-02, eta: 19:13:36, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 2.0591, loss: 2.0591 2020-07-02 12:07:26,532 - mmaction - INFO - Epoch [18][900/940] lr: 1.000e-02, eta: 19:12:52, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7516, loss_cls: 2.0601, loss: 2.0601 2020-07-02 12:07:42,080 - mmaction - INFO - Epoch [18][920/940] lr: 1.000e-02, eta: 19:12:09, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7719, loss_cls: 1.9867, loss: 1.9867 2020-07-02 12:07:56,961 - mmaction - INFO - Epoch [18][940/940] lr: 1.000e-02, eta: 19:11:20, time: 0.744, data_time: 0.002, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7626, loss_cls: 2.0537, loss: 2.0537 2020-07-02 12:08:02,055 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-07-02 12:09:43,386 - mmaction - INFO - Epoch [19][20/940] lr: 1.000e-02, eta: 19:25:02, time: 5.003, data_time: 4.140, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 2.0346, loss: 2.0346 2020-07-02 12:09:58,887 - mmaction - INFO - Epoch [19][40/940] lr: 1.000e-02, eta: 19:24:17, time: 0.775, data_time: 0.004, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 2.0047, loss: 2.0047 2020-07-02 12:10:14,857 - mmaction - INFO - Epoch [19][60/940] lr: 1.000e-02, eta: 19:23:37, time: 0.799, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.8587, loss: 1.8587 2020-07-02 12:10:30,355 - mmaction - INFO - Epoch [19][80/940] lr: 1.000e-02, eta: 19:22:52, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7672, loss_cls: 1.9942, loss: 1.9942 2020-07-02 12:10:45,848 - mmaction - INFO - Epoch [19][100/940] lr: 1.000e-02, eta: 19:22:07, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7766, loss_cls: 1.9550, loss: 1.9550 2020-07-02 12:11:01,170 - mmaction - INFO - Epoch [19][120/940] lr: 1.000e-02, eta: 19:21:21, time: 0.769, data_time: 0.004, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7797, loss_cls: 1.9246, loss: 1.9246 2020-07-02 12:11:16,635 - mmaction - INFO - Epoch [19][140/940] lr: 1.000e-02, eta: 19:20:36, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7688, loss_cls: 1.9341, loss: 1.9341 2020-07-02 12:11:32,209 - mmaction - INFO - Epoch [19][160/940] lr: 1.000e-02, eta: 19:19:52, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7531, loss_cls: 2.0223, loss: 2.0223 2020-07-02 12:11:47,673 - mmaction - INFO - Epoch [19][180/940] lr: 1.000e-02, eta: 19:19:08, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7656, loss_cls: 2.0481, loss: 2.0481 2020-07-02 12:12:03,164 - mmaction - INFO - Epoch [19][200/940] lr: 1.000e-02, eta: 19:18:24, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7828, loss_cls: 1.9958, loss: 1.9958 2020-07-02 12:12:18,684 - mmaction - INFO - Epoch [19][220/940] lr: 1.000e-02, eta: 19:17:41, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7703, loss_cls: 1.9906, loss: 1.9906 2020-07-02 12:12:34,146 - mmaction - INFO - Epoch [19][240/940] lr: 1.000e-02, eta: 19:16:57, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7625, loss_cls: 2.0282, loss: 2.0282 2020-07-02 12:12:49,590 - mmaction - INFO - Epoch [19][260/940] lr: 1.000e-02, eta: 19:16:13, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7656, loss_cls: 2.0002, loss: 2.0002 2020-07-02 12:13:05,042 - mmaction - INFO - Epoch [19][280/940] lr: 1.000e-02, eta: 19:15:29, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7703, loss_cls: 2.0177, loss: 2.0177 2020-07-02 12:13:20,491 - mmaction - INFO - Epoch [19][300/940] lr: 1.000e-02, eta: 19:14:46, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7484, loss_cls: 2.0481, loss: 2.0481 2020-07-02 12:13:35,957 - mmaction - INFO - Epoch [19][320/940] lr: 1.000e-02, eta: 19:14:02, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7562, loss_cls: 1.9867, loss: 1.9867 2020-07-02 12:13:51,337 - mmaction - INFO - Epoch [19][340/940] lr: 1.000e-02, eta: 19:13:18, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7516, loss_cls: 2.0593, loss: 2.0593 2020-07-02 12:14:06,745 - mmaction - INFO - Epoch [19][360/940] lr: 1.000e-02, eta: 19:12:34, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7562, loss_cls: 2.0607, loss: 2.0607 2020-07-02 12:14:22,220 - mmaction - INFO - Epoch [19][380/940] lr: 1.000e-02, eta: 19:11:51, time: 0.775, data_time: 0.004, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7609, loss_cls: 2.0103, loss: 2.0103 2020-07-02 12:14:38,162 - mmaction - INFO - Epoch [19][400/940] lr: 1.000e-02, eta: 19:11:13, time: 0.798, data_time: 0.003, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7438, loss_cls: 2.0877, loss: 2.0877 2020-07-02 12:14:53,742 - mmaction - INFO - Epoch [19][420/940] lr: 1.000e-02, eta: 19:10:32, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7484, loss_cls: 2.0626, loss: 2.0626 2020-07-02 12:15:09,636 - mmaction - INFO - Epoch [19][440/940] lr: 1.000e-02, eta: 19:09:53, time: 0.795, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7719, loss_cls: 2.0443, loss: 2.0443 2020-07-02 12:15:25,153 - mmaction - INFO - Epoch [19][460/940] lr: 1.000e-02, eta: 19:09:12, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 2.1073, loss: 2.1073 2020-07-02 12:15:40,590 - mmaction - INFO - Epoch [19][480/940] lr: 1.000e-02, eta: 19:08:29, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7734, loss_cls: 1.9630, loss: 1.9630 2020-07-02 12:15:56,113 - mmaction - INFO - Epoch [19][500/940] lr: 1.000e-02, eta: 19:07:48, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7781, loss_cls: 1.9953, loss: 1.9953 2020-07-02 12:16:11,625 - mmaction - INFO - Epoch [19][520/940] lr: 1.000e-02, eta: 19:07:06, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7531, loss_cls: 2.0612, loss: 2.0612 2020-07-02 12:16:27,103 - mmaction - INFO - Epoch [19][540/940] lr: 1.000e-02, eta: 19:06:24, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7734, loss_cls: 1.9799, loss: 1.9799 2020-07-02 12:16:42,715 - mmaction - INFO - Epoch [19][560/940] lr: 1.000e-02, eta: 19:05:44, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7922, loss_cls: 1.8831, loss: 1.8831 2020-07-02 12:16:58,191 - mmaction - INFO - Epoch [19][580/940] lr: 1.000e-02, eta: 19:05:02, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7422, loss_cls: 2.1093, loss: 2.1093 2020-07-02 12:17:13,701 - mmaction - INFO - Epoch [19][600/940] lr: 1.000e-02, eta: 19:04:21, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7625, loss_cls: 2.0221, loss: 2.0221 2020-07-02 12:17:29,255 - mmaction - INFO - Epoch [19][620/940] lr: 1.000e-02, eta: 19:03:41, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7797, loss_cls: 2.0224, loss: 2.0224 2020-07-02 12:17:44,697 - mmaction - INFO - Epoch [19][640/940] lr: 1.000e-02, eta: 19:03:00, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7422, loss_cls: 2.0806, loss: 2.0806 2020-07-02 12:18:00,252 - mmaction - INFO - Epoch [19][660/940] lr: 1.000e-02, eta: 19:02:19, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7781, loss_cls: 1.9908, loss: 1.9908 2020-07-02 12:18:15,731 - mmaction - INFO - Epoch [19][680/940] lr: 1.000e-02, eta: 19:01:38, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7844, loss_cls: 2.0075, loss: 2.0075 2020-07-02 12:18:31,202 - mmaction - INFO - Epoch [19][700/940] lr: 1.000e-02, eta: 19:00:58, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7781, loss_cls: 1.9700, loss: 1.9700 2020-07-02 12:18:46,788 - mmaction - INFO - Epoch [19][720/940] lr: 1.000e-02, eta: 19:00:18, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7609, loss_cls: 2.0909, loss: 2.0909 2020-07-02 12:19:02,279 - mmaction - INFO - Epoch [19][740/940] lr: 1.000e-02, eta: 18:59:38, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7578, loss_cls: 2.0076, loss: 2.0076 2020-07-02 12:19:17,823 - mmaction - INFO - Epoch [19][760/940] lr: 1.000e-02, eta: 18:58:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7625, loss_cls: 2.0133, loss: 2.0133 2020-07-02 12:19:33,307 - mmaction - INFO - Epoch [19][780/940] lr: 1.000e-02, eta: 18:58:18, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7781, loss_cls: 1.9353, loss: 1.9353 2020-07-02 12:19:48,756 - mmaction - INFO - Epoch [19][800/940] lr: 1.000e-02, eta: 18:57:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7609, loss_cls: 2.0160, loss: 2.0160 2020-07-02 12:20:04,207 - mmaction - INFO - Epoch [19][820/940] lr: 1.000e-02, eta: 18:56:57, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 2.0541, loss: 2.0541 2020-07-02 12:20:19,757 - mmaction - INFO - Epoch [19][840/940] lr: 1.000e-02, eta: 18:56:18, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7844, loss_cls: 1.9522, loss: 1.9522 2020-07-02 12:20:35,297 - mmaction - INFO - Epoch [19][860/940] lr: 1.000e-02, eta: 18:55:39, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7578, loss_cls: 2.0107, loss: 2.0107 2020-07-02 12:20:51,845 - mmaction - INFO - Epoch [19][880/940] lr: 1.000e-02, eta: 18:55:08, time: 0.826, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7781, loss_cls: 1.9526, loss: 1.9526 2020-07-02 12:21:07,344 - mmaction - INFO - Epoch [19][900/940] lr: 1.000e-02, eta: 18:54:29, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7641, loss_cls: 2.0155, loss: 2.0155 2020-07-02 12:21:23,543 - mmaction - INFO - Epoch [19][920/940] lr: 1.000e-02, eta: 18:53:56, time: 0.810, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9448, loss: 1.9448 2020-07-02 12:21:39,701 - mmaction - INFO - Epoch [19][940/940] lr: 1.000e-02, eta: 18:53:23, time: 0.809, data_time: 0.002, memory: 21558, top1_acc: 0.5285, top5_acc: 0.7317, loss_cls: 2.1245, loss: 2.1245 2020-07-02 12:21:43,663 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-07-02 12:22:54,767 - mmaction - INFO - Epoch [20][20/940] lr: 1.000e-02, eta: 19:01:00, time: 3.538, data_time: 2.761, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7828, loss_cls: 1.8700, loss: 1.8700 2020-07-02 12:23:10,407 - mmaction - INFO - Epoch [20][40/940] lr: 1.000e-02, eta: 19:00:21, time: 0.782, data_time: 0.006, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7547, loss_cls: 2.0421, loss: 2.0421 2020-07-02 12:23:25,918 - mmaction - INFO - Epoch [20][60/940] lr: 1.000e-02, eta: 18:59:41, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7656, loss_cls: 1.9929, loss: 1.9929 2020-07-02 12:23:41,463 - mmaction - INFO - Epoch [20][80/940] lr: 1.000e-02, eta: 18:59:01, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7547, loss_cls: 2.0628, loss: 2.0628 2020-07-02 12:23:56,991 - mmaction - INFO - Epoch [20][100/940] lr: 1.000e-02, eta: 18:58:22, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.8016, loss_cls: 1.8775, loss: 1.8775 2020-07-02 12:24:12,501 - mmaction - INFO - Epoch [20][120/940] lr: 1.000e-02, eta: 18:57:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7969, loss_cls: 1.9400, loss: 1.9400 2020-07-02 12:24:28,038 - mmaction - INFO - Epoch [20][140/940] lr: 1.000e-02, eta: 18:57:03, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 2.0080, loss: 2.0080 2020-07-02 12:24:43,614 - mmaction - INFO - Epoch [20][160/940] lr: 1.000e-02, eta: 18:56:23, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7672, loss_cls: 1.9830, loss: 1.9830 2020-07-02 12:24:59,036 - mmaction - INFO - Epoch [20][180/940] lr: 1.000e-02, eta: 18:55:44, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7609, loss_cls: 2.0406, loss: 2.0406 2020-07-02 12:25:14,606 - mmaction - INFO - Epoch [20][200/940] lr: 1.000e-02, eta: 18:55:05, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7469, loss_cls: 2.0424, loss: 2.0424 2020-07-02 12:25:30,013 - mmaction - INFO - Epoch [20][220/940] lr: 1.000e-02, eta: 18:54:24, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7859, loss_cls: 1.8758, loss: 1.8758 2020-07-02 12:25:45,414 - mmaction - INFO - Epoch [20][240/940] lr: 1.000e-02, eta: 18:53:45, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7672, loss_cls: 1.9667, loss: 1.9667 2020-07-02 12:26:00,933 - mmaction - INFO - Epoch [20][260/940] lr: 1.000e-02, eta: 18:53:06, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7906, loss_cls: 1.8765, loss: 1.8765 2020-07-02 12:26:16,388 - mmaction - INFO - Epoch [20][280/940] lr: 1.000e-02, eta: 18:52:26, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0868, loss: 2.0868 2020-07-02 12:26:31,852 - mmaction - INFO - Epoch [20][300/940] lr: 1.000e-02, eta: 18:51:47, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8565, loss: 1.8565 2020-07-02 12:26:47,354 - mmaction - INFO - Epoch [20][320/940] lr: 1.000e-02, eta: 18:51:08, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7688, loss_cls: 1.9989, loss: 1.9989 2020-07-02 12:27:02,948 - mmaction - INFO - Epoch [20][340/940] lr: 1.000e-02, eta: 18:50:31, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7438, loss_cls: 2.0374, loss: 2.0374 2020-07-02 12:27:18,419 - mmaction - INFO - Epoch [20][360/940] lr: 1.000e-02, eta: 18:49:52, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7672, loss_cls: 1.9773, loss: 1.9773 2020-07-02 12:27:33,945 - mmaction - INFO - Epoch [20][380/940] lr: 1.000e-02, eta: 18:49:14, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7641, loss_cls: 1.9828, loss: 1.9828 2020-07-02 12:27:49,939 - mmaction - INFO - Epoch [20][400/940] lr: 1.000e-02, eta: 18:48:40, time: 0.802, data_time: 0.003, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.9290, loss: 1.9290 2020-07-02 12:28:05,445 - mmaction - INFO - Epoch [20][420/940] lr: 1.000e-02, eta: 18:48:02, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.9330, loss: 1.9330 2020-07-02 12:28:20,990 - mmaction - INFO - Epoch [20][440/940] lr: 1.000e-02, eta: 18:47:24, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7609, loss_cls: 2.0337, loss: 2.0337 2020-07-02 12:28:36,518 - mmaction - INFO - Epoch [20][460/940] lr: 1.000e-02, eta: 18:46:46, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7734, loss_cls: 2.0583, loss: 2.0583 2020-07-02 12:28:51,930 - mmaction - INFO - Epoch [20][480/940] lr: 1.000e-02, eta: 18:46:08, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7484, loss_cls: 2.0653, loss: 2.0653 2020-07-02 12:29:07,319 - mmaction - INFO - Epoch [20][500/940] lr: 1.000e-02, eta: 18:45:29, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7844, loss_cls: 1.9778, loss: 1.9778 2020-07-02 12:29:22,717 - mmaction - INFO - Epoch [20][520/940] lr: 1.000e-02, eta: 18:44:50, time: 0.770, data_time: 0.003, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7797, loss_cls: 1.9297, loss: 1.9297 2020-07-02 12:29:38,105 - mmaction - INFO - Epoch [20][540/940] lr: 1.000e-02, eta: 18:44:12, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8047, loss_cls: 1.7733, loss: 1.7733 2020-07-02 12:29:53,549 - mmaction - INFO - Epoch [20][560/940] lr: 1.000e-02, eta: 18:43:34, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7578, loss_cls: 2.0253, loss: 2.0253 2020-07-02 12:30:09,195 - mmaction - INFO - Epoch [20][580/940] lr: 1.000e-02, eta: 18:42:58, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7562, loss_cls: 2.0396, loss: 2.0396 2020-07-02 12:30:24,742 - mmaction - INFO - Epoch [20][600/940] lr: 1.000e-02, eta: 18:42:21, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7937, loss_cls: 1.9344, loss: 1.9344 2020-07-02 12:30:40,263 - mmaction - INFO - Epoch [20][620/940] lr: 1.000e-02, eta: 18:41:44, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7531, loss_cls: 2.0645, loss: 2.0645 2020-07-02 12:30:55,654 - mmaction - INFO - Epoch [20][640/940] lr: 1.000e-02, eta: 18:41:06, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7484, loss_cls: 2.1041, loss: 2.1041 2020-07-02 12:31:11,056 - mmaction - INFO - Epoch [20][660/940] lr: 1.000e-02, eta: 18:40:28, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.9163, loss: 1.9163 2020-07-02 12:31:26,584 - mmaction - INFO - Epoch [20][680/940] lr: 1.000e-02, eta: 18:39:51, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7516, loss_cls: 2.0100, loss: 2.0100 2020-07-02 12:31:42,052 - mmaction - INFO - Epoch [20][700/940] lr: 1.000e-02, eta: 18:39:14, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7625, loss_cls: 2.0279, loss: 2.0279 2020-07-02 12:31:57,601 - mmaction - INFO - Epoch [20][720/940] lr: 1.000e-02, eta: 18:38:38, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7406, loss_cls: 2.0530, loss: 2.0530 2020-07-02 12:32:13,148 - mmaction - INFO - Epoch [20][740/940] lr: 1.000e-02, eta: 18:38:01, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7734, loss_cls: 2.0029, loss: 2.0029 2020-07-02 12:32:28,597 - mmaction - INFO - Epoch [20][760/940] lr: 1.000e-02, eta: 18:37:25, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7594, loss_cls: 2.0558, loss: 2.0558 2020-07-02 12:32:44,047 - mmaction - INFO - Epoch [20][780/940] lr: 1.000e-02, eta: 18:36:47, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7734, loss_cls: 1.9617, loss: 1.9617 2020-07-02 12:32:59,557 - mmaction - INFO - Epoch [20][800/940] lr: 1.000e-02, eta: 18:36:11, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7703, loss_cls: 2.0105, loss: 2.0105 2020-07-02 12:33:15,010 - mmaction - INFO - Epoch [20][820/940] lr: 1.000e-02, eta: 18:35:35, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7719, loss_cls: 1.9573, loss: 1.9573 2020-07-02 12:33:30,470 - mmaction - INFO - Epoch [20][840/940] lr: 1.000e-02, eta: 18:34:58, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7828, loss_cls: 1.9821, loss: 1.9821 2020-07-02 12:33:45,962 - mmaction - INFO - Epoch [20][860/940] lr: 1.000e-02, eta: 18:34:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7781, loss_cls: 1.9051, loss: 1.9051 2020-07-02 12:34:01,459 - mmaction - INFO - Epoch [20][880/940] lr: 1.000e-02, eta: 18:33:46, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7719, loss_cls: 2.0641, loss: 2.0641 2020-07-02 12:34:16,963 - mmaction - INFO - Epoch [20][900/940] lr: 1.000e-02, eta: 18:33:10, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7828, loss_cls: 1.9498, loss: 1.9498 2020-07-02 12:34:32,420 - mmaction - INFO - Epoch [20][920/940] lr: 1.000e-02, eta: 18:32:34, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7672, loss_cls: 2.0064, loss: 2.0064 2020-07-02 12:34:47,243 - mmaction - INFO - Epoch [20][940/940] lr: 1.000e-02, eta: 18:31:53, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.5447, top5_acc: 0.7805, loss_cls: 1.9681, loss: 1.9681 2020-07-02 12:34:51,141 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-02 12:40:44,372 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 12:40:45,071 - mmaction - INFO - top1_acc 0.6159 top5_acc 0.8402 2020-07-02 12:40:45,072 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 12:40:45,125 - mmaction - INFO - mean_acc 0.6156 2020-07-02 12:40:45,131 - mmaction - INFO - Epoch [20][940/940] lr: 1.000e-02, top1_acc: 0.6159, top5_acc: 0.8402, mean_class_accuracy: 0.6156 2020-07-02 12:42:24,432 - mmaction - INFO - Epoch [21][20/940] lr: 1.000e-02, eta: 18:42:26, time: 4.964, data_time: 4.177, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7562, loss_cls: 2.0417, loss: 2.0417 2020-07-02 12:42:41,380 - mmaction - INFO - Epoch [21][40/940] lr: 1.000e-02, eta: 18:42:00, time: 0.847, data_time: 0.049, memory: 21558, top1_acc: 0.5000, top5_acc: 0.7594, loss_cls: 2.0844, loss: 2.0844 2020-07-02 12:42:56,876 - mmaction - INFO - Epoch [21][60/940] lr: 1.000e-02, eta: 18:41:23, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7547, loss_cls: 2.0392, loss: 2.0392 2020-07-02 12:43:12,330 - mmaction - INFO - Epoch [21][80/940] lr: 1.000e-02, eta: 18:40:46, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7750, loss_cls: 1.9078, loss: 1.9078 2020-07-02 12:43:27,821 - mmaction - INFO - Epoch [21][100/940] lr: 1.000e-02, eta: 18:40:08, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7812, loss_cls: 1.8409, loss: 1.8409 2020-07-02 12:43:43,209 - mmaction - INFO - Epoch [21][120/940] lr: 1.000e-02, eta: 18:39:31, time: 0.771, data_time: 0.004, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7453, loss_cls: 2.0573, loss: 2.0573 2020-07-02 12:43:58,801 - mmaction - INFO - Epoch [21][140/940] lr: 1.000e-02, eta: 18:38:54, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7797, loss_cls: 1.9490, loss: 1.9490 2020-07-02 12:44:14,251 - mmaction - INFO - Epoch [21][160/940] lr: 1.000e-02, eta: 18:38:18, time: 0.774, data_time: 0.005, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7547, loss_cls: 2.0611, loss: 2.0611 2020-07-02 12:44:29,657 - mmaction - INFO - Epoch [21][180/940] lr: 1.000e-02, eta: 18:37:41, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.9633, loss: 1.9633 2020-07-02 12:44:45,030 - mmaction - INFO - Epoch [21][200/940] lr: 1.000e-02, eta: 18:37:03, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7797, loss_cls: 1.8991, loss: 1.8991 2020-07-02 12:45:00,522 - mmaction - INFO - Epoch [21][220/940] lr: 1.000e-02, eta: 18:36:27, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7594, loss_cls: 1.9986, loss: 1.9986 2020-07-02 12:45:16,411 - mmaction - INFO - Epoch [21][240/940] lr: 1.000e-02, eta: 18:35:53, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7594, loss_cls: 2.0348, loss: 2.0348 2020-07-02 12:45:31,864 - mmaction - INFO - Epoch [21][260/940] lr: 1.000e-02, eta: 18:35:17, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7562, loss_cls: 1.9756, loss: 1.9756 2020-07-02 12:45:47,340 - mmaction - INFO - Epoch [21][280/940] lr: 1.000e-02, eta: 18:34:40, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7516, loss_cls: 1.9941, loss: 1.9941 2020-07-02 12:46:02,762 - mmaction - INFO - Epoch [21][300/940] lr: 1.000e-02, eta: 18:34:04, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7781, loss_cls: 1.8839, loss: 1.8839 2020-07-02 12:46:18,249 - mmaction - INFO - Epoch [21][320/940] lr: 1.000e-02, eta: 18:33:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.9404, loss: 1.9404 2020-07-02 12:46:33,594 - mmaction - INFO - Epoch [21][340/940] lr: 1.000e-02, eta: 18:32:51, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7688, loss_cls: 1.9779, loss: 1.9779 2020-07-02 12:46:49,002 - mmaction - INFO - Epoch [21][360/940] lr: 1.000e-02, eta: 18:32:14, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7547, loss_cls: 2.0340, loss: 2.0340 2020-07-02 12:47:04,472 - mmaction - INFO - Epoch [21][380/940] lr: 1.000e-02, eta: 18:31:39, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8063, loss_cls: 1.7485, loss: 1.7485 2020-07-02 12:47:20,114 - mmaction - INFO - Epoch [21][400/940] lr: 1.000e-02, eta: 18:31:04, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7875, loss_cls: 1.9430, loss: 1.9430 2020-07-02 12:47:35,632 - mmaction - INFO - Epoch [21][420/940] lr: 1.000e-02, eta: 18:30:29, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7844, loss_cls: 1.9260, loss: 1.9260 2020-07-02 12:47:51,174 - mmaction - INFO - Epoch [21][440/940] lr: 1.000e-02, eta: 18:29:53, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8047, loss_cls: 1.7546, loss: 1.7546 2020-07-02 12:48:06,588 - mmaction - INFO - Epoch [21][460/940] lr: 1.000e-02, eta: 18:29:17, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7656, loss_cls: 2.0839, loss: 2.0839 2020-07-02 12:48:22,005 - mmaction - INFO - Epoch [21][480/940] lr: 1.000e-02, eta: 18:28:42, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.8800, loss: 1.8800 2020-07-02 12:48:37,358 - mmaction - INFO - Epoch [21][500/940] lr: 1.000e-02, eta: 18:28:05, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.8403, loss: 1.8403 2020-07-02 12:48:52,909 - mmaction - INFO - Epoch [21][520/940] lr: 1.000e-02, eta: 18:27:30, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7594, loss_cls: 1.9891, loss: 1.9891 2020-07-02 12:49:08,408 - mmaction - INFO - Epoch [21][540/940] lr: 1.000e-02, eta: 18:26:55, time: 0.777, data_time: 0.005, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7703, loss_cls: 2.0383, loss: 2.0383 2020-07-02 12:49:23,858 - mmaction - INFO - Epoch [21][560/940] lr: 1.000e-02, eta: 18:26:20, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7641, loss_cls: 1.9605, loss: 1.9605 2020-07-02 12:49:39,353 - mmaction - INFO - Epoch [21][580/940] lr: 1.000e-02, eta: 18:25:45, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7797, loss_cls: 1.9397, loss: 1.9397 2020-07-02 12:49:54,772 - mmaction - INFO - Epoch [21][600/940] lr: 1.000e-02, eta: 18:25:10, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7781, loss_cls: 1.9566, loss: 1.9566 2020-07-02 12:50:10,276 - mmaction - INFO - Epoch [21][620/940] lr: 1.000e-02, eta: 18:24:35, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7531, loss_cls: 1.9632, loss: 1.9632 2020-07-02 12:50:25,850 - mmaction - INFO - Epoch [21][640/940] lr: 1.000e-02, eta: 18:24:01, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7516, loss_cls: 2.0459, loss: 2.0459 2020-07-02 12:50:41,299 - mmaction - INFO - Epoch [21][660/940] lr: 1.000e-02, eta: 18:23:26, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7859, loss_cls: 1.9172, loss: 1.9172 2020-07-02 12:50:56,666 - mmaction - INFO - Epoch [21][680/940] lr: 1.000e-02, eta: 18:22:51, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7781, loss_cls: 1.8865, loss: 1.8865 2020-07-02 12:51:12,253 - mmaction - INFO - Epoch [21][700/940] lr: 1.000e-02, eta: 18:22:17, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7734, loss_cls: 1.9749, loss: 1.9749 2020-07-02 12:51:27,751 - mmaction - INFO - Epoch [21][720/940] lr: 1.000e-02, eta: 18:21:42, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7937, loss_cls: 1.9526, loss: 1.9526 2020-07-02 12:51:43,170 - mmaction - INFO - Epoch [21][740/940] lr: 1.000e-02, eta: 18:21:07, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7703, loss_cls: 2.0816, loss: 2.0816 2020-07-02 12:51:58,712 - mmaction - INFO - Epoch [21][760/940] lr: 1.000e-02, eta: 18:20:33, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7641, loss_cls: 2.0212, loss: 2.0212 2020-07-02 12:52:14,201 - mmaction - INFO - Epoch [21][780/940] lr: 1.000e-02, eta: 18:19:59, time: 0.776, data_time: 0.005, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7703, loss_cls: 2.0221, loss: 2.0221 2020-07-02 12:52:29,625 - mmaction - INFO - Epoch [21][800/940] lr: 1.000e-02, eta: 18:19:25, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7688, loss_cls: 2.0239, loss: 2.0239 2020-07-02 12:52:45,022 - mmaction - INFO - Epoch [21][820/940] lr: 1.000e-02, eta: 18:18:50, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7719, loss_cls: 1.9691, loss: 1.9691 2020-07-02 12:53:00,419 - mmaction - INFO - Epoch [21][840/940] lr: 1.000e-02, eta: 18:18:15, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7766, loss_cls: 2.0015, loss: 2.0015 2020-07-02 12:53:15,911 - mmaction - INFO - Epoch [21][860/940] lr: 1.000e-02, eta: 18:17:41, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7859, loss_cls: 1.9277, loss: 1.9277 2020-07-02 12:53:31,350 - mmaction - INFO - Epoch [21][880/940] lr: 1.000e-02, eta: 18:17:07, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7719, loss_cls: 1.9530, loss: 1.9530 2020-07-02 12:53:46,839 - mmaction - INFO - Epoch [21][900/940] lr: 1.000e-02, eta: 18:16:33, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7656, loss_cls: 2.0421, loss: 2.0421 2020-07-02 12:54:02,331 - mmaction - INFO - Epoch [21][920/940] lr: 1.000e-02, eta: 18:16:00, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7312, loss_cls: 2.0648, loss: 2.0648 2020-07-02 12:54:17,418 - mmaction - INFO - Epoch [21][940/940] lr: 1.000e-02, eta: 18:15:23, time: 0.752, data_time: 0.001, memory: 21558, top1_acc: 0.5024, top5_acc: 0.7382, loss_cls: 2.0621, loss: 2.0621 2020-07-02 12:54:21,959 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-07-02 12:55:59,176 - mmaction - INFO - Epoch [22][20/940] lr: 1.000e-02, eta: 18:24:25, time: 4.794, data_time: 4.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8063, loss_cls: 1.8917, loss: 1.8917 2020-07-02 12:56:15,071 - mmaction - INFO - Epoch [22][40/940] lr: 1.000e-02, eta: 18:23:54, time: 0.796, data_time: 0.014, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7781, loss_cls: 1.9660, loss: 1.9660 2020-07-02 12:56:30,530 - mmaction - INFO - Epoch [22][60/940] lr: 1.000e-02, eta: 18:23:19, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7937, loss_cls: 1.9265, loss: 1.9265 2020-07-02 12:56:46,056 - mmaction - INFO - Epoch [22][80/940] lr: 1.000e-02, eta: 18:22:45, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7531, loss_cls: 2.0056, loss: 2.0056 2020-07-02 12:57:01,523 - mmaction - INFO - Epoch [22][100/940] lr: 1.000e-02, eta: 18:22:10, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7641, loss_cls: 2.0173, loss: 2.0173 2020-07-02 12:57:17,010 - mmaction - INFO - Epoch [22][120/940] lr: 1.000e-02, eta: 18:21:35, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7594, loss_cls: 2.0178, loss: 2.0178 2020-07-02 12:57:32,459 - mmaction - INFO - Epoch [22][140/940] lr: 1.000e-02, eta: 18:21:01, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7734, loss_cls: 2.0096, loss: 2.0096 2020-07-02 12:57:47,971 - mmaction - INFO - Epoch [22][160/940] lr: 1.000e-02, eta: 18:20:26, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.9405, loss: 1.9405 2020-07-02 12:58:03,423 - mmaction - INFO - Epoch [22][180/940] lr: 1.000e-02, eta: 18:19:52, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7547, loss_cls: 2.0608, loss: 2.0608 2020-07-02 12:58:18,810 - mmaction - INFO - Epoch [22][200/940] lr: 1.000e-02, eta: 18:19:17, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7734, loss_cls: 1.9598, loss: 1.9598 2020-07-02 12:58:34,278 - mmaction - INFO - Epoch [22][220/940] lr: 1.000e-02, eta: 18:18:43, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7812, loss_cls: 1.9166, loss: 1.9166 2020-07-02 12:58:49,683 - mmaction - INFO - Epoch [22][240/940] lr: 1.000e-02, eta: 18:18:08, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9468, loss: 1.9468 2020-07-02 12:59:05,113 - mmaction - INFO - Epoch [22][260/940] lr: 1.000e-02, eta: 18:17:34, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7422, loss_cls: 2.0291, loss: 2.0291 2020-07-02 12:59:20,552 - mmaction - INFO - Epoch [22][280/940] lr: 1.000e-02, eta: 18:17:00, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5172, top5_acc: 0.7359, loss_cls: 2.0786, loss: 2.0786 2020-07-02 12:59:36,000 - mmaction - INFO - Epoch [22][300/940] lr: 1.000e-02, eta: 18:16:26, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7797, loss_cls: 1.9739, loss: 1.9739 2020-07-02 12:59:51,480 - mmaction - INFO - Epoch [22][320/940] lr: 1.000e-02, eta: 18:15:52, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7969, loss_cls: 1.9525, loss: 1.9525 2020-07-02 13:00:10,197 - mmaction - INFO - Epoch [22][340/940] lr: 1.000e-02, eta: 18:15:40, time: 0.935, data_time: 0.002, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7984, loss_cls: 1.8211, loss: 1.8211 2020-07-02 13:00:25,607 - mmaction - INFO - Epoch [22][360/940] lr: 1.000e-02, eta: 18:15:06, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7844, loss_cls: 2.0005, loss: 2.0005 2020-07-02 13:00:41,070 - mmaction - INFO - Epoch [22][380/940] lr: 1.000e-02, eta: 18:14:33, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7703, loss_cls: 2.0230, loss: 2.0230 2020-07-02 13:00:56,740 - mmaction - INFO - Epoch [22][400/940] lr: 1.000e-02, eta: 18:14:00, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7547, loss_cls: 2.0511, loss: 2.0511 2020-07-02 13:01:12,432 - mmaction - INFO - Epoch [22][420/940] lr: 1.000e-02, eta: 18:13:28, time: 0.784, data_time: 0.003, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 1.9781, loss: 1.9781 2020-07-02 13:01:28,017 - mmaction - INFO - Epoch [22][440/940] lr: 1.000e-02, eta: 18:12:55, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7438, loss_cls: 2.0047, loss: 2.0047 2020-07-02 13:01:43,579 - mmaction - INFO - Epoch [22][460/940] lr: 1.000e-02, eta: 18:12:23, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7734, loss_cls: 1.9648, loss: 1.9648 2020-07-02 13:01:59,152 - mmaction - INFO - Epoch [22][480/940] lr: 1.000e-02, eta: 18:11:50, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7531, loss_cls: 2.0919, loss: 2.0919 2020-07-02 13:02:14,623 - mmaction - INFO - Epoch [22][500/940] lr: 1.000e-02, eta: 18:11:17, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7812, loss_cls: 1.8913, loss: 1.8913 2020-07-02 13:02:30,098 - mmaction - INFO - Epoch [22][520/940] lr: 1.000e-02, eta: 18:10:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7922, loss_cls: 1.8947, loss: 1.8947 2020-07-02 13:02:45,568 - mmaction - INFO - Epoch [22][540/940] lr: 1.000e-02, eta: 18:10:10, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7766, loss_cls: 1.9876, loss: 1.9876 2020-07-02 13:03:01,037 - mmaction - INFO - Epoch [22][560/940] lr: 1.000e-02, eta: 18:09:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7844, loss_cls: 2.0322, loss: 2.0322 2020-07-02 13:03:16,477 - mmaction - INFO - Epoch [22][580/940] lr: 1.000e-02, eta: 18:09:04, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7891, loss_cls: 1.9292, loss: 1.9292 2020-07-02 13:03:31,981 - mmaction - INFO - Epoch [22][600/940] lr: 1.000e-02, eta: 18:08:31, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7609, loss_cls: 2.0301, loss: 2.0301 2020-07-02 13:03:47,403 - mmaction - INFO - Epoch [22][620/940] lr: 1.000e-02, eta: 18:07:58, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7766, loss_cls: 1.9623, loss: 1.9623 2020-07-02 13:04:02,932 - mmaction - INFO - Epoch [22][640/940] lr: 1.000e-02, eta: 18:07:25, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7703, loss_cls: 1.9370, loss: 1.9370 2020-07-02 13:04:18,364 - mmaction - INFO - Epoch [22][660/940] lr: 1.000e-02, eta: 18:06:52, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7688, loss_cls: 1.9286, loss: 1.9286 2020-07-02 13:04:33,896 - mmaction - INFO - Epoch [22][680/940] lr: 1.000e-02, eta: 18:06:20, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7484, loss_cls: 2.0371, loss: 2.0371 2020-07-02 13:04:49,368 - mmaction - INFO - Epoch [22][700/940] lr: 1.000e-02, eta: 18:05:47, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7781, loss_cls: 1.9670, loss: 1.9670 2020-07-02 13:05:05,209 - mmaction - INFO - Epoch [22][720/940] lr: 1.000e-02, eta: 18:05:17, time: 0.794, data_time: 0.003, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7688, loss_cls: 1.9733, loss: 1.9733 2020-07-02 13:05:20,724 - mmaction - INFO - Epoch [22][740/940] lr: 1.000e-02, eta: 18:04:45, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7547, loss_cls: 2.0654, loss: 2.0654 2020-07-02 13:05:36,220 - mmaction - INFO - Epoch [22][760/940] lr: 1.000e-02, eta: 18:04:12, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7562, loss_cls: 2.1242, loss: 2.1242 2020-07-02 13:05:51,709 - mmaction - INFO - Epoch [22][780/940] lr: 1.000e-02, eta: 18:03:40, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7859, loss_cls: 1.9386, loss: 1.9386 2020-07-02 13:06:07,292 - mmaction - INFO - Epoch [22][800/940] lr: 1.000e-02, eta: 18:03:08, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7891, loss_cls: 1.9002, loss: 1.9002 2020-07-02 13:06:22,712 - mmaction - INFO - Epoch [22][820/940] lr: 1.000e-02, eta: 18:02:36, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7625, loss_cls: 1.9910, loss: 1.9910 2020-07-02 13:06:38,202 - mmaction - INFO - Epoch [22][840/940] lr: 1.000e-02, eta: 18:02:04, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7484, loss_cls: 2.1107, loss: 2.1107 2020-07-02 13:06:53,607 - mmaction - INFO - Epoch [22][860/940] lr: 1.000e-02, eta: 18:01:31, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7750, loss_cls: 1.9281, loss: 1.9281 2020-07-02 13:07:09,056 - mmaction - INFO - Epoch [22][880/940] lr: 1.000e-02, eta: 18:00:59, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7625, loss_cls: 2.0206, loss: 2.0206 2020-07-02 13:07:24,633 - mmaction - INFO - Epoch [22][900/940] lr: 1.000e-02, eta: 18:00:27, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7688, loss_cls: 2.0221, loss: 2.0221 2020-07-02 13:07:40,089 - mmaction - INFO - Epoch [22][920/940] lr: 1.000e-02, eta: 17:59:55, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7875, loss_cls: 1.9262, loss: 1.9262 2020-07-02 13:07:54,822 - mmaction - INFO - Epoch [22][940/940] lr: 1.000e-02, eta: 17:59:18, time: 0.737, data_time: 0.001, memory: 21558, top1_acc: 0.5171, top5_acc: 0.7740, loss_cls: 2.0251, loss: 2.0251 2020-07-02 13:08:00,022 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-07-02 13:09:09,728 - mmaction - INFO - Epoch [23][20/940] lr: 1.000e-02, eta: 18:04:30, time: 3.422, data_time: 2.630, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7422, loss_cls: 1.9623, loss: 1.9623 2020-07-02 13:09:25,872 - mmaction - INFO - Epoch [23][40/940] lr: 1.000e-02, eta: 18:04:02, time: 0.807, data_time: 0.035, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7703, loss_cls: 1.9333, loss: 1.9333 2020-07-02 13:09:41,430 - mmaction - INFO - Epoch [23][60/940] lr: 1.000e-02, eta: 18:03:30, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7609, loss_cls: 1.9455, loss: 1.9455 2020-07-02 13:09:56,810 - mmaction - INFO - Epoch [23][80/940] lr: 1.000e-02, eta: 18:02:57, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7703, loss_cls: 1.9729, loss: 1.9729 2020-07-02 13:10:12,440 - mmaction - INFO - Epoch [23][100/940] lr: 1.000e-02, eta: 18:02:26, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7781, loss_cls: 1.9313, loss: 1.9313 2020-07-02 13:10:27,952 - mmaction - INFO - Epoch [23][120/940] lr: 1.000e-02, eta: 18:01:54, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7500, loss_cls: 2.0733, loss: 2.0733 2020-07-02 13:10:43,442 - mmaction - INFO - Epoch [23][140/940] lr: 1.000e-02, eta: 18:01:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 2.0530, loss: 2.0530 2020-07-02 13:10:58,962 - mmaction - INFO - Epoch [23][160/940] lr: 1.000e-02, eta: 18:00:50, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7844, loss_cls: 1.8429, loss: 1.8429 2020-07-02 13:11:14,513 - mmaction - INFO - Epoch [23][180/940] lr: 1.000e-02, eta: 18:00:18, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7859, loss_cls: 1.8453, loss: 1.8453 2020-07-02 13:11:30,000 - mmaction - INFO - Epoch [23][200/940] lr: 1.000e-02, eta: 17:59:46, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 1.8988, loss: 1.8988 2020-07-02 13:11:45,465 - mmaction - INFO - Epoch [23][220/940] lr: 1.000e-02, eta: 17:59:14, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5047, top5_acc: 0.7656, loss_cls: 2.0172, loss: 2.0172 2020-07-02 13:12:00,937 - mmaction - INFO - Epoch [23][240/940] lr: 1.000e-02, eta: 17:58:42, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7484, loss_cls: 2.0232, loss: 2.0232 2020-07-02 13:12:16,406 - mmaction - INFO - Epoch [23][260/940] lr: 1.000e-02, eta: 17:58:10, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7578, loss_cls: 1.9657, loss: 1.9657 2020-07-02 13:12:31,816 - mmaction - INFO - Epoch [23][280/940] lr: 1.000e-02, eta: 17:57:38, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7547, loss_cls: 1.9822, loss: 1.9822 2020-07-02 13:12:47,243 - mmaction - INFO - Epoch [23][300/940] lr: 1.000e-02, eta: 17:57:06, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.9093, loss: 1.9093 2020-07-02 13:13:02,695 - mmaction - INFO - Epoch [23][320/940] lr: 1.000e-02, eta: 17:56:34, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7750, loss_cls: 2.0227, loss: 2.0227 2020-07-02 13:13:18,206 - mmaction - INFO - Epoch [23][340/940] lr: 1.000e-02, eta: 17:56:02, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7937, loss_cls: 1.9128, loss: 1.9128 2020-07-02 13:13:33,622 - mmaction - INFO - Epoch [23][360/940] lr: 1.000e-02, eta: 17:55:30, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7688, loss_cls: 1.9625, loss: 1.9625 2020-07-02 13:13:49,044 - mmaction - INFO - Epoch [23][380/940] lr: 1.000e-02, eta: 17:54:58, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7703, loss_cls: 1.9460, loss: 1.9460 2020-07-02 13:14:04,516 - mmaction - INFO - Epoch [23][400/940] lr: 1.000e-02, eta: 17:54:27, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7984, loss_cls: 1.8090, loss: 1.8090 2020-07-02 13:14:19,934 - mmaction - INFO - Epoch [23][420/940] lr: 1.000e-02, eta: 17:53:55, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 2.0036, loss: 2.0036 2020-07-02 13:14:35,431 - mmaction - INFO - Epoch [23][440/940] lr: 1.000e-02, eta: 17:53:24, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7406, loss_cls: 2.0282, loss: 2.0282 2020-07-02 13:14:50,932 - mmaction - INFO - Epoch [23][460/940] lr: 1.000e-02, eta: 17:52:53, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7922, loss_cls: 1.9121, loss: 1.9121 2020-07-02 13:15:06,368 - mmaction - INFO - Epoch [23][480/940] lr: 1.000e-02, eta: 17:52:21, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7641, loss_cls: 1.9856, loss: 1.9856 2020-07-02 13:15:21,970 - mmaction - INFO - Epoch [23][500/940] lr: 1.000e-02, eta: 17:51:51, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7797, loss_cls: 1.8469, loss: 1.8469 2020-07-02 13:15:37,321 - mmaction - INFO - Epoch [23][520/940] lr: 1.000e-02, eta: 17:51:19, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7703, loss_cls: 1.9669, loss: 1.9669 2020-07-02 13:15:52,880 - mmaction - INFO - Epoch [23][540/940] lr: 1.000e-02, eta: 17:50:48, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7875, loss_cls: 1.8662, loss: 1.8662 2020-07-02 13:16:08,372 - mmaction - INFO - Epoch [23][560/940] lr: 1.000e-02, eta: 17:50:17, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.4797, top5_acc: 0.7469, loss_cls: 2.1435, loss: 2.1435 2020-07-02 13:16:24,028 - mmaction - INFO - Epoch [23][580/940] lr: 1.000e-02, eta: 17:49:47, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7719, loss_cls: 1.9686, loss: 1.9686 2020-07-02 13:16:39,502 - mmaction - INFO - Epoch [23][600/940] lr: 1.000e-02, eta: 17:49:17, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9715, loss: 1.9715 2020-07-02 13:16:55,048 - mmaction - INFO - Epoch [23][620/940] lr: 1.000e-02, eta: 17:48:46, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7937, loss_cls: 1.8857, loss: 1.8857 2020-07-02 13:17:10,512 - mmaction - INFO - Epoch [23][640/940] lr: 1.000e-02, eta: 17:48:15, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9321, loss: 1.9321 2020-07-02 13:17:26,023 - mmaction - INFO - Epoch [23][660/940] lr: 1.000e-02, eta: 17:47:45, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7766, loss_cls: 1.9541, loss: 1.9541 2020-07-02 13:17:41,459 - mmaction - INFO - Epoch [23][680/940] lr: 1.000e-02, eta: 17:47:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7828, loss_cls: 1.9748, loss: 1.9748 2020-07-02 13:17:56,869 - mmaction - INFO - Epoch [23][700/940] lr: 1.000e-02, eta: 17:46:43, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7953, loss_cls: 1.9777, loss: 1.9777 2020-07-02 13:18:12,420 - mmaction - INFO - Epoch [23][720/940] lr: 1.000e-02, eta: 17:46:12, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7734, loss_cls: 1.9467, loss: 1.9467 2020-07-02 13:18:27,934 - mmaction - INFO - Epoch [23][740/940] lr: 1.000e-02, eta: 17:45:42, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7750, loss_cls: 1.9310, loss: 1.9310 2020-07-02 13:18:43,391 - mmaction - INFO - Epoch [23][760/940] lr: 1.000e-02, eta: 17:45:11, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7453, loss_cls: 2.1131, loss: 2.1131 2020-07-02 13:18:58,868 - mmaction - INFO - Epoch [23][780/940] lr: 1.000e-02, eta: 17:44:41, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8906, loss: 1.8906 2020-07-02 13:19:14,348 - mmaction - INFO - Epoch [23][800/940] lr: 1.000e-02, eta: 17:44:10, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5031, top5_acc: 0.7422, loss_cls: 2.1002, loss: 2.1002 2020-07-02 13:19:29,797 - mmaction - INFO - Epoch [23][820/940] lr: 1.000e-02, eta: 17:43:40, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7891, loss_cls: 1.9358, loss: 1.9358 2020-07-02 13:19:45,231 - mmaction - INFO - Epoch [23][840/940] lr: 1.000e-02, eta: 17:43:09, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7734, loss_cls: 2.1138, loss: 2.1138 2020-07-02 13:20:00,703 - mmaction - INFO - Epoch [23][860/940] lr: 1.000e-02, eta: 17:42:39, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7688, loss_cls: 1.9174, loss: 1.9174 2020-07-02 13:20:16,554 - mmaction - INFO - Epoch [23][880/940] lr: 1.000e-02, eta: 17:42:11, time: 0.791, data_time: 0.002, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7609, loss_cls: 2.0493, loss: 2.0493 2020-07-02 13:20:32,043 - mmaction - INFO - Epoch [23][900/940] lr: 1.000e-02, eta: 17:41:41, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7719, loss_cls: 1.9782, loss: 1.9782 2020-07-02 13:20:47,519 - mmaction - INFO - Epoch [23][920/940] lr: 1.000e-02, eta: 17:41:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7516, loss_cls: 2.0333, loss: 2.0333 2020-07-02 13:21:02,440 - mmaction - INFO - Epoch [23][940/940] lr: 1.000e-02, eta: 17:40:37, time: 0.746, data_time: 0.001, memory: 21558, top1_acc: 0.5642, top5_acc: 0.7902, loss_cls: 1.8916, loss: 1.8916 2020-07-02 13:21:07,301 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-07-02 13:23:20,054 - mmaction - INFO - Epoch [24][20/940] lr: 1.000e-02, eta: 17:51:33, time: 6.572, data_time: 5.740, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7578, loss_cls: 2.0496, loss: 2.0496 2020-07-02 13:23:36,290 - mmaction - INFO - Epoch [24][40/940] lr: 1.000e-02, eta: 17:51:06, time: 0.812, data_time: 0.033, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7906, loss_cls: 1.8567, loss: 1.8567 2020-07-02 13:23:51,758 - mmaction - INFO - Epoch [24][60/940] lr: 1.000e-02, eta: 17:50:35, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7766, loss_cls: 1.8536, loss: 1.8536 2020-07-02 13:24:07,319 - mmaction - INFO - Epoch [24][80/940] lr: 1.000e-02, eta: 17:50:04, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7953, loss_cls: 1.8690, loss: 1.8690 2020-07-02 13:24:22,823 - mmaction - INFO - Epoch [24][100/940] lr: 1.000e-02, eta: 17:49:33, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7641, loss_cls: 1.9596, loss: 1.9596 2020-07-02 13:24:38,323 - mmaction - INFO - Epoch [24][120/940] lr: 1.000e-02, eta: 17:49:02, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7797, loss_cls: 1.8703, loss: 1.8703 2020-07-02 13:24:54,033 - mmaction - INFO - Epoch [24][140/940] lr: 1.000e-02, eta: 17:48:32, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7656, loss_cls: 1.8747, loss: 1.8747 2020-07-02 13:25:09,705 - mmaction - INFO - Epoch [24][160/940] lr: 1.000e-02, eta: 17:48:02, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7781, loss_cls: 1.9318, loss: 1.9318 2020-07-02 13:25:25,197 - mmaction - INFO - Epoch [24][180/940] lr: 1.000e-02, eta: 17:47:31, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7906, loss_cls: 1.8539, loss: 1.8539 2020-07-02 13:25:40,739 - mmaction - INFO - Epoch [24][200/940] lr: 1.000e-02, eta: 17:47:01, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.9118, loss: 1.9118 2020-07-02 13:25:56,259 - mmaction - INFO - Epoch [24][220/940] lr: 1.000e-02, eta: 17:46:30, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7594, loss_cls: 2.0265, loss: 2.0265 2020-07-02 13:26:11,738 - mmaction - INFO - Epoch [24][240/940] lr: 1.000e-02, eta: 17:46:00, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7984, loss_cls: 1.8896, loss: 1.8896 2020-07-02 13:26:27,257 - mmaction - INFO - Epoch [24][260/940] lr: 1.000e-02, eta: 17:45:29, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.9562, loss: 1.9562 2020-07-02 13:26:42,725 - mmaction - INFO - Epoch [24][280/940] lr: 1.000e-02, eta: 17:44:58, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7578, loss_cls: 2.0000, loss: 2.0000 2020-07-02 13:26:58,309 - mmaction - INFO - Epoch [24][300/940] lr: 1.000e-02, eta: 17:44:28, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7766, loss_cls: 1.9510, loss: 1.9510 2020-07-02 13:27:13,817 - mmaction - INFO - Epoch [24][320/940] lr: 1.000e-02, eta: 17:43:58, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7297, loss_cls: 2.1133, loss: 2.1133 2020-07-02 13:27:29,318 - mmaction - INFO - Epoch [24][340/940] lr: 1.000e-02, eta: 17:43:27, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7984, loss_cls: 1.8342, loss: 1.8342 2020-07-02 13:27:44,650 - mmaction - INFO - Epoch [24][360/940] lr: 1.000e-02, eta: 17:42:56, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7859, loss_cls: 1.8996, loss: 1.8996 2020-07-02 13:28:00,201 - mmaction - INFO - Epoch [24][380/940] lr: 1.000e-02, eta: 17:42:26, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8993, loss: 1.8993 2020-07-02 13:28:16,046 - mmaction - INFO - Epoch [24][400/940] lr: 1.000e-02, eta: 17:41:57, time: 0.791, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7984, loss_cls: 1.8225, loss: 1.8225 2020-07-02 13:28:31,437 - mmaction - INFO - Epoch [24][420/940] lr: 1.000e-02, eta: 17:41:27, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7922, loss_cls: 1.9172, loss: 1.9172 2020-07-02 13:28:47,025 - mmaction - INFO - Epoch [24][440/940] lr: 1.000e-02, eta: 17:40:57, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.4969, top5_acc: 0.7312, loss_cls: 2.1224, loss: 2.1224 2020-07-02 13:29:02,491 - mmaction - INFO - Epoch [24][460/940] lr: 1.000e-02, eta: 17:40:27, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5234, top5_acc: 0.7672, loss_cls: 2.0585, loss: 2.0585 2020-07-02 13:29:17,937 - mmaction - INFO - Epoch [24][480/940] lr: 1.000e-02, eta: 17:39:56, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7828, loss_cls: 1.9358, loss: 1.9358 2020-07-02 13:29:33,469 - mmaction - INFO - Epoch [24][500/940] lr: 1.000e-02, eta: 17:39:26, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7578, loss_cls: 2.0384, loss: 2.0384 2020-07-02 13:29:48,873 - mmaction - INFO - Epoch [24][520/940] lr: 1.000e-02, eta: 17:38:56, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7781, loss_cls: 1.9303, loss: 1.9303 2020-07-02 13:30:04,375 - mmaction - INFO - Epoch [24][540/940] lr: 1.000e-02, eta: 17:38:26, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7922, loss_cls: 1.9234, loss: 1.9234 2020-07-02 13:30:19,981 - mmaction - INFO - Epoch [24][560/940] lr: 1.000e-02, eta: 17:37:56, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7703, loss_cls: 2.0180, loss: 2.0180 2020-07-02 13:30:35,451 - mmaction - INFO - Epoch [24][580/940] lr: 1.000e-02, eta: 17:37:26, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7391, loss_cls: 2.0242, loss: 2.0242 2020-07-02 13:30:50,901 - mmaction - INFO - Epoch [24][600/940] lr: 1.000e-02, eta: 17:36:56, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7438, loss_cls: 2.1821, loss: 2.1821 2020-07-02 13:31:06,352 - mmaction - INFO - Epoch [24][620/940] lr: 1.000e-02, eta: 17:36:26, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7719, loss_cls: 2.1194, loss: 2.1194 2020-07-02 13:31:21,831 - mmaction - INFO - Epoch [24][640/940] lr: 1.000e-02, eta: 17:35:56, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7906, loss_cls: 1.8994, loss: 1.8994 2020-07-02 13:31:37,292 - mmaction - INFO - Epoch [24][660/940] lr: 1.000e-02, eta: 17:35:27, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7875, loss_cls: 1.8520, loss: 1.8520 2020-07-02 13:31:52,779 - mmaction - INFO - Epoch [24][680/940] lr: 1.000e-02, eta: 17:34:57, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7906, loss_cls: 1.9277, loss: 1.9277 2020-07-02 13:32:08,264 - mmaction - INFO - Epoch [24][700/940] lr: 1.000e-02, eta: 17:34:27, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7859, loss_cls: 1.9939, loss: 1.9939 2020-07-02 13:32:23,752 - mmaction - INFO - Epoch [24][720/940] lr: 1.000e-02, eta: 17:33:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7656, loss_cls: 2.0018, loss: 2.0018 2020-07-02 13:32:39,193 - mmaction - INFO - Epoch [24][740/940] lr: 1.000e-02, eta: 17:33:27, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7891, loss_cls: 1.8759, loss: 1.8759 2020-07-02 13:32:54,659 - mmaction - INFO - Epoch [24][760/940] lr: 1.000e-02, eta: 17:32:58, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 1.9904, loss: 1.9904 2020-07-02 13:33:10,166 - mmaction - INFO - Epoch [24][780/940] lr: 1.000e-02, eta: 17:32:28, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7609, loss_cls: 2.0032, loss: 2.0032 2020-07-02 13:33:25,698 - mmaction - INFO - Epoch [24][800/940] lr: 1.000e-02, eta: 17:31:59, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7766, loss_cls: 1.8657, loss: 1.8657 2020-07-02 13:33:41,262 - mmaction - INFO - Epoch [24][820/940] lr: 1.000e-02, eta: 17:31:30, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.8016, loss_cls: 1.9425, loss: 1.9425 2020-07-02 13:33:56,769 - mmaction - INFO - Epoch [24][840/940] lr: 1.000e-02, eta: 17:31:01, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.9065, loss: 1.9065 2020-07-02 13:34:12,233 - mmaction - INFO - Epoch [24][860/940] lr: 1.000e-02, eta: 17:30:31, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7422, loss_cls: 2.0536, loss: 2.0536 2020-07-02 13:34:27,764 - mmaction - INFO - Epoch [24][880/940] lr: 1.000e-02, eta: 17:30:02, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7812, loss_cls: 1.9691, loss: 1.9691 2020-07-02 13:34:43,280 - mmaction - INFO - Epoch [24][900/940] lr: 1.000e-02, eta: 17:29:33, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5422, top5_acc: 0.8000, loss_cls: 1.9138, loss: 1.9138 2020-07-02 13:34:58,814 - mmaction - INFO - Epoch [24][920/940] lr: 1.000e-02, eta: 17:29:04, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.4984, top5_acc: 0.7562, loss_cls: 2.0056, loss: 2.0056 2020-07-02 13:35:14,066 - mmaction - INFO - Epoch [24][940/940] lr: 1.000e-02, eta: 17:28:34, time: 0.762, data_time: 0.002, memory: 21558, top1_acc: 0.5610, top5_acc: 0.7707, loss_cls: 1.8851, loss: 1.8851 2020-07-02 13:35:19,163 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-07-02 13:36:31,678 - mmaction - INFO - Epoch [25][20/940] lr: 1.000e-02, eta: 17:33:06, time: 3.559, data_time: 2.788, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7844, loss_cls: 1.8947, loss: 1.8947 2020-07-02 13:36:47,721 - mmaction - INFO - Epoch [25][40/940] lr: 1.000e-02, eta: 17:32:40, time: 0.802, data_time: 0.037, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7766, loss_cls: 2.0194, loss: 2.0194 2020-07-02 13:37:03,199 - mmaction - INFO - Epoch [25][60/940] lr: 1.000e-02, eta: 17:32:10, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7766, loss_cls: 1.8507, loss: 1.8507 2020-07-02 13:37:18,697 - mmaction - INFO - Epoch [25][80/940] lr: 1.000e-02, eta: 17:31:41, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.7482, loss: 1.7482 2020-07-02 13:37:34,133 - mmaction - INFO - Epoch [25][100/940] lr: 1.000e-02, eta: 17:31:11, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7953, loss_cls: 1.8235, loss: 1.8235 2020-07-02 13:37:49,544 - mmaction - INFO - Epoch [25][120/940] lr: 1.000e-02, eta: 17:30:41, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7656, loss_cls: 1.9409, loss: 1.9409 2020-07-02 13:38:04,957 - mmaction - INFO - Epoch [25][140/940] lr: 1.000e-02, eta: 17:30:11, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.9050, loss: 1.9050 2020-07-02 13:38:20,411 - mmaction - INFO - Epoch [25][160/940] lr: 1.000e-02, eta: 17:29:42, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8203, loss_cls: 1.8455, loss: 1.8455 2020-07-02 13:38:35,894 - mmaction - INFO - Epoch [25][180/940] lr: 1.000e-02, eta: 17:29:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7953, loss_cls: 1.9285, loss: 1.9285 2020-07-02 13:38:51,297 - mmaction - INFO - Epoch [25][200/940] lr: 1.000e-02, eta: 17:28:42, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7844, loss_cls: 1.9301, loss: 1.9301 2020-07-02 13:39:06,786 - mmaction - INFO - Epoch [25][220/940] lr: 1.000e-02, eta: 17:28:13, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8016, loss_cls: 1.8229, loss: 1.8229 2020-07-02 13:39:22,256 - mmaction - INFO - Epoch [25][240/940] lr: 1.000e-02, eta: 17:27:44, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7719, loss_cls: 1.9420, loss: 1.9420 2020-07-02 13:39:37,807 - mmaction - INFO - Epoch [25][260/940] lr: 1.000e-02, eta: 17:27:15, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7516, loss_cls: 1.9489, loss: 1.9489 2020-07-02 13:39:53,272 - mmaction - INFO - Epoch [25][280/940] lr: 1.000e-02, eta: 17:26:46, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7969, loss_cls: 1.7638, loss: 1.7638 2020-07-02 13:40:09,028 - mmaction - INFO - Epoch [25][300/940] lr: 1.000e-02, eta: 17:26:18, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7594, loss_cls: 1.9227, loss: 1.9227 2020-07-02 13:40:24,477 - mmaction - INFO - Epoch [25][320/940] lr: 1.000e-02, eta: 17:25:49, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7984, loss_cls: 1.7629, loss: 1.7629 2020-07-02 13:40:40,036 - mmaction - INFO - Epoch [25][340/940] lr: 1.000e-02, eta: 17:25:20, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7594, loss_cls: 1.9156, loss: 1.9156 2020-07-02 13:40:55,525 - mmaction - INFO - Epoch [25][360/940] lr: 1.000e-02, eta: 17:24:51, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5188, top5_acc: 0.7703, loss_cls: 1.9519, loss: 1.9519 2020-07-02 13:41:11,046 - mmaction - INFO - Epoch [25][380/940] lr: 1.000e-02, eta: 17:24:22, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7781, loss_cls: 1.9451, loss: 1.9451 2020-07-02 13:41:26,719 - mmaction - INFO - Epoch [25][400/940] lr: 1.000e-02, eta: 17:23:54, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7781, loss_cls: 1.9002, loss: 1.9002 2020-07-02 13:41:42,228 - mmaction - INFO - Epoch [25][420/940] lr: 1.000e-02, eta: 17:23:26, time: 0.779, data_time: 0.004, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7859, loss_cls: 1.9522, loss: 1.9522 2020-07-02 13:41:57,610 - mmaction - INFO - Epoch [25][440/940] lr: 1.000e-02, eta: 17:22:56, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7859, loss_cls: 1.8986, loss: 1.8986 2020-07-02 13:42:13,075 - mmaction - INFO - Epoch [25][460/940] lr: 1.000e-02, eta: 17:22:27, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7500, loss_cls: 2.0451, loss: 2.0451 2020-07-02 13:42:28,587 - mmaction - INFO - Epoch [25][480/940] lr: 1.000e-02, eta: 17:21:59, time: 0.779, data_time: 0.004, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7516, loss_cls: 1.9862, loss: 1.9862 2020-07-02 13:42:44,067 - mmaction - INFO - Epoch [25][500/940] lr: 1.000e-02, eta: 17:21:30, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.8876, loss: 1.8876 2020-07-02 13:42:59,497 - mmaction - INFO - Epoch [25][520/940] lr: 1.000e-02, eta: 17:21:01, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 1.8958, loss: 1.8958 2020-07-02 13:43:14,878 - mmaction - INFO - Epoch [25][540/940] lr: 1.000e-02, eta: 17:20:32, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7766, loss_cls: 1.9358, loss: 1.9358 2020-07-02 13:43:30,385 - mmaction - INFO - Epoch [25][560/940] lr: 1.000e-02, eta: 17:20:04, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7719, loss_cls: 1.9219, loss: 1.9219 2020-07-02 13:43:46,015 - mmaction - INFO - Epoch [25][580/940] lr: 1.000e-02, eta: 17:19:36, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 2.0003, loss: 2.0003 2020-07-02 13:44:01,475 - mmaction - INFO - Epoch [25][600/940] lr: 1.000e-02, eta: 17:19:07, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7609, loss_cls: 2.0273, loss: 2.0273 2020-07-02 13:44:16,907 - mmaction - INFO - Epoch [25][620/940] lr: 1.000e-02, eta: 17:18:38, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 2.0085, loss: 2.0085 2020-07-02 13:44:32,318 - mmaction - INFO - Epoch [25][640/940] lr: 1.000e-02, eta: 17:18:09, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7766, loss_cls: 1.8930, loss: 1.8930 2020-07-02 13:44:47,811 - mmaction - INFO - Epoch [25][660/940] lr: 1.000e-02, eta: 17:17:41, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.9305, loss: 1.9305 2020-07-02 13:45:03,314 - mmaction - INFO - Epoch [25][680/940] lr: 1.000e-02, eta: 17:17:13, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.9212, loss: 1.9212 2020-07-02 13:45:18,809 - mmaction - INFO - Epoch [25][700/940] lr: 1.000e-02, eta: 17:16:45, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5016, top5_acc: 0.7625, loss_cls: 2.0138, loss: 2.0138 2020-07-02 13:45:34,258 - mmaction - INFO - Epoch [25][720/940] lr: 1.000e-02, eta: 17:16:16, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 1.8804, loss: 1.8804 2020-07-02 13:45:49,735 - mmaction - INFO - Epoch [25][740/940] lr: 1.000e-02, eta: 17:15:48, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7953, loss_cls: 1.9027, loss: 1.9027 2020-07-02 13:46:05,152 - mmaction - INFO - Epoch [25][760/940] lr: 1.000e-02, eta: 17:15:19, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7375, loss_cls: 2.1505, loss: 2.1505 2020-07-02 13:46:20,554 - mmaction - INFO - Epoch [25][780/940] lr: 1.000e-02, eta: 17:14:51, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7609, loss_cls: 1.9228, loss: 1.9228 2020-07-02 13:46:35,967 - mmaction - INFO - Epoch [25][800/940] lr: 1.000e-02, eta: 17:14:22, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7859, loss_cls: 1.9007, loss: 1.9007 2020-07-02 13:46:51,417 - mmaction - INFO - Epoch [25][820/940] lr: 1.000e-02, eta: 17:13:54, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7797, loss_cls: 1.9358, loss: 1.9358 2020-07-02 13:47:06,910 - mmaction - INFO - Epoch [25][840/940] lr: 1.000e-02, eta: 17:13:25, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8094, loss_cls: 1.7758, loss: 1.7758 2020-07-02 13:47:22,334 - mmaction - INFO - Epoch [25][860/940] lr: 1.000e-02, eta: 17:12:57, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7797, loss_cls: 1.8290, loss: 1.8290 2020-07-02 13:47:37,800 - mmaction - INFO - Epoch [25][880/940] lr: 1.000e-02, eta: 17:12:29, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7812, loss_cls: 1.8388, loss: 1.8388 2020-07-02 13:47:53,335 - mmaction - INFO - Epoch [25][900/940] lr: 1.000e-02, eta: 17:12:01, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7828, loss_cls: 1.9641, loss: 1.9641 2020-07-02 13:48:08,654 - mmaction - INFO - Epoch [25][920/940] lr: 1.000e-02, eta: 17:11:33, time: 0.767, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7969, loss_cls: 1.8542, loss: 1.8542 2020-07-02 13:48:23,508 - mmaction - INFO - Epoch [25][940/940] lr: 1.000e-02, eta: 17:11:02, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.5431, top5_acc: 0.7984, loss_cls: 1.9358, loss: 1.9358 2020-07-02 13:48:28,325 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-02 13:54:29,494 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 13:54:30,275 - mmaction - INFO - top1_acc 0.6139 top5_acc 0.8383 2020-07-02 13:54:30,275 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 13:54:30,327 - mmaction - INFO - mean_acc 0.6136 2020-07-02 13:54:30,336 - mmaction - INFO - Epoch [25][940/940] lr: 1.000e-02, top1_acc: 0.6139, top5_acc: 0.8383, mean_class_accuracy: 0.6136 2020-07-02 13:56:52,716 - mmaction - INFO - Epoch [26][20/940] lr: 1.000e-02, eta: 17:21:07, time: 7.117, data_time: 6.158, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7672, loss_cls: 1.9098, loss: 1.9098 2020-07-02 13:57:08,628 - mmaction - INFO - Epoch [26][40/940] lr: 1.000e-02, eta: 17:20:40, time: 0.796, data_time: 0.020, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7859, loss_cls: 1.8491, loss: 1.8491 2020-07-02 13:57:24,393 - mmaction - INFO - Epoch [26][60/940] lr: 1.000e-02, eta: 17:20:13, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.5109, top5_acc: 0.7734, loss_cls: 1.9743, loss: 1.9743 2020-07-02 13:57:39,924 - mmaction - INFO - Epoch [26][80/940] lr: 1.000e-02, eta: 17:19:44, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7891, loss_cls: 1.8993, loss: 1.8993 2020-07-02 13:57:55,514 - mmaction - INFO - Epoch [26][100/940] lr: 1.000e-02, eta: 17:19:16, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7766, loss_cls: 1.9265, loss: 1.9265 2020-07-02 13:58:11,043 - mmaction - INFO - Epoch [26][120/940] lr: 1.000e-02, eta: 17:18:48, time: 0.780, data_time: 0.006, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7984, loss_cls: 1.8236, loss: 1.8236 2020-07-02 13:58:26,519 - mmaction - INFO - Epoch [26][140/940] lr: 1.000e-02, eta: 17:18:19, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7656, loss_cls: 1.8935, loss: 1.8935 2020-07-02 13:58:41,972 - mmaction - INFO - Epoch [26][160/940] lr: 1.000e-02, eta: 17:17:50, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7594, loss_cls: 2.0167, loss: 2.0167 2020-07-02 13:58:57,423 - mmaction - INFO - Epoch [26][180/940] lr: 1.000e-02, eta: 17:17:21, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.8047, loss_cls: 1.7654, loss: 1.7654 2020-07-02 13:59:12,874 - mmaction - INFO - Epoch [26][200/940] lr: 1.000e-02, eta: 17:16:52, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7797, loss_cls: 1.9530, loss: 1.9530 2020-07-02 13:59:28,340 - mmaction - INFO - Epoch [26][220/940] lr: 1.000e-02, eta: 17:16:24, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6016, top5_acc: 0.8031, loss_cls: 1.7409, loss: 1.7409 2020-07-02 13:59:43,834 - mmaction - INFO - Epoch [26][240/940] lr: 1.000e-02, eta: 17:15:55, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8000, loss_cls: 1.8119, loss: 1.8119 2020-07-02 13:59:59,304 - mmaction - INFO - Epoch [26][260/940] lr: 1.000e-02, eta: 17:15:26, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7828, loss_cls: 1.8824, loss: 1.8824 2020-07-02 14:00:18,122 - mmaction - INFO - Epoch [26][280/940] lr: 1.000e-02, eta: 17:15:14, time: 0.941, data_time: 0.003, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7766, loss_cls: 1.8627, loss: 1.8627 2020-07-02 14:00:33,784 - mmaction - INFO - Epoch [26][300/940] lr: 1.000e-02, eta: 17:14:47, time: 0.785, data_time: 0.005, memory: 21558, top1_acc: 0.5266, top5_acc: 0.7844, loss_cls: 1.9709, loss: 1.9709 2020-07-02 14:00:49,440 - mmaction - INFO - Epoch [26][320/940] lr: 1.000e-02, eta: 17:14:19, time: 0.781, data_time: 0.004, memory: 21558, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7412, loss: 1.7412 2020-07-02 14:01:04,959 - mmaction - INFO - Epoch [26][340/940] lr: 1.000e-02, eta: 17:13:51, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7891, loss_cls: 1.9183, loss: 1.9183 2020-07-02 14:01:20,403 - mmaction - INFO - Epoch [26][360/940] lr: 1.000e-02, eta: 17:13:22, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7781, loss_cls: 1.9076, loss: 1.9076 2020-07-02 14:01:35,870 - mmaction - INFO - Epoch [26][380/940] lr: 1.000e-02, eta: 17:12:54, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7547, loss_cls: 2.0029, loss: 2.0029 2020-07-02 14:01:53,222 - mmaction - INFO - Epoch [26][400/940] lr: 1.000e-02, eta: 17:12:35, time: 0.870, data_time: 0.003, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7688, loss_cls: 1.9465, loss: 1.9465 2020-07-02 14:02:08,692 - mmaction - INFO - Epoch [26][420/940] lr: 1.000e-02, eta: 17:12:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7719, loss_cls: 1.8667, loss: 1.8667 2020-07-02 14:02:24,180 - mmaction - INFO - Epoch [26][440/940] lr: 1.000e-02, eta: 17:11:38, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.7802, loss: 1.7802 2020-07-02 14:02:39,636 - mmaction - INFO - Epoch [26][460/940] lr: 1.000e-02, eta: 17:11:10, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7578, loss_cls: 1.9490, loss: 1.9490 2020-07-02 14:02:55,109 - mmaction - INFO - Epoch [26][480/940] lr: 1.000e-02, eta: 17:10:42, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7859, loss_cls: 1.8317, loss: 1.8317 2020-07-02 14:03:10,564 - mmaction - INFO - Epoch [26][500/940] lr: 1.000e-02, eta: 17:10:14, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7984, loss_cls: 1.8574, loss: 1.8574 2020-07-02 14:03:26,007 - mmaction - INFO - Epoch [26][520/940] lr: 1.000e-02, eta: 17:09:45, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7969, loss_cls: 1.8371, loss: 1.8371 2020-07-02 14:03:41,562 - mmaction - INFO - Epoch [26][540/940] lr: 1.000e-02, eta: 17:09:17, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8000, loss_cls: 1.7783, loss: 1.7783 2020-07-02 14:03:57,123 - mmaction - INFO - Epoch [26][560/940] lr: 1.000e-02, eta: 17:08:50, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7891, loss_cls: 1.8586, loss: 1.8586 2020-07-02 14:04:12,685 - mmaction - INFO - Epoch [26][580/940] lr: 1.000e-02, eta: 17:08:22, time: 0.779, data_time: 0.004, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7812, loss_cls: 1.8756, loss: 1.8756 2020-07-02 14:04:28,185 - mmaction - INFO - Epoch [26][600/940] lr: 1.000e-02, eta: 17:07:54, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8000, loss_cls: 1.7864, loss: 1.7864 2020-07-02 14:04:43,654 - mmaction - INFO - Epoch [26][620/940] lr: 1.000e-02, eta: 17:07:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7734, loss_cls: 1.9704, loss: 1.9704 2020-07-02 14:04:59,080 - mmaction - INFO - Epoch [26][640/940] lr: 1.000e-02, eta: 17:06:58, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7766, loss_cls: 1.9172, loss: 1.9172 2020-07-02 14:05:15,030 - mmaction - INFO - Epoch [26][660/940] lr: 1.000e-02, eta: 17:06:33, time: 0.797, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7578, loss_cls: 2.0292, loss: 2.0292 2020-07-02 14:05:30,435 - mmaction - INFO - Epoch [26][680/940] lr: 1.000e-02, eta: 17:06:04, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7797, loss_cls: 1.8892, loss: 1.8892 2020-07-02 14:05:45,952 - mmaction - INFO - Epoch [26][700/940] lr: 1.000e-02, eta: 17:05:37, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7875, loss_cls: 1.8582, loss: 1.8582 2020-07-02 14:06:01,409 - mmaction - INFO - Epoch [26][720/940] lr: 1.000e-02, eta: 17:05:09, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7891, loss_cls: 1.8896, loss: 1.8896 2020-07-02 14:06:16,852 - mmaction - INFO - Epoch [26][740/940] lr: 1.000e-02, eta: 17:04:41, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7828, loss_cls: 1.8836, loss: 1.8836 2020-07-02 14:06:32,323 - mmaction - INFO - Epoch [26][760/940] lr: 1.000e-02, eta: 17:04:13, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7859, loss_cls: 1.8509, loss: 1.8509 2020-07-02 14:06:47,748 - mmaction - INFO - Epoch [26][780/940] lr: 1.000e-02, eta: 17:03:45, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7937, loss_cls: 1.8966, loss: 1.8966 2020-07-02 14:07:03,244 - mmaction - INFO - Epoch [26][800/940] lr: 1.000e-02, eta: 17:03:18, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7656, loss_cls: 1.9190, loss: 1.9190 2020-07-02 14:07:18,667 - mmaction - INFO - Epoch [26][820/940] lr: 1.000e-02, eta: 17:02:50, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7625, loss_cls: 2.1209, loss: 2.1209 2020-07-02 14:07:34,162 - mmaction - INFO - Epoch [26][840/940] lr: 1.000e-02, eta: 17:02:22, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7859, loss_cls: 1.8477, loss: 1.8477 2020-07-02 14:07:49,939 - mmaction - INFO - Epoch [26][860/940] lr: 1.000e-02, eta: 17:01:56, time: 0.789, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7844, loss_cls: 1.9448, loss: 1.9448 2020-07-02 14:08:05,343 - mmaction - INFO - Epoch [26][880/940] lr: 1.000e-02, eta: 17:01:28, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5906, top5_acc: 0.7891, loss_cls: 1.8009, loss: 1.8009 2020-07-02 14:08:20,719 - mmaction - INFO - Epoch [26][900/940] lr: 1.000e-02, eta: 17:01:00, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7859, loss_cls: 1.7903, loss: 1.7903 2020-07-02 14:08:36,225 - mmaction - INFO - Epoch [26][920/940] lr: 1.000e-02, eta: 17:00:33, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5359, top5_acc: 0.7812, loss_cls: 1.8909, loss: 1.8909 2020-07-02 14:08:50,944 - mmaction - INFO - Epoch [26][940/940] lr: 1.000e-02, eta: 17:00:02, time: 0.738, data_time: 0.003, memory: 21558, top1_acc: 0.5528, top5_acc: 0.7837, loss_cls: 1.8708, loss: 1.8708 2020-07-02 14:08:57,748 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-07-02 14:11:46,372 - mmaction - INFO - Epoch [27][20/940] lr: 1.000e-02, eta: 17:11:16, time: 8.362, data_time: 7.529, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7812, loss_cls: 1.9828, loss: 1.9828 2020-07-02 14:12:01,918 - mmaction - INFO - Epoch [27][40/940] lr: 1.000e-02, eta: 17:10:48, time: 0.778, data_time: 0.006, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7844, loss_cls: 1.8819, loss: 1.8819 2020-07-02 14:12:17,442 - mmaction - INFO - Epoch [27][60/940] lr: 1.000e-02, eta: 17:10:19, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7812, loss_cls: 1.8233, loss: 1.8233 2020-07-02 14:12:32,786 - mmaction - INFO - Epoch [27][80/940] lr: 1.000e-02, eta: 17:09:50, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7734, loss_cls: 1.7904, loss: 1.7904 2020-07-02 14:12:48,321 - mmaction - INFO - Epoch [27][100/940] lr: 1.000e-02, eta: 17:09:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7984, loss_cls: 1.8204, loss: 1.8204 2020-07-02 14:13:03,790 - mmaction - INFO - Epoch [27][120/940] lr: 1.000e-02, eta: 17:08:54, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7937, loss_cls: 1.8972, loss: 1.8972 2020-07-02 14:13:19,358 - mmaction - INFO - Epoch [27][140/940] lr: 1.000e-02, eta: 17:08:26, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7859, loss_cls: 1.9515, loss: 1.9515 2020-07-02 14:13:34,898 - mmaction - INFO - Epoch [27][160/940] lr: 1.000e-02, eta: 17:07:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.4891, top5_acc: 0.7562, loss_cls: 2.0850, loss: 2.0850 2020-07-02 14:13:50,511 - mmaction - INFO - Epoch [27][180/940] lr: 1.000e-02, eta: 17:07:30, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7844, loss_cls: 1.9019, loss: 1.9019 2020-07-02 14:14:06,147 - mmaction - INFO - Epoch [27][200/940] lr: 1.000e-02, eta: 17:07:03, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 2.0008, loss: 2.0008 2020-07-02 14:14:21,614 - mmaction - INFO - Epoch [27][220/940] lr: 1.000e-02, eta: 17:06:35, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.6819, loss: 1.6819 2020-07-02 14:14:37,083 - mmaction - INFO - Epoch [27][240/940] lr: 1.000e-02, eta: 17:06:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.8016, loss_cls: 1.8597, loss: 1.8597 2020-07-02 14:14:52,617 - mmaction - INFO - Epoch [27][260/940] lr: 1.000e-02, eta: 17:05:39, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7750, loss_cls: 1.8831, loss: 1.8831 2020-07-02 14:15:08,384 - mmaction - INFO - Epoch [27][280/940] lr: 1.000e-02, eta: 17:05:12, time: 0.787, data_time: 0.001, memory: 21558, top1_acc: 0.4875, top5_acc: 0.7516, loss_cls: 2.1297, loss: 2.1297 2020-07-02 14:15:23,896 - mmaction - INFO - Epoch [27][300/940] lr: 1.000e-02, eta: 17:04:44, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7609, loss_cls: 2.0041, loss: 2.0041 2020-07-02 14:15:39,306 - mmaction - INFO - Epoch [27][320/940] lr: 1.000e-02, eta: 17:04:16, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7672, loss_cls: 1.9168, loss: 1.9168 2020-07-02 14:15:55,091 - mmaction - INFO - Epoch [27][340/940] lr: 1.000e-02, eta: 17:03:49, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7875, loss_cls: 1.9261, loss: 1.9261 2020-07-02 14:16:10,474 - mmaction - INFO - Epoch [27][360/940] lr: 1.000e-02, eta: 17:03:21, time: 0.771, data_time: 0.004, memory: 21558, top1_acc: 0.5125, top5_acc: 0.7328, loss_cls: 2.1167, loss: 2.1167 2020-07-02 14:16:25,919 - mmaction - INFO - Epoch [27][380/940] lr: 1.000e-02, eta: 17:02:53, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7844, loss_cls: 1.8734, loss: 1.8734 2020-07-02 14:16:42,102 - mmaction - INFO - Epoch [27][400/940] lr: 1.000e-02, eta: 17:02:28, time: 0.809, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7562, loss_cls: 1.9652, loss: 1.9652 2020-07-02 14:16:57,488 - mmaction - INFO - Epoch [27][420/940] lr: 1.000e-02, eta: 17:02:00, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7891, loss_cls: 1.9539, loss: 1.9539 2020-07-02 14:17:12,973 - mmaction - INFO - Epoch [27][440/940] lr: 1.000e-02, eta: 17:01:32, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7984, loss_cls: 1.8567, loss: 1.8567 2020-07-02 14:17:28,433 - mmaction - INFO - Epoch [27][460/940] lr: 1.000e-02, eta: 17:01:04, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7937, loss_cls: 1.8493, loss: 1.8493 2020-07-02 14:17:43,982 - mmaction - INFO - Epoch [27][480/940] lr: 1.000e-02, eta: 17:00:36, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7906, loss_cls: 1.8408, loss: 1.8408 2020-07-02 14:17:59,429 - mmaction - INFO - Epoch [27][500/940] lr: 1.000e-02, eta: 17:00:09, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.7615, loss: 1.7615 2020-07-02 14:18:14,875 - mmaction - INFO - Epoch [27][520/940] lr: 1.000e-02, eta: 16:59:41, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5594, top5_acc: 0.8000, loss_cls: 1.8153, loss: 1.8153 2020-07-02 14:18:38,225 - mmaction - INFO - Epoch [27][540/940] lr: 1.000e-02, eta: 16:59:48, time: 1.168, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7891, loss_cls: 1.8749, loss: 1.8749 2020-07-02 14:18:53,760 - mmaction - INFO - Epoch [27][560/940] lr: 1.000e-02, eta: 16:59:20, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7766, loss_cls: 1.9842, loss: 1.9842 2020-07-02 14:19:09,222 - mmaction - INFO - Epoch [27][580/940] lr: 1.000e-02, eta: 16:58:53, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.8641, loss: 1.8641 2020-07-02 14:19:24,831 - mmaction - INFO - Epoch [27][600/940] lr: 1.000e-02, eta: 16:58:26, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7969, loss_cls: 1.9048, loss: 1.9048 2020-07-02 14:19:40,274 - mmaction - INFO - Epoch [27][620/940] lr: 1.000e-02, eta: 16:57:58, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7812, loss_cls: 1.8884, loss: 1.8884 2020-07-02 14:19:55,831 - mmaction - INFO - Epoch [27][640/940] lr: 1.000e-02, eta: 16:57:31, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7781, loss_cls: 1.8665, loss: 1.8665 2020-07-02 14:20:11,621 - mmaction - INFO - Epoch [27][660/940] lr: 1.000e-02, eta: 16:57:05, time: 0.790, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7984, loss_cls: 1.8739, loss: 1.8739 2020-07-02 14:20:27,214 - mmaction - INFO - Epoch [27][680/940] lr: 1.000e-02, eta: 16:56:38, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.8047, loss_cls: 1.9389, loss: 1.9389 2020-07-02 14:20:42,755 - mmaction - INFO - Epoch [27][700/940] lr: 1.000e-02, eta: 16:56:10, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7703, loss_cls: 1.9537, loss: 1.9537 2020-07-02 14:20:58,277 - mmaction - INFO - Epoch [27][720/940] lr: 1.000e-02, eta: 16:55:43, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7891, loss_cls: 1.8563, loss: 1.8563 2020-07-02 14:21:13,738 - mmaction - INFO - Epoch [27][740/940] lr: 1.000e-02, eta: 16:55:15, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7688, loss_cls: 1.8701, loss: 1.8701 2020-07-02 14:21:29,232 - mmaction - INFO - Epoch [27][760/940] lr: 1.000e-02, eta: 16:54:48, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7937, loss_cls: 1.8572, loss: 1.8572 2020-07-02 14:21:44,625 - mmaction - INFO - Epoch [27][780/940] lr: 1.000e-02, eta: 16:54:21, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7734, loss_cls: 1.9782, loss: 1.9782 2020-07-02 14:22:00,242 - mmaction - INFO - Epoch [27][800/940] lr: 1.000e-02, eta: 16:53:54, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7609, loss_cls: 1.9616, loss: 1.9616 2020-07-02 14:22:16,250 - mmaction - INFO - Epoch [27][820/940] lr: 1.000e-02, eta: 16:53:29, time: 0.798, data_time: 0.000, memory: 21558, top1_acc: 0.5656, top5_acc: 0.8266, loss_cls: 1.7926, loss: 1.7926 2020-07-02 14:22:31,810 - mmaction - INFO - Epoch [27][840/940] lr: 1.000e-02, eta: 16:53:02, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7688, loss_cls: 1.9402, loss: 1.9402 2020-07-02 14:22:47,338 - mmaction - INFO - Epoch [27][860/940] lr: 1.000e-02, eta: 16:52:35, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8109, loss_cls: 1.8061, loss: 1.8061 2020-07-02 14:23:02,854 - mmaction - INFO - Epoch [27][880/940] lr: 1.000e-02, eta: 16:52:08, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7781, loss_cls: 1.9646, loss: 1.9646 2020-07-02 14:23:18,444 - mmaction - INFO - Epoch [27][900/940] lr: 1.000e-02, eta: 16:51:41, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7828, loss_cls: 1.9063, loss: 1.9063 2020-07-02 14:23:33,935 - mmaction - INFO - Epoch [27][920/940] lr: 1.000e-02, eta: 16:51:14, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7500, loss_cls: 2.0561, loss: 2.0561 2020-07-02 14:23:48,799 - mmaction - INFO - Epoch [27][940/940] lr: 1.000e-02, eta: 16:50:44, time: 0.743, data_time: 0.001, memory: 21558, top1_acc: 0.5561, top5_acc: 0.7642, loss_cls: 1.9654, loss: 1.9654 2020-07-02 14:23:53,723 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-07-02 14:26:04,169 - mmaction - INFO - Epoch [28][20/940] lr: 1.000e-02, eta: 16:58:24, time: 6.449, data_time: 5.583, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7625, loss_cls: 1.9077, loss: 1.9077 2020-07-02 14:26:19,824 - mmaction - INFO - Epoch [28][40/940] lr: 1.000e-02, eta: 16:57:57, time: 0.784, data_time: 0.008, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7984, loss_cls: 1.8244, loss: 1.8244 2020-07-02 14:26:35,227 - mmaction - INFO - Epoch [28][60/940] lr: 1.000e-02, eta: 16:57:29, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7641, loss_cls: 1.9486, loss: 1.9486 2020-07-02 14:26:50,741 - mmaction - INFO - Epoch [28][80/940] lr: 1.000e-02, eta: 16:57:01, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.8797, loss: 1.8797 2020-07-02 14:27:06,228 - mmaction - INFO - Epoch [28][100/940] lr: 1.000e-02, eta: 16:56:33, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7828, loss_cls: 1.9404, loss: 1.9404 2020-07-02 14:27:21,699 - mmaction - INFO - Epoch [28][120/940] lr: 1.000e-02, eta: 16:56:06, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7703, loss_cls: 1.9463, loss: 1.9463 2020-07-02 14:27:37,090 - mmaction - INFO - Epoch [28][140/940] lr: 1.000e-02, eta: 16:55:38, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5813, top5_acc: 0.8078, loss_cls: 1.7921, loss: 1.7921 2020-07-02 14:27:52,655 - mmaction - INFO - Epoch [28][160/940] lr: 1.000e-02, eta: 16:55:10, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8125, loss_cls: 1.8544, loss: 1.8544 2020-07-02 14:28:08,133 - mmaction - INFO - Epoch [28][180/940] lr: 1.000e-02, eta: 16:54:43, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7937, loss_cls: 1.7620, loss: 1.7620 2020-07-02 14:28:23,599 - mmaction - INFO - Epoch [28][200/940] lr: 1.000e-02, eta: 16:54:15, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0151, loss: 2.0151 2020-07-02 14:28:39,068 - mmaction - INFO - Epoch [28][220/940] lr: 1.000e-02, eta: 16:53:48, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7828, loss_cls: 1.8944, loss: 1.8944 2020-07-02 14:28:54,614 - mmaction - INFO - Epoch [28][240/940] lr: 1.000e-02, eta: 16:53:20, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7891, loss_cls: 1.8282, loss: 1.8282 2020-07-02 14:29:10,073 - mmaction - INFO - Epoch [28][260/940] lr: 1.000e-02, eta: 16:52:53, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7859, loss_cls: 1.8744, loss: 1.8744 2020-07-02 14:29:25,523 - mmaction - INFO - Epoch [28][280/940] lr: 1.000e-02, eta: 16:52:25, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7891, loss_cls: 1.8715, loss: 1.8715 2020-07-02 14:29:41,024 - mmaction - INFO - Epoch [28][300/940] lr: 1.000e-02, eta: 16:51:58, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7641, loss_cls: 1.9461, loss: 1.9461 2020-07-02 14:29:56,463 - mmaction - INFO - Epoch [28][320/940] lr: 1.000e-02, eta: 16:51:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.8047, loss_cls: 1.7741, loss: 1.7741 2020-07-02 14:30:12,339 - mmaction - INFO - Epoch [28][340/940] lr: 1.000e-02, eta: 16:51:05, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7469, loss_cls: 1.9406, loss: 1.9406 2020-07-02 14:30:27,928 - mmaction - INFO - Epoch [28][360/940] lr: 1.000e-02, eta: 16:50:38, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8109, loss_cls: 1.6924, loss: 1.6924 2020-07-02 14:30:43,438 - mmaction - INFO - Epoch [28][380/940] lr: 1.000e-02, eta: 16:50:10, time: 0.776, data_time: 0.005, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7719, loss_cls: 1.8922, loss: 1.8922 2020-07-02 14:30:59,016 - mmaction - INFO - Epoch [28][400/940] lr: 1.000e-02, eta: 16:49:44, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7906, loss_cls: 1.9100, loss: 1.9100 2020-07-02 14:31:14,711 - mmaction - INFO - Epoch [28][420/940] lr: 1.000e-02, eta: 16:49:17, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7906, loss_cls: 1.8776, loss: 1.8776 2020-07-02 14:31:30,184 - mmaction - INFO - Epoch [28][440/940] lr: 1.000e-02, eta: 16:48:50, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7719, loss_cls: 1.9818, loss: 1.9818 2020-07-02 14:31:45,729 - mmaction - INFO - Epoch [28][460/940] lr: 1.000e-02, eta: 16:48:23, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.8184, loss: 1.8184 2020-07-02 14:32:01,254 - mmaction - INFO - Epoch [28][480/940] lr: 1.000e-02, eta: 16:47:56, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.8031, loss_cls: 1.8243, loss: 1.8243 2020-07-02 14:32:16,754 - mmaction - INFO - Epoch [28][500/940] lr: 1.000e-02, eta: 16:47:29, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7797, loss_cls: 1.9265, loss: 1.9265 2020-07-02 14:32:32,268 - mmaction - INFO - Epoch [28][520/940] lr: 1.000e-02, eta: 16:47:02, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7828, loss_cls: 1.8960, loss: 1.8960 2020-07-02 14:32:47,710 - mmaction - INFO - Epoch [28][540/940] lr: 1.000e-02, eta: 16:46:35, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7283, loss: 1.7283 2020-07-02 14:33:03,273 - mmaction - INFO - Epoch [28][560/940] lr: 1.000e-02, eta: 16:46:08, time: 0.778, data_time: 0.005, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7812, loss_cls: 1.9178, loss: 1.9178 2020-07-02 14:33:18,777 - mmaction - INFO - Epoch [28][580/940] lr: 1.000e-02, eta: 16:45:41, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.9247, loss: 1.9247 2020-07-02 14:33:34,243 - mmaction - INFO - Epoch [28][600/940] lr: 1.000e-02, eta: 16:45:14, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7812, loss_cls: 1.9091, loss: 1.9091 2020-07-02 14:33:49,760 - mmaction - INFO - Epoch [28][620/940] lr: 1.000e-02, eta: 16:44:47, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8000, loss_cls: 1.7976, loss: 1.7976 2020-07-02 14:34:05,297 - mmaction - INFO - Epoch [28][640/940] lr: 1.000e-02, eta: 16:44:21, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7984, loss_cls: 1.8560, loss: 1.8560 2020-07-02 14:34:20,685 - mmaction - INFO - Epoch [28][660/940] lr: 1.000e-02, eta: 16:43:53, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7984, loss_cls: 1.8769, loss: 1.8769 2020-07-02 14:34:36,110 - mmaction - INFO - Epoch [28][680/940] lr: 1.000e-02, eta: 16:43:26, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7828, loss_cls: 1.8551, loss: 1.8551 2020-07-02 14:34:51,587 - mmaction - INFO - Epoch [28][700/940] lr: 1.000e-02, eta: 16:42:59, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8187, loss_cls: 1.7724, loss: 1.7724 2020-07-02 14:35:07,302 - mmaction - INFO - Epoch [28][720/940] lr: 1.000e-02, eta: 16:42:33, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.8749, loss: 1.8749 2020-07-02 14:35:22,908 - mmaction - INFO - Epoch [28][740/940] lr: 1.000e-02, eta: 16:42:07, time: 0.782, data_time: 0.004, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7922, loss_cls: 1.9202, loss: 1.9202 2020-07-02 14:35:38,436 - mmaction - INFO - Epoch [28][760/940] lr: 1.000e-02, eta: 16:41:41, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7859, loss_cls: 1.8377, loss: 1.8377 2020-07-02 14:35:53,871 - mmaction - INFO - Epoch [28][780/940] lr: 1.000e-02, eta: 16:41:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.8047, loss_cls: 1.8650, loss: 1.8650 2020-07-02 14:36:09,385 - mmaction - INFO - Epoch [28][800/940] lr: 1.000e-02, eta: 16:40:47, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7891, loss_cls: 1.7926, loss: 1.7926 2020-07-02 14:36:24,814 - mmaction - INFO - Epoch [28][820/940] lr: 1.000e-02, eta: 16:40:20, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7828, loss_cls: 1.9134, loss: 1.9134 2020-07-02 14:36:40,286 - mmaction - INFO - Epoch [28][840/940] lr: 1.000e-02, eta: 16:39:53, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7766, loss_cls: 1.9018, loss: 1.9018 2020-07-02 14:36:55,735 - mmaction - INFO - Epoch [28][860/940] lr: 1.000e-02, eta: 16:39:27, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7984, loss_cls: 1.9393, loss: 1.9393 2020-07-02 14:37:11,133 - mmaction - INFO - Epoch [28][880/940] lr: 1.000e-02, eta: 16:39:00, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8031, loss_cls: 1.7469, loss: 1.7469 2020-07-02 14:37:26,601 - mmaction - INFO - Epoch [28][900/940] lr: 1.000e-02, eta: 16:38:33, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7562, loss_cls: 2.0192, loss: 2.0192 2020-07-02 14:37:42,182 - mmaction - INFO - Epoch [28][920/940] lr: 1.000e-02, eta: 16:38:07, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5953, top5_acc: 0.7984, loss_cls: 1.7522, loss: 1.7522 2020-07-02 14:37:56,980 - mmaction - INFO - Epoch [28][940/940] lr: 1.000e-02, eta: 16:37:38, time: 0.740, data_time: 0.001, memory: 21558, top1_acc: 0.5528, top5_acc: 0.7919, loss_cls: 1.8564, loss: 1.8564 2020-07-02 14:38:01,633 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-07-02 14:40:10,687 - mmaction - INFO - Epoch [29][20/940] lr: 1.000e-02, eta: 16:44:36, time: 6.344, data_time: 5.436, memory: 21558, top1_acc: 0.5422, top5_acc: 0.8078, loss_cls: 1.8475, loss: 1.8475 2020-07-02 14:40:31,754 - mmaction - INFO - Epoch [29][40/940] lr: 1.000e-02, eta: 16:44:31, time: 1.054, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 1.9439, loss: 1.9439 2020-07-02 14:40:47,450 - mmaction - INFO - Epoch [29][60/940] lr: 1.000e-02, eta: 16:44:05, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7859, loss_cls: 1.9403, loss: 1.9403 2020-07-02 14:41:02,920 - mmaction - INFO - Epoch [29][80/940] lr: 1.000e-02, eta: 16:43:38, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7984, loss_cls: 1.8421, loss: 1.8421 2020-07-02 14:41:18,363 - mmaction - INFO - Epoch [29][100/940] lr: 1.000e-02, eta: 16:43:11, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7734, loss_cls: 1.8968, loss: 1.8968 2020-07-02 14:41:33,975 - mmaction - INFO - Epoch [29][120/940] lr: 1.000e-02, eta: 16:42:44, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.6404, loss: 1.6404 2020-07-02 14:41:49,438 - mmaction - INFO - Epoch [29][140/940] lr: 1.000e-02, eta: 16:42:17, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7953, loss_cls: 1.9247, loss: 1.9247 2020-07-02 14:42:05,693 - mmaction - INFO - Epoch [29][160/940] lr: 1.000e-02, eta: 16:41:53, time: 0.812, data_time: 0.002, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7750, loss_cls: 1.9298, loss: 1.9298 2020-07-02 14:42:21,215 - mmaction - INFO - Epoch [29][180/940] lr: 1.000e-02, eta: 16:41:26, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8125, loss_cls: 1.7490, loss: 1.7490 2020-07-02 14:42:36,651 - mmaction - INFO - Epoch [29][200/940] lr: 1.000e-02, eta: 16:40:59, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7547, loss_cls: 2.0137, loss: 2.0137 2020-07-02 14:42:52,044 - mmaction - INFO - Epoch [29][220/940] lr: 1.000e-02, eta: 16:40:32, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5750, top5_acc: 0.8078, loss_cls: 1.7951, loss: 1.7951 2020-07-02 14:43:07,517 - mmaction - INFO - Epoch [29][240/940] lr: 1.000e-02, eta: 16:40:05, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7734, loss_cls: 1.9720, loss: 1.9720 2020-07-02 14:43:22,981 - mmaction - INFO - Epoch [29][260/940] lr: 1.000e-02, eta: 16:39:38, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7781, loss_cls: 1.8813, loss: 1.8813 2020-07-02 14:43:38,488 - mmaction - INFO - Epoch [29][280/940] lr: 1.000e-02, eta: 16:39:11, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7672, loss_cls: 1.9293, loss: 1.9293 2020-07-02 14:43:53,926 - mmaction - INFO - Epoch [29][300/940] lr: 1.000e-02, eta: 16:38:44, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7672, loss_cls: 1.9418, loss: 1.9418 2020-07-02 14:44:09,377 - mmaction - INFO - Epoch [29][320/940] lr: 1.000e-02, eta: 16:38:17, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7734, loss_cls: 1.9072, loss: 1.9072 2020-07-02 14:44:24,899 - mmaction - INFO - Epoch [29][340/940] lr: 1.000e-02, eta: 16:37:51, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8141, loss_cls: 1.7118, loss: 1.7118 2020-07-02 14:44:40,419 - mmaction - INFO - Epoch [29][360/940] lr: 1.000e-02, eta: 16:37:24, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6047, top5_acc: 0.7953, loss_cls: 1.7479, loss: 1.7479 2020-07-02 14:44:55,903 - mmaction - INFO - Epoch [29][380/940] lr: 1.000e-02, eta: 16:36:57, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7906, loss_cls: 1.8753, loss: 1.8753 2020-07-02 14:45:11,854 - mmaction - INFO - Epoch [29][400/940] lr: 1.000e-02, eta: 16:36:32, time: 0.797, data_time: 0.002, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7703, loss_cls: 1.8791, loss: 1.8791 2020-07-02 14:45:27,348 - mmaction - INFO - Epoch [29][420/940] lr: 1.000e-02, eta: 16:36:06, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8203, loss_cls: 1.6780, loss: 1.6780 2020-07-02 14:45:42,860 - mmaction - INFO - Epoch [29][440/940] lr: 1.000e-02, eta: 16:35:39, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.5875, top5_acc: 0.8141, loss_cls: 1.7770, loss: 1.7770 2020-07-02 14:45:58,365 - mmaction - INFO - Epoch [29][460/940] lr: 1.000e-02, eta: 16:35:13, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7844, loss_cls: 1.8778, loss: 1.8778 2020-07-02 14:46:13,813 - mmaction - INFO - Epoch [29][480/940] lr: 1.000e-02, eta: 16:34:46, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.8016, loss_cls: 1.8889, loss: 1.8889 2020-07-02 14:46:29,232 - mmaction - INFO - Epoch [29][500/940] lr: 1.000e-02, eta: 16:34:19, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7609, loss_cls: 1.9539, loss: 1.9539 2020-07-02 14:46:44,702 - mmaction - INFO - Epoch [29][520/940] lr: 1.000e-02, eta: 16:33:53, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5625, top5_acc: 0.8125, loss_cls: 1.8259, loss: 1.8259 2020-07-02 14:47:00,118 - mmaction - INFO - Epoch [29][540/940] lr: 1.000e-02, eta: 16:33:26, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7547, loss_cls: 1.9249, loss: 1.9249 2020-07-02 14:47:15,649 - mmaction - INFO - Epoch [29][560/940] lr: 1.000e-02, eta: 16:33:00, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7750, loss_cls: 1.9468, loss: 1.9468 2020-07-02 14:47:30,956 - mmaction - INFO - Epoch [29][580/940] lr: 1.000e-02, eta: 16:32:33, time: 0.765, data_time: 0.000, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7844, loss_cls: 1.8663, loss: 1.8663 2020-07-02 14:47:46,334 - mmaction - INFO - Epoch [29][600/940] lr: 1.000e-02, eta: 16:32:06, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.8433, loss: 1.8433 2020-07-02 14:48:01,749 - mmaction - INFO - Epoch [29][620/940] lr: 1.000e-02, eta: 16:31:39, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7500, loss_cls: 1.9778, loss: 1.9778 2020-07-02 14:48:17,194 - mmaction - INFO - Epoch [29][640/940] lr: 1.000e-02, eta: 16:31:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7922, loss_cls: 1.8070, loss: 1.8070 2020-07-02 14:48:32,617 - mmaction - INFO - Epoch [29][660/940] lr: 1.000e-02, eta: 16:30:46, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7703, loss_cls: 1.9016, loss: 1.9016 2020-07-02 14:48:47,945 - mmaction - INFO - Epoch [29][680/940] lr: 1.000e-02, eta: 16:30:19, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7828, loss_cls: 1.8518, loss: 1.8518 2020-07-02 14:49:03,328 - mmaction - INFO - Epoch [29][700/940] lr: 1.000e-02, eta: 16:29:52, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7750, loss_cls: 1.9674, loss: 1.9674 2020-07-02 14:49:18,770 - mmaction - INFO - Epoch [29][720/940] lr: 1.000e-02, eta: 16:29:26, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7969, loss_cls: 1.7640, loss: 1.7640 2020-07-02 14:49:34,188 - mmaction - INFO - Epoch [29][740/940] lr: 1.000e-02, eta: 16:28:59, time: 0.770, data_time: 0.004, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7922, loss_cls: 1.8166, loss: 1.8166 2020-07-02 14:49:49,549 - mmaction - INFO - Epoch [29][760/940] lr: 1.000e-02, eta: 16:28:33, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5500, top5_acc: 0.8172, loss_cls: 1.8364, loss: 1.8364 2020-07-02 14:50:05,105 - mmaction - INFO - Epoch [29][780/940] lr: 1.000e-02, eta: 16:28:07, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7797, loss_cls: 1.9003, loss: 1.9003 2020-07-02 14:50:20,621 - mmaction - INFO - Epoch [29][800/940] lr: 1.000e-02, eta: 16:27:41, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7672, loss_cls: 1.9886, loss: 1.9886 2020-07-02 14:50:36,069 - mmaction - INFO - Epoch [29][820/940] lr: 1.000e-02, eta: 16:27:14, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7828, loss_cls: 1.9400, loss: 1.9400 2020-07-02 14:50:51,620 - mmaction - INFO - Epoch [29][840/940] lr: 1.000e-02, eta: 16:26:48, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5875, top5_acc: 0.8141, loss_cls: 1.7492, loss: 1.7492 2020-07-02 14:51:06,985 - mmaction - INFO - Epoch [29][860/940] lr: 1.000e-02, eta: 16:26:22, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7828, loss_cls: 1.8809, loss: 1.8809 2020-07-02 14:51:22,471 - mmaction - INFO - Epoch [29][880/940] lr: 1.000e-02, eta: 16:25:56, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7844, loss_cls: 1.8359, loss: 1.8359 2020-07-02 14:51:37,893 - mmaction - INFO - Epoch [29][900/940] lr: 1.000e-02, eta: 16:25:30, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7594, loss_cls: 1.9642, loss: 1.9642 2020-07-02 14:51:53,376 - mmaction - INFO - Epoch [29][920/940] lr: 1.000e-02, eta: 16:25:04, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7953, loss_cls: 1.7505, loss: 1.7505 2020-07-02 14:52:08,149 - mmaction - INFO - Epoch [29][940/940] lr: 1.000e-02, eta: 16:24:35, time: 0.738, data_time: 0.001, memory: 21558, top1_acc: 0.5463, top5_acc: 0.7837, loss_cls: 1.9114, loss: 1.9114 2020-07-02 14:52:13,408 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-07-02 14:54:10,496 - mmaction - INFO - Epoch [30][20/940] lr: 1.000e-02, eta: 16:30:23, time: 5.787, data_time: 4.994, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7844, loss_cls: 1.8523, loss: 1.8523 2020-07-02 14:54:26,844 - mmaction - INFO - Epoch [30][40/940] lr: 1.000e-02, eta: 16:30:00, time: 0.817, data_time: 0.042, memory: 21558, top1_acc: 0.5969, top5_acc: 0.7906, loss_cls: 1.8042, loss: 1.8042 2020-07-02 14:54:42,331 - mmaction - INFO - Epoch [30][60/940] lr: 1.000e-02, eta: 16:29:33, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5156, top5_acc: 0.7594, loss_cls: 2.0434, loss: 2.0434 2020-07-02 14:54:57,814 - mmaction - INFO - Epoch [30][80/940] lr: 1.000e-02, eta: 16:29:07, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8203, loss_cls: 1.6765, loss: 1.6765 2020-07-02 14:55:13,304 - mmaction - INFO - Epoch [30][100/940] lr: 1.000e-02, eta: 16:28:40, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8125, loss_cls: 1.7065, loss: 1.7065 2020-07-02 14:55:28,860 - mmaction - INFO - Epoch [30][120/940] lr: 1.000e-02, eta: 16:28:14, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7797, loss_cls: 1.8816, loss: 1.8816 2020-07-02 14:55:44,237 - mmaction - INFO - Epoch [30][140/940] lr: 1.000e-02, eta: 16:27:47, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7797, loss_cls: 1.8950, loss: 1.8950 2020-07-02 14:55:59,772 - mmaction - INFO - Epoch [30][160/940] lr: 1.000e-02, eta: 16:27:21, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5625, top5_acc: 0.8203, loss_cls: 1.6996, loss: 1.6996 2020-07-02 14:56:15,224 - mmaction - INFO - Epoch [30][180/940] lr: 1.000e-02, eta: 16:26:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7609, loss_cls: 1.9660, loss: 1.9660 2020-07-02 14:56:30,752 - mmaction - INFO - Epoch [30][200/940] lr: 1.000e-02, eta: 16:26:29, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8109, loss_cls: 1.7865, loss: 1.7865 2020-07-02 14:56:46,225 - mmaction - INFO - Epoch [30][220/940] lr: 1.000e-02, eta: 16:26:02, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7922, loss_cls: 1.8443, loss: 1.8443 2020-07-02 14:57:01,636 - mmaction - INFO - Epoch [30][240/940] lr: 1.000e-02, eta: 16:25:36, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7562, loss_cls: 2.0558, loss: 2.0558 2020-07-02 14:57:17,035 - mmaction - INFO - Epoch [30][260/940] lr: 1.000e-02, eta: 16:25:09, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8047, loss_cls: 1.7555, loss: 1.7555 2020-07-02 14:57:32,479 - mmaction - INFO - Epoch [30][280/940] lr: 1.000e-02, eta: 16:24:43, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5453, top5_acc: 0.8000, loss_cls: 1.8020, loss: 1.8020 2020-07-02 14:57:47,846 - mmaction - INFO - Epoch [30][300/940] lr: 1.000e-02, eta: 16:24:16, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7891, loss_cls: 1.9028, loss: 1.9028 2020-07-02 14:58:03,373 - mmaction - INFO - Epoch [30][320/940] lr: 1.000e-02, eta: 16:23:50, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7906, loss_cls: 1.8831, loss: 1.8831 2020-07-02 14:58:18,879 - mmaction - INFO - Epoch [30][340/940] lr: 1.000e-02, eta: 16:23:24, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.7463, loss: 1.7463 2020-07-02 14:58:34,306 - mmaction - INFO - Epoch [30][360/940] lr: 1.000e-02, eta: 16:22:58, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.7922, loss_cls: 1.7913, loss: 1.7913 2020-07-02 14:58:49,846 - mmaction - INFO - Epoch [30][380/940] lr: 1.000e-02, eta: 16:22:32, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8502, loss: 1.8502 2020-07-02 14:59:05,773 - mmaction - INFO - Epoch [30][400/940] lr: 1.000e-02, eta: 16:22:08, time: 0.798, data_time: 0.003, memory: 21558, top1_acc: 0.5609, top5_acc: 0.8031, loss_cls: 1.8096, loss: 1.8096 2020-07-02 14:59:21,128 - mmaction - INFO - Epoch [30][420/940] lr: 1.000e-02, eta: 16:21:41, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7734, loss_cls: 1.9147, loss: 1.9147 2020-07-02 14:59:36,629 - mmaction - INFO - Epoch [30][440/940] lr: 1.000e-02, eta: 16:21:15, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5469, top5_acc: 0.8047, loss_cls: 1.8750, loss: 1.8750 2020-07-02 14:59:52,091 - mmaction - INFO - Epoch [30][460/940] lr: 1.000e-02, eta: 16:20:49, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7906, loss_cls: 1.8420, loss: 1.8420 2020-07-02 15:00:10,184 - mmaction - INFO - Epoch [30][480/940] lr: 1.000e-02, eta: 16:20:33, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7937, loss_cls: 1.7796, loss: 1.7796 2020-07-02 15:00:25,550 - mmaction - INFO - Epoch [30][500/940] lr: 1.000e-02, eta: 16:20:06, time: 0.769, data_time: 0.003, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7516, loss_cls: 2.0040, loss: 2.0040 2020-07-02 15:00:41,002 - mmaction - INFO - Epoch [30][520/940] lr: 1.000e-02, eta: 16:19:40, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7969, loss_cls: 1.8942, loss: 1.8942 2020-07-02 15:00:56,489 - mmaction - INFO - Epoch [30][540/940] lr: 1.000e-02, eta: 16:19:14, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7766, loss_cls: 1.9114, loss: 1.9114 2020-07-02 15:01:12,045 - mmaction - INFO - Epoch [30][560/940] lr: 1.000e-02, eta: 16:18:48, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7672, loss_cls: 1.9178, loss: 1.9178 2020-07-02 15:01:27,588 - mmaction - INFO - Epoch [30][580/940] lr: 1.000e-02, eta: 16:18:23, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7781, loss_cls: 1.9320, loss: 1.9320 2020-07-02 15:01:43,122 - mmaction - INFO - Epoch [30][600/940] lr: 1.000e-02, eta: 16:17:57, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 1.9732, loss: 1.9732 2020-07-02 15:01:58,638 - mmaction - INFO - Epoch [30][620/940] lr: 1.000e-02, eta: 16:17:32, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7766, loss_cls: 1.9005, loss: 1.9005 2020-07-02 15:02:14,091 - mmaction - INFO - Epoch [30][640/940] lr: 1.000e-02, eta: 16:17:06, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7703, loss_cls: 1.9528, loss: 1.9528 2020-07-02 15:02:29,536 - mmaction - INFO - Epoch [30][660/940] lr: 1.000e-02, eta: 16:16:40, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.8266, loss: 1.8266 2020-07-02 15:02:44,937 - mmaction - INFO - Epoch [30][680/940] lr: 1.000e-02, eta: 16:16:14, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7797, loss_cls: 1.9184, loss: 1.9184 2020-07-02 15:03:00,428 - mmaction - INFO - Epoch [30][700/940] lr: 1.000e-02, eta: 16:15:48, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7719, loss_cls: 1.9521, loss: 1.9521 2020-07-02 15:03:15,888 - mmaction - INFO - Epoch [30][720/940] lr: 1.000e-02, eta: 16:15:22, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7937, loss_cls: 1.8377, loss: 1.8377 2020-07-02 15:03:31,388 - mmaction - INFO - Epoch [30][740/940] lr: 1.000e-02, eta: 16:14:56, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7797, loss_cls: 1.8701, loss: 1.8701 2020-07-02 15:03:46,889 - mmaction - INFO - Epoch [30][760/940] lr: 1.000e-02, eta: 16:14:31, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.8125, loss_cls: 1.7959, loss: 1.7959 2020-07-02 15:04:02,296 - mmaction - INFO - Epoch [30][780/940] lr: 1.000e-02, eta: 16:14:05, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 1.9903, loss: 1.9903 2020-07-02 15:04:17,710 - mmaction - INFO - Epoch [30][800/940] lr: 1.000e-02, eta: 16:13:39, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.8237, loss: 1.8237 2020-07-02 15:04:33,125 - mmaction - INFO - Epoch [30][820/940] lr: 1.000e-02, eta: 16:13:13, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5141, top5_acc: 0.7641, loss_cls: 2.0755, loss: 2.0755 2020-07-02 15:04:48,614 - mmaction - INFO - Epoch [30][840/940] lr: 1.000e-02, eta: 16:12:48, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.9212, loss: 1.9212 2020-07-02 15:05:04,263 - mmaction - INFO - Epoch [30][860/940] lr: 1.000e-02, eta: 16:12:23, time: 0.784, data_time: 0.003, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7875, loss_cls: 1.8810, loss: 1.8810 2020-07-02 15:05:19,825 - mmaction - INFO - Epoch [30][880/940] lr: 1.000e-02, eta: 16:11:57, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7844, loss_cls: 1.8362, loss: 1.8362 2020-07-02 15:05:35,384 - mmaction - INFO - Epoch [30][900/940] lr: 1.000e-02, eta: 16:11:32, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8047, loss_cls: 1.8292, loss: 1.8292 2020-07-02 15:05:50,870 - mmaction - INFO - Epoch [30][920/940] lr: 1.000e-02, eta: 16:11:07, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7969, loss_cls: 1.7475, loss: 1.7475 2020-07-02 15:06:05,690 - mmaction - INFO - Epoch [30][940/940] lr: 1.000e-02, eta: 16:10:39, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.5512, top5_acc: 0.7935, loss_cls: 1.8970, loss: 1.8970 2020-07-02 15:06:11,808 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-02 15:12:58,545 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 15:12:59,262 - mmaction - INFO - top1_acc 0.6183 top5_acc 0.8409 2020-07-02 15:12:59,262 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 15:12:59,314 - mmaction - INFO - mean_acc 0.6182 2020-07-02 15:12:59,321 - mmaction - INFO - Epoch [30][940/940] lr: 1.000e-02, top1_acc: 0.6183, top5_acc: 0.8409, mean_class_accuracy: 0.6182 2020-07-02 15:14:23,965 - mmaction - INFO - Epoch [31][20/940] lr: 1.000e-02, eta: 16:14:15, time: 4.232, data_time: 3.438, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8063, loss_cls: 1.7487, loss: 1.7487 2020-07-02 15:14:39,744 - mmaction - INFO - Epoch [31][40/940] lr: 1.000e-02, eta: 16:13:50, time: 0.789, data_time: 0.015, memory: 21558, top1_acc: 0.6016, top5_acc: 0.8172, loss_cls: 1.7134, loss: 1.7134 2020-07-02 15:14:55,301 - mmaction - INFO - Epoch [31][60/940] lr: 1.000e-02, eta: 16:13:25, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7922, loss_cls: 1.8432, loss: 1.8432 2020-07-02 15:15:10,816 - mmaction - INFO - Epoch [31][80/940] lr: 1.000e-02, eta: 16:12:59, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7516, loss_cls: 1.9969, loss: 1.9969 2020-07-02 15:15:26,294 - mmaction - INFO - Epoch [31][100/940] lr: 1.000e-02, eta: 16:12:34, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5953, top5_acc: 0.8172, loss_cls: 1.6075, loss: 1.6075 2020-07-02 15:15:41,740 - mmaction - INFO - Epoch [31][120/940] lr: 1.000e-02, eta: 16:12:08, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.8016, loss_cls: 1.8103, loss: 1.8103 2020-07-02 15:15:57,240 - mmaction - INFO - Epoch [31][140/940] lr: 1.000e-02, eta: 16:11:42, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7891, loss_cls: 1.9008, loss: 1.9008 2020-07-02 15:16:12,682 - mmaction - INFO - Epoch [31][160/940] lr: 1.000e-02, eta: 16:11:16, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7922, loss_cls: 1.8542, loss: 1.8542 2020-07-02 15:16:28,174 - mmaction - INFO - Epoch [31][180/940] lr: 1.000e-02, eta: 16:10:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8094, loss_cls: 1.7457, loss: 1.7457 2020-07-02 15:16:43,575 - mmaction - INFO - Epoch [31][200/940] lr: 1.000e-02, eta: 16:10:25, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7922, loss_cls: 1.7205, loss: 1.7205 2020-07-02 15:16:59,098 - mmaction - INFO - Epoch [31][220/940] lr: 1.000e-02, eta: 16:09:59, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8000, loss_cls: 1.8163, loss: 1.8163 2020-07-02 15:17:14,624 - mmaction - INFO - Epoch [31][240/940] lr: 1.000e-02, eta: 16:09:34, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7703, loss_cls: 1.9123, loss: 1.9123 2020-07-02 15:17:30,113 - mmaction - INFO - Epoch [31][260/940] lr: 1.000e-02, eta: 16:09:08, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7828, loss_cls: 1.9804, loss: 1.9804 2020-07-02 15:17:45,960 - mmaction - INFO - Epoch [31][280/940] lr: 1.000e-02, eta: 16:08:44, time: 0.791, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7953, loss_cls: 1.7686, loss: 1.7686 2020-07-02 15:18:01,494 - mmaction - INFO - Epoch [31][300/940] lr: 1.000e-02, eta: 16:08:19, time: 0.778, data_time: 0.005, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7578, loss_cls: 1.8757, loss: 1.8757 2020-07-02 15:18:17,051 - mmaction - INFO - Epoch [31][320/940] lr: 1.000e-02, eta: 16:07:54, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8078, loss_cls: 1.7840, loss: 1.7840 2020-07-02 15:18:32,551 - mmaction - INFO - Epoch [31][340/940] lr: 1.000e-02, eta: 16:07:28, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7937, loss_cls: 1.7572, loss: 1.7572 2020-07-02 15:18:48,072 - mmaction - INFO - Epoch [31][360/940] lr: 1.000e-02, eta: 16:07:03, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7984, loss_cls: 1.8824, loss: 1.8824 2020-07-02 15:19:03,556 - mmaction - INFO - Epoch [31][380/940] lr: 1.000e-02, eta: 16:06:38, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8156, loss_cls: 1.7272, loss: 1.7272 2020-07-02 15:19:19,045 - mmaction - INFO - Epoch [31][400/940] lr: 1.000e-02, eta: 16:06:12, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7766, loss_cls: 1.8348, loss: 1.8348 2020-07-02 15:19:34,521 - mmaction - INFO - Epoch [31][420/940] lr: 1.000e-02, eta: 16:05:47, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7625, loss_cls: 1.9292, loss: 1.9292 2020-07-02 15:19:50,050 - mmaction - INFO - Epoch [31][440/940] lr: 1.000e-02, eta: 16:05:22, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7750, loss_cls: 1.8631, loss: 1.8631 2020-07-02 15:20:05,805 - mmaction - INFO - Epoch [31][460/940] lr: 1.000e-02, eta: 16:04:57, time: 0.788, data_time: 0.003, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7875, loss_cls: 1.8106, loss: 1.8106 2020-07-02 15:20:21,372 - mmaction - INFO - Epoch [31][480/940] lr: 1.000e-02, eta: 16:04:32, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8047, loss_cls: 1.7816, loss: 1.7816 2020-07-02 15:20:36,886 - mmaction - INFO - Epoch [31][500/940] lr: 1.000e-02, eta: 16:04:07, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7922, loss_cls: 1.7916, loss: 1.7916 2020-07-02 15:20:52,409 - mmaction - INFO - Epoch [31][520/940] lr: 1.000e-02, eta: 16:03:42, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8528, loss: 1.8528 2020-07-02 15:21:07,786 - mmaction - INFO - Epoch [31][540/940] lr: 1.000e-02, eta: 16:03:16, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7953, loss_cls: 1.8305, loss: 1.8305 2020-07-02 15:21:23,368 - mmaction - INFO - Epoch [31][560/940] lr: 1.000e-02, eta: 16:02:51, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7875, loss_cls: 1.8685, loss: 1.8685 2020-07-02 15:21:38,900 - mmaction - INFO - Epoch [31][580/940] lr: 1.000e-02, eta: 16:02:26, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 1.7516, loss: 1.7516 2020-07-02 15:21:54,481 - mmaction - INFO - Epoch [31][600/940] lr: 1.000e-02, eta: 16:02:01, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7828, loss_cls: 1.9099, loss: 1.9099 2020-07-02 15:22:10,952 - mmaction - INFO - Epoch [31][620/940] lr: 1.000e-02, eta: 16:01:40, time: 0.825, data_time: 0.053, memory: 21558, top1_acc: 0.5406, top5_acc: 0.8016, loss_cls: 1.8356, loss: 1.8356 2020-07-02 15:22:26,570 - mmaction - INFO - Epoch [31][640/940] lr: 1.000e-02, eta: 16:01:15, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7656, loss_cls: 1.9329, loss: 1.9329 2020-07-02 15:22:42,114 - mmaction - INFO - Epoch [31][660/940] lr: 1.000e-02, eta: 16:00:50, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.8695, loss: 1.8695 2020-07-02 15:22:57,700 - mmaction - INFO - Epoch [31][680/940] lr: 1.000e-02, eta: 16:00:25, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 1.9549, loss: 1.9549 2020-07-02 15:23:13,318 - mmaction - INFO - Epoch [31][700/940] lr: 1.000e-02, eta: 16:00:01, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.5484, top5_acc: 0.8063, loss_cls: 1.8317, loss: 1.8317 2020-07-02 15:23:28,941 - mmaction - INFO - Epoch [31][720/940] lr: 1.000e-02, eta: 15:59:36, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7891, loss_cls: 1.8294, loss: 1.8294 2020-07-02 15:23:44,413 - mmaction - INFO - Epoch [31][740/940] lr: 1.000e-02, eta: 15:59:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7875, loss_cls: 1.8417, loss: 1.8417 2020-07-02 15:23:59,947 - mmaction - INFO - Epoch [31][760/940] lr: 1.000e-02, eta: 15:58:46, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7906, loss_cls: 1.8343, loss: 1.8343 2020-07-02 15:24:15,492 - mmaction - INFO - Epoch [31][780/940] lr: 1.000e-02, eta: 15:58:21, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7719, loss_cls: 1.9662, loss: 1.9662 2020-07-02 15:24:30,982 - mmaction - INFO - Epoch [31][800/940] lr: 1.000e-02, eta: 15:57:56, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.9082, loss: 1.9082 2020-07-02 15:24:46,517 - mmaction - INFO - Epoch [31][820/940] lr: 1.000e-02, eta: 15:57:31, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7937, loss_cls: 1.8012, loss: 1.8012 2020-07-02 15:25:01,992 - mmaction - INFO - Epoch [31][840/940] lr: 1.000e-02, eta: 15:57:06, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7828, loss_cls: 1.8320, loss: 1.8320 2020-07-02 15:25:17,415 - mmaction - INFO - Epoch [31][860/940] lr: 1.000e-02, eta: 15:56:41, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7844, loss_cls: 1.7829, loss: 1.7829 2020-07-02 15:25:32,911 - mmaction - INFO - Epoch [31][880/940] lr: 1.000e-02, eta: 15:56:16, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.8078, loss_cls: 1.8169, loss: 1.8169 2020-07-02 15:25:48,386 - mmaction - INFO - Epoch [31][900/940] lr: 1.000e-02, eta: 15:55:51, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7812, loss_cls: 1.8165, loss: 1.8165 2020-07-02 15:26:03,795 - mmaction - INFO - Epoch [31][920/940] lr: 1.000e-02, eta: 15:55:26, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7812, loss_cls: 1.8745, loss: 1.8745 2020-07-02 15:26:18,554 - mmaction - INFO - Epoch [31][940/940] lr: 1.000e-02, eta: 15:54:59, time: 0.738, data_time: 0.001, memory: 21558, top1_acc: 0.5675, top5_acc: 0.8130, loss_cls: 1.7091, loss: 1.7091 2020-07-02 15:26:25,077 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-07-02 15:28:40,526 - mmaction - INFO - Epoch [32][20/940] lr: 1.000e-02, eta: 16:01:03, time: 6.704, data_time: 5.863, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7812, loss_cls: 1.8785, loss: 1.8785 2020-07-02 15:28:56,072 - mmaction - INFO - Epoch [32][40/940] lr: 1.000e-02, eta: 16:00:38, time: 0.779, data_time: 0.006, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7812, loss_cls: 1.8607, loss: 1.8607 2020-07-02 15:29:11,392 - mmaction - INFO - Epoch [32][60/940] lr: 1.000e-02, eta: 16:00:13, time: 0.766, data_time: 0.001, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7984, loss_cls: 1.7700, loss: 1.7700 2020-07-02 15:29:26,884 - mmaction - INFO - Epoch [32][80/940] lr: 1.000e-02, eta: 15:59:47, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.7432, loss: 1.7432 2020-07-02 15:29:42,353 - mmaction - INFO - Epoch [32][100/940] lr: 1.000e-02, eta: 15:59:22, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.8109, loss_cls: 1.7680, loss: 1.7680 2020-07-02 15:29:57,819 - mmaction - INFO - Epoch [32][120/940] lr: 1.000e-02, eta: 15:58:57, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7937, loss_cls: 1.8403, loss: 1.8403 2020-07-02 15:30:13,270 - mmaction - INFO - Epoch [32][140/940] lr: 1.000e-02, eta: 15:58:31, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8187, loss_cls: 1.7150, loss: 1.7150 2020-07-02 15:30:28,733 - mmaction - INFO - Epoch [32][160/940] lr: 1.000e-02, eta: 15:58:06, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7969, loss_cls: 1.7987, loss: 1.7987 2020-07-02 15:30:44,264 - mmaction - INFO - Epoch [32][180/940] lr: 1.000e-02, eta: 15:57:41, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7859, loss_cls: 1.7724, loss: 1.7724 2020-07-02 15:30:59,791 - mmaction - INFO - Epoch [32][200/940] lr: 1.000e-02, eta: 15:57:16, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8078, loss_cls: 1.7510, loss: 1.7510 2020-07-02 15:31:15,247 - mmaction - INFO - Epoch [32][220/940] lr: 1.000e-02, eta: 15:56:51, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7922, loss_cls: 1.8068, loss: 1.8068 2020-07-02 15:31:30,850 - mmaction - INFO - Epoch [32][240/940] lr: 1.000e-02, eta: 15:56:26, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7812, loss_cls: 1.8739, loss: 1.8739 2020-07-02 15:31:46,359 - mmaction - INFO - Epoch [32][260/940] lr: 1.000e-02, eta: 15:56:01, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5750, top5_acc: 0.8172, loss_cls: 1.7589, loss: 1.7589 2020-07-02 15:32:01,793 - mmaction - INFO - Epoch [32][280/940] lr: 1.000e-02, eta: 15:55:36, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.8030, loss: 1.8030 2020-07-02 15:32:17,346 - mmaction - INFO - Epoch [32][300/940] lr: 1.000e-02, eta: 15:55:11, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8297, loss_cls: 1.6542, loss: 1.6542 2020-07-02 15:32:32,806 - mmaction - INFO - Epoch [32][320/940] lr: 1.000e-02, eta: 15:54:46, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7891, loss_cls: 1.8662, loss: 1.8662 2020-07-02 15:32:50,791 - mmaction - INFO - Epoch [32][340/940] lr: 1.000e-02, eta: 15:54:29, time: 0.900, data_time: 0.002, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7812, loss_cls: 1.8389, loss: 1.8389 2020-07-02 15:33:06,509 - mmaction - INFO - Epoch [32][360/940] lr: 1.000e-02, eta: 15:54:04, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7875, loss_cls: 1.8412, loss: 1.8412 2020-07-02 15:33:22,014 - mmaction - INFO - Epoch [32][380/940] lr: 1.000e-02, eta: 15:53:39, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8016, loss_cls: 1.7568, loss: 1.7568 2020-07-02 15:33:37,937 - mmaction - INFO - Epoch [32][400/940] lr: 1.000e-02, eta: 15:53:16, time: 0.798, data_time: 0.003, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7891, loss_cls: 1.8360, loss: 1.8360 2020-07-02 15:33:53,412 - mmaction - INFO - Epoch [32][420/940] lr: 1.000e-02, eta: 15:52:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7937, loss_cls: 1.8120, loss: 1.8120 2020-07-02 15:34:08,970 - mmaction - INFO - Epoch [32][440/940] lr: 1.000e-02, eta: 15:52:26, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8016, loss_cls: 1.8386, loss: 1.8386 2020-07-02 15:34:24,426 - mmaction - INFO - Epoch [32][460/940] lr: 1.000e-02, eta: 15:52:01, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8125, loss_cls: 1.7629, loss: 1.7629 2020-07-02 15:34:39,832 - mmaction - INFO - Epoch [32][480/940] lr: 1.000e-02, eta: 15:51:36, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.8228, loss: 1.8228 2020-07-02 15:34:55,263 - mmaction - INFO - Epoch [32][500/940] lr: 1.000e-02, eta: 15:51:11, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5813, top5_acc: 0.8016, loss_cls: 1.7879, loss: 1.7879 2020-07-02 15:35:10,832 - mmaction - INFO - Epoch [32][520/940] lr: 1.000e-02, eta: 15:50:46, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.8000, loss_cls: 1.8581, loss: 1.8581 2020-07-02 15:35:26,327 - mmaction - INFO - Epoch [32][540/940] lr: 1.000e-02, eta: 15:50:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5953, top5_acc: 0.8203, loss_cls: 1.7171, loss: 1.7171 2020-07-02 15:35:41,814 - mmaction - INFO - Epoch [32][560/940] lr: 1.000e-02, eta: 15:49:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7875, loss_cls: 1.7966, loss: 1.7966 2020-07-02 15:35:57,321 - mmaction - INFO - Epoch [32][580/940] lr: 1.000e-02, eta: 15:49:32, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.8600, loss: 1.8600 2020-07-02 15:36:12,772 - mmaction - INFO - Epoch [32][600/940] lr: 1.000e-02, eta: 15:49:07, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7891, loss_cls: 1.8746, loss: 1.8746 2020-07-02 15:36:28,231 - mmaction - INFO - Epoch [32][620/940] lr: 1.000e-02, eta: 15:48:42, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7609, loss_cls: 1.9629, loss: 1.9629 2020-07-02 15:36:43,602 - mmaction - INFO - Epoch [32][640/940] lr: 1.000e-02, eta: 15:48:17, time: 0.769, data_time: 0.003, memory: 21558, top1_acc: 0.5641, top5_acc: 0.8109, loss_cls: 1.7939, loss: 1.7939 2020-07-02 15:36:59,078 - mmaction - INFO - Epoch [32][660/940] lr: 1.000e-02, eta: 15:47:52, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7828, loss_cls: 1.8936, loss: 1.8936 2020-07-02 15:37:14,584 - mmaction - INFO - Epoch [32][680/940] lr: 1.000e-02, eta: 15:47:27, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.8031, loss_cls: 1.8906, loss: 1.8906 2020-07-02 15:37:30,081 - mmaction - INFO - Epoch [32][700/940] lr: 1.000e-02, eta: 15:47:03, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5672, top5_acc: 0.8109, loss_cls: 1.7468, loss: 1.7468 2020-07-02 15:37:45,459 - mmaction - INFO - Epoch [32][720/940] lr: 1.000e-02, eta: 15:46:38, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7906, loss_cls: 1.9187, loss: 1.9187 2020-07-02 15:38:00,974 - mmaction - INFO - Epoch [32][740/940] lr: 1.000e-02, eta: 15:46:13, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7766, loss_cls: 1.8354, loss: 1.8354 2020-07-02 15:38:16,343 - mmaction - INFO - Epoch [32][760/940] lr: 1.000e-02, eta: 15:45:48, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7859, loss_cls: 1.7673, loss: 1.7673 2020-07-02 15:38:31,869 - mmaction - INFO - Epoch [32][780/940] lr: 1.000e-02, eta: 15:45:24, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7688, loss_cls: 1.9549, loss: 1.9549 2020-07-02 15:38:47,399 - mmaction - INFO - Epoch [32][800/940] lr: 1.000e-02, eta: 15:44:59, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7953, loss_cls: 1.7804, loss: 1.7804 2020-07-02 15:39:02,937 - mmaction - INFO - Epoch [32][820/940] lr: 1.000e-02, eta: 15:44:35, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7719, loss_cls: 1.9277, loss: 1.9277 2020-07-02 15:39:18,419 - mmaction - INFO - Epoch [32][840/940] lr: 1.000e-02, eta: 15:44:10, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5469, top5_acc: 0.8125, loss_cls: 1.8314, loss: 1.8314 2020-07-02 15:39:33,862 - mmaction - INFO - Epoch [32][860/940] lr: 1.000e-02, eta: 15:43:45, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7750, loss_cls: 1.8459, loss: 1.8459 2020-07-02 15:39:49,411 - mmaction - INFO - Epoch [32][880/940] lr: 1.000e-02, eta: 15:43:21, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7937, loss_cls: 1.8747, loss: 1.8747 2020-07-02 15:40:04,803 - mmaction - INFO - Epoch [32][900/940] lr: 1.000e-02, eta: 15:42:56, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7812, loss_cls: 1.8657, loss: 1.8657 2020-07-02 15:40:20,301 - mmaction - INFO - Epoch [32][920/940] lr: 1.000e-02, eta: 15:42:32, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7625, loss_cls: 1.9723, loss: 1.9723 2020-07-02 15:40:35,116 - mmaction - INFO - Epoch [32][940/940] lr: 1.000e-02, eta: 15:42:05, time: 0.742, data_time: 0.002, memory: 21558, top1_acc: 0.5610, top5_acc: 0.7870, loss_cls: 1.8594, loss: 1.8594 2020-07-02 15:40:41,955 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-07-02 15:43:07,977 - mmaction - INFO - Epoch [33][20/940] lr: 1.000e-02, eta: 15:48:19, time: 7.229, data_time: 6.368, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7859, loss_cls: 1.8121, loss: 1.8121 2020-07-02 15:43:23,561 - mmaction - INFO - Epoch [33][40/940] lr: 1.000e-02, eta: 15:47:55, time: 0.779, data_time: 0.008, memory: 21558, top1_acc: 0.6000, top5_acc: 0.7906, loss_cls: 1.7238, loss: 1.7238 2020-07-02 15:43:39,060 - mmaction - INFO - Epoch [33][60/940] lr: 1.000e-02, eta: 15:47:30, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8078, loss_cls: 1.7540, loss: 1.7540 2020-07-02 15:43:54,538 - mmaction - INFO - Epoch [33][80/940] lr: 1.000e-02, eta: 15:47:05, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7781, loss_cls: 1.8848, loss: 1.8848 2020-07-02 15:44:09,894 - mmaction - INFO - Epoch [33][100/940] lr: 1.000e-02, eta: 15:46:39, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7828, loss_cls: 1.8513, loss: 1.8513 2020-07-02 15:44:25,443 - mmaction - INFO - Epoch [33][120/940] lr: 1.000e-02, eta: 15:46:15, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7750, loss_cls: 1.9108, loss: 1.9108 2020-07-02 15:44:40,976 - mmaction - INFO - Epoch [33][140/940] lr: 1.000e-02, eta: 15:45:50, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7828, loss_cls: 1.8490, loss: 1.8490 2020-07-02 15:44:56,530 - mmaction - INFO - Epoch [33][160/940] lr: 1.000e-02, eta: 15:45:25, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.8078, loss_cls: 1.8168, loss: 1.8168 2020-07-02 15:45:12,246 - mmaction - INFO - Epoch [33][180/940] lr: 1.000e-02, eta: 15:45:01, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8156, loss_cls: 1.7843, loss: 1.7843 2020-07-02 15:45:27,741 - mmaction - INFO - Epoch [33][200/940] lr: 1.000e-02, eta: 15:44:36, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7984, loss_cls: 1.7876, loss: 1.7876 2020-07-02 15:45:43,184 - mmaction - INFO - Epoch [33][220/940] lr: 1.000e-02, eta: 15:44:11, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.7644, loss: 1.7644 2020-07-02 15:45:58,688 - mmaction - INFO - Epoch [33][240/940] lr: 1.000e-02, eta: 15:43:47, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7969, loss_cls: 1.8774, loss: 1.8774 2020-07-02 15:46:14,260 - mmaction - INFO - Epoch [33][260/940] lr: 1.000e-02, eta: 15:43:22, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7875, loss_cls: 1.7887, loss: 1.7887 2020-07-02 15:46:29,726 - mmaction - INFO - Epoch [33][280/940] lr: 1.000e-02, eta: 15:42:57, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5938, top5_acc: 0.8078, loss_cls: 1.7743, loss: 1.7743 2020-07-02 15:46:45,194 - mmaction - INFO - Epoch [33][300/940] lr: 1.000e-02, eta: 15:42:32, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7922, loss_cls: 1.8757, loss: 1.8757 2020-07-02 15:47:00,671 - mmaction - INFO - Epoch [33][320/940] lr: 1.000e-02, eta: 15:42:08, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5844, top5_acc: 0.7797, loss_cls: 1.8653, loss: 1.8653 2020-07-02 15:47:16,140 - mmaction - INFO - Epoch [33][340/940] lr: 1.000e-02, eta: 15:41:43, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7469, loss_cls: 2.0107, loss: 2.0107 2020-07-02 15:47:31,653 - mmaction - INFO - Epoch [33][360/940] lr: 1.000e-02, eta: 15:41:18, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5188, top5_acc: 0.8047, loss_cls: 1.8579, loss: 1.8579 2020-07-02 15:47:47,119 - mmaction - INFO - Epoch [33][380/940] lr: 1.000e-02, eta: 15:40:54, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6125, top5_acc: 0.8297, loss_cls: 1.6444, loss: 1.6444 2020-07-02 15:48:03,641 - mmaction - INFO - Epoch [33][400/940] lr: 1.000e-02, eta: 15:40:32, time: 0.826, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8094, loss_cls: 1.7475, loss: 1.7475 2020-07-02 15:48:19,056 - mmaction - INFO - Epoch [33][420/940] lr: 1.000e-02, eta: 15:40:07, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7750, loss_cls: 1.9603, loss: 1.9603 2020-07-02 15:48:34,572 - mmaction - INFO - Epoch [33][440/940] lr: 1.000e-02, eta: 15:39:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8016, loss_cls: 1.7691, loss: 1.7691 2020-07-02 15:48:50,006 - mmaction - INFO - Epoch [33][460/940] lr: 1.000e-02, eta: 15:39:18, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5844, top5_acc: 0.7922, loss_cls: 1.8549, loss: 1.8549 2020-07-02 15:49:05,509 - mmaction - INFO - Epoch [33][480/940] lr: 1.000e-02, eta: 15:38:53, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7922, loss_cls: 1.7766, loss: 1.7766 2020-07-02 15:49:21,024 - mmaction - INFO - Epoch [33][500/940] lr: 1.000e-02, eta: 15:38:29, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.7708, loss: 1.7708 2020-07-02 15:49:36,561 - mmaction - INFO - Epoch [33][520/940] lr: 1.000e-02, eta: 15:38:05, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.8016, loss_cls: 1.7998, loss: 1.7998 2020-07-02 15:49:52,057 - mmaction - INFO - Epoch [33][540/940] lr: 1.000e-02, eta: 15:37:40, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7641, loss_cls: 1.9774, loss: 1.9774 2020-07-02 15:50:07,791 - mmaction - INFO - Epoch [33][560/940] lr: 1.000e-02, eta: 15:37:16, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7891, loss_cls: 1.7808, loss: 1.7808 2020-07-02 15:50:23,420 - mmaction - INFO - Epoch [33][580/940] lr: 1.000e-02, eta: 15:36:52, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7953, loss_cls: 1.9111, loss: 1.9111 2020-07-02 15:50:38,996 - mmaction - INFO - Epoch [33][600/940] lr: 1.000e-02, eta: 15:36:28, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7766, loss_cls: 1.9237, loss: 1.9237 2020-07-02 15:50:54,471 - mmaction - INFO - Epoch [33][620/940] lr: 1.000e-02, eta: 15:36:03, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8203, loss_cls: 1.6981, loss: 1.6981 2020-07-02 15:51:09,980 - mmaction - INFO - Epoch [33][640/940] lr: 1.000e-02, eta: 15:35:39, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7891, loss_cls: 1.7986, loss: 1.7986 2020-07-02 15:51:25,441 - mmaction - INFO - Epoch [33][660/940] lr: 1.000e-02, eta: 15:35:15, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.8156, loss_cls: 1.7304, loss: 1.7304 2020-07-02 15:51:40,973 - mmaction - INFO - Epoch [33][680/940] lr: 1.000e-02, eta: 15:34:50, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7922, loss_cls: 1.8433, loss: 1.8433 2020-07-02 15:51:56,392 - mmaction - INFO - Epoch [33][700/940] lr: 1.000e-02, eta: 15:34:26, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.8109, loss_cls: 1.7246, loss: 1.7246 2020-07-02 15:52:11,876 - mmaction - INFO - Epoch [33][720/940] lr: 1.000e-02, eta: 15:34:01, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.8275, loss: 1.8275 2020-07-02 15:52:27,411 - mmaction - INFO - Epoch [33][740/940] lr: 1.000e-02, eta: 15:33:37, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7719, loss_cls: 1.9053, loss: 1.9053 2020-07-02 15:52:42,788 - mmaction - INFO - Epoch [33][760/940] lr: 1.000e-02, eta: 15:33:12, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7969, loss_cls: 1.8259, loss: 1.8259 2020-07-02 15:52:58,260 - mmaction - INFO - Epoch [33][780/940] lr: 1.000e-02, eta: 15:32:48, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8125, loss_cls: 1.6785, loss: 1.6785 2020-07-02 15:53:13,710 - mmaction - INFO - Epoch [33][800/940] lr: 1.000e-02, eta: 15:32:24, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7875, loss_cls: 1.8466, loss: 1.8466 2020-07-02 15:53:29,108 - mmaction - INFO - Epoch [33][820/940] lr: 1.000e-02, eta: 15:31:59, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.8771, loss: 1.8771 2020-07-02 15:53:44,485 - mmaction - INFO - Epoch [33][840/940] lr: 1.000e-02, eta: 15:31:34, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7781, loss_cls: 1.9003, loss: 1.9003 2020-07-02 15:54:00,017 - mmaction - INFO - Epoch [33][860/940] lr: 1.000e-02, eta: 15:31:10, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.9350, loss: 1.9350 2020-07-02 15:54:15,417 - mmaction - INFO - Epoch [33][880/940] lr: 1.000e-02, eta: 15:30:46, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7953, loss_cls: 1.8575, loss: 1.8575 2020-07-02 15:54:30,884 - mmaction - INFO - Epoch [33][900/940] lr: 1.000e-02, eta: 15:30:21, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7922, loss_cls: 1.8480, loss: 1.8480 2020-07-02 15:54:46,337 - mmaction - INFO - Epoch [33][920/940] lr: 1.000e-02, eta: 15:29:57, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5656, top5_acc: 0.8094, loss_cls: 1.8016, loss: 1.8016 2020-07-02 15:55:01,063 - mmaction - INFO - Epoch [33][940/940] lr: 1.000e-02, eta: 15:29:31, time: 0.736, data_time: 0.002, memory: 21558, top1_acc: 0.5902, top5_acc: 0.7967, loss_cls: 1.7544, loss: 1.7544 2020-07-02 15:55:06,527 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-07-02 15:57:37,109 - mmaction - INFO - Epoch [34][20/940] lr: 1.000e-02, eta: 15:35:36, time: 7.461, data_time: 6.655, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7797, loss_cls: 1.9287, loss: 1.9287 2020-07-02 15:57:52,604 - mmaction - INFO - Epoch [34][40/940] lr: 1.000e-02, eta: 15:35:11, time: 0.777, data_time: 0.007, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8000, loss_cls: 1.7633, loss: 1.7633 2020-07-02 15:58:08,009 - mmaction - INFO - Epoch [34][60/940] lr: 1.000e-02, eta: 15:34:46, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8109, loss_cls: 1.7006, loss: 1.7006 2020-07-02 15:58:23,419 - mmaction - INFO - Epoch [34][80/940] lr: 1.000e-02, eta: 15:34:21, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7891, loss_cls: 1.8596, loss: 1.8596 2020-07-02 15:58:38,830 - mmaction - INFO - Epoch [34][100/940] lr: 1.000e-02, eta: 15:33:57, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7891, loss_cls: 1.8674, loss: 1.8674 2020-07-02 15:58:54,260 - mmaction - INFO - Epoch [34][120/940] lr: 1.000e-02, eta: 15:33:32, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8219, loss_cls: 1.7389, loss: 1.7389 2020-07-02 15:59:09,618 - mmaction - INFO - Epoch [34][140/940] lr: 1.000e-02, eta: 15:33:07, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8031, loss_cls: 1.7863, loss: 1.7863 2020-07-02 15:59:25,186 - mmaction - INFO - Epoch [34][160/940] lr: 1.000e-02, eta: 15:32:43, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.5938, top5_acc: 0.8078, loss_cls: 1.7015, loss: 1.7015 2020-07-02 15:59:40,653 - mmaction - INFO - Epoch [34][180/940] lr: 1.000e-02, eta: 15:32:18, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8172, loss_cls: 1.7495, loss: 1.7495 2020-07-02 15:59:56,020 - mmaction - INFO - Epoch [34][200/940] lr: 1.000e-02, eta: 15:31:53, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5844, top5_acc: 0.7781, loss_cls: 1.8539, loss: 1.8539 2020-07-02 16:00:14,119 - mmaction - INFO - Epoch [34][220/940] lr: 1.000e-02, eta: 15:31:36, time: 0.904, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8047, loss_cls: 1.7181, loss: 1.7181 2020-07-02 16:00:29,515 - mmaction - INFO - Epoch [34][240/940] lr: 1.000e-02, eta: 15:31:11, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5656, top5_acc: 0.8141, loss_cls: 1.8185, loss: 1.8185 2020-07-02 16:00:44,970 - mmaction - INFO - Epoch [34][260/940] lr: 1.000e-02, eta: 15:30:47, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6078, top5_acc: 0.8141, loss_cls: 1.6952, loss: 1.6952 2020-07-02 16:01:00,401 - mmaction - INFO - Epoch [34][280/940] lr: 1.000e-02, eta: 15:30:22, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5875, top5_acc: 0.7937, loss_cls: 1.7857, loss: 1.7857 2020-07-02 16:01:15,961 - mmaction - INFO - Epoch [34][300/940] lr: 1.000e-02, eta: 15:29:58, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.8063, loss_cls: 1.8082, loss: 1.8082 2020-07-02 16:01:31,412 - mmaction - INFO - Epoch [34][320/940] lr: 1.000e-02, eta: 15:29:34, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7609, loss_cls: 1.9204, loss: 1.9204 2020-07-02 16:01:46,822 - mmaction - INFO - Epoch [34][340/940] lr: 1.000e-02, eta: 15:29:09, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7953, loss_cls: 1.8181, loss: 1.8181 2020-07-02 16:02:02,342 - mmaction - INFO - Epoch [34][360/940] lr: 1.000e-02, eta: 15:28:45, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5922, top5_acc: 0.7859, loss_cls: 1.8027, loss: 1.8027 2020-07-02 16:02:17,805 - mmaction - INFO - Epoch [34][380/940] lr: 1.000e-02, eta: 15:28:20, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7922, loss_cls: 1.8140, loss: 1.8140 2020-07-02 16:02:35,597 - mmaction - INFO - Epoch [34][400/940] lr: 1.000e-02, eta: 15:28:02, time: 0.889, data_time: 0.002, memory: 21558, top1_acc: 0.6047, top5_acc: 0.7922, loss_cls: 1.7575, loss: 1.7575 2020-07-02 16:02:51,007 - mmaction - INFO - Epoch [34][420/940] lr: 1.000e-02, eta: 15:27:38, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7781, loss_cls: 1.8485, loss: 1.8485 2020-07-02 16:03:06,465 - mmaction - INFO - Epoch [34][440/940] lr: 1.000e-02, eta: 15:27:13, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7734, loss_cls: 1.9162, loss: 1.9162 2020-07-02 16:03:22,010 - mmaction - INFO - Epoch [34][460/940] lr: 1.000e-02, eta: 15:26:49, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7922, loss_cls: 1.7788, loss: 1.7788 2020-07-02 16:03:37,511 - mmaction - INFO - Epoch [34][480/940] lr: 1.000e-02, eta: 15:26:25, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7734, loss_cls: 1.8629, loss: 1.8629 2020-07-02 16:03:53,069 - mmaction - INFO - Epoch [34][500/940] lr: 1.000e-02, eta: 15:26:01, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7953, loss_cls: 1.8294, loss: 1.8294 2020-07-02 16:04:08,509 - mmaction - INFO - Epoch [34][520/940] lr: 1.000e-02, eta: 15:25:36, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5578, top5_acc: 0.8141, loss_cls: 1.7558, loss: 1.7558 2020-07-02 16:04:24,082 - mmaction - INFO - Epoch [34][540/940] lr: 1.000e-02, eta: 15:25:12, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5078, top5_acc: 0.7719, loss_cls: 2.0519, loss: 2.0519 2020-07-02 16:04:39,538 - mmaction - INFO - Epoch [34][560/940] lr: 1.000e-02, eta: 15:24:48, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7797, loss_cls: 1.8768, loss: 1.8768 2020-07-02 16:04:54,912 - mmaction - INFO - Epoch [34][580/940] lr: 1.000e-02, eta: 15:24:24, time: 0.768, data_time: 0.000, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7891, loss_cls: 1.8753, loss: 1.8753 2020-07-02 16:05:10,864 - mmaction - INFO - Epoch [34][600/940] lr: 1.000e-02, eta: 15:24:01, time: 0.798, data_time: 0.001, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.9715, loss: 1.9715 2020-07-02 16:05:26,385 - mmaction - INFO - Epoch [34][620/940] lr: 1.000e-02, eta: 15:23:37, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7984, loss_cls: 1.8202, loss: 1.8202 2020-07-02 16:05:41,857 - mmaction - INFO - Epoch [34][640/940] lr: 1.000e-02, eta: 15:23:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8094, loss_cls: 1.7352, loss: 1.7352 2020-07-02 16:05:57,746 - mmaction - INFO - Epoch [34][660/940] lr: 1.000e-02, eta: 15:22:49, time: 0.793, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7844, loss_cls: 1.8537, loss: 1.8537 2020-07-02 16:06:13,106 - mmaction - INFO - Epoch [34][680/940] lr: 1.000e-02, eta: 15:22:25, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7937, loss_cls: 1.8327, loss: 1.8327 2020-07-02 16:06:28,582 - mmaction - INFO - Epoch [34][700/940] lr: 1.000e-02, eta: 15:22:01, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7922, loss_cls: 1.7680, loss: 1.7680 2020-07-02 16:06:44,119 - mmaction - INFO - Epoch [34][720/940] lr: 1.000e-02, eta: 15:21:37, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7797, loss_cls: 1.8696, loss: 1.8696 2020-07-02 16:06:59,532 - mmaction - INFO - Epoch [34][740/940] lr: 1.000e-02, eta: 15:21:12, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7922, loss_cls: 1.9043, loss: 1.9043 2020-07-02 16:07:14,955 - mmaction - INFO - Epoch [34][760/940] lr: 1.000e-02, eta: 15:20:48, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8047, loss_cls: 1.7849, loss: 1.7849 2020-07-02 16:07:30,421 - mmaction - INFO - Epoch [34][780/940] lr: 1.000e-02, eta: 15:20:24, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 1.9347, loss: 1.9347 2020-07-02 16:07:45,982 - mmaction - INFO - Epoch [34][800/940] lr: 1.000e-02, eta: 15:20:00, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7812, loss_cls: 1.8873, loss: 1.8873 2020-07-02 16:08:01,485 - mmaction - INFO - Epoch [34][820/940] lr: 1.000e-02, eta: 15:19:36, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7797, loss_cls: 1.9365, loss: 1.9365 2020-07-02 16:08:16,944 - mmaction - INFO - Epoch [34][840/940] lr: 1.000e-02, eta: 15:19:12, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7797, loss_cls: 1.8664, loss: 1.8664 2020-07-02 16:08:32,344 - mmaction - INFO - Epoch [34][860/940] lr: 1.000e-02, eta: 15:18:48, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5422, top5_acc: 0.7859, loss_cls: 1.9216, loss: 1.9216 2020-07-02 16:08:47,827 - mmaction - INFO - Epoch [34][880/940] lr: 1.000e-02, eta: 15:18:24, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6062, top5_acc: 0.8000, loss_cls: 1.7256, loss: 1.7256 2020-07-02 16:09:03,204 - mmaction - INFO - Epoch [34][900/940] lr: 1.000e-02, eta: 15:18:00, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5250, top5_acc: 0.7859, loss_cls: 1.9693, loss: 1.9693 2020-07-02 16:09:18,721 - mmaction - INFO - Epoch [34][920/940] lr: 1.000e-02, eta: 15:17:36, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7719, loss_cls: 1.8909, loss: 1.8909 2020-07-02 16:09:33,557 - mmaction - INFO - Epoch [34][940/940] lr: 1.000e-02, eta: 15:17:10, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.5577, top5_acc: 0.7951, loss_cls: 1.8447, loss: 1.8447 2020-07-02 16:09:39,041 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-07-02 16:11:46,263 - mmaction - INFO - Epoch [35][20/940] lr: 1.000e-02, eta: 15:21:49, time: 6.288, data_time: 5.468, memory: 21558, top1_acc: 0.6094, top5_acc: 0.8109, loss_cls: 1.6981, loss: 1.6981 2020-07-02 16:12:01,872 - mmaction - INFO - Epoch [35][40/940] lr: 1.000e-02, eta: 15:21:25, time: 0.783, data_time: 0.008, memory: 21558, top1_acc: 0.5531, top5_acc: 0.8172, loss_cls: 1.7476, loss: 1.7476 2020-07-02 16:12:17,336 - mmaction - INFO - Epoch [35][60/940] lr: 1.000e-02, eta: 15:21:01, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7969, loss_cls: 1.8538, loss: 1.8538 2020-07-02 16:12:32,819 - mmaction - INFO - Epoch [35][80/940] lr: 1.000e-02, eta: 15:20:36, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8031, loss_cls: 1.8386, loss: 1.8386 2020-07-02 16:12:48,215 - mmaction - INFO - Epoch [35][100/940] lr: 1.000e-02, eta: 15:20:12, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7937, loss_cls: 1.7933, loss: 1.7933 2020-07-02 16:13:03,606 - mmaction - INFO - Epoch [35][120/940] lr: 1.000e-02, eta: 15:19:48, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8047, loss_cls: 1.7236, loss: 1.7236 2020-07-02 16:13:19,125 - mmaction - INFO - Epoch [35][140/940] lr: 1.000e-02, eta: 15:19:23, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5813, top5_acc: 0.8172, loss_cls: 1.7140, loss: 1.7140 2020-07-02 16:13:34,550 - mmaction - INFO - Epoch [35][160/940] lr: 1.000e-02, eta: 15:18:59, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8187, loss_cls: 1.6782, loss: 1.6782 2020-07-02 16:13:50,040 - mmaction - INFO - Epoch [35][180/940] lr: 1.000e-02, eta: 15:18:35, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5813, top5_acc: 0.8047, loss_cls: 1.7904, loss: 1.7904 2020-07-02 16:14:05,467 - mmaction - INFO - Epoch [35][200/940] lr: 1.000e-02, eta: 15:18:11, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.7086, loss: 1.7086 2020-07-02 16:14:20,923 - mmaction - INFO - Epoch [35][220/940] lr: 1.000e-02, eta: 15:17:46, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7891, loss_cls: 1.7562, loss: 1.7562 2020-07-02 16:14:36,355 - mmaction - INFO - Epoch [35][240/940] lr: 1.000e-02, eta: 15:17:22, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5062, top5_acc: 0.7734, loss_cls: 2.0273, loss: 2.0273 2020-07-02 16:14:51,751 - mmaction - INFO - Epoch [35][260/940] lr: 1.000e-02, eta: 15:16:58, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.8251, loss: 1.8251 2020-07-02 16:15:07,305 - mmaction - INFO - Epoch [35][280/940] lr: 1.000e-02, eta: 15:16:34, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8063, loss_cls: 1.6740, loss: 1.6740 2020-07-02 16:15:22,914 - mmaction - INFO - Epoch [35][300/940] lr: 1.000e-02, eta: 15:16:10, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5578, top5_acc: 0.7937, loss_cls: 1.7993, loss: 1.7993 2020-07-02 16:15:38,424 - mmaction - INFO - Epoch [35][320/940] lr: 1.000e-02, eta: 15:15:46, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.8000, loss_cls: 1.8414, loss: 1.8414 2020-07-02 16:15:53,940 - mmaction - INFO - Epoch [35][340/940] lr: 1.000e-02, eta: 15:15:22, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.8094, loss_cls: 1.8347, loss: 1.8347 2020-07-02 16:16:09,455 - mmaction - INFO - Epoch [35][360/940] lr: 1.000e-02, eta: 15:14:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.8664, loss: 1.8664 2020-07-02 16:16:24,838 - mmaction - INFO - Epoch [35][380/940] lr: 1.000e-02, eta: 15:14:34, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.8815, loss: 1.8815 2020-07-02 16:16:40,535 - mmaction - INFO - Epoch [35][400/940] lr: 1.000e-02, eta: 15:14:10, time: 0.785, data_time: 0.000, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8187, loss_cls: 1.6927, loss: 1.6927 2020-07-02 16:16:56,031 - mmaction - INFO - Epoch [35][420/940] lr: 1.000e-02, eta: 15:13:46, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6125, top5_acc: 0.8047, loss_cls: 1.7435, loss: 1.7435 2020-07-02 16:17:11,595 - mmaction - INFO - Epoch [35][440/940] lr: 1.000e-02, eta: 15:13:23, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.7405, loss: 1.7405 2020-07-02 16:17:27,063 - mmaction - INFO - Epoch [35][460/940] lr: 1.000e-02, eta: 15:12:59, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.8219, loss_cls: 1.7343, loss: 1.7343 2020-07-02 16:17:42,559 - mmaction - INFO - Epoch [35][480/940] lr: 1.000e-02, eta: 15:12:35, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5844, top5_acc: 0.7828, loss_cls: 1.8143, loss: 1.8143 2020-07-02 16:17:58,060 - mmaction - INFO - Epoch [35][500/940] lr: 1.000e-02, eta: 15:12:11, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8000, loss_cls: 1.7287, loss: 1.7287 2020-07-02 16:18:13,452 - mmaction - INFO - Epoch [35][520/940] lr: 1.000e-02, eta: 15:11:47, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8172, loss_cls: 1.6898, loss: 1.6898 2020-07-02 16:18:28,891 - mmaction - INFO - Epoch [35][540/940] lr: 1.000e-02, eta: 15:11:23, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7984, loss_cls: 1.7139, loss: 1.7139 2020-07-02 16:18:44,372 - mmaction - INFO - Epoch [35][560/940] lr: 1.000e-02, eta: 15:10:59, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7906, loss_cls: 1.8424, loss: 1.8424 2020-07-02 16:18:59,779 - mmaction - INFO - Epoch [35][580/940] lr: 1.000e-02, eta: 15:10:35, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7797, loss_cls: 1.7360, loss: 1.7360 2020-07-02 16:19:15,237 - mmaction - INFO - Epoch [35][600/940] lr: 1.000e-02, eta: 15:10:11, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7828, loss_cls: 1.8367, loss: 1.8367 2020-07-02 16:19:30,812 - mmaction - INFO - Epoch [35][620/940] lr: 1.000e-02, eta: 15:09:47, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8000, loss_cls: 1.7144, loss: 1.7144 2020-07-02 16:19:46,258 - mmaction - INFO - Epoch [35][640/940] lr: 1.000e-02, eta: 15:09:23, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7703, loss_cls: 1.8999, loss: 1.8999 2020-07-02 16:20:01,930 - mmaction - INFO - Epoch [35][660/940] lr: 1.000e-02, eta: 15:09:00, time: 0.781, data_time: 0.004, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7688, loss_cls: 1.9896, loss: 1.9896 2020-07-02 16:20:17,568 - mmaction - INFO - Epoch [35][680/940] lr: 1.000e-02, eta: 15:08:36, time: 0.784, data_time: 0.005, memory: 21558, top1_acc: 0.6016, top5_acc: 0.8000, loss_cls: 1.7786, loss: 1.7786 2020-07-02 16:20:33,127 - mmaction - INFO - Epoch [35][700/940] lr: 1.000e-02, eta: 15:08:13, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8281, loss_cls: 1.6027, loss: 1.6027 2020-07-02 16:20:48,663 - mmaction - INFO - Epoch [35][720/940] lr: 1.000e-02, eta: 15:07:49, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8109, loss_cls: 1.6813, loss: 1.6813 2020-07-02 16:21:04,153 - mmaction - INFO - Epoch [35][740/940] lr: 1.000e-02, eta: 15:07:25, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7953, loss_cls: 1.8483, loss: 1.8483 2020-07-02 16:21:19,556 - mmaction - INFO - Epoch [35][760/940] lr: 1.000e-02, eta: 15:07:01, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.8047, loss_cls: 1.8173, loss: 1.8173 2020-07-02 16:21:35,129 - mmaction - INFO - Epoch [35][780/940] lr: 1.000e-02, eta: 15:06:38, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7984, loss_cls: 1.8221, loss: 1.8221 2020-07-02 16:21:50,639 - mmaction - INFO - Epoch [35][800/940] lr: 1.000e-02, eta: 15:06:14, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7812, loss_cls: 1.9274, loss: 1.9274 2020-07-02 16:22:06,162 - mmaction - INFO - Epoch [35][820/940] lr: 1.000e-02, eta: 15:05:51, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5953, top5_acc: 0.7922, loss_cls: 1.7549, loss: 1.7549 2020-07-02 16:22:21,707 - mmaction - INFO - Epoch [35][840/940] lr: 1.000e-02, eta: 15:05:27, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5297, top5_acc: 0.7734, loss_cls: 1.9644, loss: 1.9644 2020-07-02 16:22:37,168 - mmaction - INFO - Epoch [35][860/940] lr: 1.000e-02, eta: 15:05:03, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5953, top5_acc: 0.8156, loss_cls: 1.6982, loss: 1.6982 2020-07-02 16:22:52,730 - mmaction - INFO - Epoch [35][880/940] lr: 1.000e-02, eta: 15:04:40, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7719, loss_cls: 1.9004, loss: 1.9004 2020-07-02 16:23:08,275 - mmaction - INFO - Epoch [35][900/940] lr: 1.000e-02, eta: 15:04:16, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7703, loss_cls: 1.8529, loss: 1.8529 2020-07-02 16:23:23,792 - mmaction - INFO - Epoch [35][920/940] lr: 1.000e-02, eta: 15:03:53, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7750, loss_cls: 1.9354, loss: 1.9354 2020-07-02 16:23:38,615 - mmaction - INFO - Epoch [35][940/940] lr: 1.000e-02, eta: 15:03:28, time: 0.743, data_time: 0.003, memory: 21558, top1_acc: 0.5528, top5_acc: 0.7789, loss_cls: 1.8653, loss: 1.8653 2020-07-02 16:23:42,835 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-02 16:31:00,114 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 16:31:00,820 - mmaction - INFO - top1_acc 0.6301 top5_acc 0.8474 2020-07-02 16:31:00,821 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 16:31:00,878 - mmaction - INFO - mean_acc 0.6299 2020-07-02 16:31:00,884 - mmaction - INFO - Epoch [35][940/940] lr: 1.000e-02, top1_acc: 0.6301, top5_acc: 0.8474, mean_class_accuracy: 0.6299 2020-07-02 16:33:26,173 - mmaction - INFO - Epoch [36][20/940] lr: 1.000e-02, eta: 15:08:41, time: 7.264, data_time: 6.336, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7641, loss_cls: 1.8997, loss: 1.8997 2020-07-02 16:33:43,456 - mmaction - INFO - Epoch [36][40/940] lr: 1.000e-02, eta: 15:08:22, time: 0.864, data_time: 0.003, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.8307, loss: 1.8307 2020-07-02 16:34:00,100 - mmaction - INFO - Epoch [36][60/940] lr: 1.000e-02, eta: 15:08:01, time: 0.831, data_time: 0.000, memory: 21558, top1_acc: 0.5969, top5_acc: 0.7937, loss_cls: 1.7598, loss: 1.7598 2020-07-02 16:34:15,593 - mmaction - INFO - Epoch [36][80/940] lr: 1.000e-02, eta: 15:07:37, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8203, loss_cls: 1.6990, loss: 1.6990 2020-07-02 16:34:31,158 - mmaction - INFO - Epoch [36][100/940] lr: 1.000e-02, eta: 15:07:13, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8297, loss_cls: 1.6689, loss: 1.6689 2020-07-02 16:34:47,715 - mmaction - INFO - Epoch [36][120/940] lr: 1.000e-02, eta: 15:06:52, time: 0.827, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8219, loss_cls: 1.6894, loss: 1.6894 2020-07-02 16:35:04,633 - mmaction - INFO - Epoch [36][140/940] lr: 1.000e-02, eta: 15:06:32, time: 0.846, data_time: 0.002, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8250, loss_cls: 1.6904, loss: 1.6904 2020-07-02 16:35:20,212 - mmaction - INFO - Epoch [36][160/940] lr: 1.000e-02, eta: 15:06:08, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.8478, loss: 1.8478 2020-07-02 16:35:36,440 - mmaction - INFO - Epoch [36][180/940] lr: 1.000e-02, eta: 15:05:46, time: 0.813, data_time: 0.002, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8297, loss_cls: 1.5981, loss: 1.5981 2020-07-02 16:35:52,222 - mmaction - INFO - Epoch [36][200/940] lr: 1.000e-02, eta: 15:05:23, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8234, loss_cls: 1.6794, loss: 1.6794 2020-07-02 16:36:08,534 - mmaction - INFO - Epoch [36][220/940] lr: 1.000e-02, eta: 15:05:01, time: 0.817, data_time: 0.002, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8203, loss_cls: 1.7030, loss: 1.7030 2020-07-02 16:36:24,615 - mmaction - INFO - Epoch [36][240/940] lr: 1.000e-02, eta: 15:04:39, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7766, loss_cls: 1.8805, loss: 1.8805 2020-07-02 16:36:41,892 - mmaction - INFO - Epoch [36][260/940] lr: 1.000e-02, eta: 15:04:19, time: 0.863, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7875, loss_cls: 1.8317, loss: 1.8317 2020-07-02 16:36:57,959 - mmaction - INFO - Epoch [36][280/940] lr: 1.000e-02, eta: 15:03:57, time: 0.804, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8063, loss_cls: 1.8119, loss: 1.8119 2020-07-02 16:37:15,631 - mmaction - INFO - Epoch [36][300/940] lr: 1.000e-02, eta: 15:03:39, time: 0.883, data_time: 0.001, memory: 21558, top1_acc: 0.5750, top5_acc: 0.8234, loss_cls: 1.7503, loss: 1.7503 2020-07-02 16:37:31,122 - mmaction - INFO - Epoch [36][320/940] lr: 1.000e-02, eta: 15:03:15, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7922, loss_cls: 1.8292, loss: 1.8292 2020-07-02 16:37:47,229 - mmaction - INFO - Epoch [36][340/940] lr: 1.000e-02, eta: 15:02:53, time: 0.805, data_time: 0.001, memory: 21558, top1_acc: 0.5484, top5_acc: 0.7719, loss_cls: 1.9281, loss: 1.9281 2020-07-02 16:38:02,910 - mmaction - INFO - Epoch [36][360/940] lr: 1.000e-02, eta: 15:02:29, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7953, loss_cls: 1.8133, loss: 1.8133 2020-07-02 16:38:20,095 - mmaction - INFO - Epoch [36][380/940] lr: 1.000e-02, eta: 15:02:10, time: 0.860, data_time: 0.002, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7766, loss_cls: 1.8451, loss: 1.8451 2020-07-02 16:38:37,551 - mmaction - INFO - Epoch [36][400/940] lr: 1.000e-02, eta: 15:01:51, time: 0.873, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8125, loss_cls: 1.7683, loss: 1.7683 2020-07-02 16:38:53,099 - mmaction - INFO - Epoch [36][420/940] lr: 1.000e-02, eta: 15:01:28, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.7906, loss_cls: 1.7428, loss: 1.7428 2020-07-02 16:39:08,584 - mmaction - INFO - Epoch [36][440/940] lr: 1.000e-02, eta: 15:01:04, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5844, top5_acc: 0.7891, loss_cls: 1.8250, loss: 1.8250 2020-07-02 16:39:24,168 - mmaction - INFO - Epoch [36][460/940] lr: 1.000e-02, eta: 15:00:40, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6062, top5_acc: 0.8094, loss_cls: 1.6766, loss: 1.6766 2020-07-02 16:39:39,745 - mmaction - INFO - Epoch [36][480/940] lr: 1.000e-02, eta: 15:00:17, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7922, loss_cls: 1.8149, loss: 1.8149 2020-07-02 16:39:55,309 - mmaction - INFO - Epoch [36][500/940] lr: 1.000e-02, eta: 14:59:53, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8203, loss_cls: 1.7265, loss: 1.7265 2020-07-02 16:40:10,906 - mmaction - INFO - Epoch [36][520/940] lr: 1.000e-02, eta: 14:59:30, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7969, loss_cls: 1.7690, loss: 1.7690 2020-07-02 16:40:26,434 - mmaction - INFO - Epoch [36][540/940] lr: 1.000e-02, eta: 14:59:06, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.8222, loss: 1.8222 2020-07-02 16:40:41,905 - mmaction - INFO - Epoch [36][560/940] lr: 1.000e-02, eta: 14:58:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6094, top5_acc: 0.8187, loss_cls: 1.6391, loss: 1.6391 2020-07-02 16:40:57,349 - mmaction - INFO - Epoch [36][580/940] lr: 1.000e-02, eta: 14:58:19, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7969, loss_cls: 1.8697, loss: 1.8697 2020-07-02 16:41:12,866 - mmaction - INFO - Epoch [36][600/940] lr: 1.000e-02, eta: 14:57:55, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7953, loss_cls: 1.8022, loss: 1.8022 2020-07-02 16:41:28,514 - mmaction - INFO - Epoch [36][620/940] lr: 1.000e-02, eta: 14:57:32, time: 0.783, data_time: 0.004, memory: 21558, top1_acc: 0.5734, top5_acc: 0.8297, loss_cls: 1.7096, loss: 1.7096 2020-07-02 16:41:43,991 - mmaction - INFO - Epoch [36][640/940] lr: 1.000e-02, eta: 14:57:08, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8016, loss_cls: 1.8060, loss: 1.8060 2020-07-02 16:41:59,413 - mmaction - INFO - Epoch [36][660/940] lr: 1.000e-02, eta: 14:56:44, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7969, loss_cls: 1.7950, loss: 1.7950 2020-07-02 16:42:14,866 - mmaction - INFO - Epoch [36][680/940] lr: 1.000e-02, eta: 14:56:21, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7891, loss_cls: 1.8340, loss: 1.8340 2020-07-02 16:42:30,321 - mmaction - INFO - Epoch [36][700/940] lr: 1.000e-02, eta: 14:55:57, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7906, loss_cls: 1.9286, loss: 1.9286 2020-07-02 16:42:45,806 - mmaction - INFO - Epoch [36][720/940] lr: 1.000e-02, eta: 14:55:34, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.8047, loss_cls: 1.7154, loss: 1.7154 2020-07-02 16:43:01,188 - mmaction - INFO - Epoch [36][740/940] lr: 1.000e-02, eta: 14:55:10, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.8141, loss_cls: 1.7433, loss: 1.7433 2020-07-02 16:43:16,672 - mmaction - INFO - Epoch [36][760/940] lr: 1.000e-02, eta: 14:54:46, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7844, loss_cls: 1.9505, loss: 1.9505 2020-07-02 16:43:32,078 - mmaction - INFO - Epoch [36][780/940] lr: 1.000e-02, eta: 14:54:22, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7750, loss_cls: 1.8600, loss: 1.8600 2020-07-02 16:43:47,555 - mmaction - INFO - Epoch [36][800/940] lr: 1.000e-02, eta: 14:53:59, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7906, loss_cls: 1.9315, loss: 1.9315 2020-07-02 16:44:03,015 - mmaction - INFO - Epoch [36][820/940] lr: 1.000e-02, eta: 14:53:35, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7688, loss_cls: 1.9170, loss: 1.9170 2020-07-02 16:44:18,480 - mmaction - INFO - Epoch [36][840/940] lr: 1.000e-02, eta: 14:53:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8031, loss_cls: 1.7139, loss: 1.7139 2020-07-02 16:44:33,993 - mmaction - INFO - Epoch [36][860/940] lr: 1.000e-02, eta: 14:52:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5891, top5_acc: 0.7922, loss_cls: 1.7745, loss: 1.7745 2020-07-02 16:44:49,441 - mmaction - INFO - Epoch [36][880/940] lr: 1.000e-02, eta: 14:52:25, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7609, loss_cls: 1.9255, loss: 1.9255 2020-07-02 16:45:05,010 - mmaction - INFO - Epoch [36][900/940] lr: 1.000e-02, eta: 14:52:02, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8000, loss_cls: 1.7355, loss: 1.7355 2020-07-02 16:45:20,479 - mmaction - INFO - Epoch [36][920/940] lr: 1.000e-02, eta: 14:51:38, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8031, loss_cls: 1.7695, loss: 1.7695 2020-07-02 16:45:35,301 - mmaction - INFO - Epoch [36][940/940] lr: 1.000e-02, eta: 14:51:13, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.5561, top5_acc: 0.7951, loss_cls: 1.8923, loss: 1.8923 2020-07-02 16:45:40,840 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-07-02 16:47:42,640 - mmaction - INFO - Epoch [37][20/940] lr: 1.000e-02, eta: 14:55:10, time: 6.074, data_time: 5.282, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7734, loss_cls: 1.8565, loss: 1.8565 2020-07-02 16:47:58,898 - mmaction - INFO - Epoch [37][40/940] lr: 1.000e-02, eta: 14:54:48, time: 0.813, data_time: 0.038, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.7008, loss: 1.7008 2020-07-02 16:48:14,460 - mmaction - INFO - Epoch [37][60/940] lr: 1.000e-02, eta: 14:54:25, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7984, loss_cls: 1.7676, loss: 1.7676 2020-07-02 16:48:30,002 - mmaction - INFO - Epoch [37][80/940] lr: 1.000e-02, eta: 14:54:01, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7922, loss_cls: 1.8322, loss: 1.8322 2020-07-02 16:48:45,400 - mmaction - INFO - Epoch [37][100/940] lr: 1.000e-02, eta: 14:53:38, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7937, loss_cls: 1.7780, loss: 1.7780 2020-07-02 16:49:00,876 - mmaction - INFO - Epoch [37][120/940] lr: 1.000e-02, eta: 14:53:14, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.8422, loss: 1.8422 2020-07-02 16:49:16,425 - mmaction - INFO - Epoch [37][140/940] lr: 1.000e-02, eta: 14:52:50, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6156, top5_acc: 0.8156, loss_cls: 1.6411, loss: 1.6411 2020-07-02 16:49:32,336 - mmaction - INFO - Epoch [37][160/940] lr: 1.000e-02, eta: 14:52:28, time: 0.795, data_time: 0.002, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8234, loss_cls: 1.6883, loss: 1.6883 2020-07-02 16:49:47,867 - mmaction - INFO - Epoch [37][180/940] lr: 1.000e-02, eta: 14:52:04, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8094, loss_cls: 1.7447, loss: 1.7447 2020-07-02 16:50:03,900 - mmaction - INFO - Epoch [37][200/940] lr: 1.000e-02, eta: 14:51:42, time: 0.800, data_time: 0.006, memory: 21558, top1_acc: 0.5375, top5_acc: 0.7734, loss_cls: 1.8635, loss: 1.8635 2020-07-02 16:50:19,598 - mmaction - INFO - Epoch [37][220/940] lr: 1.000e-02, eta: 14:51:19, time: 0.786, data_time: 0.006, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8031, loss_cls: 1.7347, loss: 1.7347 2020-07-02 16:50:35,091 - mmaction - INFO - Epoch [37][240/940] lr: 1.000e-02, eta: 14:50:55, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.7982, loss: 1.7982 2020-07-02 16:50:50,505 - mmaction - INFO - Epoch [37][260/940] lr: 1.000e-02, eta: 14:50:32, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7828, loss_cls: 1.9012, loss: 1.9012 2020-07-02 16:51:06,048 - mmaction - INFO - Epoch [37][280/940] lr: 1.000e-02, eta: 14:50:08, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6109, top5_acc: 0.8078, loss_cls: 1.6994, loss: 1.6994 2020-07-02 16:51:21,785 - mmaction - INFO - Epoch [37][300/940] lr: 1.000e-02, eta: 14:49:45, time: 0.788, data_time: 0.002, memory: 21558, top1_acc: 0.6094, top5_acc: 0.8234, loss_cls: 1.6888, loss: 1.6888 2020-07-02 16:51:37,263 - mmaction - INFO - Epoch [37][320/940] lr: 1.000e-02, eta: 14:49:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.5875, top5_acc: 0.8109, loss_cls: 1.7703, loss: 1.7703 2020-07-02 16:51:52,753 - mmaction - INFO - Epoch [37][340/940] lr: 1.000e-02, eta: 14:48:58, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8465, loss: 1.8465 2020-07-02 16:52:08,263 - mmaction - INFO - Epoch [37][360/940] lr: 1.000e-02, eta: 14:48:35, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.7531, loss_cls: 1.9419, loss: 1.9419 2020-07-02 16:52:23,711 - mmaction - INFO - Epoch [37][380/940] lr: 1.000e-02, eta: 14:48:11, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7906, loss_cls: 1.9080, loss: 1.9080 2020-07-02 16:52:39,297 - mmaction - INFO - Epoch [37][400/940] lr: 1.000e-02, eta: 14:47:48, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7719, loss_cls: 1.8222, loss: 1.8222 2020-07-02 16:52:54,932 - mmaction - INFO - Epoch [37][420/940] lr: 1.000e-02, eta: 14:47:25, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7922, loss_cls: 1.8072, loss: 1.8072 2020-07-02 16:53:10,373 - mmaction - INFO - Epoch [37][440/940] lr: 1.000e-02, eta: 14:47:01, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.8094, loss_cls: 1.8019, loss: 1.8019 2020-07-02 16:53:25,861 - mmaction - INFO - Epoch [37][460/940] lr: 1.000e-02, eta: 14:46:38, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7984, loss_cls: 1.8478, loss: 1.8478 2020-07-02 16:53:41,333 - mmaction - INFO - Epoch [37][480/940] lr: 1.000e-02, eta: 14:46:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8000, loss_cls: 1.7886, loss: 1.7886 2020-07-02 16:53:56,808 - mmaction - INFO - Epoch [37][500/940] lr: 1.000e-02, eta: 14:45:51, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7984, loss_cls: 1.8114, loss: 1.8114 2020-07-02 16:54:12,213 - mmaction - INFO - Epoch [37][520/940] lr: 1.000e-02, eta: 14:45:27, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8016, loss_cls: 1.6671, loss: 1.6671 2020-07-02 16:54:27,603 - mmaction - INFO - Epoch [37][540/940] lr: 1.000e-02, eta: 14:45:04, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.5875, top5_acc: 0.7781, loss_cls: 1.9290, loss: 1.9290 2020-07-02 16:54:43,046 - mmaction - INFO - Epoch [37][560/940] lr: 1.000e-02, eta: 14:44:40, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.8125, loss_cls: 1.8086, loss: 1.8086 2020-07-02 16:54:58,413 - mmaction - INFO - Epoch [37][580/940] lr: 1.000e-02, eta: 14:44:17, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.8000, loss_cls: 1.8155, loss: 1.8155 2020-07-02 16:55:14,068 - mmaction - INFO - Epoch [37][600/940] lr: 1.000e-02, eta: 14:43:54, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8172, loss_cls: 1.6562, loss: 1.6562 2020-07-02 16:55:29,677 - mmaction - INFO - Epoch [37][620/940] lr: 1.000e-02, eta: 14:43:31, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8359, loss_cls: 1.6645, loss: 1.6645 2020-07-02 16:55:45,056 - mmaction - INFO - Epoch [37][640/940] lr: 1.000e-02, eta: 14:43:07, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5312, top5_acc: 0.7812, loss_cls: 1.9226, loss: 1.9226 2020-07-02 16:56:00,506 - mmaction - INFO - Epoch [37][660/940] lr: 1.000e-02, eta: 14:42:44, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6078, top5_acc: 0.7937, loss_cls: 1.7086, loss: 1.7086 2020-07-02 16:56:16,031 - mmaction - INFO - Epoch [37][680/940] lr: 1.000e-02, eta: 14:42:21, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7828, loss_cls: 1.8874, loss: 1.8874 2020-07-02 16:56:31,513 - mmaction - INFO - Epoch [37][700/940] lr: 1.000e-02, eta: 14:41:57, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8078, loss_cls: 1.7056, loss: 1.7056 2020-07-02 16:56:47,039 - mmaction - INFO - Epoch [37][720/940] lr: 1.000e-02, eta: 14:41:34, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5672, top5_acc: 0.8063, loss_cls: 1.7513, loss: 1.7513 2020-07-02 16:57:02,444 - mmaction - INFO - Epoch [37][740/940] lr: 1.000e-02, eta: 14:41:11, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.5766, top5_acc: 0.8016, loss_cls: 1.7283, loss: 1.7283 2020-07-02 16:57:17,884 - mmaction - INFO - Epoch [37][760/940] lr: 1.000e-02, eta: 14:40:47, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7797, loss_cls: 1.8287, loss: 1.8287 2020-07-02 16:57:33,311 - mmaction - INFO - Epoch [37][780/940] lr: 1.000e-02, eta: 14:40:24, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7922, loss_cls: 1.8722, loss: 1.8722 2020-07-02 16:57:48,822 - mmaction - INFO - Epoch [37][800/940] lr: 1.000e-02, eta: 14:40:01, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.8016, loss_cls: 1.8245, loss: 1.8245 2020-07-02 16:58:04,321 - mmaction - INFO - Epoch [37][820/940] lr: 1.000e-02, eta: 14:39:38, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7703, loss_cls: 1.9258, loss: 1.9258 2020-07-02 16:58:19,752 - mmaction - INFO - Epoch [37][840/940] lr: 1.000e-02, eta: 14:39:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7750, loss_cls: 1.9121, loss: 1.9121 2020-07-02 16:58:35,187 - mmaction - INFO - Epoch [37][860/940] lr: 1.000e-02, eta: 14:38:51, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.9673, loss: 1.9673 2020-07-02 16:58:50,664 - mmaction - INFO - Epoch [37][880/940] lr: 1.000e-02, eta: 14:38:28, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.5578, top5_acc: 0.8156, loss_cls: 1.7079, loss: 1.7079 2020-07-02 16:59:06,132 - mmaction - INFO - Epoch [37][900/940] lr: 1.000e-02, eta: 14:38:05, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7844, loss_cls: 1.8003, loss: 1.8003 2020-07-02 16:59:21,548 - mmaction - INFO - Epoch [37][920/940] lr: 1.000e-02, eta: 14:37:41, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7922, loss_cls: 1.8383, loss: 1.8383 2020-07-02 16:59:36,392 - mmaction - INFO - Epoch [37][940/940] lr: 1.000e-02, eta: 14:37:17, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.5951, top5_acc: 0.8114, loss_cls: 1.7377, loss: 1.7377 2020-07-02 16:59:43,021 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-07-02 17:02:39,539 - mmaction - INFO - Epoch [38][20/940] lr: 1.000e-02, eta: 14:43:06, time: 8.760, data_time: 7.907, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7984, loss_cls: 1.7774, loss: 1.7774 2020-07-02 17:02:55,013 - mmaction - INFO - Epoch [38][40/940] lr: 1.000e-02, eta: 14:42:42, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.6869, loss: 1.6869 2020-07-02 17:03:10,369 - mmaction - INFO - Epoch [38][60/940] lr: 1.000e-02, eta: 14:42:19, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8063, loss_cls: 1.7126, loss: 1.7126 2020-07-02 17:03:25,907 - mmaction - INFO - Epoch [38][80/940] lr: 1.000e-02, eta: 14:41:55, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7922, loss_cls: 1.8471, loss: 1.8471 2020-07-02 17:03:41,408 - mmaction - INFO - Epoch [38][100/940] lr: 1.000e-02, eta: 14:41:32, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.8700, loss: 1.8700 2020-07-02 17:03:56,874 - mmaction - INFO - Epoch [38][120/940] lr: 1.000e-02, eta: 14:41:08, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6125, top5_acc: 0.8141, loss_cls: 1.7655, loss: 1.7655 2020-07-02 17:04:12,306 - mmaction - INFO - Epoch [38][140/940] lr: 1.000e-02, eta: 14:40:45, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.8000, loss_cls: 1.8290, loss: 1.8290 2020-07-02 17:04:27,761 - mmaction - INFO - Epoch [38][160/940] lr: 1.000e-02, eta: 14:40:21, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8172, loss_cls: 1.7052, loss: 1.7052 2020-07-02 17:04:43,188 - mmaction - INFO - Epoch [38][180/940] lr: 1.000e-02, eta: 14:39:58, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5656, top5_acc: 0.8125, loss_cls: 1.7239, loss: 1.7239 2020-07-02 17:04:58,673 - mmaction - INFO - Epoch [38][200/940] lr: 1.000e-02, eta: 14:39:34, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7937, loss_cls: 1.7212, loss: 1.7212 2020-07-02 17:05:14,194 - mmaction - INFO - Epoch [38][220/940] lr: 1.000e-02, eta: 14:39:11, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5984, top5_acc: 0.7922, loss_cls: 1.7477, loss: 1.7477 2020-07-02 17:05:29,630 - mmaction - INFO - Epoch [38][240/940] lr: 1.000e-02, eta: 14:38:47, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8141, loss_cls: 1.7656, loss: 1.7656 2020-07-02 17:05:45,229 - mmaction - INFO - Epoch [38][260/940] lr: 1.000e-02, eta: 14:38:24, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8281, loss_cls: 1.5875, loss: 1.5875 2020-07-02 17:06:00,677 - mmaction - INFO - Epoch [38][280/940] lr: 1.000e-02, eta: 14:38:01, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8125, loss_cls: 1.7369, loss: 1.7369 2020-07-02 17:06:16,136 - mmaction - INFO - Epoch [38][300/940] lr: 1.000e-02, eta: 14:37:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8078, loss_cls: 1.6941, loss: 1.6941 2020-07-02 17:06:31,610 - mmaction - INFO - Epoch [38][320/940] lr: 1.000e-02, eta: 14:37:14, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5437, top5_acc: 0.7844, loss_cls: 1.8328, loss: 1.8328 2020-07-02 17:06:47,101 - mmaction - INFO - Epoch [38][340/940] lr: 1.000e-02, eta: 14:36:51, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7922, loss_cls: 1.8097, loss: 1.8097 2020-07-02 17:07:02,534 - mmaction - INFO - Epoch [38][360/940] lr: 1.000e-02, eta: 14:36:27, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8203, loss_cls: 1.6654, loss: 1.6654 2020-07-02 17:07:17,921 - mmaction - INFO - Epoch [38][380/940] lr: 1.000e-02, eta: 14:36:04, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8000, loss_cls: 1.7241, loss: 1.7241 2020-07-02 17:07:35,118 - mmaction - INFO - Epoch [38][400/940] lr: 1.000e-02, eta: 14:35:44, time: 0.860, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7828, loss_cls: 1.8306, loss: 1.8306 2020-07-02 17:07:50,493 - mmaction - INFO - Epoch [38][420/940] lr: 1.000e-02, eta: 14:35:21, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7505, loss: 1.7505 2020-07-02 17:08:06,068 - mmaction - INFO - Epoch [38][440/940] lr: 1.000e-02, eta: 14:34:58, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5516, top5_acc: 0.7625, loss_cls: 1.9943, loss: 1.9943 2020-07-02 17:08:21,589 - mmaction - INFO - Epoch [38][460/940] lr: 1.000e-02, eta: 14:34:34, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6813, loss: 1.6813 2020-07-02 17:08:37,100 - mmaction - INFO - Epoch [38][480/940] lr: 1.000e-02, eta: 14:34:11, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5344, top5_acc: 0.7734, loss_cls: 1.9551, loss: 1.9551 2020-07-02 17:08:52,672 - mmaction - INFO - Epoch [38][500/940] lr: 1.000e-02, eta: 14:33:48, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8234, loss_cls: 1.6989, loss: 1.6989 2020-07-02 17:09:08,121 - mmaction - INFO - Epoch [38][520/940] lr: 1.000e-02, eta: 14:33:25, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7859, loss_cls: 1.8946, loss: 1.8946 2020-07-02 17:09:23,562 - mmaction - INFO - Epoch [38][540/940] lr: 1.000e-02, eta: 14:33:02, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5594, top5_acc: 0.8047, loss_cls: 1.8409, loss: 1.8409 2020-07-02 17:09:39,017 - mmaction - INFO - Epoch [38][560/940] lr: 1.000e-02, eta: 14:32:38, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8203, loss_cls: 1.5967, loss: 1.5967 2020-07-02 17:09:54,441 - mmaction - INFO - Epoch [38][580/940] lr: 1.000e-02, eta: 14:32:15, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7969, loss_cls: 1.8341, loss: 1.8341 2020-07-02 17:10:10,246 - mmaction - INFO - Epoch [38][600/940] lr: 1.000e-02, eta: 14:31:52, time: 0.790, data_time: 0.003, memory: 21558, top1_acc: 0.5531, top5_acc: 0.8078, loss_cls: 1.8212, loss: 1.8212 2020-07-02 17:10:25,880 - mmaction - INFO - Epoch [38][620/940] lr: 1.000e-02, eta: 14:31:30, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.7511, loss: 1.7511 2020-07-02 17:10:41,393 - mmaction - INFO - Epoch [38][640/940] lr: 1.000e-02, eta: 14:31:07, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8109, loss_cls: 1.7141, loss: 1.7141 2020-07-02 17:10:56,909 - mmaction - INFO - Epoch [38][660/940] lr: 1.000e-02, eta: 14:30:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8172, loss_cls: 1.6664, loss: 1.6664 2020-07-02 17:11:12,405 - mmaction - INFO - Epoch [38][680/940] lr: 1.000e-02, eta: 14:30:20, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7797, loss_cls: 1.9232, loss: 1.9232 2020-07-02 17:11:27,825 - mmaction - INFO - Epoch [38][700/940] lr: 1.000e-02, eta: 14:29:57, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.8485, loss: 1.8485 2020-07-02 17:11:43,276 - mmaction - INFO - Epoch [38][720/940] lr: 1.000e-02, eta: 14:29:34, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7906, loss_cls: 1.7677, loss: 1.7677 2020-07-02 17:11:58,759 - mmaction - INFO - Epoch [38][740/940] lr: 1.000e-02, eta: 14:29:11, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6203, top5_acc: 0.8063, loss_cls: 1.7147, loss: 1.7147 2020-07-02 17:12:14,204 - mmaction - INFO - Epoch [38][760/940] lr: 1.000e-02, eta: 14:28:48, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.5906, top5_acc: 0.7922, loss_cls: 1.7505, loss: 1.7505 2020-07-02 17:12:29,803 - mmaction - INFO - Epoch [38][780/940] lr: 1.000e-02, eta: 14:28:25, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.7887, loss: 1.7887 2020-07-02 17:12:45,299 - mmaction - INFO - Epoch [38][800/940] lr: 1.000e-02, eta: 14:28:02, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8063, loss_cls: 1.7137, loss: 1.7137 2020-07-02 17:13:00,742 - mmaction - INFO - Epoch [38][820/940] lr: 1.000e-02, eta: 14:27:39, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.8031, loss_cls: 1.7841, loss: 1.7841 2020-07-02 17:13:16,104 - mmaction - INFO - Epoch [38][840/940] lr: 1.000e-02, eta: 14:27:15, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.5859, top5_acc: 0.7797, loss_cls: 1.8058, loss: 1.8058 2020-07-02 17:13:31,579 - mmaction - INFO - Epoch [38][860/940] lr: 1.000e-02, eta: 14:26:52, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7891, loss_cls: 1.7810, loss: 1.7810 2020-07-02 17:13:47,104 - mmaction - INFO - Epoch [38][880/940] lr: 1.000e-02, eta: 14:26:29, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6016, top5_acc: 0.7906, loss_cls: 1.7360, loss: 1.7360 2020-07-02 17:14:02,484 - mmaction - INFO - Epoch [38][900/940] lr: 1.000e-02, eta: 14:26:06, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.5906, top5_acc: 0.7937, loss_cls: 1.7402, loss: 1.7402 2020-07-02 17:14:17,877 - mmaction - INFO - Epoch [38][920/940] lr: 1.000e-02, eta: 14:25:43, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8031, loss_cls: 1.7701, loss: 1.7701 2020-07-02 17:14:32,637 - mmaction - INFO - Epoch [38][940/940] lr: 1.000e-02, eta: 14:25:18, time: 0.739, data_time: 0.002, memory: 21558, top1_acc: 0.5919, top5_acc: 0.7805, loss_cls: 1.8342, loss: 1.8342 2020-07-02 17:14:38,158 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-07-02 17:16:36,579 - mmaction - INFO - Epoch [39][20/940] lr: 1.000e-02, eta: 14:28:40, time: 5.855, data_time: 5.047, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8172, loss_cls: 1.7626, loss: 1.7626 2020-07-02 17:16:52,176 - mmaction - INFO - Epoch [39][40/940] lr: 1.000e-02, eta: 14:28:17, time: 0.780, data_time: 0.011, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7812, loss_cls: 1.7980, loss: 1.7980 2020-07-02 17:17:07,618 - mmaction - INFO - Epoch [39][60/940] lr: 1.000e-02, eta: 14:27:54, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8047, loss_cls: 1.7892, loss: 1.7892 2020-07-02 17:17:23,144 - mmaction - INFO - Epoch [39][80/940] lr: 1.000e-02, eta: 14:27:31, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7953, loss_cls: 1.8371, loss: 1.8371 2020-07-02 17:17:38,593 - mmaction - INFO - Epoch [39][100/940] lr: 1.000e-02, eta: 14:27:07, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8172, loss_cls: 1.7203, loss: 1.7203 2020-07-02 17:17:54,026 - mmaction - INFO - Epoch [39][120/940] lr: 1.000e-02, eta: 14:26:44, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8000, loss_cls: 1.6989, loss: 1.6989 2020-07-02 17:18:09,525 - mmaction - INFO - Epoch [39][140/940] lr: 1.000e-02, eta: 14:26:21, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8109, loss_cls: 1.6485, loss: 1.6485 2020-07-02 17:18:25,012 - mmaction - INFO - Epoch [39][160/940] lr: 1.000e-02, eta: 14:25:58, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8297, loss_cls: 1.5842, loss: 1.5842 2020-07-02 17:18:40,631 - mmaction - INFO - Epoch [39][180/940] lr: 1.000e-02, eta: 14:25:35, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6125, top5_acc: 0.8172, loss_cls: 1.6485, loss: 1.6485 2020-07-02 17:18:56,177 - mmaction - INFO - Epoch [39][200/940] lr: 1.000e-02, eta: 14:25:12, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.7828, loss_cls: 1.8250, loss: 1.8250 2020-07-02 17:19:11,571 - mmaction - INFO - Epoch [39][220/940] lr: 1.000e-02, eta: 14:24:49, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8141, loss_cls: 1.7372, loss: 1.7372 2020-07-02 17:19:27,025 - mmaction - INFO - Epoch [39][240/940] lr: 1.000e-02, eta: 14:24:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6156, top5_acc: 0.8203, loss_cls: 1.6742, loss: 1.6742 2020-07-02 17:19:42,571 - mmaction - INFO - Epoch [39][260/940] lr: 1.000e-02, eta: 14:24:02, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.5672, top5_acc: 0.7812, loss_cls: 1.8572, loss: 1.8572 2020-07-02 17:19:58,040 - mmaction - INFO - Epoch [39][280/940] lr: 1.000e-02, eta: 14:23:39, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5922, top5_acc: 0.7937, loss_cls: 1.7738, loss: 1.7738 2020-07-02 17:20:13,655 - mmaction - INFO - Epoch [39][300/940] lr: 1.000e-02, eta: 14:23:17, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8094, loss_cls: 1.8084, loss: 1.8084 2020-07-02 17:20:29,194 - mmaction - INFO - Epoch [39][320/940] lr: 1.000e-02, eta: 14:22:54, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5906, top5_acc: 0.7859, loss_cls: 1.8037, loss: 1.8037 2020-07-02 17:20:44,673 - mmaction - INFO - Epoch [39][340/940] lr: 1.000e-02, eta: 14:22:31, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7906, loss_cls: 1.8228, loss: 1.8228 2020-07-02 17:21:00,221 - mmaction - INFO - Epoch [39][360/940] lr: 1.000e-02, eta: 14:22:08, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6062, top5_acc: 0.8047, loss_cls: 1.6629, loss: 1.6629 2020-07-02 17:21:15,630 - mmaction - INFO - Epoch [39][380/940] lr: 1.000e-02, eta: 14:21:45, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.7828, loss_cls: 1.7644, loss: 1.7644 2020-07-02 17:21:31,301 - mmaction - INFO - Epoch [39][400/940] lr: 1.000e-02, eta: 14:21:22, time: 0.785, data_time: 0.002, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7922, loss_cls: 1.8790, loss: 1.8790 2020-07-02 17:21:46,842 - mmaction - INFO - Epoch [39][420/940] lr: 1.000e-02, eta: 14:20:59, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8156, loss_cls: 1.7645, loss: 1.7645 2020-07-02 17:22:02,362 - mmaction - INFO - Epoch [39][440/940] lr: 1.000e-02, eta: 14:20:36, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7891, loss_cls: 1.8468, loss: 1.8468 2020-07-02 17:22:17,926 - mmaction - INFO - Epoch [39][460/940] lr: 1.000e-02, eta: 14:20:13, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7797, loss_cls: 1.8017, loss: 1.8017 2020-07-02 17:22:33,434 - mmaction - INFO - Epoch [39][480/940] lr: 1.000e-02, eta: 14:19:51, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.5609, top5_acc: 0.8000, loss_cls: 1.8659, loss: 1.8659 2020-07-02 17:22:48,834 - mmaction - INFO - Epoch [39][500/940] lr: 1.000e-02, eta: 14:19:27, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.5656, top5_acc: 0.7609, loss_cls: 1.9043, loss: 1.9043 2020-07-02 17:23:04,366 - mmaction - INFO - Epoch [39][520/940] lr: 1.000e-02, eta: 14:19:05, time: 0.776, data_time: 0.006, memory: 21558, top1_acc: 0.5750, top5_acc: 0.7984, loss_cls: 1.7441, loss: 1.7441 2020-07-02 17:23:20,269 - mmaction - INFO - Epoch [39][540/940] lr: 1.000e-02, eta: 14:18:42, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8031, loss_cls: 1.7404, loss: 1.7404 2020-07-02 17:23:35,874 - mmaction - INFO - Epoch [39][560/940] lr: 1.000e-02, eta: 14:18:20, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7922, loss_cls: 1.8495, loss: 1.8495 2020-07-02 17:23:51,384 - mmaction - INFO - Epoch [39][580/940] lr: 1.000e-02, eta: 14:17:57, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.7886, loss: 1.7886 2020-07-02 17:24:07,110 - mmaction - INFO - Epoch [39][600/940] lr: 1.000e-02, eta: 14:17:35, time: 0.785, data_time: 0.000, memory: 21558, top1_acc: 0.6062, top5_acc: 0.7953, loss_cls: 1.7354, loss: 1.7354 2020-07-02 17:24:23,037 - mmaction - INFO - Epoch [39][620/940] lr: 1.000e-02, eta: 14:17:13, time: 0.797, data_time: 0.003, memory: 21558, top1_acc: 0.5563, top5_acc: 0.8219, loss_cls: 1.8069, loss: 1.8069 2020-07-02 17:24:41,452 - mmaction - INFO - Epoch [39][640/940] lr: 1.000e-02, eta: 14:16:56, time: 0.921, data_time: 0.099, memory: 21558, top1_acc: 0.5563, top5_acc: 0.8094, loss_cls: 1.8193, loss: 1.8193 2020-07-02 17:24:57,437 - mmaction - INFO - Epoch [39][660/940] lr: 1.000e-02, eta: 14:16:34, time: 0.799, data_time: 0.030, memory: 21558, top1_acc: 0.5531, top5_acc: 0.7969, loss_cls: 1.8112, loss: 1.8112 2020-07-02 17:25:14,681 - mmaction - INFO - Epoch [39][680/940] lr: 1.000e-02, eta: 14:16:15, time: 0.861, data_time: 0.034, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7906, loss_cls: 1.7404, loss: 1.7404 2020-07-02 17:25:32,180 - mmaction - INFO - Epoch [39][700/940] lr: 1.000e-02, eta: 14:15:57, time: 0.876, data_time: 0.002, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7750, loss_cls: 1.8681, loss: 1.8681 2020-07-02 17:25:47,943 - mmaction - INFO - Epoch [39][720/940] lr: 1.000e-02, eta: 14:15:34, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 1.7024, loss: 1.7024 2020-07-02 17:26:04,773 - mmaction - INFO - Epoch [39][740/940] lr: 1.000e-02, eta: 14:15:14, time: 0.841, data_time: 0.000, memory: 21558, top1_acc: 0.5469, top5_acc: 0.7828, loss_cls: 1.9091, loss: 1.9091 2020-07-02 17:26:20,689 - mmaction - INFO - Epoch [39][760/940] lr: 1.000e-02, eta: 14:14:52, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.5609, top5_acc: 0.7781, loss_cls: 1.9085, loss: 1.9085 2020-07-02 17:26:36,618 - mmaction - INFO - Epoch [39][780/940] lr: 1.000e-02, eta: 14:14:31, time: 0.796, data_time: 0.021, memory: 21558, top1_acc: 0.5547, top5_acc: 0.7797, loss_cls: 1.8625, loss: 1.8625 2020-07-02 17:26:53,277 - mmaction - INFO - Epoch [39][800/940] lr: 1.000e-02, eta: 14:14:10, time: 0.833, data_time: 0.054, memory: 21558, top1_acc: 0.6109, top5_acc: 0.8172, loss_cls: 1.6924, loss: 1.6924 2020-07-02 17:27:09,631 - mmaction - INFO - Epoch [39][820/940] lr: 1.000e-02, eta: 14:13:49, time: 0.818, data_time: 0.001, memory: 21558, top1_acc: 0.5391, top5_acc: 0.7875, loss_cls: 1.8373, loss: 1.8373 2020-07-02 17:27:25,835 - mmaction - INFO - Epoch [39][840/940] lr: 1.000e-02, eta: 14:13:28, time: 0.809, data_time: 0.001, memory: 21558, top1_acc: 0.5984, top5_acc: 0.7891, loss_cls: 1.8186, loss: 1.8186 2020-07-02 17:27:42,169 - mmaction - INFO - Epoch [39][860/940] lr: 1.000e-02, eta: 14:13:07, time: 0.818, data_time: 0.014, memory: 21558, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 1.9194, loss: 1.9194 2020-07-02 17:28:01,168 - mmaction - INFO - Epoch [39][880/940] lr: 1.000e-02, eta: 14:12:52, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7937, loss_cls: 1.7435, loss: 1.7435 2020-07-02 17:28:16,633 - mmaction - INFO - Epoch [39][900/940] lr: 1.000e-02, eta: 14:12:29, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.5703, top5_acc: 0.8000, loss_cls: 1.8109, loss: 1.8109 2020-07-02 17:28:35,211 - mmaction - INFO - Epoch [39][920/940] lr: 1.000e-02, eta: 14:12:13, time: 0.929, data_time: 0.022, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7844, loss_cls: 1.8045, loss: 1.8045 2020-07-02 17:28:50,440 - mmaction - INFO - Epoch [39][940/940] lr: 1.000e-02, eta: 14:11:49, time: 0.760, data_time: 0.001, memory: 21558, top1_acc: 0.5756, top5_acc: 0.8033, loss_cls: 1.7564, loss: 1.7564 2020-07-02 17:28:53,363 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-07-02 17:30:18,182 - mmaction - INFO - Epoch [40][20/940] lr: 1.000e-02, eta: 14:13:51, time: 4.225, data_time: 3.370, memory: 21558, top1_acc: 0.5938, top5_acc: 0.7969, loss_cls: 1.7646, loss: 1.7646 2020-07-02 17:30:36,600 - mmaction - INFO - Epoch [40][40/940] lr: 1.000e-02, eta: 14:13:35, time: 0.921, data_time: 0.048, memory: 21558, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.8114, loss: 1.8114 2020-07-02 17:30:52,010 - mmaction - INFO - Epoch [40][60/940] lr: 1.000e-02, eta: 14:13:12, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8156, loss_cls: 1.6622, loss: 1.6622 2020-07-02 17:31:10,738 - mmaction - INFO - Epoch [40][80/940] lr: 1.000e-02, eta: 14:12:56, time: 0.936, data_time: 0.002, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8047, loss_cls: 1.7788, loss: 1.7788 2020-07-02 17:31:27,475 - mmaction - INFO - Epoch [40][100/940] lr: 1.000e-02, eta: 14:12:35, time: 0.836, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8109, loss_cls: 1.7392, loss: 1.7392 2020-07-02 17:31:44,051 - mmaction - INFO - Epoch [40][120/940] lr: 1.000e-02, eta: 14:12:15, time: 0.830, data_time: 0.003, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8047, loss_cls: 1.6536, loss: 1.6536 2020-07-02 17:32:00,850 - mmaction - INFO - Epoch [40][140/940] lr: 1.000e-02, eta: 14:11:55, time: 0.839, data_time: 0.001, memory: 21558, top1_acc: 0.6188, top5_acc: 0.7906, loss_cls: 1.6878, loss: 1.6878 2020-07-02 17:32:17,946 - mmaction - INFO - Epoch [40][160/940] lr: 1.000e-02, eta: 14:11:35, time: 0.854, data_time: 0.031, memory: 21558, top1_acc: 0.5813, top5_acc: 0.7969, loss_cls: 1.7983, loss: 1.7983 2020-07-02 17:32:34,391 - mmaction - INFO - Epoch [40][180/940] lr: 1.000e-02, eta: 14:11:14, time: 0.824, data_time: 0.055, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7828, loss_cls: 1.8178, loss: 1.8178 2020-07-02 17:32:50,372 - mmaction - INFO - Epoch [40][200/940] lr: 1.000e-02, eta: 14:10:53, time: 0.799, data_time: 0.001, memory: 21558, top1_acc: 0.5703, top5_acc: 0.7859, loss_cls: 1.8480, loss: 1.8480 2020-07-02 17:33:06,861 - mmaction - INFO - Epoch [40][220/940] lr: 1.000e-02, eta: 14:10:32, time: 0.824, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8156, loss_cls: 1.6707, loss: 1.6707 2020-07-02 17:33:22,551 - mmaction - INFO - Epoch [40][240/940] lr: 1.000e-02, eta: 14:10:09, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.5328, top5_acc: 0.7969, loss_cls: 1.9163, loss: 1.9163 2020-07-02 17:33:38,500 - mmaction - INFO - Epoch [40][260/940] lr: 1.000e-02, eta: 14:09:48, time: 0.798, data_time: 0.027, memory: 21558, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.8842, loss: 1.8842 2020-07-02 17:33:54,604 - mmaction - INFO - Epoch [40][280/940] lr: 1.000e-02, eta: 14:09:26, time: 0.805, data_time: 0.001, memory: 21558, top1_acc: 0.5797, top5_acc: 0.8125, loss_cls: 1.7207, loss: 1.7207 2020-07-02 17:34:10,714 - mmaction - INFO - Epoch [40][300/940] lr: 1.000e-02, eta: 14:09:05, time: 0.805, data_time: 0.001, memory: 21558, top1_acc: 0.6031, top5_acc: 0.7844, loss_cls: 1.7838, loss: 1.7838 2020-07-02 17:34:26,620 - mmaction - INFO - Epoch [40][320/940] lr: 1.000e-02, eta: 14:08:43, time: 0.795, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8266, loss_cls: 1.6760, loss: 1.6760 2020-07-02 17:34:42,707 - mmaction - INFO - Epoch [40][340/940] lr: 1.000e-02, eta: 14:08:21, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.5828, top5_acc: 0.8031, loss_cls: 1.7445, loss: 1.7445 2020-07-02 17:34:59,193 - mmaction - INFO - Epoch [40][360/940] lr: 1.000e-02, eta: 14:08:00, time: 0.823, data_time: 0.001, memory: 21558, top1_acc: 0.5281, top5_acc: 0.7719, loss_cls: 1.9862, loss: 1.9862 2020-07-02 17:35:16,031 - mmaction - INFO - Epoch [40][380/940] lr: 1.000e-02, eta: 14:07:40, time: 0.841, data_time: 0.003, memory: 21558, top1_acc: 0.5938, top5_acc: 0.7984, loss_cls: 1.7458, loss: 1.7458 2020-07-02 17:35:31,886 - mmaction - INFO - Epoch [40][400/940] lr: 1.000e-02, eta: 14:07:18, time: 0.794, data_time: 0.004, memory: 21558, top1_acc: 0.5641, top5_acc: 0.7922, loss_cls: 1.8172, loss: 1.8172 2020-07-02 17:35:47,452 - mmaction - INFO - Epoch [40][420/940] lr: 1.000e-02, eta: 14:06:56, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8219, loss_cls: 1.7243, loss: 1.7243 2020-07-02 17:36:02,980 - mmaction - INFO - Epoch [40][440/940] lr: 1.000e-02, eta: 14:06:33, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.5859, top5_acc: 0.8141, loss_cls: 1.6805, loss: 1.6805 2020-07-02 17:36:18,504 - mmaction - INFO - Epoch [40][460/940] lr: 1.000e-02, eta: 14:06:11, time: 0.777, data_time: 0.006, memory: 21558, top1_acc: 0.5734, top5_acc: 0.7937, loss_cls: 1.7868, loss: 1.7868 2020-07-02 17:36:33,959 - mmaction - INFO - Epoch [40][480/940] lr: 1.000e-02, eta: 14:05:48, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8094, loss_cls: 1.7256, loss: 1.7256 2020-07-02 17:36:49,674 - mmaction - INFO - Epoch [40][500/940] lr: 1.000e-02, eta: 14:05:26, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.8230, loss: 1.8230 2020-07-02 17:37:05,102 - mmaction - INFO - Epoch [40][520/940] lr: 1.000e-02, eta: 14:05:03, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.5766, top5_acc: 0.7812, loss_cls: 1.8591, loss: 1.8591 2020-07-02 17:37:21,024 - mmaction - INFO - Epoch [40][540/940] lr: 1.000e-02, eta: 14:04:41, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.5734, top5_acc: 0.8000, loss_cls: 1.8050, loss: 1.8050 2020-07-02 17:37:37,575 - mmaction - INFO - Epoch [40][560/940] lr: 1.000e-02, eta: 14:04:21, time: 0.828, data_time: 0.001, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8172, loss_cls: 1.6922, loss: 1.6922 2020-07-02 17:37:53,150 - mmaction - INFO - Epoch [40][580/940] lr: 1.000e-02, eta: 14:03:58, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.5938, top5_acc: 0.8172, loss_cls: 1.6717, loss: 1.6717 2020-07-02 17:38:09,475 - mmaction - INFO - Epoch [40][600/940] lr: 1.000e-02, eta: 14:03:37, time: 0.815, data_time: 0.001, memory: 21558, top1_acc: 0.5453, top5_acc: 0.8016, loss_cls: 1.8450, loss: 1.8450 2020-07-02 17:38:24,963 - mmaction - INFO - Epoch [40][620/940] lr: 1.000e-02, eta: 14:03:15, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.8439, loss: 1.8439 2020-07-02 17:38:40,918 - mmaction - INFO - Epoch [40][640/940] lr: 1.000e-02, eta: 14:02:53, time: 0.796, data_time: 0.002, memory: 21558, top1_acc: 0.5891, top5_acc: 0.8000, loss_cls: 1.8214, loss: 1.8214 2020-07-02 17:38:56,446 - mmaction - INFO - Epoch [40][660/940] lr: 1.000e-02, eta: 14:02:30, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6062, top5_acc: 0.8031, loss_cls: 1.7392, loss: 1.7392 2020-07-02 17:39:12,304 - mmaction - INFO - Epoch [40][680/940] lr: 1.000e-02, eta: 14:02:08, time: 0.793, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.7984, loss_cls: 1.7573, loss: 1.7573 2020-07-02 17:39:27,739 - mmaction - INFO - Epoch [40][700/940] lr: 1.000e-02, eta: 14:01:46, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.5547, top5_acc: 0.8000, loss_cls: 1.7727, loss: 1.7727 2020-07-02 17:39:44,002 - mmaction - INFO - Epoch [40][720/940] lr: 1.000e-02, eta: 14:01:25, time: 0.813, data_time: 0.001, memory: 21558, top1_acc: 0.6016, top5_acc: 0.7922, loss_cls: 1.7980, loss: 1.7980 2020-07-02 17:39:59,518 - mmaction - INFO - Epoch [40][740/940] lr: 1.000e-02, eta: 14:01:02, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8172, loss_cls: 1.6833, loss: 1.6833 2020-07-02 17:40:16,166 - mmaction - INFO - Epoch [40][760/940] lr: 1.000e-02, eta: 14:00:42, time: 0.832, data_time: 0.001, memory: 21558, top1_acc: 0.5547, top5_acc: 0.8156, loss_cls: 1.8504, loss: 1.8504 2020-07-02 17:40:31,632 - mmaction - INFO - Epoch [40][780/940] lr: 1.000e-02, eta: 14:00:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6016, top5_acc: 0.7906, loss_cls: 1.7892, loss: 1.7892 2020-07-02 17:40:47,195 - mmaction - INFO - Epoch [40][800/940] lr: 1.000e-02, eta: 13:59:57, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8109, loss_cls: 1.7107, loss: 1.7107 2020-07-02 17:41:03,233 - mmaction - INFO - Epoch [40][820/940] lr: 1.000e-02, eta: 13:59:35, time: 0.799, data_time: 0.002, memory: 21558, top1_acc: 0.5781, top5_acc: 0.7781, loss_cls: 1.8554, loss: 1.8554 2020-07-02 17:41:18,719 - mmaction - INFO - Epoch [40][840/940] lr: 1.000e-02, eta: 13:59:13, time: 0.777, data_time: 0.004, memory: 21558, top1_acc: 0.5938, top5_acc: 0.7984, loss_cls: 1.7803, loss: 1.7803 2020-07-02 17:41:34,389 - mmaction - INFO - Epoch [40][860/940] lr: 1.000e-02, eta: 13:58:51, time: 0.785, data_time: 0.002, memory: 21558, top1_acc: 0.5984, top5_acc: 0.8156, loss_cls: 1.7151, loss: 1.7151 2020-07-02 17:41:49,927 - mmaction - INFO - Epoch [40][880/940] lr: 1.000e-02, eta: 13:58:28, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6203, top5_acc: 0.7969, loss_cls: 1.7565, loss: 1.7565 2020-07-02 17:42:05,905 - mmaction - INFO - Epoch [40][900/940] lr: 1.000e-02, eta: 13:58:07, time: 0.799, data_time: 0.000, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8172, loss_cls: 1.6922, loss: 1.6922 2020-07-02 17:42:21,434 - mmaction - INFO - Epoch [40][920/940] lr: 1.000e-02, eta: 13:57:45, time: 0.775, data_time: 0.004, memory: 21558, top1_acc: 0.5828, top5_acc: 0.7984, loss_cls: 1.7814, loss: 1.7814 2020-07-02 17:42:36,253 - mmaction - INFO - Epoch [40][940/940] lr: 1.000e-02, eta: 13:57:21, time: 0.742, data_time: 0.002, memory: 21558, top1_acc: 0.5919, top5_acc: 0.7935, loss_cls: 1.8069, loss: 1.8069 2020-07-02 17:42:38,494 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-02 17:49:22,486 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 17:49:23,206 - mmaction - INFO - top1_acc 0.6157 top5_acc 0.8307 2020-07-02 17:49:23,206 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 17:49:23,263 - mmaction - INFO - mean_acc 0.6153 2020-07-02 17:49:23,270 - mmaction - INFO - Epoch [40][940/940] lr: 1.000e-02, top1_acc: 0.6157, top5_acc: 0.8307, mean_class_accuracy: 0.6153 2020-07-02 17:52:57,320 - mmaction - INFO - Epoch [41][20/940] lr: 1.000e-03, eta: 14:03:34, time: 10.688, data_time: 9.782, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8266, loss_cls: 1.5702, loss: 1.5702 2020-07-02 17:53:13,410 - mmaction - INFO - Epoch [41][40/940] lr: 1.000e-03, eta: 14:03:13, time: 0.805, data_time: 0.030, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8250, loss_cls: 1.6440, loss: 1.6440 2020-07-02 17:53:29,668 - mmaction - INFO - Epoch [41][60/940] lr: 1.000e-03, eta: 14:02:51, time: 0.813, data_time: 0.001, memory: 21558, top1_acc: 0.6125, top5_acc: 0.8219, loss_cls: 1.6284, loss: 1.6284 2020-07-02 17:53:45,396 - mmaction - INFO - Epoch [41][80/940] lr: 1.000e-03, eta: 14:02:29, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8047, loss_cls: 1.7107, loss: 1.7107 2020-07-02 17:54:03,082 - mmaction - INFO - Epoch [41][100/940] lr: 1.000e-03, eta: 14:02:11, time: 0.886, data_time: 0.005, memory: 21558, top1_acc: 0.6250, top5_acc: 0.7922, loss_cls: 1.6969, loss: 1.6969 2020-07-02 17:54:20,472 - mmaction - INFO - Epoch [41][120/940] lr: 1.000e-03, eta: 14:01:52, time: 0.870, data_time: 0.001, memory: 21558, top1_acc: 0.5844, top5_acc: 0.8016, loss_cls: 1.7237, loss: 1.7237 2020-07-02 17:54:35,867 - mmaction - INFO - Epoch [41][140/940] lr: 1.000e-03, eta: 14:01:28, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6219, top5_acc: 0.8094, loss_cls: 1.6588, loss: 1.6588 2020-07-02 17:54:52,742 - mmaction - INFO - Epoch [41][160/940] lr: 1.000e-03, eta: 14:01:08, time: 0.844, data_time: 0.001, memory: 21558, top1_acc: 0.6172, top5_acc: 0.7984, loss_cls: 1.7023, loss: 1.7023 2020-07-02 17:55:09,224 - mmaction - INFO - Epoch [41][180/940] lr: 1.000e-03, eta: 14:00:48, time: 0.824, data_time: 0.009, memory: 21558, top1_acc: 0.6141, top5_acc: 0.8219, loss_cls: 1.5878, loss: 1.5878 2020-07-02 17:55:26,055 - mmaction - INFO - Epoch [41][200/940] lr: 1.000e-03, eta: 14:00:27, time: 0.841, data_time: 0.001, memory: 21558, top1_acc: 0.6000, top5_acc: 0.8141, loss_cls: 1.7119, loss: 1.7119 2020-07-02 17:55:41,560 - mmaction - INFO - Epoch [41][220/940] lr: 1.000e-03, eta: 14:00:05, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8266, loss_cls: 1.6075, loss: 1.6075 2020-07-02 17:55:58,344 - mmaction - INFO - Epoch [41][240/940] lr: 1.000e-03, eta: 13:59:44, time: 0.839, data_time: 0.001, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8328, loss_cls: 1.5382, loss: 1.5382 2020-07-02 17:56:15,761 - mmaction - INFO - Epoch [41][260/940] lr: 1.000e-03, eta: 13:59:25, time: 0.871, data_time: 0.007, memory: 21558, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.5107, loss: 1.5107 2020-07-02 17:56:36,063 - mmaction - INFO - Epoch [41][280/940] lr: 1.000e-03, eta: 13:59:12, time: 1.015, data_time: 0.000, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8344, loss_cls: 1.5865, loss: 1.5865 2020-07-02 17:56:52,084 - mmaction - INFO - Epoch [41][300/940] lr: 1.000e-03, eta: 13:58:50, time: 0.801, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8453, loss_cls: 1.5225, loss: 1.5225 2020-07-02 17:57:08,003 - mmaction - INFO - Epoch [41][320/940] lr: 1.000e-03, eta: 13:58:28, time: 0.796, data_time: 0.003, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8156, loss_cls: 1.5687, loss: 1.5687 2020-07-02 17:57:24,865 - mmaction - INFO - Epoch [41][340/940] lr: 1.000e-03, eta: 13:58:08, time: 0.842, data_time: 0.004, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8313, loss_cls: 1.5585, loss: 1.5585 2020-07-02 17:57:41,151 - mmaction - INFO - Epoch [41][360/940] lr: 1.000e-03, eta: 13:57:47, time: 0.814, data_time: 0.045, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8172, loss_cls: 1.5819, loss: 1.5819 2020-07-02 17:57:57,287 - mmaction - INFO - Epoch [41][380/940] lr: 1.000e-03, eta: 13:57:26, time: 0.808, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3743, loss: 1.3743 2020-07-02 17:58:13,989 - mmaction - INFO - Epoch [41][400/940] lr: 1.000e-03, eta: 13:57:05, time: 0.834, data_time: 0.002, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8281, loss_cls: 1.5211, loss: 1.5211 2020-07-02 17:58:30,347 - mmaction - INFO - Epoch [41][420/940] lr: 1.000e-03, eta: 13:56:44, time: 0.819, data_time: 0.050, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8344, loss_cls: 1.5399, loss: 1.5399 2020-07-02 17:58:46,513 - mmaction - INFO - Epoch [41][440/940] lr: 1.000e-03, eta: 13:56:23, time: 0.807, data_time: 0.041, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8453, loss_cls: 1.4882, loss: 1.4882 2020-07-02 17:59:02,084 - mmaction - INFO - Epoch [41][460/940] lr: 1.000e-03, eta: 13:56:00, time: 0.780, data_time: 0.011, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8266, loss_cls: 1.5454, loss: 1.5454 2020-07-02 17:59:18,523 - mmaction - INFO - Epoch [41][480/940] lr: 1.000e-03, eta: 13:55:40, time: 0.822, data_time: 0.052, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8297, loss_cls: 1.5255, loss: 1.5255 2020-07-02 17:59:34,036 - mmaction - INFO - Epoch [41][500/940] lr: 1.000e-03, eta: 13:55:17, time: 0.776, data_time: 0.007, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8172, loss_cls: 1.5895, loss: 1.5895 2020-07-02 17:59:51,124 - mmaction - INFO - Epoch [41][520/940] lr: 1.000e-03, eta: 13:54:57, time: 0.854, data_time: 0.085, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8328, loss_cls: 1.6360, loss: 1.6360 2020-07-02 18:00:09,917 - mmaction - INFO - Epoch [41][540/940] lr: 1.000e-03, eta: 13:54:41, time: 0.937, data_time: 0.002, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8422, loss_cls: 1.5213, loss: 1.5213 2020-07-02 18:00:27,315 - mmaction - INFO - Epoch [41][560/940] lr: 1.000e-03, eta: 13:54:22, time: 0.871, data_time: 0.003, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8344, loss_cls: 1.5232, loss: 1.5232 2020-07-02 18:00:43,799 - mmaction - INFO - Epoch [41][580/940] lr: 1.000e-03, eta: 13:54:01, time: 0.824, data_time: 0.001, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8141, loss_cls: 1.6598, loss: 1.6598 2020-07-02 18:01:00,912 - mmaction - INFO - Epoch [41][600/940] lr: 1.000e-03, eta: 13:53:42, time: 0.856, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8313, loss_cls: 1.5334, loss: 1.5334 2020-07-02 18:01:16,617 - mmaction - INFO - Epoch [41][620/940] lr: 1.000e-03, eta: 13:53:20, time: 0.785, data_time: 0.003, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8281, loss_cls: 1.5517, loss: 1.5517 2020-07-02 18:01:34,248 - mmaction - INFO - Epoch [41][640/940] lr: 1.000e-03, eta: 13:53:01, time: 0.882, data_time: 0.060, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.4410, loss: 1.4410 2020-07-02 18:01:49,725 - mmaction - INFO - Epoch [41][660/940] lr: 1.000e-03, eta: 13:52:38, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6203, top5_acc: 0.8250, loss_cls: 1.5664, loss: 1.5664 2020-07-02 18:02:05,797 - mmaction - INFO - Epoch [41][680/940] lr: 1.000e-03, eta: 13:52:17, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.5922, top5_acc: 0.8109, loss_cls: 1.6082, loss: 1.6082 2020-07-02 18:02:21,289 - mmaction - INFO - Epoch [41][700/940] lr: 1.000e-03, eta: 13:51:54, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8219, loss_cls: 1.5488, loss: 1.5488 2020-07-02 18:02:39,219 - mmaction - INFO - Epoch [41][720/940] lr: 1.000e-03, eta: 13:51:36, time: 0.896, data_time: 0.120, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8313, loss_cls: 1.4940, loss: 1.4940 2020-07-02 18:02:54,692 - mmaction - INFO - Epoch [41][740/940] lr: 1.000e-03, eta: 13:51:14, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8422, loss_cls: 1.5214, loss: 1.5214 2020-07-02 18:03:10,221 - mmaction - INFO - Epoch [41][760/940] lr: 1.000e-03, eta: 13:50:51, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8234, loss_cls: 1.5777, loss: 1.5777 2020-07-02 18:03:25,738 - mmaction - INFO - Epoch [41][780/940] lr: 1.000e-03, eta: 13:50:29, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8406, loss_cls: 1.5570, loss: 1.5570 2020-07-02 18:03:41,247 - mmaction - INFO - Epoch [41][800/940] lr: 1.000e-03, eta: 13:50:06, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8281, loss_cls: 1.6093, loss: 1.6093 2020-07-02 18:03:56,798 - mmaction - INFO - Epoch [41][820/940] lr: 1.000e-03, eta: 13:49:44, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8453, loss_cls: 1.4508, loss: 1.4508 2020-07-02 18:04:12,311 - mmaction - INFO - Epoch [41][840/940] lr: 1.000e-03, eta: 13:49:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8281, loss_cls: 1.5511, loss: 1.5511 2020-07-02 18:04:27,834 - mmaction - INFO - Epoch [41][860/940] lr: 1.000e-03, eta: 13:48:59, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8422, loss_cls: 1.5252, loss: 1.5252 2020-07-02 18:04:43,354 - mmaction - INFO - Epoch [41][880/940] lr: 1.000e-03, eta: 13:48:36, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8484, loss_cls: 1.4592, loss: 1.4592 2020-07-02 18:04:58,789 - mmaction - INFO - Epoch [41][900/940] lr: 1.000e-03, eta: 13:48:14, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8453, loss_cls: 1.5052, loss: 1.5052 2020-07-02 18:05:15,026 - mmaction - INFO - Epoch [41][920/940] lr: 1.000e-03, eta: 13:47:53, time: 0.813, data_time: 0.003, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8359, loss_cls: 1.4735, loss: 1.4735 2020-07-02 18:05:30,171 - mmaction - INFO - Epoch [41][940/940] lr: 1.000e-03, eta: 13:47:29, time: 0.755, data_time: 0.001, memory: 21558, top1_acc: 0.6667, top5_acc: 0.8618, loss_cls: 1.3823, loss: 1.3823 2020-07-02 18:05:37,141 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-07-02 18:07:30,769 - mmaction - INFO - Epoch [42][20/940] lr: 1.000e-03, eta: 13:50:11, time: 5.616, data_time: 4.795, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8422, loss_cls: 1.5056, loss: 1.5056 2020-07-02 18:07:47,122 - mmaction - INFO - Epoch [42][40/940] lr: 1.000e-03, eta: 13:49:50, time: 0.818, data_time: 0.037, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8109, loss_cls: 1.5407, loss: 1.5407 2020-07-02 18:08:02,579 - mmaction - INFO - Epoch [42][60/940] lr: 1.000e-03, eta: 13:49:27, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8219, loss_cls: 1.5748, loss: 1.5748 2020-07-02 18:08:18,049 - mmaction - INFO - Epoch [42][80/940] lr: 1.000e-03, eta: 13:49:04, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8266, loss_cls: 1.5581, loss: 1.5581 2020-07-02 18:08:33,467 - mmaction - INFO - Epoch [42][100/940] lr: 1.000e-03, eta: 13:48:42, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8391, loss_cls: 1.4430, loss: 1.4430 2020-07-02 18:08:48,915 - mmaction - INFO - Epoch [42][120/940] lr: 1.000e-03, eta: 13:48:19, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8469, loss_cls: 1.4906, loss: 1.4906 2020-07-02 18:09:04,277 - mmaction - INFO - Epoch [42][140/940] lr: 1.000e-03, eta: 13:47:56, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6109, top5_acc: 0.8094, loss_cls: 1.6003, loss: 1.6003 2020-07-02 18:09:19,694 - mmaction - INFO - Epoch [42][160/940] lr: 1.000e-03, eta: 13:47:33, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8313, loss_cls: 1.5430, loss: 1.5430 2020-07-02 18:09:35,190 - mmaction - INFO - Epoch [42][180/940] lr: 1.000e-03, eta: 13:47:11, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6078, top5_acc: 0.8297, loss_cls: 1.6251, loss: 1.6251 2020-07-02 18:09:50,692 - mmaction - INFO - Epoch [42][200/940] lr: 1.000e-03, eta: 13:46:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8359, loss_cls: 1.5651, loss: 1.5651 2020-07-02 18:10:06,256 - mmaction - INFO - Epoch [42][220/940] lr: 1.000e-03, eta: 13:46:26, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8172, loss_cls: 1.5757, loss: 1.5757 2020-07-02 18:10:21,838 - mmaction - INFO - Epoch [42][240/940] lr: 1.000e-03, eta: 13:46:03, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8578, loss_cls: 1.3652, loss: 1.3652 2020-07-02 18:10:37,295 - mmaction - INFO - Epoch [42][260/940] lr: 1.000e-03, eta: 13:45:41, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8234, loss_cls: 1.4527, loss: 1.4527 2020-07-02 18:10:52,744 - mmaction - INFO - Epoch [42][280/940] lr: 1.000e-03, eta: 13:45:18, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8187, loss_cls: 1.5586, loss: 1.5586 2020-07-02 18:11:08,186 - mmaction - INFO - Epoch [42][300/940] lr: 1.000e-03, eta: 13:44:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.4328, loss: 1.4328 2020-07-02 18:11:23,661 - mmaction - INFO - Epoch [42][320/940] lr: 1.000e-03, eta: 13:44:33, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8438, loss_cls: 1.5312, loss: 1.5312 2020-07-02 18:11:39,130 - mmaction - INFO - Epoch [42][340/940] lr: 1.000e-03, eta: 13:44:10, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8359, loss_cls: 1.4713, loss: 1.4713 2020-07-02 18:11:54,585 - mmaction - INFO - Epoch [42][360/940] lr: 1.000e-03, eta: 13:43:48, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8234, loss_cls: 1.5083, loss: 1.5083 2020-07-02 18:12:10,045 - mmaction - INFO - Epoch [42][380/940] lr: 1.000e-03, eta: 13:43:25, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8500, loss_cls: 1.4383, loss: 1.4383 2020-07-02 18:12:25,821 - mmaction - INFO - Epoch [42][400/940] lr: 1.000e-03, eta: 13:43:03, time: 0.790, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.2737, loss: 1.2737 2020-07-02 18:12:41,448 - mmaction - INFO - Epoch [42][420/940] lr: 1.000e-03, eta: 13:42:41, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8547, loss_cls: 1.4077, loss: 1.4077 2020-07-02 18:12:56,881 - mmaction - INFO - Epoch [42][440/940] lr: 1.000e-03, eta: 13:42:18, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8453, loss_cls: 1.4576, loss: 1.4576 2020-07-02 18:13:12,352 - mmaction - INFO - Epoch [42][460/940] lr: 1.000e-03, eta: 13:41:56, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8422, loss_cls: 1.4858, loss: 1.4858 2020-07-02 18:13:27,816 - mmaction - INFO - Epoch [42][480/940] lr: 1.000e-03, eta: 13:41:33, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8500, loss_cls: 1.4154, loss: 1.4154 2020-07-02 18:13:43,336 - mmaction - INFO - Epoch [42][500/940] lr: 1.000e-03, eta: 13:41:11, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8469, loss_cls: 1.4519, loss: 1.4519 2020-07-02 18:13:58,847 - mmaction - INFO - Epoch [42][520/940] lr: 1.000e-03, eta: 13:40:48, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8203, loss_cls: 1.5440, loss: 1.5440 2020-07-02 18:14:14,340 - mmaction - INFO - Epoch [42][540/940] lr: 1.000e-03, eta: 13:40:26, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6219, top5_acc: 0.8375, loss_cls: 1.5023, loss: 1.5023 2020-07-02 18:14:29,910 - mmaction - INFO - Epoch [42][560/940] lr: 1.000e-03, eta: 13:40:04, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6141, top5_acc: 0.8156, loss_cls: 1.6205, loss: 1.6205 2020-07-02 18:14:45,316 - mmaction - INFO - Epoch [42][580/940] lr: 1.000e-03, eta: 13:39:41, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8281, loss_cls: 1.5374, loss: 1.5374 2020-07-02 18:15:00,658 - mmaction - INFO - Epoch [42][600/940] lr: 1.000e-03, eta: 13:39:18, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.6203, top5_acc: 0.8203, loss_cls: 1.5534, loss: 1.5534 2020-07-02 18:15:16,334 - mmaction - INFO - Epoch [42][620/940] lr: 1.000e-03, eta: 13:38:56, time: 0.783, data_time: 0.002, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8266, loss_cls: 1.5654, loss: 1.5654 2020-07-02 18:15:31,845 - mmaction - INFO - Epoch [42][640/940] lr: 1.000e-03, eta: 13:38:34, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8500, loss_cls: 1.4666, loss: 1.4666 2020-07-02 18:15:47,317 - mmaction - INFO - Epoch [42][660/940] lr: 1.000e-03, eta: 13:38:12, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.3070, loss: 1.3070 2020-07-02 18:16:02,735 - mmaction - INFO - Epoch [42][680/940] lr: 1.000e-03, eta: 13:37:49, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8328, loss_cls: 1.4940, loss: 1.4940 2020-07-02 18:16:18,215 - mmaction - INFO - Epoch [42][700/940] lr: 1.000e-03, eta: 13:37:27, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.5407, loss: 1.5407 2020-07-02 18:16:33,649 - mmaction - INFO - Epoch [42][720/940] lr: 1.000e-03, eta: 13:37:04, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6031, top5_acc: 0.8250, loss_cls: 1.6379, loss: 1.6379 2020-07-02 18:16:49,146 - mmaction - INFO - Epoch [42][740/940] lr: 1.000e-03, eta: 13:36:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6047, top5_acc: 0.8438, loss_cls: 1.5753, loss: 1.5753 2020-07-02 18:17:04,622 - mmaction - INFO - Epoch [42][760/940] lr: 1.000e-03, eta: 13:36:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4902, loss: 1.4902 2020-07-02 18:17:20,053 - mmaction - INFO - Epoch [42][780/940] lr: 1.000e-03, eta: 13:35:57, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8391, loss_cls: 1.5108, loss: 1.5108 2020-07-02 18:17:35,567 - mmaction - INFO - Epoch [42][800/940] lr: 1.000e-03, eta: 13:35:35, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8406, loss_cls: 1.5128, loss: 1.5128 2020-07-02 18:17:50,981 - mmaction - INFO - Epoch [42][820/940] lr: 1.000e-03, eta: 13:35:12, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8578, loss_cls: 1.4040, loss: 1.4040 2020-07-02 18:18:06,397 - mmaction - INFO - Epoch [42][840/940] lr: 1.000e-03, eta: 13:34:50, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8422, loss_cls: 1.5422, loss: 1.5422 2020-07-02 18:18:21,904 - mmaction - INFO - Epoch [42][860/940] lr: 1.000e-03, eta: 13:34:28, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8344, loss_cls: 1.5433, loss: 1.5433 2020-07-02 18:18:37,331 - mmaction - INFO - Epoch [42][880/940] lr: 1.000e-03, eta: 13:34:05, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.4624, loss: 1.4624 2020-07-02 18:18:52,741 - mmaction - INFO - Epoch [42][900/940] lr: 1.000e-03, eta: 13:33:43, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8391, loss_cls: 1.4884, loss: 1.4884 2020-07-02 18:19:08,138 - mmaction - INFO - Epoch [42][920/940] lr: 1.000e-03, eta: 13:33:20, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8391, loss_cls: 1.4674, loss: 1.4674 2020-07-02 18:19:23,010 - mmaction - INFO - Epoch [42][940/940] lr: 1.000e-03, eta: 13:32:57, time: 0.743, data_time: 0.001, memory: 21558, top1_acc: 0.6455, top5_acc: 0.8553, loss_cls: 1.4084, loss: 1.4084 2020-07-02 18:19:27,068 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-07-02 18:21:49,559 - mmaction - INFO - Epoch [43][20/940] lr: 1.000e-03, eta: 13:36:22, time: 7.056, data_time: 6.199, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8484, loss_cls: 1.5265, loss: 1.5265 2020-07-02 18:22:05,561 - mmaction - INFO - Epoch [43][40/940] lr: 1.000e-03, eta: 13:36:01, time: 0.802, data_time: 0.032, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8500, loss_cls: 1.4164, loss: 1.4164 2020-07-02 18:22:21,119 - mmaction - INFO - Epoch [43][60/940] lr: 1.000e-03, eta: 13:35:38, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4523, loss: 1.4523 2020-07-02 18:22:36,586 - mmaction - INFO - Epoch [43][80/940] lr: 1.000e-03, eta: 13:35:16, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8406, loss_cls: 1.4746, loss: 1.4746 2020-07-02 18:22:52,073 - mmaction - INFO - Epoch [43][100/940] lr: 1.000e-03, eta: 13:34:53, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8609, loss_cls: 1.3564, loss: 1.3564 2020-07-02 18:23:07,598 - mmaction - INFO - Epoch [43][120/940] lr: 1.000e-03, eta: 13:34:31, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8469, loss_cls: 1.5268, loss: 1.5268 2020-07-02 18:23:23,087 - mmaction - INFO - Epoch [43][140/940] lr: 1.000e-03, eta: 13:34:09, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.3901, loss: 1.3901 2020-07-02 18:23:39,160 - mmaction - INFO - Epoch [43][160/940] lr: 1.000e-03, eta: 13:33:47, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3335, loss: 1.3335 2020-07-02 18:23:54,746 - mmaction - INFO - Epoch [43][180/940] lr: 1.000e-03, eta: 13:33:25, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3982, loss: 1.3982 2020-07-02 18:24:10,273 - mmaction - INFO - Epoch [43][200/940] lr: 1.000e-03, eta: 13:33:03, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8297, loss_cls: 1.5223, loss: 1.5223 2020-07-02 18:24:25,799 - mmaction - INFO - Epoch [43][220/940] lr: 1.000e-03, eta: 13:32:40, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8281, loss_cls: 1.5524, loss: 1.5524 2020-07-02 18:24:41,308 - mmaction - INFO - Epoch [43][240/940] lr: 1.000e-03, eta: 13:32:18, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8375, loss_cls: 1.4548, loss: 1.4548 2020-07-02 18:24:56,787 - mmaction - INFO - Epoch [43][260/940] lr: 1.000e-03, eta: 13:31:56, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8422, loss_cls: 1.5180, loss: 1.5180 2020-07-02 18:25:12,367 - mmaction - INFO - Epoch [43][280/940] lr: 1.000e-03, eta: 13:31:33, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8219, loss_cls: 1.5569, loss: 1.5569 2020-07-02 18:25:27,947 - mmaction - INFO - Epoch [43][300/940] lr: 1.000e-03, eta: 13:31:11, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8531, loss_cls: 1.4257, loss: 1.4257 2020-07-02 18:25:43,460 - mmaction - INFO - Epoch [43][320/940] lr: 1.000e-03, eta: 13:30:49, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8359, loss_cls: 1.5993, loss: 1.5993 2020-07-02 18:25:58,899 - mmaction - INFO - Epoch [43][340/940] lr: 1.000e-03, eta: 13:30:27, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3920, loss: 1.3920 2020-07-02 18:26:14,451 - mmaction - INFO - Epoch [43][360/940] lr: 1.000e-03, eta: 13:30:04, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8313, loss_cls: 1.4956, loss: 1.4956 2020-07-02 18:26:29,917 - mmaction - INFO - Epoch [43][380/940] lr: 1.000e-03, eta: 13:29:42, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8359, loss_cls: 1.4185, loss: 1.4185 2020-07-02 18:26:45,527 - mmaction - INFO - Epoch [43][400/940] lr: 1.000e-03, eta: 13:29:20, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8641, loss_cls: 1.3364, loss: 1.3364 2020-07-02 18:27:01,468 - mmaction - INFO - Epoch [43][420/940] lr: 1.000e-03, eta: 13:28:58, time: 0.797, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8187, loss_cls: 1.5385, loss: 1.5385 2020-07-02 18:27:17,000 - mmaction - INFO - Epoch [43][440/940] lr: 1.000e-03, eta: 13:28:36, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8141, loss_cls: 1.6048, loss: 1.6048 2020-07-02 18:27:32,446 - mmaction - INFO - Epoch [43][460/940] lr: 1.000e-03, eta: 13:28:14, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8391, loss_cls: 1.5113, loss: 1.5113 2020-07-02 18:27:47,990 - mmaction - INFO - Epoch [43][480/940] lr: 1.000e-03, eta: 13:27:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8344, loss_cls: 1.5188, loss: 1.5188 2020-07-02 18:28:03,531 - mmaction - INFO - Epoch [43][500/940] lr: 1.000e-03, eta: 13:27:29, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8453, loss_cls: 1.4858, loss: 1.4858 2020-07-02 18:28:19,110 - mmaction - INFO - Epoch [43][520/940] lr: 1.000e-03, eta: 13:27:07, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.5969, top5_acc: 0.8281, loss_cls: 1.6121, loss: 1.6121 2020-07-02 18:28:34,526 - mmaction - INFO - Epoch [43][540/940] lr: 1.000e-03, eta: 13:26:45, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8469, loss_cls: 1.4327, loss: 1.4327 2020-07-02 18:28:50,008 - mmaction - INFO - Epoch [43][560/940] lr: 1.000e-03, eta: 13:26:23, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8344, loss_cls: 1.5657, loss: 1.5657 2020-07-02 18:29:05,521 - mmaction - INFO - Epoch [43][580/940] lr: 1.000e-03, eta: 13:26:00, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8187, loss_cls: 1.5612, loss: 1.5612 2020-07-02 18:29:21,054 - mmaction - INFO - Epoch [43][600/940] lr: 1.000e-03, eta: 13:25:38, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8328, loss_cls: 1.4289, loss: 1.4289 2020-07-02 18:29:36,566 - mmaction - INFO - Epoch [43][620/940] lr: 1.000e-03, eta: 13:25:16, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8469, loss_cls: 1.4980, loss: 1.4980 2020-07-02 18:29:52,074 - mmaction - INFO - Epoch [43][640/940] lr: 1.000e-03, eta: 13:24:54, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.4062, loss: 1.4062 2020-07-02 18:30:07,629 - mmaction - INFO - Epoch [43][660/940] lr: 1.000e-03, eta: 13:24:32, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3399, loss: 1.3399 2020-07-02 18:30:23,182 - mmaction - INFO - Epoch [43][680/940] lr: 1.000e-03, eta: 13:24:10, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8531, loss_cls: 1.3196, loss: 1.3196 2020-07-02 18:30:38,581 - mmaction - INFO - Epoch [43][700/940] lr: 1.000e-03, eta: 13:23:47, time: 0.770, data_time: 0.003, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8547, loss_cls: 1.4264, loss: 1.4264 2020-07-02 18:30:53,976 - mmaction - INFO - Epoch [43][720/940] lr: 1.000e-03, eta: 13:23:25, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4320, loss: 1.4320 2020-07-02 18:31:09,469 - mmaction - INFO - Epoch [43][740/940] lr: 1.000e-03, eta: 13:23:03, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8641, loss_cls: 1.3904, loss: 1.3904 2020-07-02 18:31:24,970 - mmaction - INFO - Epoch [43][760/940] lr: 1.000e-03, eta: 13:22:41, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8141, loss_cls: 1.5531, loss: 1.5531 2020-07-02 18:31:40,497 - mmaction - INFO - Epoch [43][780/940] lr: 1.000e-03, eta: 13:22:19, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8391, loss_cls: 1.4498, loss: 1.4498 2020-07-02 18:31:56,000 - mmaction - INFO - Epoch [43][800/940] lr: 1.000e-03, eta: 13:21:57, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8219, loss_cls: 1.6098, loss: 1.6098 2020-07-02 18:32:11,445 - mmaction - INFO - Epoch [43][820/940] lr: 1.000e-03, eta: 13:21:34, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8438, loss_cls: 1.5285, loss: 1.5285 2020-07-02 18:32:26,921 - mmaction - INFO - Epoch [43][840/940] lr: 1.000e-03, eta: 13:21:12, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.4491, loss: 1.4491 2020-07-02 18:32:42,371 - mmaction - INFO - Epoch [43][860/940] lr: 1.000e-03, eta: 13:20:50, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8359, loss_cls: 1.5332, loss: 1.5332 2020-07-02 18:32:57,827 - mmaction - INFO - Epoch [43][880/940] lr: 1.000e-03, eta: 13:20:28, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8500, loss_cls: 1.4685, loss: 1.4685 2020-07-02 18:33:13,467 - mmaction - INFO - Epoch [43][900/940] lr: 1.000e-03, eta: 13:20:06, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8250, loss_cls: 1.4344, loss: 1.4344 2020-07-02 18:33:29,012 - mmaction - INFO - Epoch [43][920/940] lr: 1.000e-03, eta: 13:19:44, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8500, loss_cls: 1.4670, loss: 1.4670 2020-07-02 18:33:43,774 - mmaction - INFO - Epoch [43][940/940] lr: 1.000e-03, eta: 13:19:21, time: 0.740, data_time: 0.002, memory: 21558, top1_acc: 0.6537, top5_acc: 0.8390, loss_cls: 1.4561, loss: 1.4561 2020-07-02 18:33:50,180 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-07-02 18:35:45,195 - mmaction - INFO - Epoch [44][20/940] lr: 1.000e-03, eta: 13:21:48, time: 5.680, data_time: 4.890, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.4196, loss: 1.4196 2020-07-02 18:36:00,762 - mmaction - INFO - Epoch [44][40/940] lr: 1.000e-03, eta: 13:21:26, time: 0.778, data_time: 0.010, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8484, loss_cls: 1.4361, loss: 1.4361 2020-07-02 18:36:16,168 - mmaction - INFO - Epoch [44][60/940] lr: 1.000e-03, eta: 13:21:04, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.4022, loss: 1.4022 2020-07-02 18:36:31,679 - mmaction - INFO - Epoch [44][80/940] lr: 1.000e-03, eta: 13:20:41, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5059, loss: 1.5059 2020-07-02 18:36:47,100 - mmaction - INFO - Epoch [44][100/940] lr: 1.000e-03, eta: 13:20:19, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8469, loss_cls: 1.4096, loss: 1.4096 2020-07-02 18:37:02,633 - mmaction - INFO - Epoch [44][120/940] lr: 1.000e-03, eta: 13:19:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.4653, loss: 1.4653 2020-07-02 18:37:18,052 - mmaction - INFO - Epoch [44][140/940] lr: 1.000e-03, eta: 13:19:35, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8359, loss_cls: 1.5494, loss: 1.5494 2020-07-02 18:37:33,499 - mmaction - INFO - Epoch [44][160/940] lr: 1.000e-03, eta: 13:19:12, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8453, loss_cls: 1.4750, loss: 1.4750 2020-07-02 18:37:48,975 - mmaction - INFO - Epoch [44][180/940] lr: 1.000e-03, eta: 13:18:50, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8594, loss_cls: 1.4032, loss: 1.4032 2020-07-02 18:38:04,443 - mmaction - INFO - Epoch [44][200/940] lr: 1.000e-03, eta: 13:18:28, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4319, loss: 1.4319 2020-07-02 18:38:19,885 - mmaction - INFO - Epoch [44][220/940] lr: 1.000e-03, eta: 13:18:06, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8531, loss_cls: 1.4009, loss: 1.4009 2020-07-02 18:38:35,272 - mmaction - INFO - Epoch [44][240/940] lr: 1.000e-03, eta: 13:17:43, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8313, loss_cls: 1.4700, loss: 1.4700 2020-07-02 18:38:50,751 - mmaction - INFO - Epoch [44][260/940] lr: 1.000e-03, eta: 13:17:21, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8344, loss_cls: 1.4605, loss: 1.4605 2020-07-02 18:39:06,276 - mmaction - INFO - Epoch [44][280/940] lr: 1.000e-03, eta: 13:16:59, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8516, loss_cls: 1.4315, loss: 1.4315 2020-07-02 18:39:21,726 - mmaction - INFO - Epoch [44][300/940] lr: 1.000e-03, eta: 13:16:37, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8531, loss_cls: 1.3608, loss: 1.3608 2020-07-02 18:39:37,117 - mmaction - INFO - Epoch [44][320/940] lr: 1.000e-03, eta: 13:16:15, time: 0.769, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8469, loss_cls: 1.4259, loss: 1.4259 2020-07-02 18:39:52,623 - mmaction - INFO - Epoch [44][340/940] lr: 1.000e-03, eta: 13:15:53, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3959, loss: 1.3959 2020-07-02 18:40:08,537 - mmaction - INFO - Epoch [44][360/940] lr: 1.000e-03, eta: 13:15:31, time: 0.796, data_time: 0.003, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.4112, loss: 1.4112 2020-07-02 18:40:24,101 - mmaction - INFO - Epoch [44][380/940] lr: 1.000e-03, eta: 13:15:09, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8484, loss_cls: 1.4529, loss: 1.4529 2020-07-02 18:40:39,583 - mmaction - INFO - Epoch [44][400/940] lr: 1.000e-03, eta: 13:14:47, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.3884, loss: 1.3884 2020-07-02 18:40:55,005 - mmaction - INFO - Epoch [44][420/940] lr: 1.000e-03, eta: 13:14:25, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4619, loss: 1.4619 2020-07-02 18:41:10,433 - mmaction - INFO - Epoch [44][440/940] lr: 1.000e-03, eta: 13:14:03, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8453, loss_cls: 1.5429, loss: 1.5429 2020-07-02 18:41:25,892 - mmaction - INFO - Epoch [44][460/940] lr: 1.000e-03, eta: 13:13:41, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6141, top5_acc: 0.8250, loss_cls: 1.5763, loss: 1.5763 2020-07-02 18:41:41,348 - mmaction - INFO - Epoch [44][480/940] lr: 1.000e-03, eta: 13:13:19, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8297, loss_cls: 1.4666, loss: 1.4666 2020-07-02 18:41:56,763 - mmaction - INFO - Epoch [44][500/940] lr: 1.000e-03, eta: 13:12:57, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8344, loss_cls: 1.5298, loss: 1.5298 2020-07-02 18:42:12,214 - mmaction - INFO - Epoch [44][520/940] lr: 1.000e-03, eta: 13:12:34, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3599, loss: 1.3599 2020-07-02 18:42:27,649 - mmaction - INFO - Epoch [44][540/940] lr: 1.000e-03, eta: 13:12:12, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8313, loss_cls: 1.4703, loss: 1.4703 2020-07-02 18:42:43,061 - mmaction - INFO - Epoch [44][560/940] lr: 1.000e-03, eta: 13:11:50, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8578, loss_cls: 1.4392, loss: 1.4392 2020-07-02 18:42:58,427 - mmaction - INFO - Epoch [44][580/940] lr: 1.000e-03, eta: 13:11:28, time: 0.770, data_time: 0.003, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3655, loss: 1.3655 2020-07-02 18:43:14,081 - mmaction - INFO - Epoch [44][600/940] lr: 1.000e-03, eta: 13:11:06, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8391, loss_cls: 1.4001, loss: 1.4001 2020-07-02 18:43:29,642 - mmaction - INFO - Epoch [44][620/940] lr: 1.000e-03, eta: 13:10:44, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6062, top5_acc: 0.8391, loss_cls: 1.5029, loss: 1.5029 2020-07-02 18:43:45,106 - mmaction - INFO - Epoch [44][640/940] lr: 1.000e-03, eta: 13:10:22, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8578, loss_cls: 1.3850, loss: 1.3850 2020-07-02 18:44:00,504 - mmaction - INFO - Epoch [44][660/940] lr: 1.000e-03, eta: 13:10:00, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8172, loss_cls: 1.5960, loss: 1.5960 2020-07-02 18:44:15,924 - mmaction - INFO - Epoch [44][680/940] lr: 1.000e-03, eta: 13:09:38, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.4460, loss: 1.4460 2020-07-02 18:44:31,382 - mmaction - INFO - Epoch [44][700/940] lr: 1.000e-03, eta: 13:09:16, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8469, loss_cls: 1.3991, loss: 1.3991 2020-07-02 18:44:46,804 - mmaction - INFO - Epoch [44][720/940] lr: 1.000e-03, eta: 13:08:54, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8469, loss_cls: 1.4801, loss: 1.4801 2020-07-02 18:45:02,195 - mmaction - INFO - Epoch [44][740/940] lr: 1.000e-03, eta: 13:08:32, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8453, loss_cls: 1.5012, loss: 1.5012 2020-07-02 18:45:17,718 - mmaction - INFO - Epoch [44][760/940] lr: 1.000e-03, eta: 13:08:10, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8531, loss_cls: 1.4780, loss: 1.4780 2020-07-02 18:45:33,244 - mmaction - INFO - Epoch [44][780/940] lr: 1.000e-03, eta: 13:07:48, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8641, loss_cls: 1.3793, loss: 1.3793 2020-07-02 18:45:48,788 - mmaction - INFO - Epoch [44][800/940] lr: 1.000e-03, eta: 13:07:27, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8219, loss_cls: 1.5714, loss: 1.5714 2020-07-02 18:46:04,247 - mmaction - INFO - Epoch [44][820/940] lr: 1.000e-03, eta: 13:07:05, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.4351, loss: 1.4351 2020-07-02 18:46:19,700 - mmaction - INFO - Epoch [44][840/940] lr: 1.000e-03, eta: 13:06:43, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8406, loss_cls: 1.4700, loss: 1.4700 2020-07-02 18:46:35,261 - mmaction - INFO - Epoch [44][860/940] lr: 1.000e-03, eta: 13:06:21, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.3904, loss: 1.3904 2020-07-02 18:46:50,615 - mmaction - INFO - Epoch [44][880/940] lr: 1.000e-03, eta: 13:05:59, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6297, top5_acc: 0.8484, loss_cls: 1.5301, loss: 1.5301 2020-07-02 18:47:06,021 - mmaction - INFO - Epoch [44][900/940] lr: 1.000e-03, eta: 13:05:37, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6203, top5_acc: 0.8297, loss_cls: 1.5334, loss: 1.5334 2020-07-02 18:47:21,469 - mmaction - INFO - Epoch [44][920/940] lr: 1.000e-03, eta: 13:05:15, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8359, loss_cls: 1.4544, loss: 1.4544 2020-07-02 18:47:36,201 - mmaction - INFO - Epoch [44][940/940] lr: 1.000e-03, eta: 13:04:52, time: 0.738, data_time: 0.003, memory: 21558, top1_acc: 0.6699, top5_acc: 0.8634, loss_cls: 1.4007, loss: 1.4007 2020-07-02 18:47:41,156 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-07-02 18:50:18,535 - mmaction - INFO - Epoch [45][20/940] lr: 1.000e-03, eta: 13:08:21, time: 7.798, data_time: 6.959, memory: 21558, top1_acc: 0.6141, top5_acc: 0.8172, loss_cls: 1.5947, loss: 1.5947 2020-07-02 18:50:34,153 - mmaction - INFO - Epoch [45][40/940] lr: 1.000e-03, eta: 13:07:59, time: 0.779, data_time: 0.005, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8406, loss_cls: 1.4981, loss: 1.4981 2020-07-02 18:50:49,530 - mmaction - INFO - Epoch [45][60/940] lr: 1.000e-03, eta: 13:07:37, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8516, loss_cls: 1.4620, loss: 1.4620 2020-07-02 18:51:04,910 - mmaction - INFO - Epoch [45][80/940] lr: 1.000e-03, eta: 13:07:15, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8406, loss_cls: 1.4464, loss: 1.4464 2020-07-02 18:51:20,414 - mmaction - INFO - Epoch [45][100/940] lr: 1.000e-03, eta: 13:06:53, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8187, loss_cls: 1.5712, loss: 1.5712 2020-07-02 18:51:35,965 - mmaction - INFO - Epoch [45][120/940] lr: 1.000e-03, eta: 13:06:31, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6078, top5_acc: 0.8359, loss_cls: 1.5197, loss: 1.5197 2020-07-02 18:51:51,415 - mmaction - INFO - Epoch [45][140/940] lr: 1.000e-03, eta: 13:06:09, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.3696, loss: 1.3696 2020-07-02 18:52:06,864 - mmaction - INFO - Epoch [45][160/940] lr: 1.000e-03, eta: 13:05:46, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.4266, loss: 1.4266 2020-07-02 18:52:22,250 - mmaction - INFO - Epoch [45][180/940] lr: 1.000e-03, eta: 13:05:24, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8422, loss_cls: 1.4431, loss: 1.4431 2020-07-02 18:52:37,686 - mmaction - INFO - Epoch [45][200/940] lr: 1.000e-03, eta: 13:05:02, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8219, loss_cls: 1.5813, loss: 1.5813 2020-07-02 18:52:53,103 - mmaction - INFO - Epoch [45][220/940] lr: 1.000e-03, eta: 13:04:40, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8438, loss_cls: 1.4805, loss: 1.4805 2020-07-02 18:53:08,640 - mmaction - INFO - Epoch [45][240/940] lr: 1.000e-03, eta: 13:04:18, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.4050, loss: 1.4050 2020-07-02 18:53:24,088 - mmaction - INFO - Epoch [45][260/940] lr: 1.000e-03, eta: 13:03:56, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8547, loss_cls: 1.4797, loss: 1.4797 2020-07-02 18:53:39,567 - mmaction - INFO - Epoch [45][280/940] lr: 1.000e-03, eta: 13:03:34, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.4473, loss: 1.4473 2020-07-02 18:53:55,036 - mmaction - INFO - Epoch [45][300/940] lr: 1.000e-03, eta: 13:03:12, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8578, loss_cls: 1.4995, loss: 1.4995 2020-07-02 18:54:10,499 - mmaction - INFO - Epoch [45][320/940] lr: 1.000e-03, eta: 13:02:50, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6016, top5_acc: 0.8453, loss_cls: 1.5045, loss: 1.5045 2020-07-02 18:54:25,898 - mmaction - INFO - Epoch [45][340/940] lr: 1.000e-03, eta: 13:02:28, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8609, loss_cls: 1.3749, loss: 1.3749 2020-07-02 18:54:41,391 - mmaction - INFO - Epoch [45][360/940] lr: 1.000e-03, eta: 13:02:06, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8516, loss_cls: 1.4170, loss: 1.4170 2020-07-02 18:54:56,805 - mmaction - INFO - Epoch [45][380/940] lr: 1.000e-03, eta: 13:01:44, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8313, loss_cls: 1.4648, loss: 1.4648 2020-07-02 18:55:12,503 - mmaction - INFO - Epoch [45][400/940] lr: 1.000e-03, eta: 13:01:22, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4654, loss: 1.4654 2020-07-02 18:55:28,083 - mmaction - INFO - Epoch [45][420/940] lr: 1.000e-03, eta: 13:01:01, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8500, loss_cls: 1.4082, loss: 1.4082 2020-07-02 18:55:43,595 - mmaction - INFO - Epoch [45][440/940] lr: 1.000e-03, eta: 13:00:39, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8344, loss_cls: 1.4155, loss: 1.4155 2020-07-02 18:55:59,029 - mmaction - INFO - Epoch [45][460/940] lr: 1.000e-03, eta: 13:00:17, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.4100, loss: 1.4100 2020-07-02 18:56:14,468 - mmaction - INFO - Epoch [45][480/940] lr: 1.000e-03, eta: 12:59:55, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8438, loss_cls: 1.4618, loss: 1.4618 2020-07-02 18:56:29,890 - mmaction - INFO - Epoch [45][500/940] lr: 1.000e-03, eta: 12:59:33, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4392, loss: 1.4392 2020-07-02 18:56:45,369 - mmaction - INFO - Epoch [45][520/940] lr: 1.000e-03, eta: 12:59:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8406, loss_cls: 1.4477, loss: 1.4477 2020-07-02 18:57:00,931 - mmaction - INFO - Epoch [45][540/940] lr: 1.000e-03, eta: 12:58:49, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3853, loss: 1.3853 2020-07-02 18:57:16,390 - mmaction - INFO - Epoch [45][560/940] lr: 1.000e-03, eta: 12:58:27, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8609, loss_cls: 1.3219, loss: 1.3219 2020-07-02 18:57:31,812 - mmaction - INFO - Epoch [45][580/940] lr: 1.000e-03, eta: 12:58:05, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4993, loss: 1.4993 2020-07-02 18:57:47,304 - mmaction - INFO - Epoch [45][600/940] lr: 1.000e-03, eta: 12:57:44, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8281, loss_cls: 1.5223, loss: 1.5223 2020-07-02 18:58:02,697 - mmaction - INFO - Epoch [45][620/940] lr: 1.000e-03, eta: 12:57:22, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8516, loss_cls: 1.3715, loss: 1.3715 2020-07-02 18:58:18,207 - mmaction - INFO - Epoch [45][640/940] lr: 1.000e-03, eta: 12:57:00, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5323, loss: 1.5323 2020-07-02 18:58:33,546 - mmaction - INFO - Epoch [45][660/940] lr: 1.000e-03, eta: 12:56:38, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8391, loss_cls: 1.4449, loss: 1.4449 2020-07-02 18:58:48,991 - mmaction - INFO - Epoch [45][680/940] lr: 1.000e-03, eta: 12:56:16, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8391, loss_cls: 1.4976, loss: 1.4976 2020-07-02 18:59:04,897 - mmaction - INFO - Epoch [45][700/940] lr: 1.000e-03, eta: 12:55:55, time: 0.793, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.3502, loss: 1.3502 2020-07-02 18:59:20,309 - mmaction - INFO - Epoch [45][720/940] lr: 1.000e-03, eta: 12:55:33, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.4202, loss: 1.4202 2020-07-02 18:59:35,794 - mmaction - INFO - Epoch [45][740/940] lr: 1.000e-03, eta: 12:55:11, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4516, loss: 1.4516 2020-07-02 18:59:51,266 - mmaction - INFO - Epoch [45][760/940] lr: 1.000e-03, eta: 12:54:49, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8578, loss_cls: 1.3513, loss: 1.3513 2020-07-02 19:00:09,492 - mmaction - INFO - Epoch [45][780/940] lr: 1.000e-03, eta: 12:54:32, time: 0.910, data_time: 0.002, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8375, loss_cls: 1.4688, loss: 1.4688 2020-07-02 19:00:24,993 - mmaction - INFO - Epoch [45][800/940] lr: 1.000e-03, eta: 12:54:10, time: 0.776, data_time: 0.006, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.4159, loss: 1.4159 2020-07-02 19:00:40,439 - mmaction - INFO - Epoch [45][820/940] lr: 1.000e-03, eta: 12:53:48, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8625, loss_cls: 1.4354, loss: 1.4354 2020-07-02 19:00:55,916 - mmaction - INFO - Epoch [45][840/940] lr: 1.000e-03, eta: 12:53:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8438, loss_cls: 1.5747, loss: 1.5747 2020-07-02 19:01:11,390 - mmaction - INFO - Epoch [45][860/940] lr: 1.000e-03, eta: 12:53:05, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8344, loss_cls: 1.5040, loss: 1.5040 2020-07-02 19:01:26,897 - mmaction - INFO - Epoch [45][880/940] lr: 1.000e-03, eta: 12:52:43, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8484, loss_cls: 1.5330, loss: 1.5330 2020-07-02 19:01:42,359 - mmaction - INFO - Epoch [45][900/940] lr: 1.000e-03, eta: 12:52:21, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.3935, loss: 1.3935 2020-07-02 19:01:57,817 - mmaction - INFO - Epoch [45][920/940] lr: 1.000e-03, eta: 12:51:59, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8422, loss_cls: 1.4456, loss: 1.4456 2020-07-02 19:02:12,920 - mmaction - INFO - Epoch [45][940/940] lr: 1.000e-03, eta: 12:51:37, time: 0.753, data_time: 0.001, memory: 21558, top1_acc: 0.6472, top5_acc: 0.8374, loss_cls: 1.4613, loss: 1.4613 2020-07-02 19:02:17,468 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-02 19:08:23,755 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 19:08:24,461 - mmaction - INFO - top1_acc 0.6910 top5_acc 0.8855 2020-07-02 19:08:24,461 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 19:08:24,515 - mmaction - INFO - mean_acc 0.6909 2020-07-02 19:08:24,521 - mmaction - INFO - Epoch [45][940/940] lr: 1.000e-03, top1_acc: 0.6910, top5_acc: 0.8855, mean_class_accuracy: 0.6909 2020-07-02 19:11:05,112 - mmaction - INFO - Epoch [46][20/940] lr: 1.000e-03, eta: 12:55:03, time: 8.027, data_time: 7.154, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.3746, loss: 1.3746 2020-07-02 19:11:20,718 - mmaction - INFO - Epoch [46][40/940] lr: 1.000e-03, eta: 12:54:41, time: 0.780, data_time: 0.008, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8406, loss_cls: 1.4271, loss: 1.4271 2020-07-02 19:11:36,132 - mmaction - INFO - Epoch [46][60/940] lr: 1.000e-03, eta: 12:54:19, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8547, loss_cls: 1.4033, loss: 1.4033 2020-07-02 19:11:51,621 - mmaction - INFO - Epoch [46][80/940] lr: 1.000e-03, eta: 12:53:57, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.4702, loss: 1.4702 2020-07-02 19:12:06,977 - mmaction - INFO - Epoch [46][100/940] lr: 1.000e-03, eta: 12:53:35, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8422, loss_cls: 1.4678, loss: 1.4678 2020-07-02 19:12:22,320 - mmaction - INFO - Epoch [46][120/940] lr: 1.000e-03, eta: 12:53:13, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3399, loss: 1.3399 2020-07-02 19:12:37,809 - mmaction - INFO - Epoch [46][140/940] lr: 1.000e-03, eta: 12:52:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.3366, loss: 1.3366 2020-07-02 19:12:53,377 - mmaction - INFO - Epoch [46][160/940] lr: 1.000e-03, eta: 12:52:29, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8453, loss_cls: 1.4720, loss: 1.4720 2020-07-02 19:13:08,817 - mmaction - INFO - Epoch [46][180/940] lr: 1.000e-03, eta: 12:52:07, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2787, loss: 1.2787 2020-07-02 19:13:24,241 - mmaction - INFO - Epoch [46][200/940] lr: 1.000e-03, eta: 12:51:45, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.3397, loss: 1.3397 2020-07-02 19:13:39,816 - mmaction - INFO - Epoch [46][220/940] lr: 1.000e-03, eta: 12:51:24, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8469, loss_cls: 1.4395, loss: 1.4395 2020-07-02 19:13:55,303 - mmaction - INFO - Epoch [46][240/940] lr: 1.000e-03, eta: 12:51:02, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6203, top5_acc: 0.8234, loss_cls: 1.5920, loss: 1.5920 2020-07-02 19:14:10,816 - mmaction - INFO - Epoch [46][260/940] lr: 1.000e-03, eta: 12:50:40, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8344, loss_cls: 1.4725, loss: 1.4725 2020-07-02 19:14:26,282 - mmaction - INFO - Epoch [46][280/940] lr: 1.000e-03, eta: 12:50:18, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8313, loss_cls: 1.4728, loss: 1.4728 2020-07-02 19:14:41,786 - mmaction - INFO - Epoch [46][300/940] lr: 1.000e-03, eta: 12:49:56, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3820, loss: 1.3820 2020-07-02 19:14:57,213 - mmaction - INFO - Epoch [46][320/940] lr: 1.000e-03, eta: 12:49:34, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8406, loss_cls: 1.4698, loss: 1.4698 2020-07-02 19:15:13,025 - mmaction - INFO - Epoch [46][340/940] lr: 1.000e-03, eta: 12:49:13, time: 0.791, data_time: 0.002, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8234, loss_cls: 1.5897, loss: 1.5897 2020-07-02 19:15:28,492 - mmaction - INFO - Epoch [46][360/940] lr: 1.000e-03, eta: 12:48:51, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3481, loss: 1.3481 2020-07-02 19:15:43,982 - mmaction - INFO - Epoch [46][380/940] lr: 1.000e-03, eta: 12:48:29, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3528, loss: 1.3528 2020-07-02 19:15:59,775 - mmaction - INFO - Epoch [46][400/940] lr: 1.000e-03, eta: 12:48:08, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8438, loss_cls: 1.4188, loss: 1.4188 2020-07-02 19:16:15,297 - mmaction - INFO - Epoch [46][420/940] lr: 1.000e-03, eta: 12:47:46, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8453, loss_cls: 1.4377, loss: 1.4377 2020-07-02 19:16:30,709 - mmaction - INFO - Epoch [46][440/940] lr: 1.000e-03, eta: 12:47:25, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8375, loss_cls: 1.5144, loss: 1.5144 2020-07-02 19:16:46,247 - mmaction - INFO - Epoch [46][460/940] lr: 1.000e-03, eta: 12:47:03, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3243, loss: 1.3243 2020-07-02 19:17:01,621 - mmaction - INFO - Epoch [46][480/940] lr: 1.000e-03, eta: 12:46:41, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8453, loss_cls: 1.5413, loss: 1.5413 2020-07-02 19:17:17,108 - mmaction - INFO - Epoch [46][500/940] lr: 1.000e-03, eta: 12:46:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.4470, loss: 1.4470 2020-07-02 19:17:32,726 - mmaction - INFO - Epoch [46][520/940] lr: 1.000e-03, eta: 12:45:58, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3776, loss: 1.3776 2020-07-02 19:17:48,272 - mmaction - INFO - Epoch [46][540/940] lr: 1.000e-03, eta: 12:45:36, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.4005, loss: 1.4005 2020-07-02 19:18:03,810 - mmaction - INFO - Epoch [46][560/940] lr: 1.000e-03, eta: 12:45:14, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8484, loss_cls: 1.5089, loss: 1.5089 2020-07-02 19:18:19,210 - mmaction - INFO - Epoch [46][580/940] lr: 1.000e-03, eta: 12:44:52, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4457, loss: 1.4457 2020-07-02 19:18:34,571 - mmaction - INFO - Epoch [46][600/940] lr: 1.000e-03, eta: 12:44:30, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.3572, loss: 1.3572 2020-07-02 19:18:50,091 - mmaction - INFO - Epoch [46][620/940] lr: 1.000e-03, eta: 12:44:09, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8187, loss_cls: 1.4701, loss: 1.4701 2020-07-02 19:19:05,604 - mmaction - INFO - Epoch [46][640/940] lr: 1.000e-03, eta: 12:43:47, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.4204, loss: 1.4204 2020-07-02 19:19:21,018 - mmaction - INFO - Epoch [46][660/940] lr: 1.000e-03, eta: 12:43:25, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.3613, loss: 1.3613 2020-07-02 19:19:36,493 - mmaction - INFO - Epoch [46][680/940] lr: 1.000e-03, eta: 12:43:04, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.4012, loss: 1.4012 2020-07-02 19:19:51,877 - mmaction - INFO - Epoch [46][700/940] lr: 1.000e-03, eta: 12:42:42, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8328, loss_cls: 1.4379, loss: 1.4379 2020-07-02 19:20:07,744 - mmaction - INFO - Epoch [46][720/940] lr: 1.000e-03, eta: 12:42:21, time: 0.793, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.4067, loss: 1.4067 2020-07-02 19:20:23,267 - mmaction - INFO - Epoch [46][740/940] lr: 1.000e-03, eta: 12:41:59, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.4613, loss: 1.4613 2020-07-02 19:20:38,727 - mmaction - INFO - Epoch [46][760/940] lr: 1.000e-03, eta: 12:41:37, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8438, loss_cls: 1.4927, loss: 1.4927 2020-07-02 19:20:54,223 - mmaction - INFO - Epoch [46][780/940] lr: 1.000e-03, eta: 12:41:16, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8453, loss_cls: 1.4902, loss: 1.4902 2020-07-02 19:21:09,745 - mmaction - INFO - Epoch [46][800/940] lr: 1.000e-03, eta: 12:40:54, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3641, loss: 1.3641 2020-07-02 19:21:25,267 - mmaction - INFO - Epoch [46][820/940] lr: 1.000e-03, eta: 12:40:33, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8609, loss_cls: 1.3988, loss: 1.3988 2020-07-02 19:21:40,839 - mmaction - INFO - Epoch [46][840/940] lr: 1.000e-03, eta: 12:40:11, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8438, loss_cls: 1.4340, loss: 1.4340 2020-07-02 19:21:56,251 - mmaction - INFO - Epoch [46][860/940] lr: 1.000e-03, eta: 12:39:49, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8125, loss_cls: 1.5107, loss: 1.5107 2020-07-02 19:22:11,706 - mmaction - INFO - Epoch [46][880/940] lr: 1.000e-03, eta: 12:39:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.3439, loss: 1.3439 2020-07-02 19:22:27,136 - mmaction - INFO - Epoch [46][900/940] lr: 1.000e-03, eta: 12:39:06, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3622, loss: 1.3622 2020-07-02 19:22:42,633 - mmaction - INFO - Epoch [46][920/940] lr: 1.000e-03, eta: 12:38:44, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3915, loss: 1.3915 2020-07-02 19:22:57,415 - mmaction - INFO - Epoch [46][940/940] lr: 1.000e-03, eta: 12:38:22, time: 0.741, data_time: 0.002, memory: 21558, top1_acc: 0.6325, top5_acc: 0.8276, loss_cls: 1.5425, loss: 1.5425 2020-07-02 19:23:04,738 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-07-02 19:25:36,645 - mmaction - INFO - Epoch [47][20/940] lr: 1.000e-03, eta: 12:41:23, time: 7.527, data_time: 6.745, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8344, loss_cls: 1.3859, loss: 1.3859 2020-07-02 19:25:52,827 - mmaction - INFO - Epoch [47][40/940] lr: 1.000e-03, eta: 12:41:02, time: 0.809, data_time: 0.028, memory: 21558, top1_acc: 0.6172, top5_acc: 0.8406, loss_cls: 1.4510, loss: 1.4510 2020-07-02 19:26:08,389 - mmaction - INFO - Epoch [47][60/940] lr: 1.000e-03, eta: 12:40:40, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3901, loss: 1.3901 2020-07-02 19:26:23,866 - mmaction - INFO - Epoch [47][80/940] lr: 1.000e-03, eta: 12:40:18, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8547, loss_cls: 1.4107, loss: 1.4107 2020-07-02 19:26:39,380 - mmaction - INFO - Epoch [47][100/940] lr: 1.000e-03, eta: 12:39:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8422, loss_cls: 1.3694, loss: 1.3694 2020-07-02 19:26:54,903 - mmaction - INFO - Epoch [47][120/940] lr: 1.000e-03, eta: 12:39:35, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8484, loss_cls: 1.4605, loss: 1.4605 2020-07-02 19:27:26,598 - mmaction - INFO - Epoch [47][140/940] lr: 1.000e-03, eta: 12:39:37, time: 1.586, data_time: 0.002, memory: 21558, top1_acc: 0.6219, top5_acc: 0.8266, loss_cls: 1.5050, loss: 1.5050 2020-07-02 19:27:42,061 - mmaction - INFO - Epoch [47][160/940] lr: 1.000e-03, eta: 12:39:16, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8406, loss_cls: 1.4256, loss: 1.4256 2020-07-02 19:27:57,667 - mmaction - INFO - Epoch [47][180/940] lr: 1.000e-03, eta: 12:38:54, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3908, loss: 1.3908 2020-07-02 19:28:13,079 - mmaction - INFO - Epoch [47][200/940] lr: 1.000e-03, eta: 12:38:32, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3320, loss: 1.3320 2020-07-02 19:28:28,530 - mmaction - INFO - Epoch [47][220/940] lr: 1.000e-03, eta: 12:38:10, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.3988, loss: 1.3988 2020-07-02 19:28:44,075 - mmaction - INFO - Epoch [47][240/940] lr: 1.000e-03, eta: 12:37:49, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.4222, loss: 1.4222 2020-07-02 19:28:59,606 - mmaction - INFO - Epoch [47][260/940] lr: 1.000e-03, eta: 12:37:27, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4574, loss: 1.4574 2020-07-02 19:29:15,130 - mmaction - INFO - Epoch [47][280/940] lr: 1.000e-03, eta: 12:37:05, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.4369, loss: 1.4369 2020-07-02 19:29:30,760 - mmaction - INFO - Epoch [47][300/940] lr: 1.000e-03, eta: 12:36:44, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2472, loss: 1.2472 2020-07-02 19:29:46,274 - mmaction - INFO - Epoch [47][320/940] lr: 1.000e-03, eta: 12:36:22, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8516, loss_cls: 1.4692, loss: 1.4692 2020-07-02 19:30:02,169 - mmaction - INFO - Epoch [47][340/940] lr: 1.000e-03, eta: 12:36:01, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2999, loss: 1.2999 2020-07-02 19:30:17,855 - mmaction - INFO - Epoch [47][360/940] lr: 1.000e-03, eta: 12:35:40, time: 0.785, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.4662, loss: 1.4662 2020-07-02 19:30:33,481 - mmaction - INFO - Epoch [47][380/940] lr: 1.000e-03, eta: 12:35:18, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8484, loss_cls: 1.3621, loss: 1.3621 2020-07-02 19:30:49,028 - mmaction - INFO - Epoch [47][400/940] lr: 1.000e-03, eta: 12:34:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3761, loss: 1.3761 2020-07-02 19:31:04,526 - mmaction - INFO - Epoch [47][420/940] lr: 1.000e-03, eta: 12:34:35, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8359, loss_cls: 1.5090, loss: 1.5090 2020-07-02 19:31:20,337 - mmaction - INFO - Epoch [47][440/940] lr: 1.000e-03, eta: 12:34:14, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.5088, loss: 1.5088 2020-07-02 19:31:35,887 - mmaction - INFO - Epoch [47][460/940] lr: 1.000e-03, eta: 12:33:52, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8484, loss_cls: 1.3419, loss: 1.3419 2020-07-02 19:31:51,384 - mmaction - INFO - Epoch [47][480/940] lr: 1.000e-03, eta: 12:33:31, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8391, loss_cls: 1.4380, loss: 1.4380 2020-07-02 19:32:06,893 - mmaction - INFO - Epoch [47][500/940] lr: 1.000e-03, eta: 12:33:09, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.3466, loss: 1.3466 2020-07-02 19:32:22,387 - mmaction - INFO - Epoch [47][520/940] lr: 1.000e-03, eta: 12:32:47, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8672, loss_cls: 1.4472, loss: 1.4472 2020-07-02 19:32:37,868 - mmaction - INFO - Epoch [47][540/940] lr: 1.000e-03, eta: 12:32:26, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3573, loss: 1.3573 2020-07-02 19:32:53,452 - mmaction - INFO - Epoch [47][560/940] lr: 1.000e-03, eta: 12:32:04, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.4205, loss: 1.4205 2020-07-02 19:33:08,899 - mmaction - INFO - Epoch [47][580/940] lr: 1.000e-03, eta: 12:31:43, time: 0.774, data_time: 0.005, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8375, loss_cls: 1.4560, loss: 1.4560 2020-07-02 19:33:24,324 - mmaction - INFO - Epoch [47][600/940] lr: 1.000e-03, eta: 12:31:21, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.4075, loss: 1.4075 2020-07-02 19:33:39,842 - mmaction - INFO - Epoch [47][620/940] lr: 1.000e-03, eta: 12:30:59, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8469, loss_cls: 1.4769, loss: 1.4769 2020-07-02 19:33:55,350 - mmaction - INFO - Epoch [47][640/940] lr: 1.000e-03, eta: 12:30:38, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8406, loss_cls: 1.3981, loss: 1.3981 2020-07-02 19:34:10,857 - mmaction - INFO - Epoch [47][660/940] lr: 1.000e-03, eta: 12:30:16, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3614, loss: 1.3614 2020-07-02 19:34:26,413 - mmaction - INFO - Epoch [47][680/940] lr: 1.000e-03, eta: 12:29:55, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3538, loss: 1.3538 2020-07-02 19:34:41,988 - mmaction - INFO - Epoch [47][700/940] lr: 1.000e-03, eta: 12:29:33, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8266, loss_cls: 1.5072, loss: 1.5072 2020-07-02 19:34:57,554 - mmaction - INFO - Epoch [47][720/940] lr: 1.000e-03, eta: 12:29:12, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3269, loss: 1.3269 2020-07-02 19:35:13,311 - mmaction - INFO - Epoch [47][740/940] lr: 1.000e-03, eta: 12:28:51, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8328, loss_cls: 1.3888, loss: 1.3888 2020-07-02 19:35:28,953 - mmaction - INFO - Epoch [47][760/940] lr: 1.000e-03, eta: 12:28:29, time: 0.783, data_time: 0.003, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.4912, loss: 1.4912 2020-07-02 19:35:44,426 - mmaction - INFO - Epoch [47][780/940] lr: 1.000e-03, eta: 12:28:08, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3644, loss: 1.3644 2020-07-02 19:35:59,936 - mmaction - INFO - Epoch [47][800/940] lr: 1.000e-03, eta: 12:27:46, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8406, loss_cls: 1.4517, loss: 1.4517 2020-07-02 19:36:15,430 - mmaction - INFO - Epoch [47][820/940] lr: 1.000e-03, eta: 12:27:25, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8266, loss_cls: 1.5082, loss: 1.5082 2020-07-02 19:36:30,970 - mmaction - INFO - Epoch [47][840/940] lr: 1.000e-03, eta: 12:27:03, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.4082, loss: 1.4082 2020-07-02 19:36:46,417 - mmaction - INFO - Epoch [47][860/940] lr: 1.000e-03, eta: 12:26:42, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8531, loss_cls: 1.4099, loss: 1.4099 2020-07-02 19:37:01,881 - mmaction - INFO - Epoch [47][880/940] lr: 1.000e-03, eta: 12:26:20, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8516, loss_cls: 1.4152, loss: 1.4152 2020-07-02 19:37:17,394 - mmaction - INFO - Epoch [47][900/940] lr: 1.000e-03, eta: 12:25:59, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3747, loss: 1.3747 2020-07-02 19:37:32,860 - mmaction - INFO - Epoch [47][920/940] lr: 1.000e-03, eta: 12:25:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8406, loss_cls: 1.5145, loss: 1.5145 2020-07-02 19:37:47,712 - mmaction - INFO - Epoch [47][940/940] lr: 1.000e-03, eta: 12:25:15, time: 0.743, data_time: 0.001, memory: 21558, top1_acc: 0.6374, top5_acc: 0.8553, loss_cls: 1.4895, loss: 1.4895 2020-07-02 19:37:51,244 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-07-02 19:40:17,029 - mmaction - INFO - Epoch [48][20/940] lr: 1.000e-03, eta: 12:27:58, time: 7.221, data_time: 6.416, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.3755, loss: 1.3755 2020-07-02 19:40:32,553 - mmaction - INFO - Epoch [48][40/940] lr: 1.000e-03, eta: 12:27:36, time: 0.777, data_time: 0.007, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8547, loss_cls: 1.4298, loss: 1.4298 2020-07-02 19:40:48,431 - mmaction - INFO - Epoch [48][60/940] lr: 1.000e-03, eta: 12:27:15, time: 0.792, data_time: 0.000, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8438, loss_cls: 1.5274, loss: 1.5274 2020-07-02 19:41:03,967 - mmaction - INFO - Epoch [48][80/940] lr: 1.000e-03, eta: 12:26:54, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.3648, loss: 1.3648 2020-07-02 19:41:19,379 - mmaction - INFO - Epoch [48][100/940] lr: 1.000e-03, eta: 12:26:32, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2961, loss: 1.2961 2020-07-02 19:41:34,855 - mmaction - INFO - Epoch [48][120/940] lr: 1.000e-03, eta: 12:26:10, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8313, loss_cls: 1.5113, loss: 1.5113 2020-07-02 19:41:50,462 - mmaction - INFO - Epoch [48][140/940] lr: 1.000e-03, eta: 12:25:49, time: 0.780, data_time: 0.000, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8766, loss_cls: 1.3729, loss: 1.3729 2020-07-02 19:42:05,958 - mmaction - INFO - Epoch [48][160/940] lr: 1.000e-03, eta: 12:25:27, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8359, loss_cls: 1.3757, loss: 1.3757 2020-07-02 19:42:21,415 - mmaction - INFO - Epoch [48][180/940] lr: 1.000e-03, eta: 12:25:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.4432, loss: 1.4432 2020-07-02 19:42:37,095 - mmaction - INFO - Epoch [48][200/940] lr: 1.000e-03, eta: 12:24:44, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2749, loss: 1.2749 2020-07-02 19:42:52,665 - mmaction - INFO - Epoch [48][220/940] lr: 1.000e-03, eta: 12:24:23, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8375, loss_cls: 1.4073, loss: 1.4073 2020-07-02 19:43:08,091 - mmaction - INFO - Epoch [48][240/940] lr: 1.000e-03, eta: 12:24:01, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8297, loss_cls: 1.5789, loss: 1.5789 2020-07-02 19:43:23,658 - mmaction - INFO - Epoch [48][260/940] lr: 1.000e-03, eta: 12:23:40, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8359, loss_cls: 1.4536, loss: 1.4536 2020-07-02 19:43:39,138 - mmaction - INFO - Epoch [48][280/940] lr: 1.000e-03, eta: 12:23:18, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8672, loss_cls: 1.3168, loss: 1.3168 2020-07-02 19:43:54,604 - mmaction - INFO - Epoch [48][300/940] lr: 1.000e-03, eta: 12:22:57, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6250, top5_acc: 0.8422, loss_cls: 1.4878, loss: 1.4878 2020-07-02 19:44:10,008 - mmaction - INFO - Epoch [48][320/940] lr: 1.000e-03, eta: 12:22:35, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3681, loss: 1.3681 2020-07-02 19:44:25,482 - mmaction - INFO - Epoch [48][340/940] lr: 1.000e-03, eta: 12:22:13, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.4392, loss: 1.4392 2020-07-02 19:44:40,989 - mmaction - INFO - Epoch [48][360/940] lr: 1.000e-03, eta: 12:21:52, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8594, loss_cls: 1.3685, loss: 1.3685 2020-07-02 19:45:00,444 - mmaction - INFO - Epoch [48][380/940] lr: 1.000e-03, eta: 12:21:36, time: 0.973, data_time: 0.106, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8422, loss_cls: 1.4584, loss: 1.4584 2020-07-02 19:45:18,547 - mmaction - INFO - Epoch [48][400/940] lr: 1.000e-03, eta: 12:21:18, time: 0.905, data_time: 0.133, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8625, loss_cls: 1.3348, loss: 1.3348 2020-07-02 19:45:35,281 - mmaction - INFO - Epoch [48][420/940] lr: 1.000e-03, eta: 12:20:58, time: 0.838, data_time: 0.009, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8422, loss_cls: 1.4525, loss: 1.4525 2020-07-02 19:45:54,072 - mmaction - INFO - Epoch [48][440/940] lr: 1.000e-03, eta: 12:20:41, time: 0.939, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8547, loss_cls: 1.3571, loss: 1.3571 2020-07-02 19:46:09,858 - mmaction - INFO - Epoch [48][460/940] lr: 1.000e-03, eta: 12:20:20, time: 0.790, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4204, loss: 1.4204 2020-07-02 19:46:27,636 - mmaction - INFO - Epoch [48][480/940] lr: 1.000e-03, eta: 12:20:02, time: 0.889, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.5229, loss: 1.5229 2020-07-02 19:46:44,292 - mmaction - INFO - Epoch [48][500/940] lr: 1.000e-03, eta: 12:19:42, time: 0.833, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.3751, loss: 1.3751 2020-07-02 19:47:00,552 - mmaction - INFO - Epoch [48][520/940] lr: 1.000e-03, eta: 12:19:22, time: 0.813, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8453, loss_cls: 1.4067, loss: 1.4067 2020-07-02 19:47:16,111 - mmaction - INFO - Epoch [48][540/940] lr: 1.000e-03, eta: 12:19:00, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3650, loss: 1.3650 2020-07-02 19:47:31,658 - mmaction - INFO - Epoch [48][560/940] lr: 1.000e-03, eta: 12:18:39, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4664, loss: 1.4664 2020-07-02 19:47:47,318 - mmaction - INFO - Epoch [48][580/940] lr: 1.000e-03, eta: 12:18:18, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3536, loss: 1.3536 2020-07-02 19:48:02,828 - mmaction - INFO - Epoch [48][600/940] lr: 1.000e-03, eta: 12:17:56, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.4365, loss: 1.4365 2020-07-02 19:48:18,372 - mmaction - INFO - Epoch [48][620/940] lr: 1.000e-03, eta: 12:17:35, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8313, loss_cls: 1.4943, loss: 1.4943 2020-07-02 19:48:34,391 - mmaction - INFO - Epoch [48][640/940] lr: 1.000e-03, eta: 12:17:14, time: 0.801, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8500, loss_cls: 1.3780, loss: 1.3780 2020-07-02 19:48:52,379 - mmaction - INFO - Epoch [48][660/940] lr: 1.000e-03, eta: 12:16:56, time: 0.897, data_time: 0.000, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.3567, loss: 1.3567 2020-07-02 19:49:07,951 - mmaction - INFO - Epoch [48][680/940] lr: 1.000e-03, eta: 12:16:35, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8391, loss_cls: 1.4649, loss: 1.4649 2020-07-02 19:49:23,419 - mmaction - INFO - Epoch [48][700/940] lr: 1.000e-03, eta: 12:16:13, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8453, loss_cls: 1.5091, loss: 1.5091 2020-07-02 19:49:38,954 - mmaction - INFO - Epoch [48][720/940] lr: 1.000e-03, eta: 12:15:52, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8391, loss_cls: 1.4686, loss: 1.4686 2020-07-02 19:49:54,475 - mmaction - INFO - Epoch [48][740/940] lr: 1.000e-03, eta: 12:15:30, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8297, loss_cls: 1.4609, loss: 1.4609 2020-07-02 19:50:10,193 - mmaction - INFO - Epoch [48][760/940] lr: 1.000e-03, eta: 12:15:09, time: 0.786, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3502, loss: 1.3502 2020-07-02 19:50:25,879 - mmaction - INFO - Epoch [48][780/940] lr: 1.000e-03, eta: 12:14:48, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4091, loss: 1.4091 2020-07-02 19:50:41,392 - mmaction - INFO - Epoch [48][800/940] lr: 1.000e-03, eta: 12:14:27, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4106, loss: 1.4106 2020-07-02 19:50:56,938 - mmaction - INFO - Epoch [48][820/940] lr: 1.000e-03, eta: 12:14:05, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3761, loss: 1.3761 2020-07-02 19:51:12,389 - mmaction - INFO - Epoch [48][840/940] lr: 1.000e-03, eta: 12:13:44, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4020, loss: 1.4020 2020-07-02 19:51:27,825 - mmaction - INFO - Epoch [48][860/940] lr: 1.000e-03, eta: 12:13:23, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8609, loss_cls: 1.3048, loss: 1.3048 2020-07-02 19:51:43,276 - mmaction - INFO - Epoch [48][880/940] lr: 1.000e-03, eta: 12:13:01, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8594, loss_cls: 1.3820, loss: 1.3820 2020-07-02 19:51:58,628 - mmaction - INFO - Epoch [48][900/940] lr: 1.000e-03, eta: 12:12:40, time: 0.767, data_time: 0.002, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8469, loss_cls: 1.4589, loss: 1.4589 2020-07-02 19:52:14,028 - mmaction - INFO - Epoch [48][920/940] lr: 1.000e-03, eta: 12:12:18, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.4106, loss: 1.4106 2020-07-02 19:52:28,873 - mmaction - INFO - Epoch [48][940/940] lr: 1.000e-03, eta: 12:11:56, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.6732, top5_acc: 0.8715, loss_cls: 1.3537, loss: 1.3537 2020-07-02 19:52:34,241 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-07-02 19:55:01,259 - mmaction - INFO - Epoch [49][20/940] lr: 1.000e-03, eta: 12:14:32, time: 7.283, data_time: 6.476, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.3582, loss: 1.3582 2020-07-02 19:55:17,075 - mmaction - INFO - Epoch [49][40/940] lr: 1.000e-03, eta: 12:14:11, time: 0.789, data_time: 0.008, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.3869, loss: 1.3869 2020-07-02 19:55:32,565 - mmaction - INFO - Epoch [49][60/940] lr: 1.000e-03, eta: 12:13:50, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3948, loss: 1.3948 2020-07-02 19:55:48,059 - mmaction - INFO - Epoch [49][80/940] lr: 1.000e-03, eta: 12:13:28, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8313, loss_cls: 1.4600, loss: 1.4600 2020-07-02 19:56:03,479 - mmaction - INFO - Epoch [49][100/940] lr: 1.000e-03, eta: 12:13:07, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3936, loss: 1.3936 2020-07-02 19:56:18,994 - mmaction - INFO - Epoch [49][120/940] lr: 1.000e-03, eta: 12:12:45, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8609, loss_cls: 1.3772, loss: 1.3772 2020-07-02 19:56:34,479 - mmaction - INFO - Epoch [49][140/940] lr: 1.000e-03, eta: 12:12:24, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3529, loss: 1.3529 2020-07-02 19:56:49,961 - mmaction - INFO - Epoch [49][160/940] lr: 1.000e-03, eta: 12:12:02, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.3310, loss: 1.3310 2020-07-02 19:57:06,646 - mmaction - INFO - Epoch [49][180/940] lr: 1.000e-03, eta: 12:11:42, time: 0.834, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8453, loss_cls: 1.4217, loss: 1.4217 2020-07-02 19:57:24,955 - mmaction - INFO - Epoch [49][200/940] lr: 1.000e-03, eta: 12:11:25, time: 0.917, data_time: 0.002, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8453, loss_cls: 1.3786, loss: 1.3786 2020-07-02 19:57:40,570 - mmaction - INFO - Epoch [49][220/940] lr: 1.000e-03, eta: 12:11:03, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3617, loss: 1.3617 2020-07-02 19:57:56,118 - mmaction - INFO - Epoch [49][240/940] lr: 1.000e-03, eta: 12:10:42, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3708, loss: 1.3708 2020-07-02 19:58:13,906 - mmaction - INFO - Epoch [49][260/940] lr: 1.000e-03, eta: 12:10:24, time: 0.890, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8422, loss_cls: 1.4486, loss: 1.4486 2020-07-02 19:58:30,425 - mmaction - INFO - Epoch [49][280/940] lr: 1.000e-03, eta: 12:10:04, time: 0.824, data_time: 0.020, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.2978, loss: 1.2978 2020-07-02 19:58:46,008 - mmaction - INFO - Epoch [49][300/940] lr: 1.000e-03, eta: 12:09:42, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8469, loss_cls: 1.3604, loss: 1.3604 2020-07-02 19:59:02,333 - mmaction - INFO - Epoch [49][320/940] lr: 1.000e-03, eta: 12:09:22, time: 0.815, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8297, loss_cls: 1.4378, loss: 1.4378 2020-07-02 19:59:18,351 - mmaction - INFO - Epoch [49][340/940] lr: 1.000e-03, eta: 12:09:01, time: 0.803, data_time: 0.003, memory: 21558, top1_acc: 0.6219, top5_acc: 0.8484, loss_cls: 1.5346, loss: 1.5346 2020-07-02 19:59:34,713 - mmaction - INFO - Epoch [49][360/940] lr: 1.000e-03, eta: 12:08:41, time: 0.818, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8375, loss_cls: 1.4460, loss: 1.4460 2020-07-02 19:59:50,153 - mmaction - INFO - Epoch [49][380/940] lr: 1.000e-03, eta: 12:08:20, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8547, loss_cls: 1.3380, loss: 1.3380 2020-07-02 20:00:09,087 - mmaction - INFO - Epoch [49][400/940] lr: 1.000e-03, eta: 12:08:03, time: 0.944, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8406, loss_cls: 1.3939, loss: 1.3939 2020-07-02 20:00:24,502 - mmaction - INFO - Epoch [49][420/940] lr: 1.000e-03, eta: 12:07:41, time: 0.772, data_time: 0.004, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.3774, loss: 1.3774 2020-07-02 20:00:39,990 - mmaction - INFO - Epoch [49][440/940] lr: 1.000e-03, eta: 12:07:20, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8797, loss_cls: 1.2954, loss: 1.2954 2020-07-02 20:00:55,458 - mmaction - INFO - Epoch [49][460/940] lr: 1.000e-03, eta: 12:06:58, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.2242, loss: 1.2242 2020-07-02 20:01:10,913 - mmaction - INFO - Epoch [49][480/940] lr: 1.000e-03, eta: 12:06:37, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8625, loss_cls: 1.4013, loss: 1.4013 2020-07-02 20:01:26,374 - mmaction - INFO - Epoch [49][500/940] lr: 1.000e-03, eta: 12:06:16, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8281, loss_cls: 1.5325, loss: 1.5325 2020-07-02 20:01:41,774 - mmaction - INFO - Epoch [49][520/940] lr: 1.000e-03, eta: 12:05:54, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.4109, loss: 1.4109 2020-07-02 20:01:57,218 - mmaction - INFO - Epoch [49][540/940] lr: 1.000e-03, eta: 12:05:33, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8500, loss_cls: 1.3090, loss: 1.3090 2020-07-02 20:02:12,711 - mmaction - INFO - Epoch [49][560/940] lr: 1.000e-03, eta: 12:05:11, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8547, loss_cls: 1.3314, loss: 1.3314 2020-07-02 20:02:28,167 - mmaction - INFO - Epoch [49][580/940] lr: 1.000e-03, eta: 12:04:50, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8578, loss_cls: 1.2817, loss: 1.2817 2020-07-02 20:02:43,704 - mmaction - INFO - Epoch [49][600/940] lr: 1.000e-03, eta: 12:04:29, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.3755, loss: 1.3755 2020-07-02 20:02:59,115 - mmaction - INFO - Epoch [49][620/940] lr: 1.000e-03, eta: 12:04:07, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8469, loss_cls: 1.4448, loss: 1.4448 2020-07-02 20:03:14,519 - mmaction - INFO - Epoch [49][640/940] lr: 1.000e-03, eta: 12:03:46, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.4890, loss: 1.4890 2020-07-02 20:03:29,972 - mmaction - INFO - Epoch [49][660/940] lr: 1.000e-03, eta: 12:03:24, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.3973, loss: 1.3973 2020-07-02 20:03:45,417 - mmaction - INFO - Epoch [49][680/940] lr: 1.000e-03, eta: 12:03:03, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.3097, loss: 1.3097 2020-07-02 20:04:00,811 - mmaction - INFO - Epoch [49][700/940] lr: 1.000e-03, eta: 12:02:41, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8547, loss_cls: 1.3847, loss: 1.3847 2020-07-02 20:04:16,248 - mmaction - INFO - Epoch [49][720/940] lr: 1.000e-03, eta: 12:02:20, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3958, loss: 1.3958 2020-07-02 20:04:31,653 - mmaction - INFO - Epoch [49][740/940] lr: 1.000e-03, eta: 12:01:59, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.3698, loss: 1.3698 2020-07-02 20:04:47,041 - mmaction - INFO - Epoch [49][760/940] lr: 1.000e-03, eta: 12:01:37, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.3211, loss: 1.3211 2020-07-02 20:05:02,653 - mmaction - INFO - Epoch [49][780/940] lr: 1.000e-03, eta: 12:01:16, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.4020, loss: 1.4020 2020-07-02 20:05:18,114 - mmaction - INFO - Epoch [49][800/940] lr: 1.000e-03, eta: 12:00:55, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8641, loss_cls: 1.3853, loss: 1.3853 2020-07-02 20:05:33,622 - mmaction - INFO - Epoch [49][820/940] lr: 1.000e-03, eta: 12:00:33, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8500, loss_cls: 1.4234, loss: 1.4234 2020-07-02 20:05:49,034 - mmaction - INFO - Epoch [49][840/940] lr: 1.000e-03, eta: 12:00:12, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8547, loss_cls: 1.3429, loss: 1.3429 2020-07-02 20:06:04,601 - mmaction - INFO - Epoch [49][860/940] lr: 1.000e-03, eta: 11:59:51, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2751, loss: 1.2751 2020-07-02 20:06:20,052 - mmaction - INFO - Epoch [49][880/940] lr: 1.000e-03, eta: 11:59:30, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8422, loss_cls: 1.4169, loss: 1.4169 2020-07-02 20:06:35,618 - mmaction - INFO - Epoch [49][900/940] lr: 1.000e-03, eta: 11:59:08, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3232, loss: 1.3232 2020-07-02 20:06:51,011 - mmaction - INFO - Epoch [49][920/940] lr: 1.000e-03, eta: 11:58:47, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8359, loss_cls: 1.5039, loss: 1.5039 2020-07-02 20:07:05,801 - mmaction - INFO - Epoch [49][940/940] lr: 1.000e-03, eta: 11:58:25, time: 0.739, data_time: 0.001, memory: 21558, top1_acc: 0.6309, top5_acc: 0.8244, loss_cls: 1.5588, loss: 1.5588 2020-07-02 20:07:11,280 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-07-02 20:08:51,080 - mmaction - INFO - Epoch [50][20/940] lr: 1.000e-03, eta: 11:59:53, time: 4.969, data_time: 4.121, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8469, loss_cls: 1.4707, loss: 1.4707 2020-07-02 20:09:07,286 - mmaction - INFO - Epoch [50][40/940] lr: 1.000e-03, eta: 11:59:33, time: 0.811, data_time: 0.038, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.3201, loss: 1.3201 2020-07-02 20:09:22,755 - mmaction - INFO - Epoch [50][60/940] lr: 1.000e-03, eta: 11:59:11, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.3602, loss: 1.3602 2020-07-02 20:09:38,169 - mmaction - INFO - Epoch [50][80/940] lr: 1.000e-03, eta: 11:58:50, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8484, loss_cls: 1.4478, loss: 1.4478 2020-07-02 20:09:53,688 - mmaction - INFO - Epoch [50][100/940] lr: 1.000e-03, eta: 11:58:29, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3452, loss: 1.3452 2020-07-02 20:10:09,314 - mmaction - INFO - Epoch [50][120/940] lr: 1.000e-03, eta: 11:58:08, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8547, loss_cls: 1.4158, loss: 1.4158 2020-07-02 20:10:24,893 - mmaction - INFO - Epoch [50][140/940] lr: 1.000e-03, eta: 11:57:46, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8484, loss_cls: 1.4377, loss: 1.4377 2020-07-02 20:10:40,426 - mmaction - INFO - Epoch [50][160/940] lr: 1.000e-03, eta: 11:57:25, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.3772, loss: 1.3772 2020-07-02 20:10:55,775 - mmaction - INFO - Epoch [50][180/940] lr: 1.000e-03, eta: 11:57:04, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8375, loss_cls: 1.4726, loss: 1.4726 2020-07-02 20:11:11,270 - mmaction - INFO - Epoch [50][200/940] lr: 1.000e-03, eta: 11:56:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8422, loss_cls: 1.4166, loss: 1.4166 2020-07-02 20:11:26,784 - mmaction - INFO - Epoch [50][220/940] lr: 1.000e-03, eta: 11:56:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3873, loss: 1.3873 2020-07-02 20:11:42,308 - mmaction - INFO - Epoch [50][240/940] lr: 1.000e-03, eta: 11:56:00, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2281, loss: 1.2281 2020-07-02 20:11:57,796 - mmaction - INFO - Epoch [50][260/940] lr: 1.000e-03, eta: 11:55:39, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8547, loss_cls: 1.3403, loss: 1.3403 2020-07-02 20:12:14,644 - mmaction - INFO - Epoch [50][280/940] lr: 1.000e-03, eta: 11:55:19, time: 0.844, data_time: 0.071, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.4334, loss: 1.4334 2020-07-02 20:12:31,670 - mmaction - INFO - Epoch [50][300/940] lr: 1.000e-03, eta: 11:55:00, time: 0.851, data_time: 0.000, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8422, loss_cls: 1.4153, loss: 1.4153 2020-07-02 20:12:49,028 - mmaction - INFO - Epoch [50][320/940] lr: 1.000e-03, eta: 11:54:41, time: 0.868, data_time: 0.001, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8531, loss_cls: 1.4938, loss: 1.4938 2020-07-02 20:13:06,739 - mmaction - INFO - Epoch [50][340/940] lr: 1.000e-03, eta: 11:54:23, time: 0.886, data_time: 0.000, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4567, loss: 1.4567 2020-07-02 20:13:26,450 - mmaction - INFO - Epoch [50][360/940] lr: 1.000e-03, eta: 11:54:07, time: 0.983, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.3583, loss: 1.3583 2020-07-02 20:13:44,012 - mmaction - INFO - Epoch [50][380/940] lr: 1.000e-03, eta: 11:53:48, time: 0.880, data_time: 0.098, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8422, loss_cls: 1.4122, loss: 1.4122 2020-07-02 20:14:01,718 - mmaction - INFO - Epoch [50][400/940] lr: 1.000e-03, eta: 11:53:30, time: 0.885, data_time: 0.033, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8406, loss_cls: 1.4711, loss: 1.4711 2020-07-02 20:14:18,066 - mmaction - INFO - Epoch [50][420/940] lr: 1.000e-03, eta: 11:53:10, time: 0.818, data_time: 0.046, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8375, loss_cls: 1.4764, loss: 1.4764 2020-07-02 20:14:33,618 - mmaction - INFO - Epoch [50][440/940] lr: 1.000e-03, eta: 11:52:49, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4001, loss: 1.4001 2020-07-02 20:14:49,630 - mmaction - INFO - Epoch [50][460/940] lr: 1.000e-03, eta: 11:52:28, time: 0.801, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8594, loss_cls: 1.3884, loss: 1.3884 2020-07-02 20:15:05,386 - mmaction - INFO - Epoch [50][480/940] lr: 1.000e-03, eta: 11:52:07, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.3516, loss: 1.3516 2020-07-02 20:15:20,950 - mmaction - INFO - Epoch [50][500/940] lr: 1.000e-03, eta: 11:51:46, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.4200, loss: 1.4200 2020-07-02 20:15:36,473 - mmaction - INFO - Epoch [50][520/940] lr: 1.000e-03, eta: 11:51:25, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8375, loss_cls: 1.4366, loss: 1.4366 2020-07-02 20:15:52,066 - mmaction - INFO - Epoch [50][540/940] lr: 1.000e-03, eta: 11:51:04, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3168, loss: 1.3168 2020-07-02 20:16:07,563 - mmaction - INFO - Epoch [50][560/940] lr: 1.000e-03, eta: 11:50:43, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8313, loss_cls: 1.5284, loss: 1.5284 2020-07-02 20:16:23,130 - mmaction - INFO - Epoch [50][580/940] lr: 1.000e-03, eta: 11:50:21, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.2960, loss: 1.2960 2020-07-02 20:16:38,655 - mmaction - INFO - Epoch [50][600/940] lr: 1.000e-03, eta: 11:50:00, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8594, loss_cls: 1.4257, loss: 1.4257 2020-07-02 20:16:54,155 - mmaction - INFO - Epoch [50][620/940] lr: 1.000e-03, eta: 11:49:39, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.3818, loss: 1.3818 2020-07-02 20:17:09,644 - mmaction - INFO - Epoch [50][640/940] lr: 1.000e-03, eta: 11:49:18, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8516, loss_cls: 1.4330, loss: 1.4330 2020-07-02 20:17:25,175 - mmaction - INFO - Epoch [50][660/940] lr: 1.000e-03, eta: 11:48:57, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8313, loss_cls: 1.5084, loss: 1.5084 2020-07-02 20:17:40,710 - mmaction - INFO - Epoch [50][680/940] lr: 1.000e-03, eta: 11:48:36, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3414, loss: 1.3414 2020-07-02 20:17:56,206 - mmaction - INFO - Epoch [50][700/940] lr: 1.000e-03, eta: 11:48:15, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2607, loss: 1.2607 2020-07-02 20:18:11,608 - mmaction - INFO - Epoch [50][720/940] lr: 1.000e-03, eta: 11:47:53, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.3697, loss: 1.3697 2020-07-02 20:18:27,105 - mmaction - INFO - Epoch [50][740/940] lr: 1.000e-03, eta: 11:47:32, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8625, loss_cls: 1.3722, loss: 1.3722 2020-07-02 20:18:42,525 - mmaction - INFO - Epoch [50][760/940] lr: 1.000e-03, eta: 11:47:11, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3998, loss: 1.3998 2020-07-02 20:18:57,960 - mmaction - INFO - Epoch [50][780/940] lr: 1.000e-03, eta: 11:46:50, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8453, loss_cls: 1.4161, loss: 1.4161 2020-07-02 20:19:13,450 - mmaction - INFO - Epoch [50][800/940] lr: 1.000e-03, eta: 11:46:29, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8328, loss_cls: 1.5029, loss: 1.5029 2020-07-02 20:19:28,918 - mmaction - INFO - Epoch [50][820/940] lr: 1.000e-03, eta: 11:46:07, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8766, loss_cls: 1.3454, loss: 1.3454 2020-07-02 20:19:44,365 - mmaction - INFO - Epoch [50][840/940] lr: 1.000e-03, eta: 11:45:46, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6141, top5_acc: 0.8297, loss_cls: 1.6081, loss: 1.6081 2020-07-02 20:19:59,810 - mmaction - INFO - Epoch [50][860/940] lr: 1.000e-03, eta: 11:45:25, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8562, loss_cls: 1.4157, loss: 1.4157 2020-07-02 20:20:15,320 - mmaction - INFO - Epoch [50][880/940] lr: 1.000e-03, eta: 11:45:04, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8609, loss_cls: 1.3478, loss: 1.3478 2020-07-02 20:20:30,756 - mmaction - INFO - Epoch [50][900/940] lr: 1.000e-03, eta: 11:44:43, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8344, loss_cls: 1.4263, loss: 1.4263 2020-07-02 20:20:46,172 - mmaction - INFO - Epoch [50][920/940] lr: 1.000e-03, eta: 11:44:22, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8438, loss_cls: 1.4190, loss: 1.4190 2020-07-02 20:21:01,022 - mmaction - INFO - Epoch [50][940/940] lr: 1.000e-03, eta: 11:44:00, time: 0.743, data_time: 0.001, memory: 21558, top1_acc: 0.6358, top5_acc: 0.8407, loss_cls: 1.4628, loss: 1.4628 2020-07-02 20:21:08,678 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-02 20:28:47,353 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 20:28:48,094 - mmaction - INFO - top1_acc 0.6948 top5_acc 0.8878 2020-07-02 20:28:48,094 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 20:28:48,143 - mmaction - INFO - mean_acc 0.6947 2020-07-02 20:28:48,150 - mmaction - INFO - Epoch [50][940/940] lr: 1.000e-03, top1_acc: 0.6948, top5_acc: 0.8878, mean_class_accuracy: 0.6947 2020-07-02 20:30:25,088 - mmaction - INFO - Epoch [51][20/940] lr: 1.000e-03, eta: 11:45:20, time: 4.846, data_time: 4.052, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 1.4799, loss: 1.4799 2020-07-02 20:30:40,737 - mmaction - INFO - Epoch [51][40/940] lr: 1.000e-03, eta: 11:44:59, time: 0.782, data_time: 0.011, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.4336, loss: 1.4336 2020-07-02 20:30:56,287 - mmaction - INFO - Epoch [51][60/940] lr: 1.000e-03, eta: 11:44:38, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3188, loss: 1.3188 2020-07-02 20:31:11,839 - mmaction - INFO - Epoch [51][80/940] lr: 1.000e-03, eta: 11:44:17, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.3043, loss: 1.3043 2020-07-02 20:31:27,294 - mmaction - INFO - Epoch [51][100/940] lr: 1.000e-03, eta: 11:43:56, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3272, loss: 1.3272 2020-07-02 20:31:42,696 - mmaction - INFO - Epoch [51][120/940] lr: 1.000e-03, eta: 11:43:35, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8547, loss_cls: 1.3210, loss: 1.3210 2020-07-02 20:31:58,080 - mmaction - INFO - Epoch [51][140/940] lr: 1.000e-03, eta: 11:43:14, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8531, loss_cls: 1.4213, loss: 1.4213 2020-07-02 20:32:13,588 - mmaction - INFO - Epoch [51][160/940] lr: 1.000e-03, eta: 11:42:52, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8328, loss_cls: 1.4177, loss: 1.4177 2020-07-02 20:32:29,162 - mmaction - INFO - Epoch [51][180/940] lr: 1.000e-03, eta: 11:42:31, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2979, loss: 1.2979 2020-07-02 20:32:44,627 - mmaction - INFO - Epoch [51][200/940] lr: 1.000e-03, eta: 11:42:10, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8391, loss_cls: 1.4575, loss: 1.4575 2020-07-02 20:33:00,095 - mmaction - INFO - Epoch [51][220/940] lr: 1.000e-03, eta: 11:41:49, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.3791, loss: 1.3791 2020-07-02 20:33:15,599 - mmaction - INFO - Epoch [51][240/940] lr: 1.000e-03, eta: 11:41:28, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3477, loss: 1.3477 2020-07-02 20:33:31,049 - mmaction - INFO - Epoch [51][260/940] lr: 1.000e-03, eta: 11:41:07, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8547, loss_cls: 1.3193, loss: 1.3193 2020-07-02 20:33:46,530 - mmaction - INFO - Epoch [51][280/940] lr: 1.000e-03, eta: 11:40:46, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8641, loss_cls: 1.2427, loss: 1.2427 2020-07-02 20:34:01,983 - mmaction - INFO - Epoch [51][300/940] lr: 1.000e-03, eta: 11:40:25, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4053, loss: 1.4053 2020-07-02 20:34:17,399 - mmaction - INFO - Epoch [51][320/940] lr: 1.000e-03, eta: 11:40:03, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.4421, loss: 1.4421 2020-07-02 20:34:32,780 - mmaction - INFO - Epoch [51][340/940] lr: 1.000e-03, eta: 11:39:42, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3528, loss: 1.3528 2020-07-02 20:34:48,304 - mmaction - INFO - Epoch [51][360/940] lr: 1.000e-03, eta: 11:39:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8453, loss_cls: 1.3276, loss: 1.3276 2020-07-02 20:35:03,909 - mmaction - INFO - Epoch [51][380/940] lr: 1.000e-03, eta: 11:39:00, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8453, loss_cls: 1.3749, loss: 1.3749 2020-07-02 20:35:19,877 - mmaction - INFO - Epoch [51][400/940] lr: 1.000e-03, eta: 11:38:40, time: 0.797, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.3439, loss: 1.3439 2020-07-02 20:35:35,225 - mmaction - INFO - Epoch [51][420/940] lr: 1.000e-03, eta: 11:38:19, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8625, loss_cls: 1.4010, loss: 1.4010 2020-07-02 20:35:50,874 - mmaction - INFO - Epoch [51][440/940] lr: 1.000e-03, eta: 11:37:58, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8484, loss_cls: 1.4425, loss: 1.4425 2020-07-02 20:36:06,333 - mmaction - INFO - Epoch [51][460/940] lr: 1.000e-03, eta: 11:37:37, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8375, loss_cls: 1.5040, loss: 1.5040 2020-07-02 20:36:21,800 - mmaction - INFO - Epoch [51][480/940] lr: 1.000e-03, eta: 11:37:16, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8562, loss_cls: 1.4000, loss: 1.4000 2020-07-02 20:36:37,349 - mmaction - INFO - Epoch [51][500/940] lr: 1.000e-03, eta: 11:36:55, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8219, loss_cls: 1.5775, loss: 1.5775 2020-07-02 20:36:52,734 - mmaction - INFO - Epoch [51][520/940] lr: 1.000e-03, eta: 11:36:33, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8234, loss_cls: 1.4800, loss: 1.4800 2020-07-02 20:37:08,266 - mmaction - INFO - Epoch [51][540/940] lr: 1.000e-03, eta: 11:36:12, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8391, loss_cls: 1.4117, loss: 1.4117 2020-07-02 20:37:23,664 - mmaction - INFO - Epoch [51][560/940] lr: 1.000e-03, eta: 11:35:51, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3530, loss: 1.3530 2020-07-02 20:37:39,194 - mmaction - INFO - Epoch [51][580/940] lr: 1.000e-03, eta: 11:35:30, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.4331, loss: 1.4331 2020-07-02 20:37:54,697 - mmaction - INFO - Epoch [51][600/940] lr: 1.000e-03, eta: 11:35:09, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 1.1767, loss: 1.1767 2020-07-02 20:38:10,211 - mmaction - INFO - Epoch [51][620/940] lr: 1.000e-03, eta: 11:34:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8219, loss_cls: 1.5079, loss: 1.5079 2020-07-02 20:38:25,684 - mmaction - INFO - Epoch [51][640/940] lr: 1.000e-03, eta: 11:34:27, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.3588, loss: 1.3588 2020-07-02 20:38:41,174 - mmaction - INFO - Epoch [51][660/940] lr: 1.000e-03, eta: 11:34:06, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8391, loss_cls: 1.4612, loss: 1.4612 2020-07-02 20:38:56,749 - mmaction - INFO - Epoch [51][680/940] lr: 1.000e-03, eta: 11:33:46, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8516, loss_cls: 1.3728, loss: 1.3728 2020-07-02 20:39:12,356 - mmaction - INFO - Epoch [51][700/940] lr: 1.000e-03, eta: 11:33:25, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3370, loss: 1.3370 2020-07-02 20:39:27,955 - mmaction - INFO - Epoch [51][720/940] lr: 1.000e-03, eta: 11:33:04, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8516, loss_cls: 1.3565, loss: 1.3565 2020-07-02 20:39:43,399 - mmaction - INFO - Epoch [51][740/940] lr: 1.000e-03, eta: 11:32:43, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8734, loss_cls: 1.3747, loss: 1.3747 2020-07-02 20:39:58,939 - mmaction - INFO - Epoch [51][760/940] lr: 1.000e-03, eta: 11:32:22, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3483, loss: 1.3483 2020-07-02 20:40:14,410 - mmaction - INFO - Epoch [51][780/940] lr: 1.000e-03, eta: 11:32:01, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.3503, loss: 1.3503 2020-07-02 20:40:29,886 - mmaction - INFO - Epoch [51][800/940] lr: 1.000e-03, eta: 11:31:40, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3840, loss: 1.3840 2020-07-02 20:40:45,348 - mmaction - INFO - Epoch [51][820/940] lr: 1.000e-03, eta: 11:31:19, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8438, loss_cls: 1.4593, loss: 1.4593 2020-07-02 20:41:00,813 - mmaction - INFO - Epoch [51][840/940] lr: 1.000e-03, eta: 11:30:58, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1839, loss: 1.1839 2020-07-02 20:41:16,279 - mmaction - INFO - Epoch [51][860/940] lr: 1.000e-03, eta: 11:30:37, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8547, loss_cls: 1.4003, loss: 1.4003 2020-07-02 20:41:31,736 - mmaction - INFO - Epoch [51][880/940] lr: 1.000e-03, eta: 11:30:16, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3377, loss: 1.3377 2020-07-02 20:42:23,205 - mmaction - INFO - Epoch [51][900/940] lr: 1.000e-03, eta: 11:30:38, time: 2.573, data_time: 0.000, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8609, loss_cls: 1.3292, loss: 1.3292 2020-07-02 20:42:38,692 - mmaction - INFO - Epoch [51][920/940] lr: 1.000e-03, eta: 11:30:17, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3580, loss: 1.3580 2020-07-02 20:42:53,431 - mmaction - INFO - Epoch [51][940/940] lr: 1.000e-03, eta: 11:29:56, time: 0.738, data_time: 0.002, memory: 21558, top1_acc: 0.6341, top5_acc: 0.8358, loss_cls: 1.4741, loss: 1.4741 2020-07-02 20:42:55,694 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-07-02 20:43:43,904 - mmaction - INFO - Epoch [52][20/940] lr: 1.000e-03, eta: 11:30:12, time: 2.341, data_time: 1.561, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.3756, loss: 1.3756 2020-07-02 20:43:59,605 - mmaction - INFO - Epoch [52][40/940] lr: 1.000e-03, eta: 11:29:51, time: 0.785, data_time: 0.012, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8641, loss_cls: 1.3174, loss: 1.3174 2020-07-02 20:44:15,164 - mmaction - INFO - Epoch [52][60/940] lr: 1.000e-03, eta: 11:29:30, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8422, loss_cls: 1.4684, loss: 1.4684 2020-07-02 20:44:30,681 - mmaction - INFO - Epoch [52][80/940] lr: 1.000e-03, eta: 11:29:09, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8406, loss_cls: 1.4048, loss: 1.4048 2020-07-02 20:44:46,201 - mmaction - INFO - Epoch [52][100/940] lr: 1.000e-03, eta: 11:28:49, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2407, loss: 1.2407 2020-07-02 20:45:01,642 - mmaction - INFO - Epoch [52][120/940] lr: 1.000e-03, eta: 11:28:28, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8313, loss_cls: 1.4396, loss: 1.4396 2020-07-02 20:45:17,211 - mmaction - INFO - Epoch [52][140/940] lr: 1.000e-03, eta: 11:28:07, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8656, loss_cls: 1.3200, loss: 1.3200 2020-07-02 20:45:32,634 - mmaction - INFO - Epoch [52][160/940] lr: 1.000e-03, eta: 11:27:46, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8266, loss_cls: 1.4441, loss: 1.4441 2020-07-02 20:45:48,064 - mmaction - INFO - Epoch [52][180/940] lr: 1.000e-03, eta: 11:27:25, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4144, loss: 1.4144 2020-07-02 20:46:03,521 - mmaction - INFO - Epoch [52][200/940] lr: 1.000e-03, eta: 11:27:04, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.3689, loss: 1.3689 2020-07-02 20:46:18,977 - mmaction - INFO - Epoch [52][220/940] lr: 1.000e-03, eta: 11:26:43, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8328, loss_cls: 1.5535, loss: 1.5535 2020-07-02 20:46:34,467 - mmaction - INFO - Epoch [52][240/940] lr: 1.000e-03, eta: 11:26:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.3770, loss: 1.3770 2020-07-02 20:46:49,881 - mmaction - INFO - Epoch [52][260/940] lr: 1.000e-03, eta: 11:26:01, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8469, loss_cls: 1.4330, loss: 1.4330 2020-07-02 20:47:05,315 - mmaction - INFO - Epoch [52][280/940] lr: 1.000e-03, eta: 11:25:40, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.2349, loss: 1.2349 2020-07-02 20:47:20,708 - mmaction - INFO - Epoch [52][300/940] lr: 1.000e-03, eta: 11:25:19, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.3229, loss: 1.3229 2020-07-02 20:47:36,211 - mmaction - INFO - Epoch [52][320/940] lr: 1.000e-03, eta: 11:24:58, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.2703, loss: 1.2703 2020-07-02 20:47:51,694 - mmaction - INFO - Epoch [52][340/940] lr: 1.000e-03, eta: 11:24:37, time: 0.776, data_time: 0.005, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8375, loss_cls: 1.3556, loss: 1.3556 2020-07-02 20:48:07,268 - mmaction - INFO - Epoch [52][360/940] lr: 1.000e-03, eta: 11:24:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2789, loss: 1.2789 2020-07-02 20:48:22,669 - mmaction - INFO - Epoch [52][380/940] lr: 1.000e-03, eta: 11:23:55, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8672, loss_cls: 1.3863, loss: 1.3863 2020-07-02 20:48:38,258 - mmaction - INFO - Epoch [52][400/940] lr: 1.000e-03, eta: 11:23:35, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8609, loss_cls: 1.4137, loss: 1.4137 2020-07-02 20:48:53,742 - mmaction - INFO - Epoch [52][420/940] lr: 1.000e-03, eta: 11:23:14, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.4080, loss: 1.4080 2020-07-02 20:49:09,178 - mmaction - INFO - Epoch [52][440/940] lr: 1.000e-03, eta: 11:22:53, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.3279, loss: 1.3279 2020-07-02 20:49:24,679 - mmaction - INFO - Epoch [52][460/940] lr: 1.000e-03, eta: 11:22:32, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6109, top5_acc: 0.8156, loss_cls: 1.5861, loss: 1.5861 2020-07-02 20:49:40,121 - mmaction - INFO - Epoch [52][480/940] lr: 1.000e-03, eta: 11:22:11, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8484, loss_cls: 1.4432, loss: 1.4432 2020-07-02 20:49:55,534 - mmaction - INFO - Epoch [52][500/940] lr: 1.000e-03, eta: 11:21:50, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.2919, loss: 1.2919 2020-07-02 20:50:11,210 - mmaction - INFO - Epoch [52][520/940] lr: 1.000e-03, eta: 11:21:29, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8328, loss_cls: 1.4556, loss: 1.4556 2020-07-02 20:50:26,833 - mmaction - INFO - Epoch [52][540/940] lr: 1.000e-03, eta: 11:21:09, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3929, loss: 1.3929 2020-07-02 20:50:42,218 - mmaction - INFO - Epoch [52][560/940] lr: 1.000e-03, eta: 11:20:48, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8531, loss_cls: 1.3202, loss: 1.3202 2020-07-02 20:50:57,697 - mmaction - INFO - Epoch [52][580/940] lr: 1.000e-03, eta: 11:20:27, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.4460, loss: 1.4460 2020-07-02 20:51:13,160 - mmaction - INFO - Epoch [52][600/940] lr: 1.000e-03, eta: 11:20:06, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8297, loss_cls: 1.4562, loss: 1.4562 2020-07-02 20:51:28,688 - mmaction - INFO - Epoch [52][620/940] lr: 1.000e-03, eta: 11:19:45, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3126, loss: 1.3126 2020-07-02 20:51:44,368 - mmaction - INFO - Epoch [52][640/940] lr: 1.000e-03, eta: 11:19:25, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8234, loss_cls: 1.4699, loss: 1.4699 2020-07-02 20:51:59,800 - mmaction - INFO - Epoch [52][660/940] lr: 1.000e-03, eta: 11:19:04, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8578, loss_cls: 1.2569, loss: 1.2569 2020-07-02 20:52:15,264 - mmaction - INFO - Epoch [52][680/940] lr: 1.000e-03, eta: 11:18:43, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8625, loss_cls: 1.3440, loss: 1.3440 2020-07-02 20:52:30,899 - mmaction - INFO - Epoch [52][700/940] lr: 1.000e-03, eta: 11:18:22, time: 0.784, data_time: 0.003, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3189, loss: 1.3189 2020-07-02 20:52:46,332 - mmaction - INFO - Epoch [52][720/940] lr: 1.000e-03, eta: 11:18:02, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8609, loss_cls: 1.2891, loss: 1.2891 2020-07-02 20:53:01,803 - mmaction - INFO - Epoch [52][740/940] lr: 1.000e-03, eta: 11:17:41, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8359, loss_cls: 1.4829, loss: 1.4829 2020-07-02 20:53:17,267 - mmaction - INFO - Epoch [52][760/940] lr: 1.000e-03, eta: 11:17:20, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.4258, loss: 1.4258 2020-07-02 20:53:32,675 - mmaction - INFO - Epoch [52][780/940] lr: 1.000e-03, eta: 11:16:59, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8375, loss_cls: 1.4437, loss: 1.4437 2020-07-02 20:53:48,159 - mmaction - INFO - Epoch [52][800/940] lr: 1.000e-03, eta: 11:16:38, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3665, loss: 1.3665 2020-07-02 20:54:03,626 - mmaction - INFO - Epoch [52][820/940] lr: 1.000e-03, eta: 11:16:18, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8547, loss_cls: 1.2875, loss: 1.2875 2020-07-02 20:54:19,093 - mmaction - INFO - Epoch [52][840/940] lr: 1.000e-03, eta: 11:15:57, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.3933, loss: 1.3933 2020-07-02 20:54:34,584 - mmaction - INFO - Epoch [52][860/940] lr: 1.000e-03, eta: 11:15:36, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6203, top5_acc: 0.8422, loss_cls: 1.5190, loss: 1.5190 2020-07-02 20:54:49,988 - mmaction - INFO - Epoch [52][880/940] lr: 1.000e-03, eta: 11:15:15, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8484, loss_cls: 1.4346, loss: 1.4346 2020-07-02 20:55:05,410 - mmaction - INFO - Epoch [52][900/940] lr: 1.000e-03, eta: 11:14:54, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8516, loss_cls: 1.3513, loss: 1.3513 2020-07-02 20:55:20,765 - mmaction - INFO - Epoch [52][920/940] lr: 1.000e-03, eta: 11:14:34, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8438, loss_cls: 1.4184, loss: 1.4184 2020-07-02 20:55:35,529 - mmaction - INFO - Epoch [52][940/940] lr: 1.000e-03, eta: 11:14:12, time: 0.738, data_time: 0.001, memory: 21558, top1_acc: 0.6618, top5_acc: 0.8764, loss_cls: 1.3502, loss: 1.3502 2020-07-02 20:55:38,133 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-07-02 20:56:22,331 - mmaction - INFO - Epoch [53][20/940] lr: 1.000e-03, eta: 11:14:23, time: 2.149, data_time: 1.354, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8406, loss_cls: 1.4452, loss: 1.4452 2020-07-02 20:56:59,571 - mmaction - INFO - Epoch [53][40/940] lr: 1.000e-03, eta: 11:14:27, time: 1.860, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3739, loss: 1.3739 2020-07-02 20:57:15,088 - mmaction - INFO - Epoch [53][60/940] lr: 1.000e-03, eta: 11:14:06, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8672, loss_cls: 1.3118, loss: 1.3118 2020-07-02 20:57:30,426 - mmaction - INFO - Epoch [53][80/940] lr: 1.000e-03, eta: 11:13:45, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2637, loss: 1.2637 2020-07-02 20:57:45,839 - mmaction - INFO - Epoch [53][100/940] lr: 1.000e-03, eta: 11:13:24, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8406, loss_cls: 1.3961, loss: 1.3961 2020-07-02 20:58:01,361 - mmaction - INFO - Epoch [53][120/940] lr: 1.000e-03, eta: 11:13:04, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8438, loss_cls: 1.3707, loss: 1.3707 2020-07-02 20:58:16,739 - mmaction - INFO - Epoch [53][140/940] lr: 1.000e-03, eta: 11:12:43, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8781, loss_cls: 1.3542, loss: 1.3542 2020-07-02 20:58:32,174 - mmaction - INFO - Epoch [53][160/940] lr: 1.000e-03, eta: 11:12:22, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8516, loss_cls: 1.4092, loss: 1.4092 2020-07-02 20:58:47,681 - mmaction - INFO - Epoch [53][180/940] lr: 1.000e-03, eta: 11:12:01, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.3534, loss: 1.3534 2020-07-02 20:59:03,155 - mmaction - INFO - Epoch [53][200/940] lr: 1.000e-03, eta: 11:11:40, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8641, loss_cls: 1.3308, loss: 1.3308 2020-07-02 20:59:18,641 - mmaction - INFO - Epoch [53][220/940] lr: 1.000e-03, eta: 11:11:20, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2364, loss: 1.2364 2020-07-02 20:59:34,037 - mmaction - INFO - Epoch [53][240/940] lr: 1.000e-03, eta: 11:10:59, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8406, loss_cls: 1.4057, loss: 1.4057 2020-07-02 20:59:49,486 - mmaction - INFO - Epoch [53][260/940] lr: 1.000e-03, eta: 11:10:38, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.4080, loss: 1.4080 2020-07-02 21:00:07,594 - mmaction - INFO - Epoch [53][280/940] lr: 1.000e-03, eta: 11:10:20, time: 0.904, data_time: 0.003, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.4309, loss: 1.4309 2020-07-02 21:00:23,166 - mmaction - INFO - Epoch [53][300/940] lr: 1.000e-03, eta: 11:10:00, time: 0.781, data_time: 0.005, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.4177, loss: 1.4177 2020-07-02 21:00:38,556 - mmaction - INFO - Epoch [53][320/940] lr: 1.000e-03, eta: 11:09:39, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8313, loss_cls: 1.4386, loss: 1.4386 2020-07-02 21:00:54,063 - mmaction - INFO - Epoch [53][340/940] lr: 1.000e-03, eta: 11:09:18, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4044, loss: 1.4044 2020-07-02 21:01:09,521 - mmaction - INFO - Epoch [53][360/940] lr: 1.000e-03, eta: 11:08:58, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8516, loss_cls: 1.3446, loss: 1.3446 2020-07-02 21:01:25,064 - mmaction - INFO - Epoch [53][380/940] lr: 1.000e-03, eta: 11:08:37, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8625, loss_cls: 1.3112, loss: 1.3112 2020-07-02 21:01:40,452 - mmaction - INFO - Epoch [53][400/940] lr: 1.000e-03, eta: 11:08:16, time: 0.770, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8344, loss_cls: 1.4063, loss: 1.4063 2020-07-02 21:01:56,039 - mmaction - INFO - Epoch [53][420/940] lr: 1.000e-03, eta: 11:07:56, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8562, loss_cls: 1.3482, loss: 1.3482 2020-07-02 21:02:11,454 - mmaction - INFO - Epoch [53][440/940] lr: 1.000e-03, eta: 11:07:35, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8500, loss_cls: 1.3451, loss: 1.3451 2020-07-02 21:02:27,036 - mmaction - INFO - Epoch [53][460/940] lr: 1.000e-03, eta: 11:07:14, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.5906, top5_acc: 0.8078, loss_cls: 1.6400, loss: 1.6400 2020-07-02 21:02:43,177 - mmaction - INFO - Epoch [53][480/940] lr: 1.000e-03, eta: 11:06:54, time: 0.806, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8344, loss_cls: 1.4278, loss: 1.4278 2020-07-02 21:02:58,593 - mmaction - INFO - Epoch [53][500/940] lr: 1.000e-03, eta: 11:06:34, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3208, loss: 1.3208 2020-07-02 21:03:14,113 - mmaction - INFO - Epoch [53][520/940] lr: 1.000e-03, eta: 11:06:13, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2843, loss: 1.2843 2020-07-02 21:03:29,649 - mmaction - INFO - Epoch [53][540/940] lr: 1.000e-03, eta: 11:05:52, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3820, loss: 1.3820 2020-07-02 21:03:45,031 - mmaction - INFO - Epoch [53][560/940] lr: 1.000e-03, eta: 11:05:32, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8516, loss_cls: 1.4378, loss: 1.4378 2020-07-02 21:04:00,545 - mmaction - INFO - Epoch [53][580/940] lr: 1.000e-03, eta: 11:05:11, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.3730, loss: 1.3730 2020-07-02 21:04:15,969 - mmaction - INFO - Epoch [53][600/940] lr: 1.000e-03, eta: 11:04:50, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8453, loss_cls: 1.3643, loss: 1.3643 2020-07-02 21:04:31,336 - mmaction - INFO - Epoch [53][620/940] lr: 1.000e-03, eta: 11:04:30, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8422, loss_cls: 1.3981, loss: 1.3981 2020-07-02 21:04:46,743 - mmaction - INFO - Epoch [53][640/940] lr: 1.000e-03, eta: 11:04:09, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.4274, loss: 1.4274 2020-07-02 21:05:02,288 - mmaction - INFO - Epoch [53][660/940] lr: 1.000e-03, eta: 11:03:48, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.2654, loss: 1.2654 2020-07-02 21:05:17,871 - mmaction - INFO - Epoch [53][680/940] lr: 1.000e-03, eta: 11:03:28, time: 0.783, data_time: 0.006, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8578, loss_cls: 1.3408, loss: 1.3408 2020-07-02 21:05:33,345 - mmaction - INFO - Epoch [53][700/940] lr: 1.000e-03, eta: 11:03:07, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8469, loss_cls: 1.3773, loss: 1.3773 2020-07-02 21:05:48,946 - mmaction - INFO - Epoch [53][720/940] lr: 1.000e-03, eta: 11:02:47, time: 0.780, data_time: 0.004, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.3051, loss: 1.3051 2020-07-02 21:06:04,409 - mmaction - INFO - Epoch [53][740/940] lr: 1.000e-03, eta: 11:02:26, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8500, loss_cls: 1.3931, loss: 1.3931 2020-07-02 21:06:19,854 - mmaction - INFO - Epoch [53][760/940] lr: 1.000e-03, eta: 11:02:06, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.2674, loss: 1.2674 2020-07-02 21:06:35,405 - mmaction - INFO - Epoch [53][780/940] lr: 1.000e-03, eta: 11:01:45, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.4091, loss: 1.4091 2020-07-02 21:06:50,873 - mmaction - INFO - Epoch [53][800/940] lr: 1.000e-03, eta: 11:01:24, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8469, loss_cls: 1.3703, loss: 1.3703 2020-07-02 21:07:06,418 - mmaction - INFO - Epoch [53][820/940] lr: 1.000e-03, eta: 11:01:04, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8766, loss_cls: 1.2213, loss: 1.2213 2020-07-02 21:07:21,869 - mmaction - INFO - Epoch [53][840/940] lr: 1.000e-03, eta: 11:00:43, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8578, loss_cls: 1.3761, loss: 1.3761 2020-07-02 21:07:37,293 - mmaction - INFO - Epoch [53][860/940] lr: 1.000e-03, eta: 11:00:23, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8719, loss_cls: 1.3772, loss: 1.3772 2020-07-02 21:07:52,700 - mmaction - INFO - Epoch [53][880/940] lr: 1.000e-03, eta: 11:00:02, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8391, loss_cls: 1.4139, loss: 1.4139 2020-07-02 21:08:08,210 - mmaction - INFO - Epoch [53][900/940] lr: 1.000e-03, eta: 10:59:42, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8375, loss_cls: 1.5000, loss: 1.5000 2020-07-02 21:08:23,628 - mmaction - INFO - Epoch [53][920/940] lr: 1.000e-03, eta: 10:59:21, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3248, loss: 1.3248 2020-07-02 21:08:38,438 - mmaction - INFO - Epoch [53][940/940] lr: 1.000e-03, eta: 10:59:00, time: 0.741, data_time: 0.003, memory: 21558, top1_acc: 0.6569, top5_acc: 0.8537, loss_cls: 1.3999, loss: 1.3999 2020-07-02 21:08:45,683 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-07-02 21:11:21,551 - mmaction - INFO - Epoch [54][20/940] lr: 1.000e-03, eta: 11:01:11, time: 7.725, data_time: 6.907, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.4124, loss: 1.4124 2020-07-02 21:11:37,105 - mmaction - INFO - Epoch [54][40/940] lr: 1.000e-03, eta: 11:00:50, time: 0.778, data_time: 0.005, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4671, loss: 1.4671 2020-07-02 21:11:52,576 - mmaction - INFO - Epoch [54][60/940] lr: 1.000e-03, eta: 11:00:30, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2443, loss: 1.2443 2020-07-02 21:12:08,109 - mmaction - INFO - Epoch [54][80/940] lr: 1.000e-03, eta: 11:00:09, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8297, loss_cls: 1.5796, loss: 1.5796 2020-07-02 21:12:23,582 - mmaction - INFO - Epoch [54][100/940] lr: 1.000e-03, eta: 10:59:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8500, loss_cls: 1.3405, loss: 1.3405 2020-07-02 21:12:39,038 - mmaction - INFO - Epoch [54][120/940] lr: 1.000e-03, eta: 10:59:28, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8547, loss_cls: 1.4659, loss: 1.4659 2020-07-02 21:12:54,427 - mmaction - INFO - Epoch [54][140/940] lr: 1.000e-03, eta: 10:59:07, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8672, loss_cls: 1.3318, loss: 1.3318 2020-07-02 21:13:09,923 - mmaction - INFO - Epoch [54][160/940] lr: 1.000e-03, eta: 10:58:46, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8484, loss_cls: 1.3972, loss: 1.3972 2020-07-02 21:13:25,400 - mmaction - INFO - Epoch [54][180/940] lr: 1.000e-03, eta: 10:58:26, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8469, loss_cls: 1.3850, loss: 1.3850 2020-07-02 21:13:40,755 - mmaction - INFO - Epoch [54][200/940] lr: 1.000e-03, eta: 10:58:05, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.3209, loss: 1.3209 2020-07-02 21:13:56,241 - mmaction - INFO - Epoch [54][220/940] lr: 1.000e-03, eta: 10:57:44, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8328, loss_cls: 1.4530, loss: 1.4530 2020-07-02 21:14:11,655 - mmaction - INFO - Epoch [54][240/940] lr: 1.000e-03, eta: 10:57:23, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8547, loss_cls: 1.2899, loss: 1.2899 2020-07-02 21:14:27,085 - mmaction - INFO - Epoch [54][260/940] lr: 1.000e-03, eta: 10:57:03, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8516, loss_cls: 1.4317, loss: 1.4317 2020-07-02 21:14:42,588 - mmaction - INFO - Epoch [54][280/940] lr: 1.000e-03, eta: 10:56:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8391, loss_cls: 1.5129, loss: 1.5129 2020-07-02 21:14:58,087 - mmaction - INFO - Epoch [54][300/940] lr: 1.000e-03, eta: 10:56:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3561, loss: 1.3561 2020-07-02 21:15:14,224 - mmaction - INFO - Epoch [54][320/940] lr: 1.000e-03, eta: 10:56:02, time: 0.807, data_time: 0.003, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.3428, loss: 1.3428 2020-07-02 21:15:29,688 - mmaction - INFO - Epoch [54][340/940] lr: 1.000e-03, eta: 10:55:41, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.2913, loss: 1.2913 2020-07-02 21:15:45,138 - mmaction - INFO - Epoch [54][360/940] lr: 1.000e-03, eta: 10:55:20, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.3484, loss: 1.3484 2020-07-02 21:16:00,604 - mmaction - INFO - Epoch [54][380/940] lr: 1.000e-03, eta: 10:55:00, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8313, loss_cls: 1.4925, loss: 1.4925 2020-07-02 21:16:16,514 - mmaction - INFO - Epoch [54][400/940] lr: 1.000e-03, eta: 10:54:40, time: 0.795, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3354, loss: 1.3354 2020-07-02 21:16:31,966 - mmaction - INFO - Epoch [54][420/940] lr: 1.000e-03, eta: 10:54:19, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3464, loss: 1.3464 2020-07-02 21:16:47,433 - mmaction - INFO - Epoch [54][440/940] lr: 1.000e-03, eta: 10:53:58, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8719, loss_cls: 1.3242, loss: 1.3242 2020-07-02 21:17:02,896 - mmaction - INFO - Epoch [54][460/940] lr: 1.000e-03, eta: 10:53:38, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8578, loss_cls: 1.3737, loss: 1.3737 2020-07-02 21:17:18,425 - mmaction - INFO - Epoch [54][480/940] lr: 1.000e-03, eta: 10:53:17, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8406, loss_cls: 1.4524, loss: 1.4524 2020-07-02 21:17:33,906 - mmaction - INFO - Epoch [54][500/940] lr: 1.000e-03, eta: 10:52:57, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.4062, loss: 1.4062 2020-07-02 21:17:49,467 - mmaction - INFO - Epoch [54][520/940] lr: 1.000e-03, eta: 10:52:36, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4103, loss: 1.4103 2020-07-02 21:18:04,938 - mmaction - INFO - Epoch [54][540/940] lr: 1.000e-03, eta: 10:52:16, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.3746, loss: 1.3746 2020-07-02 21:18:20,515 - mmaction - INFO - Epoch [54][560/940] lr: 1.000e-03, eta: 10:51:55, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8406, loss_cls: 1.4338, loss: 1.4338 2020-07-02 21:18:36,105 - mmaction - INFO - Epoch [54][580/940] lr: 1.000e-03, eta: 10:51:35, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.2925, loss: 1.2925 2020-07-02 21:18:51,591 - mmaction - INFO - Epoch [54][600/940] lr: 1.000e-03, eta: 10:51:14, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3848, loss: 1.3848 2020-07-02 21:19:07,118 - mmaction - INFO - Epoch [54][620/940] lr: 1.000e-03, eta: 10:50:54, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8453, loss_cls: 1.4226, loss: 1.4226 2020-07-02 21:19:22,592 - mmaction - INFO - Epoch [54][640/940] lr: 1.000e-03, eta: 10:50:33, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8422, loss_cls: 1.4095, loss: 1.4095 2020-07-02 21:19:38,041 - mmaction - INFO - Epoch [54][660/940] lr: 1.000e-03, eta: 10:50:13, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3727, loss: 1.3727 2020-07-02 21:19:53,573 - mmaction - INFO - Epoch [54][680/940] lr: 1.000e-03, eta: 10:49:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3826, loss: 1.3826 2020-07-02 21:20:09,617 - mmaction - INFO - Epoch [54][700/940] lr: 1.000e-03, eta: 10:49:32, time: 0.802, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8469, loss_cls: 1.3882, loss: 1.3882 2020-07-02 21:20:25,066 - mmaction - INFO - Epoch [54][720/940] lr: 1.000e-03, eta: 10:49:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8688, loss_cls: 1.3102, loss: 1.3102 2020-07-02 21:20:40,521 - mmaction - INFO - Epoch [54][740/940] lr: 1.000e-03, eta: 10:48:51, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8328, loss_cls: 1.4498, loss: 1.4498 2020-07-02 21:20:55,991 - mmaction - INFO - Epoch [54][760/940] lr: 1.000e-03, eta: 10:48:31, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8641, loss_cls: 1.3189, loss: 1.3189 2020-07-02 21:21:11,353 - mmaction - INFO - Epoch [54][780/940] lr: 1.000e-03, eta: 10:48:10, time: 0.768, data_time: 0.000, memory: 21558, top1_acc: 0.6188, top5_acc: 0.8219, loss_cls: 1.5357, loss: 1.5357 2020-07-02 21:21:26,819 - mmaction - INFO - Epoch [54][800/940] lr: 1.000e-03, eta: 10:47:50, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.3971, loss: 1.3971 2020-07-02 21:21:42,256 - mmaction - INFO - Epoch [54][820/940] lr: 1.000e-03, eta: 10:47:29, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8578, loss_cls: 1.2980, loss: 1.2980 2020-07-02 21:21:58,165 - mmaction - INFO - Epoch [54][840/940] lr: 1.000e-03, eta: 10:47:09, time: 0.793, data_time: 0.000, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3542, loss: 1.3542 2020-07-02 21:22:13,556 - mmaction - INFO - Epoch [54][860/940] lr: 1.000e-03, eta: 10:46:49, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8406, loss_cls: 1.4888, loss: 1.4888 2020-07-02 21:22:29,099 - mmaction - INFO - Epoch [54][880/940] lr: 1.000e-03, eta: 10:46:28, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8578, loss_cls: 1.4172, loss: 1.4172 2020-07-02 21:22:44,580 - mmaction - INFO - Epoch [54][900/940] lr: 1.000e-03, eta: 10:46:08, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2953, loss: 1.2953 2020-07-02 21:23:00,051 - mmaction - INFO - Epoch [54][920/940] lr: 1.000e-03, eta: 10:45:47, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2874, loss: 1.2874 2020-07-02 21:23:15,072 - mmaction - INFO - Epoch [54][940/940] lr: 1.000e-03, eta: 10:45:26, time: 0.746, data_time: 0.001, memory: 21558, top1_acc: 0.6602, top5_acc: 0.8667, loss_cls: 1.3010, loss: 1.3010 2020-07-02 21:23:18,951 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-07-02 21:24:50,734 - mmaction - INFO - Epoch [55][20/940] lr: 1.000e-03, eta: 10:46:24, time: 4.519, data_time: 3.631, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8547, loss_cls: 1.3452, loss: 1.3452 2020-07-02 21:25:07,046 - mmaction - INFO - Epoch [55][40/940] lr: 1.000e-03, eta: 10:46:04, time: 0.814, data_time: 0.023, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8359, loss_cls: 1.5308, loss: 1.5308 2020-07-02 21:25:22,584 - mmaction - INFO - Epoch [55][60/940] lr: 1.000e-03, eta: 10:45:44, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8313, loss_cls: 1.4741, loss: 1.4741 2020-07-02 21:25:38,081 - mmaction - INFO - Epoch [55][80/940] lr: 1.000e-03, eta: 10:45:23, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8594, loss_cls: 1.4147, loss: 1.4147 2020-07-02 21:25:53,614 - mmaction - INFO - Epoch [55][100/940] lr: 1.000e-03, eta: 10:45:03, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8516, loss_cls: 1.3743, loss: 1.3743 2020-07-02 21:26:09,149 - mmaction - INFO - Epoch [55][120/940] lr: 1.000e-03, eta: 10:44:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2455, loss: 1.2455 2020-07-02 21:26:24,626 - mmaction - INFO - Epoch [55][140/940] lr: 1.000e-03, eta: 10:44:22, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8500, loss_cls: 1.3593, loss: 1.3593 2020-07-02 21:26:40,146 - mmaction - INFO - Epoch [55][160/940] lr: 1.000e-03, eta: 10:44:01, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.3178, loss: 1.3178 2020-07-02 21:26:55,750 - mmaction - INFO - Epoch [55][180/940] lr: 1.000e-03, eta: 10:43:41, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8516, loss_cls: 1.4479, loss: 1.4479 2020-07-02 21:27:11,330 - mmaction - INFO - Epoch [55][200/940] lr: 1.000e-03, eta: 10:43:21, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8609, loss_cls: 1.2838, loss: 1.2838 2020-07-02 21:27:26,856 - mmaction - INFO - Epoch [55][220/940] lr: 1.000e-03, eta: 10:43:00, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8422, loss_cls: 1.4747, loss: 1.4747 2020-07-02 21:27:42,428 - mmaction - INFO - Epoch [55][240/940] lr: 1.000e-03, eta: 10:42:40, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3912, loss: 1.3912 2020-07-02 21:27:58,007 - mmaction - INFO - Epoch [55][260/940] lr: 1.000e-03, eta: 10:42:20, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8516, loss_cls: 1.3790, loss: 1.3790 2020-07-02 21:28:13,522 - mmaction - INFO - Epoch [55][280/940] lr: 1.000e-03, eta: 10:41:59, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8688, loss_cls: 1.2495, loss: 1.2495 2020-07-02 21:28:29,054 - mmaction - INFO - Epoch [55][300/940] lr: 1.000e-03, eta: 10:41:39, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8281, loss_cls: 1.4725, loss: 1.4725 2020-07-02 21:28:44,573 - mmaction - INFO - Epoch [55][320/940] lr: 1.000e-03, eta: 10:41:18, time: 0.778, data_time: 0.006, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8406, loss_cls: 1.4592, loss: 1.4592 2020-07-02 21:29:00,195 - mmaction - INFO - Epoch [55][340/940] lr: 1.000e-03, eta: 10:40:58, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8609, loss_cls: 1.3281, loss: 1.3281 2020-07-02 21:29:15,664 - mmaction - INFO - Epoch [55][360/940] lr: 1.000e-03, eta: 10:40:38, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.3734, loss: 1.3734 2020-07-02 21:29:31,166 - mmaction - INFO - Epoch [55][380/940] lr: 1.000e-03, eta: 10:40:17, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8891, loss_cls: 1.2382, loss: 1.2382 2020-07-02 21:29:46,944 - mmaction - INFO - Epoch [55][400/940] lr: 1.000e-03, eta: 10:39:57, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3219, loss: 1.3219 2020-07-02 21:30:02,604 - mmaction - INFO - Epoch [55][420/940] lr: 1.000e-03, eta: 10:39:37, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.3493, loss: 1.3493 2020-07-02 21:30:18,143 - mmaction - INFO - Epoch [55][440/940] lr: 1.000e-03, eta: 10:39:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3517, loss: 1.3517 2020-07-02 21:30:33,743 - mmaction - INFO - Epoch [55][460/940] lr: 1.000e-03, eta: 10:38:56, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8453, loss_cls: 1.4896, loss: 1.4896 2020-07-02 21:30:49,360 - mmaction - INFO - Epoch [55][480/940] lr: 1.000e-03, eta: 10:38:36, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8609, loss_cls: 1.2796, loss: 1.2796 2020-07-02 21:31:04,890 - mmaction - INFO - Epoch [55][500/940] lr: 1.000e-03, eta: 10:38:15, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8406, loss_cls: 1.4567, loss: 1.4567 2020-07-02 21:31:20,367 - mmaction - INFO - Epoch [55][520/940] lr: 1.000e-03, eta: 10:37:55, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8422, loss_cls: 1.4029, loss: 1.4029 2020-07-02 21:31:35,864 - mmaction - INFO - Epoch [55][540/940] lr: 1.000e-03, eta: 10:37:35, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8516, loss_cls: 1.3808, loss: 1.3808 2020-07-02 21:31:51,501 - mmaction - INFO - Epoch [55][560/940] lr: 1.000e-03, eta: 10:37:14, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8766, loss_cls: 1.2082, loss: 1.2082 2020-07-02 21:32:07,127 - mmaction - INFO - Epoch [55][580/940] lr: 1.000e-03, eta: 10:36:54, time: 0.783, data_time: 0.003, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8594, loss_cls: 1.3355, loss: 1.3355 2020-07-02 21:32:22,648 - mmaction - INFO - Epoch [55][600/940] lr: 1.000e-03, eta: 10:36:34, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.4160, loss: 1.4160 2020-07-02 21:32:38,065 - mmaction - INFO - Epoch [55][620/940] lr: 1.000e-03, eta: 10:36:13, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8359, loss_cls: 1.5286, loss: 1.5286 2020-07-02 21:32:53,612 - mmaction - INFO - Epoch [55][640/940] lr: 1.000e-03, eta: 10:35:53, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8438, loss_cls: 1.4709, loss: 1.4709 2020-07-02 21:33:09,125 - mmaction - INFO - Epoch [55][660/940] lr: 1.000e-03, eta: 10:35:33, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.4360, loss: 1.4360 2020-07-02 21:33:24,679 - mmaction - INFO - Epoch [55][680/940] lr: 1.000e-03, eta: 10:35:12, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8688, loss_cls: 1.2694, loss: 1.2694 2020-07-02 21:33:40,065 - mmaction - INFO - Epoch [55][700/940] lr: 1.000e-03, eta: 10:34:52, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3404, loss: 1.3404 2020-07-02 21:33:55,529 - mmaction - INFO - Epoch [55][720/940] lr: 1.000e-03, eta: 10:34:32, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8578, loss_cls: 1.3457, loss: 1.3457 2020-07-02 21:34:11,002 - mmaction - INFO - Epoch [55][740/940] lr: 1.000e-03, eta: 10:34:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3321, loss: 1.3321 2020-07-02 21:34:26,509 - mmaction - INFO - Epoch [55][760/940] lr: 1.000e-03, eta: 10:33:51, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8562, loss_cls: 1.3131, loss: 1.3131 2020-07-02 21:34:41,964 - mmaction - INFO - Epoch [55][780/940] lr: 1.000e-03, eta: 10:33:30, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8625, loss_cls: 1.4064, loss: 1.4064 2020-07-02 21:34:57,472 - mmaction - INFO - Epoch [55][800/940] lr: 1.000e-03, eta: 10:33:10, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.2913, loss: 1.2913 2020-07-02 21:35:13,042 - mmaction - INFO - Epoch [55][820/940] lr: 1.000e-03, eta: 10:32:50, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.3702, loss: 1.3702 2020-07-02 21:35:28,539 - mmaction - INFO - Epoch [55][840/940] lr: 1.000e-03, eta: 10:32:30, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8641, loss_cls: 1.4217, loss: 1.4217 2020-07-02 21:35:44,064 - mmaction - INFO - Epoch [55][860/940] lr: 1.000e-03, eta: 10:32:09, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8609, loss_cls: 1.3238, loss: 1.3238 2020-07-02 21:35:59,600 - mmaction - INFO - Epoch [55][880/940] lr: 1.000e-03, eta: 10:31:49, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8391, loss_cls: 1.4707, loss: 1.4707 2020-07-02 21:36:15,075 - mmaction - INFO - Epoch [55][900/940] lr: 1.000e-03, eta: 10:31:29, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3338, loss: 1.3338 2020-07-02 21:36:30,578 - mmaction - INFO - Epoch [55][920/940] lr: 1.000e-03, eta: 10:31:08, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8391, loss_cls: 1.4496, loss: 1.4496 2020-07-02 21:36:45,392 - mmaction - INFO - Epoch [55][940/940] lr: 1.000e-03, eta: 10:30:47, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.6927, top5_acc: 0.8667, loss_cls: 1.2890, loss: 1.2890 2020-07-02 21:36:49,465 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-02 21:43:51,479 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 21:43:52,183 - mmaction - INFO - top1_acc 0.6966 top5_acc 0.8890 2020-07-02 21:43:52,183 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 21:43:52,257 - mmaction - INFO - mean_acc 0.6964 2020-07-02 21:43:52,263 - mmaction - INFO - Epoch [55][940/940] lr: 1.000e-03, top1_acc: 0.6966, top5_acc: 0.8890, mean_class_accuracy: 0.6964 2020-07-02 21:46:35,425 - mmaction - INFO - Epoch [56][20/940] lr: 1.000e-03, eta: 10:32:55, time: 8.157, data_time: 7.292, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8625, loss_cls: 1.3683, loss: 1.3683 2020-07-02 21:46:51,144 - mmaction - INFO - Epoch [56][40/940] lr: 1.000e-03, eta: 10:32:34, time: 0.786, data_time: 0.015, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8516, loss_cls: 1.3660, loss: 1.3660 2020-07-02 21:47:06,947 - mmaction - INFO - Epoch [56][60/940] lr: 1.000e-03, eta: 10:32:14, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.6266, top5_acc: 0.8438, loss_cls: 1.4577, loss: 1.4577 2020-07-02 21:47:22,438 - mmaction - INFO - Epoch [56][80/940] lr: 1.000e-03, eta: 10:31:54, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8594, loss_cls: 1.3361, loss: 1.3361 2020-07-02 21:47:37,881 - mmaction - INFO - Epoch [56][100/940] lr: 1.000e-03, eta: 10:31:33, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.2964, loss: 1.2964 2020-07-02 21:47:53,327 - mmaction - INFO - Epoch [56][120/940] lr: 1.000e-03, eta: 10:31:13, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8516, loss_cls: 1.3975, loss: 1.3975 2020-07-02 21:48:08,824 - mmaction - INFO - Epoch [56][140/940] lr: 1.000e-03, eta: 10:30:53, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.3854, loss: 1.3854 2020-07-02 21:48:24,196 - mmaction - INFO - Epoch [56][160/940] lr: 1.000e-03, eta: 10:30:32, time: 0.772, data_time: 0.004, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8562, loss_cls: 1.3719, loss: 1.3719 2020-07-02 21:48:39,642 - mmaction - INFO - Epoch [56][180/940] lr: 1.000e-03, eta: 10:30:12, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3805, loss: 1.3805 2020-07-02 21:48:55,172 - mmaction - INFO - Epoch [56][200/940] lr: 1.000e-03, eta: 10:29:51, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8719, loss_cls: 1.3312, loss: 1.3312 2020-07-02 21:49:10,605 - mmaction - INFO - Epoch [56][220/940] lr: 1.000e-03, eta: 10:29:31, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8641, loss_cls: 1.3941, loss: 1.3941 2020-07-02 21:49:26,069 - mmaction - INFO - Epoch [56][240/940] lr: 1.000e-03, eta: 10:29:10, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8500, loss_cls: 1.3399, loss: 1.3399 2020-07-02 21:49:41,589 - mmaction - INFO - Epoch [56][260/940] lr: 1.000e-03, eta: 10:28:50, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.3674, loss: 1.3674 2020-07-02 21:49:57,009 - mmaction - INFO - Epoch [56][280/940] lr: 1.000e-03, eta: 10:28:30, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.3227, loss: 1.3227 2020-07-02 21:50:12,603 - mmaction - INFO - Epoch [56][300/940] lr: 1.000e-03, eta: 10:28:09, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8438, loss_cls: 1.4634, loss: 1.4634 2020-07-02 21:50:28,045 - mmaction - INFO - Epoch [56][320/940] lr: 1.000e-03, eta: 10:27:49, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8516, loss_cls: 1.3693, loss: 1.3693 2020-07-02 21:50:43,474 - mmaction - INFO - Epoch [56][340/940] lr: 1.000e-03, eta: 10:27:29, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8391, loss_cls: 1.4032, loss: 1.4032 2020-07-02 21:50:58,971 - mmaction - INFO - Epoch [56][360/940] lr: 1.000e-03, eta: 10:27:08, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8313, loss_cls: 1.4615, loss: 1.4615 2020-07-02 21:51:14,397 - mmaction - INFO - Epoch [56][380/940] lr: 1.000e-03, eta: 10:26:48, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8516, loss_cls: 1.3846, loss: 1.3846 2020-07-02 21:51:30,724 - mmaction - INFO - Epoch [56][400/940] lr: 1.000e-03, eta: 10:26:28, time: 0.816, data_time: 0.000, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8391, loss_cls: 1.4318, loss: 1.4318 2020-07-02 21:51:46,235 - mmaction - INFO - Epoch [56][420/940] lr: 1.000e-03, eta: 10:26:08, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8469, loss_cls: 1.3658, loss: 1.3658 2020-07-02 21:52:01,584 - mmaction - INFO - Epoch [56][440/940] lr: 1.000e-03, eta: 10:25:47, time: 0.770, data_time: 0.005, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8734, loss_cls: 1.2601, loss: 1.2601 2020-07-02 21:52:17,115 - mmaction - INFO - Epoch [56][460/940] lr: 1.000e-03, eta: 10:25:27, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.3152, loss: 1.3152 2020-07-02 21:52:32,548 - mmaction - INFO - Epoch [56][480/940] lr: 1.000e-03, eta: 10:25:07, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3875, loss: 1.3875 2020-07-02 21:52:48,062 - mmaction - INFO - Epoch [56][500/940] lr: 1.000e-03, eta: 10:24:46, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8797, loss_cls: 1.3294, loss: 1.3294 2020-07-02 21:53:03,571 - mmaction - INFO - Epoch [56][520/940] lr: 1.000e-03, eta: 10:24:26, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8453, loss_cls: 1.3598, loss: 1.3598 2020-07-02 21:53:18,945 - mmaction - INFO - Epoch [56][540/940] lr: 1.000e-03, eta: 10:24:06, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.2868, loss: 1.2868 2020-07-02 21:53:34,439 - mmaction - INFO - Epoch [56][560/940] lr: 1.000e-03, eta: 10:23:45, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.3605, loss: 1.3605 2020-07-02 21:53:49,890 - mmaction - INFO - Epoch [56][580/940] lr: 1.000e-03, eta: 10:23:25, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.3059, loss: 1.3059 2020-07-02 21:54:05,362 - mmaction - INFO - Epoch [56][600/940] lr: 1.000e-03, eta: 10:23:05, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8484, loss_cls: 1.3876, loss: 1.3876 2020-07-02 21:54:20,894 - mmaction - INFO - Epoch [56][620/940] lr: 1.000e-03, eta: 10:22:44, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.3802, loss: 1.3802 2020-07-02 21:54:36,275 - mmaction - INFO - Epoch [56][640/940] lr: 1.000e-03, eta: 10:22:24, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3816, loss: 1.3816 2020-07-02 21:54:51,743 - mmaction - INFO - Epoch [56][660/940] lr: 1.000e-03, eta: 10:22:04, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4044, loss: 1.4044 2020-07-02 21:55:07,380 - mmaction - INFO - Epoch [56][680/940] lr: 1.000e-03, eta: 10:21:44, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2907, loss: 1.2907 2020-07-02 21:55:22,920 - mmaction - INFO - Epoch [56][700/940] lr: 1.000e-03, eta: 10:21:23, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8469, loss_cls: 1.4170, loss: 1.4170 2020-07-02 21:55:38,355 - mmaction - INFO - Epoch [56][720/940] lr: 1.000e-03, eta: 10:21:03, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.2788, loss: 1.2788 2020-07-02 21:55:53,891 - mmaction - INFO - Epoch [56][740/940] lr: 1.000e-03, eta: 10:20:43, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2788, loss: 1.2788 2020-07-02 21:56:09,357 - mmaction - INFO - Epoch [56][760/940] lr: 1.000e-03, eta: 10:20:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.3947, loss: 1.3947 2020-07-02 21:56:24,737 - mmaction - INFO - Epoch [56][780/940] lr: 1.000e-03, eta: 10:20:02, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8672, loss_cls: 1.3513, loss: 1.3513 2020-07-02 21:56:40,132 - mmaction - INFO - Epoch [56][800/940] lr: 1.000e-03, eta: 10:19:42, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.4349, loss: 1.4349 2020-07-02 21:56:55,594 - mmaction - INFO - Epoch [56][820/940] lr: 1.000e-03, eta: 10:19:21, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.2950, loss: 1.2950 2020-07-02 21:57:11,006 - mmaction - INFO - Epoch [56][840/940] lr: 1.000e-03, eta: 10:19:01, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8594, loss_cls: 1.3220, loss: 1.3220 2020-07-02 21:57:26,557 - mmaction - INFO - Epoch [56][860/940] lr: 1.000e-03, eta: 10:18:41, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.3060, loss: 1.3060 2020-07-02 21:57:42,076 - mmaction - INFO - Epoch [56][880/940] lr: 1.000e-03, eta: 10:18:21, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3473, loss: 1.3473 2020-07-02 21:57:57,621 - mmaction - INFO - Epoch [56][900/940] lr: 1.000e-03, eta: 10:18:01, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8500, loss_cls: 1.3945, loss: 1.3945 2020-07-02 21:58:13,024 - mmaction - INFO - Epoch [56][920/940] lr: 1.000e-03, eta: 10:17:40, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8438, loss_cls: 1.4093, loss: 1.4093 2020-07-02 21:58:27,852 - mmaction - INFO - Epoch [56][940/940] lr: 1.000e-03, eta: 10:17:19, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.6520, top5_acc: 0.8472, loss_cls: 1.4710, loss: 1.4710 2020-07-02 21:58:34,828 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-07-02 22:01:17,650 - mmaction - INFO - Epoch [57][20/940] lr: 1.000e-03, eta: 10:19:20, time: 8.119, data_time: 7.319, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8953, loss_cls: 1.1942, loss: 1.1942 2020-07-02 22:01:33,257 - mmaction - INFO - Epoch [57][40/940] lr: 1.000e-03, eta: 10:18:59, time: 0.784, data_time: 0.010, memory: 21558, top1_acc: 0.6391, top5_acc: 0.8484, loss_cls: 1.4598, loss: 1.4598 2020-07-02 22:01:48,702 - mmaction - INFO - Epoch [57][60/940] lr: 1.000e-03, eta: 10:18:39, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8609, loss_cls: 1.3862, loss: 1.3862 2020-07-02 22:02:04,191 - mmaction - INFO - Epoch [57][80/940] lr: 1.000e-03, eta: 10:18:19, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3259, loss: 1.3259 2020-07-02 22:02:19,592 - mmaction - INFO - Epoch [57][100/940] lr: 1.000e-03, eta: 10:17:58, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2835, loss: 1.2835 2020-07-02 22:02:35,107 - mmaction - INFO - Epoch [57][120/940] lr: 1.000e-03, eta: 10:17:38, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3565, loss: 1.3565 2020-07-02 22:02:50,628 - mmaction - INFO - Epoch [57][140/940] lr: 1.000e-03, eta: 10:17:18, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8469, loss_cls: 1.3425, loss: 1.3425 2020-07-02 22:03:06,173 - mmaction - INFO - Epoch [57][160/940] lr: 1.000e-03, eta: 10:16:57, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.2929, loss: 1.2929 2020-07-02 22:03:21,648 - mmaction - INFO - Epoch [57][180/940] lr: 1.000e-03, eta: 10:16:37, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8406, loss_cls: 1.3996, loss: 1.3996 2020-07-02 22:03:37,152 - mmaction - INFO - Epoch [57][200/940] lr: 1.000e-03, eta: 10:16:17, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8578, loss_cls: 1.3583, loss: 1.3583 2020-07-02 22:03:52,635 - mmaction - INFO - Epoch [57][220/940] lr: 1.000e-03, eta: 10:15:56, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3860, loss: 1.3860 2020-07-02 22:04:08,106 - mmaction - INFO - Epoch [57][240/940] lr: 1.000e-03, eta: 10:15:36, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3839, loss: 1.3839 2020-07-02 22:04:23,592 - mmaction - INFO - Epoch [57][260/940] lr: 1.000e-03, eta: 10:15:16, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8625, loss_cls: 1.3124, loss: 1.3124 2020-07-02 22:04:38,984 - mmaction - INFO - Epoch [57][280/940] lr: 1.000e-03, eta: 10:14:55, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8547, loss_cls: 1.4109, loss: 1.4109 2020-07-02 22:04:54,510 - mmaction - INFO - Epoch [57][300/940] lr: 1.000e-03, eta: 10:14:35, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3324, loss: 1.3324 2020-07-02 22:05:10,565 - mmaction - INFO - Epoch [57][320/940] lr: 1.000e-03, eta: 10:14:15, time: 0.802, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3284, loss: 1.3284 2020-07-02 22:05:25,964 - mmaction - INFO - Epoch [57][340/940] lr: 1.000e-03, eta: 10:13:55, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8594, loss_cls: 1.3746, loss: 1.3746 2020-07-02 22:05:41,423 - mmaction - INFO - Epoch [57][360/940] lr: 1.000e-03, eta: 10:13:35, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.3173, loss: 1.3173 2020-07-02 22:05:56,853 - mmaction - INFO - Epoch [57][380/940] lr: 1.000e-03, eta: 10:13:14, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8578, loss_cls: 1.3333, loss: 1.3333 2020-07-02 22:06:12,770 - mmaction - INFO - Epoch [57][400/940] lr: 1.000e-03, eta: 10:12:54, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8656, loss_cls: 1.3199, loss: 1.3199 2020-07-02 22:06:28,314 - mmaction - INFO - Epoch [57][420/940] lr: 1.000e-03, eta: 10:12:34, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.3278, loss: 1.3278 2020-07-02 22:06:44,234 - mmaction - INFO - Epoch [57][440/940] lr: 1.000e-03, eta: 10:12:14, time: 0.796, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3741, loss: 1.3741 2020-07-02 22:06:59,712 - mmaction - INFO - Epoch [57][460/940] lr: 1.000e-03, eta: 10:11:54, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.3619, loss: 1.3619 2020-07-02 22:07:15,170 - mmaction - INFO - Epoch [57][480/940] lr: 1.000e-03, eta: 10:11:34, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8672, loss_cls: 1.3740, loss: 1.3740 2020-07-02 22:07:30,538 - mmaction - INFO - Epoch [57][500/940] lr: 1.000e-03, eta: 10:11:13, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.3113, loss: 1.3113 2020-07-02 22:07:45,953 - mmaction - INFO - Epoch [57][520/940] lr: 1.000e-03, eta: 10:10:53, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3083, loss: 1.3083 2020-07-02 22:08:01,424 - mmaction - INFO - Epoch [57][540/940] lr: 1.000e-03, eta: 10:10:33, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8484, loss_cls: 1.3939, loss: 1.3939 2020-07-02 22:08:16,835 - mmaction - INFO - Epoch [57][560/940] lr: 1.000e-03, eta: 10:10:12, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8672, loss_cls: 1.3467, loss: 1.3467 2020-07-02 22:08:32,322 - mmaction - INFO - Epoch [57][580/940] lr: 1.000e-03, eta: 10:09:52, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.3378, loss: 1.3378 2020-07-02 22:08:47,829 - mmaction - INFO - Epoch [57][600/940] lr: 1.000e-03, eta: 10:09:32, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8328, loss_cls: 1.5748, loss: 1.5748 2020-07-02 22:09:03,309 - mmaction - INFO - Epoch [57][620/940] lr: 1.000e-03, eta: 10:09:12, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8734, loss_cls: 1.2466, loss: 1.2466 2020-07-02 22:09:18,759 - mmaction - INFO - Epoch [57][640/940] lr: 1.000e-03, eta: 10:08:52, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8688, loss_cls: 1.3653, loss: 1.3653 2020-07-02 22:09:34,270 - mmaction - INFO - Epoch [57][660/940] lr: 1.000e-03, eta: 10:08:31, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8594, loss_cls: 1.3647, loss: 1.3647 2020-07-02 22:09:49,806 - mmaction - INFO - Epoch [57][680/940] lr: 1.000e-03, eta: 10:08:11, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3367, loss: 1.3367 2020-07-02 22:10:05,566 - mmaction - INFO - Epoch [57][700/940] lr: 1.000e-03, eta: 10:07:51, time: 0.790, data_time: 0.003, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8484, loss_cls: 1.3835, loss: 1.3835 2020-07-02 22:10:21,036 - mmaction - INFO - Epoch [57][720/940] lr: 1.000e-03, eta: 10:07:31, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.3933, loss: 1.3933 2020-07-02 22:10:36,495 - mmaction - INFO - Epoch [57][740/940] lr: 1.000e-03, eta: 10:07:11, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.2749, loss: 1.2749 2020-07-02 22:10:51,952 - mmaction - INFO - Epoch [57][760/940] lr: 1.000e-03, eta: 10:06:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.2880, loss: 1.2880 2020-07-02 22:11:07,550 - mmaction - INFO - Epoch [57][780/940] lr: 1.000e-03, eta: 10:06:30, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2438, loss: 1.2438 2020-07-02 22:11:23,101 - mmaction - INFO - Epoch [57][800/940] lr: 1.000e-03, eta: 10:06:10, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8656, loss_cls: 1.2655, loss: 1.2655 2020-07-02 22:11:38,532 - mmaction - INFO - Epoch [57][820/940] lr: 1.000e-03, eta: 10:05:50, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 1.4693, loss: 1.4693 2020-07-02 22:11:54,068 - mmaction - INFO - Epoch [57][840/940] lr: 1.000e-03, eta: 10:05:30, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.3440, loss: 1.3440 2020-07-02 22:12:09,513 - mmaction - INFO - Epoch [57][860/940] lr: 1.000e-03, eta: 10:05:10, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.3375, loss: 1.3375 2020-07-02 22:12:24,976 - mmaction - INFO - Epoch [57][880/940] lr: 1.000e-03, eta: 10:04:50, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8562, loss_cls: 1.4160, loss: 1.4160 2020-07-02 22:12:40,378 - mmaction - INFO - Epoch [57][900/940] lr: 1.000e-03, eta: 10:04:29, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8547, loss_cls: 1.3743, loss: 1.3743 2020-07-02 22:12:55,854 - mmaction - INFO - Epoch [57][920/940] lr: 1.000e-03, eta: 10:04:09, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8672, loss_cls: 1.2620, loss: 1.2620 2020-07-02 22:13:10,619 - mmaction - INFO - Epoch [57][940/940] lr: 1.000e-03, eta: 10:03:48, time: 0.739, data_time: 0.002, memory: 21558, top1_acc: 0.6618, top5_acc: 0.8374, loss_cls: 1.5087, loss: 1.5087 2020-07-02 22:13:19,171 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-07-02 22:16:06,098 - mmaction - INFO - Epoch [58][20/940] lr: 1.000e-03, eta: 10:05:45, time: 8.284, data_time: 7.431, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8609, loss_cls: 1.2530, loss: 1.2530 2020-07-02 22:16:21,975 - mmaction - INFO - Epoch [58][40/940] lr: 1.000e-03, eta: 10:05:25, time: 0.794, data_time: 0.017, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3821, loss: 1.3821 2020-07-02 22:16:37,397 - mmaction - INFO - Epoch [58][60/940] lr: 1.000e-03, eta: 10:05:05, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2960, loss: 1.2960 2020-07-02 22:16:52,761 - mmaction - INFO - Epoch [58][80/940] lr: 1.000e-03, eta: 10:04:45, time: 0.767, data_time: 0.000, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.3990, loss: 1.3990 2020-07-02 22:17:08,139 - mmaction - INFO - Epoch [58][100/940] lr: 1.000e-03, eta: 10:04:24, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.3283, loss: 1.3283 2020-07-02 22:17:23,502 - mmaction - INFO - Epoch [58][120/940] lr: 1.000e-03, eta: 10:04:04, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8531, loss_cls: 1.4385, loss: 1.4385 2020-07-02 22:17:38,956 - mmaction - INFO - Epoch [58][140/940] lr: 1.000e-03, eta: 10:03:44, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8484, loss_cls: 1.4752, loss: 1.4752 2020-07-02 22:17:54,503 - mmaction - INFO - Epoch [58][160/940] lr: 1.000e-03, eta: 10:03:24, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4133, loss: 1.4133 2020-07-02 22:18:09,874 - mmaction - INFO - Epoch [58][180/940] lr: 1.000e-03, eta: 10:03:03, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.3603, loss: 1.3603 2020-07-02 22:18:25,302 - mmaction - INFO - Epoch [58][200/940] lr: 1.000e-03, eta: 10:02:43, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8609, loss_cls: 1.3416, loss: 1.3416 2020-07-02 22:18:40,749 - mmaction - INFO - Epoch [58][220/940] lr: 1.000e-03, eta: 10:02:23, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.3908, loss: 1.3908 2020-07-02 22:18:56,225 - mmaction - INFO - Epoch [58][240/940] lr: 1.000e-03, eta: 10:02:02, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8484, loss_cls: 1.3806, loss: 1.3806 2020-07-02 22:19:11,716 - mmaction - INFO - Epoch [58][260/940] lr: 1.000e-03, eta: 10:01:42, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.3324, loss: 1.3324 2020-07-02 22:19:27,146 - mmaction - INFO - Epoch [58][280/940] lr: 1.000e-03, eta: 10:01:22, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.3021, loss: 1.3021 2020-07-02 22:19:42,494 - mmaction - INFO - Epoch [58][300/940] lr: 1.000e-03, eta: 10:01:01, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.3106, loss: 1.3106 2020-07-02 22:19:57,881 - mmaction - INFO - Epoch [58][320/940] lr: 1.000e-03, eta: 10:00:41, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.4244, loss: 1.4244 2020-07-02 22:20:13,888 - mmaction - INFO - Epoch [58][340/940] lr: 1.000e-03, eta: 10:00:21, time: 0.803, data_time: 0.003, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2118, loss: 1.2118 2020-07-02 22:20:29,314 - mmaction - INFO - Epoch [58][360/940] lr: 1.000e-03, eta: 10:00:01, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2783, loss: 1.2783 2020-07-02 22:20:44,772 - mmaction - INFO - Epoch [58][380/940] lr: 1.000e-03, eta: 9:59:41, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8484, loss_cls: 1.3815, loss: 1.3815 2020-07-02 22:21:00,775 - mmaction - INFO - Epoch [58][400/940] lr: 1.000e-03, eta: 9:59:21, time: 0.800, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3543, loss: 1.3543 2020-07-02 22:21:16,306 - mmaction - INFO - Epoch [58][420/940] lr: 1.000e-03, eta: 9:59:01, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3912, loss: 1.3912 2020-07-02 22:21:31,783 - mmaction - INFO - Epoch [58][440/940] lr: 1.000e-03, eta: 9:58:41, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8484, loss_cls: 1.3260, loss: 1.3260 2020-07-02 22:21:47,157 - mmaction - INFO - Epoch [58][460/940] lr: 1.000e-03, eta: 9:58:21, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8484, loss_cls: 1.3605, loss: 1.3605 2020-07-02 22:22:02,599 - mmaction - INFO - Epoch [58][480/940] lr: 1.000e-03, eta: 9:58:00, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3502, loss: 1.3502 2020-07-02 22:22:18,054 - mmaction - INFO - Epoch [58][500/940] lr: 1.000e-03, eta: 9:57:40, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.4433, loss: 1.4433 2020-07-02 22:22:33,600 - mmaction - INFO - Epoch [58][520/940] lr: 1.000e-03, eta: 9:57:20, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8469, loss_cls: 1.4067, loss: 1.4067 2020-07-02 22:22:49,055 - mmaction - INFO - Epoch [58][540/940] lr: 1.000e-03, eta: 9:57:00, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.3276, loss: 1.3276 2020-07-02 22:23:04,511 - mmaction - INFO - Epoch [58][560/940] lr: 1.000e-03, eta: 9:56:40, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.4251, loss: 1.4251 2020-07-02 22:23:20,024 - mmaction - INFO - Epoch [58][580/940] lr: 1.000e-03, eta: 9:56:19, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8469, loss_cls: 1.4061, loss: 1.4061 2020-07-02 22:23:35,543 - mmaction - INFO - Epoch [58][600/940] lr: 1.000e-03, eta: 9:55:59, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2871, loss: 1.2871 2020-07-02 22:23:50,987 - mmaction - INFO - Epoch [58][620/940] lr: 1.000e-03, eta: 9:55:39, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.3041, loss: 1.3041 2020-07-02 22:24:06,474 - mmaction - INFO - Epoch [58][640/940] lr: 1.000e-03, eta: 9:55:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8484, loss_cls: 1.3813, loss: 1.3813 2020-07-02 22:24:22,020 - mmaction - INFO - Epoch [58][660/940] lr: 1.000e-03, eta: 9:54:59, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.3807, loss: 1.3807 2020-07-02 22:24:37,587 - mmaction - INFO - Epoch [58][680/940] lr: 1.000e-03, eta: 9:54:39, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8406, loss_cls: 1.4009, loss: 1.4009 2020-07-02 22:24:53,053 - mmaction - INFO - Epoch [58][700/940] lr: 1.000e-03, eta: 9:54:19, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3965, loss: 1.3965 2020-07-02 22:25:09,138 - mmaction - INFO - Epoch [58][720/940] lr: 1.000e-03, eta: 9:53:59, time: 0.805, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8438, loss_cls: 1.4141, loss: 1.4141 2020-07-02 22:25:24,778 - mmaction - INFO - Epoch [58][740/940] lr: 1.000e-03, eta: 9:53:39, time: 0.783, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.2786, loss: 1.2786 2020-07-02 22:25:40,483 - mmaction - INFO - Epoch [58][760/940] lr: 1.000e-03, eta: 9:53:19, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2442, loss: 1.2442 2020-07-02 22:25:56,061 - mmaction - INFO - Epoch [58][780/940] lr: 1.000e-03, eta: 9:52:59, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.3026, loss: 1.3026 2020-07-02 22:26:11,622 - mmaction - INFO - Epoch [58][800/940] lr: 1.000e-03, eta: 9:52:39, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8406, loss_cls: 1.4719, loss: 1.4719 2020-07-02 22:26:27,169 - mmaction - INFO - Epoch [58][820/940] lr: 1.000e-03, eta: 9:52:19, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2668, loss: 1.2668 2020-07-02 22:26:42,699 - mmaction - INFO - Epoch [58][840/940] lr: 1.000e-03, eta: 9:51:59, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2091, loss: 1.2091 2020-07-02 22:26:58,191 - mmaction - INFO - Epoch [58][860/940] lr: 1.000e-03, eta: 9:51:39, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8688, loss_cls: 1.2735, loss: 1.2735 2020-07-02 22:27:13,670 - mmaction - INFO - Epoch [58][880/940] lr: 1.000e-03, eta: 9:51:19, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6328, top5_acc: 0.8531, loss_cls: 1.3983, loss: 1.3983 2020-07-02 22:27:29,108 - mmaction - INFO - Epoch [58][900/940] lr: 1.000e-03, eta: 9:50:58, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8547, loss_cls: 1.3600, loss: 1.3600 2020-07-02 22:27:44,669 - mmaction - INFO - Epoch [58][920/940] lr: 1.000e-03, eta: 9:50:38, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1560, loss: 1.1560 2020-07-02 22:27:59,494 - mmaction - INFO - Epoch [58][940/940] lr: 1.000e-03, eta: 9:50:18, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.6602, top5_acc: 0.8520, loss_cls: 1.3811, loss: 1.3811 2020-07-02 22:28:06,917 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-07-02 22:30:53,809 - mmaction - INFO - Epoch [59][20/940] lr: 1.000e-03, eta: 9:52:09, time: 8.276, data_time: 7.471, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8344, loss_cls: 1.3964, loss: 1.3964 2020-07-02 22:31:09,376 - mmaction - INFO - Epoch [59][40/940] lr: 1.000e-03, eta: 9:51:49, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3614, loss: 1.3614 2020-07-02 22:31:24,774 - mmaction - INFO - Epoch [59][60/940] lr: 1.000e-03, eta: 9:51:28, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8734, loss_cls: 1.2802, loss: 1.2802 2020-07-02 22:31:40,239 - mmaction - INFO - Epoch [59][80/940] lr: 1.000e-03, eta: 9:51:08, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8703, loss_cls: 1.3833, loss: 1.3833 2020-07-02 22:31:56,345 - mmaction - INFO - Epoch [59][100/940] lr: 1.000e-03, eta: 9:50:48, time: 0.803, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2497, loss: 1.2497 2020-07-02 22:32:11,746 - mmaction - INFO - Epoch [59][120/940] lr: 1.000e-03, eta: 9:50:28, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3061, loss: 1.3061 2020-07-02 22:32:27,246 - mmaction - INFO - Epoch [59][140/940] lr: 1.000e-03, eta: 9:50:08, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3831, loss: 1.3831 2020-07-02 22:32:42,709 - mmaction - INFO - Epoch [59][160/940] lr: 1.000e-03, eta: 9:49:48, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8578, loss_cls: 1.3115, loss: 1.3115 2020-07-02 22:32:58,246 - mmaction - INFO - Epoch [59][180/940] lr: 1.000e-03, eta: 9:49:28, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4215, loss: 1.4215 2020-07-02 22:33:13,718 - mmaction - INFO - Epoch [59][200/940] lr: 1.000e-03, eta: 9:49:08, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8391, loss_cls: 1.4547, loss: 1.4547 2020-07-02 22:33:29,249 - mmaction - INFO - Epoch [59][220/940] lr: 1.000e-03, eta: 9:48:47, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8562, loss_cls: 1.3557, loss: 1.3557 2020-07-02 22:33:44,697 - mmaction - INFO - Epoch [59][240/940] lr: 1.000e-03, eta: 9:48:27, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2836, loss: 1.2836 2020-07-02 22:34:00,099 - mmaction - INFO - Epoch [59][260/940] lr: 1.000e-03, eta: 9:48:07, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3018, loss: 1.3018 2020-07-02 22:34:15,653 - mmaction - INFO - Epoch [59][280/940] lr: 1.000e-03, eta: 9:47:47, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.3355, loss: 1.3355 2020-07-02 22:34:31,188 - mmaction - INFO - Epoch [59][300/940] lr: 1.000e-03, eta: 9:47:27, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8625, loss_cls: 1.2834, loss: 1.2834 2020-07-02 22:34:46,705 - mmaction - INFO - Epoch [59][320/940] lr: 1.000e-03, eta: 9:47:07, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.3949, loss: 1.3949 2020-07-02 22:35:02,703 - mmaction - INFO - Epoch [59][340/940] lr: 1.000e-03, eta: 9:46:47, time: 0.801, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.3495, loss: 1.3495 2020-07-02 22:35:18,160 - mmaction - INFO - Epoch [59][360/940] lr: 1.000e-03, eta: 9:46:27, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8828, loss_cls: 1.2929, loss: 1.2929 2020-07-02 22:35:33,714 - mmaction - INFO - Epoch [59][380/940] lr: 1.000e-03, eta: 9:46:07, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8391, loss_cls: 1.3962, loss: 1.3962 2020-07-02 22:35:50,154 - mmaction - INFO - Epoch [59][400/940] lr: 1.000e-03, eta: 9:45:47, time: 0.820, data_time: 0.003, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8328, loss_cls: 1.4535, loss: 1.4535 2020-07-02 22:36:05,713 - mmaction - INFO - Epoch [59][420/940] lr: 1.000e-03, eta: 9:45:27, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3715, loss: 1.3715 2020-07-02 22:36:21,240 - mmaction - INFO - Epoch [59][440/940] lr: 1.000e-03, eta: 9:45:07, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2536, loss: 1.2536 2020-07-02 22:36:36,783 - mmaction - INFO - Epoch [59][460/940] lr: 1.000e-03, eta: 9:44:47, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2997, loss: 1.2997 2020-07-02 22:36:52,281 - mmaction - INFO - Epoch [59][480/940] lr: 1.000e-03, eta: 9:44:27, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3685, loss: 1.3685 2020-07-02 22:37:07,750 - mmaction - INFO - Epoch [59][500/940] lr: 1.000e-03, eta: 9:44:07, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4009, loss: 1.4009 2020-07-02 22:37:23,257 - mmaction - INFO - Epoch [59][520/940] lr: 1.000e-03, eta: 9:43:47, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.3113, loss: 1.3113 2020-07-02 22:37:38,798 - mmaction - INFO - Epoch [59][540/940] lr: 1.000e-03, eta: 9:43:27, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2446, loss: 1.2446 2020-07-02 22:37:54,467 - mmaction - INFO - Epoch [59][560/940] lr: 1.000e-03, eta: 9:43:07, time: 0.783, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2392, loss: 1.2392 2020-07-02 22:38:09,900 - mmaction - INFO - Epoch [59][580/940] lr: 1.000e-03, eta: 9:42:47, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8484, loss_cls: 1.3871, loss: 1.3871 2020-07-02 22:38:26,634 - mmaction - INFO - Epoch [59][600/940] lr: 1.000e-03, eta: 9:42:28, time: 0.837, data_time: 0.000, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8484, loss_cls: 1.3619, loss: 1.3619 2020-07-02 22:38:42,220 - mmaction - INFO - Epoch [59][620/940] lr: 1.000e-03, eta: 9:42:08, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8609, loss_cls: 1.3301, loss: 1.3301 2020-07-02 22:38:57,761 - mmaction - INFO - Epoch [59][640/940] lr: 1.000e-03, eta: 9:41:47, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2385, loss: 1.2385 2020-07-02 22:39:13,247 - mmaction - INFO - Epoch [59][660/940] lr: 1.000e-03, eta: 9:41:27, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.1800, loss: 1.1800 2020-07-02 22:39:28,781 - mmaction - INFO - Epoch [59][680/940] lr: 1.000e-03, eta: 9:41:07, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.3488, loss: 1.3488 2020-07-02 22:39:44,243 - mmaction - INFO - Epoch [59][700/940] lr: 1.000e-03, eta: 9:40:47, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8516, loss_cls: 1.3249, loss: 1.3249 2020-07-02 22:39:59,683 - mmaction - INFO - Epoch [59][720/940] lr: 1.000e-03, eta: 9:40:27, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3412, loss: 1.3412 2020-07-02 22:40:16,360 - mmaction - INFO - Epoch [59][740/940] lr: 1.000e-03, eta: 9:40:08, time: 0.832, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.3287, loss: 1.3287 2020-07-02 22:40:31,873 - mmaction - INFO - Epoch [59][760/940] lr: 1.000e-03, eta: 9:39:48, time: 0.777, data_time: 0.005, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4641, loss: 1.4641 2020-07-02 22:40:47,392 - mmaction - INFO - Epoch [59][780/940] lr: 1.000e-03, eta: 9:39:28, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8594, loss_cls: 1.3541, loss: 1.3541 2020-07-02 22:41:02,835 - mmaction - INFO - Epoch [59][800/940] lr: 1.000e-03, eta: 9:39:08, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2189, loss: 1.2189 2020-07-02 22:41:18,371 - mmaction - INFO - Epoch [59][820/940] lr: 1.000e-03, eta: 9:38:48, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2960, loss: 1.2960 2020-07-02 22:41:33,821 - mmaction - INFO - Epoch [59][840/940] lr: 1.000e-03, eta: 9:38:28, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.4167, loss: 1.4167 2020-07-02 22:41:49,403 - mmaction - INFO - Epoch [59][860/940] lr: 1.000e-03, eta: 9:38:08, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.2806, loss: 1.2806 2020-07-02 22:42:04,890 - mmaction - INFO - Epoch [59][880/940] lr: 1.000e-03, eta: 9:37:48, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8516, loss_cls: 1.3248, loss: 1.3248 2020-07-02 22:42:20,359 - mmaction - INFO - Epoch [59][900/940] lr: 1.000e-03, eta: 9:37:28, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.4028, loss: 1.4028 2020-07-02 22:42:35,877 - mmaction - INFO - Epoch [59][920/940] lr: 1.000e-03, eta: 9:37:08, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.4247, loss: 1.4247 2020-07-02 22:42:50,663 - mmaction - INFO - Epoch [59][940/940] lr: 1.000e-03, eta: 9:36:47, time: 0.741, data_time: 0.002, memory: 21558, top1_acc: 0.6602, top5_acc: 0.8407, loss_cls: 1.4420, loss: 1.4420 2020-07-02 22:42:55,971 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-07-02 22:45:16,380 - mmaction - INFO - Epoch [60][20/940] lr: 1.000e-03, eta: 9:38:11, time: 6.998, data_time: 6.132, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.2587, loss: 1.2587 2020-07-02 22:45:32,010 - mmaction - INFO - Epoch [60][40/940] lr: 1.000e-03, eta: 9:37:51, time: 0.782, data_time: 0.009, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2724, loss: 1.2724 2020-07-02 22:45:47,398 - mmaction - INFO - Epoch [60][60/940] lr: 1.000e-03, eta: 9:37:31, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8453, loss_cls: 1.4185, loss: 1.4185 2020-07-02 22:46:02,921 - mmaction - INFO - Epoch [60][80/940] lr: 1.000e-03, eta: 9:37:11, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.2583, loss: 1.2583 2020-07-02 22:46:18,365 - mmaction - INFO - Epoch [60][100/940] lr: 1.000e-03, eta: 9:36:51, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8609, loss_cls: 1.3260, loss: 1.3260 2020-07-02 22:46:33,824 - mmaction - INFO - Epoch [60][120/940] lr: 1.000e-03, eta: 9:36:31, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8391, loss_cls: 1.4794, loss: 1.4794 2020-07-02 22:46:49,325 - mmaction - INFO - Epoch [60][140/940] lr: 1.000e-03, eta: 9:36:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3212, loss: 1.3212 2020-07-02 22:47:04,929 - mmaction - INFO - Epoch [60][160/940] lr: 1.000e-03, eta: 9:35:51, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8547, loss_cls: 1.3144, loss: 1.3144 2020-07-02 22:47:20,395 - mmaction - INFO - Epoch [60][180/940] lr: 1.000e-03, eta: 9:35:30, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3586, loss: 1.3586 2020-07-02 22:47:35,889 - mmaction - INFO - Epoch [60][200/940] lr: 1.000e-03, eta: 9:35:10, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8547, loss_cls: 1.3605, loss: 1.3605 2020-07-02 22:47:51,376 - mmaction - INFO - Epoch [60][220/940] lr: 1.000e-03, eta: 9:34:50, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2803, loss: 1.2803 2020-07-02 22:48:06,834 - mmaction - INFO - Epoch [60][240/940] lr: 1.000e-03, eta: 9:34:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8516, loss_cls: 1.4009, loss: 1.4009 2020-07-02 22:48:22,308 - mmaction - INFO - Epoch [60][260/940] lr: 1.000e-03, eta: 9:34:10, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8328, loss_cls: 1.4712, loss: 1.4712 2020-07-02 22:48:37,833 - mmaction - INFO - Epoch [60][280/940] lr: 1.000e-03, eta: 9:33:50, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.3012, loss: 1.3012 2020-07-02 22:48:53,332 - mmaction - INFO - Epoch [60][300/940] lr: 1.000e-03, eta: 9:33:30, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8594, loss_cls: 1.3899, loss: 1.3899 2020-07-02 22:49:08,911 - mmaction - INFO - Epoch [60][320/940] lr: 1.000e-03, eta: 9:33:10, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.2380, loss: 1.2380 2020-07-02 22:49:24,317 - mmaction - INFO - Epoch [60][340/940] lr: 1.000e-03, eta: 9:32:50, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2725, loss: 1.2725 2020-07-02 22:49:39,752 - mmaction - INFO - Epoch [60][360/940] lr: 1.000e-03, eta: 9:32:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.2549, loss: 1.2549 2020-07-02 22:49:55,119 - mmaction - INFO - Epoch [60][380/940] lr: 1.000e-03, eta: 9:32:10, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.2326, loss: 1.2326 2020-07-02 22:50:10,818 - mmaction - INFO - Epoch [60][400/940] lr: 1.000e-03, eta: 9:31:50, time: 0.785, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2801, loss: 1.2801 2020-07-02 22:50:26,330 - mmaction - INFO - Epoch [60][420/940] lr: 1.000e-03, eta: 9:31:30, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8609, loss_cls: 1.3140, loss: 1.3140 2020-07-02 22:50:41,952 - mmaction - INFO - Epoch [60][440/940] lr: 1.000e-03, eta: 9:31:10, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.3353, loss: 1.3353 2020-07-02 22:50:57,359 - mmaction - INFO - Epoch [60][460/940] lr: 1.000e-03, eta: 9:30:50, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8578, loss_cls: 1.4072, loss: 1.4072 2020-07-02 22:51:12,963 - mmaction - INFO - Epoch [60][480/940] lr: 1.000e-03, eta: 9:30:30, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3645, loss: 1.3645 2020-07-02 22:51:28,398 - mmaction - INFO - Epoch [60][500/940] lr: 1.000e-03, eta: 9:30:10, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2693, loss: 1.2693 2020-07-02 22:51:43,800 - mmaction - INFO - Epoch [60][520/940] lr: 1.000e-03, eta: 9:29:50, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8516, loss_cls: 1.4302, loss: 1.4302 2020-07-02 22:51:59,340 - mmaction - INFO - Epoch [60][540/940] lr: 1.000e-03, eta: 9:29:30, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2892, loss: 1.2892 2020-07-02 22:52:14,922 - mmaction - INFO - Epoch [60][560/940] lr: 1.000e-03, eta: 9:29:10, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8656, loss_cls: 1.2801, loss: 1.2801 2020-07-02 22:52:30,422 - mmaction - INFO - Epoch [60][580/940] lr: 1.000e-03, eta: 9:28:50, time: 0.775, data_time: 0.004, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8406, loss_cls: 1.3895, loss: 1.3895 2020-07-02 22:52:45,909 - mmaction - INFO - Epoch [60][600/940] lr: 1.000e-03, eta: 9:28:30, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8453, loss_cls: 1.4344, loss: 1.4344 2020-07-02 22:53:01,341 - mmaction - INFO - Epoch [60][620/940] lr: 1.000e-03, eta: 9:28:10, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2835, loss: 1.2835 2020-07-02 22:53:16,860 - mmaction - INFO - Epoch [60][640/940] lr: 1.000e-03, eta: 9:27:50, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8641, loss_cls: 1.3517, loss: 1.3517 2020-07-02 22:53:32,293 - mmaction - INFO - Epoch [60][660/940] lr: 1.000e-03, eta: 9:27:30, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3237, loss: 1.3237 2020-07-02 22:53:47,750 - mmaction - INFO - Epoch [60][680/940] lr: 1.000e-03, eta: 9:27:10, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8641, loss_cls: 1.3171, loss: 1.3171 2020-07-02 22:54:03,234 - mmaction - INFO - Epoch [60][700/940] lr: 1.000e-03, eta: 9:26:50, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3995, loss: 1.3995 2020-07-02 22:54:18,750 - mmaction - INFO - Epoch [60][720/940] lr: 1.000e-03, eta: 9:26:30, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.2954, loss: 1.2954 2020-07-02 22:54:34,228 - mmaction - INFO - Epoch [60][740/940] lr: 1.000e-03, eta: 9:26:10, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2808, loss: 1.2808 2020-07-02 22:54:49,737 - mmaction - INFO - Epoch [60][760/940] lr: 1.000e-03, eta: 9:25:50, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3236, loss: 1.3236 2020-07-02 22:55:05,209 - mmaction - INFO - Epoch [60][780/940] lr: 1.000e-03, eta: 9:25:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.3536, loss: 1.3536 2020-07-02 22:55:20,737 - mmaction - INFO - Epoch [60][800/940] lr: 1.000e-03, eta: 9:25:10, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3903, loss: 1.3903 2020-07-02 22:55:36,198 - mmaction - INFO - Epoch [60][820/940] lr: 1.000e-03, eta: 9:24:50, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.2709, loss: 1.2709 2020-07-02 22:55:51,744 - mmaction - INFO - Epoch [60][840/940] lr: 1.000e-03, eta: 9:24:30, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8547, loss_cls: 1.2465, loss: 1.2465 2020-07-02 22:56:07,232 - mmaction - INFO - Epoch [60][860/940] lr: 1.000e-03, eta: 9:24:10, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8516, loss_cls: 1.3876, loss: 1.3876 2020-07-02 22:56:22,729 - mmaction - INFO - Epoch [60][880/940] lr: 1.000e-03, eta: 9:23:50, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6312, top5_acc: 0.8484, loss_cls: 1.3982, loss: 1.3982 2020-07-02 22:56:38,216 - mmaction - INFO - Epoch [60][900/940] lr: 1.000e-03, eta: 9:23:30, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3255, loss: 1.3255 2020-07-02 22:56:53,705 - mmaction - INFO - Epoch [60][920/940] lr: 1.000e-03, eta: 9:23:10, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8516, loss_cls: 1.4105, loss: 1.4105 2020-07-02 22:57:08,481 - mmaction - INFO - Epoch [60][940/940] lr: 1.000e-03, eta: 9:22:49, time: 0.741, data_time: 0.003, memory: 21558, top1_acc: 0.6862, top5_acc: 0.8618, loss_cls: 1.3367, loss: 1.3367 2020-07-02 22:57:15,411 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-02 23:04:57,443 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-02 23:04:58,192 - mmaction - INFO - top1_acc 0.6982 top5_acc 0.8896 2020-07-02 23:04:58,192 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-02 23:04:58,240 - mmaction - INFO - mean_acc 0.6981 2020-07-02 23:04:58,248 - mmaction - INFO - Epoch [60][940/940] lr: 1.000e-03, top1_acc: 0.6982, top5_acc: 0.8896, mean_class_accuracy: 0.6981 2020-07-02 23:07:50,514 - mmaction - INFO - Epoch [61][20/940] lr: 1.000e-03, eta: 9:24:35, time: 8.612, data_time: 7.758, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8984, loss_cls: 1.1669, loss: 1.1669 2020-07-02 23:08:06,082 - mmaction - INFO - Epoch [61][40/940] lr: 1.000e-03, eta: 9:24:15, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8547, loss_cls: 1.3136, loss: 1.3136 2020-07-02 23:08:21,572 - mmaction - INFO - Epoch [61][60/940] lr: 1.000e-03, eta: 9:23:55, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8359, loss_cls: 1.5367, loss: 1.5367 2020-07-02 23:08:37,178 - mmaction - INFO - Epoch [61][80/940] lr: 1.000e-03, eta: 9:23:35, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2086, loss: 1.2086 2020-07-02 23:08:52,684 - mmaction - INFO - Epoch [61][100/940] lr: 1.000e-03, eta: 9:23:15, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.3007, loss: 1.3007 2020-07-02 23:09:08,118 - mmaction - INFO - Epoch [61][120/940] lr: 1.000e-03, eta: 9:22:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2767, loss: 1.2767 2020-07-02 23:09:23,464 - mmaction - INFO - Epoch [61][140/940] lr: 1.000e-03, eta: 9:22:35, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.3705, loss: 1.3705 2020-07-02 23:09:38,975 - mmaction - INFO - Epoch [61][160/940] lr: 1.000e-03, eta: 9:22:14, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8297, loss_cls: 1.4254, loss: 1.4254 2020-07-02 23:09:54,537 - mmaction - INFO - Epoch [61][180/940] lr: 1.000e-03, eta: 9:21:55, time: 0.781, data_time: 0.004, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8484, loss_cls: 1.4321, loss: 1.4321 2020-07-02 23:10:10,346 - mmaction - INFO - Epoch [61][200/940] lr: 1.000e-03, eta: 9:21:35, time: 0.790, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8406, loss_cls: 1.3665, loss: 1.3665 2020-07-02 23:10:25,811 - mmaction - INFO - Epoch [61][220/940] lr: 1.000e-03, eta: 9:21:15, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.2926, loss: 1.2926 2020-07-02 23:10:41,324 - mmaction - INFO - Epoch [61][240/940] lr: 1.000e-03, eta: 9:20:55, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.3221, loss: 1.3221 2020-07-02 23:10:56,936 - mmaction - INFO - Epoch [61][260/940] lr: 1.000e-03, eta: 9:20:35, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2421, loss: 1.2421 2020-07-02 23:11:12,420 - mmaction - INFO - Epoch [61][280/940] lr: 1.000e-03, eta: 9:20:15, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8438, loss_cls: 1.4220, loss: 1.4220 2020-07-02 23:11:27,903 - mmaction - INFO - Epoch [61][300/940] lr: 1.000e-03, eta: 9:19:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8578, loss_cls: 1.4035, loss: 1.4035 2020-07-02 23:11:43,441 - mmaction - INFO - Epoch [61][320/940] lr: 1.000e-03, eta: 9:19:35, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8656, loss_cls: 1.2366, loss: 1.2366 2020-07-02 23:11:59,014 - mmaction - INFO - Epoch [61][340/940] lr: 1.000e-03, eta: 9:19:15, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8719, loss_cls: 1.3977, loss: 1.3977 2020-07-02 23:12:14,603 - mmaction - INFO - Epoch [61][360/940] lr: 1.000e-03, eta: 9:18:55, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8578, loss_cls: 1.2605, loss: 1.2605 2020-07-02 23:12:30,164 - mmaction - INFO - Epoch [61][380/940] lr: 1.000e-03, eta: 9:18:35, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8547, loss_cls: 1.3498, loss: 1.3498 2020-07-02 23:12:45,797 - mmaction - INFO - Epoch [61][400/940] lr: 1.000e-03, eta: 9:18:15, time: 0.784, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8562, loss_cls: 1.3546, loss: 1.3546 2020-07-02 23:13:01,362 - mmaction - INFO - Epoch [61][420/940] lr: 1.000e-03, eta: 9:17:55, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8469, loss_cls: 1.3934, loss: 1.3934 2020-07-02 23:13:16,794 - mmaction - INFO - Epoch [61][440/940] lr: 1.000e-03, eta: 9:17:35, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.2893, loss: 1.2893 2020-07-02 23:13:32,377 - mmaction - INFO - Epoch [61][460/940] lr: 1.000e-03, eta: 9:17:15, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.3284, loss: 1.3284 2020-07-02 23:13:47,950 - mmaction - INFO - Epoch [61][480/940] lr: 1.000e-03, eta: 9:16:55, time: 0.781, data_time: 0.004, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3479, loss: 1.3479 2020-07-02 23:14:03,371 - mmaction - INFO - Epoch [61][500/940] lr: 1.000e-03, eta: 9:16:35, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1821, loss: 1.1821 2020-07-02 23:14:18,787 - mmaction - INFO - Epoch [61][520/940] lr: 1.000e-03, eta: 9:16:15, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.3146, loss: 1.3146 2020-07-02 23:14:34,229 - mmaction - INFO - Epoch [61][540/940] lr: 1.000e-03, eta: 9:15:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.3210, loss: 1.3210 2020-07-02 23:14:49,716 - mmaction - INFO - Epoch [61][560/940] lr: 1.000e-03, eta: 9:15:35, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.2674, loss: 1.2674 2020-07-02 23:15:05,382 - mmaction - INFO - Epoch [61][580/940] lr: 1.000e-03, eta: 9:15:16, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.4235, loss: 1.4235 2020-07-02 23:15:21,068 - mmaction - INFO - Epoch [61][600/940] lr: 1.000e-03, eta: 9:14:56, time: 0.785, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.3017, loss: 1.3017 2020-07-02 23:15:36,555 - mmaction - INFO - Epoch [61][620/940] lr: 1.000e-03, eta: 9:14:36, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2637, loss: 1.2637 2020-07-02 23:15:51,983 - mmaction - INFO - Epoch [61][640/940] lr: 1.000e-03, eta: 9:14:16, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3344, loss: 1.3344 2020-07-02 23:16:07,460 - mmaction - INFO - Epoch [61][660/940] lr: 1.000e-03, eta: 9:13:56, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8812, loss_cls: 1.2932, loss: 1.2932 2020-07-02 23:16:22,833 - mmaction - INFO - Epoch [61][680/940] lr: 1.000e-03, eta: 9:13:36, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.3686, loss: 1.3686 2020-07-02 23:16:38,304 - mmaction - INFO - Epoch [61][700/940] lr: 1.000e-03, eta: 9:13:16, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2574, loss: 1.2574 2020-07-02 23:16:53,723 - mmaction - INFO - Epoch [61][720/940] lr: 1.000e-03, eta: 9:12:56, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2879, loss: 1.2879 2020-07-02 23:17:09,206 - mmaction - INFO - Epoch [61][740/940] lr: 1.000e-03, eta: 9:12:36, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8734, loss_cls: 1.2864, loss: 1.2864 2020-07-02 23:17:24,651 - mmaction - INFO - Epoch [61][760/940] lr: 1.000e-03, eta: 9:12:16, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8969, loss_cls: 1.3026, loss: 1.3026 2020-07-02 23:17:40,192 - mmaction - INFO - Epoch [61][780/940] lr: 1.000e-03, eta: 9:11:56, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2582, loss: 1.2582 2020-07-02 23:17:55,665 - mmaction - INFO - Epoch [61][800/940] lr: 1.000e-03, eta: 9:11:36, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.3318, loss: 1.3318 2020-07-02 23:18:11,017 - mmaction - INFO - Epoch [61][820/940] lr: 1.000e-03, eta: 9:11:16, time: 0.767, data_time: 0.000, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8500, loss_cls: 1.3561, loss: 1.3561 2020-07-02 23:18:26,517 - mmaction - INFO - Epoch [61][840/940] lr: 1.000e-03, eta: 9:10:56, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.3162, loss: 1.3162 2020-07-02 23:18:42,080 - mmaction - INFO - Epoch [61][860/940] lr: 1.000e-03, eta: 9:10:36, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3164, loss: 1.3164 2020-07-02 23:18:57,501 - mmaction - INFO - Epoch [61][880/940] lr: 1.000e-03, eta: 9:10:17, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3549, loss: 1.3549 2020-07-02 23:19:12,912 - mmaction - INFO - Epoch [61][900/940] lr: 1.000e-03, eta: 9:09:57, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8578, loss_cls: 1.3813, loss: 1.3813 2020-07-02 23:19:28,292 - mmaction - INFO - Epoch [61][920/940] lr: 1.000e-03, eta: 9:09:37, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.3186, loss: 1.3186 2020-07-02 23:19:43,239 - mmaction - INFO - Epoch [61][940/940] lr: 1.000e-03, eta: 9:09:16, time: 0.745, data_time: 0.001, memory: 21558, top1_acc: 0.6504, top5_acc: 0.8407, loss_cls: 1.4507, loss: 1.4507 2020-07-02 23:19:49,037 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-07-02 23:22:20,635 - mmaction - INFO - Epoch [62][20/940] lr: 1.000e-03, eta: 9:10:39, time: 7.519, data_time: 6.654, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8438, loss_cls: 1.4260, loss: 1.4260 2020-07-02 23:22:36,245 - mmaction - INFO - Epoch [62][40/940] lr: 1.000e-03, eta: 9:10:20, time: 0.782, data_time: 0.007, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.4055, loss: 1.4055 2020-07-02 23:22:51,670 - mmaction - INFO - Epoch [62][60/940] lr: 1.000e-03, eta: 9:10:00, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.3527, loss: 1.3527 2020-07-02 23:23:07,129 - mmaction - INFO - Epoch [62][80/940] lr: 1.000e-03, eta: 9:09:40, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3094, loss: 1.3094 2020-07-02 23:23:22,621 - mmaction - INFO - Epoch [62][100/940] lr: 1.000e-03, eta: 9:09:20, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8344, loss_cls: 1.3855, loss: 1.3855 2020-07-02 23:23:38,146 - mmaction - INFO - Epoch [62][120/940] lr: 1.000e-03, eta: 9:09:00, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8578, loss_cls: 1.2667, loss: 1.2667 2020-07-02 23:23:53,874 - mmaction - INFO - Epoch [62][140/940] lr: 1.000e-03, eta: 9:08:40, time: 0.786, data_time: 0.003, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8625, loss_cls: 1.2815, loss: 1.2815 2020-07-02 23:24:09,555 - mmaction - INFO - Epoch [62][160/940] lr: 1.000e-03, eta: 9:08:20, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.3548, loss: 1.3548 2020-07-02 23:24:25,058 - mmaction - INFO - Epoch [62][180/940] lr: 1.000e-03, eta: 9:08:00, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3482, loss: 1.3482 2020-07-02 23:24:40,704 - mmaction - INFO - Epoch [62][200/940] lr: 1.000e-03, eta: 9:07:40, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8547, loss_cls: 1.3711, loss: 1.3711 2020-07-02 23:24:56,327 - mmaction - INFO - Epoch [62][220/940] lr: 1.000e-03, eta: 9:07:20, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8375, loss_cls: 1.4531, loss: 1.4531 2020-07-02 23:25:11,924 - mmaction - INFO - Epoch [62][240/940] lr: 1.000e-03, eta: 9:07:01, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8453, loss_cls: 1.4201, loss: 1.4201 2020-07-02 23:25:27,473 - mmaction - INFO - Epoch [62][260/940] lr: 1.000e-03, eta: 9:06:41, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3094, loss: 1.3094 2020-07-02 23:25:43,012 - mmaction - INFO - Epoch [62][280/940] lr: 1.000e-03, eta: 9:06:21, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8531, loss_cls: 1.3450, loss: 1.3450 2020-07-02 23:25:58,700 - mmaction - INFO - Epoch [62][300/940] lr: 1.000e-03, eta: 9:06:01, time: 0.783, data_time: 0.000, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8484, loss_cls: 1.3688, loss: 1.3688 2020-07-02 23:26:14,304 - mmaction - INFO - Epoch [62][320/940] lr: 1.000e-03, eta: 9:05:41, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3613, loss: 1.3613 2020-07-02 23:26:29,813 - mmaction - INFO - Epoch [62][340/940] lr: 1.000e-03, eta: 9:05:21, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3921, loss: 1.3921 2020-07-02 23:26:45,363 - mmaction - INFO - Epoch [62][360/940] lr: 1.000e-03, eta: 9:05:01, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8781, loss_cls: 1.1617, loss: 1.1617 2020-07-02 23:27:00,883 - mmaction - INFO - Epoch [62][380/940] lr: 1.000e-03, eta: 9:04:42, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3258, loss: 1.3258 2020-07-02 23:27:18,625 - mmaction - INFO - Epoch [62][400/940] lr: 1.000e-03, eta: 9:04:23, time: 0.887, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8625, loss_cls: 1.2894, loss: 1.2894 2020-07-02 23:27:34,181 - mmaction - INFO - Epoch [62][420/940] lr: 1.000e-03, eta: 9:04:03, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8609, loss_cls: 1.2996, loss: 1.2996 2020-07-02 23:27:49,661 - mmaction - INFO - Epoch [62][440/940] lr: 1.000e-03, eta: 9:03:44, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8656, loss_cls: 1.2682, loss: 1.2682 2020-07-02 23:28:05,318 - mmaction - INFO - Epoch [62][460/940] lr: 1.000e-03, eta: 9:03:24, time: 0.783, data_time: 0.003, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2245, loss: 1.2245 2020-07-02 23:28:20,824 - mmaction - INFO - Epoch [62][480/940] lr: 1.000e-03, eta: 9:03:04, time: 0.777, data_time: 0.004, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3878, loss: 1.3878 2020-07-02 23:28:36,386 - mmaction - INFO - Epoch [62][500/940] lr: 1.000e-03, eta: 9:02:44, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.3122, loss: 1.3122 2020-07-02 23:28:51,888 - mmaction - INFO - Epoch [62][520/940] lr: 1.000e-03, eta: 9:02:24, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2586, loss: 1.2586 2020-07-02 23:29:07,263 - mmaction - INFO - Epoch [62][540/940] lr: 1.000e-03, eta: 9:02:04, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3853, loss: 1.3853 2020-07-02 23:29:22,703 - mmaction - INFO - Epoch [62][560/940] lr: 1.000e-03, eta: 9:01:44, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.3039, loss: 1.3039 2020-07-02 23:29:38,876 - mmaction - INFO - Epoch [62][580/940] lr: 1.000e-03, eta: 9:01:25, time: 0.808, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8641, loss_cls: 1.4013, loss: 1.4013 2020-07-02 23:29:54,363 - mmaction - INFO - Epoch [62][600/940] lr: 1.000e-03, eta: 9:01:05, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2988, loss: 1.2988 2020-07-02 23:30:09,864 - mmaction - INFO - Epoch [62][620/940] lr: 1.000e-03, eta: 9:00:45, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1813, loss: 1.1813 2020-07-02 23:30:25,446 - mmaction - INFO - Epoch [62][640/940] lr: 1.000e-03, eta: 9:00:25, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8516, loss_cls: 1.3389, loss: 1.3389 2020-07-02 23:30:40,994 - mmaction - INFO - Epoch [62][660/940] lr: 1.000e-03, eta: 9:00:06, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8609, loss_cls: 1.3231, loss: 1.3231 2020-07-02 23:30:56,451 - mmaction - INFO - Epoch [62][680/940] lr: 1.000e-03, eta: 8:59:46, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8516, loss_cls: 1.2973, loss: 1.2973 2020-07-02 23:31:11,914 - mmaction - INFO - Epoch [62][700/940] lr: 1.000e-03, eta: 8:59:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3845, loss: 1.3845 2020-07-02 23:31:27,419 - mmaction - INFO - Epoch [62][720/940] lr: 1.000e-03, eta: 8:59:06, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8547, loss_cls: 1.3838, loss: 1.3838 2020-07-02 23:31:42,930 - mmaction - INFO - Epoch [62][740/940] lr: 1.000e-03, eta: 8:58:46, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8641, loss_cls: 1.2904, loss: 1.2904 2020-07-02 23:31:58,407 - mmaction - INFO - Epoch [62][760/940] lr: 1.000e-03, eta: 8:58:26, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8484, loss_cls: 1.3797, loss: 1.3797 2020-07-02 23:32:13,948 - mmaction - INFO - Epoch [62][780/940] lr: 1.000e-03, eta: 8:58:06, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3119, loss: 1.3119 2020-07-02 23:32:29,549 - mmaction - INFO - Epoch [62][800/940] lr: 1.000e-03, eta: 8:57:47, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.3185, loss: 1.3185 2020-07-02 23:32:45,055 - mmaction - INFO - Epoch [62][820/940] lr: 1.000e-03, eta: 8:57:27, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.2982, loss: 1.2982 2020-07-02 23:33:00,520 - mmaction - INFO - Epoch [62][840/940] lr: 1.000e-03, eta: 8:57:07, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2337, loss: 1.2337 2020-07-02 23:33:16,085 - mmaction - INFO - Epoch [62][860/940] lr: 1.000e-03, eta: 8:56:47, time: 0.780, data_time: 0.004, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2574, loss: 1.2574 2020-07-02 23:33:31,615 - mmaction - INFO - Epoch [62][880/940] lr: 1.000e-03, eta: 8:56:27, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3539, loss: 1.3539 2020-07-02 23:33:47,146 - mmaction - INFO - Epoch [62][900/940] lr: 1.000e-03, eta: 8:56:08, time: 0.778, data_time: 0.005, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.4197, loss: 1.4197 2020-07-02 23:34:02,600 - mmaction - INFO - Epoch [62][920/940] lr: 1.000e-03, eta: 8:55:48, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8344, loss_cls: 1.4630, loss: 1.4630 2020-07-02 23:34:17,527 - mmaction - INFO - Epoch [62][940/940] lr: 1.000e-03, eta: 8:55:27, time: 0.745, data_time: 0.003, memory: 21558, top1_acc: 0.6748, top5_acc: 0.8423, loss_cls: 1.3740, loss: 1.3740 2020-07-02 23:34:24,740 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-07-02 23:37:22,899 - mmaction - INFO - Epoch [63][20/940] lr: 1.000e-03, eta: 8:57:06, time: 8.887, data_time: 8.028, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8594, loss_cls: 1.2899, loss: 1.2899 2020-07-02 23:37:38,521 - mmaction - INFO - Epoch [63][40/940] lr: 1.000e-03, eta: 8:56:46, time: 0.781, data_time: 0.011, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8641, loss_cls: 1.2238, loss: 1.2238 2020-07-02 23:37:53,980 - mmaction - INFO - Epoch [63][60/940] lr: 1.000e-03, eta: 8:56:26, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8484, loss_cls: 1.3538, loss: 1.3538 2020-07-02 23:38:09,425 - mmaction - INFO - Epoch [63][80/940] lr: 1.000e-03, eta: 8:56:06, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.2869, loss: 1.2869 2020-07-02 23:38:24,912 - mmaction - INFO - Epoch [63][100/940] lr: 1.000e-03, eta: 8:55:46, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8562, loss_cls: 1.3200, loss: 1.3200 2020-07-02 23:38:40,384 - mmaction - INFO - Epoch [63][120/940] lr: 1.000e-03, eta: 8:55:27, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8688, loss_cls: 1.2296, loss: 1.2296 2020-07-02 23:38:55,758 - mmaction - INFO - Epoch [63][140/940] lr: 1.000e-03, eta: 8:55:07, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 1.1561, loss: 1.1561 2020-07-02 23:39:11,387 - mmaction - INFO - Epoch [63][160/940] lr: 1.000e-03, eta: 8:54:47, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3507, loss: 1.3507 2020-07-02 23:39:26,844 - mmaction - INFO - Epoch [63][180/940] lr: 1.000e-03, eta: 8:54:27, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3355, loss: 1.3355 2020-07-02 23:39:42,381 - mmaction - INFO - Epoch [63][200/940] lr: 1.000e-03, eta: 8:54:07, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3482, loss: 1.3482 2020-07-02 23:39:57,756 - mmaction - INFO - Epoch [63][220/940] lr: 1.000e-03, eta: 8:53:47, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.2925, loss: 1.2925 2020-07-02 23:40:13,562 - mmaction - INFO - Epoch [63][240/940] lr: 1.000e-03, eta: 8:53:27, time: 0.790, data_time: 0.000, memory: 21558, top1_acc: 0.6406, top5_acc: 0.8438, loss_cls: 1.4533, loss: 1.4533 2020-07-02 23:40:29,078 - mmaction - INFO - Epoch [63][260/940] lr: 1.000e-03, eta: 8:53:07, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2501, loss: 1.2501 2020-07-02 23:40:44,607 - mmaction - INFO - Epoch [63][280/940] lr: 1.000e-03, eta: 8:52:48, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8531, loss_cls: 1.3590, loss: 1.3590 2020-07-02 23:41:00,044 - mmaction - INFO - Epoch [63][300/940] lr: 1.000e-03, eta: 8:52:28, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8703, loss_cls: 1.2680, loss: 1.2680 2020-07-02 23:41:15,545 - mmaction - INFO - Epoch [63][320/940] lr: 1.000e-03, eta: 8:52:08, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8500, loss_cls: 1.3988, loss: 1.3988 2020-07-02 23:41:30,958 - mmaction - INFO - Epoch [63][340/940] lr: 1.000e-03, eta: 8:51:48, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8625, loss_cls: 1.3322, loss: 1.3322 2020-07-02 23:41:46,456 - mmaction - INFO - Epoch [63][360/940] lr: 1.000e-03, eta: 8:51:28, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2537, loss: 1.2537 2020-07-02 23:42:02,086 - mmaction - INFO - Epoch [63][380/940] lr: 1.000e-03, eta: 8:51:08, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.3035, loss: 1.3035 2020-07-02 23:42:17,938 - mmaction - INFO - Epoch [63][400/940] lr: 1.000e-03, eta: 8:50:49, time: 0.796, data_time: 0.004, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2695, loss: 1.2695 2020-07-02 23:42:33,545 - mmaction - INFO - Epoch [63][420/940] lr: 1.000e-03, eta: 8:50:29, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8703, loss_cls: 1.3601, loss: 1.3601 2020-07-02 23:42:49,009 - mmaction - INFO - Epoch [63][440/940] lr: 1.000e-03, eta: 8:50:09, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.2430, loss: 1.2430 2020-07-02 23:43:04,558 - mmaction - INFO - Epoch [63][460/940] lr: 1.000e-03, eta: 8:49:49, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2722, loss: 1.2722 2020-07-02 23:43:20,088 - mmaction - INFO - Epoch [63][480/940] lr: 1.000e-03, eta: 8:49:29, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2664, loss: 1.2664 2020-07-02 23:43:35,605 - mmaction - INFO - Epoch [63][500/940] lr: 1.000e-03, eta: 8:49:10, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8703, loss_cls: 1.2549, loss: 1.2549 2020-07-02 23:43:51,109 - mmaction - INFO - Epoch [63][520/940] lr: 1.000e-03, eta: 8:48:50, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8703, loss_cls: 1.2746, loss: 1.2746 2020-07-02 23:44:06,595 - mmaction - INFO - Epoch [63][540/940] lr: 1.000e-03, eta: 8:48:30, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.3475, loss: 1.3475 2020-07-02 23:44:22,145 - mmaction - INFO - Epoch [63][560/940] lr: 1.000e-03, eta: 8:48:10, time: 0.780, data_time: 0.004, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.3324, loss: 1.3324 2020-07-02 23:44:37,635 - mmaction - INFO - Epoch [63][580/940] lr: 1.000e-03, eta: 8:47:50, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.3393, loss: 1.3393 2020-07-02 23:44:53,118 - mmaction - INFO - Epoch [63][600/940] lr: 1.000e-03, eta: 8:47:30, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2296, loss: 1.2296 2020-07-02 23:45:08,813 - mmaction - INFO - Epoch [63][620/940] lr: 1.000e-03, eta: 8:47:11, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8531, loss_cls: 1.4023, loss: 1.4023 2020-07-02 23:45:24,288 - mmaction - INFO - Epoch [63][640/940] lr: 1.000e-03, eta: 8:46:51, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8469, loss_cls: 1.3758, loss: 1.3758 2020-07-02 23:45:39,726 - mmaction - INFO - Epoch [63][660/940] lr: 1.000e-03, eta: 8:46:31, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8562, loss_cls: 1.3484, loss: 1.3484 2020-07-02 23:45:55,159 - mmaction - INFO - Epoch [63][680/940] lr: 1.000e-03, eta: 8:46:11, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.3689, loss: 1.3689 2020-07-02 23:46:10,734 - mmaction - INFO - Epoch [63][700/940] lr: 1.000e-03, eta: 8:45:52, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8484, loss_cls: 1.3716, loss: 1.3716 2020-07-02 23:46:26,256 - mmaction - INFO - Epoch [63][720/940] lr: 1.000e-03, eta: 8:45:32, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3139, loss: 1.3139 2020-07-02 23:46:41,789 - mmaction - INFO - Epoch [63][740/940] lr: 1.000e-03, eta: 8:45:12, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2751, loss: 1.2751 2020-07-02 23:46:57,226 - mmaction - INFO - Epoch [63][760/940] lr: 1.000e-03, eta: 8:44:52, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3972, loss: 1.3972 2020-07-02 23:47:12,740 - mmaction - INFO - Epoch [63][780/940] lr: 1.000e-03, eta: 8:44:32, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8344, loss_cls: 1.4396, loss: 1.4396 2020-07-02 23:47:28,191 - mmaction - INFO - Epoch [63][800/940] lr: 1.000e-03, eta: 8:44:13, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8469, loss_cls: 1.3978, loss: 1.3978 2020-07-02 23:47:43,625 - mmaction - INFO - Epoch [63][820/940] lr: 1.000e-03, eta: 8:43:53, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8672, loss_cls: 1.2538, loss: 1.2538 2020-07-02 23:47:59,100 - mmaction - INFO - Epoch [63][840/940] lr: 1.000e-03, eta: 8:43:33, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3464, loss: 1.3464 2020-07-02 23:48:14,613 - mmaction - INFO - Epoch [63][860/940] lr: 1.000e-03, eta: 8:43:13, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.3429, loss: 1.3429 2020-07-02 23:48:30,088 - mmaction - INFO - Epoch [63][880/940] lr: 1.000e-03, eta: 8:42:53, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8656, loss_cls: 1.2968, loss: 1.2968 2020-07-02 23:48:45,496 - mmaction - INFO - Epoch [63][900/940] lr: 1.000e-03, eta: 8:42:34, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8484, loss_cls: 1.3190, loss: 1.3190 2020-07-02 23:49:01,053 - mmaction - INFO - Epoch [63][920/940] lr: 1.000e-03, eta: 8:42:14, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8516, loss_cls: 1.3457, loss: 1.3457 2020-07-02 23:49:15,867 - mmaction - INFO - Epoch [63][940/940] lr: 1.000e-03, eta: 8:41:54, time: 0.745, data_time: 0.005, memory: 21558, top1_acc: 0.6780, top5_acc: 0.8585, loss_cls: 1.2913, loss: 1.2913 2020-07-02 23:49:21,238 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-07-02 23:51:16,681 - mmaction - INFO - Epoch [64][20/940] lr: 1.000e-03, eta: 8:42:43, time: 5.755, data_time: 4.945, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2724, loss: 1.2724 2020-07-02 23:51:32,372 - mmaction - INFO - Epoch [64][40/940] lr: 1.000e-03, eta: 8:42:24, time: 0.785, data_time: 0.010, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8656, loss_cls: 1.2435, loss: 1.2435 2020-07-02 23:51:47,836 - mmaction - INFO - Epoch [64][60/940] lr: 1.000e-03, eta: 8:42:04, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8688, loss_cls: 1.2257, loss: 1.2257 2020-07-02 23:52:03,303 - mmaction - INFO - Epoch [64][80/940] lr: 1.000e-03, eta: 8:41:44, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8688, loss_cls: 1.2618, loss: 1.2618 2020-07-02 23:52:18,728 - mmaction - INFO - Epoch [64][100/940] lr: 1.000e-03, eta: 8:41:24, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8609, loss_cls: 1.3218, loss: 1.3218 2020-07-02 23:52:34,625 - mmaction - INFO - Epoch [64][120/940] lr: 1.000e-03, eta: 8:41:05, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8562, loss_cls: 1.4023, loss: 1.4023 2020-07-02 23:52:50,102 - mmaction - INFO - Epoch [64][140/940] lr: 1.000e-03, eta: 8:40:45, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8469, loss_cls: 1.3480, loss: 1.3480 2020-07-02 23:53:05,596 - mmaction - INFO - Epoch [64][160/940] lr: 1.000e-03, eta: 8:40:25, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.3198, loss: 1.3198 2020-07-02 23:53:21,080 - mmaction - INFO - Epoch [64][180/940] lr: 1.000e-03, eta: 8:40:05, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8469, loss_cls: 1.3429, loss: 1.3429 2020-07-02 23:53:36,643 - mmaction - INFO - Epoch [64][200/940] lr: 1.000e-03, eta: 8:39:45, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3531, loss: 1.3531 2020-07-02 23:53:52,150 - mmaction - INFO - Epoch [64][220/940] lr: 1.000e-03, eta: 8:39:26, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8672, loss_cls: 1.3153, loss: 1.3153 2020-07-02 23:54:07,722 - mmaction - INFO - Epoch [64][240/940] lr: 1.000e-03, eta: 8:39:06, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.3245, loss: 1.3245 2020-07-02 23:54:23,137 - mmaction - INFO - Epoch [64][260/940] lr: 1.000e-03, eta: 8:38:46, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.3224, loss: 1.3224 2020-07-02 23:54:38,627 - mmaction - INFO - Epoch [64][280/940] lr: 1.000e-03, eta: 8:38:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8469, loss_cls: 1.4792, loss: 1.4792 2020-07-02 23:54:54,144 - mmaction - INFO - Epoch [64][300/940] lr: 1.000e-03, eta: 8:38:06, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.9000, loss_cls: 1.1440, loss: 1.1440 2020-07-02 23:55:10,044 - mmaction - INFO - Epoch [64][320/940] lr: 1.000e-03, eta: 8:37:47, time: 0.797, data_time: 0.004, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.2544, loss: 1.2544 2020-07-02 23:55:25,530 - mmaction - INFO - Epoch [64][340/940] lr: 1.000e-03, eta: 8:37:27, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8484, loss_cls: 1.4452, loss: 1.4452 2020-07-02 23:55:41,050 - mmaction - INFO - Epoch [64][360/940] lr: 1.000e-03, eta: 8:37:07, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2184, loss: 1.2184 2020-07-02 23:55:56,487 - mmaction - INFO - Epoch [64][380/940] lr: 1.000e-03, eta: 8:36:48, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8594, loss_cls: 1.3499, loss: 1.3499 2020-07-02 23:56:12,004 - mmaction - INFO - Epoch [64][400/940] lr: 1.000e-03, eta: 8:36:28, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8438, loss_cls: 1.4463, loss: 1.4463 2020-07-02 23:56:27,601 - mmaction - INFO - Epoch [64][420/940] lr: 1.000e-03, eta: 8:36:08, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3223, loss: 1.3223 2020-07-02 23:56:43,017 - mmaction - INFO - Epoch [64][440/940] lr: 1.000e-03, eta: 8:35:48, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.1959, loss: 1.1959 2020-07-02 23:56:58,543 - mmaction - INFO - Epoch [64][460/940] lr: 1.000e-03, eta: 8:35:29, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8547, loss_cls: 1.3476, loss: 1.3476 2020-07-02 23:57:14,035 - mmaction - INFO - Epoch [64][480/940] lr: 1.000e-03, eta: 8:35:09, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8641, loss_cls: 1.2765, loss: 1.2765 2020-07-02 23:57:29,526 - mmaction - INFO - Epoch [64][500/940] lr: 1.000e-03, eta: 8:34:49, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.3659, loss: 1.3659 2020-07-02 23:57:45,009 - mmaction - INFO - Epoch [64][520/940] lr: 1.000e-03, eta: 8:34:29, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8578, loss_cls: 1.4175, loss: 1.4175 2020-07-02 23:58:00,451 - mmaction - INFO - Epoch [64][540/940] lr: 1.000e-03, eta: 8:34:10, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8641, loss_cls: 1.2814, loss: 1.2814 2020-07-02 23:58:15,879 - mmaction - INFO - Epoch [64][560/940] lr: 1.000e-03, eta: 8:33:50, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2100, loss: 1.2100 2020-07-02 23:58:31,235 - mmaction - INFO - Epoch [64][580/940] lr: 1.000e-03, eta: 8:33:30, time: 0.768, data_time: 0.000, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8562, loss_cls: 1.3121, loss: 1.3121 2020-07-02 23:58:46,728 - mmaction - INFO - Epoch [64][600/940] lr: 1.000e-03, eta: 8:33:10, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.3417, loss: 1.3417 2020-07-02 23:59:02,192 - mmaction - INFO - Epoch [64][620/940] lr: 1.000e-03, eta: 8:32:51, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8578, loss_cls: 1.3035, loss: 1.3035 2020-07-02 23:59:17,649 - mmaction - INFO - Epoch [64][640/940] lr: 1.000e-03, eta: 8:32:31, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.3056, loss: 1.3056 2020-07-02 23:59:33,076 - mmaction - INFO - Epoch [64][660/940] lr: 1.000e-03, eta: 8:32:11, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3066, loss: 1.3066 2020-07-02 23:59:48,552 - mmaction - INFO - Epoch [64][680/940] lr: 1.000e-03, eta: 8:31:51, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6281, top5_acc: 0.8328, loss_cls: 1.4638, loss: 1.4638 2020-07-03 00:00:06,153 - mmaction - INFO - Epoch [64][700/940] lr: 1.000e-03, eta: 8:31:33, time: 0.866, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8781, loss_cls: 1.2886, loss: 1.2886 2020-07-03 00:00:22,885 - mmaction - INFO - Epoch [64][720/940] lr: 1.000e-03, eta: 8:31:14, time: 0.852, data_time: 0.019, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8438, loss_cls: 1.3836, loss: 1.3836 2020-07-03 00:00:38,333 - mmaction - INFO - Epoch [64][740/940] lr: 1.000e-03, eta: 8:30:54, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2871, loss: 1.2871 2020-07-03 00:00:53,839 - mmaction - INFO - Epoch [64][760/940] lr: 1.000e-03, eta: 8:30:35, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8562, loss_cls: 1.3099, loss: 1.3099 2020-07-03 00:01:09,343 - mmaction - INFO - Epoch [64][780/940] lr: 1.000e-03, eta: 8:30:15, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8562, loss_cls: 1.3875, loss: 1.3875 2020-07-03 00:01:24,859 - mmaction - INFO - Epoch [64][800/940] lr: 1.000e-03, eta: 8:29:55, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.4096, loss: 1.4096 2020-07-03 00:01:40,301 - mmaction - INFO - Epoch [64][820/940] lr: 1.000e-03, eta: 8:29:36, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8484, loss_cls: 1.3806, loss: 1.3806 2020-07-03 00:01:55,837 - mmaction - INFO - Epoch [64][840/940] lr: 1.000e-03, eta: 8:29:16, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.2238, loss: 1.2238 2020-07-03 00:02:11,336 - mmaction - INFO - Epoch [64][860/940] lr: 1.000e-03, eta: 8:28:56, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.3594, loss: 1.3594 2020-07-03 00:02:26,889 - mmaction - INFO - Epoch [64][880/940] lr: 1.000e-03, eta: 8:28:37, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.2176, loss: 1.2176 2020-07-03 00:02:42,434 - mmaction - INFO - Epoch [64][900/940] lr: 1.000e-03, eta: 8:28:17, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.3035, loss: 1.3035 2020-07-03 00:02:57,939 - mmaction - INFO - Epoch [64][920/940] lr: 1.000e-03, eta: 8:27:57, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8484, loss_cls: 1.3480, loss: 1.3480 2020-07-03 00:03:12,655 - mmaction - INFO - Epoch [64][940/940] lr: 1.000e-03, eta: 8:27:37, time: 0.736, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8569, loss_cls: 1.3093, loss: 1.3093 2020-07-03 00:03:19,277 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-07-03 00:05:57,035 - mmaction - INFO - Epoch [65][20/940] lr: 1.000e-03, eta: 8:28:52, time: 7.871, data_time: 7.016, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.4188, loss: 1.4188 2020-07-03 00:06:12,679 - mmaction - INFO - Epoch [65][40/940] lr: 1.000e-03, eta: 8:28:32, time: 0.781, data_time: 0.005, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3515, loss: 1.3515 2020-07-03 00:06:28,101 - mmaction - INFO - Epoch [65][60/940] lr: 1.000e-03, eta: 8:28:13, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.2903, loss: 1.2903 2020-07-03 00:06:43,704 - mmaction - INFO - Epoch [65][80/940] lr: 1.000e-03, eta: 8:27:53, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.2522, loss: 1.2522 2020-07-03 00:06:59,163 - mmaction - INFO - Epoch [65][100/940] lr: 1.000e-03, eta: 8:27:33, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8500, loss_cls: 1.3189, loss: 1.3189 2020-07-03 00:07:14,632 - mmaction - INFO - Epoch [65][120/940] lr: 1.000e-03, eta: 8:27:13, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8641, loss_cls: 1.2140, loss: 1.2140 2020-07-03 00:07:30,170 - mmaction - INFO - Epoch [65][140/940] lr: 1.000e-03, eta: 8:26:54, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8812, loss_cls: 1.2620, loss: 1.2620 2020-07-03 00:07:45,953 - mmaction - INFO - Epoch [65][160/940] lr: 1.000e-03, eta: 8:26:34, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.3442, loss: 1.3442 2020-07-03 00:08:01,414 - mmaction - INFO - Epoch [65][180/940] lr: 1.000e-03, eta: 8:26:14, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3055, loss: 1.3055 2020-07-03 00:08:16,972 - mmaction - INFO - Epoch [65][200/940] lr: 1.000e-03, eta: 8:25:55, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.2405, loss: 1.2405 2020-07-03 00:08:32,558 - mmaction - INFO - Epoch [65][220/940] lr: 1.000e-03, eta: 8:25:35, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.2503, loss: 1.2503 2020-07-03 00:08:49,593 - mmaction - INFO - Epoch [65][240/940] lr: 1.000e-03, eta: 8:25:16, time: 0.850, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8734, loss_cls: 1.2404, loss: 1.2404 2020-07-03 00:09:05,085 - mmaction - INFO - Epoch [65][260/940] lr: 1.000e-03, eta: 8:24:56, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8594, loss_cls: 1.4247, loss: 1.4247 2020-07-03 00:09:20,646 - mmaction - INFO - Epoch [65][280/940] lr: 1.000e-03, eta: 8:24:37, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8516, loss_cls: 1.3561, loss: 1.3561 2020-07-03 00:09:36,449 - mmaction - INFO - Epoch [65][300/940] lr: 1.000e-03, eta: 8:24:17, time: 0.792, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1975, loss: 1.1975 2020-07-03 00:09:52,082 - mmaction - INFO - Epoch [65][320/940] lr: 1.000e-03, eta: 8:23:58, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8500, loss_cls: 1.4447, loss: 1.4447 2020-07-03 00:10:07,618 - mmaction - INFO - Epoch [65][340/940] lr: 1.000e-03, eta: 8:23:38, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2488, loss: 1.2488 2020-07-03 00:10:23,171 - mmaction - INFO - Epoch [65][360/940] lr: 1.000e-03, eta: 8:23:18, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.2942, loss: 1.2942 2020-07-03 00:10:38,730 - mmaction - INFO - Epoch [65][380/940] lr: 1.000e-03, eta: 8:22:59, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2598, loss: 1.2598 2020-07-03 00:10:55,461 - mmaction - INFO - Epoch [65][400/940] lr: 1.000e-03, eta: 8:22:40, time: 0.837, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.3418, loss: 1.3418 2020-07-03 00:11:10,995 - mmaction - INFO - Epoch [65][420/940] lr: 1.000e-03, eta: 8:22:20, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2548, loss: 1.2548 2020-07-03 00:11:26,487 - mmaction - INFO - Epoch [65][440/940] lr: 1.000e-03, eta: 8:22:00, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3802, loss: 1.3802 2020-07-03 00:11:42,014 - mmaction - INFO - Epoch [65][460/940] lr: 1.000e-03, eta: 8:21:41, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.3670, loss: 1.3670 2020-07-03 00:11:57,467 - mmaction - INFO - Epoch [65][480/940] lr: 1.000e-03, eta: 8:21:21, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8516, loss_cls: 1.3712, loss: 1.3712 2020-07-03 00:12:12,939 - mmaction - INFO - Epoch [65][500/940] lr: 1.000e-03, eta: 8:21:01, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8594, loss_cls: 1.3147, loss: 1.3147 2020-07-03 00:12:28,464 - mmaction - INFO - Epoch [65][520/940] lr: 1.000e-03, eta: 8:20:42, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.3928, loss: 1.3928 2020-07-03 00:12:43,889 - mmaction - INFO - Epoch [65][540/940] lr: 1.000e-03, eta: 8:20:22, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8484, loss_cls: 1.4030, loss: 1.4030 2020-07-03 00:12:59,343 - mmaction - INFO - Epoch [65][560/940] lr: 1.000e-03, eta: 8:20:02, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8500, loss_cls: 1.3725, loss: 1.3725 2020-07-03 00:13:14,806 - mmaction - INFO - Epoch [65][580/940] lr: 1.000e-03, eta: 8:19:42, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8781, loss_cls: 1.2731, loss: 1.2731 2020-07-03 00:13:30,227 - mmaction - INFO - Epoch [65][600/940] lr: 1.000e-03, eta: 8:19:23, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8469, loss_cls: 1.4232, loss: 1.4232 2020-07-03 00:13:45,758 - mmaction - INFO - Epoch [65][620/940] lr: 1.000e-03, eta: 8:19:03, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8828, loss_cls: 1.1636, loss: 1.1636 2020-07-03 00:14:01,212 - mmaction - INFO - Epoch [65][640/940] lr: 1.000e-03, eta: 8:18:43, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8672, loss_cls: 1.2311, loss: 1.2311 2020-07-03 00:14:16,731 - mmaction - INFO - Epoch [65][660/940] lr: 1.000e-03, eta: 8:18:24, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.3066, loss: 1.3066 2020-07-03 00:14:32,173 - mmaction - INFO - Epoch [65][680/940] lr: 1.000e-03, eta: 8:18:04, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8422, loss_cls: 1.3647, loss: 1.3647 2020-07-03 00:14:47,731 - mmaction - INFO - Epoch [65][700/940] lr: 1.000e-03, eta: 8:17:44, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8656, loss_cls: 1.2879, loss: 1.2879 2020-07-03 00:15:03,244 - mmaction - INFO - Epoch [65][720/940] lr: 1.000e-03, eta: 8:17:25, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.1474, loss: 1.1474 2020-07-03 00:15:18,798 - mmaction - INFO - Epoch [65][740/940] lr: 1.000e-03, eta: 8:17:05, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.2484, loss: 1.2484 2020-07-03 00:15:34,272 - mmaction - INFO - Epoch [65][760/940] lr: 1.000e-03, eta: 8:16:46, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3787, loss: 1.3787 2020-07-03 00:15:49,715 - mmaction - INFO - Epoch [65][780/940] lr: 1.000e-03, eta: 8:16:26, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8578, loss_cls: 1.3084, loss: 1.3084 2020-07-03 00:16:05,182 - mmaction - INFO - Epoch [65][800/940] lr: 1.000e-03, eta: 8:16:06, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.3343, loss: 1.3343 2020-07-03 00:16:20,567 - mmaction - INFO - Epoch [65][820/940] lr: 1.000e-03, eta: 8:15:47, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8688, loss_cls: 1.3139, loss: 1.3139 2020-07-03 00:16:36,090 - mmaction - INFO - Epoch [65][840/940] lr: 1.000e-03, eta: 8:15:27, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2841, loss: 1.2841 2020-07-03 00:16:51,550 - mmaction - INFO - Epoch [65][860/940] lr: 1.000e-03, eta: 8:15:07, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8766, loss_cls: 1.2832, loss: 1.2832 2020-07-03 00:17:07,042 - mmaction - INFO - Epoch [65][880/940] lr: 1.000e-03, eta: 8:14:48, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8781, loss_cls: 1.2186, loss: 1.2186 2020-07-03 00:17:22,504 - mmaction - INFO - Epoch [65][900/940] lr: 1.000e-03, eta: 8:14:28, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8453, loss_cls: 1.4582, loss: 1.4582 2020-07-03 00:17:37,939 - mmaction - INFO - Epoch [65][920/940] lr: 1.000e-03, eta: 8:14:08, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.3074, loss: 1.3074 2020-07-03 00:17:52,800 - mmaction - INFO - Epoch [65][940/940] lr: 1.000e-03, eta: 8:13:48, time: 0.743, data_time: 0.001, memory: 21558, top1_acc: 0.6699, top5_acc: 0.8780, loss_cls: 1.3216, loss: 1.3216 2020-07-03 00:17:58,890 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-03 00:24:02,807 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 00:24:03,522 - mmaction - INFO - top1_acc 0.6985 top5_acc 0.8877 2020-07-03 00:24:03,524 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 00:24:03,575 - mmaction - INFO - mean_acc 0.6983 2020-07-03 00:24:03,581 - mmaction - INFO - Epoch [65][940/940] lr: 1.000e-03, top1_acc: 0.6985, top5_acc: 0.8877, mean_class_accuracy: 0.6983 2020-07-03 00:26:30,207 - mmaction - INFO - Epoch [66][20/940] lr: 1.000e-03, eta: 8:14:52, time: 7.329, data_time: 6.509, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2763, loss: 1.2763 2020-07-03 00:26:45,850 - mmaction - INFO - Epoch [66][40/940] lr: 1.000e-03, eta: 8:14:32, time: 0.783, data_time: 0.007, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2888, loss: 1.2888 2020-07-03 00:27:01,322 - mmaction - INFO - Epoch [66][60/940] lr: 1.000e-03, eta: 8:14:13, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4174, loss: 1.4174 2020-07-03 00:27:16,865 - mmaction - INFO - Epoch [66][80/940] lr: 1.000e-03, eta: 8:13:53, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.2206, loss: 1.2206 2020-07-03 00:27:32,489 - mmaction - INFO - Epoch [66][100/940] lr: 1.000e-03, eta: 8:13:34, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8750, loss_cls: 1.3074, loss: 1.3074 2020-07-03 00:27:48,002 - mmaction - INFO - Epoch [66][120/940] lr: 1.000e-03, eta: 8:13:14, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2413, loss: 1.2413 2020-07-03 00:28:03,435 - mmaction - INFO - Epoch [66][140/940] lr: 1.000e-03, eta: 8:12:54, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8406, loss_cls: 1.3639, loss: 1.3639 2020-07-03 00:28:19,048 - mmaction - INFO - Epoch [66][160/940] lr: 1.000e-03, eta: 8:12:35, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3798, loss: 1.3798 2020-07-03 00:28:34,630 - mmaction - INFO - Epoch [66][180/940] lr: 1.000e-03, eta: 8:12:15, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8984, loss_cls: 1.2363, loss: 1.2363 2020-07-03 00:28:50,114 - mmaction - INFO - Epoch [66][200/940] lr: 1.000e-03, eta: 8:11:55, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3448, loss: 1.3448 2020-07-03 00:29:05,663 - mmaction - INFO - Epoch [66][220/940] lr: 1.000e-03, eta: 8:11:36, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8812, loss_cls: 1.2224, loss: 1.2224 2020-07-03 00:29:21,258 - mmaction - INFO - Epoch [66][240/940] lr: 1.000e-03, eta: 8:11:16, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.2921, loss: 1.2921 2020-07-03 00:29:36,712 - mmaction - INFO - Epoch [66][260/940] lr: 1.000e-03, eta: 8:10:56, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.2834, loss: 1.2834 2020-07-03 00:29:52,225 - mmaction - INFO - Epoch [66][280/940] lr: 1.000e-03, eta: 8:10:37, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8656, loss_cls: 1.2027, loss: 1.2027 2020-07-03 00:30:08,228 - mmaction - INFO - Epoch [66][300/940] lr: 1.000e-03, eta: 8:10:17, time: 0.800, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8578, loss_cls: 1.2706, loss: 1.2706 2020-07-03 00:30:23,871 - mmaction - INFO - Epoch [66][320/940] lr: 1.000e-03, eta: 8:09:58, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3858, loss: 1.3858 2020-07-03 00:30:39,318 - mmaction - INFO - Epoch [66][340/940] lr: 1.000e-03, eta: 8:09:38, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.2940, loss: 1.2940 2020-07-03 00:30:54,866 - mmaction - INFO - Epoch [66][360/940] lr: 1.000e-03, eta: 8:09:19, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3272, loss: 1.3272 2020-07-03 00:31:10,371 - mmaction - INFO - Epoch [66][380/940] lr: 1.000e-03, eta: 8:08:59, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.3266, loss: 1.3266 2020-07-03 00:31:26,238 - mmaction - INFO - Epoch [66][400/940] lr: 1.000e-03, eta: 8:08:39, time: 0.793, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8453, loss_cls: 1.3066, loss: 1.3066 2020-07-03 00:31:41,984 - mmaction - INFO - Epoch [66][420/940] lr: 1.000e-03, eta: 8:08:20, time: 0.787, data_time: 0.003, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8453, loss_cls: 1.2988, loss: 1.2988 2020-07-03 00:31:57,507 - mmaction - INFO - Epoch [66][440/940] lr: 1.000e-03, eta: 8:08:00, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8641, loss_cls: 1.3025, loss: 1.3025 2020-07-03 00:32:12,959 - mmaction - INFO - Epoch [66][460/940] lr: 1.000e-03, eta: 8:07:41, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.2494, loss: 1.2494 2020-07-03 00:32:28,524 - mmaction - INFO - Epoch [66][480/940] lr: 1.000e-03, eta: 8:07:21, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3891, loss: 1.3891 2020-07-03 00:32:44,028 - mmaction - INFO - Epoch [66][500/940] lr: 1.000e-03, eta: 8:07:02, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8531, loss_cls: 1.3797, loss: 1.3797 2020-07-03 00:32:59,490 - mmaction - INFO - Epoch [66][520/940] lr: 1.000e-03, eta: 8:06:42, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.2962, loss: 1.2962 2020-07-03 00:33:14,952 - mmaction - INFO - Epoch [66][540/940] lr: 1.000e-03, eta: 8:06:22, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8328, loss_cls: 1.4728, loss: 1.4728 2020-07-03 00:33:30,434 - mmaction - INFO - Epoch [66][560/940] lr: 1.000e-03, eta: 8:06:03, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.2131, loss: 1.2131 2020-07-03 00:33:45,909 - mmaction - INFO - Epoch [66][580/940] lr: 1.000e-03, eta: 8:05:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8531, loss_cls: 1.2863, loss: 1.2863 2020-07-03 00:34:01,430 - mmaction - INFO - Epoch [66][600/940] lr: 1.000e-03, eta: 8:05:23, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2907, loss: 1.2907 2020-07-03 00:34:16,858 - mmaction - INFO - Epoch [66][620/940] lr: 1.000e-03, eta: 8:05:04, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8703, loss_cls: 1.2252, loss: 1.2252 2020-07-03 00:34:32,361 - mmaction - INFO - Epoch [66][640/940] lr: 1.000e-03, eta: 8:04:44, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2992, loss: 1.2992 2020-07-03 00:34:47,840 - mmaction - INFO - Epoch [66][660/940] lr: 1.000e-03, eta: 8:04:25, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.3166, loss: 1.3166 2020-07-03 00:35:03,682 - mmaction - INFO - Epoch [66][680/940] lr: 1.000e-03, eta: 8:04:05, time: 0.792, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2285, loss: 1.2285 2020-07-03 00:35:19,352 - mmaction - INFO - Epoch [66][700/940] lr: 1.000e-03, eta: 8:03:46, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.3263, loss: 1.3263 2020-07-03 00:35:34,999 - mmaction - INFO - Epoch [66][720/940] lr: 1.000e-03, eta: 8:03:26, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2713, loss: 1.2713 2020-07-03 00:35:50,553 - mmaction - INFO - Epoch [66][740/940] lr: 1.000e-03, eta: 8:03:07, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8641, loss_cls: 1.2505, loss: 1.2505 2020-07-03 00:36:06,072 - mmaction - INFO - Epoch [66][760/940] lr: 1.000e-03, eta: 8:02:47, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3448, loss: 1.3448 2020-07-03 00:36:21,616 - mmaction - INFO - Epoch [66][780/940] lr: 1.000e-03, eta: 8:02:28, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8594, loss_cls: 1.3229, loss: 1.3229 2020-07-03 00:36:37,081 - mmaction - INFO - Epoch [66][800/940] lr: 1.000e-03, eta: 8:02:08, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2537, loss: 1.2537 2020-07-03 00:36:52,621 - mmaction - INFO - Epoch [66][820/940] lr: 1.000e-03, eta: 8:01:48, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8797, loss_cls: 1.2547, loss: 1.2547 2020-07-03 00:37:08,239 - mmaction - INFO - Epoch [66][840/940] lr: 1.000e-03, eta: 8:01:29, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2960, loss: 1.2960 2020-07-03 00:37:23,772 - mmaction - INFO - Epoch [66][860/940] lr: 1.000e-03, eta: 8:01:09, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8344, loss_cls: 1.4346, loss: 1.4346 2020-07-03 00:37:39,397 - mmaction - INFO - Epoch [66][880/940] lr: 1.000e-03, eta: 8:00:50, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8438, loss_cls: 1.3628, loss: 1.3628 2020-07-03 00:37:54,882 - mmaction - INFO - Epoch [66][900/940] lr: 1.000e-03, eta: 8:00:30, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3293, loss: 1.3293 2020-07-03 00:38:10,466 - mmaction - INFO - Epoch [66][920/940] lr: 1.000e-03, eta: 8:00:11, time: 0.779, data_time: 0.004, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.2924, loss: 1.2924 2020-07-03 00:38:25,432 - mmaction - INFO - Epoch [66][940/940] lr: 1.000e-03, eta: 7:59:51, time: 0.750, data_time: 0.003, memory: 21558, top1_acc: 0.6894, top5_acc: 0.8553, loss_cls: 1.3564, loss: 1.3564 2020-07-03 00:38:32,162 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-07-03 00:41:16,563 - mmaction - INFO - Epoch [67][20/940] lr: 1.000e-03, eta: 8:01:01, time: 8.154, data_time: 7.273, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.3060, loss: 1.3060 2020-07-03 00:41:31,969 - mmaction - INFO - Epoch [67][40/940] lr: 1.000e-03, eta: 8:00:41, time: 0.772, data_time: 0.007, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2695, loss: 1.2695 2020-07-03 00:41:47,453 - mmaction - INFO - Epoch [67][60/940] lr: 1.000e-03, eta: 8:00:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8672, loss_cls: 1.2019, loss: 1.2019 2020-07-03 00:42:02,829 - mmaction - INFO - Epoch [67][80/940] lr: 1.000e-03, eta: 8:00:02, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8625, loss_cls: 1.2488, loss: 1.2488 2020-07-03 00:42:18,324 - mmaction - INFO - Epoch [67][100/940] lr: 1.000e-03, eta: 7:59:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.2617, loss: 1.2617 2020-07-03 00:42:33,861 - mmaction - INFO - Epoch [67][120/940] lr: 1.000e-03, eta: 7:59:23, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.3734, loss: 1.3734 2020-07-03 00:42:49,253 - mmaction - INFO - Epoch [67][140/940] lr: 1.000e-03, eta: 7:59:03, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8641, loss_cls: 1.4014, loss: 1.4014 2020-07-03 00:43:04,951 - mmaction - INFO - Epoch [67][160/940] lr: 1.000e-03, eta: 7:58:44, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.2881, loss: 1.2881 2020-07-03 00:43:20,399 - mmaction - INFO - Epoch [67][180/940] lr: 1.000e-03, eta: 7:58:24, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.9047, loss_cls: 1.1328, loss: 1.1328 2020-07-03 00:43:35,969 - mmaction - INFO - Epoch [67][200/940] lr: 1.000e-03, eta: 7:58:04, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2500, loss: 1.2500 2020-07-03 00:43:51,447 - mmaction - INFO - Epoch [67][220/940] lr: 1.000e-03, eta: 7:57:45, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.2049, loss: 1.2049 2020-07-03 00:44:06,922 - mmaction - INFO - Epoch [67][240/940] lr: 1.000e-03, eta: 7:57:25, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8578, loss_cls: 1.3052, loss: 1.3052 2020-07-03 00:44:22,313 - mmaction - INFO - Epoch [67][260/940] lr: 1.000e-03, eta: 7:57:06, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2965, loss: 1.2965 2020-07-03 00:44:37,830 - mmaction - INFO - Epoch [67][280/940] lr: 1.000e-03, eta: 7:56:46, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.3051, loss: 1.3051 2020-07-03 00:44:53,153 - mmaction - INFO - Epoch [67][300/940] lr: 1.000e-03, eta: 7:56:26, time: 0.767, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8594, loss_cls: 1.3451, loss: 1.3451 2020-07-03 00:45:08,740 - mmaction - INFO - Epoch [67][320/940] lr: 1.000e-03, eta: 7:56:07, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2395, loss: 1.2395 2020-07-03 00:45:24,297 - mmaction - INFO - Epoch [67][340/940] lr: 1.000e-03, eta: 7:55:47, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8359, loss_cls: 1.3309, loss: 1.3309 2020-07-03 00:45:39,731 - mmaction - INFO - Epoch [67][360/940] lr: 1.000e-03, eta: 7:55:28, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6547, top5_acc: 0.8469, loss_cls: 1.3671, loss: 1.3671 2020-07-03 00:45:55,160 - mmaction - INFO - Epoch [67][380/940] lr: 1.000e-03, eta: 7:55:08, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8828, loss_cls: 1.2297, loss: 1.2297 2020-07-03 00:46:10,612 - mmaction - INFO - Epoch [67][400/940] lr: 1.000e-03, eta: 7:54:48, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8562, loss_cls: 1.4240, loss: 1.4240 2020-07-03 00:46:26,085 - mmaction - INFO - Epoch [67][420/940] lr: 1.000e-03, eta: 7:54:29, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2417, loss: 1.2417 2020-07-03 00:46:41,529 - mmaction - INFO - Epoch [67][440/940] lr: 1.000e-03, eta: 7:54:09, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2576, loss: 1.2576 2020-07-03 00:46:57,013 - mmaction - INFO - Epoch [67][460/940] lr: 1.000e-03, eta: 7:53:50, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.2633, loss: 1.2633 2020-07-03 00:47:12,545 - mmaction - INFO - Epoch [67][480/940] lr: 1.000e-03, eta: 7:53:30, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3469, loss: 1.3469 2020-07-03 00:47:27,995 - mmaction - INFO - Epoch [67][500/940] lr: 1.000e-03, eta: 7:53:10, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.3124, loss: 1.3124 2020-07-03 00:47:43,464 - mmaction - INFO - Epoch [67][520/940] lr: 1.000e-03, eta: 7:52:51, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1948, loss: 1.1948 2020-07-03 00:47:58,966 - mmaction - INFO - Epoch [67][540/940] lr: 1.000e-03, eta: 7:52:31, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.3228, loss: 1.3228 2020-07-03 00:48:14,488 - mmaction - INFO - Epoch [67][560/940] lr: 1.000e-03, eta: 7:52:12, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8531, loss_cls: 1.3044, loss: 1.3044 2020-07-03 00:48:29,964 - mmaction - INFO - Epoch [67][580/940] lr: 1.000e-03, eta: 7:51:52, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2931, loss: 1.2931 2020-07-03 00:48:45,429 - mmaction - INFO - Epoch [67][600/940] lr: 1.000e-03, eta: 7:51:33, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8422, loss_cls: 1.4534, loss: 1.4534 2020-07-03 00:49:00,890 - mmaction - INFO - Epoch [67][620/940] lr: 1.000e-03, eta: 7:51:13, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.3662, loss: 1.3662 2020-07-03 00:49:16,393 - mmaction - INFO - Epoch [67][640/940] lr: 1.000e-03, eta: 7:50:54, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6375, top5_acc: 0.8516, loss_cls: 1.4356, loss: 1.4356 2020-07-03 00:49:31,844 - mmaction - INFO - Epoch [67][660/940] lr: 1.000e-03, eta: 7:50:34, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8766, loss_cls: 1.3732, loss: 1.3732 2020-07-03 00:49:47,322 - mmaction - INFO - Epoch [67][680/940] lr: 1.000e-03, eta: 7:50:14, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8750, loss_cls: 1.2131, loss: 1.2131 2020-07-03 00:50:03,009 - mmaction - INFO - Epoch [67][700/940] lr: 1.000e-03, eta: 7:49:55, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8641, loss_cls: 1.3561, loss: 1.3561 2020-07-03 00:50:18,564 - mmaction - INFO - Epoch [67][720/940] lr: 1.000e-03, eta: 7:49:36, time: 0.780, data_time: 0.005, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8484, loss_cls: 1.4635, loss: 1.4635 2020-07-03 00:50:34,067 - mmaction - INFO - Epoch [67][740/940] lr: 1.000e-03, eta: 7:49:16, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2567, loss: 1.2567 2020-07-03 00:50:49,500 - mmaction - INFO - Epoch [67][760/940] lr: 1.000e-03, eta: 7:48:56, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8500, loss_cls: 1.4266, loss: 1.4266 2020-07-03 00:51:05,121 - mmaction - INFO - Epoch [67][780/940] lr: 1.000e-03, eta: 7:48:37, time: 0.780, data_time: 0.004, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.3450, loss: 1.3450 2020-07-03 00:51:20,523 - mmaction - INFO - Epoch [67][800/940] lr: 1.000e-03, eta: 7:48:17, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8547, loss_cls: 1.3368, loss: 1.3368 2020-07-03 00:51:36,023 - mmaction - INFO - Epoch [67][820/940] lr: 1.000e-03, eta: 7:47:58, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8469, loss_cls: 1.3567, loss: 1.3567 2020-07-03 00:51:51,464 - mmaction - INFO - Epoch [67][840/940] lr: 1.000e-03, eta: 7:47:38, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8594, loss_cls: 1.3117, loss: 1.3117 2020-07-03 00:52:06,957 - mmaction - INFO - Epoch [67][860/940] lr: 1.000e-03, eta: 7:47:19, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.2422, loss: 1.2422 2020-07-03 00:52:22,409 - mmaction - INFO - Epoch [67][880/940] lr: 1.000e-03, eta: 7:46:59, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8594, loss_cls: 1.2973, loss: 1.2973 2020-07-03 00:52:37,809 - mmaction - INFO - Epoch [67][900/940] lr: 1.000e-03, eta: 7:46:40, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2567, loss: 1.2567 2020-07-03 00:52:53,318 - mmaction - INFO - Epoch [67][920/940] lr: 1.000e-03, eta: 7:46:20, time: 0.775, data_time: 0.004, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8719, loss_cls: 1.2625, loss: 1.2625 2020-07-03 00:53:08,216 - mmaction - INFO - Epoch [67][940/940] lr: 1.000e-03, eta: 7:46:00, time: 0.745, data_time: 0.001, memory: 21558, top1_acc: 0.6618, top5_acc: 0.8423, loss_cls: 1.3926, loss: 1.3926 2020-07-03 00:53:14,888 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-07-03 00:56:03,627 - mmaction - INFO - Epoch [68][20/940] lr: 1.000e-03, eta: 7:47:09, time: 8.364, data_time: 7.520, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.3209, loss: 1.3209 2020-07-03 00:56:19,050 - mmaction - INFO - Epoch [68][40/940] lr: 1.000e-03, eta: 7:46:49, time: 0.772, data_time: 0.005, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8797, loss_cls: 1.1761, loss: 1.1761 2020-07-03 00:56:34,537 - mmaction - INFO - Epoch [68][60/940] lr: 1.000e-03, eta: 7:46:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8734, loss_cls: 1.2304, loss: 1.2304 2020-07-03 00:56:49,935 - mmaction - INFO - Epoch [68][80/940] lr: 1.000e-03, eta: 7:46:10, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8516, loss_cls: 1.4152, loss: 1.4152 2020-07-03 00:57:05,375 - mmaction - INFO - Epoch [68][100/940] lr: 1.000e-03, eta: 7:45:50, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3164, loss: 1.3164 2020-07-03 00:57:20,810 - mmaction - INFO - Epoch [68][120/940] lr: 1.000e-03, eta: 7:45:31, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8672, loss_cls: 1.2580, loss: 1.2580 2020-07-03 00:57:36,356 - mmaction - INFO - Epoch [68][140/940] lr: 1.000e-03, eta: 7:45:11, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3287, loss: 1.3287 2020-07-03 00:57:51,901 - mmaction - INFO - Epoch [68][160/940] lr: 1.000e-03, eta: 7:44:52, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.2714, loss: 1.2714 2020-07-03 00:58:07,436 - mmaction - INFO - Epoch [68][180/940] lr: 1.000e-03, eta: 7:44:32, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.3335, loss: 1.3335 2020-07-03 00:58:22,832 - mmaction - INFO - Epoch [68][200/940] lr: 1.000e-03, eta: 7:44:12, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8484, loss_cls: 1.3030, loss: 1.3030 2020-07-03 00:58:38,267 - mmaction - INFO - Epoch [68][220/940] lr: 1.000e-03, eta: 7:43:53, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8859, loss_cls: 1.1784, loss: 1.1784 2020-07-03 00:58:53,719 - mmaction - INFO - Epoch [68][240/940] lr: 1.000e-03, eta: 7:43:33, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8828, loss_cls: 1.1819, loss: 1.1819 2020-07-03 00:59:09,145 - mmaction - INFO - Epoch [68][260/940] lr: 1.000e-03, eta: 7:43:14, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.3019, loss: 1.3019 2020-07-03 00:59:24,575 - mmaction - INFO - Epoch [68][280/940] lr: 1.000e-03, eta: 7:42:54, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.2598, loss: 1.2598 2020-07-03 00:59:40,035 - mmaction - INFO - Epoch [68][300/940] lr: 1.000e-03, eta: 7:42:35, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.2900, loss: 1.2900 2020-07-03 00:59:55,606 - mmaction - INFO - Epoch [68][320/940] lr: 1.000e-03, eta: 7:42:15, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2313, loss: 1.2313 2020-07-03 01:00:13,965 - mmaction - INFO - Epoch [68][340/940] lr: 1.000e-03, eta: 7:41:57, time: 0.917, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8625, loss_cls: 1.2556, loss: 1.2556 2020-07-03 01:00:29,380 - mmaction - INFO - Epoch [68][360/940] lr: 1.000e-03, eta: 7:41:38, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8578, loss_cls: 1.3570, loss: 1.3570 2020-07-03 01:00:44,973 - mmaction - INFO - Epoch [68][380/940] lr: 1.000e-03, eta: 7:41:18, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8828, loss_cls: 1.1899, loss: 1.1899 2020-07-03 01:01:00,474 - mmaction - INFO - Epoch [68][400/940] lr: 1.000e-03, eta: 7:40:59, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2590, loss: 1.2590 2020-07-03 01:01:16,132 - mmaction - INFO - Epoch [68][420/940] lr: 1.000e-03, eta: 7:40:39, time: 0.783, data_time: 0.000, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8906, loss_cls: 1.1582, loss: 1.1582 2020-07-03 01:01:31,540 - mmaction - INFO - Epoch [68][440/940] lr: 1.000e-03, eta: 7:40:20, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8672, loss_cls: 1.2391, loss: 1.2391 2020-07-03 01:01:47,277 - mmaction - INFO - Epoch [68][460/940] lr: 1.000e-03, eta: 7:40:00, time: 0.787, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8625, loss_cls: 1.2953, loss: 1.2953 2020-07-03 01:02:02,619 - mmaction - INFO - Epoch [68][480/940] lr: 1.000e-03, eta: 7:39:41, time: 0.767, data_time: 0.000, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2420, loss: 1.2420 2020-07-03 01:02:18,094 - mmaction - INFO - Epoch [68][500/940] lr: 1.000e-03, eta: 7:39:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2953, loss: 1.2953 2020-07-03 01:02:33,738 - mmaction - INFO - Epoch [68][520/940] lr: 1.000e-03, eta: 7:39:02, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8547, loss_cls: 1.2682, loss: 1.2682 2020-07-03 01:02:49,285 - mmaction - INFO - Epoch [68][540/940] lr: 1.000e-03, eta: 7:38:42, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2873, loss: 1.2873 2020-07-03 01:03:04,762 - mmaction - INFO - Epoch [68][560/940] lr: 1.000e-03, eta: 7:38:23, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8703, loss_cls: 1.2681, loss: 1.2681 2020-07-03 01:03:20,289 - mmaction - INFO - Epoch [68][580/940] lr: 1.000e-03, eta: 7:38:03, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3456, loss: 1.3456 2020-07-03 01:03:35,728 - mmaction - INFO - Epoch [68][600/940] lr: 1.000e-03, eta: 7:37:44, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3408, loss: 1.3408 2020-07-03 01:03:51,331 - mmaction - INFO - Epoch [68][620/940] lr: 1.000e-03, eta: 7:37:24, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1304, loss: 1.1304 2020-07-03 01:04:06,680 - mmaction - INFO - Epoch [68][640/940] lr: 1.000e-03, eta: 7:37:05, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.4001, loss: 1.4001 2020-07-03 01:04:22,140 - mmaction - INFO - Epoch [68][660/940] lr: 1.000e-03, eta: 7:36:45, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.3224, loss: 1.3224 2020-07-03 01:04:37,660 - mmaction - INFO - Epoch [68][680/940] lr: 1.000e-03, eta: 7:36:26, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8531, loss_cls: 1.4030, loss: 1.4030 2020-07-03 01:04:53,173 - mmaction - INFO - Epoch [68][700/940] lr: 1.000e-03, eta: 7:36:06, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2295, loss: 1.2295 2020-07-03 01:05:09,474 - mmaction - INFO - Epoch [68][720/940] lr: 1.000e-03, eta: 7:35:47, time: 0.814, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8422, loss_cls: 1.3555, loss: 1.3555 2020-07-03 01:05:24,952 - mmaction - INFO - Epoch [68][740/940] lr: 1.000e-03, eta: 7:35:28, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.3020, loss: 1.3020 2020-07-03 01:05:40,450 - mmaction - INFO - Epoch [68][760/940] lr: 1.000e-03, eta: 7:35:08, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.5091, loss: 1.5091 2020-07-03 01:05:55,842 - mmaction - INFO - Epoch [68][780/940] lr: 1.000e-03, eta: 7:34:49, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3414, loss: 1.3414 2020-07-03 01:06:11,314 - mmaction - INFO - Epoch [68][800/940] lr: 1.000e-03, eta: 7:34:29, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.2465, loss: 1.2465 2020-07-03 01:06:26,710 - mmaction - INFO - Epoch [68][820/940] lr: 1.000e-03, eta: 7:34:10, time: 0.772, data_time: 0.004, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3585, loss: 1.3585 2020-07-03 01:06:42,311 - mmaction - INFO - Epoch [68][840/940] lr: 1.000e-03, eta: 7:33:50, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2754, loss: 1.2754 2020-07-03 01:06:57,704 - mmaction - INFO - Epoch [68][860/940] lr: 1.000e-03, eta: 7:33:31, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2351, loss: 1.2351 2020-07-03 01:07:13,162 - mmaction - INFO - Epoch [68][880/940] lr: 1.000e-03, eta: 7:33:11, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8516, loss_cls: 1.3867, loss: 1.3867 2020-07-03 01:07:28,634 - mmaction - INFO - Epoch [68][900/940] lr: 1.000e-03, eta: 7:32:52, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8656, loss_cls: 1.2939, loss: 1.2939 2020-07-03 01:07:44,112 - mmaction - INFO - Epoch [68][920/940] lr: 1.000e-03, eta: 7:32:32, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8375, loss_cls: 1.4438, loss: 1.4438 2020-07-03 01:07:58,889 - mmaction - INFO - Epoch [68][940/940] lr: 1.000e-03, eta: 7:32:13, time: 0.739, data_time: 0.001, memory: 21558, top1_acc: 0.7301, top5_acc: 0.8943, loss_cls: 1.1677, loss: 1.1677 2020-07-03 01:08:04,264 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-07-03 01:09:59,796 - mmaction - INFO - Epoch [69][20/940] lr: 1.000e-03, eta: 7:32:48, time: 5.714, data_time: 4.925, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8766, loss_cls: 1.2255, loss: 1.2255 2020-07-03 01:10:16,038 - mmaction - INFO - Epoch [69][40/940] lr: 1.000e-03, eta: 7:32:29, time: 0.812, data_time: 0.029, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2766, loss: 1.2766 2020-07-03 01:10:31,512 - mmaction - INFO - Epoch [69][60/940] lr: 1.000e-03, eta: 7:32:09, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.1707, loss: 1.1707 2020-07-03 01:10:47,047 - mmaction - INFO - Epoch [69][80/940] lr: 1.000e-03, eta: 7:31:50, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2642, loss: 1.2642 2020-07-03 01:11:02,512 - mmaction - INFO - Epoch [69][100/940] lr: 1.000e-03, eta: 7:31:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8594, loss_cls: 1.3345, loss: 1.3345 2020-07-03 01:11:18,028 - mmaction - INFO - Epoch [69][120/940] lr: 1.000e-03, eta: 7:31:11, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8734, loss_cls: 1.2556, loss: 1.2556 2020-07-03 01:11:33,573 - mmaction - INFO - Epoch [69][140/940] lr: 1.000e-03, eta: 7:30:51, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3385, loss: 1.3385 2020-07-03 01:11:49,135 - mmaction - INFO - Epoch [69][160/940] lr: 1.000e-03, eta: 7:30:32, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2647, loss: 1.2647 2020-07-03 01:12:04,849 - mmaction - INFO - Epoch [69][180/940] lr: 1.000e-03, eta: 7:30:12, time: 0.788, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8688, loss_cls: 1.2972, loss: 1.2972 2020-07-03 01:12:20,326 - mmaction - INFO - Epoch [69][200/940] lr: 1.000e-03, eta: 7:29:53, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8734, loss_cls: 1.2071, loss: 1.2071 2020-07-03 01:12:35,780 - mmaction - INFO - Epoch [69][220/940] lr: 1.000e-03, eta: 7:29:33, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8500, loss_cls: 1.3521, loss: 1.3521 2020-07-03 01:12:51,361 - mmaction - INFO - Epoch [69][240/940] lr: 1.000e-03, eta: 7:29:14, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.2981, loss: 1.2981 2020-07-03 01:13:06,849 - mmaction - INFO - Epoch [69][260/940] lr: 1.000e-03, eta: 7:28:54, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8531, loss_cls: 1.3330, loss: 1.3330 2020-07-03 01:13:22,359 - mmaction - INFO - Epoch [69][280/940] lr: 1.000e-03, eta: 7:28:35, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.2124, loss: 1.2124 2020-07-03 01:13:37,833 - mmaction - INFO - Epoch [69][300/940] lr: 1.000e-03, eta: 7:28:16, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1866, loss: 1.1866 2020-07-03 01:13:53,257 - mmaction - INFO - Epoch [69][320/940] lr: 1.000e-03, eta: 7:27:56, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8484, loss_cls: 1.3753, loss: 1.3753 2020-07-03 01:14:08,725 - mmaction - INFO - Epoch [69][340/940] lr: 1.000e-03, eta: 7:27:37, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8406, loss_cls: 1.4049, loss: 1.4049 2020-07-03 01:14:24,283 - mmaction - INFO - Epoch [69][360/940] lr: 1.000e-03, eta: 7:27:17, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2823, loss: 1.2823 2020-07-03 01:14:39,804 - mmaction - INFO - Epoch [69][380/940] lr: 1.000e-03, eta: 7:26:58, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.2736, loss: 1.2736 2020-07-03 01:14:55,539 - mmaction - INFO - Epoch [69][400/940] lr: 1.000e-03, eta: 7:26:38, time: 0.787, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3275, loss: 1.3275 2020-07-03 01:15:11,188 - mmaction - INFO - Epoch [69][420/940] lr: 1.000e-03, eta: 7:26:19, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3367, loss: 1.3367 2020-07-03 01:15:26,667 - mmaction - INFO - Epoch [69][440/940] lr: 1.000e-03, eta: 7:26:00, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.3360, loss: 1.3360 2020-07-03 01:15:42,241 - mmaction - INFO - Epoch [69][460/940] lr: 1.000e-03, eta: 7:25:40, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8594, loss_cls: 1.3088, loss: 1.3088 2020-07-03 01:15:57,663 - mmaction - INFO - Epoch [69][480/940] lr: 1.000e-03, eta: 7:25:21, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8359, loss_cls: 1.3592, loss: 1.3592 2020-07-03 01:16:13,165 - mmaction - INFO - Epoch [69][500/940] lr: 1.000e-03, eta: 7:25:01, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.2764, loss: 1.2764 2020-07-03 01:16:28,666 - mmaction - INFO - Epoch [69][520/940] lr: 1.000e-03, eta: 7:24:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2674, loss: 1.2674 2020-07-03 01:16:44,133 - mmaction - INFO - Epoch [69][540/940] lr: 1.000e-03, eta: 7:24:22, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.3067, loss: 1.3067 2020-07-03 01:16:59,609 - mmaction - INFO - Epoch [69][560/940] lr: 1.000e-03, eta: 7:24:03, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8766, loss_cls: 1.2925, loss: 1.2925 2020-07-03 01:17:14,968 - mmaction - INFO - Epoch [69][580/940] lr: 1.000e-03, eta: 7:23:43, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8594, loss_cls: 1.2781, loss: 1.2781 2020-07-03 01:17:31,450 - mmaction - INFO - Epoch [69][600/940] lr: 1.000e-03, eta: 7:23:25, time: 0.824, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3856, loss: 1.3856 2020-07-03 01:17:47,053 - mmaction - INFO - Epoch [69][620/940] lr: 1.000e-03, eta: 7:23:05, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8672, loss_cls: 1.2870, loss: 1.2870 2020-07-03 01:18:02,607 - mmaction - INFO - Epoch [69][640/940] lr: 1.000e-03, eta: 7:22:46, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8562, loss_cls: 1.2815, loss: 1.2815 2020-07-03 01:18:18,050 - mmaction - INFO - Epoch [69][660/940] lr: 1.000e-03, eta: 7:22:26, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2310, loss: 1.2310 2020-07-03 01:18:33,534 - mmaction - INFO - Epoch [69][680/940] lr: 1.000e-03, eta: 7:22:07, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.1891, loss: 1.1891 2020-07-03 01:18:49,015 - mmaction - INFO - Epoch [69][700/940] lr: 1.000e-03, eta: 7:21:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.2341, loss: 1.2341 2020-07-03 01:19:04,517 - mmaction - INFO - Epoch [69][720/940] lr: 1.000e-03, eta: 7:21:28, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2970, loss: 1.2970 2020-07-03 01:19:19,981 - mmaction - INFO - Epoch [69][740/940] lr: 1.000e-03, eta: 7:21:09, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3577, loss: 1.3577 2020-07-03 01:19:35,461 - mmaction - INFO - Epoch [69][760/940] lr: 1.000e-03, eta: 7:20:49, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2714, loss: 1.2714 2020-07-03 01:19:50,872 - mmaction - INFO - Epoch [69][780/940] lr: 1.000e-03, eta: 7:20:30, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2747, loss: 1.2747 2020-07-03 01:20:06,631 - mmaction - INFO - Epoch [69][800/940] lr: 1.000e-03, eta: 7:20:11, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8453, loss_cls: 1.4323, loss: 1.4323 2020-07-03 01:20:22,121 - mmaction - INFO - Epoch [69][820/940] lr: 1.000e-03, eta: 7:19:51, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3198, loss: 1.3198 2020-07-03 01:20:37,629 - mmaction - INFO - Epoch [69][840/940] lr: 1.000e-03, eta: 7:19:32, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2261, loss: 1.2261 2020-07-03 01:20:53,050 - mmaction - INFO - Epoch [69][860/940] lr: 1.000e-03, eta: 7:19:13, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8484, loss_cls: 1.3517, loss: 1.3517 2020-07-03 01:21:08,487 - mmaction - INFO - Epoch [69][880/940] lr: 1.000e-03, eta: 7:18:53, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.2602, loss: 1.2602 2020-07-03 01:21:23,890 - mmaction - INFO - Epoch [69][900/940] lr: 1.000e-03, eta: 7:18:34, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8359, loss_cls: 1.3305, loss: 1.3305 2020-07-03 01:21:39,382 - mmaction - INFO - Epoch [69][920/940] lr: 1.000e-03, eta: 7:18:14, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3172, loss: 1.3172 2020-07-03 01:21:54,117 - mmaction - INFO - Epoch [69][940/940] lr: 1.000e-03, eta: 7:17:55, time: 0.738, data_time: 0.002, memory: 21558, top1_acc: 0.6862, top5_acc: 0.8715, loss_cls: 1.2630, loss: 1.2630 2020-07-03 01:21:58,156 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-07-03 01:24:47,039 - mmaction - INFO - Epoch [70][20/940] lr: 1.000e-03, eta: 7:18:55, time: 8.377, data_time: 7.573, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2961, loss: 1.2961 2020-07-03 01:25:03,235 - mmaction - INFO - Epoch [70][40/940] lr: 1.000e-03, eta: 7:18:36, time: 0.811, data_time: 0.022, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2408, loss: 1.2408 2020-07-03 01:25:18,758 - mmaction - INFO - Epoch [70][60/940] lr: 1.000e-03, eta: 7:18:16, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.3401, loss: 1.3401 2020-07-03 01:25:34,301 - mmaction - INFO - Epoch [70][80/940] lr: 1.000e-03, eta: 7:17:57, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8703, loss_cls: 1.2823, loss: 1.2823 2020-07-03 01:25:49,697 - mmaction - INFO - Epoch [70][100/940] lr: 1.000e-03, eta: 7:17:38, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8594, loss_cls: 1.3645, loss: 1.3645 2020-07-03 01:26:05,132 - mmaction - INFO - Epoch [70][120/940] lr: 1.000e-03, eta: 7:17:18, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8562, loss_cls: 1.3989, loss: 1.3989 2020-07-03 01:26:20,552 - mmaction - INFO - Epoch [70][140/940] lr: 1.000e-03, eta: 7:16:59, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8672, loss_cls: 1.2565, loss: 1.2565 2020-07-03 01:26:36,068 - mmaction - INFO - Epoch [70][160/940] lr: 1.000e-03, eta: 7:16:39, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.3000, loss: 1.3000 2020-07-03 01:26:51,579 - mmaction - INFO - Epoch [70][180/940] lr: 1.000e-03, eta: 7:16:20, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2642, loss: 1.2642 2020-07-03 01:27:07,240 - mmaction - INFO - Epoch [70][200/940] lr: 1.000e-03, eta: 7:16:00, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8594, loss_cls: 1.2552, loss: 1.2552 2020-07-03 01:27:22,873 - mmaction - INFO - Epoch [70][220/940] lr: 1.000e-03, eta: 7:15:41, time: 0.783, data_time: 0.003, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2304, loss: 1.2304 2020-07-03 01:27:38,371 - mmaction - INFO - Epoch [70][240/940] lr: 1.000e-03, eta: 7:15:22, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2484, loss: 1.2484 2020-07-03 01:27:53,917 - mmaction - INFO - Epoch [70][260/940] lr: 1.000e-03, eta: 7:15:02, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2491, loss: 1.2491 2020-07-03 01:28:09,390 - mmaction - INFO - Epoch [70][280/940] lr: 1.000e-03, eta: 7:14:43, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.3230, loss: 1.3230 2020-07-03 01:28:24,917 - mmaction - INFO - Epoch [70][300/940] lr: 1.000e-03, eta: 7:14:23, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3709, loss: 1.3709 2020-07-03 01:28:40,417 - mmaction - INFO - Epoch [70][320/940] lr: 1.000e-03, eta: 7:14:04, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2781, loss: 1.2781 2020-07-03 01:28:55,899 - mmaction - INFO - Epoch [70][340/940] lr: 1.000e-03, eta: 7:13:45, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2589, loss: 1.2589 2020-07-03 01:29:11,374 - mmaction - INFO - Epoch [70][360/940] lr: 1.000e-03, eta: 7:13:25, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2648, loss: 1.2648 2020-07-03 01:29:26,854 - mmaction - INFO - Epoch [70][380/940] lr: 1.000e-03, eta: 7:13:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2478, loss: 1.2478 2020-07-03 01:29:42,439 - mmaction - INFO - Epoch [70][400/940] lr: 1.000e-03, eta: 7:12:46, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.3153, loss: 1.3153 2020-07-03 01:29:57,993 - mmaction - INFO - Epoch [70][420/940] lr: 1.000e-03, eta: 7:12:27, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.3376, loss: 1.3376 2020-07-03 01:30:13,663 - mmaction - INFO - Epoch [70][440/940] lr: 1.000e-03, eta: 7:12:08, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8406, loss_cls: 1.4099, loss: 1.4099 2020-07-03 01:30:29,262 - mmaction - INFO - Epoch [70][460/940] lr: 1.000e-03, eta: 7:11:48, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.2308, loss: 1.2308 2020-07-03 01:30:44,798 - mmaction - INFO - Epoch [70][480/940] lr: 1.000e-03, eta: 7:11:29, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1959, loss: 1.1959 2020-07-03 01:31:00,248 - mmaction - INFO - Epoch [70][500/940] lr: 1.000e-03, eta: 7:11:10, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.3226, loss: 1.3226 2020-07-03 01:31:15,758 - mmaction - INFO - Epoch [70][520/940] lr: 1.000e-03, eta: 7:10:50, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8688, loss_cls: 1.3185, loss: 1.3185 2020-07-03 01:31:31,265 - mmaction - INFO - Epoch [70][540/940] lr: 1.000e-03, eta: 7:10:31, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8641, loss_cls: 1.2431, loss: 1.2431 2020-07-03 01:31:46,731 - mmaction - INFO - Epoch [70][560/940] lr: 1.000e-03, eta: 7:10:12, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1419, loss: 1.1419 2020-07-03 01:32:02,259 - mmaction - INFO - Epoch [70][580/940] lr: 1.000e-03, eta: 7:09:52, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8578, loss_cls: 1.3884, loss: 1.3884 2020-07-03 01:32:17,738 - mmaction - INFO - Epoch [70][600/940] lr: 1.000e-03, eta: 7:09:33, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2533, loss: 1.2533 2020-07-03 01:32:33,265 - mmaction - INFO - Epoch [70][620/940] lr: 1.000e-03, eta: 7:09:13, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.2656, loss: 1.2656 2020-07-03 01:32:48,843 - mmaction - INFO - Epoch [70][640/940] lr: 1.000e-03, eta: 7:08:54, time: 0.781, data_time: 0.006, memory: 21558, top1_acc: 0.6484, top5_acc: 0.8500, loss_cls: 1.3852, loss: 1.3852 2020-07-03 01:33:04,424 - mmaction - INFO - Epoch [70][660/940] lr: 1.000e-03, eta: 7:08:35, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.2949, loss: 1.2949 2020-07-03 01:33:19,959 - mmaction - INFO - Epoch [70][680/940] lr: 1.000e-03, eta: 7:08:16, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.3212, loss: 1.3212 2020-07-03 01:33:35,433 - mmaction - INFO - Epoch [70][700/940] lr: 1.000e-03, eta: 7:07:56, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.2868, loss: 1.2868 2020-07-03 01:33:50,935 - mmaction - INFO - Epoch [70][720/940] lr: 1.000e-03, eta: 7:07:37, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2957, loss: 1.2957 2020-07-03 01:34:06,423 - mmaction - INFO - Epoch [70][740/940] lr: 1.000e-03, eta: 7:07:17, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2341, loss: 1.2341 2020-07-03 01:34:21,922 - mmaction - INFO - Epoch [70][760/940] lr: 1.000e-03, eta: 7:06:58, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.3163, loss: 1.3163 2020-07-03 01:34:37,413 - mmaction - INFO - Epoch [70][780/940] lr: 1.000e-03, eta: 7:06:39, time: 0.776, data_time: 0.005, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8641, loss_cls: 1.2616, loss: 1.2616 2020-07-03 01:34:52,835 - mmaction - INFO - Epoch [70][800/940] lr: 1.000e-03, eta: 7:06:19, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8609, loss_cls: 1.2827, loss: 1.2827 2020-07-03 01:35:08,320 - mmaction - INFO - Epoch [70][820/940] lr: 1.000e-03, eta: 7:06:00, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2698, loss: 1.2698 2020-07-03 01:35:23,848 - mmaction - INFO - Epoch [70][840/940] lr: 1.000e-03, eta: 7:05:41, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8656, loss_cls: 1.2222, loss: 1.2222 2020-07-03 01:35:39,296 - mmaction - INFO - Epoch [70][860/940] lr: 1.000e-03, eta: 7:05:21, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8734, loss_cls: 1.2698, loss: 1.2698 2020-07-03 01:35:54,879 - mmaction - INFO - Epoch [70][880/940] lr: 1.000e-03, eta: 7:05:02, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2687, loss: 1.2687 2020-07-03 01:36:10,354 - mmaction - INFO - Epoch [70][900/940] lr: 1.000e-03, eta: 7:04:43, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8734, loss_cls: 1.2024, loss: 1.2024 2020-07-03 01:36:25,653 - mmaction - INFO - Epoch [70][920/940] lr: 1.000e-03, eta: 7:04:23, time: 0.768, data_time: 0.004, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2553, loss: 1.2553 2020-07-03 01:36:40,456 - mmaction - INFO - Epoch [70][940/940] lr: 1.000e-03, eta: 7:04:04, time: 0.740, data_time: 0.001, memory: 21558, top1_acc: 0.7171, top5_acc: 0.8829, loss_cls: 1.1955, loss: 1.1955 2020-07-03 01:36:46,808 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-03 01:44:35,848 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 01:44:36,558 - mmaction - INFO - top1_acc 0.6986 top5_acc 0.8885 2020-07-03 01:44:36,559 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 01:44:36,607 - mmaction - INFO - mean_acc 0.6985 2020-07-03 01:44:36,613 - mmaction - INFO - Epoch [70][940/940] lr: 1.000e-03, top1_acc: 0.6986, top5_acc: 0.8885, mean_class_accuracy: 0.6985 2020-07-03 01:47:32,614 - mmaction - INFO - Epoch [71][20/940] lr: 1.000e-03, eta: 7:05:04, time: 8.796, data_time: 7.939, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.2684, loss: 1.2684 2020-07-03 01:47:48,279 - mmaction - INFO - Epoch [71][40/940] lr: 1.000e-03, eta: 7:04:45, time: 0.784, data_time: 0.008, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.2139, loss: 1.2139 2020-07-03 01:48:03,755 - mmaction - INFO - Epoch [71][60/940] lr: 1.000e-03, eta: 7:04:26, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2485, loss: 1.2485 2020-07-03 01:48:19,297 - mmaction - INFO - Epoch [71][80/940] lr: 1.000e-03, eta: 7:04:06, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.2990, loss: 1.2990 2020-07-03 01:48:34,794 - mmaction - INFO - Epoch [71][100/940] lr: 1.000e-03, eta: 7:03:47, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 1.0494, loss: 1.0494 2020-07-03 01:48:50,325 - mmaction - INFO - Epoch [71][120/940] lr: 1.000e-03, eta: 7:03:28, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8656, loss_cls: 1.4007, loss: 1.4007 2020-07-03 01:49:05,829 - mmaction - INFO - Epoch [71][140/940] lr: 1.000e-03, eta: 7:03:08, time: 0.780, data_time: 0.006, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.3040, loss: 1.3040 2020-07-03 01:49:21,237 - mmaction - INFO - Epoch [71][160/940] lr: 1.000e-03, eta: 7:02:49, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3066, loss: 1.3066 2020-07-03 01:49:36,635 - mmaction - INFO - Epoch [71][180/940] lr: 1.000e-03, eta: 7:02:29, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2586, loss: 1.2586 2020-07-03 01:49:52,001 - mmaction - INFO - Epoch [71][200/940] lr: 1.000e-03, eta: 7:02:10, time: 0.768, data_time: 0.000, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8531, loss_cls: 1.2939, loss: 1.2939 2020-07-03 01:50:07,757 - mmaction - INFO - Epoch [71][220/940] lr: 1.000e-03, eta: 7:01:51, time: 0.787, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8641, loss_cls: 1.2511, loss: 1.2511 2020-07-03 01:50:23,423 - mmaction - INFO - Epoch [71][240/940] lr: 1.000e-03, eta: 7:01:31, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.2652, loss: 1.2652 2020-07-03 01:50:38,946 - mmaction - INFO - Epoch [71][260/940] lr: 1.000e-03, eta: 7:01:12, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.2637, loss: 1.2637 2020-07-03 01:50:54,316 - mmaction - INFO - Epoch [71][280/940] lr: 1.000e-03, eta: 7:00:53, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.2649, loss: 1.2649 2020-07-03 01:51:09,829 - mmaction - INFO - Epoch [71][300/940] lr: 1.000e-03, eta: 7:00:33, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.2099, loss: 1.2099 2020-07-03 01:51:25,230 - mmaction - INFO - Epoch [71][320/940] lr: 1.000e-03, eta: 7:00:14, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8703, loss_cls: 1.1908, loss: 1.1908 2020-07-03 01:51:40,658 - mmaction - INFO - Epoch [71][340/940] lr: 1.000e-03, eta: 6:59:54, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.2398, loss: 1.2398 2020-07-03 01:51:56,097 - mmaction - INFO - Epoch [71][360/940] lr: 1.000e-03, eta: 6:59:35, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3303, loss: 1.3303 2020-07-03 01:52:11,575 - mmaction - INFO - Epoch [71][380/940] lr: 1.000e-03, eta: 6:59:16, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2619, loss: 1.2619 2020-07-03 01:52:27,150 - mmaction - INFO - Epoch [71][400/940] lr: 1.000e-03, eta: 6:58:56, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8516, loss_cls: 1.3934, loss: 1.3934 2020-07-03 01:52:42,817 - mmaction - INFO - Epoch [71][420/940] lr: 1.000e-03, eta: 6:58:37, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8594, loss_cls: 1.3150, loss: 1.3150 2020-07-03 01:52:58,360 - mmaction - INFO - Epoch [71][440/940] lr: 1.000e-03, eta: 6:58:18, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8328, loss_cls: 1.3979, loss: 1.3979 2020-07-03 01:53:13,761 - mmaction - INFO - Epoch [71][460/940] lr: 1.000e-03, eta: 6:57:58, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8703, loss_cls: 1.2192, loss: 1.2192 2020-07-03 01:53:29,245 - mmaction - INFO - Epoch [71][480/940] lr: 1.000e-03, eta: 6:57:39, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.3164, loss: 1.3164 2020-07-03 01:53:44,722 - mmaction - INFO - Epoch [71][500/940] lr: 1.000e-03, eta: 6:57:20, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.3163, loss: 1.3163 2020-07-03 01:54:00,118 - mmaction - INFO - Epoch [71][520/940] lr: 1.000e-03, eta: 6:57:00, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.2707, loss: 1.2707 2020-07-03 01:54:15,531 - mmaction - INFO - Epoch [71][540/940] lr: 1.000e-03, eta: 6:56:41, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2781, loss: 1.2781 2020-07-03 01:54:31,023 - mmaction - INFO - Epoch [71][560/940] lr: 1.000e-03, eta: 6:56:22, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.3075, loss: 1.3075 2020-07-03 01:54:46,550 - mmaction - INFO - Epoch [71][580/940] lr: 1.000e-03, eta: 6:56:02, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2163, loss: 1.2163 2020-07-03 01:55:02,069 - mmaction - INFO - Epoch [71][600/940] lr: 1.000e-03, eta: 6:55:43, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8438, loss_cls: 1.3448, loss: 1.3448 2020-07-03 01:55:17,689 - mmaction - INFO - Epoch [71][620/940] lr: 1.000e-03, eta: 6:55:24, time: 0.784, data_time: 0.005, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8578, loss_cls: 1.2995, loss: 1.2995 2020-07-03 01:55:33,192 - mmaction - INFO - Epoch [71][640/940] lr: 1.000e-03, eta: 6:55:04, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.3774, loss: 1.3774 2020-07-03 01:55:48,666 - mmaction - INFO - Epoch [71][660/940] lr: 1.000e-03, eta: 6:54:45, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2433, loss: 1.2433 2020-07-03 01:56:04,186 - mmaction - INFO - Epoch [71][680/940] lr: 1.000e-03, eta: 6:54:26, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.3053, loss: 1.3053 2020-07-03 01:56:19,503 - mmaction - INFO - Epoch [71][700/940] lr: 1.000e-03, eta: 6:54:06, time: 0.766, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.2530, loss: 1.2530 2020-07-03 01:56:35,089 - mmaction - INFO - Epoch [71][720/940] lr: 1.000e-03, eta: 6:53:47, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8453, loss_cls: 1.3614, loss: 1.3614 2020-07-03 01:56:50,519 - mmaction - INFO - Epoch [71][740/940] lr: 1.000e-03, eta: 6:53:28, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.3589, loss: 1.3589 2020-07-03 01:57:06,085 - mmaction - INFO - Epoch [71][760/940] lr: 1.000e-03, eta: 6:53:08, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.3112, loss: 1.3112 2020-07-03 01:57:21,458 - mmaction - INFO - Epoch [71][780/940] lr: 1.000e-03, eta: 6:52:49, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.3518, loss: 1.3518 2020-07-03 01:57:36,871 - mmaction - INFO - Epoch [71][800/940] lr: 1.000e-03, eta: 6:52:30, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.2069, loss: 1.2069 2020-07-03 01:57:52,356 - mmaction - INFO - Epoch [71][820/940] lr: 1.000e-03, eta: 6:52:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8734, loss_cls: 1.2614, loss: 1.2614 2020-07-03 01:58:07,831 - mmaction - INFO - Epoch [71][840/940] lr: 1.000e-03, eta: 6:51:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2555, loss: 1.2555 2020-07-03 01:58:23,274 - mmaction - INFO - Epoch [71][860/940] lr: 1.000e-03, eta: 6:51:32, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8438, loss_cls: 1.3257, loss: 1.3257 2020-07-03 01:58:38,663 - mmaction - INFO - Epoch [71][880/940] lr: 1.000e-03, eta: 6:51:13, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8672, loss_cls: 1.2875, loss: 1.2875 2020-07-03 01:58:54,110 - mmaction - INFO - Epoch [71][900/940] lr: 1.000e-03, eta: 6:50:53, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1959, loss: 1.1959 2020-07-03 01:59:09,475 - mmaction - INFO - Epoch [71][920/940] lr: 1.000e-03, eta: 6:50:34, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.3244, loss: 1.3244 2020-07-03 01:59:24,184 - mmaction - INFO - Epoch [71][940/940] lr: 1.000e-03, eta: 6:50:14, time: 0.735, data_time: 0.001, memory: 21558, top1_acc: 0.7122, top5_acc: 0.8846, loss_cls: 1.1886, loss: 1.1886 2020-07-03 01:59:30,508 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-07-03 02:01:54,731 - mmaction - INFO - Epoch [72][20/940] lr: 1.000e-03, eta: 6:50:56, time: 7.194, data_time: 6.365, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2745, loss: 1.2745 2020-07-03 02:02:10,231 - mmaction - INFO - Epoch [72][40/940] lr: 1.000e-03, eta: 6:50:37, time: 0.778, data_time: 0.008, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8719, loss_cls: 1.2486, loss: 1.2486 2020-07-03 02:02:25,685 - mmaction - INFO - Epoch [72][60/940] lr: 1.000e-03, eta: 6:50:17, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8578, loss_cls: 1.3304, loss: 1.3304 2020-07-03 02:02:41,014 - mmaction - INFO - Epoch [72][80/940] lr: 1.000e-03, eta: 6:49:58, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8922, loss_cls: 1.1572, loss: 1.1572 2020-07-03 02:02:56,563 - mmaction - INFO - Epoch [72][100/940] lr: 1.000e-03, eta: 6:49:39, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8766, loss_cls: 1.2154, loss: 1.2154 2020-07-03 02:03:12,035 - mmaction - INFO - Epoch [72][120/940] lr: 1.000e-03, eta: 6:49:19, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.2161, loss: 1.2161 2020-07-03 02:03:27,474 - mmaction - INFO - Epoch [72][140/940] lr: 1.000e-03, eta: 6:49:00, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8594, loss_cls: 1.3529, loss: 1.3529 2020-07-03 02:03:42,983 - mmaction - INFO - Epoch [72][160/940] lr: 1.000e-03, eta: 6:48:41, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.2939, loss: 1.2939 2020-07-03 02:03:58,504 - mmaction - INFO - Epoch [72][180/940] lr: 1.000e-03, eta: 6:48:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.2567, loss: 1.2567 2020-07-03 02:04:14,366 - mmaction - INFO - Epoch [72][200/940] lr: 1.000e-03, eta: 6:48:02, time: 0.793, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.1921, loss: 1.1921 2020-07-03 02:04:29,868 - mmaction - INFO - Epoch [72][220/940] lr: 1.000e-03, eta: 6:47:43, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8578, loss_cls: 1.3010, loss: 1.3010 2020-07-03 02:04:45,356 - mmaction - INFO - Epoch [72][240/940] lr: 1.000e-03, eta: 6:47:23, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.1887, loss: 1.1887 2020-07-03 02:05:00,955 - mmaction - INFO - Epoch [72][260/940] lr: 1.000e-03, eta: 6:47:04, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3281, loss: 1.3281 2020-07-03 02:05:17,109 - mmaction - INFO - Epoch [72][280/940] lr: 1.000e-03, eta: 6:46:45, time: 0.807, data_time: 0.007, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2052, loss: 1.2052 2020-07-03 02:05:32,524 - mmaction - INFO - Epoch [72][300/940] lr: 1.000e-03, eta: 6:46:26, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8922, loss_cls: 1.1305, loss: 1.1305 2020-07-03 02:05:47,927 - mmaction - INFO - Epoch [72][320/940] lr: 1.000e-03, eta: 6:46:06, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8562, loss_cls: 1.2527, loss: 1.2527 2020-07-03 02:06:03,342 - mmaction - INFO - Epoch [72][340/940] lr: 1.000e-03, eta: 6:45:47, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3843, loss: 1.3843 2020-07-03 02:06:18,802 - mmaction - INFO - Epoch [72][360/940] lr: 1.000e-03, eta: 6:45:28, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1916, loss: 1.1916 2020-07-03 02:06:34,348 - mmaction - INFO - Epoch [72][380/940] lr: 1.000e-03, eta: 6:45:09, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2758, loss: 1.2758 2020-07-03 02:06:50,252 - mmaction - INFO - Epoch [72][400/940] lr: 1.000e-03, eta: 6:44:49, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2721, loss: 1.2721 2020-07-03 02:07:05,862 - mmaction - INFO - Epoch [72][420/940] lr: 1.000e-03, eta: 6:44:30, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8688, loss_cls: 1.2301, loss: 1.2301 2020-07-03 02:07:21,336 - mmaction - INFO - Epoch [72][440/940] lr: 1.000e-03, eta: 6:44:11, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3160, loss: 1.3160 2020-07-03 02:07:36,884 - mmaction - INFO - Epoch [72][460/940] lr: 1.000e-03, eta: 6:43:52, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8406, loss_cls: 1.4722, loss: 1.4722 2020-07-03 02:07:52,332 - mmaction - INFO - Epoch [72][480/940] lr: 1.000e-03, eta: 6:43:32, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8672, loss_cls: 1.2499, loss: 1.2499 2020-07-03 02:08:07,812 - mmaction - INFO - Epoch [72][500/940] lr: 1.000e-03, eta: 6:43:13, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8953, loss_cls: 1.1948, loss: 1.1948 2020-07-03 02:08:23,244 - mmaction - INFO - Epoch [72][520/940] lr: 1.000e-03, eta: 6:42:54, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.3101, loss: 1.3101 2020-07-03 02:08:38,839 - mmaction - INFO - Epoch [72][540/940] lr: 1.000e-03, eta: 6:42:35, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8609, loss_cls: 1.2542, loss: 1.2542 2020-07-03 02:08:54,328 - mmaction - INFO - Epoch [72][560/940] lr: 1.000e-03, eta: 6:42:15, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2436, loss: 1.2436 2020-07-03 02:09:09,720 - mmaction - INFO - Epoch [72][580/940] lr: 1.000e-03, eta: 6:41:56, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8719, loss_cls: 1.2304, loss: 1.2304 2020-07-03 02:09:25,214 - mmaction - INFO - Epoch [72][600/940] lr: 1.000e-03, eta: 6:41:37, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2988, loss: 1.2988 2020-07-03 02:09:40,719 - mmaction - INFO - Epoch [72][620/940] lr: 1.000e-03, eta: 6:41:17, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8844, loss_cls: 1.2177, loss: 1.2177 2020-07-03 02:09:56,296 - mmaction - INFO - Epoch [72][640/940] lr: 1.000e-03, eta: 6:40:58, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8375, loss_cls: 1.4529, loss: 1.4529 2020-07-03 02:10:11,922 - mmaction - INFO - Epoch [72][660/940] lr: 1.000e-03, eta: 6:40:39, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8516, loss_cls: 1.3675, loss: 1.3675 2020-07-03 02:10:27,345 - mmaction - INFO - Epoch [72][680/940] lr: 1.000e-03, eta: 6:40:20, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2801, loss: 1.2801 2020-07-03 02:10:42,868 - mmaction - INFO - Epoch [72][700/940] lr: 1.000e-03, eta: 6:40:00, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2727, loss: 1.2727 2020-07-03 02:10:58,395 - mmaction - INFO - Epoch [72][720/940] lr: 1.000e-03, eta: 6:39:41, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8547, loss_cls: 1.3267, loss: 1.3267 2020-07-03 02:11:13,885 - mmaction - INFO - Epoch [72][740/940] lr: 1.000e-03, eta: 6:39:22, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8562, loss_cls: 1.3705, loss: 1.3705 2020-07-03 02:11:29,438 - mmaction - INFO - Epoch [72][760/940] lr: 1.000e-03, eta: 6:39:03, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.2964, loss: 1.2964 2020-07-03 02:11:44,838 - mmaction - INFO - Epoch [72][780/940] lr: 1.000e-03, eta: 6:38:43, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8953, loss_cls: 1.1821, loss: 1.1821 2020-07-03 02:12:00,275 - mmaction - INFO - Epoch [72][800/940] lr: 1.000e-03, eta: 6:38:24, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.2022, loss: 1.2022 2020-07-03 02:12:15,652 - mmaction - INFO - Epoch [72][820/940] lr: 1.000e-03, eta: 6:38:05, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2667, loss: 1.2667 2020-07-03 02:12:31,038 - mmaction - INFO - Epoch [72][840/940] lr: 1.000e-03, eta: 6:37:46, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2853, loss: 1.2853 2020-07-03 02:12:46,600 - mmaction - INFO - Epoch [72][860/940] lr: 1.000e-03, eta: 6:37:26, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3265, loss: 1.3265 2020-07-03 02:13:02,162 - mmaction - INFO - Epoch [72][880/940] lr: 1.000e-03, eta: 6:37:07, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2552, loss: 1.2552 2020-07-03 02:13:17,611 - mmaction - INFO - Epoch [72][900/940] lr: 1.000e-03, eta: 6:36:48, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2864, loss: 1.2864 2020-07-03 02:13:33,102 - mmaction - INFO - Epoch [72][920/940] lr: 1.000e-03, eta: 6:36:29, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3793, loss: 1.3793 2020-07-03 02:13:47,837 - mmaction - INFO - Epoch [72][940/940] lr: 1.000e-03, eta: 6:36:09, time: 0.737, data_time: 0.001, memory: 21558, top1_acc: 0.6992, top5_acc: 0.8780, loss_cls: 1.2284, loss: 1.2284 2020-07-03 02:13:53,377 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-07-03 02:16:37,283 - mmaction - INFO - Epoch [73][20/940] lr: 1.000e-03, eta: 6:36:56, time: 8.125, data_time: 7.248, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8844, loss_cls: 1.1861, loss: 1.1861 2020-07-03 02:16:52,680 - mmaction - INFO - Epoch [73][40/940] lr: 1.000e-03, eta: 6:36:37, time: 0.773, data_time: 0.006, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8531, loss_cls: 1.3358, loss: 1.3358 2020-07-03 02:17:08,069 - mmaction - INFO - Epoch [73][60/940] lr: 1.000e-03, eta: 6:36:18, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8578, loss_cls: 1.3536, loss: 1.3536 2020-07-03 02:17:23,562 - mmaction - INFO - Epoch [73][80/940] lr: 1.000e-03, eta: 6:35:58, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3268, loss: 1.3268 2020-07-03 02:17:38,948 - mmaction - INFO - Epoch [73][100/940] lr: 1.000e-03, eta: 6:35:39, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2736, loss: 1.2736 2020-07-03 02:17:54,412 - mmaction - INFO - Epoch [73][120/940] lr: 1.000e-03, eta: 6:35:20, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8641, loss_cls: 1.2372, loss: 1.2372 2020-07-03 02:18:09,852 - mmaction - INFO - Epoch [73][140/940] lr: 1.000e-03, eta: 6:35:00, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8859, loss_cls: 1.1387, loss: 1.1387 2020-07-03 02:18:25,352 - mmaction - INFO - Epoch [73][160/940] lr: 1.000e-03, eta: 6:34:41, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8594, loss_cls: 1.3195, loss: 1.3195 2020-07-03 02:18:40,833 - mmaction - INFO - Epoch [73][180/940] lr: 1.000e-03, eta: 6:34:22, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2341, loss: 1.2341 2020-07-03 02:18:56,388 - mmaction - INFO - Epoch [73][200/940] lr: 1.000e-03, eta: 6:34:03, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.1881, loss: 1.1881 2020-07-03 02:19:11,903 - mmaction - INFO - Epoch [73][220/940] lr: 1.000e-03, eta: 6:33:43, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2480, loss: 1.2480 2020-07-03 02:19:27,379 - mmaction - INFO - Epoch [73][240/940] lr: 1.000e-03, eta: 6:33:24, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2845, loss: 1.2845 2020-07-03 02:19:42,920 - mmaction - INFO - Epoch [73][260/940] lr: 1.000e-03, eta: 6:33:05, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8484, loss_cls: 1.3553, loss: 1.3553 2020-07-03 02:19:58,433 - mmaction - INFO - Epoch [73][280/940] lr: 1.000e-03, eta: 6:32:46, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2379, loss: 1.2379 2020-07-03 02:20:14,142 - mmaction - INFO - Epoch [73][300/940] lr: 1.000e-03, eta: 6:32:26, time: 0.787, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2581, loss: 1.2581 2020-07-03 02:20:29,724 - mmaction - INFO - Epoch [73][320/940] lr: 1.000e-03, eta: 6:32:07, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8703, loss_cls: 1.2768, loss: 1.2768 2020-07-03 02:20:45,246 - mmaction - INFO - Epoch [73][340/940] lr: 1.000e-03, eta: 6:31:48, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8828, loss_cls: 1.1865, loss: 1.1865 2020-07-03 02:21:00,843 - mmaction - INFO - Epoch [73][360/940] lr: 1.000e-03, eta: 6:31:29, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.1367, loss: 1.1367 2020-07-03 02:21:16,393 - mmaction - INFO - Epoch [73][380/940] lr: 1.000e-03, eta: 6:31:10, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8750, loss_cls: 1.1954, loss: 1.1954 2020-07-03 02:21:32,263 - mmaction - INFO - Epoch [73][400/940] lr: 1.000e-03, eta: 6:30:50, time: 0.794, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3226, loss: 1.3226 2020-07-03 02:21:47,684 - mmaction - INFO - Epoch [73][420/940] lr: 1.000e-03, eta: 6:30:31, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2604, loss: 1.2604 2020-07-03 02:22:03,095 - mmaction - INFO - Epoch [73][440/940] lr: 1.000e-03, eta: 6:30:12, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2138, loss: 1.2138 2020-07-03 02:22:18,546 - mmaction - INFO - Epoch [73][460/940] lr: 1.000e-03, eta: 6:29:53, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2678, loss: 1.2678 2020-07-03 02:22:33,962 - mmaction - INFO - Epoch [73][480/940] lr: 1.000e-03, eta: 6:29:33, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.2877, loss: 1.2877 2020-07-03 02:22:49,496 - mmaction - INFO - Epoch [73][500/940] lr: 1.000e-03, eta: 6:29:14, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2798, loss: 1.2798 2020-07-03 02:23:05,370 - mmaction - INFO - Epoch [73][520/940] lr: 1.000e-03, eta: 6:28:55, time: 0.794, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8891, loss_cls: 1.2053, loss: 1.2053 2020-07-03 02:23:21,853 - mmaction - INFO - Epoch [73][540/940] lr: 1.000e-03, eta: 6:28:36, time: 0.824, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.2184, loss: 1.2184 2020-07-03 02:23:37,270 - mmaction - INFO - Epoch [73][560/940] lr: 1.000e-03, eta: 6:28:17, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8891, loss_cls: 1.1777, loss: 1.1777 2020-07-03 02:23:52,782 - mmaction - INFO - Epoch [73][580/940] lr: 1.000e-03, eta: 6:27:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.3487, loss: 1.3487 2020-07-03 02:24:08,290 - mmaction - INFO - Epoch [73][600/940] lr: 1.000e-03, eta: 6:27:39, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8781, loss_cls: 1.2229, loss: 1.2229 2020-07-03 02:24:23,773 - mmaction - INFO - Epoch [73][620/940] lr: 1.000e-03, eta: 6:27:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3070, loss: 1.3070 2020-07-03 02:24:39,241 - mmaction - INFO - Epoch [73][640/940] lr: 1.000e-03, eta: 6:27:00, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8359, loss_cls: 1.4316, loss: 1.4316 2020-07-03 02:24:54,710 - mmaction - INFO - Epoch [73][660/940] lr: 1.000e-03, eta: 6:26:41, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1800, loss: 1.1800 2020-07-03 02:25:10,236 - mmaction - INFO - Epoch [73][680/940] lr: 1.000e-03, eta: 6:26:22, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2887, loss: 1.2887 2020-07-03 02:25:25,798 - mmaction - INFO - Epoch [73][700/940] lr: 1.000e-03, eta: 6:26:03, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2671, loss: 1.2671 2020-07-03 02:25:41,230 - mmaction - INFO - Epoch [73][720/940] lr: 1.000e-03, eta: 6:25:43, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.2036, loss: 1.2036 2020-07-03 02:25:56,658 - mmaction - INFO - Epoch [73][740/940] lr: 1.000e-03, eta: 6:25:24, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8594, loss_cls: 1.3152, loss: 1.3152 2020-07-03 02:26:12,192 - mmaction - INFO - Epoch [73][760/940] lr: 1.000e-03, eta: 6:25:05, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8719, loss_cls: 1.2610, loss: 1.2610 2020-07-03 02:26:27,719 - mmaction - INFO - Epoch [73][780/940] lr: 1.000e-03, eta: 6:24:46, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6469, top5_acc: 0.8391, loss_cls: 1.4313, loss: 1.4313 2020-07-03 02:26:43,189 - mmaction - INFO - Epoch [73][800/940] lr: 1.000e-03, eta: 6:24:27, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.3519, loss: 1.3519 2020-07-03 02:26:58,792 - mmaction - INFO - Epoch [73][820/940] lr: 1.000e-03, eta: 6:24:07, time: 0.780, data_time: 0.009, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8609, loss_cls: 1.2685, loss: 1.2685 2020-07-03 02:27:14,620 - mmaction - INFO - Epoch [73][840/940] lr: 1.000e-03, eta: 6:23:48, time: 0.790, data_time: 0.003, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2888, loss: 1.2888 2020-07-03 02:27:30,171 - mmaction - INFO - Epoch [73][860/940] lr: 1.000e-03, eta: 6:23:29, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1409, loss: 1.1409 2020-07-03 02:27:45,661 - mmaction - INFO - Epoch [73][880/940] lr: 1.000e-03, eta: 6:23:10, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2934, loss: 1.2934 2020-07-03 02:28:01,106 - mmaction - INFO - Epoch [73][900/940] lr: 1.000e-03, eta: 6:22:51, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3020, loss: 1.3020 2020-07-03 02:28:16,684 - mmaction - INFO - Epoch [73][920/940] lr: 1.000e-03, eta: 6:22:32, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2583, loss: 1.2583 2020-07-03 02:28:31,531 - mmaction - INFO - Epoch [73][940/940] lr: 1.000e-03, eta: 6:22:12, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.6764, top5_acc: 0.8537, loss_cls: 1.3431, loss: 1.3431 2020-07-03 02:28:38,562 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-07-03 02:30:54,095 - mmaction - INFO - Epoch [74][20/940] lr: 1.000e-03, eta: 6:22:44, time: 6.712, data_time: 5.897, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.2454, loss: 1.2454 2020-07-03 02:31:09,851 - mmaction - INFO - Epoch [74][40/940] lr: 1.000e-03, eta: 6:22:25, time: 0.789, data_time: 0.013, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2280, loss: 1.2280 2020-07-03 02:31:27,478 - mmaction - INFO - Epoch [74][60/940] lr: 1.000e-03, eta: 6:22:06, time: 0.881, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8656, loss_cls: 1.3291, loss: 1.3291 2020-07-03 02:31:43,250 - mmaction - INFO - Epoch [74][80/940] lr: 1.000e-03, eta: 6:21:47, time: 0.787, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8641, loss_cls: 1.2394, loss: 1.2394 2020-07-03 02:32:00,110 - mmaction - INFO - Epoch [74][100/940] lr: 1.000e-03, eta: 6:21:29, time: 0.845, data_time: 0.003, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.2031, loss: 1.2031 2020-07-03 02:32:15,696 - mmaction - INFO - Epoch [74][120/940] lr: 1.000e-03, eta: 6:21:09, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2310, loss: 1.2310 2020-07-03 02:32:31,227 - mmaction - INFO - Epoch [74][140/940] lr: 1.000e-03, eta: 6:20:50, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8719, loss_cls: 1.2333, loss: 1.2333 2020-07-03 02:32:46,901 - mmaction - INFO - Epoch [74][160/940] lr: 1.000e-03, eta: 6:20:31, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2986, loss: 1.2986 2020-07-03 02:33:02,458 - mmaction - INFO - Epoch [74][180/940] lr: 1.000e-03, eta: 6:20:12, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8719, loss_cls: 1.2166, loss: 1.2166 2020-07-03 02:33:18,038 - mmaction - INFO - Epoch [74][200/940] lr: 1.000e-03, eta: 6:19:53, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8609, loss_cls: 1.2822, loss: 1.2822 2020-07-03 02:33:33,588 - mmaction - INFO - Epoch [74][220/940] lr: 1.000e-03, eta: 6:19:34, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1774, loss: 1.1774 2020-07-03 02:33:49,171 - mmaction - INFO - Epoch [74][240/940] lr: 1.000e-03, eta: 6:19:14, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.3043, loss: 1.3043 2020-07-03 02:34:05,245 - mmaction - INFO - Epoch [74][260/940] lr: 1.000e-03, eta: 6:18:55, time: 0.802, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8516, loss_cls: 1.3613, loss: 1.3613 2020-07-03 02:34:21,685 - mmaction - INFO - Epoch [74][280/940] lr: 1.000e-03, eta: 6:18:37, time: 0.824, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8797, loss_cls: 1.2562, loss: 1.2562 2020-07-03 02:34:37,269 - mmaction - INFO - Epoch [74][300/940] lr: 1.000e-03, eta: 6:18:18, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8719, loss_cls: 1.3053, loss: 1.3053 2020-07-03 02:34:52,703 - mmaction - INFO - Epoch [74][320/940] lr: 1.000e-03, eta: 6:17:58, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8875, loss_cls: 1.1487, loss: 1.1487 2020-07-03 02:35:09,018 - mmaction - INFO - Epoch [74][340/940] lr: 1.000e-03, eta: 6:17:39, time: 0.814, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8344, loss_cls: 1.4184, loss: 1.4184 2020-07-03 02:35:24,539 - mmaction - INFO - Epoch [74][360/940] lr: 1.000e-03, eta: 6:17:20, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4143, loss: 1.4143 2020-07-03 02:35:40,058 - mmaction - INFO - Epoch [74][380/940] lr: 1.000e-03, eta: 6:17:01, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.2889, loss: 1.2889 2020-07-03 02:35:55,833 - mmaction - INFO - Epoch [74][400/940] lr: 1.000e-03, eta: 6:16:42, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8734, loss_cls: 1.2369, loss: 1.2369 2020-07-03 02:36:11,271 - mmaction - INFO - Epoch [74][420/940] lr: 1.000e-03, eta: 6:16:23, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.2095, loss: 1.2095 2020-07-03 02:36:26,691 - mmaction - INFO - Epoch [74][440/940] lr: 1.000e-03, eta: 6:16:04, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8594, loss_cls: 1.2462, loss: 1.2462 2020-07-03 02:36:42,291 - mmaction - INFO - Epoch [74][460/940] lr: 1.000e-03, eta: 6:15:44, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8734, loss_cls: 1.3009, loss: 1.3009 2020-07-03 02:36:58,020 - mmaction - INFO - Epoch [74][480/940] lr: 1.000e-03, eta: 6:15:25, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.2979, loss: 1.2979 2020-07-03 02:37:13,630 - mmaction - INFO - Epoch [74][500/940] lr: 1.000e-03, eta: 6:15:06, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2563, loss: 1.2563 2020-07-03 02:37:29,116 - mmaction - INFO - Epoch [74][520/940] lr: 1.000e-03, eta: 6:14:47, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.2802, loss: 1.2802 2020-07-03 02:37:44,572 - mmaction - INFO - Epoch [74][540/940] lr: 1.000e-03, eta: 6:14:28, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.3082, loss: 1.3082 2020-07-03 02:38:00,062 - mmaction - INFO - Epoch [74][560/940] lr: 1.000e-03, eta: 6:14:09, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8516, loss_cls: 1.3041, loss: 1.3041 2020-07-03 02:38:15,574 - mmaction - INFO - Epoch [74][580/940] lr: 1.000e-03, eta: 6:13:50, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6234, top5_acc: 0.8391, loss_cls: 1.5002, loss: 1.5002 2020-07-03 02:38:31,003 - mmaction - INFO - Epoch [74][600/940] lr: 1.000e-03, eta: 6:13:30, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1943, loss: 1.1943 2020-07-03 02:38:46,537 - mmaction - INFO - Epoch [74][620/940] lr: 1.000e-03, eta: 6:13:11, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8484, loss_cls: 1.3403, loss: 1.3403 2020-07-03 02:39:02,092 - mmaction - INFO - Epoch [74][640/940] lr: 1.000e-03, eta: 6:12:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8750, loss_cls: 1.1459, loss: 1.1459 2020-07-03 02:39:17,554 - mmaction - INFO - Epoch [74][660/940] lr: 1.000e-03, eta: 6:12:33, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8688, loss_cls: 1.2853, loss: 1.2853 2020-07-03 02:39:33,127 - mmaction - INFO - Epoch [74][680/940] lr: 1.000e-03, eta: 6:12:14, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8734, loss_cls: 1.2706, loss: 1.2706 2020-07-03 02:39:48,662 - mmaction - INFO - Epoch [74][700/940] lr: 1.000e-03, eta: 6:11:55, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.2416, loss: 1.2416 2020-07-03 02:40:04,372 - mmaction - INFO - Epoch [74][720/940] lr: 1.000e-03, eta: 6:11:36, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2589, loss: 1.2589 2020-07-03 02:40:19,819 - mmaction - INFO - Epoch [74][740/940] lr: 1.000e-03, eta: 6:11:16, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1349, loss: 1.1349 2020-07-03 02:40:35,272 - mmaction - INFO - Epoch [74][760/940] lr: 1.000e-03, eta: 6:10:57, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8609, loss_cls: 1.2647, loss: 1.2647 2020-07-03 02:40:50,804 - mmaction - INFO - Epoch [74][780/940] lr: 1.000e-03, eta: 6:10:38, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2645, loss: 1.2645 2020-07-03 02:41:06,290 - mmaction - INFO - Epoch [74][800/940] lr: 1.000e-03, eta: 6:10:19, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8375, loss_cls: 1.3631, loss: 1.3631 2020-07-03 02:41:21,741 - mmaction - INFO - Epoch [74][820/940] lr: 1.000e-03, eta: 6:10:00, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8547, loss_cls: 1.3033, loss: 1.3033 2020-07-03 02:41:37,232 - mmaction - INFO - Epoch [74][840/940] lr: 1.000e-03, eta: 6:09:41, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8562, loss_cls: 1.2926, loss: 1.2926 2020-07-03 02:41:52,751 - mmaction - INFO - Epoch [74][860/940] lr: 1.000e-03, eta: 6:09:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8656, loss_cls: 1.3148, loss: 1.3148 2020-07-03 02:42:08,200 - mmaction - INFO - Epoch [74][880/940] lr: 1.000e-03, eta: 6:09:02, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.2808, loss: 1.2808 2020-07-03 02:42:23,710 - mmaction - INFO - Epoch [74][900/940] lr: 1.000e-03, eta: 6:08:43, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3052, loss: 1.3052 2020-07-03 02:42:39,104 - mmaction - INFO - Epoch [74][920/940] lr: 1.000e-03, eta: 6:08:24, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.3053, loss: 1.3053 2020-07-03 02:42:53,931 - mmaction - INFO - Epoch [74][940/940] lr: 1.000e-03, eta: 6:08:05, time: 0.742, data_time: 0.002, memory: 21558, top1_acc: 0.7089, top5_acc: 0.8992, loss_cls: 1.1557, loss: 1.1557 2020-07-03 02:42:57,823 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-07-03 02:44:40,104 - mmaction - INFO - Epoch [75][20/940] lr: 1.000e-03, eta: 6:08:20, time: 5.043, data_time: 4.216, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3009, loss: 1.3009 2020-07-03 02:44:56,363 - mmaction - INFO - Epoch [75][40/940] lr: 1.000e-03, eta: 6:08:01, time: 0.814, data_time: 0.044, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8766, loss_cls: 1.2718, loss: 1.2718 2020-07-03 02:45:12,281 - mmaction - INFO - Epoch [75][60/940] lr: 1.000e-03, eta: 6:07:42, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.2368, loss: 1.2368 2020-07-03 02:45:27,721 - mmaction - INFO - Epoch [75][80/940] lr: 1.000e-03, eta: 6:07:23, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8812, loss_cls: 1.2442, loss: 1.2442 2020-07-03 02:45:43,313 - mmaction - INFO - Epoch [75][100/940] lr: 1.000e-03, eta: 6:07:04, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.3005, loss: 1.3005 2020-07-03 02:45:58,807 - mmaction - INFO - Epoch [75][120/940] lr: 1.000e-03, eta: 6:06:45, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8969, loss_cls: 1.1700, loss: 1.1700 2020-07-03 02:46:14,275 - mmaction - INFO - Epoch [75][140/940] lr: 1.000e-03, eta: 6:06:26, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2577, loss: 1.2577 2020-07-03 02:46:29,759 - mmaction - INFO - Epoch [75][160/940] lr: 1.000e-03, eta: 6:06:07, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8797, loss_cls: 1.2277, loss: 1.2277 2020-07-03 02:46:45,182 - mmaction - INFO - Epoch [75][180/940] lr: 1.000e-03, eta: 6:05:48, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.2288, loss: 1.2288 2020-07-03 02:47:00,618 - mmaction - INFO - Epoch [75][200/940] lr: 1.000e-03, eta: 6:05:28, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3394, loss: 1.3394 2020-07-03 02:47:16,105 - mmaction - INFO - Epoch [75][220/940] lr: 1.000e-03, eta: 6:05:09, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6438, top5_acc: 0.8469, loss_cls: 1.4024, loss: 1.4024 2020-07-03 02:47:31,543 - mmaction - INFO - Epoch [75][240/940] lr: 1.000e-03, eta: 6:04:50, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2896, loss: 1.2896 2020-07-03 02:47:47,044 - mmaction - INFO - Epoch [75][260/940] lr: 1.000e-03, eta: 6:04:31, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8547, loss_cls: 1.3485, loss: 1.3485 2020-07-03 02:48:02,532 - mmaction - INFO - Epoch [75][280/940] lr: 1.000e-03, eta: 6:04:12, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8734, loss_cls: 1.2217, loss: 1.2217 2020-07-03 02:48:18,104 - mmaction - INFO - Epoch [75][300/940] lr: 1.000e-03, eta: 6:03:53, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8828, loss_cls: 1.2162, loss: 1.2162 2020-07-03 02:48:33,718 - mmaction - INFO - Epoch [75][320/940] lr: 1.000e-03, eta: 6:03:34, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8516, loss_cls: 1.3828, loss: 1.3828 2020-07-03 02:48:49,309 - mmaction - INFO - Epoch [75][340/940] lr: 1.000e-03, eta: 6:03:15, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8734, loss_cls: 1.2031, loss: 1.2031 2020-07-03 02:49:04,751 - mmaction - INFO - Epoch [75][360/940] lr: 1.000e-03, eta: 6:02:55, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2655, loss: 1.2655 2020-07-03 02:49:20,297 - mmaction - INFO - Epoch [75][380/940] lr: 1.000e-03, eta: 6:02:36, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.1977, loss: 1.1977 2020-07-03 02:49:36,065 - mmaction - INFO - Epoch [75][400/940] lr: 1.000e-03, eta: 6:02:17, time: 0.788, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8516, loss_cls: 1.2825, loss: 1.2825 2020-07-03 02:49:51,608 - mmaction - INFO - Epoch [75][420/940] lr: 1.000e-03, eta: 6:01:58, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8719, loss_cls: 1.2456, loss: 1.2456 2020-07-03 02:50:07,598 - mmaction - INFO - Epoch [75][440/940] lr: 1.000e-03, eta: 6:01:39, time: 0.798, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8812, loss_cls: 1.1963, loss: 1.1963 2020-07-03 02:50:23,108 - mmaction - INFO - Epoch [75][460/940] lr: 1.000e-03, eta: 6:01:20, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0895, loss: 1.0895 2020-07-03 02:50:38,631 - mmaction - INFO - Epoch [75][480/940] lr: 1.000e-03, eta: 6:01:01, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.2257, loss: 1.2257 2020-07-03 02:50:54,166 - mmaction - INFO - Epoch [75][500/940] lr: 1.000e-03, eta: 6:00:42, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.3920, loss: 1.3920 2020-07-03 02:51:09,770 - mmaction - INFO - Epoch [75][520/940] lr: 1.000e-03, eta: 6:00:23, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2896, loss: 1.2896 2020-07-03 02:51:25,338 - mmaction - INFO - Epoch [75][540/940] lr: 1.000e-03, eta: 6:00:04, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3614, loss: 1.3614 2020-07-03 02:51:40,865 - mmaction - INFO - Epoch [75][560/940] lr: 1.000e-03, eta: 5:59:45, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8672, loss_cls: 1.2626, loss: 1.2626 2020-07-03 02:51:56,620 - mmaction - INFO - Epoch [75][580/940] lr: 1.000e-03, eta: 5:59:26, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3608, loss: 1.3608 2020-07-03 02:52:12,122 - mmaction - INFO - Epoch [75][600/940] lr: 1.000e-03, eta: 5:59:07, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8734, loss_cls: 1.2554, loss: 1.2554 2020-07-03 02:52:27,713 - mmaction - INFO - Epoch [75][620/940] lr: 1.000e-03, eta: 5:58:48, time: 0.780, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1693, loss: 1.1693 2020-07-03 02:52:43,257 - mmaction - INFO - Epoch [75][640/940] lr: 1.000e-03, eta: 5:58:29, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8703, loss_cls: 1.2408, loss: 1.2408 2020-07-03 02:52:58,689 - mmaction - INFO - Epoch [75][660/940] lr: 1.000e-03, eta: 5:58:10, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.3045, loss: 1.3045 2020-07-03 02:53:14,275 - mmaction - INFO - Epoch [75][680/940] lr: 1.000e-03, eta: 5:57:50, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8578, loss_cls: 1.2752, loss: 1.2752 2020-07-03 02:53:29,755 - mmaction - INFO - Epoch [75][700/940] lr: 1.000e-03, eta: 5:57:31, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8516, loss_cls: 1.3754, loss: 1.3754 2020-07-03 02:53:45,237 - mmaction - INFO - Epoch [75][720/940] lr: 1.000e-03, eta: 5:57:12, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8516, loss_cls: 1.3903, loss: 1.3903 2020-07-03 02:54:00,722 - mmaction - INFO - Epoch [75][740/940] lr: 1.000e-03, eta: 5:56:53, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2701, loss: 1.2701 2020-07-03 02:54:16,391 - mmaction - INFO - Epoch [75][760/940] lr: 1.000e-03, eta: 5:56:34, time: 0.784, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2530, loss: 1.2530 2020-07-03 02:54:31,964 - mmaction - INFO - Epoch [75][780/940] lr: 1.000e-03, eta: 5:56:15, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8531, loss_cls: 1.3175, loss: 1.3175 2020-07-03 02:54:47,459 - mmaction - INFO - Epoch [75][800/940] lr: 1.000e-03, eta: 5:55:56, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.4013, loss: 1.4013 2020-07-03 02:55:03,283 - mmaction - INFO - Epoch [75][820/940] lr: 1.000e-03, eta: 5:55:37, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1764, loss: 1.1764 2020-07-03 02:55:20,218 - mmaction - INFO - Epoch [75][840/940] lr: 1.000e-03, eta: 5:55:19, time: 0.848, data_time: 0.003, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8531, loss_cls: 1.2949, loss: 1.2949 2020-07-03 02:55:40,111 - mmaction - INFO - Epoch [75][860/940] lr: 1.000e-03, eta: 5:55:01, time: 0.995, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8375, loss_cls: 1.4299, loss: 1.4299 2020-07-03 02:55:55,693 - mmaction - INFO - Epoch [75][880/940] lr: 1.000e-03, eta: 5:54:42, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.2515, loss: 1.2515 2020-07-03 02:56:11,136 - mmaction - INFO - Epoch [75][900/940] lr: 1.000e-03, eta: 5:54:23, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3099, loss: 1.3099 2020-07-03 02:56:26,620 - mmaction - INFO - Epoch [75][920/940] lr: 1.000e-03, eta: 5:54:04, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.2830, loss: 1.2830 2020-07-03 02:56:41,465 - mmaction - INFO - Epoch [75][940/940] lr: 1.000e-03, eta: 5:53:45, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.6650, top5_acc: 0.8520, loss_cls: 1.3643, loss: 1.3643 2020-07-03 02:56:47,150 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-03 03:04:40,809 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 03:04:41,542 - mmaction - INFO - top1_acc 0.6957 top5_acc 0.8876 2020-07-03 03:04:41,543 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 03:04:41,590 - mmaction - INFO - mean_acc 0.6956 2020-07-03 03:04:41,597 - mmaction - INFO - Epoch [75][940/940] lr: 1.000e-03, top1_acc: 0.6957, top5_acc: 0.8876, mean_class_accuracy: 0.6956 2020-07-03 03:07:16,790 - mmaction - INFO - Epoch [76][20/940] lr: 1.000e-03, eta: 5:54:19, time: 7.757, data_time: 6.960, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.3087, loss: 1.3087 2020-07-03 03:07:32,336 - mmaction - INFO - Epoch [76][40/940] lr: 1.000e-03, eta: 5:54:00, time: 0.779, data_time: 0.009, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.2699, loss: 1.2699 2020-07-03 03:07:47,795 - mmaction - INFO - Epoch [76][60/940] lr: 1.000e-03, eta: 5:53:41, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2385, loss: 1.2385 2020-07-03 03:08:03,235 - mmaction - INFO - Epoch [76][80/940] lr: 1.000e-03, eta: 5:53:22, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8844, loss_cls: 1.1618, loss: 1.1618 2020-07-03 03:08:18,687 - mmaction - INFO - Epoch [76][100/940] lr: 1.000e-03, eta: 5:53:03, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.2106, loss: 1.2106 2020-07-03 03:08:34,184 - mmaction - INFO - Epoch [76][120/940] lr: 1.000e-03, eta: 5:52:44, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.3333, loss: 1.3333 2020-07-03 03:08:49,655 - mmaction - INFO - Epoch [76][140/940] lr: 1.000e-03, eta: 5:52:25, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2792, loss: 1.2792 2020-07-03 03:09:05,145 - mmaction - INFO - Epoch [76][160/940] lr: 1.000e-03, eta: 5:52:06, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8766, loss_cls: 1.2621, loss: 1.2621 2020-07-03 03:09:20,687 - mmaction - INFO - Epoch [76][180/940] lr: 1.000e-03, eta: 5:51:47, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.3191, loss: 1.3191 2020-07-03 03:09:36,102 - mmaction - INFO - Epoch [76][200/940] lr: 1.000e-03, eta: 5:51:27, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2975, loss: 1.2975 2020-07-03 03:09:51,629 - mmaction - INFO - Epoch [76][220/940] lr: 1.000e-03, eta: 5:51:08, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.3023, loss: 1.3023 2020-07-03 03:10:07,567 - mmaction - INFO - Epoch [76][240/940] lr: 1.000e-03, eta: 5:50:49, time: 0.797, data_time: 0.003, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8625, loss_cls: 1.2545, loss: 1.2545 2020-07-03 03:10:23,179 - mmaction - INFO - Epoch [76][260/940] lr: 1.000e-03, eta: 5:50:30, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8859, loss_cls: 1.1015, loss: 1.1015 2020-07-03 03:10:38,870 - mmaction - INFO - Epoch [76][280/940] lr: 1.000e-03, eta: 5:50:11, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2750, loss: 1.2750 2020-07-03 03:10:54,374 - mmaction - INFO - Epoch [76][300/940] lr: 1.000e-03, eta: 5:49:52, time: 0.777, data_time: 0.004, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1365, loss: 1.1365 2020-07-03 03:11:09,929 - mmaction - INFO - Epoch [76][320/940] lr: 1.000e-03, eta: 5:49:33, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3409, loss: 1.3409 2020-07-03 03:11:25,514 - mmaction - INFO - Epoch [76][340/940] lr: 1.000e-03, eta: 5:49:14, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8641, loss_cls: 1.2736, loss: 1.2736 2020-07-03 03:11:41,074 - mmaction - INFO - Epoch [76][360/940] lr: 1.000e-03, eta: 5:48:55, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3042, loss: 1.3042 2020-07-03 03:11:56,554 - mmaction - INFO - Epoch [76][380/940] lr: 1.000e-03, eta: 5:48:36, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.2568, loss: 1.2568 2020-07-03 03:12:12,362 - mmaction - INFO - Epoch [76][400/940] lr: 1.000e-03, eta: 5:48:17, time: 0.791, data_time: 0.007, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8766, loss_cls: 1.3185, loss: 1.3185 2020-07-03 03:12:27,868 - mmaction - INFO - Epoch [76][420/940] lr: 1.000e-03, eta: 5:47:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8672, loss_cls: 1.2595, loss: 1.2595 2020-07-03 03:12:43,425 - mmaction - INFO - Epoch [76][440/940] lr: 1.000e-03, eta: 5:47:39, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2876, loss: 1.2876 2020-07-03 03:12:58,961 - mmaction - INFO - Epoch [76][460/940] lr: 1.000e-03, eta: 5:47:20, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.3459, loss: 1.3459 2020-07-03 03:13:14,501 - mmaction - INFO - Epoch [76][480/940] lr: 1.000e-03, eta: 5:47:01, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2439, loss: 1.2439 2020-07-03 03:13:29,976 - mmaction - INFO - Epoch [76][500/940] lr: 1.000e-03, eta: 5:46:42, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.3700, loss: 1.3700 2020-07-03 03:13:45,478 - mmaction - INFO - Epoch [76][520/940] lr: 1.000e-03, eta: 5:46:23, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.3689, loss: 1.3689 2020-07-03 03:14:01,006 - mmaction - INFO - Epoch [76][540/940] lr: 1.000e-03, eta: 5:46:04, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.3178, loss: 1.3178 2020-07-03 03:14:16,604 - mmaction - INFO - Epoch [76][560/940] lr: 1.000e-03, eta: 5:45:45, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1818, loss: 1.1818 2020-07-03 03:14:32,127 - mmaction - INFO - Epoch [76][580/940] lr: 1.000e-03, eta: 5:45:26, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8484, loss_cls: 1.3652, loss: 1.3652 2020-07-03 03:14:47,524 - mmaction - INFO - Epoch [76][600/940] lr: 1.000e-03, eta: 5:45:07, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8672, loss_cls: 1.2414, loss: 1.2414 2020-07-03 03:15:03,041 - mmaction - INFO - Epoch [76][620/940] lr: 1.000e-03, eta: 5:44:48, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6594, top5_acc: 0.8578, loss_cls: 1.3506, loss: 1.3506 2020-07-03 03:15:24,198 - mmaction - INFO - Epoch [76][640/940] lr: 1.000e-03, eta: 5:44:31, time: 1.057, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.2470, loss: 1.2470 2020-07-03 03:15:40,030 - mmaction - INFO - Epoch [76][660/940] lr: 1.000e-03, eta: 5:44:12, time: 0.792, data_time: 0.003, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8672, loss_cls: 1.2822, loss: 1.2822 2020-07-03 03:15:55,520 - mmaction - INFO - Epoch [76][680/940] lr: 1.000e-03, eta: 5:43:53, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2624, loss: 1.2624 2020-07-03 03:16:10,956 - mmaction - INFO - Epoch [76][700/940] lr: 1.000e-03, eta: 5:43:34, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3041, loss: 1.3041 2020-07-03 03:16:26,570 - mmaction - INFO - Epoch [76][720/940] lr: 1.000e-03, eta: 5:43:15, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2438, loss: 1.2438 2020-07-03 03:16:42,072 - mmaction - INFO - Epoch [76][740/940] lr: 1.000e-03, eta: 5:42:56, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.2600, loss: 1.2600 2020-07-03 03:16:57,552 - mmaction - INFO - Epoch [76][760/940] lr: 1.000e-03, eta: 5:42:37, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2003, loss: 1.2003 2020-07-03 03:17:12,985 - mmaction - INFO - Epoch [76][780/940] lr: 1.000e-03, eta: 5:42:18, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8578, loss_cls: 1.2839, loss: 1.2839 2020-07-03 03:17:28,555 - mmaction - INFO - Epoch [76][800/940] lr: 1.000e-03, eta: 5:41:59, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.3815, loss: 1.3815 2020-07-03 03:17:44,458 - mmaction - INFO - Epoch [76][820/940] lr: 1.000e-03, eta: 5:41:40, time: 0.795, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1690, loss: 1.1690 2020-07-03 03:18:00,115 - mmaction - INFO - Epoch [76][840/940] lr: 1.000e-03, eta: 5:41:21, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8328, loss_cls: 1.3701, loss: 1.3701 2020-07-03 03:18:15,688 - mmaction - INFO - Epoch [76][860/940] lr: 1.000e-03, eta: 5:41:02, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.2695, loss: 1.2695 2020-07-03 03:18:31,183 - mmaction - INFO - Epoch [76][880/940] lr: 1.000e-03, eta: 5:40:43, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.2362, loss: 1.2362 2020-07-03 03:18:46,559 - mmaction - INFO - Epoch [76][900/940] lr: 1.000e-03, eta: 5:40:24, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8641, loss_cls: 1.2562, loss: 1.2562 2020-07-03 03:19:02,067 - mmaction - INFO - Epoch [76][920/940] lr: 1.000e-03, eta: 5:40:05, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8484, loss_cls: 1.3279, loss: 1.3279 2020-07-03 03:19:16,858 - mmaction - INFO - Epoch [76][940/940] lr: 1.000e-03, eta: 5:39:45, time: 0.741, data_time: 0.002, memory: 21558, top1_acc: 0.7236, top5_acc: 0.8683, loss_cls: 1.1639, loss: 1.1639 2020-07-03 03:19:21,006 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-07-03 03:21:16,268 - mmaction - INFO - Epoch [77][20/940] lr: 1.000e-03, eta: 5:40:02, time: 5.698, data_time: 4.879, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.3212, loss: 1.3212 2020-07-03 03:21:31,852 - mmaction - INFO - Epoch [77][40/940] lr: 1.000e-03, eta: 5:39:43, time: 0.779, data_time: 0.005, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8906, loss_cls: 1.1597, loss: 1.1597 2020-07-03 03:21:47,341 - mmaction - INFO - Epoch [77][60/940] lr: 1.000e-03, eta: 5:39:24, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2550, loss: 1.2550 2020-07-03 03:22:02,778 - mmaction - INFO - Epoch [77][80/940] lr: 1.000e-03, eta: 5:39:05, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.2120, loss: 1.2120 2020-07-03 03:22:18,214 - mmaction - INFO - Epoch [77][100/940] lr: 1.000e-03, eta: 5:38:46, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1512, loss: 1.1512 2020-07-03 03:22:33,693 - mmaction - INFO - Epoch [77][120/940] lr: 1.000e-03, eta: 5:38:27, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.1921, loss: 1.1921 2020-07-03 03:22:49,294 - mmaction - INFO - Epoch [77][140/940] lr: 1.000e-03, eta: 5:38:08, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8594, loss_cls: 1.2803, loss: 1.2803 2020-07-03 03:23:04,804 - mmaction - INFO - Epoch [77][160/940] lr: 1.000e-03, eta: 5:37:49, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.4040, loss: 1.4040 2020-07-03 03:23:20,278 - mmaction - INFO - Epoch [77][180/940] lr: 1.000e-03, eta: 5:37:30, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2381, loss: 1.2381 2020-07-03 03:23:35,744 - mmaction - INFO - Epoch [77][200/940] lr: 1.000e-03, eta: 5:37:11, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8609, loss_cls: 1.3426, loss: 1.3426 2020-07-03 03:23:51,277 - mmaction - INFO - Epoch [77][220/940] lr: 1.000e-03, eta: 5:36:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.1912, loss: 1.1912 2020-07-03 03:24:06,808 - mmaction - INFO - Epoch [77][240/940] lr: 1.000e-03, eta: 5:36:33, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.1534, loss: 1.1534 2020-07-03 03:24:22,343 - mmaction - INFO - Epoch [77][260/940] lr: 1.000e-03, eta: 5:36:14, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.2192, loss: 1.2192 2020-07-03 03:24:37,806 - mmaction - INFO - Epoch [77][280/940] lr: 1.000e-03, eta: 5:35:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.2917, loss: 1.2917 2020-07-03 03:24:53,256 - mmaction - INFO - Epoch [77][300/940] lr: 1.000e-03, eta: 5:35:36, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6422, top5_acc: 0.8406, loss_cls: 1.3882, loss: 1.3882 2020-07-03 03:25:14,137 - mmaction - INFO - Epoch [77][320/940] lr: 1.000e-03, eta: 5:35:19, time: 1.043, data_time: 0.136, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2971, loss: 1.2971 2020-07-03 03:25:29,661 - mmaction - INFO - Epoch [77][340/940] lr: 1.000e-03, eta: 5:35:00, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8844, loss_cls: 1.1305, loss: 1.1305 2020-07-03 03:25:45,217 - mmaction - INFO - Epoch [77][360/940] lr: 1.000e-03, eta: 5:34:41, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8594, loss_cls: 1.2683, loss: 1.2683 2020-07-03 03:26:00,765 - mmaction - INFO - Epoch [77][380/940] lr: 1.000e-03, eta: 5:34:22, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8766, loss_cls: 1.2558, loss: 1.2558 2020-07-03 03:26:16,498 - mmaction - INFO - Epoch [77][400/940] lr: 1.000e-03, eta: 5:34:03, time: 0.787, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8859, loss_cls: 1.2524, loss: 1.2524 2020-07-03 03:26:31,937 - mmaction - INFO - Epoch [77][420/940] lr: 1.000e-03, eta: 5:33:44, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1463, loss: 1.1463 2020-07-03 03:26:47,468 - mmaction - INFO - Epoch [77][440/940] lr: 1.000e-03, eta: 5:33:25, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.2490, loss: 1.2490 2020-07-03 03:27:03,007 - mmaction - INFO - Epoch [77][460/940] lr: 1.000e-03, eta: 5:33:06, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.1673, loss: 1.1673 2020-07-03 03:27:18,514 - mmaction - INFO - Epoch [77][480/940] lr: 1.000e-03, eta: 5:32:47, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8578, loss_cls: 1.2914, loss: 1.2914 2020-07-03 03:27:37,629 - mmaction - INFO - Epoch [77][500/940] lr: 1.000e-03, eta: 5:32:29, time: 0.957, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.3041, loss: 1.3041 2020-07-03 03:27:54,053 - mmaction - INFO - Epoch [77][520/940] lr: 1.000e-03, eta: 5:32:10, time: 0.820, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2694, loss: 1.2694 2020-07-03 03:28:09,590 - mmaction - INFO - Epoch [77][540/940] lr: 1.000e-03, eta: 5:31:51, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8469, loss_cls: 1.3962, loss: 1.3962 2020-07-03 03:28:25,122 - mmaction - INFO - Epoch [77][560/940] lr: 1.000e-03, eta: 5:31:32, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2864, loss: 1.2864 2020-07-03 03:28:40,676 - mmaction - INFO - Epoch [77][580/940] lr: 1.000e-03, eta: 5:31:13, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.3444, loss: 1.3444 2020-07-03 03:28:56,759 - mmaction - INFO - Epoch [77][600/940] lr: 1.000e-03, eta: 5:30:55, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.3643, loss: 1.3643 2020-07-03 03:29:12,835 - mmaction - INFO - Epoch [77][620/940] lr: 1.000e-03, eta: 5:30:36, time: 0.804, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8516, loss_cls: 1.2614, loss: 1.2614 2020-07-03 03:29:28,399 - mmaction - INFO - Epoch [77][640/940] lr: 1.000e-03, eta: 5:30:17, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2211, loss: 1.2211 2020-07-03 03:29:44,281 - mmaction - INFO - Epoch [77][660/940] lr: 1.000e-03, eta: 5:29:58, time: 0.794, data_time: 0.000, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8734, loss_cls: 1.2072, loss: 1.2072 2020-07-03 03:30:01,429 - mmaction - INFO - Epoch [77][680/940] lr: 1.000e-03, eta: 5:29:40, time: 0.857, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.3466, loss: 1.3466 2020-07-03 03:30:18,889 - mmaction - INFO - Epoch [77][700/940] lr: 1.000e-03, eta: 5:29:21, time: 0.873, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3902, loss: 1.3902 2020-07-03 03:30:34,456 - mmaction - INFO - Epoch [77][720/940] lr: 1.000e-03, eta: 5:29:02, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8594, loss_cls: 1.2366, loss: 1.2366 2020-07-03 03:30:49,999 - mmaction - INFO - Epoch [77][740/940] lr: 1.000e-03, eta: 5:28:43, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.2125, loss: 1.2125 2020-07-03 03:31:05,632 - mmaction - INFO - Epoch [77][760/940] lr: 1.000e-03, eta: 5:28:24, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8766, loss_cls: 1.2208, loss: 1.2208 2020-07-03 03:31:21,159 - mmaction - INFO - Epoch [77][780/940] lr: 1.000e-03, eta: 5:28:05, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8469, loss_cls: 1.3102, loss: 1.3102 2020-07-03 03:31:36,655 - mmaction - INFO - Epoch [77][800/940] lr: 1.000e-03, eta: 5:27:46, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8688, loss_cls: 1.2346, loss: 1.2346 2020-07-03 03:31:52,272 - mmaction - INFO - Epoch [77][820/940] lr: 1.000e-03, eta: 5:27:28, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8703, loss_cls: 1.2929, loss: 1.2929 2020-07-03 03:32:07,882 - mmaction - INFO - Epoch [77][840/940] lr: 1.000e-03, eta: 5:27:09, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.2964, loss: 1.2964 2020-07-03 03:32:23,508 - mmaction - INFO - Epoch [77][860/940] lr: 1.000e-03, eta: 5:26:50, time: 0.783, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8719, loss_cls: 1.2653, loss: 1.2653 2020-07-03 03:32:39,062 - mmaction - INFO - Epoch [77][880/940] lr: 1.000e-03, eta: 5:26:31, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8766, loss_cls: 1.2258, loss: 1.2258 2020-07-03 03:32:55,188 - mmaction - INFO - Epoch [77][900/940] lr: 1.000e-03, eta: 5:26:12, time: 0.807, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8562, loss_cls: 1.2854, loss: 1.2854 2020-07-03 03:33:10,678 - mmaction - INFO - Epoch [77][920/940] lr: 1.000e-03, eta: 5:25:53, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2710, loss: 1.2710 2020-07-03 03:33:25,477 - mmaction - INFO - Epoch [77][940/940] lr: 1.000e-03, eta: 5:25:34, time: 0.742, data_time: 0.003, memory: 21558, top1_acc: 0.6943, top5_acc: 0.8683, loss_cls: 1.2782, loss: 1.2782 2020-07-03 03:33:30,537 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-07-03 03:35:55,808 - mmaction - INFO - Epoch [78][20/940] lr: 1.000e-03, eta: 5:25:59, time: 7.194, data_time: 6.384, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.3265, loss: 1.3265 2020-07-03 03:36:11,840 - mmaction - INFO - Epoch [78][40/940] lr: 1.000e-03, eta: 5:25:40, time: 0.802, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8734, loss_cls: 1.2471, loss: 1.2471 2020-07-03 03:36:27,290 - mmaction - INFO - Epoch [78][60/940] lr: 1.000e-03, eta: 5:25:21, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8609, loss_cls: 1.3324, loss: 1.3324 2020-07-03 03:36:42,894 - mmaction - INFO - Epoch [78][80/940] lr: 1.000e-03, eta: 5:25:02, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1569, loss: 1.1569 2020-07-03 03:36:58,468 - mmaction - INFO - Epoch [78][100/940] lr: 1.000e-03, eta: 5:24:43, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.3235, loss: 1.3235 2020-07-03 03:37:14,019 - mmaction - INFO - Epoch [78][120/940] lr: 1.000e-03, eta: 5:24:24, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.2124, loss: 1.2124 2020-07-03 03:37:29,494 - mmaction - INFO - Epoch [78][140/940] lr: 1.000e-03, eta: 5:24:05, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.2431, loss: 1.2431 2020-07-03 03:37:45,117 - mmaction - INFO - Epoch [78][160/940] lr: 1.000e-03, eta: 5:23:46, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2950, loss: 1.2950 2020-07-03 03:38:00,621 - mmaction - INFO - Epoch [78][180/940] lr: 1.000e-03, eta: 5:23:27, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.2061, loss: 1.2061 2020-07-03 03:38:16,200 - mmaction - INFO - Epoch [78][200/940] lr: 1.000e-03, eta: 5:23:08, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8578, loss_cls: 1.2470, loss: 1.2470 2020-07-03 03:38:31,683 - mmaction - INFO - Epoch [78][220/940] lr: 1.000e-03, eta: 5:22:49, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.1888, loss: 1.1888 2020-07-03 03:38:47,211 - mmaction - INFO - Epoch [78][240/940] lr: 1.000e-03, eta: 5:22:30, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8422, loss_cls: 1.3214, loss: 1.3214 2020-07-03 03:39:02,750 - mmaction - INFO - Epoch [78][260/940] lr: 1.000e-03, eta: 5:22:11, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.3658, loss: 1.3658 2020-07-03 03:39:18,303 - mmaction - INFO - Epoch [78][280/940] lr: 1.000e-03, eta: 5:21:52, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8469, loss_cls: 1.2985, loss: 1.2985 2020-07-03 03:39:33,866 - mmaction - INFO - Epoch [78][300/940] lr: 1.000e-03, eta: 5:21:33, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8734, loss_cls: 1.2295, loss: 1.2295 2020-07-03 03:39:49,423 - mmaction - INFO - Epoch [78][320/940] lr: 1.000e-03, eta: 5:21:14, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8766, loss_cls: 1.2303, loss: 1.2303 2020-07-03 03:40:05,047 - mmaction - INFO - Epoch [78][340/940] lr: 1.000e-03, eta: 5:20:55, time: 0.781, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.1804, loss: 1.1804 2020-07-03 03:40:20,609 - mmaction - INFO - Epoch [78][360/940] lr: 1.000e-03, eta: 5:20:37, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8766, loss_cls: 1.2548, loss: 1.2548 2020-07-03 03:40:36,056 - mmaction - INFO - Epoch [78][380/940] lr: 1.000e-03, eta: 5:20:18, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8734, loss_cls: 1.2429, loss: 1.2429 2020-07-03 03:40:51,713 - mmaction - INFO - Epoch [78][400/940] lr: 1.000e-03, eta: 5:19:59, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8859, loss_cls: 1.2455, loss: 1.2455 2020-07-03 03:41:07,311 - mmaction - INFO - Epoch [78][420/940] lr: 1.000e-03, eta: 5:19:40, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2904, loss: 1.2904 2020-07-03 03:41:22,894 - mmaction - INFO - Epoch [78][440/940] lr: 1.000e-03, eta: 5:19:21, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.2499, loss: 1.2499 2020-07-03 03:41:38,532 - mmaction - INFO - Epoch [78][460/940] lr: 1.000e-03, eta: 5:19:02, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1499, loss: 1.1499 2020-07-03 03:41:54,082 - mmaction - INFO - Epoch [78][480/940] lr: 1.000e-03, eta: 5:18:43, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8609, loss_cls: 1.2899, loss: 1.2899 2020-07-03 03:42:09,586 - mmaction - INFO - Epoch [78][500/940] lr: 1.000e-03, eta: 5:18:24, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.2402, loss: 1.2402 2020-07-03 03:42:25,083 - mmaction - INFO - Epoch [78][520/940] lr: 1.000e-03, eta: 5:18:05, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2155, loss: 1.2155 2020-07-03 03:42:40,623 - mmaction - INFO - Epoch [78][540/940] lr: 1.000e-03, eta: 5:17:46, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8734, loss_cls: 1.2517, loss: 1.2517 2020-07-03 03:42:55,999 - mmaction - INFO - Epoch [78][560/940] lr: 1.000e-03, eta: 5:17:27, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3040, loss: 1.3040 2020-07-03 03:43:18,853 - mmaction - INFO - Epoch [78][580/940] lr: 1.000e-03, eta: 5:17:11, time: 1.142, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.1981, loss: 1.1981 2020-07-03 03:43:34,361 - mmaction - INFO - Epoch [78][600/940] lr: 1.000e-03, eta: 5:16:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8500, loss_cls: 1.3705, loss: 1.3705 2020-07-03 03:43:49,869 - mmaction - INFO - Epoch [78][620/940] lr: 1.000e-03, eta: 5:16:33, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.2219, loss: 1.2219 2020-07-03 03:44:05,360 - mmaction - INFO - Epoch [78][640/940] lr: 1.000e-03, eta: 5:16:14, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8641, loss_cls: 1.2465, loss: 1.2465 2020-07-03 03:44:20,838 - mmaction - INFO - Epoch [78][660/940] lr: 1.000e-03, eta: 5:15:55, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8375, loss_cls: 1.4002, loss: 1.4002 2020-07-03 03:44:36,348 - mmaction - INFO - Epoch [78][680/940] lr: 1.000e-03, eta: 5:15:36, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2844, loss: 1.2844 2020-07-03 03:44:51,889 - mmaction - INFO - Epoch [78][700/940] lr: 1.000e-03, eta: 5:15:17, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1785, loss: 1.1785 2020-07-03 03:45:07,897 - mmaction - INFO - Epoch [78][720/940] lr: 1.000e-03, eta: 5:14:58, time: 0.799, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.2242, loss: 1.2242 2020-07-03 03:45:23,508 - mmaction - INFO - Epoch [78][740/940] lr: 1.000e-03, eta: 5:14:39, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2922, loss: 1.2922 2020-07-03 03:45:39,527 - mmaction - INFO - Epoch [78][760/940] lr: 1.000e-03, eta: 5:14:21, time: 0.799, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.3364, loss: 1.3364 2020-07-03 03:45:55,042 - mmaction - INFO - Epoch [78][780/940] lr: 1.000e-03, eta: 5:14:02, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3376, loss: 1.3376 2020-07-03 03:46:10,677 - mmaction - INFO - Epoch [78][800/940] lr: 1.000e-03, eta: 5:13:43, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2639, loss: 1.2639 2020-07-03 03:46:26,348 - mmaction - INFO - Epoch [78][820/940] lr: 1.000e-03, eta: 5:13:24, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8531, loss_cls: 1.3015, loss: 1.3015 2020-07-03 03:46:41,898 - mmaction - INFO - Epoch [78][840/940] lr: 1.000e-03, eta: 5:13:05, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8766, loss_cls: 1.2935, loss: 1.2935 2020-07-03 03:46:57,425 - mmaction - INFO - Epoch [78][860/940] lr: 1.000e-03, eta: 5:12:46, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8562, loss_cls: 1.3592, loss: 1.3592 2020-07-03 03:47:13,138 - mmaction - INFO - Epoch [78][880/940] lr: 1.000e-03, eta: 5:12:27, time: 0.784, data_time: 0.000, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8734, loss_cls: 1.2462, loss: 1.2462 2020-07-03 03:47:28,739 - mmaction - INFO - Epoch [78][900/940] lr: 1.000e-03, eta: 5:12:08, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.3085, loss: 1.3085 2020-07-03 03:47:44,271 - mmaction - INFO - Epoch [78][920/940] lr: 1.000e-03, eta: 5:11:49, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8734, loss_cls: 1.2527, loss: 1.2527 2020-07-03 03:47:59,000 - mmaction - INFO - Epoch [78][940/940] lr: 1.000e-03, eta: 5:11:30, time: 0.737, data_time: 0.002, memory: 21558, top1_acc: 0.6976, top5_acc: 0.8520, loss_cls: 1.3110, loss: 1.3110 2020-07-03 03:48:05,823 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-07-03 03:51:01,306 - mmaction - INFO - Epoch [79][20/940] lr: 1.000e-03, eta: 5:12:03, time: 8.756, data_time: 7.907, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2096, loss: 1.2096 2020-07-03 03:51:16,996 - mmaction - INFO - Epoch [79][40/940] lr: 1.000e-03, eta: 5:11:44, time: 0.785, data_time: 0.008, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2495, loss: 1.2495 2020-07-03 03:51:32,521 - mmaction - INFO - Epoch [79][60/940] lr: 1.000e-03, eta: 5:11:25, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2830, loss: 1.2830 2020-07-03 03:51:47,976 - mmaction - INFO - Epoch [79][80/940] lr: 1.000e-03, eta: 5:11:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.3026, loss: 1.3026 2020-07-03 03:52:03,486 - mmaction - INFO - Epoch [79][100/940] lr: 1.000e-03, eta: 5:10:47, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3860, loss: 1.3860 2020-07-03 03:52:18,957 - mmaction - INFO - Epoch [79][120/940] lr: 1.000e-03, eta: 5:10:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2435, loss: 1.2435 2020-07-03 03:52:34,478 - mmaction - INFO - Epoch [79][140/940] lr: 1.000e-03, eta: 5:10:09, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8625, loss_cls: 1.2579, loss: 1.2579 2020-07-03 03:52:49,952 - mmaction - INFO - Epoch [79][160/940] lr: 1.000e-03, eta: 5:09:50, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8688, loss_cls: 1.2935, loss: 1.2935 2020-07-03 03:53:05,524 - mmaction - INFO - Epoch [79][180/940] lr: 1.000e-03, eta: 5:09:31, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2266, loss: 1.2266 2020-07-03 03:53:21,237 - mmaction - INFO - Epoch [79][200/940] lr: 1.000e-03, eta: 5:09:12, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.1379, loss: 1.1379 2020-07-03 03:53:36,706 - mmaction - INFO - Epoch [79][220/940] lr: 1.000e-03, eta: 5:08:53, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2788, loss: 1.2788 2020-07-03 03:53:52,212 - mmaction - INFO - Epoch [79][240/940] lr: 1.000e-03, eta: 5:08:34, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.3440, loss: 1.3440 2020-07-03 03:54:07,667 - mmaction - INFO - Epoch [79][260/940] lr: 1.000e-03, eta: 5:08:15, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8453, loss_cls: 1.3680, loss: 1.3680 2020-07-03 03:54:23,098 - mmaction - INFO - Epoch [79][280/940] lr: 1.000e-03, eta: 5:07:57, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8500, loss_cls: 1.3124, loss: 1.3124 2020-07-03 03:54:38,676 - mmaction - INFO - Epoch [79][300/940] lr: 1.000e-03, eta: 5:07:38, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6609, top5_acc: 0.8562, loss_cls: 1.3522, loss: 1.3522 2020-07-03 03:54:54,067 - mmaction - INFO - Epoch [79][320/940] lr: 1.000e-03, eta: 5:07:19, time: 0.772, data_time: 0.004, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2663, loss: 1.2663 2020-07-03 03:55:13,546 - mmaction - INFO - Epoch [79][340/940] lr: 1.000e-03, eta: 5:07:01, time: 0.974, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8672, loss_cls: 1.1879, loss: 1.1879 2020-07-03 03:55:29,154 - mmaction - INFO - Epoch [79][360/940] lr: 1.000e-03, eta: 5:06:42, time: 0.781, data_time: 0.004, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.2468, loss: 1.2468 2020-07-03 03:55:44,810 - mmaction - INFO - Epoch [79][380/940] lr: 1.000e-03, eta: 5:06:23, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8656, loss_cls: 1.2734, loss: 1.2734 2020-07-03 03:56:00,525 - mmaction - INFO - Epoch [79][400/940] lr: 1.000e-03, eta: 5:06:04, time: 0.786, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1664, loss: 1.1664 2020-07-03 03:56:16,194 - mmaction - INFO - Epoch [79][420/940] lr: 1.000e-03, eta: 5:05:45, time: 0.785, data_time: 0.003, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8406, loss_cls: 1.3625, loss: 1.3625 2020-07-03 03:56:31,818 - mmaction - INFO - Epoch [79][440/940] lr: 1.000e-03, eta: 5:05:27, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2771, loss: 1.2771 2020-07-03 03:56:47,492 - mmaction - INFO - Epoch [79][460/940] lr: 1.000e-03, eta: 5:05:08, time: 0.784, data_time: 0.000, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8641, loss_cls: 1.2321, loss: 1.2321 2020-07-03 03:57:03,444 - mmaction - INFO - Epoch [79][480/940] lr: 1.000e-03, eta: 5:04:49, time: 0.798, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8672, loss_cls: 1.2365, loss: 1.2365 2020-07-03 03:57:18,804 - mmaction - INFO - Epoch [79][500/940] lr: 1.000e-03, eta: 5:04:30, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8672, loss_cls: 1.2440, loss: 1.2440 2020-07-03 03:57:34,360 - mmaction - INFO - Epoch [79][520/940] lr: 1.000e-03, eta: 5:04:11, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.3273, loss: 1.3273 2020-07-03 03:57:49,882 - mmaction - INFO - Epoch [79][540/940] lr: 1.000e-03, eta: 5:03:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1584, loss: 1.1584 2020-07-03 03:58:05,353 - mmaction - INFO - Epoch [79][560/940] lr: 1.000e-03, eta: 5:03:33, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.2938, loss: 1.2938 2020-07-03 03:58:20,856 - mmaction - INFO - Epoch [79][580/940] lr: 1.000e-03, eta: 5:03:14, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8719, loss_cls: 1.2344, loss: 1.2344 2020-07-03 03:58:36,446 - mmaction - INFO - Epoch [79][600/940] lr: 1.000e-03, eta: 5:02:55, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3702, loss: 1.3702 2020-07-03 03:58:51,989 - mmaction - INFO - Epoch [79][620/940] lr: 1.000e-03, eta: 5:02:36, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8422, loss_cls: 1.3647, loss: 1.3647 2020-07-03 03:59:07,565 - mmaction - INFO - Epoch [79][640/940] lr: 1.000e-03, eta: 5:02:18, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8547, loss_cls: 1.3450, loss: 1.3450 2020-07-03 03:59:23,172 - mmaction - INFO - Epoch [79][660/940] lr: 1.000e-03, eta: 5:01:59, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.2023, loss: 1.2023 2020-07-03 03:59:38,677 - mmaction - INFO - Epoch [79][680/940] lr: 1.000e-03, eta: 5:01:40, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1647, loss: 1.1647 2020-07-03 03:59:54,136 - mmaction - INFO - Epoch [79][700/940] lr: 1.000e-03, eta: 5:01:21, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8609, loss_cls: 1.2148, loss: 1.2148 2020-07-03 04:00:13,169 - mmaction - INFO - Epoch [79][720/940] lr: 1.000e-03, eta: 5:01:03, time: 0.950, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.2128, loss: 1.2128 2020-07-03 04:00:28,606 - mmaction - INFO - Epoch [79][740/940] lr: 1.000e-03, eta: 5:00:44, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.2926, loss: 1.2926 2020-07-03 04:00:44,017 - mmaction - INFO - Epoch [79][760/940] lr: 1.000e-03, eta: 5:00:25, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8547, loss_cls: 1.3268, loss: 1.3268 2020-07-03 04:00:59,631 - mmaction - INFO - Epoch [79][780/940] lr: 1.000e-03, eta: 5:00:06, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8578, loss_cls: 1.3629, loss: 1.3629 2020-07-03 04:01:15,223 - mmaction - INFO - Epoch [79][800/940] lr: 1.000e-03, eta: 4:59:47, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6516, top5_acc: 0.8484, loss_cls: 1.3832, loss: 1.3832 2020-07-03 04:01:30,805 - mmaction - INFO - Epoch [79][820/940] lr: 1.000e-03, eta: 4:59:29, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.3283, loss: 1.3283 2020-07-03 04:01:46,350 - mmaction - INFO - Epoch [79][840/940] lr: 1.000e-03, eta: 4:59:10, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1540, loss: 1.1540 2020-07-03 04:02:01,809 - mmaction - INFO - Epoch [79][860/940] lr: 1.000e-03, eta: 4:58:51, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.2652, loss: 1.2652 2020-07-03 04:02:17,304 - mmaction - INFO - Epoch [79][880/940] lr: 1.000e-03, eta: 4:58:32, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.2339, loss: 1.2339 2020-07-03 04:02:38,752 - mmaction - INFO - Epoch [79][900/940] lr: 1.000e-03, eta: 4:58:15, time: 1.075, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.2675, loss: 1.2675 2020-07-03 04:02:57,694 - mmaction - INFO - Epoch [79][920/940] lr: 1.000e-03, eta: 4:57:57, time: 0.947, data_time: 0.015, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2494, loss: 1.2494 2020-07-03 04:03:18,665 - mmaction - INFO - Epoch [79][940/940] lr: 1.000e-03, eta: 4:57:40, time: 1.048, data_time: 0.001, memory: 21558, top1_acc: 0.6699, top5_acc: 0.8537, loss_cls: 1.3544, loss: 1.3544 2020-07-03 04:03:25,351 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-07-03 04:06:09,493 - mmaction - INFO - Epoch [80][20/940] lr: 1.000e-03, eta: 4:58:06, time: 8.190, data_time: 7.311, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.2989, loss: 1.2989 2020-07-03 04:06:25,330 - mmaction - INFO - Epoch [80][40/940] lr: 1.000e-03, eta: 4:57:47, time: 0.794, data_time: 0.009, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8828, loss_cls: 1.1720, loss: 1.1720 2020-07-03 04:06:40,835 - mmaction - INFO - Epoch [80][60/940] lr: 1.000e-03, eta: 4:57:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8844, loss_cls: 1.1929, loss: 1.1929 2020-07-03 04:06:56,371 - mmaction - INFO - Epoch [80][80/940] lr: 1.000e-03, eta: 4:57:09, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.1125, loss: 1.1125 2020-07-03 04:07:11,840 - mmaction - INFO - Epoch [80][100/940] lr: 1.000e-03, eta: 4:56:50, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2570, loss: 1.2570 2020-07-03 04:07:27,422 - mmaction - INFO - Epoch [80][120/940] lr: 1.000e-03, eta: 4:56:31, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8703, loss_cls: 1.1991, loss: 1.1991 2020-07-03 04:07:43,331 - mmaction - INFO - Epoch [80][140/940] lr: 1.000e-03, eta: 4:56:13, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2898, loss: 1.2898 2020-07-03 04:07:58,904 - mmaction - INFO - Epoch [80][160/940] lr: 1.000e-03, eta: 4:55:54, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1637, loss: 1.1637 2020-07-03 04:08:14,600 - mmaction - INFO - Epoch [80][180/940] lr: 1.000e-03, eta: 4:55:35, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1246, loss: 1.1246 2020-07-03 04:08:30,109 - mmaction - INFO - Epoch [80][200/940] lr: 1.000e-03, eta: 4:55:16, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.2858, loss: 1.2858 2020-07-03 04:08:45,782 - mmaction - INFO - Epoch [80][220/940] lr: 1.000e-03, eta: 4:54:57, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3625, loss: 1.3625 2020-07-03 04:09:01,303 - mmaction - INFO - Epoch [80][240/940] lr: 1.000e-03, eta: 4:54:38, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8719, loss_cls: 1.2622, loss: 1.2622 2020-07-03 04:09:16,821 - mmaction - INFO - Epoch [80][260/940] lr: 1.000e-03, eta: 4:54:19, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8547, loss_cls: 1.3301, loss: 1.3301 2020-07-03 04:09:32,360 - mmaction - INFO - Epoch [80][280/940] lr: 1.000e-03, eta: 4:54:00, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8891, loss_cls: 1.1073, loss: 1.1073 2020-07-03 04:09:47,955 - mmaction - INFO - Epoch [80][300/940] lr: 1.000e-03, eta: 4:53:41, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2843, loss: 1.2843 2020-07-03 04:10:04,038 - mmaction - INFO - Epoch [80][320/940] lr: 1.000e-03, eta: 4:53:23, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.2093, loss: 1.2093 2020-07-03 04:10:19,629 - mmaction - INFO - Epoch [80][340/940] lr: 1.000e-03, eta: 4:53:04, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.2383, loss: 1.2383 2020-07-03 04:10:35,153 - mmaction - INFO - Epoch [80][360/940] lr: 1.000e-03, eta: 4:52:45, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.2040, loss: 1.2040 2020-07-03 04:10:50,752 - mmaction - INFO - Epoch [80][380/940] lr: 1.000e-03, eta: 4:52:26, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8750, loss_cls: 1.2500, loss: 1.2500 2020-07-03 04:11:08,828 - mmaction - INFO - Epoch [80][400/940] lr: 1.000e-03, eta: 4:52:08, time: 0.905, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8688, loss_cls: 1.2306, loss: 1.2306 2020-07-03 04:11:24,620 - mmaction - INFO - Epoch [80][420/940] lr: 1.000e-03, eta: 4:51:49, time: 0.790, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8688, loss_cls: 1.2643, loss: 1.2643 2020-07-03 04:11:40,171 - mmaction - INFO - Epoch [80][440/940] lr: 1.000e-03, eta: 4:51:30, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8422, loss_cls: 1.3741, loss: 1.3741 2020-07-03 04:11:55,685 - mmaction - INFO - Epoch [80][460/940] lr: 1.000e-03, eta: 4:51:11, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1679, loss: 1.1679 2020-07-03 04:12:11,241 - mmaction - INFO - Epoch [80][480/940] lr: 1.000e-03, eta: 4:50:52, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0677, loss: 1.0677 2020-07-03 04:12:26,717 - mmaction - INFO - Epoch [80][500/940] lr: 1.000e-03, eta: 4:50:34, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3095, loss: 1.3095 2020-07-03 04:12:42,326 - mmaction - INFO - Epoch [80][520/940] lr: 1.000e-03, eta: 4:50:15, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2789, loss: 1.2789 2020-07-03 04:12:57,814 - mmaction - INFO - Epoch [80][540/940] lr: 1.000e-03, eta: 4:49:56, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2120, loss: 1.2120 2020-07-03 04:13:13,318 - mmaction - INFO - Epoch [80][560/940] lr: 1.000e-03, eta: 4:49:37, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8781, loss_cls: 1.2180, loss: 1.2180 2020-07-03 04:13:28,986 - mmaction - INFO - Epoch [80][580/940] lr: 1.000e-03, eta: 4:49:18, time: 0.785, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3882, loss: 1.3882 2020-07-03 04:13:45,071 - mmaction - INFO - Epoch [80][600/940] lr: 1.000e-03, eta: 4:48:59, time: 0.804, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3497, loss: 1.3497 2020-07-03 04:14:00,585 - mmaction - INFO - Epoch [80][620/940] lr: 1.000e-03, eta: 4:48:40, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8484, loss_cls: 1.4472, loss: 1.4472 2020-07-03 04:14:16,072 - mmaction - INFO - Epoch [80][640/940] lr: 1.000e-03, eta: 4:48:22, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8953, loss_cls: 1.1525, loss: 1.1525 2020-07-03 04:14:35,238 - mmaction - INFO - Epoch [80][660/940] lr: 1.000e-03, eta: 4:48:04, time: 0.958, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1400, loss: 1.1400 2020-07-03 04:14:51,272 - mmaction - INFO - Epoch [80][680/940] lr: 1.000e-03, eta: 4:47:45, time: 0.802, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2880, loss: 1.2880 2020-07-03 04:15:06,842 - mmaction - INFO - Epoch [80][700/940] lr: 1.000e-03, eta: 4:47:26, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8516, loss_cls: 1.3991, loss: 1.3991 2020-07-03 04:15:22,320 - mmaction - INFO - Epoch [80][720/940] lr: 1.000e-03, eta: 4:47:07, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8703, loss_cls: 1.1708, loss: 1.1708 2020-07-03 04:15:37,880 - mmaction - INFO - Epoch [80][740/940] lr: 1.000e-03, eta: 4:46:48, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8609, loss_cls: 1.3153, loss: 1.3153 2020-07-03 04:15:53,338 - mmaction - INFO - Epoch [80][760/940] lr: 1.000e-03, eta: 4:46:30, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8891, loss_cls: 1.1081, loss: 1.1081 2020-07-03 04:16:09,159 - mmaction - INFO - Epoch [80][780/940] lr: 1.000e-03, eta: 4:46:11, time: 0.791, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8531, loss_cls: 1.2732, loss: 1.2732 2020-07-03 04:16:24,739 - mmaction - INFO - Epoch [80][800/940] lr: 1.000e-03, eta: 4:45:52, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.3294, loss: 1.3294 2020-07-03 04:16:40,344 - mmaction - INFO - Epoch [80][820/940] lr: 1.000e-03, eta: 4:45:33, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2954, loss: 1.2954 2020-07-03 04:16:55,815 - mmaction - INFO - Epoch [80][840/940] lr: 1.000e-03, eta: 4:45:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8531, loss_cls: 1.2481, loss: 1.2481 2020-07-03 04:17:11,397 - mmaction - INFO - Epoch [80][860/940] lr: 1.000e-03, eta: 4:44:55, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8625, loss_cls: 1.2287, loss: 1.2287 2020-07-03 04:17:27,235 - mmaction - INFO - Epoch [80][880/940] lr: 1.000e-03, eta: 4:44:37, time: 0.790, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.2381, loss: 1.2381 2020-07-03 04:17:42,678 - mmaction - INFO - Epoch [80][900/940] lr: 1.000e-03, eta: 4:44:18, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8609, loss_cls: 1.3012, loss: 1.3012 2020-07-03 04:17:58,137 - mmaction - INFO - Epoch [80][920/940] lr: 1.000e-03, eta: 4:43:59, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8734, loss_cls: 1.3020, loss: 1.3020 2020-07-03 04:18:12,995 - mmaction - INFO - Epoch [80][940/940] lr: 1.000e-03, eta: 4:43:40, time: 0.743, data_time: 0.001, memory: 21558, top1_acc: 0.6780, top5_acc: 0.8423, loss_cls: 1.3375, loss: 1.3375 2020-07-03 04:18:19,815 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-03 04:25:18,253 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 04:25:18,994 - mmaction - INFO - top1_acc 0.6966 top5_acc 0.8867 2020-07-03 04:25:18,994 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 04:25:19,044 - mmaction - INFO - mean_acc 0.6965 2020-07-03 04:25:19,051 - mmaction - INFO - Epoch [80][940/940] lr: 1.000e-03, top1_acc: 0.6966, top5_acc: 0.8867, mean_class_accuracy: 0.6965 2020-07-03 04:26:17,785 - mmaction - INFO - Epoch [81][20/940] lr: 1.000e-04, eta: 4:43:33, time: 2.934, data_time: 2.141, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8609, loss_cls: 1.2449, loss: 1.2449 2020-07-03 04:26:34,053 - mmaction - INFO - Epoch [81][40/940] lr: 1.000e-04, eta: 4:43:15, time: 0.814, data_time: 0.038, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2729, loss: 1.2729 2020-07-03 04:26:49,547 - mmaction - INFO - Epoch [81][60/940] lr: 1.000e-04, eta: 4:42:56, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8922, loss_cls: 1.1265, loss: 1.1265 2020-07-03 04:27:05,134 - mmaction - INFO - Epoch [81][80/940] lr: 1.000e-04, eta: 4:42:37, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2654, loss: 1.2654 2020-07-03 04:27:20,699 - mmaction - INFO - Epoch [81][100/940] lr: 1.000e-04, eta: 4:42:18, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1833, loss: 1.1833 2020-07-03 04:27:36,118 - mmaction - INFO - Epoch [81][120/940] lr: 1.000e-04, eta: 4:41:59, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8719, loss_cls: 1.2126, loss: 1.2126 2020-07-03 04:27:52,141 - mmaction - INFO - Epoch [81][140/940] lr: 1.000e-04, eta: 4:41:41, time: 0.802, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1946, loss: 1.1946 2020-07-03 04:28:07,609 - mmaction - INFO - Epoch [81][160/940] lr: 1.000e-04, eta: 4:41:22, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.2405, loss: 1.2405 2020-07-03 04:28:23,522 - mmaction - INFO - Epoch [81][180/940] lr: 1.000e-04, eta: 4:41:03, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8734, loss_cls: 1.2105, loss: 1.2105 2020-07-03 04:28:39,120 - mmaction - INFO - Epoch [81][200/940] lr: 1.000e-04, eta: 4:40:44, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8906, loss_cls: 1.0831, loss: 1.0831 2020-07-03 04:28:54,761 - mmaction - INFO - Epoch [81][220/940] lr: 1.000e-04, eta: 4:40:25, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8719, loss_cls: 1.1958, loss: 1.1958 2020-07-03 04:29:10,218 - mmaction - INFO - Epoch [81][240/940] lr: 1.000e-04, eta: 4:40:06, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2734, loss: 1.2734 2020-07-03 04:29:26,142 - mmaction - INFO - Epoch [81][260/940] lr: 1.000e-04, eta: 4:39:48, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8703, loss_cls: 1.2196, loss: 1.2196 2020-07-03 04:29:42,093 - mmaction - INFO - Epoch [81][280/940] lr: 1.000e-04, eta: 4:39:29, time: 0.798, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8625, loss_cls: 1.2855, loss: 1.2855 2020-07-03 04:29:57,570 - mmaction - INFO - Epoch [81][300/940] lr: 1.000e-04, eta: 4:39:10, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8703, loss_cls: 1.2121, loss: 1.2121 2020-07-03 04:30:13,133 - mmaction - INFO - Epoch [81][320/940] lr: 1.000e-04, eta: 4:38:51, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.2447, loss: 1.2447 2020-07-03 04:30:28,628 - mmaction - INFO - Epoch [81][340/940] lr: 1.000e-04, eta: 4:38:32, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1826, loss: 1.1826 2020-07-03 04:30:44,940 - mmaction - INFO - Epoch [81][360/940] lr: 1.000e-04, eta: 4:38:14, time: 0.814, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2178, loss: 1.2178 2020-07-03 04:31:00,397 - mmaction - INFO - Epoch [81][380/940] lr: 1.000e-04, eta: 4:37:55, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.2017, loss: 1.2017 2020-07-03 04:31:16,087 - mmaction - INFO - Epoch [81][400/940] lr: 1.000e-04, eta: 4:37:36, time: 0.785, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8938, loss_cls: 1.1004, loss: 1.1004 2020-07-03 04:31:31,590 - mmaction - INFO - Epoch [81][420/940] lr: 1.000e-04, eta: 4:37:17, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8656, loss_cls: 1.2368, loss: 1.2368 2020-07-03 04:31:47,137 - mmaction - INFO - Epoch [81][440/940] lr: 1.000e-04, eta: 4:36:59, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.2010, loss: 1.2010 2020-07-03 04:32:02,775 - mmaction - INFO - Epoch [81][460/940] lr: 1.000e-04, eta: 4:36:40, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.3205, loss: 1.3205 2020-07-03 04:32:18,464 - mmaction - INFO - Epoch [81][480/940] lr: 1.000e-04, eta: 4:36:21, time: 0.785, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8875, loss_cls: 1.1312, loss: 1.1312 2020-07-03 04:32:34,010 - mmaction - INFO - Epoch [81][500/940] lr: 1.000e-04, eta: 4:36:02, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2649, loss: 1.2649 2020-07-03 04:33:14,734 - mmaction - INFO - Epoch [81][520/940] lr: 1.000e-04, eta: 4:35:50, time: 2.036, data_time: 0.000, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8828, loss_cls: 1.2065, loss: 1.2065 2020-07-03 04:33:30,561 - mmaction - INFO - Epoch [81][540/940] lr: 1.000e-04, eta: 4:35:32, time: 0.791, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.1908, loss: 1.1908 2020-07-03 04:33:46,234 - mmaction - INFO - Epoch [81][560/940] lr: 1.000e-04, eta: 4:35:13, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2605, loss: 1.2605 2020-07-03 04:34:01,675 - mmaction - INFO - Epoch [81][580/940] lr: 1.000e-04, eta: 4:34:54, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2215, loss: 1.2215 2020-07-03 04:34:17,104 - mmaction - INFO - Epoch [81][600/940] lr: 1.000e-04, eta: 4:34:35, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8906, loss_cls: 1.1814, loss: 1.1814 2020-07-03 04:34:35,261 - mmaction - INFO - Epoch [81][620/940] lr: 1.000e-04, eta: 4:34:17, time: 0.908, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2733, loss: 1.2733 2020-07-03 04:34:51,299 - mmaction - INFO - Epoch [81][640/940] lr: 1.000e-04, eta: 4:33:58, time: 0.800, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8781, loss_cls: 1.1844, loss: 1.1844 2020-07-03 04:35:07,451 - mmaction - INFO - Epoch [81][660/940] lr: 1.000e-04, eta: 4:33:40, time: 0.805, data_time: 0.005, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.3572, loss: 1.3572 2020-07-03 04:35:23,092 - mmaction - INFO - Epoch [81][680/940] lr: 1.000e-04, eta: 4:33:21, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8859, loss_cls: 1.2216, loss: 1.2216 2020-07-03 04:35:41,352 - mmaction - INFO - Epoch [81][700/940] lr: 1.000e-04, eta: 4:33:03, time: 0.914, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8734, loss_cls: 1.2886, loss: 1.2886 2020-07-03 04:35:57,662 - mmaction - INFO - Epoch [81][720/940] lr: 1.000e-04, eta: 4:32:44, time: 0.815, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.2466, loss: 1.2466 2020-07-03 04:36:13,220 - mmaction - INFO - Epoch [81][740/940] lr: 1.000e-04, eta: 4:32:26, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8859, loss_cls: 1.1739, loss: 1.1739 2020-07-03 04:36:28,817 - mmaction - INFO - Epoch [81][760/940] lr: 1.000e-04, eta: 4:32:07, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.9016, loss_cls: 1.1991, loss: 1.1991 2020-07-03 04:36:45,007 - mmaction - INFO - Epoch [81][780/940] lr: 1.000e-04, eta: 4:31:48, time: 0.810, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2410, loss: 1.2410 2020-07-03 04:37:00,488 - mmaction - INFO - Epoch [81][800/940] lr: 1.000e-04, eta: 4:31:29, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2739, loss: 1.2739 2020-07-03 04:37:15,923 - mmaction - INFO - Epoch [81][820/940] lr: 1.000e-04, eta: 4:31:11, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9047, loss_cls: 1.1165, loss: 1.1165 2020-07-03 04:37:31,500 - mmaction - INFO - Epoch [81][840/940] lr: 1.000e-04, eta: 4:30:52, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8844, loss_cls: 1.1807, loss: 1.1807 2020-07-03 04:37:46,999 - mmaction - INFO - Epoch [81][860/940] lr: 1.000e-04, eta: 4:30:33, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8594, loss_cls: 1.2899, loss: 1.2899 2020-07-03 04:38:03,527 - mmaction - INFO - Epoch [81][880/940] lr: 1.000e-04, eta: 4:30:14, time: 0.826, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8656, loss_cls: 1.1852, loss: 1.1852 2020-07-03 04:38:19,409 - mmaction - INFO - Epoch [81][900/940] lr: 1.000e-04, eta: 4:29:56, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3152, loss: 1.3152 2020-07-03 04:38:34,848 - mmaction - INFO - Epoch [81][920/940] lr: 1.000e-04, eta: 4:29:37, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.2003, loss: 1.2003 2020-07-03 04:38:50,101 - mmaction - INFO - Epoch [81][940/940] lr: 1.000e-04, eta: 4:29:18, time: 0.761, data_time: 0.001, memory: 21558, top1_acc: 0.6992, top5_acc: 0.8813, loss_cls: 1.1752, loss: 1.1752 2020-07-03 04:38:56,004 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-07-03 04:41:13,624 - mmaction - INFO - Epoch [82][20/940] lr: 1.000e-04, eta: 4:29:32, time: 6.863, data_time: 6.054, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.2178, loss: 1.2178 2020-07-03 04:41:29,677 - mmaction - INFO - Epoch [82][40/940] lr: 1.000e-04, eta: 4:29:13, time: 0.803, data_time: 0.026, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3178, loss: 1.3178 2020-07-03 04:41:45,749 - mmaction - INFO - Epoch [82][60/940] lr: 1.000e-04, eta: 4:28:54, time: 0.801, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1863, loss: 1.1863 2020-07-03 04:42:01,672 - mmaction - INFO - Epoch [82][80/940] lr: 1.000e-04, eta: 4:28:36, time: 0.798, data_time: 0.003, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2543, loss: 1.2543 2020-07-03 04:42:17,080 - mmaction - INFO - Epoch [82][100/940] lr: 1.000e-04, eta: 4:28:17, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8859, loss_cls: 1.1860, loss: 1.1860 2020-07-03 04:42:32,596 - mmaction - INFO - Epoch [82][120/940] lr: 1.000e-04, eta: 4:27:58, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.1059, loss: 1.1059 2020-07-03 04:42:48,105 - mmaction - INFO - Epoch [82][140/940] lr: 1.000e-04, eta: 4:27:39, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8812, loss_cls: 1.1819, loss: 1.1819 2020-07-03 04:43:03,692 - mmaction - INFO - Epoch [82][160/940] lr: 1.000e-04, eta: 4:27:20, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8859, loss_cls: 1.1617, loss: 1.1617 2020-07-03 04:43:19,196 - mmaction - INFO - Epoch [82][180/940] lr: 1.000e-04, eta: 4:27:02, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8734, loss_cls: 1.1452, loss: 1.1452 2020-07-03 04:43:34,642 - mmaction - INFO - Epoch [82][200/940] lr: 1.000e-04, eta: 4:26:43, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1182, loss: 1.1182 2020-07-03 04:43:50,201 - mmaction - INFO - Epoch [82][220/940] lr: 1.000e-04, eta: 4:26:24, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8875, loss_cls: 1.1475, loss: 1.1475 2020-07-03 04:44:05,713 - mmaction - INFO - Epoch [82][240/940] lr: 1.000e-04, eta: 4:26:05, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.2091, loss: 1.2091 2020-07-03 04:44:21,227 - mmaction - INFO - Epoch [82][260/940] lr: 1.000e-04, eta: 4:25:46, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1492, loss: 1.1492 2020-07-03 04:44:36,693 - mmaction - INFO - Epoch [82][280/940] lr: 1.000e-04, eta: 4:25:28, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1850, loss: 1.1850 2020-07-03 04:44:52,255 - mmaction - INFO - Epoch [82][300/940] lr: 1.000e-04, eta: 4:25:09, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.2281, loss: 1.2281 2020-07-03 04:45:08,180 - mmaction - INFO - Epoch [82][320/940] lr: 1.000e-04, eta: 4:24:50, time: 0.796, data_time: 0.003, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.3160, loss: 1.3160 2020-07-03 04:45:23,682 - mmaction - INFO - Epoch [82][340/940] lr: 1.000e-04, eta: 4:24:31, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8688, loss_cls: 1.1841, loss: 1.1841 2020-07-03 04:45:39,275 - mmaction - INFO - Epoch [82][360/940] lr: 1.000e-04, eta: 4:24:12, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8672, loss_cls: 1.2295, loss: 1.2295 2020-07-03 04:45:54,706 - mmaction - INFO - Epoch [82][380/940] lr: 1.000e-04, eta: 4:23:54, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.1184, loss: 1.1184 2020-07-03 04:46:10,417 - mmaction - INFO - Epoch [82][400/940] lr: 1.000e-04, eta: 4:23:35, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8750, loss_cls: 1.1240, loss: 1.1240 2020-07-03 04:46:25,993 - mmaction - INFO - Epoch [82][420/940] lr: 1.000e-04, eta: 4:23:16, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.2690, loss: 1.2690 2020-07-03 04:46:41,548 - mmaction - INFO - Epoch [82][440/940] lr: 1.000e-04, eta: 4:22:57, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2609, loss: 1.2609 2020-07-03 04:46:57,138 - mmaction - INFO - Epoch [82][460/940] lr: 1.000e-04, eta: 4:22:39, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8812, loss_cls: 1.2459, loss: 1.2459 2020-07-03 04:47:12,615 - mmaction - INFO - Epoch [82][480/940] lr: 1.000e-04, eta: 4:22:20, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.2051, loss: 1.2051 2020-07-03 04:47:28,151 - mmaction - INFO - Epoch [82][500/940] lr: 1.000e-04, eta: 4:22:01, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8797, loss_cls: 1.1783, loss: 1.1783 2020-07-03 04:47:43,691 - mmaction - INFO - Epoch [82][520/940] lr: 1.000e-04, eta: 4:21:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8828, loss_cls: 1.1483, loss: 1.1483 2020-07-03 04:47:59,217 - mmaction - INFO - Epoch [82][540/940] lr: 1.000e-04, eta: 4:21:23, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8578, loss_cls: 1.3473, loss: 1.3473 2020-07-03 04:48:14,650 - mmaction - INFO - Epoch [82][560/940] lr: 1.000e-04, eta: 4:21:05, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.2649, loss: 1.2649 2020-07-03 04:48:30,119 - mmaction - INFO - Epoch [82][580/940] lr: 1.000e-04, eta: 4:20:46, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2260, loss: 1.2260 2020-07-03 04:48:45,660 - mmaction - INFO - Epoch [82][600/940] lr: 1.000e-04, eta: 4:20:27, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8578, loss_cls: 1.2746, loss: 1.2746 2020-07-03 04:49:01,166 - mmaction - INFO - Epoch [82][620/940] lr: 1.000e-04, eta: 4:20:08, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.2153, loss: 1.2153 2020-07-03 04:49:16,724 - mmaction - INFO - Epoch [82][640/940] lr: 1.000e-04, eta: 4:19:50, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3816, loss: 1.3816 2020-07-03 04:49:32,196 - mmaction - INFO - Epoch [82][660/940] lr: 1.000e-04, eta: 4:19:31, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1841, loss: 1.1841 2020-07-03 04:49:47,674 - mmaction - INFO - Epoch [82][680/940] lr: 1.000e-04, eta: 4:19:12, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2168, loss: 1.2168 2020-07-03 04:50:03,256 - mmaction - INFO - Epoch [82][700/940] lr: 1.000e-04, eta: 4:18:53, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8656, loss_cls: 1.1855, loss: 1.1855 2020-07-03 04:50:19,772 - mmaction - INFO - Epoch [82][720/940] lr: 1.000e-04, eta: 4:18:35, time: 0.828, data_time: 0.004, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8734, loss_cls: 1.1973, loss: 1.1973 2020-07-03 04:50:35,316 - mmaction - INFO - Epoch [82][740/940] lr: 1.000e-04, eta: 4:18:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8703, loss_cls: 1.2174, loss: 1.2174 2020-07-03 04:50:50,753 - mmaction - INFO - Epoch [82][760/940] lr: 1.000e-04, eta: 4:17:57, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2329, loss: 1.2329 2020-07-03 04:51:06,259 - mmaction - INFO - Epoch [82][780/940] lr: 1.000e-04, eta: 4:17:39, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8766, loss_cls: 1.2294, loss: 1.2294 2020-07-03 04:51:21,847 - mmaction - INFO - Epoch [82][800/940] lr: 1.000e-04, eta: 4:17:20, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8828, loss_cls: 1.1229, loss: 1.1229 2020-07-03 04:51:37,435 - mmaction - INFO - Epoch [82][820/940] lr: 1.000e-04, eta: 4:17:01, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3242, loss: 1.3242 2020-07-03 04:51:53,042 - mmaction - INFO - Epoch [82][840/940] lr: 1.000e-04, eta: 4:16:42, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1747, loss: 1.1747 2020-07-03 04:52:08,533 - mmaction - INFO - Epoch [82][860/940] lr: 1.000e-04, eta: 4:16:24, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0964, loss: 1.0964 2020-07-03 04:52:24,043 - mmaction - INFO - Epoch [82][880/940] lr: 1.000e-04, eta: 4:16:05, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 1.1282, loss: 1.1282 2020-07-03 04:52:39,644 - mmaction - INFO - Epoch [82][900/940] lr: 1.000e-04, eta: 4:15:46, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8906, loss_cls: 1.1893, loss: 1.1893 2020-07-03 04:52:55,220 - mmaction - INFO - Epoch [82][920/940] lr: 1.000e-04, eta: 4:15:27, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8594, loss_cls: 1.2960, loss: 1.2960 2020-07-03 04:53:09,921 - mmaction - INFO - Epoch [82][940/940] lr: 1.000e-04, eta: 4:15:08, time: 0.737, data_time: 0.003, memory: 21558, top1_acc: 0.7089, top5_acc: 0.8504, loss_cls: 1.2285, loss: 1.2285 2020-07-03 04:53:15,811 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-07-03 04:55:40,580 - mmaction - INFO - Epoch [83][20/940] lr: 1.000e-04, eta: 4:15:22, time: 7.217, data_time: 6.378, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8594, loss_cls: 1.2575, loss: 1.2575 2020-07-03 04:55:56,697 - mmaction - INFO - Epoch [83][40/940] lr: 1.000e-04, eta: 4:15:03, time: 0.808, data_time: 0.034, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2445, loss: 1.2445 2020-07-03 04:56:12,874 - mmaction - INFO - Epoch [83][60/940] lr: 1.000e-04, eta: 4:14:45, time: 0.807, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.2324, loss: 1.2324 2020-07-03 04:56:28,458 - mmaction - INFO - Epoch [83][80/940] lr: 1.000e-04, eta: 4:14:26, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8766, loss_cls: 1.1867, loss: 1.1867 2020-07-03 04:56:44,084 - mmaction - INFO - Epoch [83][100/940] lr: 1.000e-04, eta: 4:14:07, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8828, loss_cls: 1.1731, loss: 1.1731 2020-07-03 04:56:59,605 - mmaction - INFO - Epoch [83][120/940] lr: 1.000e-04, eta: 4:13:48, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2231, loss: 1.2231 2020-07-03 04:57:15,159 - mmaction - INFO - Epoch [83][140/940] lr: 1.000e-04, eta: 4:13:30, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.1400, loss: 1.1400 2020-07-03 04:57:30,749 - mmaction - INFO - Epoch [83][160/940] lr: 1.000e-04, eta: 4:13:11, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8750, loss_cls: 1.2492, loss: 1.2492 2020-07-03 04:57:46,621 - mmaction - INFO - Epoch [83][180/940] lr: 1.000e-04, eta: 4:12:52, time: 0.792, data_time: 0.022, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2759, loss: 1.2759 2020-07-03 04:58:02,125 - mmaction - INFO - Epoch [83][200/940] lr: 1.000e-04, eta: 4:12:33, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.2722, loss: 1.2722 2020-07-03 04:58:17,575 - mmaction - INFO - Epoch [83][220/940] lr: 1.000e-04, eta: 4:12:15, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.2780, loss: 1.2780 2020-07-03 04:58:33,211 - mmaction - INFO - Epoch [83][240/940] lr: 1.000e-04, eta: 4:11:56, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.2570, loss: 1.2570 2020-07-03 04:58:48,810 - mmaction - INFO - Epoch [83][260/940] lr: 1.000e-04, eta: 4:11:37, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1744, loss: 1.1744 2020-07-03 04:59:04,432 - mmaction - INFO - Epoch [83][280/940] lr: 1.000e-04, eta: 4:11:18, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.8938, loss_cls: 1.1144, loss: 1.1144 2020-07-03 04:59:20,474 - mmaction - INFO - Epoch [83][300/940] lr: 1.000e-04, eta: 4:11:00, time: 0.801, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2726, loss: 1.2726 2020-07-03 04:59:36,047 - mmaction - INFO - Epoch [83][320/940] lr: 1.000e-04, eta: 4:10:41, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8656, loss_cls: 1.2164, loss: 1.2164 2020-07-03 04:59:51,640 - mmaction - INFO - Epoch [83][340/940] lr: 1.000e-04, eta: 4:10:22, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.1368, loss: 1.1368 2020-07-03 05:00:10,152 - mmaction - INFO - Epoch [83][360/940] lr: 1.000e-04, eta: 4:10:04, time: 0.925, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8797, loss_cls: 1.1329, loss: 1.1329 2020-07-03 05:00:25,586 - mmaction - INFO - Epoch [83][380/940] lr: 1.000e-04, eta: 4:09:45, time: 0.772, data_time: 0.005, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8547, loss_cls: 1.3455, loss: 1.3455 2020-07-03 05:00:41,519 - mmaction - INFO - Epoch [83][400/940] lr: 1.000e-04, eta: 4:09:27, time: 0.798, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1971, loss: 1.1971 2020-07-03 05:00:57,457 - mmaction - INFO - Epoch [83][420/940] lr: 1.000e-04, eta: 4:09:08, time: 0.795, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2455, loss: 1.2455 2020-07-03 05:01:13,037 - mmaction - INFO - Epoch [83][440/940] lr: 1.000e-04, eta: 4:08:49, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.2140, loss: 1.2140 2020-07-03 05:01:28,488 - mmaction - INFO - Epoch [83][460/940] lr: 1.000e-04, eta: 4:08:31, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.2182, loss: 1.2182 2020-07-03 05:01:43,994 - mmaction - INFO - Epoch [83][480/940] lr: 1.000e-04, eta: 4:08:12, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8859, loss_cls: 1.1518, loss: 1.1518 2020-07-03 05:01:59,422 - mmaction - INFO - Epoch [83][500/940] lr: 1.000e-04, eta: 4:07:53, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7609, top5_acc: 0.9031, loss_cls: 1.0159, loss: 1.0159 2020-07-03 05:02:14,937 - mmaction - INFO - Epoch [83][520/940] lr: 1.000e-04, eta: 4:07:34, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8766, loss_cls: 1.2298, loss: 1.2298 2020-07-03 05:02:30,570 - mmaction - INFO - Epoch [83][540/940] lr: 1.000e-04, eta: 4:07:16, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 1.0593, loss: 1.0593 2020-07-03 05:02:46,073 - mmaction - INFO - Epoch [83][560/940] lr: 1.000e-04, eta: 4:06:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8547, loss_cls: 1.3520, loss: 1.3520 2020-07-03 05:03:01,570 - mmaction - INFO - Epoch [83][580/940] lr: 1.000e-04, eta: 4:06:38, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1772, loss: 1.1772 2020-07-03 05:03:17,060 - mmaction - INFO - Epoch [83][600/940] lr: 1.000e-04, eta: 4:06:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8719, loss_cls: 1.2118, loss: 1.2118 2020-07-03 05:03:32,512 - mmaction - INFO - Epoch [83][620/940] lr: 1.000e-04, eta: 4:06:01, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8906, loss_cls: 1.0579, loss: 1.0579 2020-07-03 05:03:47,936 - mmaction - INFO - Epoch [83][640/940] lr: 1.000e-04, eta: 4:05:42, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8781, loss_cls: 1.2391, loss: 1.2391 2020-07-03 05:04:03,390 - mmaction - INFO - Epoch [83][660/940] lr: 1.000e-04, eta: 4:05:23, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8859, loss_cls: 1.1052, loss: 1.1052 2020-07-03 05:04:20,587 - mmaction - INFO - Epoch [83][680/940] lr: 1.000e-04, eta: 4:05:05, time: 0.858, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1431, loss: 1.1431 2020-07-03 05:04:39,584 - mmaction - INFO - Epoch [83][700/940] lr: 1.000e-04, eta: 4:04:47, time: 0.951, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8703, loss_cls: 1.2136, loss: 1.2136 2020-07-03 05:04:55,075 - mmaction - INFO - Epoch [83][720/940] lr: 1.000e-04, eta: 4:04:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.2097, loss: 1.2097 2020-07-03 05:05:11,176 - mmaction - INFO - Epoch [83][740/940] lr: 1.000e-04, eta: 4:04:10, time: 0.805, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8578, loss_cls: 1.3754, loss: 1.3754 2020-07-03 05:05:26,889 - mmaction - INFO - Epoch [83][760/940] lr: 1.000e-04, eta: 4:03:51, time: 0.787, data_time: 0.003, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.1213, loss: 1.1213 2020-07-03 05:05:42,439 - mmaction - INFO - Epoch [83][780/940] lr: 1.000e-04, eta: 4:03:32, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.2079, loss: 1.2079 2020-07-03 05:05:58,129 - mmaction - INFO - Epoch [83][800/940] lr: 1.000e-04, eta: 4:03:14, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8953, loss_cls: 1.1595, loss: 1.1595 2020-07-03 05:06:13,800 - mmaction - INFO - Epoch [83][820/940] lr: 1.000e-04, eta: 4:02:55, time: 0.785, data_time: 0.003, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8609, loss_cls: 1.2989, loss: 1.2989 2020-07-03 05:06:29,260 - mmaction - INFO - Epoch [83][840/940] lr: 1.000e-04, eta: 4:02:36, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8703, loss_cls: 1.2380, loss: 1.2380 2020-07-03 05:06:44,788 - mmaction - INFO - Epoch [83][860/940] lr: 1.000e-04, eta: 4:02:17, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1977, loss: 1.1977 2020-07-03 05:07:00,318 - mmaction - INFO - Epoch [83][880/940] lr: 1.000e-04, eta: 4:01:59, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3256, loss: 1.3256 2020-07-03 05:07:15,842 - mmaction - INFO - Epoch [83][900/940] lr: 1.000e-04, eta: 4:01:40, time: 0.775, data_time: 0.005, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8750, loss_cls: 1.2303, loss: 1.2303 2020-07-03 05:07:31,399 - mmaction - INFO - Epoch [83][920/940] lr: 1.000e-04, eta: 4:01:21, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8859, loss_cls: 1.0970, loss: 1.0970 2020-07-03 05:07:46,234 - mmaction - INFO - Epoch [83][940/940] lr: 1.000e-04, eta: 4:01:02, time: 0.744, data_time: 0.004, memory: 21558, top1_acc: 0.7106, top5_acc: 0.8699, loss_cls: 1.2402, loss: 1.2402 2020-07-03 05:07:53,257 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-07-03 05:10:22,625 - mmaction - INFO - Epoch [84][20/940] lr: 1.000e-04, eta: 4:01:15, time: 7.448, data_time: 6.631, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.1964, loss: 1.1964 2020-07-03 05:10:38,170 - mmaction - INFO - Epoch [84][40/940] lr: 1.000e-04, eta: 4:00:56, time: 0.777, data_time: 0.006, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1287, loss: 1.1287 2020-07-03 05:10:53,968 - mmaction - INFO - Epoch [84][60/940] lr: 1.000e-04, eta: 4:00:37, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8891, loss_cls: 1.1357, loss: 1.1357 2020-07-03 05:11:09,549 - mmaction - INFO - Epoch [84][80/940] lr: 1.000e-04, eta: 4:00:19, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8953, loss_cls: 1.1414, loss: 1.1414 2020-07-03 05:11:25,042 - mmaction - INFO - Epoch [84][100/940] lr: 1.000e-04, eta: 4:00:00, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8719, loss_cls: 1.2207, loss: 1.2207 2020-07-03 05:11:40,504 - mmaction - INFO - Epoch [84][120/940] lr: 1.000e-04, eta: 3:59:41, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8859, loss_cls: 1.2161, loss: 1.2161 2020-07-03 05:11:56,071 - mmaction - INFO - Epoch [84][140/940] lr: 1.000e-04, eta: 3:59:22, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3401, loss: 1.3401 2020-07-03 05:12:11,569 - mmaction - INFO - Epoch [84][160/940] lr: 1.000e-04, eta: 3:59:04, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8641, loss_cls: 1.2507, loss: 1.2507 2020-07-03 05:12:27,039 - mmaction - INFO - Epoch [84][180/940] lr: 1.000e-04, eta: 3:58:45, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6531, top5_acc: 0.8516, loss_cls: 1.3627, loss: 1.3627 2020-07-03 05:12:42,560 - mmaction - INFO - Epoch [84][200/940] lr: 1.000e-04, eta: 3:58:26, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.1734, loss: 1.1734 2020-07-03 05:12:58,180 - mmaction - INFO - Epoch [84][220/940] lr: 1.000e-04, eta: 3:58:07, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8562, loss_cls: 1.3188, loss: 1.3188 2020-07-03 05:13:13,712 - mmaction - INFO - Epoch [84][240/940] lr: 1.000e-04, eta: 3:57:49, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.3317, loss: 1.3317 2020-07-03 05:13:29,299 - mmaction - INFO - Epoch [84][260/940] lr: 1.000e-04, eta: 3:57:30, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8672, loss_cls: 1.2853, loss: 1.2853 2020-07-03 05:13:44,729 - mmaction - INFO - Epoch [84][280/940] lr: 1.000e-04, eta: 3:57:11, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6453, top5_acc: 0.8500, loss_cls: 1.3918, loss: 1.3918 2020-07-03 05:14:03,988 - mmaction - INFO - Epoch [84][300/940] lr: 1.000e-04, eta: 3:56:53, time: 0.963, data_time: 0.007, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.2666, loss: 1.2666 2020-07-03 05:14:23,306 - mmaction - INFO - Epoch [84][320/940] lr: 1.000e-04, eta: 3:56:36, time: 0.966, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8594, loss_cls: 1.3321, loss: 1.3321 2020-07-03 05:14:38,888 - mmaction - INFO - Epoch [84][340/940] lr: 1.000e-04, eta: 3:56:17, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2136, loss: 1.2136 2020-07-03 05:14:54,499 - mmaction - INFO - Epoch [84][360/940] lr: 1.000e-04, eta: 3:55:58, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.2296, loss: 1.2296 2020-07-03 05:15:10,043 - mmaction - INFO - Epoch [84][380/940] lr: 1.000e-04, eta: 3:55:39, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8906, loss_cls: 1.1079, loss: 1.1079 2020-07-03 05:15:25,784 - mmaction - INFO - Epoch [84][400/940] lr: 1.000e-04, eta: 3:55:21, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8609, loss_cls: 1.2460, loss: 1.2460 2020-07-03 05:15:41,330 - mmaction - INFO - Epoch [84][420/940] lr: 1.000e-04, eta: 3:55:02, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1189, loss: 1.1189 2020-07-03 05:15:56,826 - mmaction - INFO - Epoch [84][440/940] lr: 1.000e-04, eta: 3:54:43, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.1595, loss: 1.1595 2020-07-03 05:16:12,302 - mmaction - INFO - Epoch [84][460/940] lr: 1.000e-04, eta: 3:54:25, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8984, loss_cls: 1.0805, loss: 1.0805 2020-07-03 05:16:27,806 - mmaction - INFO - Epoch [84][480/940] lr: 1.000e-04, eta: 3:54:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8906, loss_cls: 1.0631, loss: 1.0631 2020-07-03 05:16:43,293 - mmaction - INFO - Epoch [84][500/940] lr: 1.000e-04, eta: 3:53:47, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0696, loss: 1.0696 2020-07-03 05:16:58,867 - mmaction - INFO - Epoch [84][520/940] lr: 1.000e-04, eta: 3:53:28, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.1760, loss: 1.1760 2020-07-03 05:17:14,383 - mmaction - INFO - Epoch [84][540/940] lr: 1.000e-04, eta: 3:53:10, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2430, loss: 1.2430 2020-07-03 05:17:29,853 - mmaction - INFO - Epoch [84][560/940] lr: 1.000e-04, eta: 3:52:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8922, loss_cls: 1.1372, loss: 1.1372 2020-07-03 05:17:45,379 - mmaction - INFO - Epoch [84][580/940] lr: 1.000e-04, eta: 3:52:32, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2433, loss: 1.2433 2020-07-03 05:18:00,810 - mmaction - INFO - Epoch [84][600/940] lr: 1.000e-04, eta: 3:52:14, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.2108, loss: 1.2108 2020-07-03 05:18:16,255 - mmaction - INFO - Epoch [84][620/940] lr: 1.000e-04, eta: 3:51:55, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8578, loss_cls: 1.2994, loss: 1.2994 2020-07-03 05:18:31,801 - mmaction - INFO - Epoch [84][640/940] lr: 1.000e-04, eta: 3:51:36, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2060, loss: 1.2060 2020-07-03 05:18:47,282 - mmaction - INFO - Epoch [84][660/940] lr: 1.000e-04, eta: 3:51:18, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1164, loss: 1.1164 2020-07-03 05:19:02,807 - mmaction - INFO - Epoch [84][680/940] lr: 1.000e-04, eta: 3:50:59, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8766, loss_cls: 1.2600, loss: 1.2600 2020-07-03 05:19:18,253 - mmaction - INFO - Epoch [84][700/940] lr: 1.000e-04, eta: 3:50:40, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.2338, loss: 1.2338 2020-07-03 05:19:33,762 - mmaction - INFO - Epoch [84][720/940] lr: 1.000e-04, eta: 3:50:21, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.2284, loss: 1.2284 2020-07-03 05:19:49,345 - mmaction - INFO - Epoch [84][740/940] lr: 1.000e-04, eta: 3:50:03, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8875, loss_cls: 1.1144, loss: 1.1144 2020-07-03 05:20:04,723 - mmaction - INFO - Epoch [84][760/940] lr: 1.000e-04, eta: 3:49:44, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8578, loss_cls: 1.2620, loss: 1.2620 2020-07-03 05:20:20,239 - mmaction - INFO - Epoch [84][780/940] lr: 1.000e-04, eta: 3:49:25, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2254, loss: 1.2254 2020-07-03 05:20:35,827 - mmaction - INFO - Epoch [84][800/940] lr: 1.000e-04, eta: 3:49:07, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2441, loss: 1.2441 2020-07-03 05:20:51,462 - mmaction - INFO - Epoch [84][820/940] lr: 1.000e-04, eta: 3:48:48, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2398, loss: 1.2398 2020-07-03 05:21:06,904 - mmaction - INFO - Epoch [84][840/940] lr: 1.000e-04, eta: 3:48:29, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0954, loss: 1.0954 2020-07-03 05:21:22,520 - mmaction - INFO - Epoch [84][860/940] lr: 1.000e-04, eta: 3:48:11, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.1403, loss: 1.1403 2020-07-03 05:21:38,039 - mmaction - INFO - Epoch [84][880/940] lr: 1.000e-04, eta: 3:47:52, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8828, loss_cls: 1.1725, loss: 1.1725 2020-07-03 05:21:53,562 - mmaction - INFO - Epoch [84][900/940] lr: 1.000e-04, eta: 3:47:33, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2738, loss: 1.2738 2020-07-03 05:22:09,055 - mmaction - INFO - Epoch [84][920/940] lr: 1.000e-04, eta: 3:47:15, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8750, loss_cls: 1.1881, loss: 1.1881 2020-07-03 05:22:24,093 - mmaction - INFO - Epoch [84][940/940] lr: 1.000e-04, eta: 3:46:56, time: 0.751, data_time: 0.001, memory: 21558, top1_acc: 0.7171, top5_acc: 0.8764, loss_cls: 1.1968, loss: 1.1968 2020-07-03 05:22:28,644 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-07-03 05:24:25,648 - mmaction - INFO - Epoch [85][20/940] lr: 1.000e-04, eta: 3:46:59, time: 5.781, data_time: 4.974, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1635, loss: 1.1635 2020-07-03 05:24:41,437 - mmaction - INFO - Epoch [85][40/940] lr: 1.000e-04, eta: 3:46:40, time: 0.790, data_time: 0.012, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.2528, loss: 1.2528 2020-07-03 05:24:57,033 - mmaction - INFO - Epoch [85][60/940] lr: 1.000e-04, eta: 3:46:22, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8953, loss_cls: 1.1213, loss: 1.1213 2020-07-03 05:25:13,027 - mmaction - INFO - Epoch [85][80/940] lr: 1.000e-04, eta: 3:46:03, time: 0.799, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2446, loss: 1.2446 2020-07-03 05:25:28,558 - mmaction - INFO - Epoch [85][100/940] lr: 1.000e-04, eta: 3:45:44, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6625, top5_acc: 0.8453, loss_cls: 1.3672, loss: 1.3672 2020-07-03 05:25:44,047 - mmaction - INFO - Epoch [85][120/940] lr: 1.000e-04, eta: 3:45:26, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8922, loss_cls: 1.1570, loss: 1.1570 2020-07-03 05:25:59,534 - mmaction - INFO - Epoch [85][140/940] lr: 1.000e-04, eta: 3:45:07, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8688, loss_cls: 1.2354, loss: 1.2354 2020-07-03 05:26:15,038 - mmaction - INFO - Epoch [85][160/940] lr: 1.000e-04, eta: 3:44:48, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8641, loss_cls: 1.3222, loss: 1.3222 2020-07-03 05:26:30,598 - mmaction - INFO - Epoch [85][180/940] lr: 1.000e-04, eta: 3:44:30, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8953, loss_cls: 1.1429, loss: 1.1429 2020-07-03 05:26:46,086 - mmaction - INFO - Epoch [85][200/940] lr: 1.000e-04, eta: 3:44:11, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8797, loss_cls: 1.2433, loss: 1.2433 2020-07-03 05:27:01,688 - mmaction - INFO - Epoch [85][220/940] lr: 1.000e-04, eta: 3:43:52, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2049, loss: 1.2049 2020-07-03 05:27:17,052 - mmaction - INFO - Epoch [85][240/940] lr: 1.000e-04, eta: 3:43:33, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.1026, loss: 1.1026 2020-07-03 05:27:32,633 - mmaction - INFO - Epoch [85][260/940] lr: 1.000e-04, eta: 3:43:15, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 1.0673, loss: 1.0673 2020-07-03 05:27:48,281 - mmaction - INFO - Epoch [85][280/940] lr: 1.000e-04, eta: 3:42:56, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8625, loss_cls: 1.2218, loss: 1.2218 2020-07-03 05:28:03,773 - mmaction - INFO - Epoch [85][300/940] lr: 1.000e-04, eta: 3:42:37, time: 0.777, data_time: 0.004, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2113, loss: 1.2113 2020-07-03 05:28:19,245 - mmaction - INFO - Epoch [85][320/940] lr: 1.000e-04, eta: 3:42:19, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8844, loss_cls: 1.1859, loss: 1.1859 2020-07-03 05:28:34,801 - mmaction - INFO - Epoch [85][340/940] lr: 1.000e-04, eta: 3:42:00, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9094, loss_cls: 1.0291, loss: 1.0291 2020-07-03 05:28:50,299 - mmaction - INFO - Epoch [85][360/940] lr: 1.000e-04, eta: 3:41:41, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.3032, loss: 1.3032 2020-07-03 05:29:05,880 - mmaction - INFO - Epoch [85][380/940] lr: 1.000e-04, eta: 3:41:23, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0811, loss: 1.0811 2020-07-03 05:29:21,735 - mmaction - INFO - Epoch [85][400/940] lr: 1.000e-04, eta: 3:41:04, time: 0.792, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8891, loss_cls: 1.1104, loss: 1.1104 2020-07-03 05:29:37,354 - mmaction - INFO - Epoch [85][420/940] lr: 1.000e-04, eta: 3:40:46, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8562, loss_cls: 1.2886, loss: 1.2886 2020-07-03 05:29:52,989 - mmaction - INFO - Epoch [85][440/940] lr: 1.000e-04, eta: 3:40:27, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8922, loss_cls: 1.1554, loss: 1.1554 2020-07-03 05:30:09,270 - mmaction - INFO - Epoch [85][460/940] lr: 1.000e-04, eta: 3:40:08, time: 0.813, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8828, loss_cls: 1.1549, loss: 1.1549 2020-07-03 05:30:24,800 - mmaction - INFO - Epoch [85][480/940] lr: 1.000e-04, eta: 3:39:50, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8812, loss_cls: 1.1329, loss: 1.1329 2020-07-03 05:30:40,606 - mmaction - INFO - Epoch [85][500/940] lr: 1.000e-04, eta: 3:39:31, time: 0.789, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8297, loss_cls: 1.3477, loss: 1.3477 2020-07-03 05:30:56,575 - mmaction - INFO - Epoch [85][520/940] lr: 1.000e-04, eta: 3:39:13, time: 0.798, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.1110, loss: 1.1110 2020-07-03 05:31:12,146 - mmaction - INFO - Epoch [85][540/940] lr: 1.000e-04, eta: 3:38:54, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8859, loss_cls: 1.1695, loss: 1.1695 2020-07-03 05:31:27,631 - mmaction - INFO - Epoch [85][560/940] lr: 1.000e-04, eta: 3:38:35, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8672, loss_cls: 1.3020, loss: 1.3020 2020-07-03 05:31:43,225 - mmaction - INFO - Epoch [85][580/940] lr: 1.000e-04, eta: 3:38:17, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1463, loss: 1.1463 2020-07-03 05:31:58,733 - mmaction - INFO - Epoch [85][600/940] lr: 1.000e-04, eta: 3:37:58, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3338, loss: 1.3338 2020-07-03 05:32:14,332 - mmaction - INFO - Epoch [85][620/940] lr: 1.000e-04, eta: 3:37:39, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1748, loss: 1.1748 2020-07-03 05:32:29,888 - mmaction - INFO - Epoch [85][640/940] lr: 1.000e-04, eta: 3:37:21, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8766, loss_cls: 1.1778, loss: 1.1778 2020-07-03 05:32:45,614 - mmaction - INFO - Epoch [85][660/940] lr: 1.000e-04, eta: 3:37:02, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1074, loss: 1.1074 2020-07-03 05:33:01,169 - mmaction - INFO - Epoch [85][680/940] lr: 1.000e-04, eta: 3:36:43, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1690, loss: 1.1690 2020-07-03 05:33:16,826 - mmaction - INFO - Epoch [85][700/940] lr: 1.000e-04, eta: 3:36:25, time: 0.780, data_time: 0.000, memory: 21558, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.1418, loss: 1.1418 2020-07-03 05:33:32,308 - mmaction - INFO - Epoch [85][720/940] lr: 1.000e-04, eta: 3:36:06, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.1673, loss: 1.1673 2020-07-03 05:33:54,807 - mmaction - INFO - Epoch [85][740/940] lr: 1.000e-04, eta: 3:35:49, time: 1.125, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.1297, loss: 1.1297 2020-07-03 05:34:10,879 - mmaction - INFO - Epoch [85][760/940] lr: 1.000e-04, eta: 3:35:30, time: 0.803, data_time: 0.031, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8734, loss_cls: 1.1823, loss: 1.1823 2020-07-03 05:34:27,382 - mmaction - INFO - Epoch [85][780/940] lr: 1.000e-04, eta: 3:35:12, time: 0.825, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2523, loss: 1.2523 2020-07-03 05:34:43,058 - mmaction - INFO - Epoch [85][800/940] lr: 1.000e-04, eta: 3:34:53, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8703, loss_cls: 1.2306, loss: 1.2306 2020-07-03 05:34:58,600 - mmaction - INFO - Epoch [85][820/940] lr: 1.000e-04, eta: 3:34:35, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.1799, loss: 1.1799 2020-07-03 05:35:14,157 - mmaction - INFO - Epoch [85][840/940] lr: 1.000e-04, eta: 3:34:16, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.3072, loss: 1.3072 2020-07-03 05:35:29,690 - mmaction - INFO - Epoch [85][860/940] lr: 1.000e-04, eta: 3:33:58, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8766, loss_cls: 1.2146, loss: 1.2146 2020-07-03 05:35:45,311 - mmaction - INFO - Epoch [85][880/940] lr: 1.000e-04, eta: 3:33:39, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2408, loss: 1.2408 2020-07-03 05:36:00,904 - mmaction - INFO - Epoch [85][900/940] lr: 1.000e-04, eta: 3:33:20, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8641, loss_cls: 1.3441, loss: 1.3441 2020-07-03 05:36:16,381 - mmaction - INFO - Epoch [85][920/940] lr: 1.000e-04, eta: 3:33:02, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8641, loss_cls: 1.1842, loss: 1.1842 2020-07-03 05:36:31,199 - mmaction - INFO - Epoch [85][940/940] lr: 1.000e-04, eta: 3:32:43, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.7171, top5_acc: 0.8715, loss_cls: 1.2612, loss: 1.2612 2020-07-03 05:36:36,284 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-03 05:44:22,505 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 05:44:23,382 - mmaction - INFO - top1_acc 0.7017 top5_acc 0.8892 2020-07-03 05:44:23,382 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 05:44:23,453 - mmaction - INFO - mean_acc 0.7015 2020-07-03 05:44:23,462 - mmaction - INFO - Epoch [85][940/940] lr: 1.000e-04, top1_acc: 0.7017, top5_acc: 0.8892, mean_class_accuracy: 0.7015 2020-07-03 05:46:27,249 - mmaction - INFO - Epoch [86][20/940] lr: 1.000e-04, eta: 3:32:46, time: 6.188, data_time: 5.321, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3253, loss: 1.3253 2020-07-03 05:46:43,973 - mmaction - INFO - Epoch [86][40/940] lr: 1.000e-04, eta: 3:32:28, time: 0.834, data_time: 0.023, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1200, loss: 1.1200 2020-07-03 05:46:59,423 - mmaction - INFO - Epoch [86][60/940] lr: 1.000e-04, eta: 3:32:09, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1294, loss: 1.1294 2020-07-03 05:47:14,826 - mmaction - INFO - Epoch [86][80/940] lr: 1.000e-04, eta: 3:31:50, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1090, loss: 1.1090 2020-07-03 05:47:30,357 - mmaction - INFO - Epoch [86][100/940] lr: 1.000e-04, eta: 3:31:32, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3240, loss: 1.3240 2020-07-03 05:47:45,837 - mmaction - INFO - Epoch [86][120/940] lr: 1.000e-04, eta: 3:31:13, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1174, loss: 1.1174 2020-07-03 05:48:01,315 - mmaction - INFO - Epoch [86][140/940] lr: 1.000e-04, eta: 3:30:54, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2206, loss: 1.2206 2020-07-03 05:48:16,708 - mmaction - INFO - Epoch [86][160/940] lr: 1.000e-04, eta: 3:30:36, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8859, loss_cls: 1.1769, loss: 1.1769 2020-07-03 05:48:32,244 - mmaction - INFO - Epoch [86][180/940] lr: 1.000e-04, eta: 3:30:17, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.1939, loss: 1.1939 2020-07-03 05:48:47,817 - mmaction - INFO - Epoch [86][200/940] lr: 1.000e-04, eta: 3:29:58, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.2850, loss: 1.2850 2020-07-03 05:49:03,270 - mmaction - INFO - Epoch [86][220/940] lr: 1.000e-04, eta: 3:29:40, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2427, loss: 1.2427 2020-07-03 05:49:18,815 - mmaction - INFO - Epoch [86][240/940] lr: 1.000e-04, eta: 3:29:21, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8625, loss_cls: 1.2694, loss: 1.2694 2020-07-03 05:49:34,330 - mmaction - INFO - Epoch [86][260/940] lr: 1.000e-04, eta: 3:29:02, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0740, loss: 1.0740 2020-07-03 05:49:49,882 - mmaction - INFO - Epoch [86][280/940] lr: 1.000e-04, eta: 3:28:44, time: 0.781, data_time: 0.004, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1412, loss: 1.1412 2020-07-03 05:50:05,953 - mmaction - INFO - Epoch [86][300/940] lr: 1.000e-04, eta: 3:28:25, time: 0.803, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1868, loss: 1.1868 2020-07-03 05:50:21,485 - mmaction - INFO - Epoch [86][320/940] lr: 1.000e-04, eta: 3:28:07, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8828, loss_cls: 1.1789, loss: 1.1789 2020-07-03 05:50:37,055 - mmaction - INFO - Epoch [86][340/940] lr: 1.000e-04, eta: 3:27:48, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2171, loss: 1.2171 2020-07-03 05:50:52,668 - mmaction - INFO - Epoch [86][360/940] lr: 1.000e-04, eta: 3:27:29, time: 0.782, data_time: 0.003, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8906, loss_cls: 1.1312, loss: 1.1312 2020-07-03 05:51:08,123 - mmaction - INFO - Epoch [86][380/940] lr: 1.000e-04, eta: 3:27:11, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8734, loss_cls: 1.1762, loss: 1.1762 2020-07-03 05:51:24,108 - mmaction - INFO - Epoch [86][400/940] lr: 1.000e-04, eta: 3:26:52, time: 0.799, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8641, loss_cls: 1.2182, loss: 1.2182 2020-07-03 05:51:39,681 - mmaction - INFO - Epoch [86][420/940] lr: 1.000e-04, eta: 3:26:34, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2270, loss: 1.2270 2020-07-03 05:51:55,167 - mmaction - INFO - Epoch [86][440/940] lr: 1.000e-04, eta: 3:26:15, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2889, loss: 1.2889 2020-07-03 05:52:10,749 - mmaction - INFO - Epoch [86][460/940] lr: 1.000e-04, eta: 3:25:56, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0825, loss: 1.0825 2020-07-03 05:52:26,326 - mmaction - INFO - Epoch [86][480/940] lr: 1.000e-04, eta: 3:25:38, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1962, loss: 1.1962 2020-07-03 05:52:41,918 - mmaction - INFO - Epoch [86][500/940] lr: 1.000e-04, eta: 3:25:19, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1338, loss: 1.1338 2020-07-03 05:52:57,426 - mmaction - INFO - Epoch [86][520/940] lr: 1.000e-04, eta: 3:25:00, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.2153, loss: 1.2153 2020-07-03 05:53:12,969 - mmaction - INFO - Epoch [86][540/940] lr: 1.000e-04, eta: 3:24:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1374, loss: 1.1374 2020-07-03 05:53:36,910 - mmaction - INFO - Epoch [86][560/940] lr: 1.000e-04, eta: 3:24:25, time: 1.199, data_time: 0.071, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1820, loss: 1.1820 2020-07-03 05:53:54,060 - mmaction - INFO - Epoch [86][580/940] lr: 1.000e-04, eta: 3:24:07, time: 0.858, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.1762, loss: 1.1762 2020-07-03 05:54:09,640 - mmaction - INFO - Epoch [86][600/940] lr: 1.000e-04, eta: 3:23:48, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.3124, loss: 1.3124 2020-07-03 05:54:25,225 - mmaction - INFO - Epoch [86][620/940] lr: 1.000e-04, eta: 3:23:29, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3325, loss: 1.3325 2020-07-03 05:54:40,937 - mmaction - INFO - Epoch [86][640/940] lr: 1.000e-04, eta: 3:23:11, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.3196, loss: 1.3196 2020-07-03 05:54:56,447 - mmaction - INFO - Epoch [86][660/940] lr: 1.000e-04, eta: 3:22:52, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8781, loss_cls: 1.1636, loss: 1.1636 2020-07-03 05:55:12,738 - mmaction - INFO - Epoch [86][680/940] lr: 1.000e-04, eta: 3:22:34, time: 0.812, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.2232, loss: 1.2232 2020-07-03 05:55:28,302 - mmaction - INFO - Epoch [86][700/940] lr: 1.000e-04, eta: 3:22:15, time: 0.779, data_time: 0.004, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8734, loss_cls: 1.2466, loss: 1.2466 2020-07-03 05:55:43,736 - mmaction - INFO - Epoch [86][720/940] lr: 1.000e-04, eta: 3:21:57, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2189, loss: 1.2189 2020-07-03 05:55:59,319 - mmaction - INFO - Epoch [86][740/940] lr: 1.000e-04, eta: 3:21:38, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 1.1082, loss: 1.1082 2020-07-03 05:56:14,951 - mmaction - INFO - Epoch [86][760/940] lr: 1.000e-04, eta: 3:21:19, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1170, loss: 1.1170 2020-07-03 05:56:30,415 - mmaction - INFO - Epoch [86][780/940] lr: 1.000e-04, eta: 3:21:01, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2645, loss: 1.2645 2020-07-03 05:56:45,896 - mmaction - INFO - Epoch [86][800/940] lr: 1.000e-04, eta: 3:20:42, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.3186, loss: 1.3186 2020-07-03 05:57:01,573 - mmaction - INFO - Epoch [86][820/940] lr: 1.000e-04, eta: 3:20:24, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8672, loss_cls: 1.2357, loss: 1.2357 2020-07-03 05:57:17,153 - mmaction - INFO - Epoch [86][840/940] lr: 1.000e-04, eta: 3:20:05, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8734, loss_cls: 1.1534, loss: 1.1534 2020-07-03 05:57:32,607 - mmaction - INFO - Epoch [86][860/940] lr: 1.000e-04, eta: 3:19:46, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8734, loss_cls: 1.2164, loss: 1.2164 2020-07-03 05:57:48,120 - mmaction - INFO - Epoch [86][880/940] lr: 1.000e-04, eta: 3:19:28, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1957, loss: 1.1957 2020-07-03 05:58:03,536 - mmaction - INFO - Epoch [86][900/940] lr: 1.000e-04, eta: 3:19:09, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.3075, loss: 1.3075 2020-07-03 05:58:19,122 - mmaction - INFO - Epoch [86][920/940] lr: 1.000e-04, eta: 3:18:51, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.1817, loss: 1.1817 2020-07-03 05:58:34,054 - mmaction - INFO - Epoch [86][940/940] lr: 1.000e-04, eta: 3:18:32, time: 0.747, data_time: 0.001, memory: 21558, top1_acc: 0.7236, top5_acc: 0.8813, loss_cls: 1.1493, loss: 1.1493 2020-07-03 05:58:38,355 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-07-03 06:01:12,011 - mmaction - INFO - Epoch [87][20/940] lr: 1.000e-04, eta: 3:18:39, time: 7.620, data_time: 6.396, memory: 21558, top1_acc: 0.7500, top5_acc: 0.9016, loss_cls: 1.0684, loss: 1.0684 2020-07-03 06:01:36,973 - mmaction - INFO - Epoch [87][40/940] lr: 1.000e-04, eta: 3:18:22, time: 1.247, data_time: 0.017, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8875, loss_cls: 1.1799, loss: 1.1799 2020-07-03 06:01:55,436 - mmaction - INFO - Epoch [87][60/940] lr: 1.000e-04, eta: 3:18:04, time: 0.923, data_time: 0.044, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2554, loss: 1.2554 2020-07-03 06:02:14,389 - mmaction - INFO - Epoch [87][80/940] lr: 1.000e-04, eta: 3:17:46, time: 0.948, data_time: 0.002, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3180, loss: 1.3180 2020-07-03 06:02:40,638 - mmaction - INFO - Epoch [87][100/940] lr: 1.000e-04, eta: 3:17:29, time: 1.313, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1319, loss: 1.1319 2020-07-03 06:02:56,993 - mmaction - INFO - Epoch [87][120/940] lr: 1.000e-04, eta: 3:17:10, time: 0.818, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2679, loss: 1.2679 2020-07-03 06:03:20,170 - mmaction - INFO - Epoch [87][140/940] lr: 1.000e-04, eta: 3:16:53, time: 1.159, data_time: 0.190, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8500, loss_cls: 1.2508, loss: 1.2508 2020-07-03 06:03:59,621 - mmaction - INFO - Epoch [87][160/940] lr: 1.000e-04, eta: 3:16:39, time: 1.973, data_time: 1.219, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1574, loss: 1.1574 2020-07-03 06:04:39,364 - mmaction - INFO - Epoch [87][180/940] lr: 1.000e-04, eta: 3:16:25, time: 1.987, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.2535, loss: 1.2535 2020-07-03 06:05:10,030 - mmaction - INFO - Epoch [87][200/940] lr: 1.000e-04, eta: 3:16:09, time: 1.533, data_time: 0.003, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.2103, loss: 1.2103 2020-07-03 06:05:42,055 - mmaction - INFO - Epoch [87][220/940] lr: 1.000e-04, eta: 3:15:53, time: 1.602, data_time: 0.217, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8734, loss_cls: 1.1850, loss: 1.1850 2020-07-03 06:06:06,965 - mmaction - INFO - Epoch [87][240/940] lr: 1.000e-04, eta: 3:15:36, time: 1.244, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8859, loss_cls: 1.1479, loss: 1.1479 2020-07-03 06:06:34,710 - mmaction - INFO - Epoch [87][260/940] lr: 1.000e-04, eta: 3:15:20, time: 1.388, data_time: 0.003, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8859, loss_cls: 1.1851, loss: 1.1851 2020-07-03 06:07:04,896 - mmaction - INFO - Epoch [87][280/940] lr: 1.000e-04, eta: 3:15:04, time: 1.510, data_time: 0.299, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8641, loss_cls: 1.1898, loss: 1.1898 2020-07-03 06:08:03,269 - mmaction - INFO - Epoch [87][300/940] lr: 1.000e-04, eta: 3:14:53, time: 2.918, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8828, loss_cls: 1.1733, loss: 1.1733 2020-07-03 06:08:46,299 - mmaction - INFO - Epoch [87][320/940] lr: 1.000e-04, eta: 3:14:39, time: 2.152, data_time: 0.446, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8859, loss_cls: 1.1859, loss: 1.1859 2020-07-03 06:09:06,344 - mmaction - INFO - Epoch [87][340/940] lr: 1.000e-04, eta: 3:14:21, time: 1.002, data_time: 0.099, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8906, loss_cls: 1.1494, loss: 1.1494 2020-07-03 06:09:47,312 - mmaction - INFO - Epoch [87][360/940] lr: 1.000e-04, eta: 3:14:07, time: 2.048, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8688, loss_cls: 1.2131, loss: 1.2131 2020-07-03 06:10:12,157 - mmaction - INFO - Epoch [87][380/940] lr: 1.000e-04, eta: 3:13:50, time: 1.242, data_time: 0.001, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8641, loss_cls: 1.2253, loss: 1.2253 2020-07-03 06:10:37,652 - mmaction - INFO - Epoch [87][400/940] lr: 1.000e-04, eta: 3:13:33, time: 1.275, data_time: 0.001, memory: 21558, top1_acc: 0.7594, top5_acc: 0.9000, loss_cls: 1.0186, loss: 1.0186 2020-07-03 06:11:05,157 - mmaction - INFO - Epoch [87][420/940] lr: 1.000e-04, eta: 3:13:17, time: 1.376, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8656, loss_cls: 1.2554, loss: 1.2554 2020-07-03 06:11:26,100 - mmaction - INFO - Epoch [87][440/940] lr: 1.000e-04, eta: 3:12:59, time: 1.047, data_time: 0.016, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8828, loss_cls: 1.1845, loss: 1.1845 2020-07-03 06:11:48,787 - mmaction - INFO - Epoch [87][460/940] lr: 1.000e-04, eta: 3:12:41, time: 1.134, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.2582, loss: 1.2582 2020-07-03 06:12:05,935 - mmaction - INFO - Epoch [87][480/940] lr: 1.000e-04, eta: 3:12:23, time: 0.857, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2863, loss: 1.2863 2020-07-03 06:12:21,913 - mmaction - INFO - Epoch [87][500/940] lr: 1.000e-04, eta: 3:12:04, time: 0.799, data_time: 0.003, memory: 21558, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.0847, loss: 1.0847 2020-07-03 06:12:37,634 - mmaction - INFO - Epoch [87][520/940] lr: 1.000e-04, eta: 3:11:46, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.9062, loss_cls: 1.1867, loss: 1.1867 2020-07-03 06:12:53,222 - mmaction - INFO - Epoch [87][540/940] lr: 1.000e-04, eta: 3:11:27, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8703, loss_cls: 1.2097, loss: 1.2097 2020-07-03 06:13:08,732 - mmaction - INFO - Epoch [87][560/940] lr: 1.000e-04, eta: 3:11:08, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8641, loss_cls: 1.2770, loss: 1.2770 2020-07-03 06:13:24,987 - mmaction - INFO - Epoch [87][580/940] lr: 1.000e-04, eta: 3:10:50, time: 0.813, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2763, loss: 1.2763 2020-07-03 06:13:40,582 - mmaction - INFO - Epoch [87][600/940] lr: 1.000e-04, eta: 3:10:31, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1066, loss: 1.1066 2020-07-03 06:13:56,202 - mmaction - INFO - Epoch [87][620/940] lr: 1.000e-04, eta: 3:10:13, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2940, loss: 1.2940 2020-07-03 06:14:11,778 - mmaction - INFO - Epoch [87][640/940] lr: 1.000e-04, eta: 3:09:54, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8875, loss_cls: 1.0624, loss: 1.0624 2020-07-03 06:14:27,352 - mmaction - INFO - Epoch [87][660/940] lr: 1.000e-04, eta: 3:09:35, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8703, loss_cls: 1.2346, loss: 1.2346 2020-07-03 06:14:42,865 - mmaction - INFO - Epoch [87][680/940] lr: 1.000e-04, eta: 3:09:17, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3065, loss: 1.3065 2020-07-03 06:14:58,344 - mmaction - INFO - Epoch [87][700/940] lr: 1.000e-04, eta: 3:08:58, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8812, loss_cls: 1.1893, loss: 1.1893 2020-07-03 06:15:14,072 - mmaction - INFO - Epoch [87][720/940] lr: 1.000e-04, eta: 3:08:39, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.2024, loss: 1.2024 2020-07-03 06:15:29,547 - mmaction - INFO - Epoch [87][740/940] lr: 1.000e-04, eta: 3:08:21, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1259, loss: 1.1259 2020-07-03 06:15:44,988 - mmaction - INFO - Epoch [87][760/940] lr: 1.000e-04, eta: 3:08:02, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8766, loss_cls: 1.2117, loss: 1.2117 2020-07-03 06:16:02,167 - mmaction - INFO - Epoch [87][780/940] lr: 1.000e-04, eta: 3:07:44, time: 0.859, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.2783, loss: 1.2783 2020-07-03 06:16:19,421 - mmaction - INFO - Epoch [87][800/940] lr: 1.000e-04, eta: 3:07:25, time: 0.863, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8672, loss_cls: 1.2024, loss: 1.2024 2020-07-03 06:16:34,986 - mmaction - INFO - Epoch [87][820/940] lr: 1.000e-04, eta: 3:07:07, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.3354, loss: 1.3354 2020-07-03 06:16:50,519 - mmaction - INFO - Epoch [87][840/940] lr: 1.000e-04, eta: 3:06:48, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.9000, loss_cls: 1.1604, loss: 1.1604 2020-07-03 06:17:06,085 - mmaction - INFO - Epoch [87][860/940] lr: 1.000e-04, eta: 3:06:29, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8641, loss_cls: 1.2691, loss: 1.2691 2020-07-03 06:17:32,208 - mmaction - INFO - Epoch [87][880/940] lr: 1.000e-04, eta: 3:06:12, time: 1.305, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2726, loss: 1.2726 2020-07-03 06:17:47,759 - mmaction - INFO - Epoch [87][900/940] lr: 1.000e-04, eta: 3:05:54, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8859, loss_cls: 1.1804, loss: 1.1804 2020-07-03 06:18:03,257 - mmaction - INFO - Epoch [87][920/940] lr: 1.000e-04, eta: 3:05:35, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8969, loss_cls: 1.1005, loss: 1.1005 2020-07-03 06:18:18,364 - mmaction - INFO - Epoch [87][940/940] lr: 1.000e-04, eta: 3:05:16, time: 0.753, data_time: 0.001, memory: 21558, top1_acc: 0.6976, top5_acc: 0.8829, loss_cls: 1.2018, loss: 1.2018 2020-07-03 06:18:24,622 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-07-03 06:20:18,167 - mmaction - INFO - Epoch [88][20/940] lr: 1.000e-04, eta: 3:05:14, time: 5.609, data_time: 4.740, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1213, loss: 1.1213 2020-07-03 06:20:34,377 - mmaction - INFO - Epoch [88][40/940] lr: 1.000e-04, eta: 3:04:56, time: 0.814, data_time: 0.042, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1928, loss: 1.1928 2020-07-03 06:20:49,974 - mmaction - INFO - Epoch [88][60/940] lr: 1.000e-04, eta: 3:04:37, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8719, loss_cls: 1.2928, loss: 1.2928 2020-07-03 06:21:05,410 - mmaction - INFO - Epoch [88][80/940] lr: 1.000e-04, eta: 3:04:18, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8828, loss_cls: 1.1776, loss: 1.1776 2020-07-03 06:21:20,867 - mmaction - INFO - Epoch [88][100/940] lr: 1.000e-04, eta: 3:03:59, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.1994, loss: 1.1994 2020-07-03 06:21:36,455 - mmaction - INFO - Epoch [88][120/940] lr: 1.000e-04, eta: 3:03:41, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2846, loss: 1.2846 2020-07-03 06:21:51,938 - mmaction - INFO - Epoch [88][140/940] lr: 1.000e-04, eta: 3:03:22, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8594, loss_cls: 1.2337, loss: 1.2337 2020-07-03 06:22:07,410 - mmaction - INFO - Epoch [88][160/940] lr: 1.000e-04, eta: 3:03:03, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.2808, loss: 1.2808 2020-07-03 06:22:22,961 - mmaction - INFO - Epoch [88][180/940] lr: 1.000e-04, eta: 3:02:45, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1727, loss: 1.1727 2020-07-03 06:22:38,414 - mmaction - INFO - Epoch [88][200/940] lr: 1.000e-04, eta: 3:02:26, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8656, loss_cls: 1.2682, loss: 1.2682 2020-07-03 06:22:53,819 - mmaction - INFO - Epoch [88][220/940] lr: 1.000e-04, eta: 3:02:07, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8750, loss_cls: 1.2222, loss: 1.2222 2020-07-03 06:23:10,086 - mmaction - INFO - Epoch [88][240/940] lr: 1.000e-04, eta: 3:01:49, time: 0.814, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.2354, loss: 1.2354 2020-07-03 06:23:30,140 - mmaction - INFO - Epoch [88][260/940] lr: 1.000e-04, eta: 3:01:31, time: 1.003, data_time: 0.239, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8797, loss_cls: 1.1681, loss: 1.1681 2020-07-03 06:23:45,624 - mmaction - INFO - Epoch [88][280/940] lr: 1.000e-04, eta: 3:01:12, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.2055, loss: 1.2055 2020-07-03 06:24:01,222 - mmaction - INFO - Epoch [88][300/940] lr: 1.000e-04, eta: 3:00:54, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1223, loss: 1.1223 2020-07-03 06:24:20,956 - mmaction - INFO - Epoch [88][320/940] lr: 1.000e-04, eta: 3:00:36, time: 0.987, data_time: 0.199, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8734, loss_cls: 1.1886, loss: 1.1886 2020-07-03 06:24:38,608 - mmaction - INFO - Epoch [88][340/940] lr: 1.000e-04, eta: 3:00:17, time: 0.883, data_time: 0.120, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8828, loss_cls: 1.1534, loss: 1.1534 2020-07-03 06:24:55,245 - mmaction - INFO - Epoch [88][360/940] lr: 1.000e-04, eta: 2:59:59, time: 0.830, data_time: 0.031, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.1042, loss: 1.1042 2020-07-03 06:25:11,131 - mmaction - INFO - Epoch [88][380/940] lr: 1.000e-04, eta: 2:59:40, time: 0.795, data_time: 0.005, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8656, loss_cls: 1.2228, loss: 1.2228 2020-07-03 06:25:27,040 - mmaction - INFO - Epoch [88][400/940] lr: 1.000e-04, eta: 2:59:22, time: 0.796, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.2221, loss: 1.2221 2020-07-03 06:25:42,616 - mmaction - INFO - Epoch [88][420/940] lr: 1.000e-04, eta: 2:59:03, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.1374, loss: 1.1374 2020-07-03 06:25:58,159 - mmaction - INFO - Epoch [88][440/940] lr: 1.000e-04, eta: 2:58:45, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8812, loss_cls: 1.2002, loss: 1.2002 2020-07-03 06:26:13,810 - mmaction - INFO - Epoch [88][460/940] lr: 1.000e-04, eta: 2:58:26, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8500, loss_cls: 1.2499, loss: 1.2499 2020-07-03 06:26:29,335 - mmaction - INFO - Epoch [88][480/940] lr: 1.000e-04, eta: 2:58:07, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.1233, loss: 1.1233 2020-07-03 06:26:44,906 - mmaction - INFO - Epoch [88][500/940] lr: 1.000e-04, eta: 2:57:49, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8828, loss_cls: 1.1243, loss: 1.1243 2020-07-03 06:27:00,542 - mmaction - INFO - Epoch [88][520/940] lr: 1.000e-04, eta: 2:57:30, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8703, loss_cls: 1.2567, loss: 1.2567 2020-07-03 06:27:16,382 - mmaction - INFO - Epoch [88][540/940] lr: 1.000e-04, eta: 2:57:11, time: 0.790, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0485, loss: 1.0485 2020-07-03 06:27:31,807 - mmaction - INFO - Epoch [88][560/940] lr: 1.000e-04, eta: 2:56:53, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.2006, loss: 1.2006 2020-07-03 06:27:47,278 - mmaction - INFO - Epoch [88][580/940] lr: 1.000e-04, eta: 2:56:34, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8969, loss_cls: 1.0828, loss: 1.0828 2020-07-03 06:28:02,795 - mmaction - INFO - Epoch [88][600/940] lr: 1.000e-04, eta: 2:56:16, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0981, loss: 1.0981 2020-07-03 06:28:18,318 - mmaction - INFO - Epoch [88][620/940] lr: 1.000e-04, eta: 2:55:57, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2500, loss: 1.2500 2020-07-03 06:28:33,867 - mmaction - INFO - Epoch [88][640/940] lr: 1.000e-04, eta: 2:55:38, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2318, loss: 1.2318 2020-07-03 06:28:49,391 - mmaction - INFO - Epoch [88][660/940] lr: 1.000e-04, eta: 2:55:20, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2366, loss: 1.2366 2020-07-03 06:29:04,868 - mmaction - INFO - Epoch [88][680/940] lr: 1.000e-04, eta: 2:55:01, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.1989, loss: 1.1989 2020-07-03 06:29:26,076 - mmaction - INFO - Epoch [88][700/940] lr: 1.000e-04, eta: 2:54:43, time: 1.059, data_time: 0.065, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2460, loss: 1.2460 2020-07-03 06:29:55,363 - mmaction - INFO - Epoch [88][720/940] lr: 1.000e-04, eta: 2:54:27, time: 1.465, data_time: 0.037, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2584, loss: 1.2584 2020-07-03 06:30:30,353 - mmaction - INFO - Epoch [88][740/940] lr: 1.000e-04, eta: 2:54:11, time: 1.749, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2269, loss: 1.2269 2020-07-03 06:30:58,671 - mmaction - INFO - Epoch [88][760/940] lr: 1.000e-04, eta: 2:53:55, time: 1.415, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8609, loss_cls: 1.2560, loss: 1.2560 2020-07-03 06:31:23,103 - mmaction - INFO - Epoch [88][780/940] lr: 1.000e-04, eta: 2:53:37, time: 1.223, data_time: 0.081, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.2001, loss: 1.2001 2020-07-03 06:31:49,743 - mmaction - INFO - Epoch [88][800/940] lr: 1.000e-04, eta: 2:53:21, time: 1.332, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8859, loss_cls: 1.1394, loss: 1.1394 2020-07-03 06:32:09,414 - mmaction - INFO - Epoch [88][820/940] lr: 1.000e-04, eta: 2:53:03, time: 0.982, data_time: 0.175, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8641, loss_cls: 1.3179, loss: 1.3179 2020-07-03 06:32:32,118 - mmaction - INFO - Epoch [88][840/940] lr: 1.000e-04, eta: 2:52:45, time: 1.137, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.2250, loss: 1.2250 2020-07-03 06:32:48,028 - mmaction - INFO - Epoch [88][860/940] lr: 1.000e-04, eta: 2:52:26, time: 0.795, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8781, loss_cls: 1.2243, loss: 1.2243 2020-07-03 06:33:09,655 - mmaction - INFO - Epoch [88][880/940] lr: 1.000e-04, eta: 2:52:09, time: 1.081, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8906, loss_cls: 1.0721, loss: 1.0721 2020-07-03 06:33:32,812 - mmaction - INFO - Epoch [88][900/940] lr: 1.000e-04, eta: 2:51:51, time: 1.157, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.1720, loss: 1.1720 2020-07-03 06:33:57,296 - mmaction - INFO - Epoch [88][920/940] lr: 1.000e-04, eta: 2:51:34, time: 1.225, data_time: 0.050, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.2096, loss: 1.2096 2020-07-03 06:34:16,624 - mmaction - INFO - Epoch [88][940/940] lr: 1.000e-04, eta: 2:51:16, time: 0.966, data_time: 0.001, memory: 21558, top1_acc: 0.7024, top5_acc: 0.8976, loss_cls: 1.1672, loss: 1.1672 2020-07-03 06:34:21,238 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-07-03 06:36:25,444 - mmaction - INFO - Epoch [89][20/940] lr: 1.000e-04, eta: 2:51:14, time: 6.190, data_time: 5.388, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3365, loss: 1.3365 2020-07-03 06:36:41,604 - mmaction - INFO - Epoch [89][40/940] lr: 1.000e-04, eta: 2:50:55, time: 0.811, data_time: 0.031, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8391, loss_cls: 1.3641, loss: 1.3641 2020-07-03 06:36:57,300 - mmaction - INFO - Epoch [89][60/940] lr: 1.000e-04, eta: 2:50:37, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8516, loss_cls: 1.2430, loss: 1.2430 2020-07-03 06:37:12,893 - mmaction - INFO - Epoch [89][80/940] lr: 1.000e-04, eta: 2:50:18, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7453, top5_acc: 0.9016, loss_cls: 1.0541, loss: 1.0541 2020-07-03 06:37:28,504 - mmaction - INFO - Epoch [89][100/940] lr: 1.000e-04, eta: 2:49:59, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8828, loss_cls: 1.1021, loss: 1.1021 2020-07-03 06:37:44,118 - mmaction - INFO - Epoch [89][120/940] lr: 1.000e-04, eta: 2:49:41, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8734, loss_cls: 1.1481, loss: 1.1481 2020-07-03 06:37:59,500 - mmaction - INFO - Epoch [89][140/940] lr: 1.000e-04, eta: 2:49:22, time: 0.768, data_time: 0.000, memory: 21558, top1_acc: 0.6562, top5_acc: 0.8359, loss_cls: 1.4206, loss: 1.4206 2020-07-03 06:38:14,940 - mmaction - INFO - Epoch [89][160/940] lr: 1.000e-04, eta: 2:49:03, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2268, loss: 1.2268 2020-07-03 06:38:30,543 - mmaction - INFO - Epoch [89][180/940] lr: 1.000e-04, eta: 2:48:45, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.2823, loss: 1.2823 2020-07-03 06:38:46,199 - mmaction - INFO - Epoch [89][200/940] lr: 1.000e-04, eta: 2:48:26, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.2010, loss: 1.2010 2020-07-03 06:39:01,761 - mmaction - INFO - Epoch [89][220/940] lr: 1.000e-04, eta: 2:48:08, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8969, loss_cls: 1.2067, loss: 1.2067 2020-07-03 06:39:23,587 - mmaction - INFO - Epoch [89][240/940] lr: 1.000e-04, eta: 2:47:50, time: 1.091, data_time: 0.244, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8953, loss_cls: 1.1289, loss: 1.1289 2020-07-03 06:39:57,363 - mmaction - INFO - Epoch [89][260/940] lr: 1.000e-04, eta: 2:47:34, time: 1.689, data_time: 0.472, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.3196, loss: 1.3196 2020-07-03 06:40:20,180 - mmaction - INFO - Epoch [89][280/940] lr: 1.000e-04, eta: 2:47:16, time: 1.141, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.3119, loss: 1.3119 2020-07-03 06:40:36,484 - mmaction - INFO - Epoch [89][300/940] lr: 1.000e-04, eta: 2:46:58, time: 0.815, data_time: 0.005, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8578, loss_cls: 1.2931, loss: 1.2931 2020-07-03 06:40:56,524 - mmaction - INFO - Epoch [89][320/940] lr: 1.000e-04, eta: 2:46:40, time: 1.002, data_time: 0.026, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8875, loss_cls: 1.1658, loss: 1.1658 2020-07-03 06:41:25,897 - mmaction - INFO - Epoch [89][340/940] lr: 1.000e-04, eta: 2:46:23, time: 1.467, data_time: 0.540, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.2186, loss: 1.2186 2020-07-03 06:41:59,205 - mmaction - INFO - Epoch [89][360/940] lr: 1.000e-04, eta: 2:46:07, time: 1.666, data_time: 0.665, memory: 21558, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0393, loss: 1.0393 2020-07-03 06:42:17,949 - mmaction - INFO - Epoch [89][380/940] lr: 1.000e-04, eta: 2:45:49, time: 0.936, data_time: 0.173, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8531, loss_cls: 1.3167, loss: 1.3167 2020-07-03 06:42:37,291 - mmaction - INFO - Epoch [89][400/940] lr: 1.000e-04, eta: 2:45:31, time: 0.968, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2433, loss: 1.2433 2020-07-03 06:42:54,958 - mmaction - INFO - Epoch [89][420/940] lr: 1.000e-04, eta: 2:45:13, time: 0.884, data_time: 0.001, memory: 21558, top1_acc: 0.7547, top5_acc: 0.8938, loss_cls: 1.1008, loss: 1.1008 2020-07-03 06:43:19,741 - mmaction - INFO - Epoch [89][440/940] lr: 1.000e-04, eta: 2:44:55, time: 1.237, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1662, loss: 1.1662 2020-07-03 06:43:35,813 - mmaction - INFO - Epoch [89][460/940] lr: 1.000e-04, eta: 2:44:37, time: 0.805, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2240, loss: 1.2240 2020-07-03 06:43:54,130 - mmaction - INFO - Epoch [89][480/940] lr: 1.000e-04, eta: 2:44:18, time: 0.916, data_time: 0.023, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8516, loss_cls: 1.3010, loss: 1.3010 2020-07-03 06:44:11,075 - mmaction - INFO - Epoch [89][500/940] lr: 1.000e-04, eta: 2:44:00, time: 0.848, data_time: 0.020, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1840, loss: 1.1840 2020-07-03 06:44:26,708 - mmaction - INFO - Epoch [89][520/940] lr: 1.000e-04, eta: 2:43:41, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8922, loss_cls: 1.0693, loss: 1.0693 2020-07-03 06:44:44,117 - mmaction - INFO - Epoch [89][540/940] lr: 1.000e-04, eta: 2:43:23, time: 0.870, data_time: 0.041, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1911, loss: 1.1911 2020-07-03 06:45:01,484 - mmaction - INFO - Epoch [89][560/940] lr: 1.000e-04, eta: 2:43:05, time: 0.867, data_time: 0.064, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8734, loss_cls: 1.1594, loss: 1.1594 2020-07-03 06:45:17,223 - mmaction - INFO - Epoch [89][580/940] lr: 1.000e-04, eta: 2:42:46, time: 0.789, data_time: 0.003, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.2298, loss: 1.2298 2020-07-03 06:45:32,685 - mmaction - INFO - Epoch [89][600/940] lr: 1.000e-04, eta: 2:42:27, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8734, loss_cls: 1.2018, loss: 1.2018 2020-07-03 06:45:48,337 - mmaction - INFO - Epoch [89][620/940] lr: 1.000e-04, eta: 2:42:09, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8641, loss_cls: 1.2618, loss: 1.2618 2020-07-03 06:46:03,947 - mmaction - INFO - Epoch [89][640/940] lr: 1.000e-04, eta: 2:41:50, time: 0.782, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8734, loss_cls: 1.1931, loss: 1.1931 2020-07-03 06:46:19,553 - mmaction - INFO - Epoch [89][660/940] lr: 1.000e-04, eta: 2:41:31, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.1691, loss: 1.1691 2020-07-03 06:46:34,999 - mmaction - INFO - Epoch [89][680/940] lr: 1.000e-04, eta: 2:41:13, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1493, loss: 1.1493 2020-07-03 06:46:50,521 - mmaction - INFO - Epoch [89][700/940] lr: 1.000e-04, eta: 2:40:54, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8672, loss_cls: 1.2214, loss: 1.2214 2020-07-03 06:47:06,074 - mmaction - INFO - Epoch [89][720/940] lr: 1.000e-04, eta: 2:40:36, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1922, loss: 1.1922 2020-07-03 06:47:21,706 - mmaction - INFO - Epoch [89][740/940] lr: 1.000e-04, eta: 2:40:17, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1473, loss: 1.1473 2020-07-03 06:47:37,258 - mmaction - INFO - Epoch [89][760/940] lr: 1.000e-04, eta: 2:39:58, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8781, loss_cls: 1.1937, loss: 1.1937 2020-07-03 06:47:52,783 - mmaction - INFO - Epoch [89][780/940] lr: 1.000e-04, eta: 2:39:40, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.1861, loss: 1.1861 2020-07-03 06:48:08,337 - mmaction - INFO - Epoch [89][800/940] lr: 1.000e-04, eta: 2:39:21, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8781, loss_cls: 1.2220, loss: 1.2220 2020-07-03 06:48:23,846 - mmaction - INFO - Epoch [89][820/940] lr: 1.000e-04, eta: 2:39:02, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2322, loss: 1.2322 2020-07-03 06:48:39,351 - mmaction - INFO - Epoch [89][840/940] lr: 1.000e-04, eta: 2:38:44, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8578, loss_cls: 1.2566, loss: 1.2566 2020-07-03 06:48:54,864 - mmaction - INFO - Epoch [89][860/940] lr: 1.000e-04, eta: 2:38:25, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8938, loss_cls: 1.1542, loss: 1.1542 2020-07-03 06:49:10,293 - mmaction - INFO - Epoch [89][880/940] lr: 1.000e-04, eta: 2:38:06, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2326, loss: 1.2326 2020-07-03 06:49:25,777 - mmaction - INFO - Epoch [89][900/940] lr: 1.000e-04, eta: 2:37:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.2839, loss: 1.2839 2020-07-03 06:49:41,272 - mmaction - INFO - Epoch [89][920/940] lr: 1.000e-04, eta: 2:37:29, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.2173, loss: 1.2173 2020-07-03 06:49:56,104 - mmaction - INFO - Epoch [89][940/940] lr: 1.000e-04, eta: 2:37:10, time: 0.743, data_time: 0.002, memory: 21558, top1_acc: 0.7041, top5_acc: 0.8829, loss_cls: 1.2132, loss: 1.2132 2020-07-03 06:49:59,929 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-07-03 06:51:05,128 - mmaction - INFO - Epoch [90][20/940] lr: 1.000e-04, eta: 2:36:59, time: 3.195, data_time: 2.400, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2306, loss: 1.2306 2020-07-03 06:51:21,771 - mmaction - INFO - Epoch [90][40/940] lr: 1.000e-04, eta: 2:36:40, time: 0.832, data_time: 0.037, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2434, loss: 1.2434 2020-07-03 06:51:37,191 - mmaction - INFO - Epoch [90][60/940] lr: 1.000e-04, eta: 2:36:21, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8953, loss_cls: 1.0873, loss: 1.0873 2020-07-03 06:51:52,798 - mmaction - INFO - Epoch [90][80/940] lr: 1.000e-04, eta: 2:36:03, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8625, loss_cls: 1.3211, loss: 1.3211 2020-07-03 06:52:08,236 - mmaction - INFO - Epoch [90][100/940] lr: 1.000e-04, eta: 2:35:44, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2345, loss: 1.2345 2020-07-03 06:52:23,701 - mmaction - INFO - Epoch [90][120/940] lr: 1.000e-04, eta: 2:35:26, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8703, loss_cls: 1.2127, loss: 1.2127 2020-07-03 06:52:39,097 - mmaction - INFO - Epoch [90][140/940] lr: 1.000e-04, eta: 2:35:07, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8500, loss_cls: 1.2979, loss: 1.2979 2020-07-03 06:52:56,403 - mmaction - INFO - Epoch [90][160/940] lr: 1.000e-04, eta: 2:34:49, time: 0.864, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.2175, loss: 1.2175 2020-07-03 06:53:15,433 - mmaction - INFO - Epoch [90][180/940] lr: 1.000e-04, eta: 2:34:30, time: 0.952, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.2167, loss: 1.2167 2020-07-03 06:53:32,261 - mmaction - INFO - Epoch [90][200/940] lr: 1.000e-04, eta: 2:34:12, time: 0.841, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2430, loss: 1.2430 2020-07-03 06:53:47,850 - mmaction - INFO - Epoch [90][220/940] lr: 1.000e-04, eta: 2:33:53, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8656, loss_cls: 1.2154, loss: 1.2154 2020-07-03 06:54:03,353 - mmaction - INFO - Epoch [90][240/940] lr: 1.000e-04, eta: 2:33:35, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.2737, loss: 1.2737 2020-07-03 06:54:18,820 - mmaction - INFO - Epoch [90][260/940] lr: 1.000e-04, eta: 2:33:16, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1786, loss: 1.1786 2020-07-03 06:54:34,300 - mmaction - INFO - Epoch [90][280/940] lr: 1.000e-04, eta: 2:32:57, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.0787, loss: 1.0787 2020-07-03 06:54:49,814 - mmaction - INFO - Epoch [90][300/940] lr: 1.000e-04, eta: 2:32:39, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2191, loss: 1.2191 2020-07-03 06:55:05,507 - mmaction - INFO - Epoch [90][320/940] lr: 1.000e-04, eta: 2:32:20, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1202, loss: 1.1202 2020-07-03 06:55:21,007 - mmaction - INFO - Epoch [90][340/940] lr: 1.000e-04, eta: 2:32:02, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8703, loss_cls: 1.1945, loss: 1.1945 2020-07-03 06:55:36,510 - mmaction - INFO - Epoch [90][360/940] lr: 1.000e-04, eta: 2:31:43, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8844, loss_cls: 1.1502, loss: 1.1502 2020-07-03 06:55:51,963 - mmaction - INFO - Epoch [90][380/940] lr: 1.000e-04, eta: 2:31:24, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8609, loss_cls: 1.2143, loss: 1.2143 2020-07-03 06:56:07,600 - mmaction - INFO - Epoch [90][400/940] lr: 1.000e-04, eta: 2:31:06, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8766, loss_cls: 1.1972, loss: 1.1972 2020-07-03 06:56:23,144 - mmaction - INFO - Epoch [90][420/940] lr: 1.000e-04, eta: 2:30:47, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0856, loss: 1.0856 2020-07-03 06:56:38,544 - mmaction - INFO - Epoch [90][440/940] lr: 1.000e-04, eta: 2:30:29, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.2835, loss: 1.2835 2020-07-03 06:56:54,057 - mmaction - INFO - Epoch [90][460/940] lr: 1.000e-04, eta: 2:30:10, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3212, loss: 1.3212 2020-07-03 06:57:09,468 - mmaction - INFO - Epoch [90][480/940] lr: 1.000e-04, eta: 2:29:51, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1460, loss: 1.1460 2020-07-03 06:57:24,985 - mmaction - INFO - Epoch [90][500/940] lr: 1.000e-04, eta: 2:29:33, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.2304, loss: 1.2304 2020-07-03 06:57:40,445 - mmaction - INFO - Epoch [90][520/940] lr: 1.000e-04, eta: 2:29:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2425, loss: 1.2425 2020-07-03 06:57:55,913 - mmaction - INFO - Epoch [90][540/940] lr: 1.000e-04, eta: 2:28:56, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 1.0963, loss: 1.0963 2020-07-03 06:58:11,399 - mmaction - INFO - Epoch [90][560/940] lr: 1.000e-04, eta: 2:28:37, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0289, loss: 1.0289 2020-07-03 06:58:26,920 - mmaction - INFO - Epoch [90][580/940] lr: 1.000e-04, eta: 2:28:18, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1811, loss: 1.1811 2020-07-03 06:58:42,370 - mmaction - INFO - Epoch [90][600/940] lr: 1.000e-04, eta: 2:28:00, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2530, loss: 1.2530 2020-07-03 06:58:57,831 - mmaction - INFO - Epoch [90][620/940] lr: 1.000e-04, eta: 2:27:41, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8750, loss_cls: 1.1946, loss: 1.1946 2020-07-03 06:59:13,267 - mmaction - INFO - Epoch [90][640/940] lr: 1.000e-04, eta: 2:27:23, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2718, loss: 1.2718 2020-07-03 06:59:28,678 - mmaction - INFO - Epoch [90][660/940] lr: 1.000e-04, eta: 2:27:04, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1545, loss: 1.1545 2020-07-03 06:59:44,175 - mmaction - INFO - Epoch [90][680/940] lr: 1.000e-04, eta: 2:26:45, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8812, loss_cls: 1.1842, loss: 1.1842 2020-07-03 06:59:59,590 - mmaction - INFO - Epoch [90][700/940] lr: 1.000e-04, eta: 2:26:27, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2153, loss: 1.2153 2020-07-03 07:00:18,199 - mmaction - INFO - Epoch [90][720/940] lr: 1.000e-04, eta: 2:26:09, time: 0.927, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.2179, loss: 1.2179 2020-07-03 07:00:33,760 - mmaction - INFO - Epoch [90][740/940] lr: 1.000e-04, eta: 2:25:50, time: 0.780, data_time: 0.006, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8953, loss_cls: 1.1761, loss: 1.1761 2020-07-03 07:00:49,214 - mmaction - INFO - Epoch [90][760/940] lr: 1.000e-04, eta: 2:25:32, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0542, loss: 1.0542 2020-07-03 07:01:04,618 - mmaction - INFO - Epoch [90][780/940] lr: 1.000e-04, eta: 2:25:13, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8797, loss_cls: 1.1437, loss: 1.1437 2020-07-03 07:01:20,136 - mmaction - INFO - Epoch [90][800/940] lr: 1.000e-04, eta: 2:24:54, time: 0.776, data_time: 0.004, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2115, loss: 1.2115 2020-07-03 07:01:35,856 - mmaction - INFO - Epoch [90][820/940] lr: 1.000e-04, eta: 2:24:36, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1966, loss: 1.1966 2020-07-03 07:01:51,333 - mmaction - INFO - Epoch [90][840/940] lr: 1.000e-04, eta: 2:24:17, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2213, loss: 1.2213 2020-07-03 07:02:06,722 - mmaction - INFO - Epoch [90][860/940] lr: 1.000e-04, eta: 2:23:59, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.1901, loss: 1.1901 2020-07-03 07:02:22,130 - mmaction - INFO - Epoch [90][880/940] lr: 1.000e-04, eta: 2:23:40, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8953, loss_cls: 1.1048, loss: 1.1048 2020-07-03 07:02:37,539 - mmaction - INFO - Epoch [90][900/940] lr: 1.000e-04, eta: 2:23:22, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2229, loss: 1.2229 2020-07-03 07:02:53,078 - mmaction - INFO - Epoch [90][920/940] lr: 1.000e-04, eta: 2:23:03, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.1912, loss: 1.1912 2020-07-03 07:03:07,858 - mmaction - INFO - Epoch [90][940/940] lr: 1.000e-04, eta: 2:22:44, time: 0.739, data_time: 0.001, memory: 21558, top1_acc: 0.7089, top5_acc: 0.8797, loss_cls: 1.1889, loss: 1.1889 2020-07-03 07:03:14,945 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-03 07:10:11,038 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 07:10:11,765 - mmaction - INFO - top1_acc 0.6995 top5_acc 0.8891 2020-07-03 07:10:11,765 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 07:10:11,818 - mmaction - INFO - mean_acc 0.6994 2020-07-03 07:10:11,828 - mmaction - INFO - Epoch [90][940/940] lr: 1.000e-04, top1_acc: 0.6995, top5_acc: 0.8891, mean_class_accuracy: 0.6994 2020-07-03 07:11:59,225 - mmaction - INFO - Epoch [91][20/940] lr: 1.000e-04, eta: 2:22:37, time: 5.368, data_time: 4.488, memory: 21558, top1_acc: 0.7141, top5_acc: 0.9000, loss_cls: 1.1842, loss: 1.1842 2020-07-03 07:12:15,340 - mmaction - INFO - Epoch [91][40/940] lr: 1.000e-04, eta: 2:22:19, time: 0.806, data_time: 0.032, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2364, loss: 1.2364 2020-07-03 07:12:30,840 - mmaction - INFO - Epoch [91][60/940] lr: 1.000e-04, eta: 2:22:00, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8922, loss_cls: 1.1750, loss: 1.1750 2020-07-03 07:12:46,584 - mmaction - INFO - Epoch [91][80/940] lr: 1.000e-04, eta: 2:21:42, time: 0.786, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.1793, loss: 1.1793 2020-07-03 07:13:02,281 - mmaction - INFO - Epoch [91][100/940] lr: 1.000e-04, eta: 2:21:23, time: 0.786, data_time: 0.005, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8969, loss_cls: 1.0669, loss: 1.0669 2020-07-03 07:13:17,799 - mmaction - INFO - Epoch [91][120/940] lr: 1.000e-04, eta: 2:21:04, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8891, loss_cls: 1.1420, loss: 1.1420 2020-07-03 07:13:33,340 - mmaction - INFO - Epoch [91][140/940] lr: 1.000e-04, eta: 2:20:46, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.1887, loss: 1.1887 2020-07-03 07:13:48,707 - mmaction - INFO - Epoch [91][160/940] lr: 1.000e-04, eta: 2:20:27, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.9047, loss_cls: 1.1296, loss: 1.1296 2020-07-03 07:14:04,150 - mmaction - INFO - Epoch [91][180/940] lr: 1.000e-04, eta: 2:20:09, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2704, loss: 1.2704 2020-07-03 07:14:19,535 - mmaction - INFO - Epoch [91][200/940] lr: 1.000e-04, eta: 2:19:50, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2675, loss: 1.2675 2020-07-03 07:14:35,040 - mmaction - INFO - Epoch [91][220/940] lr: 1.000e-04, eta: 2:19:31, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8484, loss_cls: 1.3387, loss: 1.3387 2020-07-03 07:14:50,460 - mmaction - INFO - Epoch [91][240/940] lr: 1.000e-04, eta: 2:19:13, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8734, loss_cls: 1.1799, loss: 1.1799 2020-07-03 07:15:06,197 - mmaction - INFO - Epoch [91][260/940] lr: 1.000e-04, eta: 2:18:54, time: 0.788, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.1810, loss: 1.1810 2020-07-03 07:15:21,725 - mmaction - INFO - Epoch [91][280/940] lr: 1.000e-04, eta: 2:18:36, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8828, loss_cls: 1.1515, loss: 1.1515 2020-07-03 07:15:37,191 - mmaction - INFO - Epoch [91][300/940] lr: 1.000e-04, eta: 2:18:17, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8828, loss_cls: 1.1192, loss: 1.1192 2020-07-03 07:15:52,530 - mmaction - INFO - Epoch [91][320/940] lr: 1.000e-04, eta: 2:17:59, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2621, loss: 1.2621 2020-07-03 07:16:08,076 - mmaction - INFO - Epoch [91][340/940] lr: 1.000e-04, eta: 2:17:40, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.2254, loss: 1.2254 2020-07-03 07:16:23,648 - mmaction - INFO - Epoch [91][360/940] lr: 1.000e-04, eta: 2:17:22, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8641, loss_cls: 1.2657, loss: 1.2657 2020-07-03 07:16:39,168 - mmaction - INFO - Epoch [91][380/940] lr: 1.000e-04, eta: 2:17:03, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.1303, loss: 1.1303 2020-07-03 07:16:54,961 - mmaction - INFO - Epoch [91][400/940] lr: 1.000e-04, eta: 2:16:44, time: 0.789, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8766, loss_cls: 1.2106, loss: 1.2106 2020-07-03 07:17:10,458 - mmaction - INFO - Epoch [91][420/940] lr: 1.000e-04, eta: 2:16:26, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2662, loss: 1.2662 2020-07-03 07:17:26,074 - mmaction - INFO - Epoch [91][440/940] lr: 1.000e-04, eta: 2:16:07, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1409, loss: 1.1409 2020-07-03 07:17:59,612 - mmaction - INFO - Epoch [91][460/940] lr: 1.000e-04, eta: 2:15:51, time: 1.679, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8953, loss_cls: 1.1095, loss: 1.1095 2020-07-03 07:18:15,176 - mmaction - INFO - Epoch [91][480/940] lr: 1.000e-04, eta: 2:15:32, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2733, loss: 1.2733 2020-07-03 07:18:30,628 - mmaction - INFO - Epoch [91][500/940] lr: 1.000e-04, eta: 2:15:14, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8609, loss_cls: 1.2447, loss: 1.2447 2020-07-03 07:18:46,130 - mmaction - INFO - Epoch [91][520/940] lr: 1.000e-04, eta: 2:14:55, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8750, loss_cls: 1.2144, loss: 1.2144 2020-07-03 07:19:01,607 - mmaction - INFO - Epoch [91][540/940] lr: 1.000e-04, eta: 2:14:37, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2757, loss: 1.2757 2020-07-03 07:19:17,114 - mmaction - INFO - Epoch [91][560/940] lr: 1.000e-04, eta: 2:14:18, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2779, loss: 1.2779 2020-07-03 07:19:32,636 - mmaction - INFO - Epoch [91][580/940] lr: 1.000e-04, eta: 2:14:00, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.2733, loss: 1.2733 2020-07-03 07:19:48,146 - mmaction - INFO - Epoch [91][600/940] lr: 1.000e-04, eta: 2:13:41, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8797, loss_cls: 1.2215, loss: 1.2215 2020-07-03 07:20:03,796 - mmaction - INFO - Epoch [91][620/940] lr: 1.000e-04, eta: 2:13:23, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2327, loss: 1.2327 2020-07-03 07:20:19,624 - mmaction - INFO - Epoch [91][640/940] lr: 1.000e-04, eta: 2:13:04, time: 0.790, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1261, loss: 1.1261 2020-07-03 07:20:35,142 - mmaction - INFO - Epoch [91][660/940] lr: 1.000e-04, eta: 2:12:45, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1735, loss: 1.1735 2020-07-03 07:20:50,566 - mmaction - INFO - Epoch [91][680/940] lr: 1.000e-04, eta: 2:12:27, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.2129, loss: 1.2129 2020-07-03 07:21:06,043 - mmaction - INFO - Epoch [91][700/940] lr: 1.000e-04, eta: 2:12:08, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8578, loss_cls: 1.2828, loss: 1.2828 2020-07-03 07:21:21,523 - mmaction - INFO - Epoch [91][720/940] lr: 1.000e-04, eta: 2:11:50, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1893, loss: 1.1893 2020-07-03 07:21:36,955 - mmaction - INFO - Epoch [91][740/940] lr: 1.000e-04, eta: 2:11:31, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8609, loss_cls: 1.3424, loss: 1.3424 2020-07-03 07:21:52,390 - mmaction - INFO - Epoch [91][760/940] lr: 1.000e-04, eta: 2:11:13, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8844, loss_cls: 1.2613, loss: 1.2613 2020-07-03 07:22:07,896 - mmaction - INFO - Epoch [91][780/940] lr: 1.000e-04, eta: 2:10:54, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8453, loss_cls: 1.3634, loss: 1.3634 2020-07-03 07:22:23,404 - mmaction - INFO - Epoch [91][800/940] lr: 1.000e-04, eta: 2:10:36, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8641, loss_cls: 1.3212, loss: 1.3212 2020-07-03 07:22:38,949 - mmaction - INFO - Epoch [91][820/940] lr: 1.000e-04, eta: 2:10:17, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8688, loss_cls: 1.1989, loss: 1.1989 2020-07-03 07:22:54,406 - mmaction - INFO - Epoch [91][840/940] lr: 1.000e-04, eta: 2:09:59, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8906, loss_cls: 1.0840, loss: 1.0840 2020-07-03 07:23:09,766 - mmaction - INFO - Epoch [91][860/940] lr: 1.000e-04, eta: 2:09:40, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.1263, loss: 1.1263 2020-07-03 07:23:25,184 - mmaction - INFO - Epoch [91][880/940] lr: 1.000e-04, eta: 2:09:22, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2341, loss: 1.2341 2020-07-03 07:23:40,669 - mmaction - INFO - Epoch [91][900/940] lr: 1.000e-04, eta: 2:09:03, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.1488, loss: 1.1488 2020-07-03 07:23:56,137 - mmaction - INFO - Epoch [91][920/940] lr: 1.000e-04, eta: 2:08:44, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8641, loss_cls: 1.3169, loss: 1.3169 2020-07-03 07:24:10,875 - mmaction - INFO - Epoch [91][940/940] lr: 1.000e-04, eta: 2:08:26, time: 0.737, data_time: 0.001, memory: 21558, top1_acc: 0.7041, top5_acc: 0.8732, loss_cls: 1.1925, loss: 1.1925 2020-07-03 07:24:17,214 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-07-03 07:26:41,191 - mmaction - INFO - Epoch [92][20/940] lr: 1.000e-04, eta: 2:08:22, time: 7.180, data_time: 6.371, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8922, loss_cls: 1.0990, loss: 1.0990 2020-07-03 07:26:56,839 - mmaction - INFO - Epoch [92][40/940] lr: 1.000e-04, eta: 2:08:03, time: 0.785, data_time: 0.009, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8766, loss_cls: 1.1361, loss: 1.1361 2020-07-03 07:27:12,356 - mmaction - INFO - Epoch [92][60/940] lr: 1.000e-04, eta: 2:07:44, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1470, loss: 1.1470 2020-07-03 07:27:27,799 - mmaction - INFO - Epoch [92][80/940] lr: 1.000e-04, eta: 2:07:26, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 1.0519, loss: 1.0519 2020-07-03 07:27:43,236 - mmaction - INFO - Epoch [92][100/940] lr: 1.000e-04, eta: 2:07:07, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8672, loss_cls: 1.2503, loss: 1.2503 2020-07-03 07:27:58,589 - mmaction - INFO - Epoch [92][120/940] lr: 1.000e-04, eta: 2:06:49, time: 0.765, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.2064, loss: 1.2064 2020-07-03 07:28:13,933 - mmaction - INFO - Epoch [92][140/940] lr: 1.000e-04, eta: 2:06:30, time: 0.770, data_time: 0.003, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.1944, loss: 1.1944 2020-07-03 07:28:29,386 - mmaction - INFO - Epoch [92][160/940] lr: 1.000e-04, eta: 2:06:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1971, loss: 1.1971 2020-07-03 07:28:44,826 - mmaction - INFO - Epoch [92][180/940] lr: 1.000e-04, eta: 2:05:53, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8922, loss_cls: 1.0757, loss: 1.0757 2020-07-03 07:29:00,159 - mmaction - INFO - Epoch [92][200/940] lr: 1.000e-04, eta: 2:05:35, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2430, loss: 1.2430 2020-07-03 07:29:15,707 - mmaction - INFO - Epoch [92][220/940] lr: 1.000e-04, eta: 2:05:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8828, loss_cls: 1.1746, loss: 1.1746 2020-07-03 07:29:31,241 - mmaction - INFO - Epoch [92][240/940] lr: 1.000e-04, eta: 2:04:57, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8906, loss_cls: 1.1114, loss: 1.1114 2020-07-03 07:29:46,731 - mmaction - INFO - Epoch [92][260/940] lr: 1.000e-04, eta: 2:04:39, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6734, top5_acc: 0.8469, loss_cls: 1.3831, loss: 1.3831 2020-07-03 07:30:02,396 - mmaction - INFO - Epoch [92][280/940] lr: 1.000e-04, eta: 2:04:20, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8531, loss_cls: 1.3014, loss: 1.3014 2020-07-03 07:30:18,028 - mmaction - INFO - Epoch [92][300/940] lr: 1.000e-04, eta: 2:04:02, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2701, loss: 1.2701 2020-07-03 07:30:33,562 - mmaction - INFO - Epoch [92][320/940] lr: 1.000e-04, eta: 2:03:43, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8797, loss_cls: 1.2251, loss: 1.2251 2020-07-03 07:30:49,065 - mmaction - INFO - Epoch [92][340/940] lr: 1.000e-04, eta: 2:03:25, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8828, loss_cls: 1.1383, loss: 1.1383 2020-07-03 07:31:04,632 - mmaction - INFO - Epoch [92][360/940] lr: 1.000e-04, eta: 2:03:06, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2063, loss: 1.2063 2020-07-03 07:31:20,152 - mmaction - INFO - Epoch [92][380/940] lr: 1.000e-04, eta: 2:02:48, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8781, loss_cls: 1.1792, loss: 1.1792 2020-07-03 07:31:35,701 - mmaction - INFO - Epoch [92][400/940] lr: 1.000e-04, eta: 2:02:29, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2333, loss: 1.2333 2020-07-03 07:31:51,188 - mmaction - INFO - Epoch [92][420/940] lr: 1.000e-04, eta: 2:02:11, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8578, loss_cls: 1.3135, loss: 1.3135 2020-07-03 07:32:06,620 - mmaction - INFO - Epoch [92][440/940] lr: 1.000e-04, eta: 2:01:52, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8766, loss_cls: 1.1828, loss: 1.1828 2020-07-03 07:32:22,188 - mmaction - INFO - Epoch [92][460/940] lr: 1.000e-04, eta: 2:01:34, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.1829, loss: 1.1829 2020-07-03 07:32:37,759 - mmaction - INFO - Epoch [92][480/940] lr: 1.000e-04, eta: 2:01:15, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.1265, loss: 1.1265 2020-07-03 07:32:53,202 - mmaction - INFO - Epoch [92][500/940] lr: 1.000e-04, eta: 2:00:57, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8500, loss_cls: 1.3170, loss: 1.3170 2020-07-03 07:33:08,626 - mmaction - INFO - Epoch [92][520/940] lr: 1.000e-04, eta: 2:00:38, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1395, loss: 1.1395 2020-07-03 07:33:24,108 - mmaction - INFO - Epoch [92][540/940] lr: 1.000e-04, eta: 2:00:20, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2353, loss: 1.2353 2020-07-03 07:33:39,668 - mmaction - INFO - Epoch [92][560/940] lr: 1.000e-04, eta: 2:00:01, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2203, loss: 1.2203 2020-07-03 07:33:55,217 - mmaction - INFO - Epoch [92][580/940] lr: 1.000e-04, eta: 1:59:43, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1975, loss: 1.1975 2020-07-03 07:34:10,733 - mmaction - INFO - Epoch [92][600/940] lr: 1.000e-04, eta: 1:59:24, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0851, loss: 1.0851 2020-07-03 07:34:26,204 - mmaction - INFO - Epoch [92][620/940] lr: 1.000e-04, eta: 1:59:06, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2698, loss: 1.2698 2020-07-03 07:34:41,735 - mmaction - INFO - Epoch [92][640/940] lr: 1.000e-04, eta: 1:58:47, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2700, loss: 1.2700 2020-07-03 07:34:57,230 - mmaction - INFO - Epoch [92][660/940] lr: 1.000e-04, eta: 1:58:29, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3515, loss: 1.3515 2020-07-03 07:35:13,414 - mmaction - INFO - Epoch [92][680/940] lr: 1.000e-04, eta: 1:58:10, time: 0.809, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1696, loss: 1.1696 2020-07-03 07:35:28,959 - mmaction - INFO - Epoch [92][700/940] lr: 1.000e-04, eta: 1:57:52, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2972, loss: 1.2972 2020-07-03 07:35:44,451 - mmaction - INFO - Epoch [92][720/940] lr: 1.000e-04, eta: 1:57:33, time: 0.775, data_time: 0.004, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8656, loss_cls: 1.3012, loss: 1.3012 2020-07-03 07:35:59,926 - mmaction - INFO - Epoch [92][740/940] lr: 1.000e-04, eta: 1:57:15, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8859, loss_cls: 1.2026, loss: 1.2026 2020-07-03 07:36:15,431 - mmaction - INFO - Epoch [92][760/940] lr: 1.000e-04, eta: 1:56:56, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.2270, loss: 1.2270 2020-07-03 07:36:30,886 - mmaction - INFO - Epoch [92][780/940] lr: 1.000e-04, eta: 1:56:38, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8766, loss_cls: 1.1868, loss: 1.1868 2020-07-03 07:36:46,324 - mmaction - INFO - Epoch [92][800/940] lr: 1.000e-04, eta: 1:56:19, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2875, loss: 1.2875 2020-07-03 07:37:01,765 - mmaction - INFO - Epoch [92][820/940] lr: 1.000e-04, eta: 1:56:01, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.3225, loss: 1.3225 2020-07-03 07:37:17,215 - mmaction - INFO - Epoch [92][840/940] lr: 1.000e-04, eta: 1:55:42, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8531, loss_cls: 1.3305, loss: 1.3305 2020-07-03 07:37:32,742 - mmaction - INFO - Epoch [92][860/940] lr: 1.000e-04, eta: 1:55:24, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.1890, loss: 1.1890 2020-07-03 07:37:48,249 - mmaction - INFO - Epoch [92][880/940] lr: 1.000e-04, eta: 1:55:05, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8953, loss_cls: 1.2125, loss: 1.2125 2020-07-03 07:38:03,723 - mmaction - INFO - Epoch [92][900/940] lr: 1.000e-04, eta: 1:54:47, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8578, loss_cls: 1.2802, loss: 1.2802 2020-07-03 07:38:19,289 - mmaction - INFO - Epoch [92][920/940] lr: 1.000e-04, eta: 1:54:28, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.1902, loss: 1.1902 2020-07-03 07:38:34,042 - mmaction - INFO - Epoch [92][940/940] lr: 1.000e-04, eta: 1:54:10, time: 0.738, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8585, loss_cls: 1.2772, loss: 1.2772 2020-07-03 07:38:42,211 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-07-03 07:40:33,669 - mmaction - INFO - Epoch [93][20/940] lr: 1.000e-04, eta: 1:54:00, time: 5.507, data_time: 4.689, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1961, loss: 1.1961 2020-07-03 07:40:50,115 - mmaction - INFO - Epoch [93][40/940] lr: 1.000e-04, eta: 1:53:42, time: 0.820, data_time: 0.028, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.2128, loss: 1.2128 2020-07-03 07:41:05,676 - mmaction - INFO - Epoch [93][60/940] lr: 1.000e-04, eta: 1:53:23, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2435, loss: 1.2435 2020-07-03 07:41:21,214 - mmaction - INFO - Epoch [93][80/940] lr: 1.000e-04, eta: 1:53:05, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3146, loss: 1.3146 2020-07-03 07:41:36,605 - mmaction - INFO - Epoch [93][100/940] lr: 1.000e-04, eta: 1:52:46, time: 0.773, data_time: 0.004, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0811, loss: 1.0811 2020-07-03 07:41:52,027 - mmaction - INFO - Epoch [93][120/940] lr: 1.000e-04, eta: 1:52:28, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8828, loss_cls: 1.1917, loss: 1.1917 2020-07-03 07:42:07,541 - mmaction - INFO - Epoch [93][140/940] lr: 1.000e-04, eta: 1:52:09, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2524, loss: 1.2524 2020-07-03 07:42:23,044 - mmaction - INFO - Epoch [93][160/940] lr: 1.000e-04, eta: 1:51:51, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.1890, loss: 1.1890 2020-07-03 07:42:38,495 - mmaction - INFO - Epoch [93][180/940] lr: 1.000e-04, eta: 1:51:32, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8891, loss_cls: 1.1802, loss: 1.1802 2020-07-03 07:42:54,020 - mmaction - INFO - Epoch [93][200/940] lr: 1.000e-04, eta: 1:51:14, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.3599, loss: 1.3599 2020-07-03 07:43:09,437 - mmaction - INFO - Epoch [93][220/940] lr: 1.000e-04, eta: 1:50:55, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7422, top5_acc: 0.8844, loss_cls: 1.0991, loss: 1.0991 2020-07-03 07:43:24,922 - mmaction - INFO - Epoch [93][240/940] lr: 1.000e-04, eta: 1:50:37, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1723, loss: 1.1723 2020-07-03 07:43:40,408 - mmaction - INFO - Epoch [93][260/940] lr: 1.000e-04, eta: 1:50:18, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8953, loss_cls: 1.2076, loss: 1.2076 2020-07-03 07:43:55,814 - mmaction - INFO - Epoch [93][280/940] lr: 1.000e-04, eta: 1:50:00, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2610, loss: 1.2610 2020-07-03 07:44:11,242 - mmaction - INFO - Epoch [93][300/940] lr: 1.000e-04, eta: 1:49:41, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8719, loss_cls: 1.1989, loss: 1.1989 2020-07-03 07:44:26,717 - mmaction - INFO - Epoch [93][320/940] lr: 1.000e-04, eta: 1:49:23, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.3071, loss: 1.3071 2020-07-03 07:44:42,130 - mmaction - INFO - Epoch [93][340/940] lr: 1.000e-04, eta: 1:49:04, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2094, loss: 1.2094 2020-07-03 07:44:57,562 - mmaction - INFO - Epoch [93][360/940] lr: 1.000e-04, eta: 1:48:46, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8859, loss_cls: 1.1759, loss: 1.1759 2020-07-03 07:45:13,192 - mmaction - INFO - Epoch [93][380/940] lr: 1.000e-04, eta: 1:48:27, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8688, loss_cls: 1.1307, loss: 1.1307 2020-07-03 07:45:29,294 - mmaction - INFO - Epoch [93][400/940] lr: 1.000e-04, eta: 1:48:09, time: 0.807, data_time: 0.003, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1840, loss: 1.1840 2020-07-03 07:45:44,767 - mmaction - INFO - Epoch [93][420/940] lr: 1.000e-04, eta: 1:47:51, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8766, loss_cls: 1.2066, loss: 1.2066 2020-07-03 07:46:00,199 - mmaction - INFO - Epoch [93][440/940] lr: 1.000e-04, eta: 1:47:32, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.2303, loss: 1.2303 2020-07-03 07:46:15,610 - mmaction - INFO - Epoch [93][460/940] lr: 1.000e-04, eta: 1:47:14, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8766, loss_cls: 1.2522, loss: 1.2522 2020-07-03 07:46:31,072 - mmaction - INFO - Epoch [93][480/940] lr: 1.000e-04, eta: 1:46:55, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.9047, loss_cls: 1.1469, loss: 1.1469 2020-07-03 07:46:46,541 - mmaction - INFO - Epoch [93][500/940] lr: 1.000e-04, eta: 1:46:37, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1784, loss: 1.1784 2020-07-03 07:47:02,023 - mmaction - INFO - Epoch [93][520/940] lr: 1.000e-04, eta: 1:46:18, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8625, loss_cls: 1.2145, loss: 1.2145 2020-07-03 07:47:17,557 - mmaction - INFO - Epoch [93][540/940] lr: 1.000e-04, eta: 1:46:00, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2132, loss: 1.2132 2020-07-03 07:47:32,973 - mmaction - INFO - Epoch [93][560/940] lr: 1.000e-04, eta: 1:45:41, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0678, loss: 1.0678 2020-07-03 07:47:48,412 - mmaction - INFO - Epoch [93][580/940] lr: 1.000e-04, eta: 1:45:23, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1658, loss: 1.1658 2020-07-03 07:48:03,904 - mmaction - INFO - Epoch [93][600/940] lr: 1.000e-04, eta: 1:45:04, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8828, loss_cls: 1.2176, loss: 1.2176 2020-07-03 07:48:19,447 - mmaction - INFO - Epoch [93][620/940] lr: 1.000e-04, eta: 1:44:46, time: 0.776, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1311, loss: 1.1311 2020-07-03 07:48:34,799 - mmaction - INFO - Epoch [93][640/940] lr: 1.000e-04, eta: 1:44:27, time: 0.769, data_time: 0.002, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.1490, loss: 1.1490 2020-07-03 07:48:50,243 - mmaction - INFO - Epoch [93][660/940] lr: 1.000e-04, eta: 1:44:09, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8828, loss_cls: 1.1611, loss: 1.1611 2020-07-03 07:49:05,796 - mmaction - INFO - Epoch [93][680/940] lr: 1.000e-04, eta: 1:43:50, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8766, loss_cls: 1.1284, loss: 1.1284 2020-07-03 07:49:21,217 - mmaction - INFO - Epoch [93][700/940] lr: 1.000e-04, eta: 1:43:32, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8891, loss_cls: 1.1474, loss: 1.1474 2020-07-03 07:49:36,693 - mmaction - INFO - Epoch [93][720/940] lr: 1.000e-04, eta: 1:43:14, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.2224, loss: 1.2224 2020-07-03 07:49:52,115 - mmaction - INFO - Epoch [93][740/940] lr: 1.000e-04, eta: 1:42:55, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2147, loss: 1.2147 2020-07-03 07:50:07,624 - mmaction - INFO - Epoch [93][760/940] lr: 1.000e-04, eta: 1:42:37, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8656, loss_cls: 1.2428, loss: 1.2428 2020-07-03 07:50:23,306 - mmaction - INFO - Epoch [93][780/940] lr: 1.000e-04, eta: 1:42:18, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2444, loss: 1.2444 2020-07-03 07:50:38,933 - mmaction - INFO - Epoch [93][800/940] lr: 1.000e-04, eta: 1:42:00, time: 0.781, data_time: 0.003, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8953, loss_cls: 1.1383, loss: 1.1383 2020-07-03 07:50:54,400 - mmaction - INFO - Epoch [93][820/940] lr: 1.000e-04, eta: 1:41:41, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8641, loss_cls: 1.2218, loss: 1.2218 2020-07-03 07:51:09,849 - mmaction - INFO - Epoch [93][840/940] lr: 1.000e-04, eta: 1:41:23, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8922, loss_cls: 1.1403, loss: 1.1403 2020-07-03 07:51:25,416 - mmaction - INFO - Epoch [93][860/940] lr: 1.000e-04, eta: 1:41:04, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8953, loss_cls: 1.1157, loss: 1.1157 2020-07-03 07:51:40,890 - mmaction - INFO - Epoch [93][880/940] lr: 1.000e-04, eta: 1:40:46, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.2238, loss: 1.2238 2020-07-03 07:51:56,487 - mmaction - INFO - Epoch [93][900/940] lr: 1.000e-04, eta: 1:40:28, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8641, loss_cls: 1.2218, loss: 1.2218 2020-07-03 07:52:12,027 - mmaction - INFO - Epoch [93][920/940] lr: 1.000e-04, eta: 1:40:09, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.1015, loss: 1.1015 2020-07-03 07:52:26,924 - mmaction - INFO - Epoch [93][940/940] lr: 1.000e-04, eta: 1:39:51, time: 0.745, data_time: 0.001, memory: 21558, top1_acc: 0.7220, top5_acc: 0.8878, loss_cls: 1.2068, loss: 1.2068 2020-07-03 07:52:32,538 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-07-03 07:54:38,749 - mmaction - INFO - Epoch [94][20/940] lr: 1.000e-04, eta: 1:39:41, time: 6.242, data_time: 5.373, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2253, loss: 1.2253 2020-07-03 07:54:54,214 - mmaction - INFO - Epoch [94][40/940] lr: 1.000e-04, eta: 1:39:23, time: 0.773, data_time: 0.006, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8984, loss_cls: 1.1038, loss: 1.1038 2020-07-03 07:55:10,118 - mmaction - INFO - Epoch [94][60/940] lr: 1.000e-04, eta: 1:39:04, time: 0.795, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8969, loss_cls: 1.1830, loss: 1.1830 2020-07-03 07:55:25,675 - mmaction - INFO - Epoch [94][80/940] lr: 1.000e-04, eta: 1:38:46, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.3363, loss: 1.3363 2020-07-03 07:55:41,095 - mmaction - INFO - Epoch [94][100/940] lr: 1.000e-04, eta: 1:38:28, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8906, loss_cls: 1.1638, loss: 1.1638 2020-07-03 07:55:56,550 - mmaction - INFO - Epoch [94][120/940] lr: 1.000e-04, eta: 1:38:09, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.1885, loss: 1.1885 2020-07-03 07:56:12,131 - mmaction - INFO - Epoch [94][140/940] lr: 1.000e-04, eta: 1:37:51, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8703, loss_cls: 1.1824, loss: 1.1824 2020-07-03 07:56:27,634 - mmaction - INFO - Epoch [94][160/940] lr: 1.000e-04, eta: 1:37:32, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1803, loss: 1.1803 2020-07-03 07:56:43,053 - mmaction - INFO - Epoch [94][180/940] lr: 1.000e-04, eta: 1:37:14, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8812, loss_cls: 1.1070, loss: 1.1070 2020-07-03 07:56:58,542 - mmaction - INFO - Epoch [94][200/940] lr: 1.000e-04, eta: 1:36:55, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2351, loss: 1.2351 2020-07-03 07:57:14,112 - mmaction - INFO - Epoch [94][220/940] lr: 1.000e-04, eta: 1:36:37, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2054, loss: 1.2054 2020-07-03 07:57:29,676 - mmaction - INFO - Epoch [94][240/940] lr: 1.000e-04, eta: 1:36:18, time: 0.780, data_time: 0.002, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2267, loss: 1.2267 2020-07-03 07:57:45,113 - mmaction - INFO - Epoch [94][260/940] lr: 1.000e-04, eta: 1:36:00, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8828, loss_cls: 1.1589, loss: 1.1589 2020-07-03 07:58:00,565 - mmaction - INFO - Epoch [94][280/940] lr: 1.000e-04, eta: 1:35:41, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8828, loss_cls: 1.1288, loss: 1.1288 2020-07-03 07:58:15,965 - mmaction - INFO - Epoch [94][300/940] lr: 1.000e-04, eta: 1:35:23, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8922, loss_cls: 1.1311, loss: 1.1311 2020-07-03 07:58:31,467 - mmaction - INFO - Epoch [94][320/940] lr: 1.000e-04, eta: 1:35:05, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.2810, loss: 1.2810 2020-07-03 07:58:47,007 - mmaction - INFO - Epoch [94][340/940] lr: 1.000e-04, eta: 1:34:46, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1687, loss: 1.1687 2020-07-03 07:59:02,471 - mmaction - INFO - Epoch [94][360/940] lr: 1.000e-04, eta: 1:34:28, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8750, loss_cls: 1.1805, loss: 1.1805 2020-07-03 07:59:17,951 - mmaction - INFO - Epoch [94][380/940] lr: 1.000e-04, eta: 1:34:09, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1643, loss: 1.1643 2020-07-03 07:59:33,975 - mmaction - INFO - Epoch [94][400/940] lr: 1.000e-04, eta: 1:33:51, time: 0.800, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1527, loss: 1.1527 2020-07-03 07:59:49,482 - mmaction - INFO - Epoch [94][420/940] lr: 1.000e-04, eta: 1:33:32, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2167, loss: 1.2167 2020-07-03 08:00:08,428 - mmaction - INFO - Epoch [94][440/940] lr: 1.000e-04, eta: 1:33:14, time: 0.947, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8812, loss_cls: 1.1770, loss: 1.1770 2020-07-03 08:00:23,840 - mmaction - INFO - Epoch [94][460/940] lr: 1.000e-04, eta: 1:32:56, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1471, loss: 1.1471 2020-07-03 08:00:39,288 - mmaction - INFO - Epoch [94][480/940] lr: 1.000e-04, eta: 1:32:37, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1809, loss: 1.1809 2020-07-03 08:00:54,696 - mmaction - INFO - Epoch [94][500/940] lr: 1.000e-04, eta: 1:32:19, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.1972, loss: 1.1972 2020-07-03 08:01:10,122 - mmaction - INFO - Epoch [94][520/940] lr: 1.000e-04, eta: 1:32:00, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2238, loss: 1.2238 2020-07-03 08:01:25,447 - mmaction - INFO - Epoch [94][540/940] lr: 1.000e-04, eta: 1:31:42, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.1306, loss: 1.1306 2020-07-03 08:01:40,993 - mmaction - INFO - Epoch [94][560/940] lr: 1.000e-04, eta: 1:31:24, time: 0.777, data_time: 0.000, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.2553, loss: 1.2553 2020-07-03 08:01:56,469 - mmaction - INFO - Epoch [94][580/940] lr: 1.000e-04, eta: 1:31:05, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1369, loss: 1.1369 2020-07-03 08:02:11,969 - mmaction - INFO - Epoch [94][600/940] lr: 1.000e-04, eta: 1:30:47, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1395, loss: 1.1395 2020-07-03 08:02:27,471 - mmaction - INFO - Epoch [94][620/940] lr: 1.000e-04, eta: 1:30:28, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8656, loss_cls: 1.1907, loss: 1.1907 2020-07-03 08:02:42,949 - mmaction - INFO - Epoch [94][640/940] lr: 1.000e-04, eta: 1:30:10, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.2805, loss: 1.2805 2020-07-03 08:02:58,355 - mmaction - INFO - Epoch [94][660/940] lr: 1.000e-04, eta: 1:29:51, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.1486, loss: 1.1486 2020-07-03 08:03:13,751 - mmaction - INFO - Epoch [94][680/940] lr: 1.000e-04, eta: 1:29:33, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.2048, loss: 1.2048 2020-07-03 08:03:29,140 - mmaction - INFO - Epoch [94][700/940] lr: 1.000e-04, eta: 1:29:15, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8750, loss_cls: 1.1808, loss: 1.1808 2020-07-03 08:03:44,576 - mmaction - INFO - Epoch [94][720/940] lr: 1.000e-04, eta: 1:28:56, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8906, loss_cls: 1.1060, loss: 1.1060 2020-07-03 08:04:00,033 - mmaction - INFO - Epoch [94][740/940] lr: 1.000e-04, eta: 1:28:38, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.1868, loss: 1.1868 2020-07-03 08:04:15,509 - mmaction - INFO - Epoch [94][760/940] lr: 1.000e-04, eta: 1:28:19, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8734, loss_cls: 1.1968, loss: 1.1968 2020-07-03 08:04:31,009 - mmaction - INFO - Epoch [94][780/940] lr: 1.000e-04, eta: 1:28:01, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0789, loss: 1.0789 2020-07-03 08:04:46,510 - mmaction - INFO - Epoch [94][800/940] lr: 1.000e-04, eta: 1:27:42, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8562, loss_cls: 1.2626, loss: 1.2626 2020-07-03 08:05:02,423 - mmaction - INFO - Epoch [94][820/940] lr: 1.000e-04, eta: 1:27:24, time: 0.796, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8766, loss_cls: 1.1733, loss: 1.1733 2020-07-03 08:05:17,999 - mmaction - INFO - Epoch [94][840/940] lr: 1.000e-04, eta: 1:27:06, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.1769, loss: 1.1769 2020-07-03 08:05:33,488 - mmaction - INFO - Epoch [94][860/940] lr: 1.000e-04, eta: 1:26:47, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2085, loss: 1.2085 2020-07-03 08:05:49,034 - mmaction - INFO - Epoch [94][880/940] lr: 1.000e-04, eta: 1:26:29, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1809, loss: 1.1809 2020-07-03 08:06:04,502 - mmaction - INFO - Epoch [94][900/940] lr: 1.000e-04, eta: 1:26:10, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.1142, loss: 1.1142 2020-07-03 08:06:19,956 - mmaction - INFO - Epoch [94][920/940] lr: 1.000e-04, eta: 1:25:52, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8859, loss_cls: 1.1569, loss: 1.1569 2020-07-03 08:06:34,768 - mmaction - INFO - Epoch [94][940/940] lr: 1.000e-04, eta: 1:25:34, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.7073, top5_acc: 0.8813, loss_cls: 1.1899, loss: 1.1899 2020-07-03 08:06:42,186 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-07-03 08:09:18,581 - mmaction - INFO - Epoch [95][20/940] lr: 1.000e-04, eta: 1:25:25, time: 7.753, data_time: 6.893, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2834, loss: 1.2834 2020-07-03 08:09:34,098 - mmaction - INFO - Epoch [95][40/940] lr: 1.000e-04, eta: 1:25:07, time: 0.777, data_time: 0.006, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2158, loss: 1.2158 2020-07-03 08:09:49,583 - mmaction - INFO - Epoch [95][60/940] lr: 1.000e-04, eta: 1:24:48, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8766, loss_cls: 1.2012, loss: 1.2012 2020-07-03 08:10:05,149 - mmaction - INFO - Epoch [95][80/940] lr: 1.000e-04, eta: 1:24:30, time: 0.778, data_time: 0.003, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2215, loss: 1.2215 2020-07-03 08:10:20,822 - mmaction - INFO - Epoch [95][100/940] lr: 1.000e-04, eta: 1:24:11, time: 0.783, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 1.0781, loss: 1.0781 2020-07-03 08:10:36,375 - mmaction - INFO - Epoch [95][120/940] lr: 1.000e-04, eta: 1:23:53, time: 0.778, data_time: 0.005, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.2171, loss: 1.2171 2020-07-03 08:10:52,019 - mmaction - INFO - Epoch [95][140/940] lr: 1.000e-04, eta: 1:23:35, time: 0.784, data_time: 0.002, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8641, loss_cls: 1.3074, loss: 1.3074 2020-07-03 08:11:07,558 - mmaction - INFO - Epoch [95][160/940] lr: 1.000e-04, eta: 1:23:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8969, loss_cls: 1.1237, loss: 1.1237 2020-07-03 08:11:23,165 - mmaction - INFO - Epoch [95][180/940] lr: 1.000e-04, eta: 1:22:58, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8672, loss_cls: 1.2180, loss: 1.2180 2020-07-03 08:11:38,802 - mmaction - INFO - Epoch [95][200/940] lr: 1.000e-04, eta: 1:22:39, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8656, loss_cls: 1.2894, loss: 1.2894 2020-07-03 08:11:54,386 - mmaction - INFO - Epoch [95][220/940] lr: 1.000e-04, eta: 1:22:21, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2162, loss: 1.2162 2020-07-03 08:12:10,015 - mmaction - INFO - Epoch [95][240/940] lr: 1.000e-04, eta: 1:22:03, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8828, loss_cls: 1.2292, loss: 1.2292 2020-07-03 08:12:25,550 - mmaction - INFO - Epoch [95][260/940] lr: 1.000e-04, eta: 1:21:44, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.2473, loss: 1.2473 2020-07-03 08:12:41,340 - mmaction - INFO - Epoch [95][280/940] lr: 1.000e-04, eta: 1:21:26, time: 0.789, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8719, loss_cls: 1.1575, loss: 1.1575 2020-07-03 08:12:56,788 - mmaction - INFO - Epoch [95][300/940] lr: 1.000e-04, eta: 1:21:07, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8844, loss_cls: 1.1214, loss: 1.1214 2020-07-03 08:13:12,264 - mmaction - INFO - Epoch [95][320/940] lr: 1.000e-04, eta: 1:20:49, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8641, loss_cls: 1.2564, loss: 1.2564 2020-07-03 08:13:27,789 - mmaction - INFO - Epoch [95][340/940] lr: 1.000e-04, eta: 1:20:30, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0493, loss: 1.0493 2020-07-03 08:13:43,274 - mmaction - INFO - Epoch [95][360/940] lr: 1.000e-04, eta: 1:20:12, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.1653, loss: 1.1653 2020-07-03 08:13:58,739 - mmaction - INFO - Epoch [95][380/940] lr: 1.000e-04, eta: 1:19:54, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2426, loss: 1.2426 2020-07-03 08:14:14,435 - mmaction - INFO - Epoch [95][400/940] lr: 1.000e-04, eta: 1:19:35, time: 0.787, data_time: 0.003, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.3457, loss: 1.3457 2020-07-03 08:14:29,976 - mmaction - INFO - Epoch [95][420/940] lr: 1.000e-04, eta: 1:19:17, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8578, loss_cls: 1.3151, loss: 1.3151 2020-07-03 08:14:45,390 - mmaction - INFO - Epoch [95][440/940] lr: 1.000e-04, eta: 1:18:58, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1964, loss: 1.1964 2020-07-03 08:15:00,790 - mmaction - INFO - Epoch [95][460/940] lr: 1.000e-04, eta: 1:18:40, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2366, loss: 1.2366 2020-07-03 08:15:16,299 - mmaction - INFO - Epoch [95][480/940] lr: 1.000e-04, eta: 1:18:22, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.2110, loss: 1.2110 2020-07-03 08:15:31,984 - mmaction - INFO - Epoch [95][500/940] lr: 1.000e-04, eta: 1:18:03, time: 0.786, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8891, loss_cls: 1.1520, loss: 1.1520 2020-07-03 08:15:47,435 - mmaction - INFO - Epoch [95][520/940] lr: 1.000e-04, eta: 1:17:45, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 1.0343, loss: 1.0343 2020-07-03 08:16:03,015 - mmaction - INFO - Epoch [95][540/940] lr: 1.000e-04, eta: 1:17:26, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8641, loss_cls: 1.2318, loss: 1.2318 2020-07-03 08:16:18,576 - mmaction - INFO - Epoch [95][560/940] lr: 1.000e-04, eta: 1:17:08, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.1325, loss: 1.1325 2020-07-03 08:16:34,072 - mmaction - INFO - Epoch [95][580/940] lr: 1.000e-04, eta: 1:16:50, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.6813, top5_acc: 0.8609, loss_cls: 1.2680, loss: 1.2680 2020-07-03 08:16:49,570 - mmaction - INFO - Epoch [95][600/940] lr: 1.000e-04, eta: 1:16:31, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8609, loss_cls: 1.2891, loss: 1.2891 2020-07-03 08:17:04,984 - mmaction - INFO - Epoch [95][620/940] lr: 1.000e-04, eta: 1:16:13, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8828, loss_cls: 1.2096, loss: 1.2096 2020-07-03 08:17:20,474 - mmaction - INFO - Epoch [95][640/940] lr: 1.000e-04, eta: 1:15:54, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2432, loss: 1.2432 2020-07-03 08:17:35,871 - mmaction - INFO - Epoch [95][660/940] lr: 1.000e-04, eta: 1:15:36, time: 0.768, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2604, loss: 1.2604 2020-07-03 08:17:51,302 - mmaction - INFO - Epoch [95][680/940] lr: 1.000e-04, eta: 1:15:18, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.2336, loss: 1.2336 2020-07-03 08:18:06,767 - mmaction - INFO - Epoch [95][700/940] lr: 1.000e-04, eta: 1:14:59, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7328, top5_acc: 0.8828, loss_cls: 1.1474, loss: 1.1474 2020-07-03 08:18:22,198 - mmaction - INFO - Epoch [95][720/940] lr: 1.000e-04, eta: 1:14:41, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.1465, loss: 1.1465 2020-07-03 08:18:37,568 - mmaction - INFO - Epoch [95][740/940] lr: 1.000e-04, eta: 1:14:23, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8688, loss_cls: 1.2496, loss: 1.2496 2020-07-03 08:18:52,980 - mmaction - INFO - Epoch [95][760/940] lr: 1.000e-04, eta: 1:14:04, time: 0.769, data_time: 0.000, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8656, loss_cls: 1.2646, loss: 1.2646 2020-07-03 08:19:08,485 - mmaction - INFO - Epoch [95][780/940] lr: 1.000e-04, eta: 1:13:46, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.1864, loss: 1.1864 2020-07-03 08:19:23,932 - mmaction - INFO - Epoch [95][800/940] lr: 1.000e-04, eta: 1:13:27, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.2341, loss: 1.2341 2020-07-03 08:19:39,350 - mmaction - INFO - Epoch [95][820/940] lr: 1.000e-04, eta: 1:13:09, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.1888, loss: 1.1888 2020-07-03 08:19:54,732 - mmaction - INFO - Epoch [95][840/940] lr: 1.000e-04, eta: 1:12:51, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1694, loss: 1.1694 2020-07-03 08:20:10,555 - mmaction - INFO - Epoch [95][860/940] lr: 1.000e-04, eta: 1:12:32, time: 0.792, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8672, loss_cls: 1.2509, loss: 1.2509 2020-07-03 08:20:26,063 - mmaction - INFO - Epoch [95][880/940] lr: 1.000e-04, eta: 1:12:14, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0762, loss: 1.0762 2020-07-03 08:20:41,504 - mmaction - INFO - Epoch [95][900/940] lr: 1.000e-04, eta: 1:11:55, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8781, loss_cls: 1.1458, loss: 1.1458 2020-07-03 08:20:56,957 - mmaction - INFO - Epoch [95][920/940] lr: 1.000e-04, eta: 1:11:37, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8922, loss_cls: 1.1471, loss: 1.1471 2020-07-03 08:21:11,762 - mmaction - INFO - Epoch [95][940/940] lr: 1.000e-04, eta: 1:11:19, time: 0.741, data_time: 0.002, memory: 21558, top1_acc: 0.7073, top5_acc: 0.8764, loss_cls: 1.2221, loss: 1.2221 2020-07-03 08:21:18,645 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-03 08:28:09,053 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 08:28:09,779 - mmaction - INFO - top1_acc 0.7009 top5_acc 0.8895 2020-07-03 08:28:09,779 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 08:28:09,830 - mmaction - INFO - mean_acc 0.7008 2020-07-03 08:28:09,867 - mmaction - INFO - Epoch [95][940/940] lr: 1.000e-04, top1_acc: 0.7009, top5_acc: 0.8895, mean_class_accuracy: 0.7008 2020-07-03 08:30:22,618 - mmaction - INFO - Epoch [96][20/940] lr: 1.000e-04, eta: 1:11:07, time: 6.634, data_time: 5.752, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8719, loss_cls: 1.2885, loss: 1.2885 2020-07-03 08:30:38,575 - mmaction - INFO - Epoch [96][40/940] lr: 1.000e-04, eta: 1:10:49, time: 0.799, data_time: 0.029, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.2116, loss: 1.2116 2020-07-03 08:30:54,040 - mmaction - INFO - Epoch [96][60/940] lr: 1.000e-04, eta: 1:10:30, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.2345, loss: 1.2345 2020-07-03 08:31:09,694 - mmaction - INFO - Epoch [96][80/940] lr: 1.000e-04, eta: 1:10:12, time: 0.783, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8922, loss_cls: 1.1439, loss: 1.1439 2020-07-03 08:31:25,244 - mmaction - INFO - Epoch [96][100/940] lr: 1.000e-04, eta: 1:09:54, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8859, loss_cls: 1.1403, loss: 1.1403 2020-07-03 08:31:40,830 - mmaction - INFO - Epoch [96][120/940] lr: 1.000e-04, eta: 1:09:35, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8781, loss_cls: 1.2231, loss: 1.2231 2020-07-03 08:31:56,343 - mmaction - INFO - Epoch [96][140/940] lr: 1.000e-04, eta: 1:09:17, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8734, loss_cls: 1.2408, loss: 1.2408 2020-07-03 08:32:11,898 - mmaction - INFO - Epoch [96][160/940] lr: 1.000e-04, eta: 1:08:58, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8781, loss_cls: 1.1572, loss: 1.1572 2020-07-03 08:32:27,386 - mmaction - INFO - Epoch [96][180/940] lr: 1.000e-04, eta: 1:08:40, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8891, loss_cls: 1.2156, loss: 1.2156 2020-07-03 08:32:42,884 - mmaction - INFO - Epoch [96][200/940] lr: 1.000e-04, eta: 1:08:22, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.4115, loss: 1.4115 2020-07-03 08:32:58,406 - mmaction - INFO - Epoch [96][220/940] lr: 1.000e-04, eta: 1:08:03, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8672, loss_cls: 1.2458, loss: 1.2458 2020-07-03 08:33:13,972 - mmaction - INFO - Epoch [96][240/940] lr: 1.000e-04, eta: 1:07:45, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.1982, loss: 1.1982 2020-07-03 08:33:29,480 - mmaction - INFO - Epoch [96][260/940] lr: 1.000e-04, eta: 1:07:27, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2119, loss: 1.2119 2020-07-03 08:33:44,969 - mmaction - INFO - Epoch [96][280/940] lr: 1.000e-04, eta: 1:07:08, time: 0.778, data_time: 0.004, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8531, loss_cls: 1.2577, loss: 1.2577 2020-07-03 08:34:00,510 - mmaction - INFO - Epoch [96][300/940] lr: 1.000e-04, eta: 1:06:50, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.1682, loss: 1.1682 2020-07-03 08:34:15,969 - mmaction - INFO - Epoch [96][320/940] lr: 1.000e-04, eta: 1:06:31, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.1885, loss: 1.1885 2020-07-03 08:34:31,484 - mmaction - INFO - Epoch [96][340/940] lr: 1.000e-04, eta: 1:06:13, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7578, top5_acc: 0.9016, loss_cls: 1.0623, loss: 1.0623 2020-07-03 08:34:46,974 - mmaction - INFO - Epoch [96][360/940] lr: 1.000e-04, eta: 1:05:55, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8891, loss_cls: 1.0770, loss: 1.0770 2020-07-03 08:35:02,853 - mmaction - INFO - Epoch [96][380/940] lr: 1.000e-04, eta: 1:05:36, time: 0.794, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2645, loss: 1.2645 2020-07-03 08:35:18,515 - mmaction - INFO - Epoch [96][400/940] lr: 1.000e-04, eta: 1:05:18, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1642, loss: 1.1642 2020-07-03 08:35:34,091 - mmaction - INFO - Epoch [96][420/940] lr: 1.000e-04, eta: 1:05:00, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.2842, loss: 1.2842 2020-07-03 08:35:49,474 - mmaction - INFO - Epoch [96][440/940] lr: 1.000e-04, eta: 1:04:41, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.2299, loss: 1.2299 2020-07-03 08:36:04,997 - mmaction - INFO - Epoch [96][460/940] lr: 1.000e-04, eta: 1:04:23, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8703, loss_cls: 1.2035, loss: 1.2035 2020-07-03 08:36:20,535 - mmaction - INFO - Epoch [96][480/940] lr: 1.000e-04, eta: 1:04:04, time: 0.779, data_time: 0.003, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.1884, loss: 1.1884 2020-07-03 08:36:36,065 - mmaction - INFO - Epoch [96][500/940] lr: 1.000e-04, eta: 1:03:46, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2385, loss: 1.2385 2020-07-03 08:36:51,576 - mmaction - INFO - Epoch [96][520/940] lr: 1.000e-04, eta: 1:03:28, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8969, loss_cls: 1.0704, loss: 1.0704 2020-07-03 08:37:07,108 - mmaction - INFO - Epoch [96][540/940] lr: 1.000e-04, eta: 1:03:09, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8656, loss_cls: 1.2987, loss: 1.2987 2020-07-03 08:37:22,660 - mmaction - INFO - Epoch [96][560/940] lr: 1.000e-04, eta: 1:02:51, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.3082, loss: 1.3082 2020-07-03 08:37:38,208 - mmaction - INFO - Epoch [96][580/940] lr: 1.000e-04, eta: 1:02:33, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0856, loss: 1.0856 2020-07-03 08:37:53,801 - mmaction - INFO - Epoch [96][600/940] lr: 1.000e-04, eta: 1:02:14, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1484, loss: 1.1484 2020-07-03 08:38:09,225 - mmaction - INFO - Epoch [96][620/940] lr: 1.000e-04, eta: 1:01:56, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8797, loss_cls: 1.1509, loss: 1.1509 2020-07-03 08:38:24,753 - mmaction - INFO - Epoch [96][640/940] lr: 1.000e-04, eta: 1:01:38, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8641, loss_cls: 1.2038, loss: 1.2038 2020-07-03 08:38:40,167 - mmaction - INFO - Epoch [96][660/940] lr: 1.000e-04, eta: 1:01:19, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8859, loss_cls: 1.1307, loss: 1.1307 2020-07-03 08:38:55,722 - mmaction - INFO - Epoch [96][680/940] lr: 1.000e-04, eta: 1:01:01, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2027, loss: 1.2027 2020-07-03 08:39:11,683 - mmaction - INFO - Epoch [96][700/940] lr: 1.000e-04, eta: 1:00:43, time: 0.797, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.2567, loss: 1.2567 2020-07-03 08:39:27,107 - mmaction - INFO - Epoch [96][720/940] lr: 1.000e-04, eta: 1:00:24, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8625, loss_cls: 1.1976, loss: 1.1976 2020-07-03 08:39:42,605 - mmaction - INFO - Epoch [96][740/940] lr: 1.000e-04, eta: 1:00:06, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8656, loss_cls: 1.2492, loss: 1.2492 2020-07-03 08:39:58,125 - mmaction - INFO - Epoch [96][760/940] lr: 1.000e-04, eta: 0:59:48, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8953, loss_cls: 1.1189, loss: 1.1189 2020-07-03 08:40:13,787 - mmaction - INFO - Epoch [96][780/940] lr: 1.000e-04, eta: 0:59:29, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2204, loss: 1.2204 2020-07-03 08:40:29,182 - mmaction - INFO - Epoch [96][800/940] lr: 1.000e-04, eta: 0:59:11, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8922, loss_cls: 1.1479, loss: 1.1479 2020-07-03 08:40:44,662 - mmaction - INFO - Epoch [96][820/940] lr: 1.000e-04, eta: 0:58:53, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8516, loss_cls: 1.2977, loss: 1.2977 2020-07-03 08:41:00,245 - mmaction - INFO - Epoch [96][840/940] lr: 1.000e-04, eta: 0:58:34, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.2082, loss: 1.2082 2020-07-03 08:41:15,691 - mmaction - INFO - Epoch [96][860/940] lr: 1.000e-04, eta: 0:58:16, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8672, loss_cls: 1.2484, loss: 1.2484 2020-07-03 08:41:31,137 - mmaction - INFO - Epoch [96][880/940] lr: 1.000e-04, eta: 0:57:57, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8922, loss_cls: 1.0986, loss: 1.0986 2020-07-03 08:41:46,633 - mmaction - INFO - Epoch [96][900/940] lr: 1.000e-04, eta: 0:57:39, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8781, loss_cls: 1.1649, loss: 1.1649 2020-07-03 08:42:02,108 - mmaction - INFO - Epoch [96][920/940] lr: 1.000e-04, eta: 0:57:21, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.1221, loss: 1.1221 2020-07-03 08:42:16,947 - mmaction - INFO - Epoch [96][940/940] lr: 1.000e-04, eta: 0:57:02, time: 0.742, data_time: 0.001, memory: 21558, top1_acc: 0.6992, top5_acc: 0.8715, loss_cls: 1.2461, loss: 1.2461 2020-07-03 08:42:22,409 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-07-03 08:45:00,805 - mmaction - INFO - Epoch [97][20/940] lr: 1.000e-04, eta: 0:56:51, time: 7.893, data_time: 7.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2397, loss: 1.2397 2020-07-03 08:45:16,429 - mmaction - INFO - Epoch [97][40/940] lr: 1.000e-04, eta: 0:56:32, time: 0.785, data_time: 0.009, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8750, loss_cls: 1.1941, loss: 1.1941 2020-07-03 08:45:32,168 - mmaction - INFO - Epoch [97][60/940] lr: 1.000e-04, eta: 0:56:14, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8859, loss_cls: 1.1596, loss: 1.1596 2020-07-03 08:45:47,564 - mmaction - INFO - Epoch [97][80/940] lr: 1.000e-04, eta: 0:55:56, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.1908, loss: 1.1908 2020-07-03 08:46:03,072 - mmaction - INFO - Epoch [97][100/940] lr: 1.000e-04, eta: 0:55:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8922, loss_cls: 1.1689, loss: 1.1689 2020-07-03 08:46:18,536 - mmaction - INFO - Epoch [97][120/940] lr: 1.000e-04, eta: 0:55:19, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2675, loss: 1.2675 2020-07-03 08:46:34,064 - mmaction - INFO - Epoch [97][140/940] lr: 1.000e-04, eta: 0:55:01, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8875, loss_cls: 1.1782, loss: 1.1782 2020-07-03 08:46:49,698 - mmaction - INFO - Epoch [97][160/940] lr: 1.000e-04, eta: 0:54:42, time: 0.782, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1378, loss: 1.1378 2020-07-03 08:47:05,343 - mmaction - INFO - Epoch [97][180/940] lr: 1.000e-04, eta: 0:54:24, time: 0.782, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8625, loss_cls: 1.2438, loss: 1.2438 2020-07-03 08:47:20,994 - mmaction - INFO - Epoch [97][200/940] lr: 1.000e-04, eta: 0:54:05, time: 0.781, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2386, loss: 1.2386 2020-07-03 08:47:36,617 - mmaction - INFO - Epoch [97][220/940] lr: 1.000e-04, eta: 0:53:47, time: 0.783, data_time: 0.002, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2168, loss: 1.2168 2020-07-03 08:47:52,137 - mmaction - INFO - Epoch [97][240/940] lr: 1.000e-04, eta: 0:53:29, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8953, loss_cls: 1.1277, loss: 1.1277 2020-07-03 08:48:07,677 - mmaction - INFO - Epoch [97][260/940] lr: 1.000e-04, eta: 0:53:10, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8672, loss_cls: 1.2543, loss: 1.2543 2020-07-03 08:48:23,209 - mmaction - INFO - Epoch [97][280/940] lr: 1.000e-04, eta: 0:52:52, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8641, loss_cls: 1.2198, loss: 1.2198 2020-07-03 08:48:38,677 - mmaction - INFO - Epoch [97][300/940] lr: 1.000e-04, eta: 0:52:34, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8609, loss_cls: 1.2193, loss: 1.2193 2020-07-03 08:48:54,103 - mmaction - INFO - Epoch [97][320/940] lr: 1.000e-04, eta: 0:52:15, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8703, loss_cls: 1.2251, loss: 1.2251 2020-07-03 08:49:09,584 - mmaction - INFO - Epoch [97][340/940] lr: 1.000e-04, eta: 0:51:57, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2637, loss: 1.2637 2020-07-03 08:49:25,145 - mmaction - INFO - Epoch [97][360/940] lr: 1.000e-04, eta: 0:51:39, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7453, top5_acc: 0.8969, loss_cls: 1.0891, loss: 1.0891 2020-07-03 08:49:40,597 - mmaction - INFO - Epoch [97][380/940] lr: 1.000e-04, eta: 0:51:20, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1170, loss: 1.1170 2020-07-03 08:49:56,598 - mmaction - INFO - Epoch [97][400/940] lr: 1.000e-04, eta: 0:51:02, time: 0.800, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.2026, loss: 1.2026 2020-07-03 08:50:12,073 - mmaction - INFO - Epoch [97][420/940] lr: 1.000e-04, eta: 0:50:44, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2340, loss: 1.2340 2020-07-03 08:50:27,736 - mmaction - INFO - Epoch [97][440/940] lr: 1.000e-04, eta: 0:50:25, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1942, loss: 1.1942 2020-07-03 08:50:43,417 - mmaction - INFO - Epoch [97][460/940] lr: 1.000e-04, eta: 0:50:07, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8641, loss_cls: 1.2885, loss: 1.2885 2020-07-03 08:50:58,879 - mmaction - INFO - Epoch [97][480/940] lr: 1.000e-04, eta: 0:49:49, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8406, loss_cls: 1.3261, loss: 1.3261 2020-07-03 08:51:14,411 - mmaction - INFO - Epoch [97][500/940] lr: 1.000e-04, eta: 0:49:30, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.1285, loss: 1.1285 2020-07-03 08:51:29,807 - mmaction - INFO - Epoch [97][520/940] lr: 1.000e-04, eta: 0:49:12, time: 0.772, data_time: 0.003, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1169, loss: 1.1169 2020-07-03 08:51:45,329 - mmaction - INFO - Epoch [97][540/940] lr: 1.000e-04, eta: 0:48:54, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8641, loss_cls: 1.2284, loss: 1.2284 2020-07-03 08:52:00,776 - mmaction - INFO - Epoch [97][560/940] lr: 1.000e-04, eta: 0:48:35, time: 0.773, data_time: 0.003, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8703, loss_cls: 1.2681, loss: 1.2681 2020-07-03 08:52:16,211 - mmaction - INFO - Epoch [97][580/940] lr: 1.000e-04, eta: 0:48:17, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8844, loss_cls: 1.1564, loss: 1.1564 2020-07-03 08:52:31,593 - mmaction - INFO - Epoch [97][600/940] lr: 1.000e-04, eta: 0:47:59, time: 0.770, data_time: 0.002, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8828, loss_cls: 1.1350, loss: 1.1350 2020-07-03 08:52:46,986 - mmaction - INFO - Epoch [97][620/940] lr: 1.000e-04, eta: 0:47:40, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0958, loss: 1.0958 2020-07-03 08:53:02,522 - mmaction - INFO - Epoch [97][640/940] lr: 1.000e-04, eta: 0:47:22, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2039, loss: 1.2039 2020-07-03 08:53:17,901 - mmaction - INFO - Epoch [97][660/940] lr: 1.000e-04, eta: 0:47:04, time: 0.771, data_time: 0.003, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.2053, loss: 1.2053 2020-07-03 08:53:33,368 - mmaction - INFO - Epoch [97][680/940] lr: 1.000e-04, eta: 0:46:45, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8484, loss_cls: 1.3048, loss: 1.3048 2020-07-03 08:53:48,765 - mmaction - INFO - Epoch [97][700/940] lr: 1.000e-04, eta: 0:46:27, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.2242, loss: 1.2242 2020-07-03 08:54:04,245 - mmaction - INFO - Epoch [97][720/940] lr: 1.000e-04, eta: 0:46:09, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2993, loss: 1.2993 2020-07-03 08:54:19,717 - mmaction - INFO - Epoch [97][740/940] lr: 1.000e-04, eta: 0:45:50, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.1998, loss: 1.1998 2020-07-03 08:54:35,253 - mmaction - INFO - Epoch [97][760/940] lr: 1.000e-04, eta: 0:45:32, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8734, loss_cls: 1.2043, loss: 1.2043 2020-07-03 08:54:50,777 - mmaction - INFO - Epoch [97][780/940] lr: 1.000e-04, eta: 0:45:14, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1765, loss: 1.1765 2020-07-03 08:55:06,461 - mmaction - INFO - Epoch [97][800/940] lr: 1.000e-04, eta: 0:44:55, time: 0.786, data_time: 0.002, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2734, loss: 1.2734 2020-07-03 08:55:21,961 - mmaction - INFO - Epoch [97][820/940] lr: 1.000e-04, eta: 0:44:37, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8766, loss_cls: 1.2119, loss: 1.2119 2020-07-03 08:55:37,453 - mmaction - INFO - Epoch [97][840/940] lr: 1.000e-04, eta: 0:44:19, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.3080, loss: 1.3080 2020-07-03 08:55:52,923 - mmaction - INFO - Epoch [97][860/940] lr: 1.000e-04, eta: 0:44:01, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1554, loss: 1.1554 2020-07-03 08:56:08,297 - mmaction - INFO - Epoch [97][880/940] lr: 1.000e-04, eta: 0:43:42, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.1862, loss: 1.1862 2020-07-03 08:56:23,751 - mmaction - INFO - Epoch [97][900/940] lr: 1.000e-04, eta: 0:43:24, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8703, loss_cls: 1.2058, loss: 1.2058 2020-07-03 08:56:39,216 - mmaction - INFO - Epoch [97][920/940] lr: 1.000e-04, eta: 0:43:06, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 1.1488, loss: 1.1488 2020-07-03 08:56:53,959 - mmaction - INFO - Epoch [97][940/940] lr: 1.000e-04, eta: 0:42:47, time: 0.737, data_time: 0.001, memory: 21558, top1_acc: 0.7073, top5_acc: 0.8894, loss_cls: 1.1760, loss: 1.1760 2020-07-03 08:56:59,407 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-07-03 08:59:16,218 - mmaction - INFO - Epoch [98][20/940] lr: 1.000e-04, eta: 0:42:33, time: 6.773, data_time: 5.947, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.1472, loss: 1.1472 2020-07-03 08:59:31,753 - mmaction - INFO - Epoch [98][40/940] lr: 1.000e-04, eta: 0:42:15, time: 0.777, data_time: 0.004, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1085, loss: 1.1085 2020-07-03 08:59:47,182 - mmaction - INFO - Epoch [98][60/940] lr: 1.000e-04, eta: 0:41:56, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8891, loss_cls: 1.1766, loss: 1.1766 2020-07-03 09:00:02,741 - mmaction - INFO - Epoch [98][80/940] lr: 1.000e-04, eta: 0:41:38, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7297, top5_acc: 0.8797, loss_cls: 1.1762, loss: 1.1762 2020-07-03 09:00:20,523 - mmaction - INFO - Epoch [98][100/940] lr: 1.000e-04, eta: 0:41:20, time: 0.889, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.1691, loss: 1.1691 2020-07-03 09:00:36,065 - mmaction - INFO - Epoch [98][120/940] lr: 1.000e-04, eta: 0:41:01, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8766, loss_cls: 1.2022, loss: 1.2022 2020-07-03 09:00:51,594 - mmaction - INFO - Epoch [98][140/940] lr: 1.000e-04, eta: 0:40:43, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.2906, loss: 1.2906 2020-07-03 09:01:07,118 - mmaction - INFO - Epoch [98][160/940] lr: 1.000e-04, eta: 0:40:25, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8812, loss_cls: 1.1519, loss: 1.1519 2020-07-03 09:01:22,598 - mmaction - INFO - Epoch [98][180/940] lr: 1.000e-04, eta: 0:40:06, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8797, loss_cls: 1.1839, loss: 1.1839 2020-07-03 09:01:38,183 - mmaction - INFO - Epoch [98][200/940] lr: 1.000e-04, eta: 0:39:48, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2827, loss: 1.2827 2020-07-03 09:01:53,670 - mmaction - INFO - Epoch [98][220/940] lr: 1.000e-04, eta: 0:39:30, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.1805, loss: 1.1805 2020-07-03 09:02:09,128 - mmaction - INFO - Epoch [98][240/940] lr: 1.000e-04, eta: 0:39:12, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2653, loss: 1.2653 2020-07-03 09:02:24,585 - mmaction - INFO - Epoch [98][260/940] lr: 1.000e-04, eta: 0:38:53, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.1764, loss: 1.1764 2020-07-03 09:02:39,998 - mmaction - INFO - Epoch [98][280/940] lr: 1.000e-04, eta: 0:38:35, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.2275, loss: 1.2275 2020-07-03 09:02:55,443 - mmaction - INFO - Epoch [98][300/940] lr: 1.000e-04, eta: 0:38:17, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8719, loss_cls: 1.1852, loss: 1.1852 2020-07-03 09:03:10,785 - mmaction - INFO - Epoch [98][320/940] lr: 1.000e-04, eta: 0:37:58, time: 0.768, data_time: 0.002, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.2012, loss: 1.2012 2020-07-03 09:03:26,225 - mmaction - INFO - Epoch [98][340/940] lr: 1.000e-04, eta: 0:37:40, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2542, loss: 1.2542 2020-07-03 09:03:41,674 - mmaction - INFO - Epoch [98][360/940] lr: 1.000e-04, eta: 0:37:22, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.1192, loss: 1.1192 2020-07-03 09:03:57,088 - mmaction - INFO - Epoch [98][380/940] lr: 1.000e-04, eta: 0:37:03, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.1931, loss: 1.1931 2020-07-03 09:04:14,695 - mmaction - INFO - Epoch [98][400/940] lr: 1.000e-04, eta: 0:36:45, time: 0.880, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8859, loss_cls: 1.0732, loss: 1.0732 2020-07-03 09:04:30,154 - mmaction - INFO - Epoch [98][420/940] lr: 1.000e-04, eta: 0:36:27, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.1872, loss: 1.1872 2020-07-03 09:04:45,652 - mmaction - INFO - Epoch [98][440/940] lr: 1.000e-04, eta: 0:36:08, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.2259, loss: 1.2259 2020-07-03 09:05:01,048 - mmaction - INFO - Epoch [98][460/940] lr: 1.000e-04, eta: 0:35:50, time: 0.770, data_time: 0.000, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8766, loss_cls: 1.1801, loss: 1.1801 2020-07-03 09:05:16,881 - mmaction - INFO - Epoch [98][480/940] lr: 1.000e-04, eta: 0:35:32, time: 0.791, data_time: 0.000, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.1203, loss: 1.1203 2020-07-03 09:05:32,392 - mmaction - INFO - Epoch [98][500/940] lr: 1.000e-04, eta: 0:35:14, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8859, loss_cls: 1.1243, loss: 1.1243 2020-07-03 09:05:47,950 - mmaction - INFO - Epoch [98][520/940] lr: 1.000e-04, eta: 0:34:55, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8656, loss_cls: 1.2079, loss: 1.2079 2020-07-03 09:06:03,478 - mmaction - INFO - Epoch [98][540/940] lr: 1.000e-04, eta: 0:34:37, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1300, loss: 1.1300 2020-07-03 09:06:18,927 - mmaction - INFO - Epoch [98][560/940] lr: 1.000e-04, eta: 0:34:19, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3608, loss: 1.3608 2020-07-03 09:06:34,435 - mmaction - INFO - Epoch [98][580/940] lr: 1.000e-04, eta: 0:34:00, time: 0.775, data_time: 0.000, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.1180, loss: 1.1180 2020-07-03 09:06:49,840 - mmaction - INFO - Epoch [98][600/940] lr: 1.000e-04, eta: 0:33:42, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8828, loss_cls: 1.1391, loss: 1.1391 2020-07-03 09:07:05,306 - mmaction - INFO - Epoch [98][620/940] lr: 1.000e-04, eta: 0:33:24, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7234, top5_acc: 0.8812, loss_cls: 1.1705, loss: 1.1705 2020-07-03 09:07:20,784 - mmaction - INFO - Epoch [98][640/940] lr: 1.000e-04, eta: 0:33:05, time: 0.774, data_time: 0.004, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8766, loss_cls: 1.2483, loss: 1.2483 2020-07-03 09:07:36,326 - mmaction - INFO - Epoch [98][660/940] lr: 1.000e-04, eta: 0:32:47, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2277, loss: 1.2277 2020-07-03 09:07:51,672 - mmaction - INFO - Epoch [98][680/940] lr: 1.000e-04, eta: 0:32:29, time: 0.767, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8578, loss_cls: 1.2910, loss: 1.2910 2020-07-03 09:08:07,114 - mmaction - INFO - Epoch [98][700/940] lr: 1.000e-04, eta: 0:32:11, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8906, loss_cls: 1.1261, loss: 1.1261 2020-07-03 09:08:22,662 - mmaction - INFO - Epoch [98][720/940] lr: 1.000e-04, eta: 0:31:52, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8625, loss_cls: 1.2155, loss: 1.2155 2020-07-03 09:08:38,094 - mmaction - INFO - Epoch [98][740/940] lr: 1.000e-04, eta: 0:31:34, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8828, loss_cls: 1.2148, loss: 1.2148 2020-07-03 09:08:53,523 - mmaction - INFO - Epoch [98][760/940] lr: 1.000e-04, eta: 0:31:16, time: 0.771, data_time: 0.000, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1417, loss: 1.1417 2020-07-03 09:09:09,126 - mmaction - INFO - Epoch [98][780/940] lr: 1.000e-04, eta: 0:30:57, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2053, loss: 1.2053 2020-07-03 09:09:24,637 - mmaction - INFO - Epoch [98][800/940] lr: 1.000e-04, eta: 0:30:39, time: 0.777, data_time: 0.003, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8953, loss_cls: 1.1842, loss: 1.1842 2020-07-03 09:09:40,051 - mmaction - INFO - Epoch [98][820/940] lr: 1.000e-04, eta: 0:30:21, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.1813, loss: 1.1813 2020-07-03 09:09:55,463 - mmaction - INFO - Epoch [98][840/940] lr: 1.000e-04, eta: 0:30:03, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1433, loss: 1.1433 2020-07-03 09:10:10,981 - mmaction - INFO - Epoch [98][860/940] lr: 1.000e-04, eta: 0:29:44, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8672, loss_cls: 1.2401, loss: 1.2401 2020-07-03 09:10:26,464 - mmaction - INFO - Epoch [98][880/940] lr: 1.000e-04, eta: 0:29:26, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1736, loss: 1.1736 2020-07-03 09:10:41,939 - mmaction - INFO - Epoch [98][900/940] lr: 1.000e-04, eta: 0:29:08, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.1246, loss: 1.1246 2020-07-03 09:10:57,359 - mmaction - INFO - Epoch [98][920/940] lr: 1.000e-04, eta: 0:28:50, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0766, loss: 1.0766 2020-07-03 09:11:12,085 - mmaction - INFO - Epoch [98][940/940] lr: 1.000e-04, eta: 0:28:31, time: 0.737, data_time: 0.002, memory: 21558, top1_acc: 0.6862, top5_acc: 0.8813, loss_cls: 1.1934, loss: 1.1934 2020-07-03 09:11:17,039 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-07-03 09:12:44,005 - mmaction - INFO - Epoch [99][20/940] lr: 1.000e-04, eta: 0:28:15, time: 4.279, data_time: 3.407, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2981, loss: 1.2981 2020-07-03 09:13:00,413 - mmaction - INFO - Epoch [99][40/940] lr: 1.000e-04, eta: 0:27:56, time: 0.821, data_time: 0.047, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.2059, loss: 1.2059 2020-07-03 09:13:15,849 - mmaction - INFO - Epoch [99][60/940] lr: 1.000e-04, eta: 0:27:38, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.3225, loss: 1.3225 2020-07-03 09:13:31,265 - mmaction - INFO - Epoch [99][80/940] lr: 1.000e-04, eta: 0:27:20, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.1711, loss: 1.1711 2020-07-03 09:13:46,706 - mmaction - INFO - Epoch [99][100/940] lr: 1.000e-04, eta: 0:27:01, time: 0.773, data_time: 0.002, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0835, loss: 1.0835 2020-07-03 09:14:02,159 - mmaction - INFO - Epoch [99][120/940] lr: 1.000e-04, eta: 0:26:43, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2703, loss: 1.2703 2020-07-03 09:14:17,655 - mmaction - INFO - Epoch [99][140/940] lr: 1.000e-04, eta: 0:26:25, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8797, loss_cls: 1.2049, loss: 1.2049 2020-07-03 09:14:33,106 - mmaction - INFO - Epoch [99][160/940] lr: 1.000e-04, eta: 0:26:07, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.1711, loss: 1.1711 2020-07-03 09:14:48,611 - mmaction - INFO - Epoch [99][180/940] lr: 1.000e-04, eta: 0:25:48, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8719, loss_cls: 1.2156, loss: 1.2156 2020-07-03 09:15:04,278 - mmaction - INFO - Epoch [99][200/940] lr: 1.000e-04, eta: 0:25:30, time: 0.783, data_time: 0.001, memory: 21558, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.2115, loss: 1.2115 2020-07-03 09:15:19,861 - mmaction - INFO - Epoch [99][220/940] lr: 1.000e-04, eta: 0:25:12, time: 0.779, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1837, loss: 1.1837 2020-07-03 09:15:35,325 - mmaction - INFO - Epoch [99][240/940] lr: 1.000e-04, eta: 0:24:53, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.1293, loss: 1.1293 2020-07-03 09:15:50,826 - mmaction - INFO - Epoch [99][260/940] lr: 1.000e-04, eta: 0:24:35, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2654, loss: 1.2654 2020-07-03 09:16:06,385 - mmaction - INFO - Epoch [99][280/940] lr: 1.000e-04, eta: 0:24:17, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.1915, loss: 1.1915 2020-07-03 09:16:21,826 - mmaction - INFO - Epoch [99][300/940] lr: 1.000e-04, eta: 0:23:59, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7266, top5_acc: 0.9094, loss_cls: 1.1027, loss: 1.1027 2020-07-03 09:16:37,317 - mmaction - INFO - Epoch [99][320/940] lr: 1.000e-04, eta: 0:23:40, time: 0.774, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2765, loss: 1.2765 2020-07-03 09:16:52,712 - mmaction - INFO - Epoch [99][340/940] lr: 1.000e-04, eta: 0:23:22, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1938, loss: 1.1938 2020-07-03 09:17:08,279 - mmaction - INFO - Epoch [99][360/940] lr: 1.000e-04, eta: 0:23:04, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8859, loss_cls: 1.1876, loss: 1.1876 2020-07-03 09:17:23,848 - mmaction - INFO - Epoch [99][380/940] lr: 1.000e-04, eta: 0:22:46, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.1902, loss: 1.1902 2020-07-03 09:17:39,485 - mmaction - INFO - Epoch [99][400/940] lr: 1.000e-04, eta: 0:22:27, time: 0.780, data_time: 0.003, memory: 21558, top1_acc: 0.7344, top5_acc: 0.8953, loss_cls: 1.1385, loss: 1.1385 2020-07-03 09:17:54,972 - mmaction - INFO - Epoch [99][420/940] lr: 1.000e-04, eta: 0:22:09, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6953, top5_acc: 0.8844, loss_cls: 1.2365, loss: 1.2365 2020-07-03 09:18:10,562 - mmaction - INFO - Epoch [99][440/940] lr: 1.000e-04, eta: 0:21:51, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1959, loss: 1.1959 2020-07-03 09:18:26,058 - mmaction - INFO - Epoch [99][460/940] lr: 1.000e-04, eta: 0:21:33, time: 0.776, data_time: 0.003, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1251, loss: 1.1251 2020-07-03 09:18:41,580 - mmaction - INFO - Epoch [99][480/940] lr: 1.000e-04, eta: 0:21:14, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1692, loss: 1.1692 2020-07-03 09:18:57,061 - mmaction - INFO - Epoch [99][500/940] lr: 1.000e-04, eta: 0:20:56, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7094, top5_acc: 0.8703, loss_cls: 1.2111, loss: 1.2111 2020-07-03 09:19:12,568 - mmaction - INFO - Epoch [99][520/940] lr: 1.000e-04, eta: 0:20:38, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8922, loss_cls: 1.1347, loss: 1.1347 2020-07-03 09:19:28,110 - mmaction - INFO - Epoch [99][540/940] lr: 1.000e-04, eta: 0:20:20, time: 0.778, data_time: 0.002, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8734, loss_cls: 1.2195, loss: 1.2195 2020-07-03 09:19:43,543 - mmaction - INFO - Epoch [99][560/940] lr: 1.000e-04, eta: 0:20:01, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8797, loss_cls: 1.1554, loss: 1.1554 2020-07-03 09:19:59,101 - mmaction - INFO - Epoch [99][580/940] lr: 1.000e-04, eta: 0:19:43, time: 0.778, data_time: 0.000, memory: 21558, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 1.1105, loss: 1.1105 2020-07-03 09:20:14,717 - mmaction - INFO - Epoch [99][600/940] lr: 1.000e-04, eta: 0:19:25, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1801, loss: 1.1801 2020-07-03 09:20:30,249 - mmaction - INFO - Epoch [99][620/940] lr: 1.000e-04, eta: 0:19:07, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1798, loss: 1.1798 2020-07-03 09:20:45,656 - mmaction - INFO - Epoch [99][640/940] lr: 1.000e-04, eta: 0:18:48, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8844, loss_cls: 1.2106, loss: 1.2106 2020-07-03 09:21:01,158 - mmaction - INFO - Epoch [99][660/940] lr: 1.000e-04, eta: 0:18:30, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8672, loss_cls: 1.2622, loss: 1.2622 2020-07-03 09:21:16,758 - mmaction - INFO - Epoch [99][680/940] lr: 1.000e-04, eta: 0:18:12, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3521, loss: 1.3521 2020-07-03 09:21:32,228 - mmaction - INFO - Epoch [99][700/940] lr: 1.000e-04, eta: 0:17:54, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8984, loss_cls: 1.2213, loss: 1.2213 2020-07-03 09:21:47,700 - mmaction - INFO - Epoch [99][720/940] lr: 1.000e-04, eta: 0:17:35, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2253, loss: 1.2253 2020-07-03 09:22:03,089 - mmaction - INFO - Epoch [99][740/940] lr: 1.000e-04, eta: 0:17:17, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2367, loss: 1.2367 2020-07-03 09:22:18,559 - mmaction - INFO - Epoch [99][760/940] lr: 1.000e-04, eta: 0:16:59, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3500, loss: 1.3500 2020-07-03 09:22:34,110 - mmaction - INFO - Epoch [99][780/940] lr: 1.000e-04, eta: 0:16:41, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8594, loss_cls: 1.2762, loss: 1.2762 2020-07-03 09:22:49,524 - mmaction - INFO - Epoch [99][800/940] lr: 1.000e-04, eta: 0:16:22, time: 0.770, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8688, loss_cls: 1.1823, loss: 1.1823 2020-07-03 09:23:04,984 - mmaction - INFO - Epoch [99][820/940] lr: 1.000e-04, eta: 0:16:04, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2677, loss: 1.2677 2020-07-03 09:23:20,560 - mmaction - INFO - Epoch [99][840/940] lr: 1.000e-04, eta: 0:15:46, time: 0.779, data_time: 0.000, memory: 21558, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.2680, loss: 1.2680 2020-07-03 09:23:35,946 - mmaction - INFO - Epoch [99][860/940] lr: 1.000e-04, eta: 0:15:28, time: 0.769, data_time: 0.001, memory: 21558, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.3260, loss: 1.3260 2020-07-03 09:23:51,440 - mmaction - INFO - Epoch [99][880/940] lr: 1.000e-04, eta: 0:15:09, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8688, loss_cls: 1.1897, loss: 1.1897 2020-07-03 09:24:06,905 - mmaction - INFO - Epoch [99][900/940] lr: 1.000e-04, eta: 0:14:51, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2572, loss: 1.2572 2020-07-03 09:24:22,383 - mmaction - INFO - Epoch [99][920/940] lr: 1.000e-04, eta: 0:14:33, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.1068, loss: 1.1068 2020-07-03 09:24:37,431 - mmaction - INFO - Epoch [99][940/940] lr: 1.000e-04, eta: 0:14:15, time: 0.753, data_time: 0.002, memory: 21558, top1_acc: 0.6683, top5_acc: 0.8667, loss_cls: 1.3220, loss: 1.3220 2020-07-03 09:24:42,733 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-07-03 09:26:35,575 - mmaction - INFO - Epoch [100][20/940] lr: 1.000e-04, eta: 0:13:58, time: 5.578, data_time: 4.770, memory: 21558, top1_acc: 0.7375, top5_acc: 0.8812, loss_cls: 1.1480, loss: 1.1480 2020-07-03 09:26:52,252 - mmaction - INFO - Epoch [100][40/940] lr: 1.000e-04, eta: 0:13:39, time: 0.832, data_time: 0.036, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.1077, loss: 1.1077 2020-07-03 09:27:07,723 - mmaction - INFO - Epoch [100][60/940] lr: 1.000e-04, eta: 0:13:21, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.7266, top5_acc: 0.8812, loss_cls: 1.1140, loss: 1.1140 2020-07-03 09:27:23,125 - mmaction - INFO - Epoch [100][80/940] lr: 1.000e-04, eta: 0:13:03, time: 0.771, data_time: 0.002, memory: 21558, top1_acc: 0.6781, top5_acc: 0.8422, loss_cls: 1.3521, loss: 1.3521 2020-07-03 09:27:38,557 - mmaction - INFO - Epoch [100][100/940] lr: 1.000e-04, eta: 0:12:45, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2465, loss: 1.2465 2020-07-03 09:27:53,971 - mmaction - INFO - Epoch [100][120/940] lr: 1.000e-04, eta: 0:12:26, time: 0.771, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2062, loss: 1.2062 2020-07-03 09:28:09,457 - mmaction - INFO - Epoch [100][140/940] lr: 1.000e-04, eta: 0:12:08, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.2299, loss: 1.2299 2020-07-03 09:28:24,912 - mmaction - INFO - Epoch [100][160/940] lr: 1.000e-04, eta: 0:11:50, time: 0.775, data_time: 0.003, memory: 21558, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.1297, loss: 1.1297 2020-07-03 09:28:40,455 - mmaction - INFO - Epoch [100][180/940] lr: 1.000e-04, eta: 0:11:32, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7469, top5_acc: 0.8906, loss_cls: 1.0589, loss: 1.0589 2020-07-03 09:28:56,077 - mmaction - INFO - Epoch [100][200/940] lr: 1.000e-04, eta: 0:11:13, time: 0.780, data_time: 0.001, memory: 21558, top1_acc: 0.7016, top5_acc: 0.8641, loss_cls: 1.2586, loss: 1.2586 2020-07-03 09:29:11,505 - mmaction - INFO - Epoch [100][220/940] lr: 1.000e-04, eta: 0:10:55, time: 0.772, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8703, loss_cls: 1.1764, loss: 1.1764 2020-07-03 09:29:27,029 - mmaction - INFO - Epoch [100][240/940] lr: 1.000e-04, eta: 0:10:37, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8766, loss_cls: 1.1870, loss: 1.1870 2020-07-03 09:29:42,585 - mmaction - INFO - Epoch [100][260/940] lr: 1.000e-04, eta: 0:10:19, time: 0.778, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8766, loss_cls: 1.1951, loss: 1.1951 2020-07-03 09:29:58,024 - mmaction - INFO - Epoch [100][280/940] lr: 1.000e-04, eta: 0:10:00, time: 0.772, data_time: 0.000, memory: 21558, top1_acc: 0.7359, top5_acc: 0.8922, loss_cls: 1.1163, loss: 1.1163 2020-07-03 09:30:13,753 - mmaction - INFO - Epoch [100][300/940] lr: 1.000e-04, eta: 0:09:42, time: 0.784, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8859, loss_cls: 1.1650, loss: 1.1650 2020-07-03 09:30:29,462 - mmaction - INFO - Epoch [100][320/940] lr: 1.000e-04, eta: 0:09:24, time: 0.788, data_time: 0.003, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2308, loss: 1.2308 2020-07-03 09:30:45,081 - mmaction - INFO - Epoch [100][340/940] lr: 1.000e-04, eta: 0:09:06, time: 0.781, data_time: 0.002, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0911, loss: 1.0911 2020-07-03 09:31:00,617 - mmaction - INFO - Epoch [100][360/940] lr: 1.000e-04, eta: 0:08:48, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8641, loss_cls: 1.2653, loss: 1.2653 2020-07-03 09:31:16,071 - mmaction - INFO - Epoch [100][380/940] lr: 1.000e-04, eta: 0:08:29, time: 0.774, data_time: 0.003, memory: 21558, top1_acc: 0.6766, top5_acc: 0.8562, loss_cls: 1.2959, loss: 1.2959 2020-07-03 09:31:31,557 - mmaction - INFO - Epoch [100][400/940] lr: 1.000e-04, eta: 0:08:11, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7078, top5_acc: 0.9000, loss_cls: 1.1488, loss: 1.1488 2020-07-03 09:31:47,045 - mmaction - INFO - Epoch [100][420/940] lr: 1.000e-04, eta: 0:07:53, time: 0.773, data_time: 0.000, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.2073, loss: 1.2073 2020-07-03 09:32:02,552 - mmaction - INFO - Epoch [100][440/940] lr: 1.000e-04, eta: 0:07:35, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.2045, loss: 1.2045 2020-07-03 09:32:18,116 - mmaction - INFO - Epoch [100][460/940] lr: 1.000e-04, eta: 0:07:16, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7406, top5_acc: 0.8859, loss_cls: 1.1151, loss: 1.1151 2020-07-03 09:32:33,618 - mmaction - INFO - Epoch [100][480/940] lr: 1.000e-04, eta: 0:06:58, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8828, loss_cls: 1.1655, loss: 1.1655 2020-07-03 09:32:49,167 - mmaction - INFO - Epoch [100][500/940] lr: 1.000e-04, eta: 0:06:40, time: 0.780, data_time: 0.004, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2205, loss: 1.2205 2020-07-03 09:33:04,677 - mmaction - INFO - Epoch [100][520/940] lr: 1.000e-04, eta: 0:06:22, time: 0.774, data_time: 0.002, memory: 21558, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1533, loss: 1.1533 2020-07-03 09:33:20,226 - mmaction - INFO - Epoch [100][540/940] lr: 1.000e-04, eta: 0:06:04, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1846, loss: 1.1846 2020-07-03 09:33:35,663 - mmaction - INFO - Epoch [100][560/940] lr: 1.000e-04, eta: 0:05:45, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1680, loss: 1.1680 2020-07-03 09:33:51,189 - mmaction - INFO - Epoch [100][580/940] lr: 1.000e-04, eta: 0:05:27, time: 0.776, data_time: 0.001, memory: 21558, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.1272, loss: 1.1272 2020-07-03 09:34:06,715 - mmaction - INFO - Epoch [100][600/940] lr: 1.000e-04, eta: 0:05:09, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7281, top5_acc: 0.8797, loss_cls: 1.1647, loss: 1.1647 2020-07-03 09:34:22,269 - mmaction - INFO - Epoch [100][620/940] lr: 1.000e-04, eta: 0:04:51, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.2348, loss: 1.2348 2020-07-03 09:34:37,768 - mmaction - INFO - Epoch [100][640/940] lr: 1.000e-04, eta: 0:04:32, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7219, top5_acc: 0.8734, loss_cls: 1.1679, loss: 1.1679 2020-07-03 09:34:53,280 - mmaction - INFO - Epoch [100][660/940] lr: 1.000e-04, eta: 0:04:14, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7000, top5_acc: 0.8672, loss_cls: 1.2484, loss: 1.2484 2020-07-03 09:35:09,032 - mmaction - INFO - Epoch [100][680/940] lr: 1.000e-04, eta: 0:03:56, time: 0.786, data_time: 0.001, memory: 21558, top1_acc: 0.7109, top5_acc: 0.8953, loss_cls: 1.1738, loss: 1.1738 2020-07-03 09:35:24,681 - mmaction - INFO - Epoch [100][700/940] lr: 1.000e-04, eta: 0:03:38, time: 0.784, data_time: 0.003, memory: 21558, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.1032, loss: 1.1032 2020-07-03 09:35:40,157 - mmaction - INFO - Epoch [100][720/940] lr: 1.000e-04, eta: 0:03:20, time: 0.773, data_time: 0.001, memory: 21558, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.1003, loss: 1.1003 2020-07-03 09:35:55,640 - mmaction - INFO - Epoch [100][740/940] lr: 1.000e-04, eta: 0:03:01, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6891, top5_acc: 0.8594, loss_cls: 1.3228, loss: 1.3228 2020-07-03 09:36:11,097 - mmaction - INFO - Epoch [100][760/940] lr: 1.000e-04, eta: 0:02:43, time: 0.772, data_time: 0.001, memory: 21558, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1937, loss: 1.1937 2020-07-03 09:36:26,595 - mmaction - INFO - Epoch [100][780/940] lr: 1.000e-04, eta: 0:02:25, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2332, loss: 1.2332 2020-07-03 09:36:42,167 - mmaction - INFO - Epoch [100][800/940] lr: 1.000e-04, eta: 0:02:07, time: 0.777, data_time: 0.001, memory: 21558, top1_acc: 0.6844, top5_acc: 0.8438, loss_cls: 1.3430, loss: 1.3430 2020-07-03 09:36:57,677 - mmaction - INFO - Epoch [100][820/940] lr: 1.000e-04, eta: 0:01:49, time: 0.776, data_time: 0.002, memory: 21558, top1_acc: 0.6922, top5_acc: 0.8578, loss_cls: 1.3242, loss: 1.3242 2020-07-03 09:37:13,179 - mmaction - INFO - Epoch [100][840/940] lr: 1.000e-04, eta: 0:01:30, time: 0.775, data_time: 0.002, memory: 21558, top1_acc: 0.7203, top5_acc: 0.8828, loss_cls: 1.1628, loss: 1.1628 2020-07-03 09:37:28,723 - mmaction - INFO - Epoch [100][860/940] lr: 1.000e-04, eta: 0:01:12, time: 0.779, data_time: 0.002, memory: 21558, top1_acc: 0.7172, top5_acc: 0.8984, loss_cls: 1.1728, loss: 1.1728 2020-07-03 09:37:44,221 - mmaction - INFO - Epoch [100][880/940] lr: 1.000e-04, eta: 0:00:54, time: 0.775, data_time: 0.001, memory: 21558, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1878, loss: 1.1878 2020-07-03 09:37:59,729 - mmaction - INFO - Epoch [100][900/940] lr: 1.000e-04, eta: 0:00:36, time: 0.774, data_time: 0.001, memory: 21558, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1969, loss: 1.1969 2020-07-03 09:38:15,255 - mmaction - INFO - Epoch [100][920/940] lr: 1.000e-04, eta: 0:00:18, time: 0.777, data_time: 0.002, memory: 21558, top1_acc: 0.7047, top5_acc: 0.8812, loss_cls: 1.1867, loss: 1.1867 2020-07-03 09:38:30,076 - mmaction - INFO - Epoch [100][940/940] lr: 1.000e-04, eta: 0:00:00, time: 0.741, data_time: 0.001, memory: 21558, top1_acc: 0.6797, top5_acc: 0.8715, loss_cls: 1.3024, loss: 1.3024 2020-07-03 09:38:34,295 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-03 09:45:23,248 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-03 09:45:23,959 - mmaction - INFO - top1_acc 0.7021 top5_acc 0.8900 2020-07-03 09:45:23,960 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-03 09:45:24,013 - mmaction - INFO - mean_acc 0.7019 2020-07-03 09:45:24,022 - mmaction - INFO - Epoch [100][940/940] lr: 1.000e-04, top1_acc: 0.7021, top5_acc: 0.8900, mean_class_accuracy: 0.7019