2021-03-16 02:33:21,791 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.10 (default, Feb 26 2021, 18:47:35) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Build cuda_11.0_bu.TC445_37.28540450_0 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.7.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.6.0 (Git Hash 5ef631a030a6f73131c77892041042805a06064f) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - 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_70,code=sm_70;-gencode;arch=compute_75,code=sm_75 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -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-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -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 -Werror=format -Wno-stringop-overflow, 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, TorchVision: 0.8.1 OpenCV: 4.5.1 MMCV: 1.2.7 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 11.0 MMAction2: 0.12.0+1f887ca ------------------------------------------------------------ 2021-03-16 02:33:21,792 - mmaction - INFO - Distributed training: True 2021-03-16 02:33:21,792 - mmaction - INFO - Config: /ssd/zhangyiyang/mmaction2/configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /ssd/zhangyiyang/mmaction2/configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /ssd/zhangyiyang/mmaction2/configs/recognition/tsm/tsm_r50_mixup_1x1x8_50e_sthv1_rgb_.2.py _base_ = [ '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings # model settings# model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings # train_cfg=dict( # blending=dict(type="CutmixBlending", num_classes=174, alpha=1.)), train_cfg=dict( blending=dict(type='MixupBlending', num_classes=174, alpha=.2)), test_cfg=dict(average_clips='prob')) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_mixup_1x1x8_50e_sthv1_rgb_.2/' 2021-03-16 02:33:22,432 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-03-16 02:33:23,144 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/tsm_r50_mixup_1x1x8_50e_sthv1_rgb_.2 2021-03-16 02:33:23,145 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-16 02:33:42,050 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 17:37:40, time: 0.944, data_time: 0.515, memory: 7070, loss_cls: 5.6117, loss: 5.6117, grad_norm: 3.8589 2021-03-16 02:33:49,585 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 12:20:21, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 5.6539, loss: 5.6539, grad_norm: 3.6525 2021-03-16 02:33:56,591 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 10:24:09, time: 0.350, data_time: 0.000, memory: 7070, loss_cls: 5.2706, loss: 5.2706, grad_norm: 2.2149 2021-03-16 02:34:03,949 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 9:30:53, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 5.1354, loss: 5.1354, grad_norm: 1.1341 2021-03-16 02:34:11,449 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 9:00:31, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 5.1132, loss: 5.1132, grad_norm: 1.1608 2021-03-16 02:34:18,822 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 8:38:58, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 5.0908, loss: 5.0908, grad_norm: 0.8898 2021-03-16 02:34:26,171 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 8:23:04, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 5.0783, loss: 5.0783, grad_norm: 1.0161 2021-03-16 02:34:33,537 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 8:11:34, time: 0.369, data_time: 0.003, memory: 7070, loss_cls: 5.0715, loss: 5.0715, grad_norm: 1.2822 2021-03-16 02:34:40,885 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 8:02:37, time: 0.369, data_time: 0.004, memory: 7070, loss_cls: 5.0725, loss: 5.0725, grad_norm: 1.0629 2021-03-16 02:34:48,034 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 7:54:11, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 5.0717, loss: 5.0717, grad_norm: 1.1744 2021-03-16 02:34:55,574 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 7:49:19, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 5.0648, loss: 5.0648, grad_norm: 1.1738 2021-03-16 02:35:02,969 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 7:44:27, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 5.0329, loss: 5.0329, grad_norm: 1.6739 2021-03-16 02:35:10,373 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 7:40:23, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 5.0463, loss: 5.0463, grad_norm: 1.2109 2021-03-16 02:35:17,694 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 7:36:34, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 4.9964, loss: 4.9964, grad_norm: 1.4722 2021-03-16 02:35:25,119 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 7:33:33, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 5.0163, loss: 5.0163, grad_norm: 1.2842 2021-03-16 02:35:32,535 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 7:30:57, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 4.9776, loss: 4.9776, grad_norm: 1.5221 2021-03-16 02:35:39,903 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 7:28:31, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 4.9615, loss: 4.9615, grad_norm: 1.5780 2021-03-16 02:35:47,074 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 7:25:41, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 4.9737, loss: 4.9737, grad_norm: 1.5506 2021-03-16 02:35:54,502 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 7:23:46, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 4.9474, loss: 4.9474, grad_norm: 1.7852 2021-03-16 02:36:01,842 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 7:21:57, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 4.9618, loss: 4.9618, grad_norm: 1.7053 2021-03-16 02:36:08,798 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 7:19:12, time: 0.347, data_time: 0.001, memory: 7070, loss_cls: 4.9506, loss: 4.9506, grad_norm: 1.7124 2021-03-16 02:36:16,064 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 7:17:35, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 4.8981, loss: 4.8981, grad_norm: 1.9507 2021-03-16 02:36:23,079 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 7:15:21, time: 0.350, data_time: 0.000, memory: 7070, loss_cls: 4.9110, loss: 4.9110, grad_norm: 2.0801 2021-03-16 02:36:30,433 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 7:14:08, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 4.8800, loss: 4.8800, grad_norm: 1.9251 2021-03-16 02:36:37,665 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 7:12:47, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 4.8714, loss: 4.8714, grad_norm: 1.9101 2021-03-16 02:36:44,921 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 7:11:29, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 4.8414, loss: 4.8414, grad_norm: 2.0637 2021-03-16 02:36:52,204 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 7:10:24, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 4.8804, loss: 4.8804, grad_norm: 2.0812 2021-03-16 02:36:59,532 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 7:09:27, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 4.8381, loss: 4.8381, grad_norm: 2.1834 2021-03-16 02:37:06,974 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 7:08:42, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 4.8210, loss: 4.8210, grad_norm: 2.1574 2021-03-16 02:37:14,323 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 7:07:55, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 4.7991, loss: 4.7991, grad_norm: 2.3987 2021-03-16 02:37:21,828 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 7:07:27, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 4.8144, loss: 4.8144, grad_norm: 2.2956 2021-03-16 02:37:29,362 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 7:07:03, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 4.8108, loss: 4.8108, grad_norm: 2.3577 2021-03-16 02:37:36,711 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 7:06:18, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 4.7940, loss: 4.7940, grad_norm: 2.3453 2021-03-16 02:37:43,798 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 7:05:14, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 4.7562, loss: 4.7562, grad_norm: 2.5216 2021-03-16 02:37:50,855 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 7:04:07, time: 0.352, data_time: 0.000, memory: 7070, loss_cls: 4.7776, loss: 4.7776, grad_norm: 2.4244 2021-03-16 02:37:58,282 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 7:03:41, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 4.7433, loss: 4.7433, grad_norm: 2.6145 2021-03-16 02:38:05,745 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 7:03:17, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 4.7485, loss: 4.7485, grad_norm: 2.5930 2021-03-16 02:38:12,934 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 7:02:27, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 4.7346, loss: 4.7346, grad_norm: 2.6475 2021-03-16 02:38:20,418 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 7:02:07, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 4.6901, loss: 4.6901, grad_norm: 2.6688 2021-03-16 02:38:27,761 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 7:01:38, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 4.7453, loss: 4.7453, grad_norm: 2.4716 2021-03-16 02:38:35,324 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 7:01:25, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 4.7261, loss: 4.7261, grad_norm: 2.4403 2021-03-16 02:38:42,488 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 7:00:43, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 4.6080, loss: 4.6080, grad_norm: 2.9663 2021-03-16 02:38:49,692 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 7:00:05, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 4.6361, loss: 4.6361, grad_norm: 2.8171 2021-03-16 02:38:57,095 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 6:59:43, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 4.6417, loss: 4.6417, grad_norm: 2.9883 2021-03-16 02:39:04,200 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 6:59:00, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 4.6649, loss: 4.6649, grad_norm: 2.8098 2021-03-16 02:39:11,609 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 6:58:41, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.6252, loss: 4.6252, grad_norm: 2.9058 2021-03-16 02:39:19,007 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 6:58:21, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 4.6559, loss: 4.6559, grad_norm: 2.8023 2021-03-16 02:39:26,325 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 6:57:54, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 4.6442, loss: 4.6442, grad_norm: 3.0617 2021-03-16 02:39:33,728 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 6:57:37, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 4.5622, loss: 4.5622, grad_norm: 3.1055 2021-03-16 02:39:41,089 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 6:57:12, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 4.6264, loss: 4.6264, grad_norm: 2.9593 2021-03-16 02:39:48,399 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 6:56:52, time: 0.368, data_time: 0.004, memory: 7070, loss_cls: 4.5728, loss: 4.5728, grad_norm: 3.1129 2021-03-16 02:39:55,789 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 6:56:33, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 4.5717, loss: 4.5717, grad_norm: 3.2952 2021-03-16 02:40:03,207 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 6:56:17, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.5194, loss: 4.5194, grad_norm: 3.1528 2021-03-16 02:40:10,300 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 6:55:42, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 4.4996, loss: 4.4996, grad_norm: 3.5586 2021-03-16 02:40:17,636 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 6:55:22, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 4.5989, loss: 4.5989, grad_norm: 3.1322 2021-03-16 02:40:24,937 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 6:55:02, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 4.5690, loss: 4.5690, grad_norm: 3.0704 2021-03-16 02:40:32,364 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 6:54:49, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 4.5201, loss: 4.5201, grad_norm: 3.1842 2021-03-16 02:40:39,581 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 6:54:22, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 4.4846, loss: 4.4846, grad_norm: 3.3477 2021-03-16 02:40:46,991 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 6:54:09, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.5362, loss: 4.5362, grad_norm: 3.3590 2021-03-16 02:40:54,301 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 6:53:49, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 4.5162, loss: 4.5162, grad_norm: 3.2346 2021-03-16 02:41:01,559 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 6:53:28, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 4.4560, loss: 4.4560, grad_norm: 3.4107 2021-03-16 02:41:09,158 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 6:53:25, time: 0.380, data_time: 0.000, memory: 7070, loss_cls: 4.4513, loss: 4.4513, grad_norm: 3.5629 2021-03-16 02:41:16,666 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 6:53:15, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 4.5821, loss: 4.5821, grad_norm: 3.3037 2021-03-16 02:41:23,834 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 6:52:51, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 4.4815, loss: 4.4815, grad_norm: 3.3056 2021-03-16 02:41:31,167 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 6:52:35, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 4.3875, loss: 4.3875, grad_norm: 3.3536 2021-03-16 02:41:38,407 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 6:52:14, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 4.3924, loss: 4.3924, grad_norm: 3.5474 2021-03-16 02:41:45,520 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 6:51:48, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 4.4365, loss: 4.4365, grad_norm: 3.4039 2021-03-16 02:41:47,293 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-16 02:42:04,969 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 6:57:56, time: 0.859, data_time: 0.472, memory: 7070, loss_cls: 4.3860, loss: 4.3860, grad_norm: 3.5663 2021-03-16 02:42:12,498 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 6:57:43, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 4.3674, loss: 4.3674, grad_norm: 3.8133 2021-03-16 02:42:19,935 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 6:57:26, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.4104, loss: 4.4104, grad_norm: 3.4005 2021-03-16 02:42:27,472 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 6:57:17, time: 0.378, data_time: 0.003, memory: 7070, loss_cls: 4.3892, loss: 4.3892, grad_norm: 3.6987 2021-03-16 02:42:34,687 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 6:56:52, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 4.3690, loss: 4.3690, grad_norm: 3.6632 2021-03-16 02:42:42,039 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 6:56:33, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 4.3328, loss: 4.3328, grad_norm: 3.7266 2021-03-16 02:42:49,562 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 6:56:19, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 4.2993, loss: 4.2993, grad_norm: 4.0413 2021-03-16 02:42:56,976 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 6:56:07, time: 0.374, data_time: 0.003, memory: 7070, loss_cls: 4.3521, loss: 4.3521, grad_norm: 3.4494 2021-03-16 02:43:04,094 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 6:55:38, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 4.3153, loss: 4.3153, grad_norm: 3.7290 2021-03-16 02:43:11,379 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 6:55:18, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 4.2925, loss: 4.2925, grad_norm: 3.6662 2021-03-16 02:43:18,737 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 6:55:00, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 4.3080, loss: 4.3080, grad_norm: 3.7208 2021-03-16 02:43:26,102 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 6:54:44, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 4.2571, loss: 4.2571, grad_norm: 3.8718 2021-03-16 02:43:33,495 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 6:54:27, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 4.2847, loss: 4.2847, grad_norm: 3.7887 2021-03-16 02:43:40,890 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 6:54:12, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 4.2547, loss: 4.2547, grad_norm: 3.7913 2021-03-16 02:43:48,190 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 6:53:55, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 4.2526, loss: 4.2526, grad_norm: 3.7765 2021-03-16 02:43:55,372 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 6:53:33, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 4.3366, loss: 4.3366, grad_norm: 3.7403 2021-03-16 02:44:02,752 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 6:53:16, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 4.2080, loss: 4.2080, grad_norm: 3.9613 2021-03-16 02:44:10,104 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 6:53:01, time: 0.369, data_time: 0.003, memory: 7070, loss_cls: 4.2802, loss: 4.2802, grad_norm: 3.8534 2021-03-16 02:44:17,455 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 6:52:45, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 4.1999, loss: 4.1999, grad_norm: 3.8546 2021-03-16 02:44:24,759 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 6:52:28, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 4.2221, loss: 4.2221, grad_norm: 4.0018 2021-03-16 02:44:31,780 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 6:52:01, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 4.0997, loss: 4.0997, grad_norm: 4.2125 2021-03-16 02:44:39,198 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 6:51:49, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.2369, loss: 4.2369, grad_norm: 3.9441 2021-03-16 02:44:46,492 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 6:51:33, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 4.1588, loss: 4.1588, grad_norm: 4.3146 2021-03-16 02:44:53,739 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 6:51:13, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 4.1538, loss: 4.1538, grad_norm: 4.2757 2021-03-16 02:45:01,052 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 6:50:58, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 4.2325, loss: 4.2325, grad_norm: 3.8703 2021-03-16 02:45:08,319 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 6:50:41, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 4.1831, loss: 4.1831, grad_norm: 3.9559 2021-03-16 02:45:15,566 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 6:50:23, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 4.0992, loss: 4.0992, grad_norm: 4.0453 2021-03-16 02:45:22,908 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 6:50:10, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 4.1663, loss: 4.1663, grad_norm: 4.0383 2021-03-16 02:45:30,492 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 6:50:04, time: 0.379, data_time: 0.003, memory: 7070, loss_cls: 4.1438, loss: 4.1438, grad_norm: 3.9642 2021-03-16 02:45:37,741 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 6:49:46, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 4.0859, loss: 4.0859, grad_norm: 4.2769 2021-03-16 02:45:45,045 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 6:49:30, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 4.0929, loss: 4.0929, grad_norm: 4.2421 2021-03-16 02:45:52,568 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 6:49:24, time: 0.378, data_time: 0.003, memory: 7070, loss_cls: 4.1066, loss: 4.1066, grad_norm: 4.1998 2021-03-16 02:45:59,988 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 6:49:13, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.1035, loss: 4.1035, grad_norm: 4.0827 2021-03-16 02:46:07,291 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 6:48:58, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 4.0651, loss: 4.0651, grad_norm: 4.0214 2021-03-16 02:46:14,766 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 6:48:48, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.9886, loss: 3.9886, grad_norm: 4.1366 2021-03-16 02:46:22,299 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 6:48:42, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 4.0577, loss: 4.0577, grad_norm: 4.3634 2021-03-16 02:46:29,714 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 6:48:30, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 4.0004, loss: 4.0004, grad_norm: 4.4337 2021-03-16 02:46:37,121 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 6:48:19, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 4.0759, loss: 4.0759, grad_norm: 4.1514 2021-03-16 02:46:44,411 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 6:48:05, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 4.0440, loss: 4.0440, grad_norm: 4.3213 2021-03-16 02:46:51,693 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 6:47:50, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 4.0679, loss: 4.0679, grad_norm: 4.2283 2021-03-16 02:46:59,020 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 6:47:37, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 4.0753, loss: 4.0753, grad_norm: 4.3324 2021-03-16 02:47:06,004 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 6:47:14, time: 0.349, data_time: 0.000, memory: 7070, loss_cls: 4.0681, loss: 4.0681, grad_norm: 4.1838 2021-03-16 02:47:13,357 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 6:47:01, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.9491, loss: 3.9491, grad_norm: 4.1318 2021-03-16 02:47:20,943 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 6:46:56, time: 0.380, data_time: 0.002, memory: 7070, loss_cls: 3.9638, loss: 3.9638, grad_norm: 4.3523 2021-03-16 02:47:27,907 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 6:46:33, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 3.9322, loss: 3.9322, grad_norm: 4.4309 2021-03-16 02:47:35,141 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 6:46:18, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 3.9101, loss: 3.9101, grad_norm: 4.4796 2021-03-16 02:47:42,370 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 6:46:02, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 3.9366, loss: 3.9366, grad_norm: 4.3270 2021-03-16 02:47:49,776 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 6:45:52, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 4.0566, loss: 4.0566, grad_norm: 4.2269 2021-03-16 02:47:57,235 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 6:45:43, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.9540, loss: 3.9540, grad_norm: 4.2345 2021-03-16 02:48:04,580 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 6:45:31, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 3.9380, loss: 3.9380, grad_norm: 4.3212 2021-03-16 02:48:11,874 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 6:45:19, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 3.8913, loss: 3.8913, grad_norm: 4.3903 2021-03-16 02:48:18,981 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 6:45:01, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 3.8865, loss: 3.8865, grad_norm: 4.8598 2021-03-16 02:48:26,357 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 6:44:48, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.9317, loss: 3.9317, grad_norm: 4.2188 2021-03-16 02:48:33,344 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 6:44:29, time: 0.352, data_time: 0.004, memory: 7070, loss_cls: 3.8486, loss: 3.8486, grad_norm: 4.4516 2021-03-16 02:48:40,923 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 6:44:24, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 3.9383, loss: 3.9383, grad_norm: 4.4217 2021-03-16 02:48:48,301 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 6:44:14, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.8953, loss: 3.8953, grad_norm: 4.5618 2021-03-16 02:48:55,421 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 6:43:56, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 3.9250, loss: 3.9250, grad_norm: 4.3792 2021-03-16 02:49:02,653 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 6:43:42, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 3.8142, loss: 3.8142, grad_norm: 4.4896 2021-03-16 02:49:10,029 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 6:43:32, time: 0.369, data_time: 0.006, memory: 7070, loss_cls: 3.9178, loss: 3.9178, grad_norm: 4.4830 2021-03-16 02:49:17,468 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 6:43:23, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.8184, loss: 3.8184, grad_norm: 4.5571 2021-03-16 02:49:24,606 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 6:43:08, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 3.8081, loss: 3.8081, grad_norm: 4.5704 2021-03-16 02:49:31,685 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 6:42:50, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 3.7516, loss: 3.7516, grad_norm: 4.5536 2021-03-16 02:49:39,088 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 6:42:41, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 3.7894, loss: 3.7894, grad_norm: 4.5309 2021-03-16 02:49:46,508 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 6:42:32, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.8652, loss: 3.8652, grad_norm: 4.5553 2021-03-16 02:49:53,702 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 6:42:17, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 3.8026, loss: 3.8026, grad_norm: 4.6110 2021-03-16 02:50:01,463 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 6:42:17, time: 0.389, data_time: 0.002, memory: 7070, loss_cls: 3.9415, loss: 3.9415, grad_norm: 4.5334 2021-03-16 02:50:08,455 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 6:41:58, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 3.8511, loss: 3.8511, grad_norm: 4.4085 2021-03-16 02:50:10,250 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-16 02:51:13,599 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 02:51:13,825 - mmaction - INFO - top1_acc 0.1690 top5_acc 0.3975 2021-03-16 02:51:13,825 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 02:51:13,834 - mmaction - INFO - mean_acc 0.1440 2021-03-16 02:51:14,140 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-16 02:51:14,140 - mmaction - INFO - Best top1_acc is 0.1690 at 2 epoch. 2021-03-16 02:51:14,144 - mmaction - INFO - Epoch(val) [2][1345] top1_acc: 0.1690, top5_acc: 0.3975, mean_class_accuracy: 0.1440 2021-03-16 02:51:31,300 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 6:44:52, time: 0.853, data_time: 0.417, memory: 7070, loss_cls: 3.8309, loss: 3.8309, grad_norm: 4.6852 2021-03-16 02:51:38,848 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 6:44:47, time: 0.382, data_time: 0.005, memory: 7070, loss_cls: 3.8153, loss: 3.8153, grad_norm: 4.3450 2021-03-16 02:51:45,917 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 6:44:29, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 3.7084, loss: 3.7084, grad_norm: 4.5453 2021-03-16 02:51:53,520 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 6:44:23, time: 0.380, data_time: 0.012, memory: 7070, loss_cls: 3.6817, loss: 3.6817, grad_norm: 4.7406 2021-03-16 02:52:00,734 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 6:44:09, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 3.7647, loss: 3.7647, grad_norm: 4.7385 2021-03-16 02:52:08,338 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 6:44:03, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 3.8311, loss: 3.8311, grad_norm: 4.5348 2021-03-16 02:52:15,503 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 6:43:47, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.7783, loss: 3.7783, grad_norm: 4.4693 2021-03-16 02:52:22,942 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 6:43:38, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 3.6953, loss: 3.6953, grad_norm: 4.5523 2021-03-16 02:52:30,302 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 6:43:26, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.6698, loss: 3.6698, grad_norm: 4.7285 2021-03-16 02:52:37,687 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 6:43:16, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 3.7634, loss: 3.7634, grad_norm: 4.6103 2021-03-16 02:52:44,900 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 6:43:02, time: 0.361, data_time: 0.005, memory: 7070, loss_cls: 3.6412, loss: 3.6412, grad_norm: 4.6474 2021-03-16 02:52:52,118 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 6:42:46, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 3.6927, loss: 3.6927, grad_norm: 5.0072 2021-03-16 02:52:59,456 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 6:42:37, time: 0.373, data_time: 0.006, memory: 7070, loss_cls: 3.7488, loss: 3.7488, grad_norm: 4.6457 2021-03-16 02:53:06,693 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 6:42:23, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 3.6544, loss: 3.6544, grad_norm: 4.7208 2021-03-16 02:53:13,836 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 6:42:08, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 3.7405, loss: 3.7405, grad_norm: 4.5112 2021-03-16 02:53:21,057 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 6:41:54, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 3.7536, loss: 3.7536, grad_norm: 4.6176 2021-03-16 02:53:28,382 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 6:41:42, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 3.6449, loss: 3.6449, grad_norm: 4.7166 2021-03-16 02:53:35,581 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 6:41:29, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 3.7037, loss: 3.7037, grad_norm: 4.7273 2021-03-16 02:53:42,993 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 6:41:19, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.5828, loss: 3.5828, grad_norm: 4.8312 2021-03-16 02:53:50,128 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 6:41:03, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 3.7342, loss: 3.7342, grad_norm: 4.7229 2021-03-16 02:53:57,388 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 6:40:51, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 3.6935, loss: 3.6935, grad_norm: 4.6023 2021-03-16 02:54:04,895 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 6:40:44, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 3.5793, loss: 3.5793, grad_norm: 4.9198 2021-03-16 02:54:12,233 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 6:40:33, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.7033, loss: 3.7033, grad_norm: 4.6173 2021-03-16 02:54:19,583 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 6:40:23, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 3.6531, loss: 3.6531, grad_norm: 4.7113 2021-03-16 02:54:26,978 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 6:40:13, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 3.4889, loss: 3.4889, grad_norm: 5.0239 2021-03-16 02:54:34,168 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 6:40:00, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 3.6571, loss: 3.6571, grad_norm: 4.6568 2021-03-16 02:54:41,349 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 6:39:46, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 3.6259, loss: 3.6259, grad_norm: 4.6799 2021-03-16 02:54:48,642 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 6:39:34, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.6478, loss: 3.6478, grad_norm: 4.8994 2021-03-16 02:54:55,842 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 6:39:21, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 3.6798, loss: 3.6798, grad_norm: 4.7927 2021-03-16 02:55:02,805 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 6:39:04, time: 0.350, data_time: 0.002, memory: 7070, loss_cls: 3.6170, loss: 3.6170, grad_norm: 4.7120 2021-03-16 02:55:10,028 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 6:38:51, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 3.5411, loss: 3.5411, grad_norm: 4.8715 2021-03-16 02:55:17,433 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 6:38:42, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 3.6219, loss: 3.6219, grad_norm: 4.9379 2021-03-16 02:55:24,776 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 6:38:31, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 3.6574, loss: 3.6574, grad_norm: 4.6152 2021-03-16 02:55:32,065 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 6:38:20, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 3.5830, loss: 3.5830, grad_norm: 4.9116 2021-03-16 02:55:39,449 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 6:38:11, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.5403, loss: 3.5403, grad_norm: 4.8884 2021-03-16 02:55:46,605 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 6:37:57, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.5595, loss: 3.5595, grad_norm: 5.0309 2021-03-16 02:55:53,738 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 6:37:43, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.6283, loss: 3.6283, grad_norm: 4.7612 2021-03-16 02:56:01,031 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 6:37:33, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.5651, loss: 3.5651, grad_norm: 4.9962 2021-03-16 02:56:08,479 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 6:37:24, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.5176, loss: 3.5176, grad_norm: 4.9506 2021-03-16 02:56:15,587 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 6:37:10, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 3.6872, loss: 3.6872, grad_norm: 4.8085 2021-03-16 02:56:22,880 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 6:36:59, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.5556, loss: 3.5556, grad_norm: 4.8997 2021-03-16 02:56:30,302 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 6:36:51, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.5670, loss: 3.5670, grad_norm: 4.8007 2021-03-16 02:56:37,852 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 6:36:45, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 3.6351, loss: 3.6351, grad_norm: 4.8692 2021-03-16 02:56:45,173 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 6:36:35, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 3.6094, loss: 3.6094, grad_norm: 4.6846 2021-03-16 02:56:52,456 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 6:36:24, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.5779, loss: 3.5779, grad_norm: 4.7010 2021-03-16 02:56:59,913 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 6:36:16, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 3.5915, loss: 3.5915, grad_norm: 4.7954 2021-03-16 02:57:07,457 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 6:36:09, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 3.4962, loss: 3.4962, grad_norm: 4.9141 2021-03-16 02:57:14,567 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 6:35:56, time: 0.358, data_time: 0.004, memory: 7070, loss_cls: 3.4863, loss: 3.4863, grad_norm: 5.0457 2021-03-16 02:57:21,773 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 6:35:44, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 3.5654, loss: 3.5654, grad_norm: 4.8913 2021-03-16 02:57:29,220 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 6:35:36, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.3899, loss: 3.3899, grad_norm: 5.1719 2021-03-16 02:57:36,399 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 6:35:23, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 3.5125, loss: 3.5125, grad_norm: 4.8313 2021-03-16 02:57:43,668 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 6:35:13, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 3.4962, loss: 3.4962, grad_norm: 4.9424 2021-03-16 02:57:50,949 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 6:35:03, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.4975, loss: 3.4975, grad_norm: 4.8506 2021-03-16 02:57:58,288 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 6:34:53, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 3.4357, loss: 3.4357, grad_norm: 5.2267 2021-03-16 02:58:05,645 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 6:34:43, time: 0.368, data_time: 0.004, memory: 7070, loss_cls: 3.5074, loss: 3.5074, grad_norm: 5.0139 2021-03-16 02:58:12,968 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 6:34:33, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.4772, loss: 3.4772, grad_norm: 4.8571 2021-03-16 02:58:20,167 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 6:34:22, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 3.5597, loss: 3.5597, grad_norm: 4.8760 2021-03-16 02:58:27,370 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 6:34:10, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 3.5081, loss: 3.5081, grad_norm: 4.8103 2021-03-16 02:58:35,056 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 6:34:07, time: 0.385, data_time: 0.001, memory: 7070, loss_cls: 3.4518, loss: 3.4518, grad_norm: 5.0320 2021-03-16 02:58:42,414 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 6:33:57, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 3.4947, loss: 3.4947, grad_norm: 4.7991 2021-03-16 02:58:49,675 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 6:33:47, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.5351, loss: 3.5351, grad_norm: 5.1142 2021-03-16 02:58:57,025 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 6:33:37, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.4194, loss: 3.4194, grad_norm: 5.0366 2021-03-16 02:59:04,483 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 6:33:29, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 3.4023, loss: 3.4023, grad_norm: 4.9986 2021-03-16 02:59:11,733 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 6:33:19, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 3.4276, loss: 3.4276, grad_norm: 4.9294 2021-03-16 02:59:18,938 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 6:33:07, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 3.4520, loss: 3.4520, grad_norm: 4.9495 2021-03-16 02:59:26,449 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 6:33:01, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 3.4426, loss: 3.4426, grad_norm: 4.8128 2021-03-16 02:59:33,460 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 6:32:47, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 3.4434, loss: 3.4434, grad_norm: 4.7466 2021-03-16 02:59:35,256 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-16 02:59:53,544 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 6:34:50, time: 0.891, data_time: 0.511, memory: 7070, loss_cls: 3.4073, loss: 3.4073, grad_norm: 5.0591 2021-03-16 03:00:01,155 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 6:34:44, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 3.3305, loss: 3.3305, grad_norm: 5.2276 2021-03-16 03:00:08,680 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 6:34:37, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 3.4519, loss: 3.4519, grad_norm: 4.9995 2021-03-16 03:00:16,119 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 6:34:29, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.4045, loss: 3.4045, grad_norm: 5.0449 2021-03-16 03:00:23,256 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 6:34:16, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.3267, loss: 3.3267, grad_norm: 5.0008 2021-03-16 03:00:31,013 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 6:34:12, time: 0.389, data_time: 0.001, memory: 7070, loss_cls: 3.4025, loss: 3.4025, grad_norm: 5.1236 2021-03-16 03:00:38,663 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 6:34:07, time: 0.382, data_time: 0.000, memory: 7070, loss_cls: 3.3458, loss: 3.3458, grad_norm: 5.0584 2021-03-16 03:00:46,112 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 6:33:59, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.4130, loss: 3.4130, grad_norm: 5.0385 2021-03-16 03:00:53,741 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 6:33:53, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 3.4404, loss: 3.4404, grad_norm: 4.9623 2021-03-16 03:01:01,219 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 6:33:45, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 3.5195, loss: 3.5195, grad_norm: 5.0116 2021-03-16 03:01:08,634 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 6:33:37, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 3.4429, loss: 3.4429, grad_norm: 5.1098 2021-03-16 03:01:15,977 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 6:33:27, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 3.4583, loss: 3.4583, grad_norm: 5.1936 2021-03-16 03:01:23,344 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 6:33:17, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 3.3684, loss: 3.3684, grad_norm: 4.9108 2021-03-16 03:01:30,601 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 6:33:06, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 3.4073, loss: 3.4073, grad_norm: 4.9814 2021-03-16 03:01:37,654 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 6:32:52, time: 0.354, data_time: 0.003, memory: 7070, loss_cls: 3.5049, loss: 3.5049, grad_norm: 4.8475 2021-03-16 03:01:45,153 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 6:32:45, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 3.4091, loss: 3.4091, grad_norm: 4.9418 2021-03-16 03:01:52,432 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 6:32:35, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.4331, loss: 3.4331, grad_norm: 5.0135 2021-03-16 03:01:59,660 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 6:32:23, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 3.3862, loss: 3.3862, grad_norm: 4.9490 2021-03-16 03:02:07,029 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 6:32:14, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.3888, loss: 3.3888, grad_norm: 4.9561 2021-03-16 03:02:14,275 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 6:32:03, time: 0.363, data_time: 0.003, memory: 7070, loss_cls: 3.3996, loss: 3.3996, grad_norm: 5.0658 2021-03-16 03:02:21,256 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 6:31:48, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 3.4539, loss: 3.4539, grad_norm: 4.7001 2021-03-16 03:02:28,419 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 6:31:36, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 3.2998, loss: 3.2998, grad_norm: 5.0917 2021-03-16 03:02:35,810 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 6:31:27, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.3526, loss: 3.3526, grad_norm: 5.3004 2021-03-16 03:02:43,055 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 6:31:17, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 3.3621, loss: 3.3621, grad_norm: 4.9698 2021-03-16 03:02:50,506 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 6:31:09, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.4205, loss: 3.4205, grad_norm: 5.1455 2021-03-16 03:02:57,640 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 6:30:56, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 3.2751, loss: 3.2751, grad_norm: 4.9597 2021-03-16 03:03:05,231 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 6:30:50, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 3.4409, loss: 3.4409, grad_norm: 4.9666 2021-03-16 03:03:12,349 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 6:30:38, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 3.2888, loss: 3.2888, grad_norm: 5.0605 2021-03-16 03:03:19,665 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 6:30:28, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.4052, loss: 3.4052, grad_norm: 4.8212 2021-03-16 03:03:27,132 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 6:30:20, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.3817, loss: 3.3817, grad_norm: 5.0749 2021-03-16 03:03:34,687 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 6:30:14, time: 0.381, data_time: 0.003, memory: 7070, loss_cls: 3.3896, loss: 3.3896, grad_norm: 5.2585 2021-03-16 03:03:42,115 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 6:30:06, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 3.2639, loss: 3.2639, grad_norm: 5.0361 2021-03-16 03:03:49,413 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 6:29:56, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 3.3953, loss: 3.3953, grad_norm: 5.1135 2021-03-16 03:03:56,840 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 6:29:48, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.2088, loss: 3.2088, grad_norm: 5.0623 2021-03-16 03:04:04,209 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 6:29:39, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.3131, loss: 3.3131, grad_norm: 5.0115 2021-03-16 03:04:11,506 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 6:29:29, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.3647, loss: 3.3647, grad_norm: 5.1004 2021-03-16 03:04:18,799 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 6:29:19, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 3.4457, loss: 3.4457, grad_norm: 4.9825 2021-03-16 03:04:26,037 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 6:29:07, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 3.3357, loss: 3.3357, grad_norm: 5.0007 2021-03-16 03:04:33,546 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 6:29:01, time: 0.378, data_time: 0.004, memory: 7070, loss_cls: 3.4325, loss: 3.4325, grad_norm: 4.5703 2021-03-16 03:04:41,069 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 6:28:54, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 3.2231, loss: 3.2231, grad_norm: 5.1188 2021-03-16 03:04:48,398 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 6:28:45, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 3.3466, loss: 3.3466, grad_norm: 5.0141 2021-03-16 03:04:55,418 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 6:28:32, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 3.3486, loss: 3.3486, grad_norm: 4.8603 2021-03-16 03:05:02,403 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 6:28:18, time: 0.349, data_time: 0.000, memory: 7070, loss_cls: 3.2854, loss: 3.2854, grad_norm: 5.0004 2021-03-16 03:05:09,849 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 6:28:10, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.3681, loss: 3.3681, grad_norm: 5.0869 2021-03-16 03:05:16,755 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 6:27:55, time: 0.347, data_time: 0.003, memory: 7070, loss_cls: 3.2715, loss: 3.2715, grad_norm: 5.2558 2021-03-16 03:05:23,893 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 6:27:44, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.2605, loss: 3.2605, grad_norm: 5.1362 2021-03-16 03:05:31,366 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 6:27:36, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.3545, loss: 3.3545, grad_norm: 5.2739 2021-03-16 03:05:38,746 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 6:27:28, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.3315, loss: 3.3315, grad_norm: 4.9430 2021-03-16 03:05:45,987 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 6:27:17, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 3.2819, loss: 3.2819, grad_norm: 5.2251 2021-03-16 03:05:53,326 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 6:27:09, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 3.4822, loss: 3.4822, grad_norm: 4.9997 2021-03-16 03:06:00,780 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 6:27:01, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.3655, loss: 3.3655, grad_norm: 4.9045 2021-03-16 03:06:07,932 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 6:26:50, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 3.3039, loss: 3.3039, grad_norm: 5.1268 2021-03-16 03:06:15,213 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 6:26:40, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.2858, loss: 3.2858, grad_norm: 4.9791 2021-03-16 03:06:22,397 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 6:26:29, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 3.3121, loss: 3.3121, grad_norm: 5.0346 2021-03-16 03:06:29,979 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 6:26:23, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 3.3432, loss: 3.3432, grad_norm: 4.9616 2021-03-16 03:06:37,470 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 6:26:15, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 3.3004, loss: 3.3004, grad_norm: 5.0347 2021-03-16 03:06:44,783 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 6:26:07, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 3.2953, loss: 3.2953, grad_norm: 4.9786 2021-03-16 03:06:52,204 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 6:25:58, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 3.2683, loss: 3.2683, grad_norm: 5.0575 2021-03-16 03:06:59,486 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 6:25:49, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 3.1368, loss: 3.1368, grad_norm: 5.1819 2021-03-16 03:07:06,624 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 6:25:37, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 3.3781, loss: 3.3781, grad_norm: 5.2855 2021-03-16 03:07:14,083 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 6:25:30, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 3.3889, loss: 3.3889, grad_norm: 5.3088 2021-03-16 03:07:21,245 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 6:25:19, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 3.2995, loss: 3.2995, grad_norm: 4.9656 2021-03-16 03:07:28,389 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 6:25:08, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 3.3152, loss: 3.3152, grad_norm: 4.8775 2021-03-16 03:07:35,576 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 6:24:57, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 3.2940, loss: 3.2940, grad_norm: 4.9738 2021-03-16 03:07:42,835 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 6:24:47, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.1971, loss: 3.1971, grad_norm: 5.0618 2021-03-16 03:07:50,087 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 6:24:37, time: 0.362, data_time: 0.003, memory: 7070, loss_cls: 3.2919, loss: 3.2919, grad_norm: 5.2419 2021-03-16 03:07:57,166 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 6:24:26, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 3.2829, loss: 3.2829, grad_norm: 5.0450 2021-03-16 03:07:58,980 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-16 03:09:01,750 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 03:09:01,915 - mmaction - INFO - top1_acc 0.2363 top5_acc 0.4912 2021-03-16 03:09:01,915 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 03:09:01,923 - mmaction - INFO - mean_acc 0.2076 2021-03-16 03:09:02,243 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-16 03:09:02,243 - mmaction - INFO - Best top1_acc is 0.2363 at 4 epoch. 2021-03-16 03:09:02,250 - mmaction - INFO - Epoch(val) [4][1345] top1_acc: 0.2363, top5_acc: 0.4912, mean_class_accuracy: 0.2076 2021-03-16 03:09:19,571 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 6:25:48, time: 0.864, data_time: 0.441, memory: 7070, loss_cls: 3.3586, loss: 3.3586, grad_norm: 4.8788 2021-03-16 03:09:27,292 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 6:25:43, time: 0.387, data_time: 0.002, memory: 7070, loss_cls: 3.3716, loss: 3.3716, grad_norm: 5.1837 2021-03-16 03:09:34,702 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 6:25:35, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.1716, loss: 3.1716, grad_norm: 5.2496 2021-03-16 03:09:42,193 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 6:25:27, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 3.1662, loss: 3.1662, grad_norm: 5.2956 2021-03-16 03:09:49,259 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 6:25:15, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 3.2042, loss: 3.2042, grad_norm: 5.3639 2021-03-16 03:09:56,448 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 6:25:04, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 3.2456, loss: 3.2456, grad_norm: 5.3331 2021-03-16 03:10:03,928 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 6:24:57, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 3.2464, loss: 3.2464, grad_norm: 5.2370 2021-03-16 03:10:11,134 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 6:24:46, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 3.1808, loss: 3.1808, grad_norm: 5.4894 2021-03-16 03:10:18,799 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 6:24:41, time: 0.384, data_time: 0.001, memory: 7070, loss_cls: 3.2972, loss: 3.2972, grad_norm: 5.0453 2021-03-16 03:10:26,212 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 6:24:32, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.2526, loss: 3.2526, grad_norm: 5.3785 2021-03-16 03:10:33,668 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 6:24:25, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.1747, loss: 3.1747, grad_norm: 5.0874 2021-03-16 03:10:41,384 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 6:24:20, time: 0.386, data_time: 0.001, memory: 7070, loss_cls: 3.2825, loss: 3.2825, grad_norm: 5.0686 2021-03-16 03:10:48,253 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 6:24:06, time: 0.343, data_time: 0.001, memory: 7070, loss_cls: 3.2163, loss: 3.2163, grad_norm: 5.0495 2021-03-16 03:10:55,696 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 6:23:58, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.3805, loss: 3.3805, grad_norm: 5.1765 2021-03-16 03:11:02,820 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 6:23:46, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.2103, loss: 3.2103, grad_norm: 5.3075 2021-03-16 03:11:10,248 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 6:23:38, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 3.0804, loss: 3.0804, grad_norm: 5.4247 2021-03-16 03:11:17,593 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 6:23:30, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.3738, loss: 3.3738, grad_norm: 5.1267 2021-03-16 03:11:24,822 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 6:23:19, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 3.1192, loss: 3.1192, grad_norm: 5.1959 2021-03-16 03:11:32,465 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 6:23:14, time: 0.383, data_time: 0.002, memory: 7070, loss_cls: 3.1327, loss: 3.1327, grad_norm: 5.3792 2021-03-16 03:11:39,727 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 6:23:04, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.1921, loss: 3.1921, grad_norm: 4.9876 2021-03-16 03:11:46,753 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 6:22:51, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 3.2452, loss: 3.2452, grad_norm: 5.2566 2021-03-16 03:11:54,125 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 6:22:43, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.2382, loss: 3.2382, grad_norm: 5.0770 2021-03-16 03:12:01,420 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 6:22:33, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 3.1713, loss: 3.1713, grad_norm: 5.1737 2021-03-16 03:12:08,575 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 6:22:23, time: 0.363, data_time: 0.005, memory: 7070, loss_cls: 3.3288, loss: 3.3288, grad_norm: 5.0670 2021-03-16 03:12:15,849 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 6:22:13, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 3.2067, loss: 3.2067, grad_norm: 4.9034 2021-03-16 03:12:23,226 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 6:22:04, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 3.3153, loss: 3.3153, grad_norm: 5.4047 2021-03-16 03:12:30,627 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 6:21:57, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 3.2808, loss: 3.2808, grad_norm: 5.0415 2021-03-16 03:12:37,774 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 6:21:46, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 3.1832, loss: 3.1832, grad_norm: 5.1127 2021-03-16 03:12:45,071 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 6:21:36, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.2049, loss: 3.2049, grad_norm: 5.1088 2021-03-16 03:12:52,611 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 6:21:29, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 3.1437, loss: 3.1437, grad_norm: 5.2032 2021-03-16 03:12:59,750 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 6:21:19, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.1299, loss: 3.1299, grad_norm: 5.3856 2021-03-16 03:13:06,909 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 6:21:08, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 3.2226, loss: 3.2226, grad_norm: 4.9255 2021-03-16 03:13:14,247 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 6:20:59, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.1391, loss: 3.1391, grad_norm: 5.0590 2021-03-16 03:13:21,424 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 6:20:49, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 3.1876, loss: 3.1876, grad_norm: 5.2939 2021-03-16 03:13:28,918 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 6:20:41, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 3.1374, loss: 3.1374, grad_norm: 5.3930 2021-03-16 03:13:36,071 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 6:20:31, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 3.0946, loss: 3.0946, grad_norm: 5.2251 2021-03-16 03:13:43,515 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 6:20:23, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.2763, loss: 3.2763, grad_norm: 5.2500 2021-03-16 03:13:50,850 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 6:20:14, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 3.1759, loss: 3.1759, grad_norm: 5.3273 2021-03-16 03:13:58,408 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 6:20:08, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 3.2281, loss: 3.2281, grad_norm: 5.2010 2021-03-16 03:14:05,783 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 6:19:59, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.2667, loss: 3.2667, grad_norm: 5.0415 2021-03-16 03:14:13,055 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 6:19:50, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 3.2111, loss: 3.2111, grad_norm: 5.2252 2021-03-16 03:14:20,426 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 6:19:42, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 3.2736, loss: 3.2736, grad_norm: 5.3020 2021-03-16 03:14:27,821 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 6:19:33, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.1705, loss: 3.1705, grad_norm: 5.0996 2021-03-16 03:14:35,346 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 6:19:26, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 3.2844, loss: 3.2844, grad_norm: 5.1236 2021-03-16 03:14:42,701 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 6:19:18, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 3.1377, loss: 3.1377, grad_norm: 5.2006 2021-03-16 03:14:49,971 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 6:19:09, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.0739, loss: 3.0739, grad_norm: 5.2039 2021-03-16 03:14:57,356 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 6:19:01, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.1128, loss: 3.1128, grad_norm: 6.5620 2021-03-16 03:15:04,665 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 6:18:52, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 3.2651, loss: 3.2651, grad_norm: 5.2822 2021-03-16 03:15:11,977 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 6:18:43, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 3.1418, loss: 3.1418, grad_norm: 5.1500 2021-03-16 03:15:19,336 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 6:18:34, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.2223, loss: 3.2223, grad_norm: 5.0697 2021-03-16 03:15:26,844 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 6:18:27, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 3.1921, loss: 3.1921, grad_norm: 4.9317 2021-03-16 03:15:34,329 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 6:18:20, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 3.2629, loss: 3.2629, grad_norm: 5.2696 2021-03-16 03:15:41,408 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 6:18:09, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 3.0447, loss: 3.0447, grad_norm: 5.1758 2021-03-16 03:15:48,846 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 6:18:01, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.0705, loss: 3.0705, grad_norm: 5.4700 2021-03-16 03:15:56,125 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 6:17:52, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 3.3189, loss: 3.3189, grad_norm: 4.9853 2021-03-16 03:16:03,463 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 6:17:43, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 3.1128, loss: 3.1128, grad_norm: 5.3973 2021-03-16 03:16:10,737 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 6:17:34, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.1895, loss: 3.1895, grad_norm: 4.9971 2021-03-16 03:16:17,820 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 6:17:23, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 3.1551, loss: 3.1551, grad_norm: 5.3118 2021-03-16 03:16:25,493 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 6:17:18, time: 0.385, data_time: 0.002, memory: 7070, loss_cls: 3.1986, loss: 3.1986, grad_norm: 5.0202 2021-03-16 03:16:32,488 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 6:17:06, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 3.1862, loss: 3.1862, grad_norm: 5.4359 2021-03-16 03:16:39,779 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 6:16:57, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.1966, loss: 3.1966, grad_norm: 5.2609 2021-03-16 03:16:47,145 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 6:16:48, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.1532, loss: 3.1532, grad_norm: 5.0484 2021-03-16 03:16:54,413 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 6:16:39, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 3.2474, loss: 3.2474, grad_norm: 5.0549 2021-03-16 03:17:01,761 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 6:16:31, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 3.0913, loss: 3.0913, grad_norm: 5.1312 2021-03-16 03:17:09,181 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 6:16:23, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.1309, loss: 3.1309, grad_norm: 5.0733 2021-03-16 03:17:16,525 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 6:16:14, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.1485, loss: 3.1485, grad_norm: 5.1955 2021-03-16 03:17:23,433 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 6:16:02, time: 0.348, data_time: 0.003, memory: 7070, loss_cls: 3.2428, loss: 3.2428, grad_norm: 5.1019 2021-03-16 03:17:25,056 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-16 03:17:43,518 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 6:17:11, time: 0.900, data_time: 0.514, memory: 7070, loss_cls: 3.0665, loss: 3.0665, grad_norm: 5.2741 2021-03-16 03:17:50,845 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 6:17:02, time: 0.368, data_time: 0.004, memory: 7070, loss_cls: 3.2064, loss: 3.2064, grad_norm: 5.3638 2021-03-16 03:17:58,217 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 6:16:54, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 3.0572, loss: 3.0572, grad_norm: 5.5091 2021-03-16 03:18:05,600 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 6:16:46, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.0796, loss: 3.0796, grad_norm: 5.2960 2021-03-16 03:18:13,103 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 6:16:38, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 3.0878, loss: 3.0878, grad_norm: 5.1975 2021-03-16 03:18:20,499 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 6:16:30, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 3.0507, loss: 3.0507, grad_norm: 5.0807 2021-03-16 03:18:27,984 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 6:16:23, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 3.1828, loss: 3.1828, grad_norm: 5.1383 2021-03-16 03:18:35,489 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 6:16:15, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 3.1421, loss: 3.1421, grad_norm: 5.1488 2021-03-16 03:18:42,817 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 6:16:07, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 3.1327, loss: 3.1327, grad_norm: 5.1535 2021-03-16 03:18:50,214 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 6:15:58, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.1426, loss: 3.1426, grad_norm: 5.2413 2021-03-16 03:18:57,441 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 6:15:49, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 3.1284, loss: 3.1284, grad_norm: 5.2053 2021-03-16 03:19:04,971 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 6:15:42, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 3.0895, loss: 3.0895, grad_norm: 4.9324 2021-03-16 03:19:12,186 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 6:15:32, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 3.1710, loss: 3.1710, grad_norm: 5.2911 2021-03-16 03:19:19,631 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 6:15:24, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.0857, loss: 3.0857, grad_norm: 5.1861 2021-03-16 03:19:26,927 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 6:15:15, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 3.0719, loss: 3.0719, grad_norm: 5.3712 2021-03-16 03:19:34,189 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 6:15:06, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.0207, loss: 3.0207, grad_norm: 5.4010 2021-03-16 03:19:41,401 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 6:14:56, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 3.0460, loss: 3.0460, grad_norm: 5.3349 2021-03-16 03:19:48,682 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 6:14:47, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.1329, loss: 3.1329, grad_norm: 5.1977 2021-03-16 03:19:56,132 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 6:14:39, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.1122, loss: 3.1122, grad_norm: 5.4777 2021-03-16 03:20:03,591 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 6:14:32, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 3.1169, loss: 3.1169, grad_norm: 5.2257 2021-03-16 03:20:10,803 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 6:14:22, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 3.1760, loss: 3.1760, grad_norm: 5.3358 2021-03-16 03:20:18,012 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 6:14:12, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 3.0878, loss: 3.0878, grad_norm: 5.3508 2021-03-16 03:20:25,264 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 6:14:03, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 3.1849, loss: 3.1849, grad_norm: 5.0929 2021-03-16 03:20:32,642 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 6:13:55, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 3.0222, loss: 3.0222, grad_norm: 5.3413 2021-03-16 03:20:39,777 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 6:13:44, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 3.0056, loss: 3.0056, grad_norm: 5.3418 2021-03-16 03:20:47,107 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 6:13:36, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.0210, loss: 3.0210, grad_norm: 5.5398 2021-03-16 03:20:54,399 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 6:13:27, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 3.1128, loss: 3.1128, grad_norm: 5.0652 2021-03-16 03:21:01,737 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 6:13:18, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 3.0749, loss: 3.0749, grad_norm: 5.3039 2021-03-16 03:21:09,208 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 6:13:11, time: 0.376, data_time: 0.003, memory: 7070, loss_cls: 3.0026, loss: 3.0026, grad_norm: 5.4448 2021-03-16 03:21:16,730 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 6:13:04, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 3.1334, loss: 3.1334, grad_norm: 5.2574 2021-03-16 03:21:24,113 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 6:12:55, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 3.1680, loss: 3.1680, grad_norm: 5.4488 2021-03-16 03:21:31,241 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 6:12:45, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 3.1031, loss: 3.1031, grad_norm: 5.2630 2021-03-16 03:21:38,676 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 6:12:37, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 3.1196, loss: 3.1196, grad_norm: 5.0126 2021-03-16 03:21:46,247 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 6:12:31, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.9879, loss: 2.9879, grad_norm: 5.2234 2021-03-16 03:21:53,335 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 6:12:20, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 3.0248, loss: 3.0248, grad_norm: 5.2954 2021-03-16 03:22:00,877 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 6:12:13, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 3.1484, loss: 3.1484, grad_norm: 5.1473 2021-03-16 03:22:08,382 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 6:12:06, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 3.2635, loss: 3.2635, grad_norm: 4.9979 2021-03-16 03:22:15,371 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 6:11:55, time: 0.349, data_time: 0.000, memory: 7070, loss_cls: 3.0226, loss: 3.0226, grad_norm: 5.4828 2021-03-16 03:22:22,512 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 6:11:45, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 3.0238, loss: 3.0238, grad_norm: 5.2561 2021-03-16 03:22:29,801 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 6:11:36, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 3.1012, loss: 3.1012, grad_norm: 5.2102 2021-03-16 03:22:36,912 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 6:11:26, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 3.0083, loss: 3.0083, grad_norm: 5.5434 2021-03-16 03:22:44,432 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 6:11:19, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 3.1421, loss: 3.1421, grad_norm: 5.4586 2021-03-16 03:22:51,752 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 6:11:10, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.0829, loss: 3.0829, grad_norm: 5.3416 2021-03-16 03:22:59,217 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 6:11:03, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.0592, loss: 3.0592, grad_norm: 5.4020 2021-03-16 03:23:06,164 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 6:10:51, time: 0.347, data_time: 0.001, memory: 7070, loss_cls: 3.1139, loss: 3.1139, grad_norm: 5.2737 2021-03-16 03:23:13,513 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 6:10:43, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 3.0784, loss: 3.0784, grad_norm: 5.2153 2021-03-16 03:23:21,095 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 6:10:36, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 3.0571, loss: 3.0571, grad_norm: 5.4805 2021-03-16 03:23:28,396 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 6:10:27, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 3.0671, loss: 3.0671, grad_norm: 5.4500 2021-03-16 03:23:35,909 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 6:10:20, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 3.1164, loss: 3.1164, grad_norm: 5.2560 2021-03-16 03:23:43,222 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 6:10:12, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.0986, loss: 3.0986, grad_norm: 5.3115 2021-03-16 03:23:50,560 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 6:10:03, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.0061, loss: 3.0061, grad_norm: 5.2858 2021-03-16 03:23:57,940 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 6:09:55, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.0151, loss: 3.0151, grad_norm: 5.3240 2021-03-16 03:24:04,978 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 6:09:44, time: 0.353, data_time: 0.002, memory: 7070, loss_cls: 2.9929, loss: 2.9929, grad_norm: 5.4398 2021-03-16 03:24:12,397 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 6:09:37, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.9667, loss: 2.9667, grad_norm: 5.6437 2021-03-16 03:24:19,646 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 6:09:28, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.0997, loss: 3.0997, grad_norm: 5.2800 2021-03-16 03:24:26,824 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 6:09:18, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.9869, loss: 2.9869, grad_norm: 5.5787 2021-03-16 03:24:34,429 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 6:09:12, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 3.0387, loss: 3.0387, grad_norm: 5.1623 2021-03-16 03:24:41,898 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 6:09:04, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 3.1706, loss: 3.1706, grad_norm: 5.0281 2021-03-16 03:24:49,327 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 6:08:57, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.1020, loss: 3.1020, grad_norm: 5.2234 2021-03-16 03:24:56,607 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 6:08:48, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.9800, loss: 2.9800, grad_norm: 5.4998 2021-03-16 03:25:03,718 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 6:08:38, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.9946, loss: 2.9946, grad_norm: 5.6003 2021-03-16 03:25:11,009 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 6:08:29, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 3.0374, loss: 3.0374, grad_norm: 5.6175 2021-03-16 03:25:18,276 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 6:08:20, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 3.0688, loss: 3.0688, grad_norm: 5.3796 2021-03-16 03:25:25,521 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 6:08:11, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 3.0186, loss: 3.0186, grad_norm: 5.3828 2021-03-16 03:25:32,965 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 6:08:03, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 3.1382, loss: 3.1382, grad_norm: 5.1881 2021-03-16 03:25:40,312 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 6:07:55, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.0222, loss: 3.0222, grad_norm: 5.2246 2021-03-16 03:25:47,265 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 6:07:44, time: 0.349, data_time: 0.002, memory: 7070, loss_cls: 3.0925, loss: 3.0925, grad_norm: 5.3305 2021-03-16 03:25:49,052 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-16 03:26:51,479 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 03:26:51,628 - mmaction - INFO - top1_acc 0.2793 top5_acc 0.5694 2021-03-16 03:26:51,628 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 03:26:51,637 - mmaction - INFO - mean_acc 0.2485 2021-03-16 03:26:51,965 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-16 03:26:51,965 - mmaction - INFO - Best top1_acc is 0.2793 at 6 epoch. 2021-03-16 03:26:51,969 - mmaction - INFO - Epoch(val) [6][1345] top1_acc: 0.2793, top5_acc: 0.5694, mean_class_accuracy: 0.2485 2021-03-16 03:27:09,303 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 6:08:33, time: 0.866, data_time: 0.409, memory: 7070, loss_cls: 3.0366, loss: 3.0366, grad_norm: 5.2372 2021-03-16 03:27:16,566 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 6:08:24, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.9194, loss: 2.9194, grad_norm: 5.5293 2021-03-16 03:27:23,840 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 6:08:15, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.9938, loss: 2.9938, grad_norm: 5.2802 2021-03-16 03:27:31,175 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 6:08:07, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 3.0626, loss: 3.0626, grad_norm: 5.2271 2021-03-16 03:27:38,572 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 6:07:58, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.0253, loss: 3.0253, grad_norm: 5.2155 2021-03-16 03:27:45,964 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 6:07:51, time: 0.373, data_time: 0.004, memory: 7070, loss_cls: 2.9361, loss: 2.9361, grad_norm: 5.4907 2021-03-16 03:27:53,353 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 6:07:43, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 3.0262, loss: 3.0262, grad_norm: 5.5447 2021-03-16 03:28:01,041 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 6:07:37, time: 0.384, data_time: 0.002, memory: 7070, loss_cls: 3.1073, loss: 3.1073, grad_norm: 5.3219 2021-03-16 03:28:08,276 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 6:07:27, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 3.1214, loss: 3.1214, grad_norm: 5.3361 2021-03-16 03:28:15,683 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 6:07:19, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.1647, loss: 3.1647, grad_norm: 5.0820 2021-03-16 03:28:23,126 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 6:07:12, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 3.0385, loss: 3.0385, grad_norm: 5.0451 2021-03-16 03:28:30,523 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 6:07:04, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 3.1393, loss: 3.1393, grad_norm: 5.2867 2021-03-16 03:28:37,919 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 6:06:56, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.9565, loss: 2.9565, grad_norm: 5.4292 2021-03-16 03:28:45,295 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 6:06:48, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.0401, loss: 3.0401, grad_norm: 5.6378 2021-03-16 03:28:52,517 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 6:06:39, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.9886, loss: 2.9886, grad_norm: 5.3148 2021-03-16 03:28:59,697 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 6:06:29, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.9666, loss: 2.9666, grad_norm: 5.6432 2021-03-16 03:29:07,088 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 6:06:21, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 3.0626, loss: 3.0626, grad_norm: 5.3137 2021-03-16 03:29:14,375 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 6:06:12, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 3.0468, loss: 3.0468, grad_norm: 5.1077 2021-03-16 03:29:21,800 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 6:06:04, time: 0.374, data_time: 0.003, memory: 7070, loss_cls: 3.0500, loss: 3.0500, grad_norm: 5.2770 2021-03-16 03:29:29,170 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 6:05:56, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.9177, loss: 2.9177, grad_norm: 5.5514 2021-03-16 03:29:36,533 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 6:05:48, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 3.1162, loss: 3.1162, grad_norm: 5.3877 2021-03-16 03:29:43,679 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 6:05:38, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.9328, loss: 2.9328, grad_norm: 5.3928 2021-03-16 03:29:50,938 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 6:05:29, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.9624, loss: 2.9624, grad_norm: 5.2869 2021-03-16 03:29:58,365 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 6:05:22, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 2.9859, loss: 2.9859, grad_norm: 5.4734 2021-03-16 03:30:05,680 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 6:05:13, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.0452, loss: 3.0452, grad_norm: 5.3381 2021-03-16 03:30:12,918 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 6:05:04, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.9400, loss: 2.9400, grad_norm: 5.1983 2021-03-16 03:30:19,998 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 6:04:54, time: 0.353, data_time: 0.000, memory: 7070, loss_cls: 2.8988, loss: 2.8988, grad_norm: 5.3634 2021-03-16 03:30:27,124 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 6:04:44, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.9925, loss: 2.9925, grad_norm: 5.3680 2021-03-16 03:30:34,491 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 6:04:36, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 3.0496, loss: 3.0496, grad_norm: 5.1340 2021-03-16 03:30:42,096 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 6:04:29, time: 0.380, data_time: 0.000, memory: 7070, loss_cls: 2.9731, loss: 2.9731, grad_norm: 5.4439 2021-03-16 03:30:49,240 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 6:04:20, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 2.9371, loss: 2.9371, grad_norm: 5.2896 2021-03-16 03:30:56,422 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 6:04:10, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.8863, loss: 2.8863, grad_norm: 5.2726 2021-03-16 03:31:03,766 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 6:04:02, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.0467, loss: 3.0467, grad_norm: 5.4820 2021-03-16 03:31:11,129 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 6:03:54, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.9752, loss: 2.9752, grad_norm: 5.4354 2021-03-16 03:31:18,518 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 6:03:46, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 3.0506, loss: 3.0506, grad_norm: 5.3855 2021-03-16 03:31:25,702 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 6:03:37, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.8874, loss: 2.8874, grad_norm: 5.2812 2021-03-16 03:31:33,087 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 6:03:29, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.0775, loss: 3.0775, grad_norm: 5.6012 2021-03-16 03:31:40,497 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 6:03:21, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 3.0868, loss: 3.0868, grad_norm: 5.2544 2021-03-16 03:31:47,936 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 6:03:13, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 2.9978, loss: 2.9978, grad_norm: 5.2930 2021-03-16 03:31:55,341 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 6:03:05, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.9978, loss: 2.9978, grad_norm: 5.4133 2021-03-16 03:32:02,510 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 6:02:56, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 2.8364, loss: 2.8364, grad_norm: 5.2342 2021-03-16 03:32:10,041 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 6:02:49, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 3.0310, loss: 3.0310, grad_norm: 5.3294 2021-03-16 03:32:17,363 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 6:02:41, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 3.0111, loss: 3.0111, grad_norm: 5.3831 2021-03-16 03:32:24,537 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 6:02:31, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 3.0412, loss: 3.0412, grad_norm: 5.3512 2021-03-16 03:32:31,661 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 6:02:22, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.9839, loss: 2.9839, grad_norm: 5.3812 2021-03-16 03:32:39,196 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 6:02:15, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 3.0651, loss: 3.0651, grad_norm: 5.4472 2021-03-16 03:32:46,326 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 6:02:05, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.9474, loss: 2.9474, grad_norm: 5.3101 2021-03-16 03:32:53,844 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 6:01:58, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 3.0718, loss: 3.0718, grad_norm: 5.1038 2021-03-16 03:33:01,221 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 6:01:49, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.9687, loss: 2.9687, grad_norm: 5.5009 2021-03-16 03:33:08,391 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 6:01:41, time: 0.364, data_time: 0.006, memory: 7070, loss_cls: 2.9243, loss: 2.9243, grad_norm: 5.7544 2021-03-16 03:33:15,787 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 6:01:33, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 3.0549, loss: 3.0549, grad_norm: 5.2017 2021-03-16 03:33:23,090 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 6:01:24, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.9229, loss: 2.9229, grad_norm: 5.5476 2021-03-16 03:33:30,335 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 6:01:15, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.9898, loss: 2.9898, grad_norm: 5.1683 2021-03-16 03:33:37,649 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 6:01:07, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.9965, loss: 2.9965, grad_norm: 5.4024 2021-03-16 03:33:44,989 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 6:00:59, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.9526, loss: 2.9526, grad_norm: 5.4492 2021-03-16 03:33:52,401 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 6:00:51, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.9837, loss: 2.9837, grad_norm: 5.4389 2021-03-16 03:33:59,724 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 6:00:43, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.9797, loss: 2.9797, grad_norm: 5.1933 2021-03-16 03:34:06,863 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 6:00:33, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.9071, loss: 2.9071, grad_norm: 5.4535 2021-03-16 03:34:14,191 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 6:00:25, time: 0.367, data_time: 0.005, memory: 7070, loss_cls: 2.9667, loss: 2.9667, grad_norm: 5.4820 2021-03-16 03:34:21,401 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 6:00:16, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 3.0187, loss: 3.0187, grad_norm: 5.4213 2021-03-16 03:34:28,845 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 6:00:08, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 3.0650, loss: 3.0650, grad_norm: 5.4555 2021-03-16 03:34:36,106 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 6:00:00, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.9211, loss: 2.9211, grad_norm: 5.4456 2021-03-16 03:34:43,291 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 5:59:51, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 3.1054, loss: 3.1054, grad_norm: 5.2658 2021-03-16 03:34:50,564 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 5:59:42, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.8972, loss: 2.8972, grad_norm: 5.3680 2021-03-16 03:34:57,850 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 5:59:34, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.9190, loss: 2.9190, grad_norm: 5.5602 2021-03-16 03:35:05,053 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 5:59:24, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 3.0759, loss: 3.0759, grad_norm: 5.2565 2021-03-16 03:35:12,125 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 5:59:15, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 3.0281, loss: 3.0281, grad_norm: 5.5465 2021-03-16 03:35:13,906 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-16 03:35:31,535 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 5:59:54, time: 0.860, data_time: 0.478, memory: 7070, loss_cls: 3.0197, loss: 3.0197, grad_norm: 5.4201 2021-03-16 03:35:38,949 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 5:59:46, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.8982, loss: 2.8982, grad_norm: 5.2790 2021-03-16 03:35:46,285 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 5:59:38, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.8893, loss: 2.8893, grad_norm: 5.4116 2021-03-16 03:35:53,569 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 5:59:29, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.9701, loss: 2.9701, grad_norm: 5.4070 2021-03-16 03:36:01,136 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 5:59:22, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 2.8951, loss: 2.8951, grad_norm: 5.3011 2021-03-16 03:36:08,604 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 5:59:15, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.8987, loss: 2.8987, grad_norm: 5.4984 2021-03-16 03:36:15,879 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 5:59:06, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.9922, loss: 2.9922, grad_norm: 5.3496 2021-03-16 03:36:23,161 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 5:58:57, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.8516, loss: 2.8516, grad_norm: 5.5304 2021-03-16 03:36:30,564 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 5:58:50, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.7983, loss: 2.7983, grad_norm: 5.3129 2021-03-16 03:36:38,052 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 5:58:42, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.9267, loss: 2.9267, grad_norm: 5.5627 2021-03-16 03:36:45,347 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 5:58:33, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 3.0201, loss: 3.0201, grad_norm: 5.3102 2021-03-16 03:36:52,622 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 5:58:25, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 2.9412, loss: 2.9412, grad_norm: 5.3093 2021-03-16 03:37:00,116 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 5:58:18, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 2.8750, loss: 2.8750, grad_norm: 5.2896 2021-03-16 03:37:07,420 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 5:58:09, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.9410, loss: 2.9410, grad_norm: 5.4614 2021-03-16 03:37:14,582 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 5:58:00, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.8803, loss: 2.8803, grad_norm: 5.5279 2021-03-16 03:37:21,935 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 5:57:52, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.8980, loss: 2.8980, grad_norm: 5.4464 2021-03-16 03:37:29,518 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 5:57:45, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.9402, loss: 2.9402, grad_norm: 5.3874 2021-03-16 03:37:36,680 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 5:57:35, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 2.9766, loss: 2.9766, grad_norm: 5.1622 2021-03-16 03:37:43,993 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 5:57:28, time: 0.369, data_time: 0.004, memory: 7070, loss_cls: 2.7874, loss: 2.7874, grad_norm: 5.5307 2021-03-16 03:37:51,208 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 5:57:18, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.9232, loss: 2.9232, grad_norm: 5.4322 2021-03-16 03:37:58,461 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 5:57:10, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.9155, loss: 2.9155, grad_norm: 5.3578 2021-03-16 03:38:05,643 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 5:57:01, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.9018, loss: 2.9018, grad_norm: 5.1417 2021-03-16 03:38:13,042 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 5:56:53, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 2.9628, loss: 2.9628, grad_norm: 5.3117 2021-03-16 03:38:20,226 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 5:56:44, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8325, loss: 2.8325, grad_norm: 5.4372 2021-03-16 03:38:27,509 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 5:56:35, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.9888, loss: 2.9888, grad_norm: 5.3312 2021-03-16 03:38:34,704 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 5:56:26, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.8517, loss: 2.8517, grad_norm: 5.2350 2021-03-16 03:38:42,067 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 5:56:18, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.9599, loss: 2.9599, grad_norm: 5.4148 2021-03-16 03:38:49,365 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 5:56:10, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.9416, loss: 2.9416, grad_norm: 5.4052 2021-03-16 03:38:56,921 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 5:56:03, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 3.0413, loss: 3.0413, grad_norm: 5.2422 2021-03-16 03:39:04,342 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 5:55:55, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.9563, loss: 2.9563, grad_norm: 5.0535 2021-03-16 03:39:11,675 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 5:55:47, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 2.9776, loss: 2.9776, grad_norm: 5.3328 2021-03-16 03:39:19,080 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 5:55:39, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.9700, loss: 2.9700, grad_norm: 5.2630 2021-03-16 03:39:26,293 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 5:55:30, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.9278, loss: 2.9278, grad_norm: 5.3757 2021-03-16 03:39:33,916 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 5:55:24, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 2.8916, loss: 2.8916, grad_norm: 5.4880 2021-03-16 03:39:41,045 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 5:55:14, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.9763, loss: 2.9763, grad_norm: 5.2975 2021-03-16 03:39:48,346 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 5:55:06, time: 0.365, data_time: 0.004, memory: 7070, loss_cls: 2.9349, loss: 2.9349, grad_norm: 5.8312 2021-03-16 03:39:55,460 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 5:54:57, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 2.9179, loss: 2.9179, grad_norm: 5.3901 2021-03-16 03:40:03,031 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 5:54:50, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.8293, loss: 2.8293, grad_norm: 5.6755 2021-03-16 03:40:10,332 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 5:54:41, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.9684, loss: 2.9684, grad_norm: 5.3754 2021-03-16 03:40:17,415 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 5:54:32, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.8963, loss: 2.8963, grad_norm: 5.5686 2021-03-16 03:40:25,051 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 5:54:25, time: 0.381, data_time: 0.000, memory: 7070, loss_cls: 2.9023, loss: 2.9023, grad_norm: 5.5189 2021-03-16 03:40:32,209 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 5:54:16, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.0651, loss: 3.0651, grad_norm: 5.4035 2021-03-16 03:40:39,444 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 5:54:08, time: 0.362, data_time: 0.007, memory: 7070, loss_cls: 2.9446, loss: 2.9446, grad_norm: 5.2040 2021-03-16 03:40:46,807 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 5:54:00, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.8936, loss: 2.8936, grad_norm: 5.3823 2021-03-16 03:40:53,735 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 5:53:49, time: 0.346, data_time: 0.001, memory: 7070, loss_cls: 2.9014, loss: 2.9014, grad_norm: 5.4150 2021-03-16 03:41:01,072 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 5:53:41, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.9529, loss: 2.9529, grad_norm: 5.3723 2021-03-16 03:41:08,394 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 5:53:33, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 3.0511, loss: 3.0511, grad_norm: 5.2443 2021-03-16 03:41:15,604 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 5:53:24, time: 0.362, data_time: 0.003, memory: 7070, loss_cls: 2.7302, loss: 2.7302, grad_norm: 5.3231 2021-03-16 03:41:22,909 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 5:53:16, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.8179, loss: 2.8179, grad_norm: 5.6857 2021-03-16 03:41:30,314 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 5:53:08, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 3.0043, loss: 3.0043, grad_norm: 5.3358 2021-03-16 03:41:37,560 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 5:52:59, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8962, loss: 2.8962, grad_norm: 5.2222 2021-03-16 03:41:44,914 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 5:52:51, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8947, loss: 2.8947, grad_norm: 5.3582 2021-03-16 03:41:52,193 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 5:52:43, time: 0.370, data_time: 0.007, memory: 7070, loss_cls: 2.9722, loss: 2.9722, grad_norm: 5.2888 2021-03-16 03:41:59,705 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 5:52:36, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.9334, loss: 2.9334, grad_norm: 5.3593 2021-03-16 03:42:06,904 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 5:52:27, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8686, loss: 2.8686, grad_norm: 5.5720 2021-03-16 03:42:14,205 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 5:52:19, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.9710, loss: 2.9710, grad_norm: 5.5424 2021-03-16 03:42:21,349 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 5:52:10, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.8949, loss: 2.8949, grad_norm: 5.2895 2021-03-16 03:42:28,891 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 5:52:03, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.9041, loss: 2.9041, grad_norm: 5.6181 2021-03-16 03:42:36,267 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 5:51:55, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.9337, loss: 2.9337, grad_norm: 5.3872 2021-03-16 03:42:43,422 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 5:51:46, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.8805, loss: 2.8805, grad_norm: 5.6448 2021-03-16 03:42:50,730 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 5:51:37, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8879, loss: 2.8879, grad_norm: 5.4189 2021-03-16 03:42:57,882 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 5:51:28, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 3.0144, loss: 3.0144, grad_norm: 5.4134 2021-03-16 03:43:05,259 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 5:51:21, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.9310, loss: 2.9310, grad_norm: 5.4375 2021-03-16 03:43:12,490 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 5:51:12, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.9937, loss: 2.9937, grad_norm: 5.1900 2021-03-16 03:43:20,110 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 5:51:05, time: 0.382, data_time: 0.002, memory: 7070, loss_cls: 2.9325, loss: 2.9325, grad_norm: 5.6302 2021-03-16 03:43:27,490 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 5:50:58, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 2.9568, loss: 2.9568, grad_norm: 5.2678 2021-03-16 03:43:34,826 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 5:50:50, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.9383, loss: 2.9383, grad_norm: 5.1459 2021-03-16 03:43:36,560 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-16 03:44:39,430 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 03:44:39,581 - mmaction - INFO - top1_acc 0.2995 top5_acc 0.5805 2021-03-16 03:44:39,582 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 03:44:39,590 - mmaction - INFO - mean_acc 0.2692 2021-03-16 03:44:39,920 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-16 03:44:39,920 - mmaction - INFO - Best top1_acc is 0.2995 at 8 epoch. 2021-03-16 03:44:39,924 - mmaction - INFO - Epoch(val) [8][1345] top1_acc: 0.2995, top5_acc: 0.5805, mean_class_accuracy: 0.2692 2021-03-16 03:44:57,264 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 5:51:22, time: 0.866, data_time: 0.429, memory: 7070, loss_cls: 2.9989, loss: 2.9989, grad_norm: 5.6567 2021-03-16 03:45:04,627 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 5:51:14, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.7569, loss: 2.7569, grad_norm: 5.6538 2021-03-16 03:45:12,277 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 5:51:08, time: 0.383, data_time: 0.002, memory: 7070, loss_cls: 2.8354, loss: 2.8354, grad_norm: 5.6132 2021-03-16 03:45:19,597 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 5:50:59, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.7901, loss: 2.7901, grad_norm: 5.4178 2021-03-16 03:45:27,127 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 5:50:52, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.7948, loss: 2.7948, grad_norm: 5.6440 2021-03-16 03:45:34,638 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 5:50:45, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 2.7932, loss: 2.7932, grad_norm: 5.4965 2021-03-16 03:45:41,997 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 5:50:37, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.9071, loss: 2.9071, grad_norm: 5.5048 2021-03-16 03:45:49,595 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 5:50:30, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 3.0274, loss: 3.0274, grad_norm: 5.6787 2021-03-16 03:45:56,712 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 5:50:21, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.9487, loss: 2.9487, grad_norm: 5.4715 2021-03-16 03:46:04,064 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 5:50:13, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.9163, loss: 2.9163, grad_norm: 5.1501 2021-03-16 03:46:11,638 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 5:50:06, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.8667, loss: 2.8667, grad_norm: 5.4864 2021-03-16 03:46:18,879 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 5:49:57, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.9218, loss: 2.9218, grad_norm: 5.5514 2021-03-16 03:46:26,240 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 5:49:49, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7020, loss: 2.7020, grad_norm: 5.8290 2021-03-16 03:46:33,551 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 5:49:41, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.9379, loss: 2.9379, grad_norm: 5.4412 2021-03-16 03:46:40,915 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 5:49:33, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.8927, loss: 2.8927, grad_norm: 5.5195 2021-03-16 03:46:48,297 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 5:49:25, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.8438, loss: 2.8438, grad_norm: 5.5053 2021-03-16 03:46:55,629 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 5:49:17, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8064, loss: 2.8064, grad_norm: 5.6065 2021-03-16 03:47:03,013 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 5:49:09, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.9863, loss: 2.9863, grad_norm: 5.4147 2021-03-16 03:47:10,469 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 5:49:02, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 2.8211, loss: 2.8211, grad_norm: 5.6128 2021-03-16 03:47:17,732 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 5:48:53, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.9075, loss: 2.9075, grad_norm: 5.4222 2021-03-16 03:47:25,045 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 5:48:45, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8275, loss: 2.8275, grad_norm: 5.6448 2021-03-16 03:47:32,426 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 5:48:37, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8187, loss: 2.8187, grad_norm: 5.7093 2021-03-16 03:47:39,940 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 5:48:30, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 2.8941, loss: 2.8941, grad_norm: 5.3408 2021-03-16 03:47:47,310 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 5:48:22, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 3.0232, loss: 3.0232, grad_norm: 5.2599 2021-03-16 03:47:54,309 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 5:48:12, time: 0.349, data_time: 0.002, memory: 7070, loss_cls: 3.0201, loss: 3.0201, grad_norm: 5.0623 2021-03-16 03:48:01,516 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 5:48:03, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 2.9352, loss: 2.9352, grad_norm: 5.3531 2021-03-16 03:48:08,765 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 5:47:55, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8900, loss: 2.8900, grad_norm: 5.3371 2021-03-16 03:48:15,734 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 5:47:45, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 2.8104, loss: 2.8104, grad_norm: 5.4895 2021-03-16 03:48:23,277 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 5:47:38, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.8909, loss: 2.8909, grad_norm: 5.6411 2021-03-16 03:48:30,709 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 5:47:30, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.9686, loss: 2.9686, grad_norm: 5.4038 2021-03-16 03:48:37,974 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 5:47:22, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.9275, loss: 2.9275, grad_norm: 5.1913 2021-03-16 03:48:45,163 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 5:47:13, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8960, loss: 2.8960, grad_norm: 5.2347 2021-03-16 03:48:52,604 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 5:47:05, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.7655, loss: 2.7655, grad_norm: 5.7797 2021-03-16 03:48:59,729 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 5:46:57, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 2.8398, loss: 2.8398, grad_norm: 5.3705 2021-03-16 03:49:06,942 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 5:46:48, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.7970, loss: 2.7970, grad_norm: 5.4962 2021-03-16 03:49:14,134 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 5:46:39, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.9337, loss: 2.9337, grad_norm: 5.5540 2021-03-16 03:49:21,341 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 5:46:30, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.8972, loss: 2.8972, grad_norm: 5.3696 2021-03-16 03:49:28,633 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 5:46:22, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.8196, loss: 2.8196, grad_norm: 5.6203 2021-03-16 03:49:35,861 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 5:46:14, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.7814, loss: 2.7814, grad_norm: 5.8112 2021-03-16 03:49:43,391 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 5:46:06, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 3.0434, loss: 3.0434, grad_norm: 5.3232 2021-03-16 03:49:50,589 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 5:45:58, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.9783, loss: 2.9783, grad_norm: 5.4860 2021-03-16 03:49:57,853 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 5:45:49, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.8504, loss: 2.8504, grad_norm: 5.4820 2021-03-16 03:50:05,150 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 5:45:41, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8727, loss: 2.8727, grad_norm: 5.5141 2021-03-16 03:50:12,596 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 5:45:34, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.9224, loss: 2.9224, grad_norm: 5.5624 2021-03-16 03:50:19,876 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 5:45:25, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.8886, loss: 2.8886, grad_norm: 5.3533 2021-03-16 03:50:27,186 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 5:45:17, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.9969, loss: 2.9969, grad_norm: 5.5289 2021-03-16 03:50:34,358 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 5:45:08, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 2.9249, loss: 2.9249, grad_norm: 5.3345 2021-03-16 03:50:41,549 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 5:45:00, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8459, loss: 2.8459, grad_norm: 5.4534 2021-03-16 03:50:49,106 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 5:44:53, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.8569, loss: 2.8569, grad_norm: 5.6861 2021-03-16 03:50:56,539 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 5:44:45, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.9970, loss: 2.9970, grad_norm: 5.3904 2021-03-16 03:51:03,664 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 5:44:36, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.9077, loss: 2.9077, grad_norm: 5.2450 2021-03-16 03:51:10,930 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 5:44:28, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.9299, loss: 2.9299, grad_norm: 5.4494 2021-03-16 03:51:18,449 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 5:44:21, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 2.8811, loss: 2.8811, grad_norm: 5.4108 2021-03-16 03:51:25,529 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 5:44:11, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.8759, loss: 2.8759, grad_norm: 5.7244 2021-03-16 03:51:33,026 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 5:44:04, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.9852, loss: 2.9852, grad_norm: 5.4108 2021-03-16 03:51:40,449 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 5:43:56, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.7226, loss: 2.7226, grad_norm: 5.3672 2021-03-16 03:51:47,749 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 5:43:48, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8343, loss: 2.8343, grad_norm: 5.7167 2021-03-16 03:51:54,814 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 5:43:39, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.8576, loss: 2.8576, grad_norm: 5.4046 2021-03-16 03:52:02,175 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 5:43:31, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8721, loss: 2.8721, grad_norm: 5.3733 2021-03-16 03:52:09,481 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 5:43:23, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8084, loss: 2.8084, grad_norm: 5.5081 2021-03-16 03:52:16,734 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 5:43:15, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.8750, loss: 2.8750, grad_norm: 5.3855 2021-03-16 03:52:24,239 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 5:43:07, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.9086, loss: 2.9086, grad_norm: 5.3043 2021-03-16 03:52:31,582 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 5:43:00, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.9888, loss: 2.9888, grad_norm: 5.4593 2021-03-16 03:52:38,954 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 5:42:52, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.8569, loss: 2.8569, grad_norm: 5.3547 2021-03-16 03:52:46,186 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 5:42:43, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.8008, loss: 2.8008, grad_norm: 5.5042 2021-03-16 03:52:53,515 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 5:42:35, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.9149, loss: 2.9149, grad_norm: 5.4394 2021-03-16 03:53:00,572 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 5:42:26, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 3.0054, loss: 3.0054, grad_norm: 5.3395 2021-03-16 03:53:02,268 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-16 03:53:20,114 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 5:42:54, time: 0.874, data_time: 0.466, memory: 7070, loss_cls: 2.9361, loss: 2.9361, grad_norm: 5.2602 2021-03-16 03:53:27,545 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 5:42:46, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.7924, loss: 2.7924, grad_norm: 5.5786 2021-03-16 03:53:35,061 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 5:42:39, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.8660, loss: 2.8660, grad_norm: 5.5281 2021-03-16 03:53:42,418 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 5:42:31, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8200, loss: 2.8200, grad_norm: 5.6236 2021-03-16 03:53:49,891 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 5:42:23, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.7258, loss: 2.7258, grad_norm: 5.8932 2021-03-16 03:53:57,307 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 5:42:16, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.9325, loss: 2.9325, grad_norm: 5.3895 2021-03-16 03:54:04,594 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 5:42:08, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.8601, loss: 2.8601, grad_norm: 5.4478 2021-03-16 03:54:11,951 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 5:42:00, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6895, loss: 2.6895, grad_norm: 5.5489 2021-03-16 03:54:19,302 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 5:41:52, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8530, loss: 2.8530, grad_norm: 5.7391 2021-03-16 03:54:26,821 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 5:41:44, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.7465, loss: 2.7465, grad_norm: 5.6917 2021-03-16 03:54:34,205 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 5:41:37, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 3.0366, loss: 3.0366, grad_norm: 5.3535 2021-03-16 03:54:41,626 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 5:41:29, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 2.6948, loss: 2.6948, grad_norm: 5.4834 2021-03-16 03:54:49,059 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 5:41:21, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.8390, loss: 2.8390, grad_norm: 5.4894 2021-03-16 03:54:56,210 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 5:41:13, time: 0.360, data_time: 0.003, memory: 7070, loss_cls: 2.7992, loss: 2.7992, grad_norm: 5.5499 2021-03-16 03:55:03,552 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 5:41:05, time: 0.367, data_time: 0.003, memory: 7070, loss_cls: 2.8612, loss: 2.8612, grad_norm: 5.4898 2021-03-16 03:55:10,696 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 5:40:56, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.7634, loss: 2.7634, grad_norm: 5.3278 2021-03-16 03:55:18,006 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 5:40:48, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8643, loss: 2.8643, grad_norm: 5.6593 2021-03-16 03:55:25,256 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 5:40:39, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8845, loss: 2.8845, grad_norm: 5.3180 2021-03-16 03:55:32,186 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 5:40:29, time: 0.347, data_time: 0.001, memory: 7070, loss_cls: 2.8087, loss: 2.8087, grad_norm: 5.5334 2021-03-16 03:55:39,482 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 5:40:21, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.6300, loss: 2.6300, grad_norm: 5.5065 2021-03-16 03:55:46,743 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 5:40:13, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.7994, loss: 2.7994, grad_norm: 5.7077 2021-03-16 03:55:54,111 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 5:40:05, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8331, loss: 2.8331, grad_norm: 5.6326 2021-03-16 03:56:01,380 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 5:39:57, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.7657, loss: 2.7657, grad_norm: 5.7750 2021-03-16 03:56:08,883 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 5:39:49, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.6499, loss: 2.6499, grad_norm: 5.6832 2021-03-16 03:56:16,315 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 5:39:42, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.9111, loss: 2.9111, grad_norm: 5.7164 2021-03-16 03:56:23,710 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 5:39:34, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8130, loss: 2.8130, grad_norm: 5.6623 2021-03-16 03:56:31,187 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 5:39:27, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.7170, loss: 2.7170, grad_norm: 5.6107 2021-03-16 03:56:38,330 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 5:39:18, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.8785, loss: 2.8785, grad_norm: 5.5218 2021-03-16 03:56:45,837 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 5:39:11, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 2.7814, loss: 2.7814, grad_norm: 5.5533 2021-03-16 03:56:53,024 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 5:39:02, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.7875, loss: 2.7875, grad_norm: 5.9933 2021-03-16 03:57:00,423 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 5:38:54, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.9824, loss: 2.9824, grad_norm: 5.6373 2021-03-16 03:57:07,532 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 5:38:45, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.8669, loss: 2.8669, grad_norm: 5.3650 2021-03-16 03:57:14,977 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 5:38:38, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.8136, loss: 2.8136, grad_norm: 5.6193 2021-03-16 03:57:22,259 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 5:38:30, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.8796, loss: 2.8796, grad_norm: 5.5190 2021-03-16 03:57:29,712 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 5:38:22, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 2.7204, loss: 2.7204, grad_norm: 5.7042 2021-03-16 03:57:36,936 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 5:38:14, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.8611, loss: 2.8611, grad_norm: 5.5561 2021-03-16 03:57:44,255 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 5:38:06, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7585, loss: 2.7585, grad_norm: 5.5708 2021-03-16 03:57:51,538 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 5:37:57, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.7409, loss: 2.7409, grad_norm: 5.9421 2021-03-16 03:57:58,911 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 5:37:50, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.8029, loss: 2.8029, grad_norm: 5.5532 2021-03-16 03:58:06,254 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 5:37:42, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.8059, loss: 2.8059, grad_norm: 5.7913 2021-03-16 03:58:13,577 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 5:37:34, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8817, loss: 2.8817, grad_norm: 5.6288 2021-03-16 03:58:20,937 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 5:37:26, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.6804, loss: 2.6804, grad_norm: 5.5721 2021-03-16 03:58:28,108 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 5:37:17, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.7237, loss: 2.7237, grad_norm: 5.9122 2021-03-16 03:58:35,134 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 5:37:08, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 2.8764, loss: 2.8764, grad_norm: 5.6969 2021-03-16 03:58:42,503 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 5:37:00, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.8018, loss: 2.8018, grad_norm: 5.4420 2021-03-16 03:58:49,599 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 5:36:51, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.8767, loss: 2.8767, grad_norm: 5.4021 2021-03-16 03:58:56,883 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 5:36:43, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.7101, loss: 2.7101, grad_norm: 5.8181 2021-03-16 03:59:04,290 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 5:36:35, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.8619, loss: 2.8619, grad_norm: 5.5788 2021-03-16 03:59:11,405 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 5:36:27, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.8039, loss: 2.8039, grad_norm: 5.6548 2021-03-16 03:59:18,811 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 5:36:19, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.8185, loss: 2.8185, grad_norm: 5.7071 2021-03-16 03:59:26,158 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 5:36:10, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8895, loss: 2.8895, grad_norm: 5.8489 2021-03-16 03:59:33,644 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 5:36:04, time: 0.379, data_time: 0.006, memory: 7070, loss_cls: 2.8640, loss: 2.8640, grad_norm: 5.7320 2021-03-16 03:59:41,171 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 5:35:56, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 2.9080, loss: 2.9080, grad_norm: 5.4131 2021-03-16 03:59:48,491 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 5:35:48, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8335, loss: 2.8335, grad_norm: 5.4176 2021-03-16 03:59:56,108 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 5:35:42, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 2.9003, loss: 2.9003, grad_norm: 5.4119 2021-03-16 04:00:03,273 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 5:35:33, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.8817, loss: 2.8817, grad_norm: 5.6408 2021-03-16 04:00:10,689 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 5:35:25, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.7767, loss: 2.7767, grad_norm: 5.6489 2021-03-16 04:00:17,973 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 5:35:17, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.8665, loss: 2.8665, grad_norm: 5.8051 2021-03-16 04:00:25,240 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 5:35:09, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.8090, loss: 2.8090, grad_norm: 6.0159 2021-03-16 04:00:32,573 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 5:35:01, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.8435, loss: 2.8435, grad_norm: 5.7788 2021-03-16 04:00:39,839 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 5:34:53, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.8351, loss: 2.8351, grad_norm: 5.4945 2021-03-16 04:00:47,212 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 5:34:45, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.9484, loss: 2.9484, grad_norm: 5.4828 2021-03-16 04:00:54,626 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 5:34:38, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.8275, loss: 2.8275, grad_norm: 5.6972 2021-03-16 04:01:01,860 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 5:34:29, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.7788, loss: 2.7788, grad_norm: 5.5435 2021-03-16 04:01:09,162 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 5:34:21, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.8844, loss: 2.8844, grad_norm: 5.5179 2021-03-16 04:01:16,426 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 5:34:13, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8103, loss: 2.8103, grad_norm: 5.4280 2021-03-16 04:01:23,320 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 5:34:03, time: 0.346, data_time: 0.002, memory: 7070, loss_cls: 2.8397, loss: 2.8397, grad_norm: 5.4430 2021-03-16 04:01:25,109 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-16 04:02:27,770 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 04:02:27,914 - mmaction - INFO - top1_acc 0.3227 top5_acc 0.6098 2021-03-16 04:02:27,914 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 04:02:27,922 - mmaction - INFO - mean_acc 0.2862 2021-03-16 04:02:28,253 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-03-16 04:02:28,253 - mmaction - INFO - Best top1_acc is 0.3227 at 10 epoch. 2021-03-16 04:02:28,257 - mmaction - INFO - Epoch(val) [10][1345] top1_acc: 0.3227, top5_acc: 0.6098, mean_class_accuracy: 0.2862 2021-03-16 04:02:45,637 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 5:34:26, time: 0.869, data_time: 0.498, memory: 7070, loss_cls: 2.6861, loss: 2.6861, grad_norm: 5.8368 2021-03-16 04:02:53,066 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 5:34:19, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 2.7791, loss: 2.7791, grad_norm: 5.5752 2021-03-16 04:03:00,592 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 5:34:11, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.8949, loss: 2.8949, grad_norm: 5.5269 2021-03-16 04:03:08,149 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 5:34:04, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.7657, loss: 2.7657, grad_norm: 5.6929 2021-03-16 04:03:15,587 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 5:33:57, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.8731, loss: 2.8731, grad_norm: 5.5692 2021-03-16 04:03:23,190 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 5:33:50, time: 0.380, data_time: 0.002, memory: 7070, loss_cls: 2.8855, loss: 2.8855, grad_norm: 5.4458 2021-03-16 04:03:30,312 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 5:33:41, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.6808, loss: 2.6808, grad_norm: 5.5930 2021-03-16 04:03:37,667 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 5:33:33, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7349, loss: 2.7349, grad_norm: 5.7021 2021-03-16 04:03:44,985 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 5:33:25, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7630, loss: 2.7630, grad_norm: 5.5762 2021-03-16 04:03:52,407 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 5:33:17, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.8204, loss: 2.8204, grad_norm: 5.5106 2021-03-16 04:03:59,818 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 5:33:10, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.7391, loss: 2.7391, grad_norm: 5.5369 2021-03-16 04:04:07,103 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 5:33:02, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.7713, loss: 2.7713, grad_norm: 5.7629 2021-03-16 04:04:14,444 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 5:32:54, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.8004, loss: 2.8004, grad_norm: 6.2703 2021-03-16 04:04:22,141 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 5:32:47, time: 0.385, data_time: 0.001, memory: 7070, loss_cls: 2.8269, loss: 2.8269, grad_norm: 5.9715 2021-03-16 04:04:29,220 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 5:32:38, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 2.6644, loss: 2.6644, grad_norm: 5.4488 2021-03-16 04:04:36,819 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 5:32:31, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.7685, loss: 2.7685, grad_norm: 5.6461 2021-03-16 04:04:44,169 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 5:32:23, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.7832, loss: 2.7832, grad_norm: 5.4925 2021-03-16 04:04:51,212 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 5:32:14, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.8565, loss: 2.8565, grad_norm: 5.5846 2021-03-16 04:04:58,749 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 5:32:07, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.6839, loss: 2.6839, grad_norm: 5.3797 2021-03-16 04:05:06,005 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 5:31:59, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.8422, loss: 2.8422, grad_norm: 5.5609 2021-03-16 04:05:13,354 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 5:31:51, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.9394, loss: 2.9394, grad_norm: 5.4678 2021-03-16 04:05:20,807 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 5:31:43, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.9158, loss: 2.9158, grad_norm: 5.6013 2021-03-16 04:05:27,970 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 5:31:35, time: 0.361, data_time: 0.008, memory: 7070, loss_cls: 2.7510, loss: 2.7510, grad_norm: 5.1675 2021-03-16 04:05:35,157 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 5:31:26, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.8440, loss: 2.8440, grad_norm: 5.7044 2021-03-16 04:05:42,429 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 5:31:18, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.7066, loss: 2.7066, grad_norm: 5.5292 2021-03-16 04:05:49,494 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 5:31:09, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.8882, loss: 2.8882, grad_norm: 5.6134 2021-03-16 04:05:57,059 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 5:31:02, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.7955, loss: 2.7955, grad_norm: 5.6310 2021-03-16 04:06:04,263 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 5:30:54, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.6642, loss: 2.6642, grad_norm: 5.6435 2021-03-16 04:06:11,563 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 5:30:46, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.8033, loss: 2.8033, grad_norm: 5.6922 2021-03-16 04:06:19,068 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 5:30:38, time: 0.377, data_time: 0.003, memory: 7070, loss_cls: 2.7198, loss: 2.7198, grad_norm: 5.7109 2021-03-16 04:06:26,293 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 5:30:30, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 2.8598, loss: 2.8598, grad_norm: 5.6474 2021-03-16 04:06:33,657 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 5:30:22, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 2.6932, loss: 2.6932, grad_norm: 5.7233 2021-03-16 04:06:40,711 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 5:30:13, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.7645, loss: 2.7645, grad_norm: 5.5244 2021-03-16 04:06:47,897 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 5:30:05, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.8522, loss: 2.8522, grad_norm: 5.8200 2021-03-16 04:06:55,245 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 5:29:57, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.7868, loss: 2.7868, grad_norm: 5.7080 2021-03-16 04:07:02,412 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 5:29:48, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 2.8263, loss: 2.8263, grad_norm: 5.5607 2021-03-16 04:07:09,552 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 5:29:40, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 2.7100, loss: 2.7100, grad_norm: 5.8083 2021-03-16 04:07:16,928 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 5:29:32, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7475, loss: 2.7475, grad_norm: 5.5040 2021-03-16 04:07:24,132 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 5:29:24, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8259, loss: 2.8259, grad_norm: 5.4387 2021-03-16 04:07:31,579 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 5:29:16, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.7513, loss: 2.7513, grad_norm: 5.2209 2021-03-16 04:07:38,840 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 5:29:08, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.8153, loss: 2.8153, grad_norm: 5.6132 2021-03-16 04:07:46,225 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 5:29:00, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.8182, loss: 2.8182, grad_norm: 5.5681 2021-03-16 04:07:53,401 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 5:28:52, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.8841, loss: 2.8841, grad_norm: 5.5333 2021-03-16 04:08:00,849 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 5:28:44, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 2.6565, loss: 2.6565, grad_norm: 5.7071 2021-03-16 04:08:08,410 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 5:28:37, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 2.8014, loss: 2.8014, grad_norm: 5.4263 2021-03-16 04:08:15,793 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 5:28:29, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.7971, loss: 2.7971, grad_norm: 5.7855 2021-03-16 04:08:23,199 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 5:28:22, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.8173, loss: 2.8173, grad_norm: 5.6439 2021-03-16 04:08:30,613 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 5:28:14, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.7450, loss: 2.7450, grad_norm: 5.4097 2021-03-16 04:08:37,845 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 5:28:06, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.7637, loss: 2.7637, grad_norm: 5.4118 2021-03-16 04:08:45,182 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 5:27:58, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7487, loss: 2.7487, grad_norm: 5.5752 2021-03-16 04:08:52,445 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 5:27:50, time: 0.363, data_time: 0.007, memory: 7070, loss_cls: 2.7764, loss: 2.7764, grad_norm: 5.5759 2021-03-16 04:08:59,640 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 5:27:42, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.6475, loss: 2.6475, grad_norm: 5.6877 2021-03-16 04:09:07,035 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 5:27:34, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.7457, loss: 2.7457, grad_norm: 5.7666 2021-03-16 04:09:14,302 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 5:27:26, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.8598, loss: 2.8598, grad_norm: 5.7033 2021-03-16 04:09:21,580 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 5:27:18, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.7783, loss: 2.7783, grad_norm: 5.6349 2021-03-16 04:09:28,842 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 5:27:10, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.9053, loss: 2.9053, grad_norm: 5.7868 2021-03-16 04:09:36,151 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 5:27:02, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.8936, loss: 2.8936, grad_norm: 5.5277 2021-03-16 04:09:43,653 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 5:26:54, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.8025, loss: 2.8025, grad_norm: 5.6077 2021-03-16 04:09:50,884 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 5:26:46, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.6963, loss: 2.6963, grad_norm: 5.6501 2021-03-16 04:09:58,366 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 5:26:39, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.9604, loss: 2.9604, grad_norm: 5.6892 2021-03-16 04:10:05,698 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 5:26:31, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.6481, loss: 2.6481, grad_norm: 5.7109 2021-03-16 04:10:13,062 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 5:26:23, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.7448, loss: 2.7448, grad_norm: 5.9314 2021-03-16 04:10:20,291 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 5:26:15, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.8622, loss: 2.8622, grad_norm: 5.8361 2021-03-16 04:10:27,459 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 5:26:06, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 2.7921, loss: 2.7921, grad_norm: 5.5685 2021-03-16 04:10:34,840 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 5:25:59, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.7658, loss: 2.7658, grad_norm: 5.4728 2021-03-16 04:10:42,072 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 5:25:50, time: 0.362, data_time: 0.003, memory: 7070, loss_cls: 2.8565, loss: 2.8565, grad_norm: 5.6635 2021-03-16 04:10:49,001 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 5:25:41, time: 0.346, data_time: 0.000, memory: 7070, loss_cls: 2.8575, loss: 2.8575, grad_norm: 6.5740 2021-03-16 04:10:50,806 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-16 04:11:08,945 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 5:26:02, time: 0.888, data_time: 0.487, memory: 7070, loss_cls: 2.8676, loss: 2.8676, grad_norm: 5.5444 2021-03-16 04:11:16,344 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 5:25:54, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.7184, loss: 2.7184, grad_norm: 5.7993 2021-03-16 04:11:23,851 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 5:25:47, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 2.7960, loss: 2.7960, grad_norm: 5.9175 2021-03-16 04:11:31,282 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 5:25:39, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.8436, loss: 2.8436, grad_norm: 5.9030 2021-03-16 04:11:38,754 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 5:25:32, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 2.9018, loss: 2.9018, grad_norm: 5.5949 2021-03-16 04:11:45,986 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 5:25:24, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 2.7090, loss: 2.7090, grad_norm: 5.7621 2021-03-16 04:11:53,379 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 5:25:16, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.7676, loss: 2.7676, grad_norm: 5.8769 2021-03-16 04:12:00,851 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 5:25:08, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.8732, loss: 2.8732, grad_norm: 6.0785 2021-03-16 04:12:08,321 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 5:25:01, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.8297, loss: 2.8297, grad_norm: 5.7198 2021-03-16 04:12:15,684 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 5:24:53, time: 0.367, data_time: 0.004, memory: 7070, loss_cls: 3.0021, loss: 3.0021, grad_norm: 5.5345 2021-03-16 04:12:23,154 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 5:24:46, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.7570, loss: 2.7570, grad_norm: 5.6681 2021-03-16 04:12:30,378 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 5:24:37, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6943, loss: 2.6943, grad_norm: 6.8858 2021-03-16 04:12:37,769 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 5:24:30, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 2.8995, loss: 2.8995, grad_norm: 5.7378 2021-03-16 04:12:45,103 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 5:24:22, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.7989, loss: 2.7989, grad_norm: 5.6087 2021-03-16 04:12:52,582 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 5:24:14, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.6609, loss: 2.6609, grad_norm: 5.6461 2021-03-16 04:12:59,547 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 5:24:05, time: 0.350, data_time: 0.002, memory: 7070, loss_cls: 2.7166, loss: 2.7166, grad_norm: 5.8866 2021-03-16 04:13:06,868 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 5:23:57, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7878, loss: 2.7878, grad_norm: 5.7222 2021-03-16 04:13:14,239 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 5:23:50, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 2.6604, loss: 2.6604, grad_norm: 5.6038 2021-03-16 04:13:21,477 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 5:23:41, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.8165, loss: 2.8165, grad_norm: 5.4412 2021-03-16 04:13:28,747 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 5:23:33, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.7105, loss: 2.7105, grad_norm: 5.5749 2021-03-16 04:13:36,259 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 5:23:26, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.7902, loss: 2.7902, grad_norm: 5.7189 2021-03-16 04:13:43,714 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 5:23:18, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.7284, loss: 2.7284, grad_norm: 5.7302 2021-03-16 04:13:51,232 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 5:23:11, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 2.6834, loss: 2.6834, grad_norm: 5.6256 2021-03-16 04:13:58,373 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 5:23:03, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.7429, loss: 2.7429, grad_norm: 5.8137 2021-03-16 04:14:05,465 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 5:22:54, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.8131, loss: 2.8131, grad_norm: 5.4128 2021-03-16 04:14:12,510 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 5:22:45, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 2.7892, loss: 2.7892, grad_norm: 5.8299 2021-03-16 04:14:19,640 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 5:22:37, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.7783, loss: 2.7783, grad_norm: 5.7835 2021-03-16 04:14:26,974 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 5:22:29, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7008, loss: 2.7008, grad_norm: 5.5271 2021-03-16 04:14:34,410 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 5:22:21, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.7696, loss: 2.7696, grad_norm: 5.2777 2021-03-16 04:14:41,742 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 5:22:13, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7665, loss: 2.7665, grad_norm: 5.5598 2021-03-16 04:14:49,273 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 5:22:06, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 2.8412, loss: 2.8412, grad_norm: 5.3186 2021-03-16 04:14:56,747 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 5:21:59, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 2.7598, loss: 2.7598, grad_norm: 5.6979 2021-03-16 04:15:04,134 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 5:21:51, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.7514, loss: 2.7514, grad_norm: 5.8971 2021-03-16 04:15:11,630 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 5:21:44, time: 0.376, data_time: 0.003, memory: 7070, loss_cls: 2.7412, loss: 2.7412, grad_norm: 5.6197 2021-03-16 04:15:18,826 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 5:21:35, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 2.6777, loss: 2.6777, grad_norm: 5.6535 2021-03-16 04:15:26,047 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 5:21:27, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.7112, loss: 2.7112, grad_norm: 5.8769 2021-03-16 04:15:33,428 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 5:21:19, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.7443, loss: 2.7443, grad_norm: 5.7306 2021-03-16 04:15:40,684 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 5:21:11, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.7290, loss: 2.7290, grad_norm: 5.6257 2021-03-16 04:15:47,842 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 5:21:03, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.7541, loss: 2.7541, grad_norm: 5.6631 2021-03-16 04:15:55,400 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 5:20:56, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.6297, loss: 2.6297, grad_norm: 5.7044 2021-03-16 04:16:02,756 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 5:20:48, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6993, loss: 2.6993, grad_norm: 5.9066 2021-03-16 04:16:10,296 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 5:20:41, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.8367, loss: 2.8367, grad_norm: 5.6050 2021-03-16 04:16:17,547 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 5:20:33, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6949, loss: 2.6949, grad_norm: 5.6455 2021-03-16 04:16:25,053 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 5:20:25, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.7882, loss: 2.7882, grad_norm: 5.7172 2021-03-16 04:16:32,507 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 5:20:18, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.8399, loss: 2.8399, grad_norm: 5.5667 2021-03-16 04:16:39,718 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 5:20:10, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8066, loss: 2.8066, grad_norm: 5.6045 2021-03-16 04:16:47,244 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 5:20:02, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 2.7427, loss: 2.7427, grad_norm: 5.5308 2021-03-16 04:16:54,843 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 5:19:55, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.8070, loss: 2.8070, grad_norm: 5.6274 2021-03-16 04:17:02,167 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 5:19:47, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.8508, loss: 2.8508, grad_norm: 5.5995 2021-03-16 04:17:09,511 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 5:19:40, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8879, loss: 2.8879, grad_norm: 5.5239 2021-03-16 04:17:16,962 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 5:19:32, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.7429, loss: 2.7429, grad_norm: 5.6434 2021-03-16 04:17:24,313 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 5:19:24, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.8380, loss: 2.8380, grad_norm: 5.3830 2021-03-16 04:17:31,575 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 5:19:16, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.7345, loss: 2.7345, grad_norm: 5.4318 2021-03-16 04:17:38,978 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 5:19:09, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 2.8867, loss: 2.8867, grad_norm: 5.5445 2021-03-16 04:17:46,339 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 5:19:01, time: 0.369, data_time: 0.003, memory: 7070, loss_cls: 2.7931, loss: 2.7931, grad_norm: 5.5363 2021-03-16 04:17:53,724 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 5:18:53, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.8132, loss: 2.8132, grad_norm: 5.8102 2021-03-16 04:18:01,105 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 5:18:46, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.7839, loss: 2.7839, grad_norm: 5.5043 2021-03-16 04:18:08,150 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 5:18:37, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.8753, loss: 2.8753, grad_norm: 5.4632 2021-03-16 04:18:15,506 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 5:18:29, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.7600, loss: 2.7600, grad_norm: 5.8606 2021-03-16 04:18:22,689 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 5:18:21, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.7412, loss: 2.7412, grad_norm: 5.6822 2021-03-16 04:18:30,200 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 5:18:13, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.8822, loss: 2.8822, grad_norm: 5.4118 2021-03-16 04:18:37,426 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 5:18:05, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.8155, loss: 2.8155, grad_norm: 5.7819 2021-03-16 04:18:44,832 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 5:17:58, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.8063, loss: 2.8063, grad_norm: 5.2395 2021-03-16 04:18:52,102 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 5:17:50, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.8834, loss: 2.8834, grad_norm: 5.3842 2021-03-16 04:18:59,299 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 5:17:41, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 2.8427, loss: 2.8427, grad_norm: 5.3315 2021-03-16 04:19:06,670 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 5:17:34, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.6762, loss: 2.6762, grad_norm: 5.4782 2021-03-16 04:19:13,861 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 5:17:25, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.6703, loss: 2.6703, grad_norm: 5.5257 2021-03-16 04:19:15,611 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-16 04:20:17,640 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 04:20:17,785 - mmaction - INFO - top1_acc 0.3236 top5_acc 0.6166 2021-03-16 04:20:17,785 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 04:20:17,793 - mmaction - INFO - mean_acc 0.2955 2021-03-16 04:20:18,120 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-16 04:20:18,120 - mmaction - INFO - Best top1_acc is 0.3236 at 12 epoch. 2021-03-16 04:20:18,123 - mmaction - INFO - Epoch(val) [12][1345] top1_acc: 0.3236, top5_acc: 0.6166, mean_class_accuracy: 0.2955 2021-03-16 04:20:34,988 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 5:17:40, time: 0.843, data_time: 0.472, memory: 7070, loss_cls: 2.5967, loss: 2.5967, grad_norm: 5.7196 2021-03-16 04:20:42,456 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 5:17:32, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.6455, loss: 2.6455, grad_norm: 5.7756 2021-03-16 04:20:49,872 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 5:17:25, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.6611, loss: 2.6611, grad_norm: 5.6353 2021-03-16 04:20:57,275 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 5:17:17, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.7611, loss: 2.7611, grad_norm: 5.6667 2021-03-16 04:21:04,804 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 5:17:10, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 2.5408, loss: 2.5408, grad_norm: 5.6876 2021-03-16 04:21:12,108 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 5:17:02, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7479, loss: 2.7479, grad_norm: 5.6904 2021-03-16 04:21:19,447 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 5:16:54, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6590, loss: 2.6590, grad_norm: 5.6541 2021-03-16 04:21:26,573 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 5:16:46, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.6300, loss: 2.6300, grad_norm: 5.6438 2021-03-16 04:21:34,124 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 5:16:38, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.6904, loss: 2.6904, grad_norm: 5.5912 2021-03-16 04:21:41,595 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 5:16:31, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.6356, loss: 2.6356, grad_norm: 5.6237 2021-03-16 04:21:48,621 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 5:16:22, time: 0.353, data_time: 0.003, memory: 7070, loss_cls: 2.7154, loss: 2.7154, grad_norm: 5.4859 2021-03-16 04:21:56,083 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 5:16:15, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.8013, loss: 2.8013, grad_norm: 5.3359 2021-03-16 04:22:03,523 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 5:16:07, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.8048, loss: 2.8048, grad_norm: 5.7090 2021-03-16 04:22:10,901 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 5:15:59, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.8354, loss: 2.8354, grad_norm: 5.8589 2021-03-16 04:22:18,515 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 5:15:52, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.7436, loss: 2.7436, grad_norm: 5.5750 2021-03-16 04:22:25,825 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 5:15:45, time: 0.367, data_time: 0.003, memory: 7070, loss_cls: 2.8598, loss: 2.8598, grad_norm: 5.4900 2021-03-16 04:22:32,818 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 5:15:36, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 2.6566, loss: 2.6566, grad_norm: 5.8226 2021-03-16 04:22:40,404 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 5:15:29, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.7299, loss: 2.7299, grad_norm: 5.6339 2021-03-16 04:22:47,757 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 5:15:21, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 2.7538, loss: 2.7538, grad_norm: 5.7553 2021-03-16 04:22:54,827 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 5:15:12, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.6319, loss: 2.6319, grad_norm: 5.7337 2021-03-16 04:23:02,174 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 5:15:04, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 2.6361, loss: 2.6361, grad_norm: 5.8419 2021-03-16 04:23:09,694 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 5:14:57, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 2.8709, loss: 2.8709, grad_norm: 5.6172 2021-03-16 04:23:17,191 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 5:14:50, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.7080, loss: 2.7080, grad_norm: 5.7321 2021-03-16 04:23:24,391 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 5:14:42, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.7317, loss: 2.7317, grad_norm: 5.3736 2021-03-16 04:23:31,628 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 5:14:33, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.6108, loss: 2.6108, grad_norm: 5.7069 2021-03-16 04:23:39,037 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 5:14:26, time: 0.369, data_time: 0.003, memory: 7070, loss_cls: 2.8085, loss: 2.8085, grad_norm: 5.3177 2021-03-16 04:23:46,061 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 5:14:17, time: 0.353, data_time: 0.003, memory: 7070, loss_cls: 2.7459, loss: 2.7459, grad_norm: 5.6050 2021-03-16 04:23:53,455 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 5:14:09, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.8270, loss: 2.8270, grad_norm: 5.4648 2021-03-16 04:24:00,706 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 5:14:01, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.8091, loss: 2.8091, grad_norm: 5.4561 2021-03-16 04:24:08,301 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 5:13:54, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.7172, loss: 2.7172, grad_norm: 5.5673 2021-03-16 04:24:15,541 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 5:13:46, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.6067, loss: 2.6067, grad_norm: 5.7124 2021-03-16 04:24:23,062 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 5:13:39, time: 0.378, data_time: 0.003, memory: 7070, loss_cls: 2.7060, loss: 2.7060, grad_norm: 5.5639 2021-03-16 04:24:30,238 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 5:13:31, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.8602, loss: 2.8602, grad_norm: 5.4712 2021-03-16 04:24:37,581 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 5:13:23, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.7125, loss: 2.7125, grad_norm: 5.6378 2021-03-16 04:24:44,782 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 5:13:14, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.6107, loss: 2.6107, grad_norm: 5.6013 2021-03-16 04:24:51,902 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 5:13:06, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.7225, loss: 2.7225, grad_norm: 5.5590 2021-03-16 04:24:59,292 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 5:12:58, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.7136, loss: 2.7136, grad_norm: 5.6890 2021-03-16 04:25:06,754 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 5:12:51, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.7960, loss: 2.7960, grad_norm: 5.5620 2021-03-16 04:25:13,854 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 5:12:42, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 2.7075, loss: 2.7075, grad_norm: 5.5734 2021-03-16 04:25:21,517 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 5:12:36, time: 0.382, data_time: 0.000, memory: 7070, loss_cls: 2.7818, loss: 2.7818, grad_norm: 5.4658 2021-03-16 04:25:28,804 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 5:12:28, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.7392, loss: 2.7392, grad_norm: 5.6507 2021-03-16 04:25:36,151 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 5:12:20, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6269, loss: 2.6269, grad_norm: 5.5644 2021-03-16 04:25:43,370 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 5:12:12, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.6129, loss: 2.6129, grad_norm: 5.6557 2021-03-16 04:25:50,882 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 5:12:04, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.8255, loss: 2.8255, grad_norm: 5.6365 2021-03-16 04:25:58,345 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 5:11:57, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.7897, loss: 2.7897, grad_norm: 5.8564 2021-03-16 04:26:05,735 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 5:11:49, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 2.7705, loss: 2.7705, grad_norm: 5.6218 2021-03-16 04:26:12,982 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 5:11:41, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.7043, loss: 2.7043, grad_norm: 5.7910 2021-03-16 04:26:20,517 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 5:11:34, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.7274, loss: 2.7274, grad_norm: 5.5074 2021-03-16 04:26:27,777 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 5:11:26, time: 0.368, data_time: 0.005, memory: 7070, loss_cls: 2.7335, loss: 2.7335, grad_norm: 5.4760 2021-03-16 04:26:34,934 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 5:11:18, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 2.7303, loss: 2.7303, grad_norm: 5.7659 2021-03-16 04:26:42,061 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 5:11:09, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.7059, loss: 2.7059, grad_norm: 5.3631 2021-03-16 04:26:49,349 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 5:11:01, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 2.7038, loss: 2.7038, grad_norm: 5.5403 2021-03-16 04:26:56,881 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 5:10:54, time: 0.375, data_time: 0.004, memory: 7070, loss_cls: 2.7454, loss: 2.7454, grad_norm: 5.3760 2021-03-16 04:27:04,125 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 5:10:46, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.6464, loss: 2.6464, grad_norm: 5.6950 2021-03-16 04:27:11,495 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 5:10:38, time: 0.366, data_time: 0.005, memory: 7070, loss_cls: 2.7009, loss: 2.7009, grad_norm: 5.6896 2021-03-16 04:27:18,922 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 5:10:31, time: 0.373, data_time: 0.003, memory: 7070, loss_cls: 2.6175, loss: 2.6175, grad_norm: 5.5808 2021-03-16 04:27:26,301 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 5:10:23, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.6619, loss: 2.6619, grad_norm: 5.3662 2021-03-16 04:27:33,565 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 5:10:15, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.6243, loss: 2.6243, grad_norm: 5.6102 2021-03-16 04:27:40,769 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 5:10:07, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 2.7005, loss: 2.7005, grad_norm: 5.7320 2021-03-16 04:27:48,042 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 5:09:59, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.7127, loss: 2.7127, grad_norm: 5.6974 2021-03-16 04:27:55,340 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 5:09:51, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.5849, loss: 2.5849, grad_norm: 5.7576 2021-03-16 04:28:02,915 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 5:09:44, time: 0.382, data_time: 0.004, memory: 7070, loss_cls: 2.8384, loss: 2.8384, grad_norm: 5.7030 2021-03-16 04:28:10,251 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 5:09:36, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.6485, loss: 2.6485, grad_norm: 5.6582 2021-03-16 04:28:17,800 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 5:09:29, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.6622, loss: 2.6622, grad_norm: 5.6812 2021-03-16 04:28:25,329 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 5:09:22, time: 0.377, data_time: 0.003, memory: 7070, loss_cls: 2.7663, loss: 2.7663, grad_norm: 5.6875 2021-03-16 04:28:32,372 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 5:09:13, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 2.9236, loss: 2.9236, grad_norm: 5.4959 2021-03-16 04:28:39,252 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 5:09:04, time: 0.345, data_time: 0.002, memory: 7070, loss_cls: 2.8001, loss: 2.8001, grad_norm: 5.4062 2021-03-16 04:28:41,038 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-16 04:28:58,136 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 5:09:16, time: 0.837, data_time: 0.472, memory: 7070, loss_cls: 2.6852, loss: 2.6852, grad_norm: 5.5120 2021-03-16 04:29:05,777 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 5:09:09, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 2.5349, loss: 2.5349, grad_norm: 5.6590 2021-03-16 04:29:13,486 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 5:09:02, time: 0.385, data_time: 0.001, memory: 7070, loss_cls: 2.7896, loss: 2.7896, grad_norm: 5.8159 2021-03-16 04:29:20,699 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 5:08:54, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.7060, loss: 2.7060, grad_norm: 5.7776 2021-03-16 04:29:28,098 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 5:08:46, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6451, loss: 2.6451, grad_norm: 5.5422 2021-03-16 04:29:35,401 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 5:08:38, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6841, loss: 2.6841, grad_norm: 5.9975 2021-03-16 04:29:42,590 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 5:08:30, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.7160, loss: 2.7160, grad_norm: 5.7347 2021-03-16 04:29:49,644 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 5:08:22, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.6703, loss: 2.6703, grad_norm: 5.9972 2021-03-16 04:29:57,047 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 5:08:14, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 2.6656, loss: 2.6656, grad_norm: 5.6916 2021-03-16 04:30:04,593 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 5:08:07, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 2.7133, loss: 2.7133, grad_norm: 5.8586 2021-03-16 04:30:11,470 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 5:07:58, time: 0.343, data_time: 0.001, memory: 7070, loss_cls: 2.7378, loss: 2.7378, grad_norm: 5.7556 2021-03-16 04:30:18,760 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 5:07:50, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.6516, loss: 2.6516, grad_norm: 5.7489 2021-03-16 04:30:25,767 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 5:07:41, time: 0.351, data_time: 0.002, memory: 7070, loss_cls: 2.6895, loss: 2.6895, grad_norm: 5.6284 2021-03-16 04:30:33,358 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 5:07:34, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.7234, loss: 2.7234, grad_norm: 5.7104 2021-03-16 04:30:40,984 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 5:07:27, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 2.6065, loss: 2.6065, grad_norm: 5.9038 2021-03-16 04:30:48,256 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 5:07:19, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.6204, loss: 2.6204, grad_norm: 5.5055 2021-03-16 04:30:55,953 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 5:07:12, time: 0.383, data_time: 0.000, memory: 7070, loss_cls: 2.7257, loss: 2.7257, grad_norm: 5.5677 2021-03-16 04:31:03,315 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 5:07:05, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 2.6968, loss: 2.6968, grad_norm: 5.8023 2021-03-16 04:31:10,621 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 5:06:57, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.8272, loss: 2.8272, grad_norm: 5.5948 2021-03-16 04:31:18,124 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 5:06:49, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.7461, loss: 2.7461, grad_norm: 5.7261 2021-03-16 04:31:25,466 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 5:06:42, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.7195, loss: 2.7195, grad_norm: 5.5652 2021-03-16 04:31:32,597 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 5:06:33, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.6846, loss: 2.6846, grad_norm: 5.6423 2021-03-16 04:31:39,470 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 5:06:24, time: 0.343, data_time: 0.000, memory: 7070, loss_cls: 2.6763, loss: 2.6763, grad_norm: 5.7881 2021-03-16 04:31:46,738 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 5:06:16, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.6394, loss: 2.6394, grad_norm: 5.6584 2021-03-16 04:31:53,965 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 5:06:08, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6827, loss: 2.6827, grad_norm: 5.7428 2021-03-16 04:32:01,453 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 5:06:01, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 2.5647, loss: 2.5647, grad_norm: 5.8088 2021-03-16 04:32:08,899 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 5:05:53, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.7582, loss: 2.7582, grad_norm: 5.9856 2021-03-16 04:32:16,358 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 5:05:46, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 2.7831, loss: 2.7831, grad_norm: 5.4702 2021-03-16 04:32:23,857 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 5:05:38, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.6643, loss: 2.6643, grad_norm: 5.6496 2021-03-16 04:32:31,347 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 5:05:31, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.7925, loss: 2.7925, grad_norm: 5.6577 2021-03-16 04:32:38,612 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 5:05:23, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.6689, loss: 2.6689, grad_norm: 5.8873 2021-03-16 04:32:45,608 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 5:05:14, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 2.5836, loss: 2.5836, grad_norm: 5.5192 2021-03-16 04:32:52,749 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 5:05:06, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.7455, loss: 2.7455, grad_norm: 5.7718 2021-03-16 04:33:00,110 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 5:04:58, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.7712, loss: 2.7712, grad_norm: 5.4459 2021-03-16 04:33:07,387 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 5:04:50, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.7130, loss: 2.7130, grad_norm: 5.7156 2021-03-16 04:33:14,826 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 5:04:43, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.6672, loss: 2.6672, grad_norm: 5.6996 2021-03-16 04:33:22,180 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 5:04:35, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.6600, loss: 2.6600, grad_norm: 5.6277 2021-03-16 04:33:29,511 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 5:04:27, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6372, loss: 2.6372, grad_norm: 5.7066 2021-03-16 04:33:36,962 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 5:04:20, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.6829, loss: 2.6829, grad_norm: 5.6770 2021-03-16 04:33:44,178 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 5:04:12, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.7033, loss: 2.7033, grad_norm: 5.5677 2021-03-16 04:33:51,426 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 5:04:04, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.6383, loss: 2.6383, grad_norm: 5.6652 2021-03-16 04:33:58,881 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 5:03:56, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.7722, loss: 2.7722, grad_norm: 5.7021 2021-03-16 04:34:06,530 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 5:03:49, time: 0.381, data_time: 0.000, memory: 7070, loss_cls: 2.6123, loss: 2.6123, grad_norm: 5.6578 2021-03-16 04:34:13,658 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 5:03:41, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.6742, loss: 2.6742, grad_norm: 5.8796 2021-03-16 04:34:20,977 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 5:03:33, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.7586, loss: 2.7586, grad_norm: 5.5964 2021-03-16 04:34:28,450 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 5:03:26, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.7422, loss: 2.7422, grad_norm: 5.6768 2021-03-16 04:34:35,753 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 5:03:18, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.7071, loss: 2.7071, grad_norm: 5.4660 2021-03-16 04:34:43,108 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 5:03:10, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6949, loss: 2.6949, grad_norm: 5.8458 2021-03-16 04:34:50,275 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 5:03:02, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.6845, loss: 2.6845, grad_norm: 5.5579 2021-03-16 04:34:57,605 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 5:02:54, time: 0.366, data_time: 0.006, memory: 7070, loss_cls: 2.7465, loss: 2.7465, grad_norm: 5.6168 2021-03-16 04:35:04,839 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 5:02:46, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.7891, loss: 2.7891, grad_norm: 5.6421 2021-03-16 04:35:11,986 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 5:02:38, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.6908, loss: 2.6908, grad_norm: 5.6378 2021-03-16 04:35:19,304 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 5:02:30, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6374, loss: 2.6374, grad_norm: 5.5941 2021-03-16 04:35:26,546 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 5:02:22, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.7063, loss: 2.7063, grad_norm: 5.6788 2021-03-16 04:35:33,843 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 5:02:14, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.6887, loss: 2.6887, grad_norm: 5.6769 2021-03-16 04:35:41,285 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 5:02:07, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.7325, loss: 2.7325, grad_norm: 5.6814 2021-03-16 04:35:48,610 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 5:01:59, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6865, loss: 2.6865, grad_norm: 5.7769 2021-03-16 04:35:55,884 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 5:01:51, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.7083, loss: 2.7083, grad_norm: 5.5041 2021-03-16 04:36:03,250 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 5:01:43, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7140, loss: 2.7140, grad_norm: 5.7422 2021-03-16 04:36:10,620 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 5:01:36, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6415, loss: 2.6415, grad_norm: 5.4101 2021-03-16 04:36:17,720 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 5:01:27, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 2.6830, loss: 2.6830, grad_norm: 5.9694 2021-03-16 04:36:25,314 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 5:01:20, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.7998, loss: 2.7998, grad_norm: 5.7054 2021-03-16 04:36:32,715 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 5:01:13, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.7346, loss: 2.7346, grad_norm: 5.6433 2021-03-16 04:36:39,812 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 5:01:04, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.7631, loss: 2.7631, grad_norm: 5.5219 2021-03-16 04:36:47,321 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 5:00:57, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.7071, loss: 2.7071, grad_norm: 5.7446 2021-03-16 04:36:54,557 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 5:00:49, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.8192, loss: 2.8192, grad_norm: 6.0683 2021-03-16 04:37:01,576 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 5:00:40, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.7701, loss: 2.7701, grad_norm: 5.5525 2021-03-16 04:37:03,332 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-16 04:38:06,384 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 04:38:06,527 - mmaction - INFO - top1_acc 0.3234 top5_acc 0.6082 2021-03-16 04:38:06,527 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 04:38:06,535 - mmaction - INFO - mean_acc 0.2931 2021-03-16 04:38:06,537 - mmaction - INFO - Epoch(val) [14][1345] top1_acc: 0.3234, top5_acc: 0.6082, mean_class_accuracy: 0.2931 2021-03-16 04:38:24,103 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 5:00:52, time: 0.878, data_time: 0.511, memory: 7070, loss_cls: 2.6249, loss: 2.6249, grad_norm: 5.9066 2021-03-16 04:38:31,557 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 5:00:45, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.5281, loss: 2.5281, grad_norm: 5.7065 2021-03-16 04:38:38,840 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 5:00:37, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.5996, loss: 2.5996, grad_norm: 5.7264 2021-03-16 04:38:46,159 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 5:00:29, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.7103, loss: 2.7103, grad_norm: 5.7050 2021-03-16 04:38:54,020 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 5:00:23, time: 0.394, data_time: 0.002, memory: 7070, loss_cls: 2.5939, loss: 2.5939, grad_norm: 5.9556 2021-03-16 04:39:01,380 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 5:00:15, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.5268, loss: 2.5268, grad_norm: 5.9426 2021-03-16 04:39:08,797 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 5:00:07, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.8143, loss: 2.8143, grad_norm: 5.4841 2021-03-16 04:39:16,121 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 4:59:59, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.6669, loss: 2.6669, grad_norm: 5.6382 2021-03-16 04:39:23,363 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 4:59:52, time: 0.365, data_time: 0.004, memory: 7070, loss_cls: 2.7601, loss: 2.7601, grad_norm: 5.4807 2021-03-16 04:39:31,007 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 4:59:44, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 2.6682, loss: 2.6682, grad_norm: 5.4331 2021-03-16 04:39:38,392 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 4:59:37, time: 0.372, data_time: 0.004, memory: 7070, loss_cls: 2.7687, loss: 2.7687, grad_norm: 6.0128 2021-03-16 04:39:45,531 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 4:59:29, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.7074, loss: 2.7074, grad_norm: 5.8428 2021-03-16 04:39:53,040 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 4:59:21, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.8434, loss: 2.8434, grad_norm: 5.4559 2021-03-16 04:40:00,207 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 4:59:13, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.6002, loss: 2.6002, grad_norm: 5.5477 2021-03-16 04:40:07,302 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 4:59:05, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.6191, loss: 2.6191, grad_norm: 5.8992 2021-03-16 04:40:14,767 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 4:58:57, time: 0.376, data_time: 0.003, memory: 7070, loss_cls: 2.7403, loss: 2.7403, grad_norm: 5.7553 2021-03-16 04:40:21,997 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 4:58:49, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.5977, loss: 2.5977, grad_norm: 5.8609 2021-03-16 04:40:29,098 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 4:58:41, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 2.5181, loss: 2.5181, grad_norm: 5.7529 2021-03-16 04:40:36,169 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 4:58:32, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.5609, loss: 2.5609, grad_norm: 6.0128 2021-03-16 04:40:43,383 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 4:58:24, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 2.7251, loss: 2.7251, grad_norm: 5.8266 2021-03-16 04:40:50,713 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 4:58:17, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7931, loss: 2.7931, grad_norm: 5.6531 2021-03-16 04:40:57,706 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 4:58:08, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 2.6710, loss: 2.6710, grad_norm: 5.6821 2021-03-16 04:41:05,099 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 4:58:00, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.8292, loss: 2.8292, grad_norm: 5.6232 2021-03-16 04:41:12,458 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 4:57:53, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.5847, loss: 2.5847, grad_norm: 5.8659 2021-03-16 04:41:20,026 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 4:57:45, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 2.7189, loss: 2.7189, grad_norm: 5.6067 2021-03-16 04:41:27,438 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 4:57:38, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.6022, loss: 2.6022, grad_norm: 5.7571 2021-03-16 04:41:34,810 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 4:57:30, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6416, loss: 2.6416, grad_norm: 5.7643 2021-03-16 04:41:42,027 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 4:57:22, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 2.7582, loss: 2.7582, grad_norm: 5.7380 2021-03-16 04:41:49,496 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 4:57:15, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.7226, loss: 2.7226, grad_norm: 5.6759 2021-03-16 04:41:56,806 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 4:57:07, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.5278, loss: 2.5278, grad_norm: 5.9126 2021-03-16 04:42:04,246 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 4:57:00, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.7148, loss: 2.7148, grad_norm: 5.5671 2021-03-16 04:42:11,468 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 4:56:51, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.5856, loss: 2.5856, grad_norm: 5.6447 2021-03-16 04:42:18,569 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 4:56:43, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.5552, loss: 2.5552, grad_norm: 5.9206 2021-03-16 04:42:26,030 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 4:56:36, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.8334, loss: 2.8334, grad_norm: 5.8406 2021-03-16 04:42:33,361 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 4:56:28, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 2.6175, loss: 2.6175, grad_norm: 5.7633 2021-03-16 04:42:40,908 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 4:56:21, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.6351, loss: 2.6351, grad_norm: 5.7024 2021-03-16 04:42:48,254 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 4:56:13, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.7223, loss: 2.7223, grad_norm: 5.8644 2021-03-16 04:42:55,605 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 4:56:05, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.6641, loss: 2.6641, grad_norm: 5.6877 2021-03-16 04:43:02,807 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 4:55:57, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.6690, loss: 2.6690, grad_norm: 5.7554 2021-03-16 04:43:10,115 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 4:55:49, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.7282, loss: 2.7282, grad_norm: 5.5194 2021-03-16 04:43:17,328 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 4:55:41, time: 0.363, data_time: 0.004, memory: 7070, loss_cls: 2.6736, loss: 2.6736, grad_norm: 5.6147 2021-03-16 04:43:24,512 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 4:55:33, time: 0.359, data_time: 0.005, memory: 7070, loss_cls: 2.7161, loss: 2.7161, grad_norm: 5.8528 2021-03-16 04:43:31,919 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 4:55:26, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.6312, loss: 2.6312, grad_norm: 5.5537 2021-03-16 04:43:39,218 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 4:55:18, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.7555, loss: 2.7555, grad_norm: 5.5540 2021-03-16 04:43:46,912 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 4:55:11, time: 0.386, data_time: 0.002, memory: 7070, loss_cls: 2.7029, loss: 2.7029, grad_norm: 5.9143 2021-03-16 04:43:54,384 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 4:55:04, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.7514, loss: 2.7514, grad_norm: 5.6491 2021-03-16 04:44:01,910 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 4:54:56, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.6044, loss: 2.6044, grad_norm: 5.6046 2021-03-16 04:44:09,188 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 4:54:48, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.6169, loss: 2.6169, grad_norm: 5.6752 2021-03-16 04:44:16,632 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 4:54:41, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.6030, loss: 2.6030, grad_norm: 5.9322 2021-03-16 04:44:23,872 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 4:54:33, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.6405, loss: 2.6405, grad_norm: 5.9554 2021-03-16 04:44:31,071 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 4:54:25, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 2.6584, loss: 2.6584, grad_norm: 5.7524 2021-03-16 04:44:38,465 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 4:54:17, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.6827, loss: 2.6827, grad_norm: 6.0052 2021-03-16 04:44:46,139 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 4:54:10, time: 0.385, data_time: 0.002, memory: 7070, loss_cls: 2.6757, loss: 2.6757, grad_norm: 6.0333 2021-03-16 04:44:53,492 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 4:54:03, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.7803, loss: 2.7803, grad_norm: 6.0238 2021-03-16 04:45:00,775 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 4:53:55, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.7234, loss: 2.7234, grad_norm: 5.6923 2021-03-16 04:45:08,264 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 4:53:47, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 2.7451, loss: 2.7451, grad_norm: 5.7071 2021-03-16 04:45:15,454 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 4:53:39, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.6824, loss: 2.6824, grad_norm: 5.7007 2021-03-16 04:45:22,855 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 4:53:32, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.7619, loss: 2.7619, grad_norm: 6.1607 2021-03-16 04:45:30,168 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 4:53:24, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.6641, loss: 2.6641, grad_norm: 5.6314 2021-03-16 04:45:37,622 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 4:53:17, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.6557, loss: 2.6557, grad_norm: 5.7060 2021-03-16 04:45:44,880 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 4:53:09, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.6021, loss: 2.6021, grad_norm: 5.9618 2021-03-16 04:45:52,333 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 4:53:01, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.8203, loss: 2.8203, grad_norm: 5.9598 2021-03-16 04:45:59,627 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 4:52:53, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.6894, loss: 2.6894, grad_norm: 6.0085 2021-03-16 04:46:06,640 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 4:52:45, time: 0.352, data_time: 0.002, memory: 7070, loss_cls: 2.6995, loss: 2.6995, grad_norm: 5.7382 2021-03-16 04:46:14,170 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 4:52:38, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 2.6723, loss: 2.6723, grad_norm: 5.8879 2021-03-16 04:46:21,455 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 4:52:30, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.6404, loss: 2.6404, grad_norm: 5.7638 2021-03-16 04:46:29,021 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 4:52:23, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.5448, loss: 2.5448, grad_norm: 5.6408 2021-03-16 04:46:30,820 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-16 04:46:48,606 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 4:52:32, time: 0.871, data_time: 0.501, memory: 7070, loss_cls: 2.6428, loss: 2.6428, grad_norm: 5.5732 2021-03-16 04:46:56,178 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 4:52:25, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.7964, loss: 2.7964, grad_norm: 5.7152 2021-03-16 04:47:03,474 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 4:52:17, time: 0.369, data_time: 0.005, memory: 7070, loss_cls: 2.5085, loss: 2.5085, grad_norm: 5.9003 2021-03-16 04:47:10,742 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 4:52:09, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.7542, loss: 2.7542, grad_norm: 5.4876 2021-03-16 04:47:18,297 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 4:52:02, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.6467, loss: 2.6467, grad_norm: 5.5766 2021-03-16 04:47:25,615 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 4:51:54, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.6320, loss: 2.6320, grad_norm: 5.8316 2021-03-16 04:47:33,307 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 4:51:47, time: 0.386, data_time: 0.002, memory: 7070, loss_cls: 2.7902, loss: 2.7902, grad_norm: 5.6092 2021-03-16 04:47:40,922 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 4:51:40, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 2.5952, loss: 2.5952, grad_norm: 6.0272 2021-03-16 04:47:48,317 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 4:51:32, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.6052, loss: 2.6052, grad_norm: 5.7513 2021-03-16 04:47:55,768 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 4:51:25, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.5796, loss: 2.5796, grad_norm: 5.6777 2021-03-16 04:48:02,854 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 4:51:17, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 2.6260, loss: 2.6260, grad_norm: 5.7837 2021-03-16 04:48:10,335 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 4:51:09, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.6972, loss: 2.6972, grad_norm: 5.8649 2021-03-16 04:48:17,606 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 4:51:01, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.7544, loss: 2.7544, grad_norm: 5.5188 2021-03-16 04:48:24,737 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 4:50:53, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.6520, loss: 2.6520, grad_norm: 5.6225 2021-03-16 04:48:31,925 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 4:50:45, time: 0.360, data_time: 0.005, memory: 7070, loss_cls: 2.5152, loss: 2.5152, grad_norm: 5.7782 2021-03-16 04:48:39,573 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 4:50:38, time: 0.382, data_time: 0.002, memory: 7070, loss_cls: 2.5693, loss: 2.5693, grad_norm: 5.8363 2021-03-16 04:48:46,677 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 4:50:30, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.5945, loss: 2.5945, grad_norm: 6.0526 2021-03-16 04:48:54,129 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 4:50:22, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.5894, loss: 2.5894, grad_norm: 5.9393 2021-03-16 04:49:01,432 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 4:50:15, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6109, loss: 2.6109, grad_norm: 6.0802 2021-03-16 04:49:08,983 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 4:50:07, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 2.6017, loss: 2.6017, grad_norm: 5.9128 2021-03-16 04:49:16,204 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 4:49:59, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 2.5943, loss: 2.5943, grad_norm: 5.6732 2021-03-16 04:49:23,397 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 4:49:51, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.6920, loss: 2.6920, grad_norm: 5.8907 2021-03-16 04:49:30,979 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 4:49:44, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.7190, loss: 2.7190, grad_norm: 5.8270 2021-03-16 04:49:38,283 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 4:49:36, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7368, loss: 2.7368, grad_norm: 5.8356 2021-03-16 04:49:45,524 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 4:49:28, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.6471, loss: 2.6471, grad_norm: 5.6563 2021-03-16 04:49:52,847 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 4:49:20, time: 0.367, data_time: 0.007, memory: 7070, loss_cls: 2.7151, loss: 2.7151, grad_norm: 5.7250 2021-03-16 04:50:00,110 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 4:49:13, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.5981, loss: 2.5981, grad_norm: 5.8635 2021-03-16 04:50:07,202 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 4:49:04, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 2.5752, loss: 2.5752, grad_norm: 5.6489 2021-03-16 04:50:14,733 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 4:48:57, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 2.6051, loss: 2.6051, grad_norm: 5.7936 2021-03-16 04:50:21,974 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 4:48:49, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.6541, loss: 2.6541, grad_norm: 5.7046 2021-03-16 04:50:29,323 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 4:48:41, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6932, loss: 2.6932, grad_norm: 5.6765 2021-03-16 04:50:36,679 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 4:48:34, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6703, loss: 2.6703, grad_norm: 5.5927 2021-03-16 04:50:43,806 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 4:48:26, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.7088, loss: 2.7088, grad_norm: 5.7384 2021-03-16 04:50:51,126 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 4:48:18, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.5226, loss: 2.5226, grad_norm: 6.1751 2021-03-16 04:50:58,470 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 4:48:10, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6567, loss: 2.6567, grad_norm: 5.8035 2021-03-16 04:51:05,648 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 4:48:02, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.5818, loss: 2.5818, grad_norm: 5.9197 2021-03-16 04:51:13,076 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 4:47:54, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.7160, loss: 2.7160, grad_norm: 5.6073 2021-03-16 04:51:20,148 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 4:47:46, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.6140, loss: 2.6140, grad_norm: 5.7042 2021-03-16 04:51:27,739 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 4:47:39, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.6952, loss: 2.6952, grad_norm: 5.6715 2021-03-16 04:51:34,903 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 4:47:31, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 2.7247, loss: 2.7247, grad_norm: 5.7179 2021-03-16 04:51:42,320 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 4:47:23, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.5222, loss: 2.5222, grad_norm: 5.7377 2021-03-16 04:51:49,406 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 4:47:15, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.4881, loss: 2.4881, grad_norm: 5.7551 2021-03-16 04:51:56,664 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 4:47:07, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6644, loss: 2.6644, grad_norm: 5.8344 2021-03-16 04:52:03,999 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 4:46:59, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.7145, loss: 2.7145, grad_norm: 5.7958 2021-03-16 04:52:11,251 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 4:46:52, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.6724, loss: 2.6724, grad_norm: 5.6162 2021-03-16 04:52:18,777 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 4:46:44, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6846, loss: 2.6846, grad_norm: 5.7832 2021-03-16 04:52:25,993 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 4:46:36, time: 0.366, data_time: 0.007, memory: 7070, loss_cls: 2.6169, loss: 2.6169, grad_norm: 5.7114 2021-03-16 04:52:33,398 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 4:46:29, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.7150, loss: 2.7150, grad_norm: 5.7054 2021-03-16 04:52:40,395 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 4:46:20, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 2.5837, loss: 2.5837, grad_norm: 5.6326 2021-03-16 04:52:47,755 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 4:46:13, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6855, loss: 2.6855, grad_norm: 5.6288 2021-03-16 04:52:54,705 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 4:46:04, time: 0.348, data_time: 0.002, memory: 7070, loss_cls: 2.6039, loss: 2.6039, grad_norm: 5.7282 2021-03-16 04:53:02,305 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 4:45:57, time: 0.380, data_time: 0.003, memory: 7070, loss_cls: 2.6292, loss: 2.6292, grad_norm: 5.7035 2021-03-16 04:53:09,700 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 4:45:49, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6101, loss: 2.6101, grad_norm: 5.8031 2021-03-16 04:53:17,065 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 4:45:42, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.6521, loss: 2.6521, grad_norm: 5.6173 2021-03-16 04:53:24,218 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 4:45:34, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 2.6963, loss: 2.6963, grad_norm: 5.5194 2021-03-16 04:53:31,426 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 4:45:26, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.5549, loss: 2.5549, grad_norm: 5.8214 2021-03-16 04:53:38,800 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 4:45:18, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.5684, loss: 2.5684, grad_norm: 5.5728 2021-03-16 04:53:46,033 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 4:45:10, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.7181, loss: 2.7181, grad_norm: 5.7544 2021-03-16 04:53:53,279 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 4:45:02, time: 0.365, data_time: 0.004, memory: 7070, loss_cls: 2.7571, loss: 2.7571, grad_norm: 5.7255 2021-03-16 04:54:00,544 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 4:44:54, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.7021, loss: 2.7021, grad_norm: 5.6086 2021-03-16 04:54:07,866 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 4:44:47, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6491, loss: 2.6491, grad_norm: 5.6800 2021-03-16 04:54:15,050 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 4:44:38, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.5919, loss: 2.5919, grad_norm: 5.7136 2021-03-16 04:54:22,314 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 4:44:31, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.6574, loss: 2.6574, grad_norm: 5.5071 2021-03-16 04:54:29,643 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 4:44:23, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.6133, loss: 2.6133, grad_norm: 5.7423 2021-03-16 04:54:37,120 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 4:44:16, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 2.6077, loss: 2.6077, grad_norm: 5.9327 2021-03-16 04:54:44,447 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 4:44:08, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.5911, loss: 2.5911, grad_norm: 5.5531 2021-03-16 04:54:51,491 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 4:44:00, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.6819, loss: 2.6819, grad_norm: 5.6694 2021-03-16 04:54:53,285 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-16 04:55:56,578 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 04:55:56,720 - mmaction - INFO - top1_acc 0.3355 top5_acc 0.6260 2021-03-16 04:55:56,720 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 04:55:56,728 - mmaction - INFO - mean_acc 0.2991 2021-03-16 04:55:57,054 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-03-16 04:55:57,054 - mmaction - INFO - Best top1_acc is 0.3355 at 16 epoch. 2021-03-16 04:55:57,058 - mmaction - INFO - Epoch(val) [16][1345] top1_acc: 0.3355, top5_acc: 0.6260, mean_class_accuracy: 0.2991 2021-03-16 04:56:14,738 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 4:44:08, time: 0.883, data_time: 0.494, memory: 7070, loss_cls: 2.6024, loss: 2.6024, grad_norm: 5.5576 2021-03-16 04:56:22,382 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 4:44:01, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 2.5007, loss: 2.5007, grad_norm: 5.6996 2021-03-16 04:56:29,835 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 4:43:53, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.6809, loss: 2.6809, grad_norm: 5.8930 2021-03-16 04:56:37,072 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 4:43:45, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.4952, loss: 2.4952, grad_norm: 5.5723 2021-03-16 04:56:44,383 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 4:43:38, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.6783, loss: 2.6783, grad_norm: 5.6019 2021-03-16 04:56:51,912 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 4:43:30, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.7192, loss: 2.7192, grad_norm: 5.6902 2021-03-16 04:56:59,093 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 4:43:22, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.6001, loss: 2.6001, grad_norm: 5.7499 2021-03-16 04:57:06,416 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 4:43:15, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.4645, loss: 2.4645, grad_norm: 5.8130 2021-03-16 04:57:13,997 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 4:43:07, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 2.7134, loss: 2.7134, grad_norm: 5.8988 2021-03-16 04:57:21,226 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 4:42:59, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.6042, loss: 2.6042, grad_norm: 5.6670 2021-03-16 04:57:28,535 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 4:42:52, time: 0.367, data_time: 0.003, memory: 7070, loss_cls: 2.6496, loss: 2.6496, grad_norm: 5.9111 2021-03-16 04:57:36,083 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 4:42:44, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.4815, loss: 2.4815, grad_norm: 5.8435 2021-03-16 04:57:43,447 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 4:42:37, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6414, loss: 2.6414, grad_norm: 5.8306 2021-03-16 04:57:50,515 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 4:42:28, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 2.6150, loss: 2.6150, grad_norm: 5.6041 2021-03-16 04:57:57,940 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 4:42:21, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.6030, loss: 2.6030, grad_norm: 5.7573 2021-03-16 04:58:05,345 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 4:42:13, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.5042, loss: 2.5042, grad_norm: 6.1666 2021-03-16 04:58:12,792 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 4:42:06, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.5356, loss: 2.5356, grad_norm: 5.5523 2021-03-16 04:58:20,147 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 4:41:58, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 2.6609, loss: 2.6609, grad_norm: 5.7367 2021-03-16 04:58:27,167 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 4:41:50, time: 0.351, data_time: 0.000, memory: 7070, loss_cls: 2.6852, loss: 2.6852, grad_norm: 5.6497 2021-03-16 04:58:34,309 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 4:41:42, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.5568, loss: 2.5568, grad_norm: 5.9856 2021-03-16 04:58:41,625 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 4:41:34, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.5723, loss: 2.5723, grad_norm: 5.6127 2021-03-16 04:58:49,086 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 4:41:27, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.5263, loss: 2.5263, grad_norm: 5.7537 2021-03-16 04:58:56,318 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 4:41:19, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.4877, loss: 2.4877, grad_norm: 5.8877 2021-03-16 04:59:03,532 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 4:41:11, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.6430, loss: 2.6430, grad_norm: 5.7742 2021-03-16 04:59:10,553 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 4:41:02, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 2.5904, loss: 2.5904, grad_norm: 6.0037 2021-03-16 04:59:17,961 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 4:40:55, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.7430, loss: 2.7430, grad_norm: 5.8670 2021-03-16 04:59:25,307 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 4:40:47, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 2.5601, loss: 2.5601, grad_norm: 5.8036 2021-03-16 04:59:32,576 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 4:40:39, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.6213, loss: 2.6213, grad_norm: 5.7265 2021-03-16 04:59:39,735 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 4:40:31, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 2.5945, loss: 2.5945, grad_norm: 5.7362 2021-03-16 04:59:47,244 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 4:40:24, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 2.5997, loss: 2.5997, grad_norm: 6.1190 2021-03-16 04:59:54,633 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 4:40:16, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.5569, loss: 2.5569, grad_norm: 5.5551 2021-03-16 05:00:02,065 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 4:40:09, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.6214, loss: 2.6214, grad_norm: 5.8115 2021-03-16 05:00:09,364 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 4:40:01, time: 0.368, data_time: 0.005, memory: 7070, loss_cls: 2.5621, loss: 2.5621, grad_norm: 5.7309 2021-03-16 05:00:16,682 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 4:39:53, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.5659, loss: 2.5659, grad_norm: 5.9281 2021-03-16 05:00:24,094 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 4:39:46, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.5632, loss: 2.5632, grad_norm: 5.7921 2021-03-16 05:00:31,718 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 4:39:39, time: 0.380, data_time: 0.000, memory: 7070, loss_cls: 2.6112, loss: 2.6112, grad_norm: 6.2520 2021-03-16 05:00:38,832 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 4:39:30, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.5354, loss: 2.5354, grad_norm: 5.8915 2021-03-16 05:00:46,285 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 4:39:23, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.5746, loss: 2.5746, grad_norm: 6.0249 2021-03-16 05:00:53,749 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 4:39:15, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.5968, loss: 2.5968, grad_norm: 5.4278 2021-03-16 05:01:01,278 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 4:39:08, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 2.6193, loss: 2.6193, grad_norm: 5.9068 2021-03-16 05:01:08,545 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 4:39:00, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.6894, loss: 2.6894, grad_norm: 5.7405 2021-03-16 05:01:16,058 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 4:38:53, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 2.5434, loss: 2.5434, grad_norm: 5.7116 2021-03-16 05:01:23,325 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 4:38:45, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.6287, loss: 2.6287, grad_norm: 5.7807 2021-03-16 05:01:30,437 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 4:38:37, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.6592, loss: 2.6592, grad_norm: 5.5908 2021-03-16 05:01:37,672 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 4:38:29, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.6888, loss: 2.6888, grad_norm: 5.7830 2021-03-16 05:01:44,697 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 4:38:21, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.5995, loss: 2.5995, grad_norm: 5.9152 2021-03-16 05:01:52,036 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 4:38:13, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6407, loss: 2.6407, grad_norm: 5.7541 2021-03-16 05:01:59,519 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 4:38:06, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 2.7001, loss: 2.7001, grad_norm: 5.6734 2021-03-16 05:02:06,848 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 4:37:58, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6703, loss: 2.6703, grad_norm: 5.6077 2021-03-16 05:02:14,472 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 4:37:51, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 2.6468, loss: 2.6468, grad_norm: 5.7889 2021-03-16 05:02:21,729 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 4:37:43, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.5504, loss: 2.5504, grad_norm: 5.8640 2021-03-16 05:02:29,290 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 4:37:36, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.5730, loss: 2.5730, grad_norm: 5.7491 2021-03-16 05:02:36,654 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 4:37:28, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7413, loss: 2.7413, grad_norm: 5.8046 2021-03-16 05:02:44,076 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 4:37:21, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6423, loss: 2.6423, grad_norm: 5.7128 2021-03-16 05:02:51,256 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 4:37:13, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.6280, loss: 2.6280, grad_norm: 5.7777 2021-03-16 05:02:58,623 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 4:37:05, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.6594, loss: 2.6594, grad_norm: 5.7197 2021-03-16 05:03:05,830 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 4:36:57, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.6649, loss: 2.6649, grad_norm: 5.7370 2021-03-16 05:03:13,028 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 4:36:49, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.5545, loss: 2.5545, grad_norm: 5.8892 2021-03-16 05:03:20,203 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 4:36:41, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.6161, loss: 2.6161, grad_norm: 5.7848 2021-03-16 05:03:27,690 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 4:36:34, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.6841, loss: 2.6841, grad_norm: 5.7184 2021-03-16 05:03:35,018 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 4:36:26, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.6953, loss: 2.6953, grad_norm: 5.6965 2021-03-16 05:03:42,246 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 4:36:18, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.7476, loss: 2.7476, grad_norm: 5.6479 2021-03-16 05:03:49,513 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 4:36:10, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.6344, loss: 2.6344, grad_norm: 5.7141 2021-03-16 05:03:56,951 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 4:36:03, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.5285, loss: 2.5285, grad_norm: 5.8611 2021-03-16 05:04:04,547 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 4:35:56, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.5286, loss: 2.5286, grad_norm: 5.5765 2021-03-16 05:04:11,798 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 4:35:48, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6411, loss: 2.6411, grad_norm: 5.6547 2021-03-16 05:04:18,911 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 4:35:40, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.6220, loss: 2.6220, grad_norm: 5.8883 2021-03-16 05:04:20,719 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-16 05:04:39,292 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 4:35:48, time: 0.906, data_time: 0.431, memory: 7070, loss_cls: 2.6269, loss: 2.6269, grad_norm: 5.5175 2021-03-16 05:04:46,706 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 4:35:40, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.5430, loss: 2.5430, grad_norm: 5.6693 2021-03-16 05:04:54,522 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 4:35:33, time: 0.391, data_time: 0.001, memory: 7070, loss_cls: 2.5910, loss: 2.5910, grad_norm: 5.8923 2021-03-16 05:05:01,874 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 4:35:26, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.5892, loss: 2.5892, grad_norm: 5.6673 2021-03-16 05:05:09,430 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 4:35:18, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.5570, loss: 2.5570, grad_norm: 5.5173 2021-03-16 05:05:16,522 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 4:35:10, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.5628, loss: 2.5628, grad_norm: 5.6648 2021-03-16 05:05:23,721 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 4:35:02, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.6544, loss: 2.6544, grad_norm: 5.7303 2021-03-16 05:05:31,056 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 4:34:54, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.5652, loss: 2.5652, grad_norm: 5.5841 2021-03-16 05:05:38,545 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 4:34:47, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.4647, loss: 2.4647, grad_norm: 5.8741 2021-03-16 05:05:45,599 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 4:34:39, time: 0.352, data_time: 0.002, memory: 7070, loss_cls: 2.6287, loss: 2.6287, grad_norm: 5.7726 2021-03-16 05:05:53,007 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 4:34:31, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.6027, loss: 2.6027, grad_norm: 5.6806 2021-03-16 05:06:00,236 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 4:34:23, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 2.5104, loss: 2.5104, grad_norm: 5.9601 2021-03-16 05:06:07,605 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 4:34:16, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.5310, loss: 2.5310, grad_norm: 5.9690 2021-03-16 05:06:14,786 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 4:34:08, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 2.5317, loss: 2.5317, grad_norm: 5.6630 2021-03-16 05:06:22,369 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 4:34:00, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.5637, loss: 2.5637, grad_norm: 5.8875 2021-03-16 05:06:29,624 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 4:33:53, time: 0.366, data_time: 0.005, memory: 7070, loss_cls: 2.7225, loss: 2.7225, grad_norm: 5.4627 2021-03-16 05:06:37,125 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 4:33:45, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.6632, loss: 2.6632, grad_norm: 5.7546 2021-03-16 05:06:44,592 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 4:33:38, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.5132, loss: 2.5132, grad_norm: 5.8176 2021-03-16 05:06:52,007 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 4:33:30, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.5142, loss: 2.5142, grad_norm: 6.0014 2021-03-16 05:06:59,275 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 4:33:22, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.6791, loss: 2.6791, grad_norm: 5.6623 2021-03-16 05:07:06,556 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 4:33:15, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.5437, loss: 2.5437, grad_norm: 5.6991 2021-03-16 05:07:13,832 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 4:33:07, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.5150, loss: 2.5150, grad_norm: 6.3437 2021-03-16 05:07:21,354 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 4:33:00, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.7064, loss: 2.7064, grad_norm: 6.0785 2021-03-16 05:07:28,717 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 4:32:52, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6006, loss: 2.6006, grad_norm: 5.9225 2021-03-16 05:07:36,034 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 4:32:44, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7009, loss: 2.7009, grad_norm: 5.7989 2021-03-16 05:07:43,287 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 4:32:36, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.5126, loss: 2.5126, grad_norm: 5.6899 2021-03-16 05:07:50,834 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 4:32:29, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.5638, loss: 2.5638, grad_norm: 6.1253 2021-03-16 05:07:58,116 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 4:32:21, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.5638, loss: 2.5638, grad_norm: 5.8950 2021-03-16 05:08:05,324 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 4:32:13, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.7275, loss: 2.7275, grad_norm: 5.7843 2021-03-16 05:08:12,732 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 4:32:06, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.6360, loss: 2.6360, grad_norm: 5.8874 2021-03-16 05:08:19,902 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 4:31:58, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.6519, loss: 2.6519, grad_norm: 5.7807 2021-03-16 05:08:27,287 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 4:31:50, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.5524, loss: 2.5524, grad_norm: 5.9336 2021-03-16 05:08:34,632 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 4:31:42, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.5667, loss: 2.5667, grad_norm: 5.9240 2021-03-16 05:08:42,399 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 4:31:36, time: 0.388, data_time: 0.001, memory: 7070, loss_cls: 2.6459, loss: 2.6459, grad_norm: 5.8841 2021-03-16 05:08:49,688 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 4:31:28, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.5297, loss: 2.5297, grad_norm: 5.8397 2021-03-16 05:08:57,166 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 4:31:20, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.6543, loss: 2.6543, grad_norm: 5.8143 2021-03-16 05:09:04,482 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 4:31:13, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.7631, loss: 2.7631, grad_norm: 5.8746 2021-03-16 05:09:11,889 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 4:31:05, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.5947, loss: 2.5947, grad_norm: 5.7762 2021-03-16 05:09:19,010 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 4:30:57, time: 0.357, data_time: 0.004, memory: 7070, loss_cls: 2.5311, loss: 2.5311, grad_norm: 5.8102 2021-03-16 05:09:26,459 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 4:30:50, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.6071, loss: 2.6071, grad_norm: 5.5579 2021-03-16 05:09:33,695 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 4:30:42, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.6878, loss: 2.6878, grad_norm: 5.8025 2021-03-16 05:09:41,202 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 4:30:34, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.7813, loss: 2.7813, grad_norm: 5.8804 2021-03-16 05:09:48,399 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 4:30:26, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.7314, loss: 2.7314, grad_norm: 5.7664 2021-03-16 05:09:55,602 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 4:30:19, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.7092, loss: 2.7092, grad_norm: 5.6779 2021-03-16 05:10:02,970 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 4:30:11, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.5923, loss: 2.5923, grad_norm: 5.7533 2021-03-16 05:10:10,439 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 4:30:03, time: 0.377, data_time: 0.003, memory: 7070, loss_cls: 2.4537, loss: 2.4537, grad_norm: 5.7563 2021-03-16 05:10:17,825 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 4:29:56, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.5872, loss: 2.5872, grad_norm: 5.8671 2021-03-16 05:10:25,120 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 4:29:48, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.5740, loss: 2.5740, grad_norm: 5.9905 2021-03-16 05:10:32,360 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 4:29:40, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.5902, loss: 2.5902, grad_norm: 6.0255 2021-03-16 05:10:39,599 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 4:29:32, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6901, loss: 2.6901, grad_norm: 5.9054 2021-03-16 05:10:46,991 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 4:29:25, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7614, loss: 2.7614, grad_norm: 5.8036 2021-03-16 05:10:54,313 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 4:29:17, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 2.5499, loss: 2.5499, grad_norm: 5.5943 2021-03-16 05:11:01,529 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 4:29:09, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.6555, loss: 2.6555, grad_norm: 5.6061 2021-03-16 05:11:08,735 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 4:29:01, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.5604, loss: 2.5604, grad_norm: 6.0262 2021-03-16 05:11:15,946 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 4:28:53, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.5498, loss: 2.5498, grad_norm: 5.7885 2021-03-16 05:11:23,475 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 4:28:46, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.7071, loss: 2.7071, grad_norm: 5.5648 2021-03-16 05:11:30,831 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 4:28:39, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6259, loss: 2.6259, grad_norm: 5.6386 2021-03-16 05:11:38,051 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 4:28:31, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.6522, loss: 2.6522, grad_norm: 5.8018 2021-03-16 05:11:45,434 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 4:28:23, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.6880, loss: 2.6880, grad_norm: 6.2399 2021-03-16 05:11:52,723 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 4:28:15, time: 0.368, data_time: 0.005, memory: 7070, loss_cls: 2.5943, loss: 2.5943, grad_norm: 5.9133 2021-03-16 05:11:59,949 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 4:28:07, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.6346, loss: 2.6346, grad_norm: 5.4943 2021-03-16 05:12:07,169 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 4:28:00, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.5065, loss: 2.5065, grad_norm: 5.8375 2021-03-16 05:12:14,337 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 4:27:52, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 2.7602, loss: 2.7602, grad_norm: 5.8087 2021-03-16 05:12:21,534 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 4:27:44, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.5965, loss: 2.5965, grad_norm: 5.8614 2021-03-16 05:12:28,880 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 4:27:36, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6639, loss: 2.6639, grad_norm: 5.6767 2021-03-16 05:12:36,283 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 4:27:29, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.5911, loss: 2.5911, grad_norm: 5.4606 2021-03-16 05:12:43,258 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 4:27:20, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 2.7116, loss: 2.7116, grad_norm: 5.8817 2021-03-16 05:12:45,033 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-16 05:13:47,368 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 05:13:47,616 - mmaction - INFO - top1_acc 0.3358 top5_acc 0.6337 2021-03-16 05:13:47,616 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 05:13:47,630 - mmaction - INFO - mean_acc 0.3001 2021-03-16 05:13:47,981 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-03-16 05:13:47,981 - mmaction - INFO - Best top1_acc is 0.3358 at 18 epoch. 2021-03-16 05:13:47,985 - mmaction - INFO - Epoch(val) [18][1345] top1_acc: 0.3358, top5_acc: 0.6337, mean_class_accuracy: 0.3001 2021-03-16 05:14:05,306 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 4:27:25, time: 0.864, data_time: 0.428, memory: 7070, loss_cls: 2.6310, loss: 2.6310, grad_norm: 5.6152 2021-03-16 05:14:12,609 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 4:27:17, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 2.5640, loss: 2.5640, grad_norm: 5.5425 2021-03-16 05:14:19,709 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 4:27:09, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 2.5793, loss: 2.5793, grad_norm: 5.6471 2021-03-16 05:14:27,218 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 4:27:02, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 2.4800, loss: 2.4800, grad_norm: 5.7655 2021-03-16 05:14:34,469 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 4:26:54, time: 0.365, data_time: 0.004, memory: 7070, loss_cls: 2.6529, loss: 2.6529, grad_norm: 5.8941 2021-03-16 05:14:41,818 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 4:26:46, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 2.4910, loss: 2.4910, grad_norm: 5.8116 2021-03-16 05:14:49,003 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 4:26:38, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.6341, loss: 2.6341, grad_norm: 5.5712 2021-03-16 05:14:56,363 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 4:26:31, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.5080, loss: 2.5080, grad_norm: 5.8890 2021-03-16 05:15:03,666 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 4:26:23, time: 0.367, data_time: 0.003, memory: 7070, loss_cls: 2.5902, loss: 2.5902, grad_norm: 5.4137 2021-03-16 05:15:11,176 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 4:26:16, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.5917, loss: 2.5917, grad_norm: 5.9749 2021-03-16 05:15:18,354 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 4:26:08, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.7205, loss: 2.7205, grad_norm: 5.7826 2021-03-16 05:15:25,840 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 4:26:00, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.5918, loss: 2.5918, grad_norm: 5.8141 2021-03-16 05:15:33,594 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 4:25:53, time: 0.388, data_time: 0.001, memory: 7070, loss_cls: 2.5435, loss: 2.5435, grad_norm: 5.6815 2021-03-16 05:15:41,119 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 4:25:46, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.5577, loss: 2.5577, grad_norm: 5.8214 2021-03-16 05:15:48,432 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 4:25:38, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.6130, loss: 2.6130, grad_norm: 5.8505 2021-03-16 05:15:55,771 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 4:25:31, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 2.5916, loss: 2.5916, grad_norm: 5.7009 2021-03-16 05:16:03,024 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 4:25:23, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.5703, loss: 2.5703, grad_norm: 5.5575 2021-03-16 05:16:10,456 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 4:25:15, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.5736, loss: 2.5736, grad_norm: 5.5794 2021-03-16 05:16:17,607 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 4:25:07, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.4342, loss: 2.4342, grad_norm: 5.7982 2021-03-16 05:16:24,934 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 4:25:00, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.5757, loss: 2.5757, grad_norm: 5.8016 2021-03-16 05:16:32,056 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 4:24:52, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.5179, loss: 2.5179, grad_norm: 5.6370 2021-03-16 05:16:39,517 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 4:24:44, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 2.4915, loss: 2.4915, grad_norm: 5.7599 2021-03-16 05:16:46,893 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 4:24:37, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6810, loss: 2.6810, grad_norm: 5.7594 2021-03-16 05:16:54,215 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 4:24:29, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.5381, loss: 2.5381, grad_norm: 5.5829 2021-03-16 05:17:01,362 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 4:24:21, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 2.6474, loss: 2.6474, grad_norm: 5.6098 2021-03-16 05:17:08,487 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 4:24:13, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.4894, loss: 2.4894, grad_norm: 5.6819 2021-03-16 05:17:15,855 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 4:24:05, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.5639, loss: 2.5639, grad_norm: 6.1231 2021-03-16 05:17:22,978 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 4:23:57, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 2.6464, loss: 2.6464, grad_norm: 5.7791 2021-03-16 05:17:30,239 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 4:23:49, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.6575, loss: 2.6575, grad_norm: 6.0207 2021-03-16 05:17:37,375 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 4:23:41, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.6564, loss: 2.6564, grad_norm: 5.5221 2021-03-16 05:17:44,708 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 4:23:34, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.6089, loss: 2.6089, grad_norm: 5.6701 2021-03-16 05:17:51,937 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 4:23:26, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.6057, loss: 2.6057, grad_norm: 5.5563 2021-03-16 05:17:59,427 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 4:23:19, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.6154, loss: 2.6154, grad_norm: 5.5059 2021-03-16 05:18:06,588 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 4:23:11, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.6033, loss: 2.6033, grad_norm: 5.9864 2021-03-16 05:18:14,126 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 4:23:03, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 2.7196, loss: 2.7196, grad_norm: 5.6697 2021-03-16 05:18:21,415 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 4:22:56, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.5908, loss: 2.5908, grad_norm: 5.6895 2021-03-16 05:18:28,768 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 4:22:48, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.5515, loss: 2.5515, grad_norm: 5.9136 2021-03-16 05:18:36,122 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 4:22:40, time: 0.367, data_time: 0.006, memory: 7070, loss_cls: 2.6828, loss: 2.6828, grad_norm: 5.7226 2021-03-16 05:18:43,437 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 4:22:33, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.6304, loss: 2.6304, grad_norm: 6.0273 2021-03-16 05:18:50,836 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 4:22:25, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.6376, loss: 2.6376, grad_norm: 5.5837 2021-03-16 05:18:58,222 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 4:22:17, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.6137, loss: 2.6137, grad_norm: 5.7524 2021-03-16 05:19:05,529 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 4:22:10, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.6214, loss: 2.6214, grad_norm: 5.9213 2021-03-16 05:19:12,810 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 4:22:02, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.5710, loss: 2.5710, grad_norm: 5.6899 2021-03-16 05:19:19,945 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 4:21:54, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.5871, loss: 2.5871, grad_norm: 5.8646 2021-03-16 05:19:27,188 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 4:21:46, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.4536, loss: 2.4536, grad_norm: 5.6508 2021-03-16 05:19:34,400 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 4:21:38, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.5029, loss: 2.5029, grad_norm: 5.9927 2021-03-16 05:19:41,952 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 4:21:31, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.6548, loss: 2.6548, grad_norm: 5.8400 2021-03-16 05:19:49,317 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 4:21:23, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.4941, loss: 2.4941, grad_norm: 5.9137 2021-03-16 05:19:56,405 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 4:21:15, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.6494, loss: 2.6494, grad_norm: 5.6286 2021-03-16 05:20:04,185 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 4:21:08, time: 0.389, data_time: 0.005, memory: 7070, loss_cls: 2.5709, loss: 2.5709, grad_norm: 5.9257 2021-03-16 05:20:11,298 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 4:21:00, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.7290, loss: 2.7290, grad_norm: 6.0806 2021-03-16 05:20:18,675 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 4:20:53, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 2.5082, loss: 2.5082, grad_norm: 5.8061 2021-03-16 05:20:26,019 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 4:20:45, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.3914, loss: 2.3914, grad_norm: 5.8886 2021-03-16 05:20:33,527 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 4:20:38, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.6827, loss: 2.6827, grad_norm: 5.7625 2021-03-16 05:20:40,697 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 4:20:30, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.6460, loss: 2.6460, grad_norm: 5.9278 2021-03-16 05:20:47,830 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 4:20:22, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.5547, loss: 2.5547, grad_norm: 5.7937 2021-03-16 05:20:55,287 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 4:20:15, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.6449, loss: 2.6449, grad_norm: 6.0102 2021-03-16 05:21:02,508 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 4:20:07, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 2.5197, loss: 2.5197, grad_norm: 5.8712 2021-03-16 05:21:10,036 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 4:19:59, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 2.5825, loss: 2.5825, grad_norm: 5.9059 2021-03-16 05:21:17,297 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 4:19:52, time: 0.363, data_time: 0.003, memory: 7070, loss_cls: 2.5657, loss: 2.5657, grad_norm: 6.0899 2021-03-16 05:21:24,746 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 4:19:44, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 2.7317, loss: 2.7317, grad_norm: 5.5576 2021-03-16 05:21:32,175 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 4:19:37, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.6445, loss: 2.6445, grad_norm: 5.7494 2021-03-16 05:21:39,532 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 4:19:29, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 2.6708, loss: 2.6708, grad_norm: 5.6047 2021-03-16 05:21:46,608 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 4:19:21, time: 0.353, data_time: 0.000, memory: 7070, loss_cls: 2.4650, loss: 2.4650, grad_norm: 5.8209 2021-03-16 05:21:53,961 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 4:19:13, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.6962, loss: 2.6962, grad_norm: 5.8643 2021-03-16 05:22:01,049 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 4:19:05, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.6384, loss: 2.6384, grad_norm: 5.8513 2021-03-16 05:22:08,090 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 4:18:57, time: 0.353, data_time: 0.002, memory: 7070, loss_cls: 2.6446, loss: 2.6446, grad_norm: 5.5287 2021-03-16 05:22:09,882 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-16 05:22:27,948 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 4:19:01, time: 0.881, data_time: 0.510, memory: 7070, loss_cls: 2.5789, loss: 2.5789, grad_norm: 6.0864 2021-03-16 05:22:35,530 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 4:18:54, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.6307, loss: 2.6307, grad_norm: 5.9629 2021-03-16 05:22:42,984 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 4:18:47, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.5207, loss: 2.5207, grad_norm: 5.8695 2021-03-16 05:22:50,108 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 4:18:39, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 2.6539, loss: 2.6539, grad_norm: 5.6885 2021-03-16 05:22:57,558 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 4:18:31, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.7097, loss: 2.7097, grad_norm: 5.6917 2021-03-16 05:23:04,948 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 4:18:24, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6517, loss: 2.6517, grad_norm: 5.4275 2021-03-16 05:23:11,938 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 4:18:15, time: 0.349, data_time: 0.000, memory: 7070, loss_cls: 2.4887, loss: 2.4887, grad_norm: 5.8367 2021-03-16 05:23:19,224 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 4:18:08, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.5299, loss: 2.5299, grad_norm: 5.9722 2021-03-16 05:23:26,746 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 4:18:00, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.5044, loss: 2.5044, grad_norm: 5.9752 2021-03-16 05:23:34,216 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 4:17:53, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.6198, loss: 2.6198, grad_norm: 5.7051 2021-03-16 05:23:41,911 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 4:17:46, time: 0.385, data_time: 0.002, memory: 7070, loss_cls: 2.4645, loss: 2.4645, grad_norm: 5.9413 2021-03-16 05:23:48,929 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 4:17:38, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.4035, loss: 2.4035, grad_norm: 5.8510 2021-03-16 05:23:56,252 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 4:17:30, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.5253, loss: 2.5253, grad_norm: 5.8587 2021-03-16 05:24:03,644 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 4:17:22, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6139, loss: 2.6139, grad_norm: 5.9249 2021-03-16 05:24:10,970 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 4:17:15, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.6028, loss: 2.6028, grad_norm: 5.9283 2021-03-16 05:24:18,294 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 4:17:07, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.5417, loss: 2.5417, grad_norm: 5.7152 2021-03-16 05:24:25,923 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 4:17:00, time: 0.381, data_time: 0.000, memory: 7070, loss_cls: 2.5989, loss: 2.5989, grad_norm: 5.7135 2021-03-16 05:24:32,791 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 4:16:51, time: 0.343, data_time: 0.001, memory: 7070, loss_cls: 2.5417, loss: 2.5417, grad_norm: 5.8878 2021-03-16 05:24:40,056 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 4:16:44, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.6311, loss: 2.6311, grad_norm: 5.7885 2021-03-16 05:24:47,240 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 4:16:36, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.5748, loss: 2.5748, grad_norm: 5.8460 2021-03-16 05:24:54,625 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 4:16:28, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.5516, loss: 2.5516, grad_norm: 5.8642 2021-03-16 05:25:02,093 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 4:16:21, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.4919, loss: 2.4919, grad_norm: 5.7367 2021-03-16 05:25:09,490 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 4:16:13, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.6557, loss: 2.6557, grad_norm: 5.4380 2021-03-16 05:25:16,900 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 4:16:06, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.4362, loss: 2.4362, grad_norm: 5.8840 2021-03-16 05:25:24,334 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 4:15:58, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 2.5984, loss: 2.5984, grad_norm: 5.7984 2021-03-16 05:25:31,668 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 4:15:51, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.5233, loss: 2.5233, grad_norm: 5.7008 2021-03-16 05:25:39,065 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 4:15:43, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.5447, loss: 2.5447, grad_norm: 5.7888 2021-03-16 05:25:46,312 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 4:15:35, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.4685, loss: 2.4685, grad_norm: 5.9326 2021-03-16 05:25:53,637 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 4:15:28, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.5819, loss: 2.5819, grad_norm: 5.9171 2021-03-16 05:26:01,075 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 4:15:20, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.5768, loss: 2.5768, grad_norm: 5.9227 2021-03-16 05:26:08,627 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 4:15:13, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.5260, loss: 2.5260, grad_norm: 5.7215 2021-03-16 05:26:15,857 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 4:15:05, time: 0.362, data_time: 0.003, memory: 7070, loss_cls: 2.4784, loss: 2.4784, grad_norm: 5.9300 2021-03-16 05:26:23,087 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 4:14:57, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 2.6049, loss: 2.6049, grad_norm: 5.9189 2021-03-16 05:26:30,411 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 4:14:49, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.5314, loss: 2.5314, grad_norm: 6.0123 2021-03-16 05:26:37,985 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 4:14:42, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.6842, loss: 2.6842, grad_norm: 5.8945 2021-03-16 05:26:45,331 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 4:14:35, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.6183, loss: 2.6183, grad_norm: 5.7456 2021-03-16 05:26:52,621 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 4:14:27, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.5008, loss: 2.5008, grad_norm: 5.7469 2021-03-16 05:27:00,149 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 4:14:20, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 2.4369, loss: 2.4369, grad_norm: 5.8178 2021-03-16 05:27:07,467 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 4:14:12, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.5351, loss: 2.5351, grad_norm: 5.9219 2021-03-16 05:27:14,792 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 4:14:04, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.4799, loss: 2.4799, grad_norm: 6.1783 2021-03-16 05:27:22,234 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 4:13:57, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.6982, loss: 2.6982, grad_norm: 6.0887 2021-03-16 05:27:29,591 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 4:13:49, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.6414, loss: 2.6414, grad_norm: 5.4591 2021-03-16 05:27:36,845 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 4:13:41, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.5891, loss: 2.5891, grad_norm: 5.7804 2021-03-16 05:27:44,091 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 4:13:34, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.6008, loss: 2.6008, grad_norm: 5.8296 2021-03-16 05:27:51,292 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 4:13:26, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.6224, loss: 2.6224, grad_norm: 5.8328 2021-03-16 05:27:58,772 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 4:13:18, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.5692, loss: 2.5692, grad_norm: 5.7830 2021-03-16 05:28:06,063 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 4:13:11, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.5912, loss: 2.5912, grad_norm: 5.8173 2021-03-16 05:28:13,351 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 4:13:03, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 2.4393, loss: 2.4393, grad_norm: 6.0589 2021-03-16 05:28:20,463 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 4:12:55, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 2.5941, loss: 2.5941, grad_norm: 5.9480 2021-03-16 05:28:27,721 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 4:12:47, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.5971, loss: 2.5971, grad_norm: 6.0672 2021-03-16 05:28:35,091 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 4:12:40, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.7419, loss: 2.7419, grad_norm: 5.6561 2021-03-16 05:28:42,582 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 4:12:32, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 2.6103, loss: 2.6103, grad_norm: 5.8485 2021-03-16 05:28:49,998 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 4:12:25, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.5545, loss: 2.5545, grad_norm: 5.8557 2021-03-16 05:28:57,121 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 4:12:17, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.5408, loss: 2.5408, grad_norm: 5.5971 2021-03-16 05:29:04,391 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 4:12:09, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.4720, loss: 2.4720, grad_norm: 5.6798 2021-03-16 05:29:11,625 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 4:12:01, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.4817, loss: 2.4817, grad_norm: 5.7753 2021-03-16 05:29:19,157 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 4:11:54, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.6089, loss: 2.6089, grad_norm: 5.6706 2021-03-16 05:29:26,461 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 4:11:46, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.5954, loss: 2.5954, grad_norm: 5.7658 2021-03-16 05:29:33,810 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 4:11:39, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.4422, loss: 2.4422, grad_norm: 5.8315 2021-03-16 05:29:41,104 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 4:11:31, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.6139, loss: 2.6139, grad_norm: 5.8076 2021-03-16 05:29:48,457 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 4:11:23, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.5981, loss: 2.5981, grad_norm: 5.6865 2021-03-16 05:29:55,738 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 4:11:16, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.4669, loss: 2.4669, grad_norm: 5.8633 2021-03-16 05:30:03,123 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 4:11:08, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.5784, loss: 2.5784, grad_norm: 5.7495 2021-03-16 05:30:10,595 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 4:11:01, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.4729, loss: 2.4729, grad_norm: 5.9555 2021-03-16 05:30:17,880 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 4:10:53, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.6056, loss: 2.6056, grad_norm: 5.6868 2021-03-16 05:30:25,364 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 4:10:45, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.6058, loss: 2.6058, grad_norm: 6.2649 2021-03-16 05:30:32,459 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 4:10:37, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.6142, loss: 2.6142, grad_norm: 6.0662 2021-03-16 05:30:34,233 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-16 05:31:36,427 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 05:31:36,572 - mmaction - INFO - top1_acc 0.3453 top5_acc 0.6265 2021-03-16 05:31:36,572 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 05:31:36,580 - mmaction - INFO - mean_acc 0.3126 2021-03-16 05:31:36,905 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-03-16 05:31:36,905 - mmaction - INFO - Best top1_acc is 0.3453 at 20 epoch. 2021-03-16 05:31:36,909 - mmaction - INFO - Epoch(val) [20][1345] top1_acc: 0.3453, top5_acc: 0.6265, mean_class_accuracy: 0.3126 2021-03-16 05:31:53,534 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 4:10:39, time: 0.831, data_time: 0.403, memory: 7070, loss_cls: 2.4591, loss: 2.4591, grad_norm: 5.6760 2021-03-16 05:32:01,039 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 4:10:32, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 2.3933, loss: 2.3933, grad_norm: 5.5686 2021-03-16 05:32:08,658 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 4:10:25, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 2.5593, loss: 2.5593, grad_norm: 5.4638 2021-03-16 05:32:15,969 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 4:10:17, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.2164, loss: 2.2164, grad_norm: 5.2718 2021-03-16 05:32:23,583 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 4:10:10, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 2.4152, loss: 2.4152, grad_norm: 5.4187 2021-03-16 05:32:31,088 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 4:10:02, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.3355, loss: 2.3355, grad_norm: 5.3657 2021-03-16 05:32:38,185 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 4:09:54, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 2.3045, loss: 2.3045, grad_norm: 5.6063 2021-03-16 05:32:45,520 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 4:09:47, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.1747, loss: 2.1747, grad_norm: 5.5298 2021-03-16 05:32:52,653 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 4:09:39, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.3144, loss: 2.3144, grad_norm: 5.5596 2021-03-16 05:32:59,976 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 4:09:31, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.2119, loss: 2.2119, grad_norm: 5.7284 2021-03-16 05:33:07,393 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 4:09:23, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.3009, loss: 2.3009, grad_norm: 5.5338 2021-03-16 05:33:14,750 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 4:09:16, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.2656, loss: 2.2656, grad_norm: 5.3046 2021-03-16 05:33:22,221 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 4:09:08, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.3147, loss: 2.3147, grad_norm: 5.4361 2021-03-16 05:33:29,594 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 4:09:01, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.2820, loss: 2.2820, grad_norm: 5.6533 2021-03-16 05:33:36,770 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 4:08:53, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.2821, loss: 2.2821, grad_norm: 5.7295 2021-03-16 05:33:43,866 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 4:08:45, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 2.1433, loss: 2.1433, grad_norm: 5.4563 2021-03-16 05:33:51,269 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 4:08:37, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.3400, loss: 2.3400, grad_norm: 5.6337 2021-03-16 05:33:58,634 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 4:08:30, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.2604, loss: 2.2604, grad_norm: 5.6910 2021-03-16 05:34:05,965 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 4:08:22, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.1987, loss: 2.1987, grad_norm: 5.6124 2021-03-16 05:34:13,265 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 4:08:14, time: 0.367, data_time: 0.004, memory: 7070, loss_cls: 2.1994, loss: 2.1994, grad_norm: 5.4420 2021-03-16 05:34:20,560 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 4:08:07, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.2041, loss: 2.2041, grad_norm: 5.5738 2021-03-16 05:34:27,712 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 4:07:59, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.1041, loss: 2.1041, grad_norm: 5.6056 2021-03-16 05:34:35,136 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 4:07:51, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.2160, loss: 2.2160, grad_norm: 5.5228 2021-03-16 05:34:42,319 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 4:07:44, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 2.3222, loss: 2.3222, grad_norm: 5.5191 2021-03-16 05:34:49,596 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 4:07:36, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.0817, loss: 2.0817, grad_norm: 5.6623 2021-03-16 05:34:56,916 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 4:07:28, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.3861, loss: 2.3861, grad_norm: 5.7177 2021-03-16 05:35:04,469 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 4:07:21, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.2019, loss: 2.2019, grad_norm: 5.5426 2021-03-16 05:35:11,584 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 4:07:13, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 2.2550, loss: 2.2550, grad_norm: 5.5467 2021-03-16 05:35:19,061 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 4:07:05, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.2014, loss: 2.2014, grad_norm: 5.5579 2021-03-16 05:35:26,371 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 4:06:58, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.1772, loss: 2.1772, grad_norm: 5.5688 2021-03-16 05:35:33,479 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 4:06:50, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.3712, loss: 2.3712, grad_norm: 5.5334 2021-03-16 05:35:41,061 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 4:06:43, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 2.1458, loss: 2.1458, grad_norm: 5.6835 2021-03-16 05:35:48,372 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 4:06:35, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.0461, loss: 2.0461, grad_norm: 5.5013 2021-03-16 05:35:55,669 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 4:06:27, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.1693, loss: 2.1693, grad_norm: 5.7613 2021-03-16 05:36:02,944 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 4:06:20, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.1486, loss: 2.1486, grad_norm: 5.7983 2021-03-16 05:36:10,239 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 4:06:12, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.2190, loss: 2.2190, grad_norm: 5.4931 2021-03-16 05:36:17,359 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 4:06:04, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.2431, loss: 2.2431, grad_norm: 5.6997 2021-03-16 05:36:24,780 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 4:05:56, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.2042, loss: 2.2042, grad_norm: 5.7066 2021-03-16 05:36:32,075 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 4:05:49, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.2541, loss: 2.2541, grad_norm: 5.7189 2021-03-16 05:36:39,664 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 4:05:41, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.0817, loss: 2.0817, grad_norm: 5.7599 2021-03-16 05:36:46,820 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 4:05:34, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.1511, loss: 2.1511, grad_norm: 5.7498 2021-03-16 05:36:54,376 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 4:05:26, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 2.1867, loss: 2.1867, grad_norm: 5.6636 2021-03-16 05:37:01,571 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 4:05:18, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.1218, loss: 2.1218, grad_norm: 5.7622 2021-03-16 05:37:09,237 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 4:05:11, time: 0.384, data_time: 0.001, memory: 7070, loss_cls: 2.1953, loss: 2.1953, grad_norm: 5.7987 2021-03-16 05:37:16,439 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 4:05:03, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.2167, loss: 2.2167, grad_norm: 5.6328 2021-03-16 05:37:23,521 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 4:04:55, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.2294, loss: 2.2294, grad_norm: 5.6904 2021-03-16 05:37:31,003 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 4:04:48, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.1334, loss: 2.1334, grad_norm: 5.6409 2021-03-16 05:37:38,210 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 4:04:40, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.2786, loss: 2.2786, grad_norm: 5.7530 2021-03-16 05:37:45,286 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 4:04:32, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.2063, loss: 2.2063, grad_norm: 5.6795 2021-03-16 05:37:52,794 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 4:04:25, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 2.1940, loss: 2.1940, grad_norm: 5.8022 2021-03-16 05:38:00,090 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 4:04:17, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.1223, loss: 2.1223, grad_norm: 5.9123 2021-03-16 05:38:07,186 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 4:04:09, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 2.1048, loss: 2.1048, grad_norm: 5.8130 2021-03-16 05:38:14,452 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 4:04:02, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.0896, loss: 2.0896, grad_norm: 5.7473 2021-03-16 05:38:21,830 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 4:03:54, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.1271, loss: 2.1271, grad_norm: 5.9550 2021-03-16 05:38:29,236 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 4:03:46, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 2.2188, loss: 2.2188, grad_norm: 5.9624 2021-03-16 05:38:36,503 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 4:03:39, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 2.1359, loss: 2.1359, grad_norm: 5.6498 2021-03-16 05:38:43,786 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 4:03:31, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 2.2070, loss: 2.2070, grad_norm: 5.9829 2021-03-16 05:38:51,144 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 4:03:23, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.2360, loss: 2.2360, grad_norm: 5.5467 2021-03-16 05:38:58,366 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 4:03:16, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9850, loss: 1.9850, grad_norm: 5.8625 2021-03-16 05:39:05,557 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 4:03:08, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 2.0545, loss: 2.0545, grad_norm: 5.7866 2021-03-16 05:39:12,820 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 4:03:00, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.0373, loss: 2.0373, grad_norm: 5.8527 2021-03-16 05:39:20,123 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 4:02:53, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.0750, loss: 2.0750, grad_norm: 5.6512 2021-03-16 05:39:27,570 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 4:02:45, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 2.1710, loss: 2.1710, grad_norm: 5.8539 2021-03-16 05:39:34,823 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 4:02:37, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.1086, loss: 2.1086, grad_norm: 5.7888 2021-03-16 05:39:42,180 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 4:02:30, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.1008, loss: 2.1008, grad_norm: 5.8693 2021-03-16 05:39:49,525 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 4:02:22, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.1971, loss: 2.1971, grad_norm: 5.9329 2021-03-16 05:39:56,635 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 4:02:14, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 2.1278, loss: 2.1278, grad_norm: 5.8031 2021-03-16 05:39:58,403 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-16 05:40:16,243 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 4:02:16, time: 0.874, data_time: 0.464, memory: 7070, loss_cls: 2.1243, loss: 2.1243, grad_norm: 5.4919 2021-03-16 05:40:23,768 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 4:02:09, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.9642, loss: 1.9642, grad_norm: 5.8071 2021-03-16 05:40:31,082 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 4:02:01, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.0430, loss: 2.0430, grad_norm: 5.7397 2021-03-16 05:40:38,471 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 4:01:54, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.1050, loss: 2.1050, grad_norm: 5.6887 2021-03-16 05:40:45,958 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 4:01:46, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.0930, loss: 2.0930, grad_norm: 5.8148 2021-03-16 05:40:53,287 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 4:01:39, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.1147, loss: 2.1147, grad_norm: 5.7893 2021-03-16 05:41:00,447 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 4:01:31, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.1890, loss: 2.1890, grad_norm: 5.7836 2021-03-16 05:41:07,628 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 4:01:23, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.1339, loss: 2.1339, grad_norm: 5.8022 2021-03-16 05:41:14,989 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 4:01:15, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.1190, loss: 2.1190, grad_norm: 5.9455 2021-03-16 05:41:22,222 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 4:01:07, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.0569, loss: 2.0569, grad_norm: 5.9679 2021-03-16 05:41:29,540 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 4:01:00, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.1637, loss: 2.1637, grad_norm: 5.8029 2021-03-16 05:41:37,011 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 4:00:52, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.1269, loss: 2.1269, grad_norm: 5.5854 2021-03-16 05:41:44,358 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 4:00:45, time: 0.376, data_time: 0.009, memory: 7070, loss_cls: 2.1488, loss: 2.1488, grad_norm: 5.5675 2021-03-16 05:41:51,934 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 4:00:37, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 2.1117, loss: 2.1117, grad_norm: 5.6515 2021-03-16 05:41:59,340 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 4:00:30, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.2601, loss: 2.2601, grad_norm: 5.8093 2021-03-16 05:42:06,930 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 4:00:23, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.1551, loss: 2.1551, grad_norm: 5.8685 2021-03-16 05:42:14,256 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 4:00:15, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 2.0954, loss: 2.0954, grad_norm: 5.9911 2021-03-16 05:42:21,589 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 4:00:07, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.0980, loss: 2.0980, grad_norm: 5.8467 2021-03-16 05:42:28,631 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 3:59:59, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 2.0950, loss: 2.0950, grad_norm: 5.8705 2021-03-16 05:42:36,115 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 3:59:52, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 2.1823, loss: 2.1823, grad_norm: 5.6649 2021-03-16 05:42:43,416 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 3:59:44, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.1452, loss: 2.1452, grad_norm: 6.0111 2021-03-16 05:42:50,523 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 3:59:36, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.1297, loss: 2.1297, grad_norm: 5.5723 2021-03-16 05:42:58,037 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 3:59:29, time: 0.377, data_time: 0.003, memory: 7070, loss_cls: 2.1182, loss: 2.1182, grad_norm: 5.8636 2021-03-16 05:43:05,388 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 3:59:21, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.0630, loss: 2.0630, grad_norm: 5.9181 2021-03-16 05:43:12,809 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 3:59:14, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.0295, loss: 2.0295, grad_norm: 5.8456 2021-03-16 05:43:20,113 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 3:59:06, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.0281, loss: 2.0281, grad_norm: 6.0081 2021-03-16 05:43:27,395 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 3:58:59, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.0737, loss: 2.0737, grad_norm: 5.7387 2021-03-16 05:43:34,663 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 3:58:51, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.0449, loss: 2.0449, grad_norm: 6.0622 2021-03-16 05:43:41,780 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 3:58:43, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.9878, loss: 1.9878, grad_norm: 6.0170 2021-03-16 05:43:48,911 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 3:58:35, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 2.0259, loss: 2.0259, grad_norm: 5.9214 2021-03-16 05:43:56,318 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 3:58:28, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.1068, loss: 2.1068, grad_norm: 6.0055 2021-03-16 05:44:03,599 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 3:58:20, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.1070, loss: 2.1070, grad_norm: 5.9852 2021-03-16 05:44:10,958 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 3:58:12, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.2073, loss: 2.2073, grad_norm: 5.9213 2021-03-16 05:44:18,155 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 3:58:04, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.1314, loss: 2.1314, grad_norm: 6.1183 2021-03-16 05:44:25,241 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 3:57:57, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.1011, loss: 2.1011, grad_norm: 5.8362 2021-03-16 05:44:32,546 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 3:57:49, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.2069, loss: 2.2069, grad_norm: 6.0183 2021-03-16 05:44:39,685 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 3:57:41, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.1160, loss: 2.1160, grad_norm: 5.9581 2021-03-16 05:44:47,203 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 3:57:34, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 2.1638, loss: 2.1638, grad_norm: 6.0941 2021-03-16 05:44:54,415 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 3:57:26, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.1128, loss: 2.1128, grad_norm: 5.6948 2021-03-16 05:45:01,713 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 3:57:18, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.1351, loss: 2.1351, grad_norm: 5.8446 2021-03-16 05:45:08,972 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 3:57:10, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 2.0222, loss: 2.0222, grad_norm: 5.8661 2021-03-16 05:45:16,244 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 3:57:03, time: 0.367, data_time: 0.004, memory: 7070, loss_cls: 2.1159, loss: 2.1159, grad_norm: 5.7448 2021-03-16 05:45:23,543 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 3:56:55, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.0862, loss: 2.0862, grad_norm: 5.8430 2021-03-16 05:45:30,988 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 3:56:48, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0116, loss: 2.0116, grad_norm: 6.1121 2021-03-16 05:45:38,515 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 3:56:40, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.9444, loss: 1.9444, grad_norm: 5.8260 2021-03-16 05:45:45,677 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 3:56:32, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 2.0766, loss: 2.0766, grad_norm: 5.7363 2021-03-16 05:45:52,630 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 3:56:24, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 1.9696, loss: 1.9696, grad_norm: 6.0318 2021-03-16 05:45:59,965 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 3:56:17, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.0347, loss: 2.0347, grad_norm: 5.9763 2021-03-16 05:46:07,297 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 3:56:09, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.0461, loss: 2.0461, grad_norm: 6.0090 2021-03-16 05:46:14,687 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 3:56:02, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.0739, loss: 2.0739, grad_norm: 5.9625 2021-03-16 05:46:22,006 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 3:55:54, time: 0.368, data_time: 0.003, memory: 7070, loss_cls: 2.0897, loss: 2.0897, grad_norm: 5.9779 2021-03-16 05:46:29,432 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 3:55:47, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.0793, loss: 2.0793, grad_norm: 5.9051 2021-03-16 05:46:36,596 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 3:55:39, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.0817, loss: 2.0817, grad_norm: 5.9976 2021-03-16 05:46:43,832 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 3:55:31, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.1560, loss: 2.1560, grad_norm: 5.8737 2021-03-16 05:46:51,200 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 3:55:23, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.9144, loss: 1.9144, grad_norm: 5.8030 2021-03-16 05:46:58,736 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 3:55:16, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.0170, loss: 2.0170, grad_norm: 6.1067 2021-03-16 05:47:06,027 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 3:55:08, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.1730, loss: 2.1730, grad_norm: 5.9326 2021-03-16 05:47:13,568 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 3:55:01, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.9891, loss: 1.9891, grad_norm: 5.9666 2021-03-16 05:47:20,816 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 3:54:53, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.0911, loss: 2.0911, grad_norm: 6.1386 2021-03-16 05:47:27,908 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 3:54:45, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.0126, loss: 2.0126, grad_norm: 5.9501 2021-03-16 05:47:35,290 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 3:54:38, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.0125, loss: 2.0125, grad_norm: 6.0622 2021-03-16 05:47:42,864 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 3:54:31, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.0624, loss: 2.0624, grad_norm: 6.0305 2021-03-16 05:47:50,147 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 3:54:23, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.0806, loss: 2.0806, grad_norm: 6.2463 2021-03-16 05:47:57,540 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 3:54:15, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.0469, loss: 2.0469, grad_norm: 6.1184 2021-03-16 05:48:04,791 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 3:54:08, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9293, loss: 1.9293, grad_norm: 6.1755 2021-03-16 05:48:12,374 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 3:54:00, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 2.2250, loss: 2.2250, grad_norm: 6.0252 2021-03-16 05:48:19,357 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 3:53:52, time: 0.349, data_time: 0.000, memory: 7070, loss_cls: 2.1084, loss: 2.1084, grad_norm: 6.2586 2021-03-16 05:48:21,157 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-16 05:49:23,819 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 05:49:23,962 - mmaction - INFO - top1_acc 0.4339 top5_acc 0.7283 2021-03-16 05:49:23,962 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 05:49:23,970 - mmaction - INFO - mean_acc 0.3885 2021-03-16 05:49:24,296 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-16 05:49:24,297 - mmaction - INFO - Best top1_acc is 0.4339 at 22 epoch. 2021-03-16 05:49:24,300 - mmaction - INFO - Epoch(val) [22][1345] top1_acc: 0.4339, top5_acc: 0.7283, mean_class_accuracy: 0.3885 2021-03-16 05:49:41,461 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 3:53:53, time: 0.858, data_time: 0.491, memory: 7070, loss_cls: 2.0654, loss: 2.0654, grad_norm: 5.9089 2021-03-16 05:49:49,034 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 3:53:46, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 2.0156, loss: 2.0156, grad_norm: 5.9465 2021-03-16 05:49:56,182 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 3:53:38, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.9638, loss: 1.9638, grad_norm: 6.1870 2021-03-16 05:50:03,812 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 3:53:31, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 2.1200, loss: 2.1200, grad_norm: 5.9266 2021-03-16 05:50:11,186 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 3:53:23, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.0282, loss: 2.0282, grad_norm: 5.9167 2021-03-16 05:50:18,642 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 3:53:16, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.0014, loss: 2.0014, grad_norm: 6.3303 2021-03-16 05:50:26,081 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 3:53:08, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.1231, loss: 2.1231, grad_norm: 6.0309 2021-03-16 05:50:33,406 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 3:53:00, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.1294, loss: 2.1294, grad_norm: 5.8268 2021-03-16 05:50:40,518 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 3:52:53, time: 0.358, data_time: 0.004, memory: 7070, loss_cls: 2.0408, loss: 2.0408, grad_norm: 6.1192 2021-03-16 05:50:48,044 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 3:52:45, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.0995, loss: 2.0995, grad_norm: 6.0001 2021-03-16 05:50:55,373 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 3:52:38, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.1586, loss: 2.1586, grad_norm: 5.8838 2021-03-16 05:51:02,641 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 3:52:30, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9801, loss: 1.9801, grad_norm: 6.0820 2021-03-16 05:51:10,005 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 3:52:22, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.1729, loss: 2.1729, grad_norm: 6.0246 2021-03-16 05:51:17,388 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 3:52:15, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9555, loss: 1.9555, grad_norm: 5.9758 2021-03-16 05:51:24,467 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 3:52:07, time: 0.353, data_time: 0.000, memory: 7070, loss_cls: 2.2139, loss: 2.2139, grad_norm: 6.1280 2021-03-16 05:51:31,680 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 3:51:59, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 2.1457, loss: 2.1457, grad_norm: 6.1377 2021-03-16 05:51:39,140 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 3:51:52, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0452, loss: 2.0452, grad_norm: 5.8516 2021-03-16 05:51:46,712 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 3:51:44, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.0376, loss: 2.0376, grad_norm: 6.1600 2021-03-16 05:51:54,053 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 3:51:37, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9991, loss: 1.9991, grad_norm: 6.0817 2021-03-16 05:52:01,347 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 3:51:29, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9805, loss: 1.9805, grad_norm: 5.9403 2021-03-16 05:52:08,360 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 3:51:21, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.9705, loss: 1.9705, grad_norm: 6.2224 2021-03-16 05:52:15,982 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 3:51:14, time: 0.382, data_time: 0.002, memory: 7070, loss_cls: 2.0346, loss: 2.0346, grad_norm: 6.3751 2021-03-16 05:52:23,354 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 3:51:06, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.0679, loss: 2.0679, grad_norm: 6.0354 2021-03-16 05:52:30,819 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 3:50:59, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0249, loss: 2.0249, grad_norm: 6.3078 2021-03-16 05:52:38,003 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 3:50:51, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.9583, loss: 1.9583, grad_norm: 5.9919 2021-03-16 05:52:45,430 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 3:50:44, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.0765, loss: 2.0765, grad_norm: 6.0616 2021-03-16 05:52:52,617 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 3:50:36, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.1506, loss: 2.1506, grad_norm: 6.1926 2021-03-16 05:52:59,992 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 3:50:28, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.0895, loss: 2.0895, grad_norm: 6.0629 2021-03-16 05:53:07,431 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 3:50:21, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.0974, loss: 2.0974, grad_norm: 5.8807 2021-03-16 05:53:14,769 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 3:50:13, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.0148, loss: 2.0148, grad_norm: 5.8008 2021-03-16 05:53:22,072 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 3:50:06, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 2.0415, loss: 2.0415, grad_norm: 5.8558 2021-03-16 05:53:29,494 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 3:49:58, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0775, loss: 2.0775, grad_norm: 6.3276 2021-03-16 05:53:36,678 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 3:49:50, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.9472, loss: 1.9472, grad_norm: 5.8414 2021-03-16 05:53:44,258 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 3:49:43, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 1.8620, loss: 1.8620, grad_norm: 6.1336 2021-03-16 05:53:51,693 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 3:49:35, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.9228, loss: 1.9228, grad_norm: 6.2611 2021-03-16 05:53:58,919 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 3:49:28, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 2.0524, loss: 2.0524, grad_norm: 6.0437 2021-03-16 05:54:06,062 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 3:49:20, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.9448, loss: 1.9448, grad_norm: 6.0491 2021-03-16 05:54:13,472 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 3:49:12, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.0567, loss: 2.0567, grad_norm: 6.0783 2021-03-16 05:54:20,596 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 3:49:05, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.9196, loss: 1.9196, grad_norm: 5.9972 2021-03-16 05:54:27,973 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 3:48:57, time: 0.369, data_time: 0.003, memory: 7070, loss_cls: 2.0019, loss: 2.0019, grad_norm: 6.4351 2021-03-16 05:54:34,955 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 3:48:49, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 2.1346, loss: 2.1346, grad_norm: 6.1599 2021-03-16 05:54:42,224 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 3:48:41, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.1658, loss: 2.1658, grad_norm: 5.9599 2021-03-16 05:54:49,415 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 3:48:34, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 2.1100, loss: 2.1100, grad_norm: 6.0597 2021-03-16 05:54:56,738 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 3:48:26, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.2687 2021-03-16 05:55:04,158 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 3:48:18, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9881, loss: 1.9881, grad_norm: 6.1380 2021-03-16 05:55:11,588 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 3:48:11, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.0416, loss: 2.0416, grad_norm: 6.2073 2021-03-16 05:55:18,964 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 3:48:03, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.1570, loss: 2.1570, grad_norm: 6.1648 2021-03-16 05:55:26,459 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 3:47:56, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.9987, loss: 1.9987, grad_norm: 6.2186 2021-03-16 05:55:33,789 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 3:47:48, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9979, loss: 1.9979, grad_norm: 6.1037 2021-03-16 05:55:40,915 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 3:47:41, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 2.0986, loss: 2.0986, grad_norm: 6.2816 2021-03-16 05:55:48,337 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 3:47:33, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.9668, loss: 1.9668, grad_norm: 6.1659 2021-03-16 05:55:55,882 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 3:47:26, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 2.1784, loss: 2.1784, grad_norm: 6.1087 2021-03-16 05:56:03,277 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 3:47:18, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.9790, loss: 1.9790, grad_norm: 6.4927 2021-03-16 05:56:10,248 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 3:47:10, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 2.1833, loss: 2.1833, grad_norm: 6.1375 2021-03-16 05:56:17,694 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 3:47:03, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.9342, loss: 1.9342, grad_norm: 6.2217 2021-03-16 05:56:24,772 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 3:46:55, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 2.0119, loss: 2.0119, grad_norm: 6.2365 2021-03-16 05:56:32,103 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 3:46:47, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.0525, loss: 2.0525, grad_norm: 6.3200 2021-03-16 05:56:39,355 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 3:46:40, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.1775, loss: 2.1775, grad_norm: 6.2985 2021-03-16 05:56:46,650 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 3:46:32, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 2.0840, loss: 2.0840, grad_norm: 6.0574 2021-03-16 05:56:54,071 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 3:46:24, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0613, loss: 2.0613, grad_norm: 6.3255 2021-03-16 05:57:01,504 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 3:46:17, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 2.0045, loss: 2.0045, grad_norm: 5.9963 2021-03-16 05:57:08,914 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 3:46:09, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.1933 2021-03-16 05:57:16,266 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 3:46:02, time: 0.374, data_time: 0.007, memory: 7070, loss_cls: 1.8609, loss: 1.8609, grad_norm: 6.3359 2021-03-16 05:57:23,551 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 3:45:54, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.0716, loss: 2.0716, grad_norm: 6.0509 2021-03-16 05:57:31,008 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 3:45:47, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 2.0522, loss: 2.0522, grad_norm: 6.1979 2021-03-16 05:57:38,436 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 3:45:39, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.0002, loss: 2.0002, grad_norm: 6.2163 2021-03-16 05:57:45,650 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 3:45:32, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.9822, loss: 1.9822, grad_norm: 6.3930 2021-03-16 05:57:47,485 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-16 05:58:04,987 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 3:45:31, time: 0.856, data_time: 0.403, memory: 7070, loss_cls: 1.9534, loss: 1.9534, grad_norm: 6.3038 2021-03-16 05:58:12,441 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 3:45:24, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.8709, loss: 1.8709, grad_norm: 6.2031 2021-03-16 05:58:19,934 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 3:45:17, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.2643 2021-03-16 05:58:27,392 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 3:45:09, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 2.0229, loss: 2.0229, grad_norm: 6.2113 2021-03-16 05:58:34,911 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 3:45:02, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.8841, loss: 1.8841, grad_norm: 6.3480 2021-03-16 05:58:42,008 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 3:44:54, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 1.9818, loss: 1.9818, grad_norm: 6.2652 2021-03-16 05:58:49,257 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 3:44:46, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.1445, loss: 2.1445, grad_norm: 6.0102 2021-03-16 05:58:56,641 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 3:44:39, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.1030, loss: 2.1030, grad_norm: 6.2562 2021-03-16 05:59:03,744 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 3:44:31, time: 0.356, data_time: 0.003, memory: 7070, loss_cls: 1.9596, loss: 1.9596, grad_norm: 5.9840 2021-03-16 05:59:11,383 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 3:44:23, time: 0.384, data_time: 0.002, memory: 7070, loss_cls: 2.0212, loss: 2.0212, grad_norm: 6.0761 2021-03-16 05:59:18,736 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 3:44:16, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.0040, loss: 2.0040, grad_norm: 6.2805 2021-03-16 05:59:26,207 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 3:44:08, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.0447, loss: 2.0447, grad_norm: 6.1160 2021-03-16 05:59:33,543 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 3:44:01, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 2.0293, loss: 2.0293, grad_norm: 6.3107 2021-03-16 05:59:40,747 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 3:43:53, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9735, loss: 1.9735, grad_norm: 6.0909 2021-03-16 05:59:47,855 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 3:43:45, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.0392, loss: 2.0392, grad_norm: 6.2283 2021-03-16 05:59:55,412 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 3:43:38, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.9284, loss: 1.9284, grad_norm: 6.2628 2021-03-16 06:00:02,745 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 3:43:30, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.1700 2021-03-16 06:00:10,208 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 3:43:23, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.0584, loss: 2.0584, grad_norm: 6.2715 2021-03-16 06:00:17,597 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 3:43:15, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9331, loss: 1.9331, grad_norm: 6.1947 2021-03-16 06:00:24,901 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 3:43:08, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.0217, loss: 2.0217, grad_norm: 6.3363 2021-03-16 06:00:32,430 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 3:43:00, time: 0.379, data_time: 0.003, memory: 7070, loss_cls: 2.1347, loss: 2.1347, grad_norm: 6.2295 2021-03-16 06:00:39,670 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 3:42:53, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.9042, loss: 1.9042, grad_norm: 6.1719 2021-03-16 06:00:47,007 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 3:42:45, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.9188, loss: 1.9188, grad_norm: 6.1091 2021-03-16 06:00:54,213 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 3:42:37, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.0481, loss: 2.0481, grad_norm: 6.0073 2021-03-16 06:01:01,557 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 3:42:30, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.0286, loss: 2.0286, grad_norm: 6.2033 2021-03-16 06:01:08,923 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 3:42:22, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9811, loss: 1.9811, grad_norm: 6.0447 2021-03-16 06:01:16,305 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 3:42:15, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 2.0580, loss: 2.0580, grad_norm: 6.2149 2021-03-16 06:01:23,736 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 3:42:07, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8915, loss: 1.8915, grad_norm: 6.2718 2021-03-16 06:01:31,279 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 3:42:00, time: 0.377, data_time: 0.005, memory: 7070, loss_cls: 2.0358, loss: 2.0358, grad_norm: 6.4758 2021-03-16 06:01:38,689 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 3:41:52, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9477, loss: 1.9477, grad_norm: 6.2491 2021-03-16 06:01:45,965 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 3:41:45, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9907, loss: 1.9907, grad_norm: 6.4344 2021-03-16 06:01:53,524 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 3:41:37, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.9160, loss: 1.9160, grad_norm: 6.0390 2021-03-16 06:02:00,674 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 3:41:29, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.9387, loss: 1.9387, grad_norm: 6.3163 2021-03-16 06:02:07,899 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 3:41:22, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.0467, loss: 2.0467, grad_norm: 6.3964 2021-03-16 06:02:15,106 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 3:41:14, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.8889, loss: 1.8889, grad_norm: 6.3409 2021-03-16 06:02:22,661 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 3:41:07, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.8480, loss: 1.8480, grad_norm: 6.6327 2021-03-16 06:02:29,871 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 3:40:59, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.0441, loss: 2.0441, grad_norm: 6.4069 2021-03-16 06:02:37,274 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 3:40:51, time: 0.372, data_time: 0.003, memory: 7070, loss_cls: 1.9810, loss: 1.9810, grad_norm: 6.3020 2021-03-16 06:02:44,700 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 3:40:44, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.0763, loss: 2.0763, grad_norm: 6.2171 2021-03-16 06:02:51,973 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 3:40:36, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.0759, loss: 2.0759, grad_norm: 6.2753 2021-03-16 06:02:59,171 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 3:40:28, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 2.0275, loss: 2.0275, grad_norm: 6.2935 2021-03-16 06:03:06,434 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 3:40:21, time: 0.365, data_time: 0.003, memory: 7070, loss_cls: 2.0099, loss: 2.0099, grad_norm: 6.1460 2021-03-16 06:03:13,977 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 3:40:14, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 1.8820, loss: 1.8820, grad_norm: 6.4684 2021-03-16 06:03:21,314 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 3:40:06, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.1063, loss: 2.1063, grad_norm: 6.3629 2021-03-16 06:03:28,700 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 3:39:58, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.0471, loss: 2.0471, grad_norm: 6.4229 2021-03-16 06:03:36,077 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 3:39:51, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9299, loss: 1.9299, grad_norm: 6.2468 2021-03-16 06:03:43,423 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 3:39:43, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.8770, loss: 1.8770, grad_norm: 6.2082 2021-03-16 06:03:50,636 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 3:39:36, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.9493, loss: 1.9493, grad_norm: 6.1051 2021-03-16 06:03:57,930 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 3:39:28, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9336, loss: 1.9336, grad_norm: 6.2794 2021-03-16 06:04:05,594 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 3:39:21, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 1.9668, loss: 1.9668, grad_norm: 6.2084 2021-03-16 06:04:13,175 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 3:39:13, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 2.0290, loss: 2.0290, grad_norm: 6.3123 2021-03-16 06:04:20,489 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 3:39:06, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.0864, loss: 2.0864, grad_norm: 6.2308 2021-03-16 06:04:27,674 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 3:38:58, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9617, loss: 1.9617, grad_norm: 6.2702 2021-03-16 06:04:35,037 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 3:38:50, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8701, loss: 1.8701, grad_norm: 6.2049 2021-03-16 06:04:42,333 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 3:38:43, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 2.0135, loss: 2.0135, grad_norm: 6.1413 2021-03-16 06:04:49,752 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 3:38:35, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0316, loss: 2.0316, grad_norm: 5.9877 2021-03-16 06:04:57,071 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 3:38:28, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 2.0631, loss: 2.0631, grad_norm: 6.2391 2021-03-16 06:05:04,063 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 3:38:20, time: 0.350, data_time: 0.000, memory: 7070, loss_cls: 1.9726, loss: 1.9726, grad_norm: 6.3109 2021-03-16 06:05:11,703 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 3:38:13, time: 0.381, data_time: 0.000, memory: 7070, loss_cls: 2.1268, loss: 2.1268, grad_norm: 6.4111 2021-03-16 06:05:18,767 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 3:38:05, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 2.1221, loss: 2.1221, grad_norm: 6.3391 2021-03-16 06:05:25,819 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 3:37:57, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.9929, loss: 1.9929, grad_norm: 6.0999 2021-03-16 06:05:33,163 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 3:37:49, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.9083, loss: 1.9083, grad_norm: 6.3611 2021-03-16 06:05:40,596 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 3:37:42, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8499, loss: 1.8499, grad_norm: 6.1774 2021-03-16 06:05:47,709 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 3:37:34, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.0876, loss: 2.0876, grad_norm: 6.4902 2021-03-16 06:05:54,821 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 3:37:26, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.9532, loss: 1.9532, grad_norm: 6.3549 2021-03-16 06:06:02,116 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 3:37:18, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.9339, loss: 1.9339, grad_norm: 6.2978 2021-03-16 06:06:09,075 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 3:37:11, time: 0.349, data_time: 0.002, memory: 7070, loss_cls: 1.9962, loss: 1.9962, grad_norm: 6.2332 2021-03-16 06:06:10,850 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-16 06:07:13,934 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 06:07:14,156 - mmaction - INFO - top1_acc 0.4517 top5_acc 0.7361 2021-03-16 06:07:14,156 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 06:07:14,164 - mmaction - INFO - mean_acc 0.4080 2021-03-16 06:07:14,492 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-03-16 06:07:14,492 - mmaction - INFO - Best top1_acc is 0.4517 at 24 epoch. 2021-03-16 06:07:14,495 - mmaction - INFO - Epoch(val) [24][1345] top1_acc: 0.4517, top5_acc: 0.7361, mean_class_accuracy: 0.4080 2021-03-16 06:07:31,515 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 3:37:10, time: 0.850, data_time: 0.429, memory: 7070, loss_cls: 1.9315, loss: 1.9315, grad_norm: 6.4347 2021-03-16 06:07:39,062 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 3:37:02, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.0318, loss: 2.0318, grad_norm: 6.5728 2021-03-16 06:07:46,472 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 3:36:55, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8523, loss: 1.8523, grad_norm: 6.4124 2021-03-16 06:07:53,893 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 3:36:47, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.9931, loss: 1.9931, grad_norm: 6.6097 2021-03-16 06:08:01,242 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 3:36:40, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9293, loss: 1.9293, grad_norm: 6.2966 2021-03-16 06:08:08,527 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 3:36:32, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8933, loss: 1.8933, grad_norm: 6.1417 2021-03-16 06:08:16,019 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 3:36:25, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.9883, loss: 1.9883, grad_norm: 6.4575 2021-03-16 06:08:23,351 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 3:36:17, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 2.0547, loss: 2.0547, grad_norm: 6.2992 2021-03-16 06:08:30,912 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 3:36:10, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.0238, loss: 2.0238, grad_norm: 6.4305 2021-03-16 06:08:38,328 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 3:36:02, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 2.0833, loss: 2.0833, grad_norm: 6.5052 2021-03-16 06:08:45,519 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 3:35:54, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.9893, loss: 1.9893, grad_norm: 6.1505 2021-03-16 06:08:52,900 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 3:35:47, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8587, loss: 1.8587, grad_norm: 6.5428 2021-03-16 06:09:00,336 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 3:35:39, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 2.1022, loss: 2.1022, grad_norm: 6.2302 2021-03-16 06:09:07,706 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 3:35:32, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.9771, loss: 1.9771, grad_norm: 6.3218 2021-03-16 06:09:15,074 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 3:35:24, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9831, loss: 1.9831, grad_norm: 6.3126 2021-03-16 06:09:22,226 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 3:35:16, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 2.0971, loss: 2.0971, grad_norm: 6.3677 2021-03-16 06:09:29,659 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 3:35:09, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9880, loss: 1.9880, grad_norm: 6.3960 2021-03-16 06:09:37,008 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 3:35:01, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.9699, loss: 1.9699, grad_norm: 6.4295 2021-03-16 06:09:44,426 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 3:34:54, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.9997, loss: 1.9997, grad_norm: 6.3962 2021-03-16 06:09:51,786 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 3:34:46, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.9733, loss: 1.9733, grad_norm: 6.8552 2021-03-16 06:09:59,111 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 3:34:39, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.0692, loss: 2.0692, grad_norm: 6.1858 2021-03-16 06:10:06,625 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 3:34:31, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 2.0961, loss: 2.0961, grad_norm: 6.3109 2021-03-16 06:10:13,950 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 3:34:24, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.1389, loss: 2.1389, grad_norm: 6.6265 2021-03-16 06:10:21,040 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 3:34:16, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.8870, loss: 1.8870, grad_norm: 6.4839 2021-03-16 06:10:28,351 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 3:34:08, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.8873, loss: 1.8873, grad_norm: 6.5617 2021-03-16 06:10:35,808 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 3:34:01, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.9440, loss: 1.9440, grad_norm: 6.2680 2021-03-16 06:10:43,128 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 3:33:53, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.1507, loss: 2.1507, grad_norm: 6.5526 2021-03-16 06:10:50,251 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 3:33:45, time: 0.353, data_time: 0.000, memory: 7070, loss_cls: 1.9660, loss: 1.9660, grad_norm: 6.5562 2021-03-16 06:10:57,516 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 3:33:38, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 1.9353, loss: 1.9353, grad_norm: 6.4576 2021-03-16 06:11:04,656 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 3:33:30, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.9740, loss: 1.9740, grad_norm: 6.6481 2021-03-16 06:11:11,728 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 3:33:22, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.9556, loss: 1.9556, grad_norm: 6.5216 2021-03-16 06:11:19,230 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 3:33:15, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.9314, loss: 1.9314, grad_norm: 6.4806 2021-03-16 06:11:26,140 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 3:33:07, time: 0.345, data_time: 0.000, memory: 7070, loss_cls: 1.9376, loss: 1.9376, grad_norm: 6.3285 2021-03-16 06:11:33,419 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 3:32:59, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9975, loss: 1.9975, grad_norm: 6.4507 2021-03-16 06:11:41,001 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 3:32:52, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 2.0280, loss: 2.0280, grad_norm: 6.4030 2021-03-16 06:11:48,490 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 3:32:44, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 2.0680, loss: 2.0680, grad_norm: 6.3789 2021-03-16 06:11:55,824 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 3:32:37, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.9867, loss: 1.9867, grad_norm: 6.6679 2021-03-16 06:12:03,154 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 3:32:29, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.9748, loss: 1.9748, grad_norm: 6.4814 2021-03-16 06:12:10,530 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 3:32:22, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8989, loss: 1.8989, grad_norm: 6.6376 2021-03-16 06:12:17,765 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 3:32:14, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.0477, loss: 2.0477, grad_norm: 6.4670 2021-03-16 06:12:25,004 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 3:32:06, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.4504 2021-03-16 06:12:32,371 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 3:31:59, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.0451, loss: 2.0451, grad_norm: 6.4257 2021-03-16 06:12:39,407 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 3:31:51, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 2.0186, loss: 2.0186, grad_norm: 6.4007 2021-03-16 06:12:46,959 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 3:31:44, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.9516, loss: 1.9516, grad_norm: 6.5812 2021-03-16 06:12:54,201 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 3:31:36, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.9921, loss: 1.9921, grad_norm: 6.5547 2021-03-16 06:13:01,741 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 3:31:29, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.1343, loss: 2.1343, grad_norm: 6.5616 2021-03-16 06:13:09,054 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 3:31:21, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9320, loss: 1.9320, grad_norm: 6.6346 2021-03-16 06:13:16,266 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 3:31:13, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.9432, loss: 1.9432, grad_norm: 6.5490 2021-03-16 06:13:23,321 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 3:31:05, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 2.0220, loss: 2.0220, grad_norm: 6.5584 2021-03-16 06:13:30,619 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 3:30:58, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.8546, loss: 1.8546, grad_norm: 6.5399 2021-03-16 06:13:37,996 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 3:30:50, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9958, loss: 1.9958, grad_norm: 6.5937 2021-03-16 06:13:45,438 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 3:30:43, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9880, loss: 1.9880, grad_norm: 6.4239 2021-03-16 06:13:52,775 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 3:30:35, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.9631, loss: 1.9631, grad_norm: 6.6429 2021-03-16 06:14:00,032 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 3:30:28, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.9864, loss: 1.9864, grad_norm: 6.2985 2021-03-16 06:14:07,322 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 3:30:20, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.0037, loss: 2.0037, grad_norm: 6.4915 2021-03-16 06:14:14,449 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 3:30:12, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.9597, loss: 1.9597, grad_norm: 6.5972 2021-03-16 06:14:21,989 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 3:30:05, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.9468, loss: 1.9468, grad_norm: 6.4628 2021-03-16 06:14:29,223 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 3:29:57, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.9710, loss: 1.9710, grad_norm: 6.7009 2021-03-16 06:14:36,661 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 3:29:50, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0110, loss: 2.0110, grad_norm: 6.5205 2021-03-16 06:14:43,810 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 3:29:42, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 2.0237, loss: 2.0237, grad_norm: 6.3649 2021-03-16 06:14:51,141 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 3:29:34, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7961, loss: 1.7961, grad_norm: 6.5064 2021-03-16 06:14:58,586 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 3:29:27, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 2.0198, loss: 2.0198, grad_norm: 6.6991 2021-03-16 06:15:05,955 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 3:29:19, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.8665, loss: 1.8665, grad_norm: 6.5132 2021-03-16 06:15:13,362 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 3:29:12, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8676, loss: 1.8676, grad_norm: 6.7128 2021-03-16 06:15:20,559 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 3:29:04, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.0392, loss: 2.0392, grad_norm: 6.5954 2021-03-16 06:15:27,646 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 3:28:56, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 1.9614, loss: 1.9614, grad_norm: 6.4818 2021-03-16 06:15:34,563 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 3:28:48, time: 0.347, data_time: 0.001, memory: 7070, loss_cls: 1.9297, loss: 1.9297, grad_norm: 6.1907 2021-03-16 06:15:36,384 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-16 06:15:54,383 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 3:28:47, time: 0.882, data_time: 0.521, memory: 7070, loss_cls: 1.8494, loss: 1.8494, grad_norm: 6.5983 2021-03-16 06:16:02,278 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 3:28:40, time: 0.394, data_time: 0.001, memory: 7070, loss_cls: 1.9833, loss: 1.9833, grad_norm: 6.5707 2021-03-16 06:16:09,652 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 3:28:33, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.6903 2021-03-16 06:16:17,323 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 3:28:26, time: 0.384, data_time: 0.001, memory: 7070, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.6143 2021-03-16 06:16:24,589 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 3:28:18, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.9495, loss: 1.9495, grad_norm: 6.5732 2021-03-16 06:16:31,970 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 3:28:10, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8847, loss: 1.8847, grad_norm: 6.3795 2021-03-16 06:16:39,238 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 3:28:03, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.0347, loss: 2.0347, grad_norm: 6.5742 2021-03-16 06:16:46,770 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 3:27:55, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.9793, loss: 1.9793, grad_norm: 6.4549 2021-03-16 06:16:54,408 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 3:27:48, time: 0.382, data_time: 0.000, memory: 7070, loss_cls: 2.0373, loss: 2.0373, grad_norm: 6.7956 2021-03-16 06:17:01,580 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 3:27:40, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9410, loss: 1.9410, grad_norm: 6.3888 2021-03-16 06:17:08,957 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 3:27:33, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8986, loss: 1.8986, grad_norm: 6.5781 2021-03-16 06:17:16,490 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 3:27:25, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 2.0577, loss: 2.0577, grad_norm: 6.7670 2021-03-16 06:17:23,748 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 3:27:18, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9886, loss: 1.9886, grad_norm: 6.6796 2021-03-16 06:17:31,201 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 3:27:10, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.9838, loss: 1.9838, grad_norm: 6.6519 2021-03-16 06:17:38,495 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 3:27:03, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.9009, loss: 1.9009, grad_norm: 6.4960 2021-03-16 06:17:45,835 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 3:26:55, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9518, loss: 1.9518, grad_norm: 6.5200 2021-03-16 06:17:53,242 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 3:26:48, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.0149, loss: 2.0149, grad_norm: 6.6850 2021-03-16 06:18:00,554 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 3:26:40, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.9657, loss: 1.9657, grad_norm: 6.5899 2021-03-16 06:18:07,905 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 3:26:32, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.0159, loss: 2.0159, grad_norm: 6.5480 2021-03-16 06:18:15,328 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 3:26:25, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.0076, loss: 2.0076, grad_norm: 6.4401 2021-03-16 06:18:22,566 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 3:26:17, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.0178, loss: 2.0178, grad_norm: 6.6466 2021-03-16 06:18:29,818 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 3:26:10, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.8425, loss: 1.8425, grad_norm: 6.5542 2021-03-16 06:18:37,200 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 3:26:02, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.8422, loss: 1.8422, grad_norm: 6.7497 2021-03-16 06:18:44,495 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 3:25:55, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8445, loss: 1.8445, grad_norm: 6.4708 2021-03-16 06:18:51,833 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 3:25:47, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.9948, loss: 1.9948, grad_norm: 6.5990 2021-03-16 06:18:59,150 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 3:25:39, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8633, loss: 1.8633, grad_norm: 6.1588 2021-03-16 06:19:06,649 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 3:25:32, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 1.9192, loss: 1.9192, grad_norm: 6.6275 2021-03-16 06:19:13,795 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 3:25:24, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.9572, loss: 1.9572, grad_norm: 6.6458 2021-03-16 06:19:21,208 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 3:25:17, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 2.1359, loss: 2.1359, grad_norm: 6.6152 2021-03-16 06:19:28,457 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 3:25:09, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.8816, loss: 1.8816, grad_norm: 6.6907 2021-03-16 06:19:35,622 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 3:25:01, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.9187, loss: 1.9187, grad_norm: 6.5886 2021-03-16 06:19:43,100 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 3:24:54, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.9546, loss: 1.9546, grad_norm: 6.6109 2021-03-16 06:19:50,442 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 3:24:46, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.4286 2021-03-16 06:19:57,664 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 3:24:39, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.9417, loss: 1.9417, grad_norm: 6.3331 2021-03-16 06:20:05,069 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 3:24:31, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.9154, loss: 1.9154, grad_norm: 6.7425 2021-03-16 06:20:12,414 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 3:24:24, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8263, loss: 1.8263, grad_norm: 6.7995 2021-03-16 06:20:19,900 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 3:24:16, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.0369, loss: 2.0369, grad_norm: 6.7579 2021-03-16 06:20:27,110 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 3:24:08, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.8950, loss: 1.8950, grad_norm: 6.7886 2021-03-16 06:20:34,507 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 3:24:01, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9418, loss: 1.9418, grad_norm: 6.4031 2021-03-16 06:20:41,840 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 3:23:53, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8250, loss: 1.8250, grad_norm: 6.4222 2021-03-16 06:20:49,014 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 3:23:46, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.8407, loss: 1.8407, grad_norm: 6.8093 2021-03-16 06:20:56,301 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 3:23:38, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.0059, loss: 2.0059, grad_norm: 6.6382 2021-03-16 06:21:03,496 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 3:23:30, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 2.0040, loss: 2.0040, grad_norm: 6.6224 2021-03-16 06:21:10,962 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 3:23:23, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.9717, loss: 1.9717, grad_norm: 6.7614 2021-03-16 06:21:18,645 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 3:23:16, time: 0.384, data_time: 0.000, memory: 7070, loss_cls: 2.0074, loss: 2.0074, grad_norm: 6.9055 2021-03-16 06:21:26,085 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 3:23:08, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.9035, loss: 1.9035, grad_norm: 6.7976 2021-03-16 06:21:33,194 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 3:23:00, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.8604, loss: 1.8604, grad_norm: 6.6335 2021-03-16 06:21:40,699 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 3:22:53, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.9810, loss: 1.9810, grad_norm: 6.7099 2021-03-16 06:21:48,065 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 3:22:45, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8362, loss: 1.8362, grad_norm: 6.7797 2021-03-16 06:21:55,021 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 3:22:38, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 1.9646, loss: 1.9646, grad_norm: 6.6306 2021-03-16 06:22:02,420 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 3:22:30, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 2.0922, loss: 2.0922, grad_norm: 6.5669 2021-03-16 06:22:09,383 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 3:22:22, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 1.8515, loss: 1.8515, grad_norm: 6.5495 2021-03-16 06:22:16,851 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 3:22:15, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.0904, loss: 2.0904, grad_norm: 6.7563 2021-03-16 06:22:24,261 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 3:22:07, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.9890, loss: 1.9890, grad_norm: 6.7431 2021-03-16 06:22:31,437 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 3:21:59, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 2.0690, loss: 2.0690, grad_norm: 6.8337 2021-03-16 06:22:38,818 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 3:21:52, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.0014, loss: 2.0014, grad_norm: 6.6350 2021-03-16 06:22:46,284 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 3:21:45, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.9419, loss: 1.9419, grad_norm: 6.6619 2021-03-16 06:22:53,506 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 3:21:37, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9028, loss: 1.9028, grad_norm: 6.7857 2021-03-16 06:23:00,993 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 3:21:29, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 2.0010, loss: 2.0010, grad_norm: 6.6356 2021-03-16 06:23:08,213 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 3:21:22, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7650, loss: 1.7650, grad_norm: 6.5140 2021-03-16 06:23:15,470 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 3:21:14, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.9369, loss: 1.9369, grad_norm: 6.6182 2021-03-16 06:23:23,033 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 3:21:07, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.9586, loss: 1.9586, grad_norm: 6.7884 2021-03-16 06:23:30,272 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 3:20:59, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9132, loss: 1.9132, grad_norm: 6.4912 2021-03-16 06:23:37,673 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 3:20:52, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9659, loss: 1.9659, grad_norm: 6.8054 2021-03-16 06:23:45,199 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 3:20:44, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.8666, loss: 1.8666, grad_norm: 6.9543 2021-03-16 06:23:52,487 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 3:20:37, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9796, loss: 1.9796, grad_norm: 6.6391 2021-03-16 06:23:59,604 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 3:20:29, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 2.0648, loss: 2.0648, grad_norm: 6.5928 2021-03-16 06:24:01,390 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-16 06:25:03,513 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 06:25:03,767 - mmaction - INFO - top1_acc 0.4533 top5_acc 0.7357 2021-03-16 06:25:03,768 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 06:25:03,781 - mmaction - INFO - mean_acc 0.4082 2021-03-16 06:25:04,135 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2021-03-16 06:25:04,135 - mmaction - INFO - Best top1_acc is 0.4533 at 26 epoch. 2021-03-16 06:25:04,138 - mmaction - INFO - Epoch(val) [26][1345] top1_acc: 0.4533, top5_acc: 0.7357, mean_class_accuracy: 0.4082 2021-03-16 06:25:21,108 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 3:20:27, time: 0.848, data_time: 0.473, memory: 7070, loss_cls: 2.1362, loss: 2.1362, grad_norm: 6.5855 2021-03-16 06:25:28,660 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 3:20:19, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 2.0376, loss: 2.0376, grad_norm: 6.6902 2021-03-16 06:25:36,229 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 3:20:12, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.9956, loss: 1.9956, grad_norm: 6.7640 2021-03-16 06:25:43,700 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 3:20:04, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.8803, loss: 1.8803, grad_norm: 6.3295 2021-03-16 06:25:51,087 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 3:19:57, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9616, loss: 1.9616, grad_norm: 6.6995 2021-03-16 06:25:58,420 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 3:19:49, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8618, loss: 1.8618, grad_norm: 6.8517 2021-03-16 06:26:05,583 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 3:19:42, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.9883, loss: 1.9883, grad_norm: 6.7753 2021-03-16 06:26:13,126 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 3:19:34, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.8526, loss: 1.8526, grad_norm: 6.7628 2021-03-16 06:26:20,359 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 3:19:27, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.8390, loss: 1.8390, grad_norm: 6.5010 2021-03-16 06:26:27,553 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 3:19:19, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9121, loss: 1.9121, grad_norm: 6.7039 2021-03-16 06:26:34,836 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 3:19:11, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.0092, loss: 2.0092, grad_norm: 6.6381 2021-03-16 06:26:41,870 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 3:19:03, time: 0.351, data_time: 0.000, memory: 7070, loss_cls: 1.9960, loss: 1.9960, grad_norm: 6.7870 2021-03-16 06:26:49,009 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 3:18:56, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.9407, loss: 1.9407, grad_norm: 6.9574 2021-03-16 06:26:56,270 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 3:18:48, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9154, loss: 1.9154, grad_norm: 6.7068 2021-03-16 06:27:03,996 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 3:18:41, time: 0.386, data_time: 0.001, memory: 7070, loss_cls: 1.8050, loss: 1.8050, grad_norm: 6.6547 2021-03-16 06:27:11,288 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 3:18:33, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9312, loss: 1.9312, grad_norm: 6.8724 2021-03-16 06:27:18,614 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 3:18:26, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9121, loss: 1.9121, grad_norm: 7.1496 2021-03-16 06:27:25,888 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 3:18:18, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.7938, loss: 1.7938, grad_norm: 6.3200 2021-03-16 06:27:33,293 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 3:18:11, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9679, loss: 1.9679, grad_norm: 6.8552 2021-03-16 06:27:40,452 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 3:18:03, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.9141, loss: 1.9141, grad_norm: 6.6019 2021-03-16 06:27:47,554 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 3:17:55, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.7919, loss: 1.7919, grad_norm: 7.0300 2021-03-16 06:27:54,776 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 3:17:47, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.9513, loss: 1.9513, grad_norm: 6.6889 2021-03-16 06:28:02,037 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 3:17:40, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9007, loss: 1.9007, grad_norm: 6.8051 2021-03-16 06:28:09,450 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 3:17:32, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7990, loss: 1.7990, grad_norm: 6.8985 2021-03-16 06:28:16,924 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 3:17:25, time: 0.374, data_time: 0.003, memory: 7070, loss_cls: 1.9048, loss: 1.9048, grad_norm: 6.6974 2021-03-16 06:28:24,245 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 3:17:17, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9201, loss: 1.9201, grad_norm: 6.6221 2021-03-16 06:28:31,354 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 3:17:09, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 1.9380, loss: 1.9380, grad_norm: 6.8803 2021-03-16 06:28:38,659 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 3:17:02, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9073, loss: 1.9073, grad_norm: 7.1249 2021-03-16 06:28:45,909 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 3:16:54, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9072, loss: 1.9072, grad_norm: 6.6406 2021-03-16 06:28:53,080 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 3:16:47, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.9566, loss: 1.9566, grad_norm: 6.9987 2021-03-16 06:29:00,818 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 3:16:39, time: 0.387, data_time: 0.001, memory: 7070, loss_cls: 1.9964, loss: 1.9964, grad_norm: 6.7493 2021-03-16 06:29:08,192 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 3:16:32, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9320, loss: 1.9320, grad_norm: 6.8456 2021-03-16 06:29:15,368 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 3:16:24, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 2.0306, loss: 2.0306, grad_norm: 6.6569 2021-03-16 06:29:22,776 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 3:16:17, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8183, loss: 1.8183, grad_norm: 6.6784 2021-03-16 06:29:29,888 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 3:16:09, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.9951, loss: 1.9951, grad_norm: 6.6940 2021-03-16 06:29:37,317 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 3:16:01, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9821, loss: 1.9821, grad_norm: 7.0257 2021-03-16 06:29:44,902 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 3:15:54, time: 0.382, data_time: 0.003, memory: 7070, loss_cls: 1.8621, loss: 1.8621, grad_norm: 6.7783 2021-03-16 06:29:52,346 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 3:15:47, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.9287, loss: 1.9287, grad_norm: 6.9521 2021-03-16 06:29:59,565 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 3:15:39, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 2.0439, loss: 2.0439, grad_norm: 6.8090 2021-03-16 06:30:06,996 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 3:15:31, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.9954, loss: 1.9954, grad_norm: 6.7484 2021-03-16 06:30:14,071 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 3:15:24, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 1.9466, loss: 1.9466, grad_norm: 6.6641 2021-03-16 06:30:21,167 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 3:15:16, time: 0.358, data_time: 0.003, memory: 7070, loss_cls: 1.9877, loss: 1.9877, grad_norm: 6.8479 2021-03-16 06:30:28,577 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 3:15:08, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.8592, loss: 1.8592, grad_norm: 6.7007 2021-03-16 06:30:35,867 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 3:15:01, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9577, loss: 1.9577, grad_norm: 6.8661 2021-03-16 06:30:43,098 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 3:14:53, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 2.2088, loss: 2.2088, grad_norm: 6.6410 2021-03-16 06:30:50,528 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 3:14:46, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9255, loss: 1.9255, grad_norm: 6.6481 2021-03-16 06:30:57,885 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 3:14:38, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9234, loss: 1.9234, grad_norm: 6.8751 2021-03-16 06:31:05,128 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 3:14:31, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8823, loss: 1.8823, grad_norm: 6.7390 2021-03-16 06:31:12,462 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 3:14:23, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.8976, loss: 1.8976, grad_norm: 6.6348 2021-03-16 06:31:19,853 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 3:14:15, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.0138, loss: 2.0138, grad_norm: 6.7836 2021-03-16 06:31:27,178 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 3:14:08, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8725, loss: 1.8725, grad_norm: 6.9724 2021-03-16 06:31:34,488 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 3:14:00, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7531, loss: 1.7531, grad_norm: 6.7313 2021-03-16 06:31:41,583 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 3:13:53, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8039, loss: 1.8039, grad_norm: 6.8576 2021-03-16 06:31:48,956 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 3:13:45, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 2.0815, loss: 2.0815, grad_norm: 6.7262 2021-03-16 06:31:56,166 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 3:13:37, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8839, loss: 1.8839, grad_norm: 6.8449 2021-03-16 06:32:03,548 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 3:13:30, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9176, loss: 1.9176, grad_norm: 6.9563 2021-03-16 06:32:10,779 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 3:13:22, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.9960, loss: 1.9960, grad_norm: 6.7509 2021-03-16 06:32:17,970 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 3:13:15, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8983, loss: 1.8983, grad_norm: 6.7441 2021-03-16 06:32:25,476 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 3:13:07, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.9689, loss: 1.9689, grad_norm: 6.7189 2021-03-16 06:32:32,897 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 3:13:00, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8722, loss: 1.8722, grad_norm: 6.7768 2021-03-16 06:32:39,860 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 3:12:52, time: 0.348, data_time: 0.000, memory: 7070, loss_cls: 1.9169, loss: 1.9169, grad_norm: 6.8302 2021-03-16 06:32:47,119 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 3:12:44, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.9017, loss: 1.9017, grad_norm: 6.7165 2021-03-16 06:32:54,378 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 3:12:37, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 2.0036, loss: 2.0036, grad_norm: 6.9599 2021-03-16 06:33:01,340 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 3:12:29, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.8947, loss: 1.8947, grad_norm: 6.9885 2021-03-16 06:33:08,661 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 3:12:21, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 2.0561, loss: 2.0561, grad_norm: 7.1104 2021-03-16 06:33:15,725 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 3:12:13, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 1.8562, loss: 1.8562, grad_norm: 6.7210 2021-03-16 06:33:22,713 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 3:12:06, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 1.8973, loss: 1.8973, grad_norm: 6.7768 2021-03-16 06:33:24,498 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-16 06:33:41,869 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 3:12:03, time: 0.847, data_time: 0.489, memory: 7070, loss_cls: 1.8657, loss: 1.8657, grad_norm: 6.9450 2021-03-16 06:33:49,063 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 3:11:55, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8710, loss: 1.8710, grad_norm: 6.9554 2021-03-16 06:33:56,666 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 3:11:48, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 1.9272, loss: 1.9272, grad_norm: 6.8948 2021-03-16 06:34:03,950 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 3:11:40, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8964, loss: 1.8964, grad_norm: 7.0048 2021-03-16 06:34:11,468 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 3:11:33, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.9271, loss: 1.9271, grad_norm: 6.9337 2021-03-16 06:34:18,883 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 3:11:25, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9880, loss: 1.9880, grad_norm: 6.8585 2021-03-16 06:34:25,978 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 3:11:17, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.9433, loss: 1.9433, grad_norm: 6.6752 2021-03-16 06:34:33,498 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 3:11:10, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.9356, loss: 1.9356, grad_norm: 6.8038 2021-03-16 06:34:40,985 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 3:11:03, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.9888, loss: 1.9888, grad_norm: 6.8166 2021-03-16 06:34:48,355 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 3:10:55, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9002, loss: 1.9002, grad_norm: 6.6952 2021-03-16 06:34:55,946 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 3:10:48, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.9174, loss: 1.9174, grad_norm: 6.8432 2021-03-16 06:35:03,116 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 3:10:40, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.7961, loss: 1.7961, grad_norm: 6.7668 2021-03-16 06:35:10,417 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 3:10:32, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 1.9218, loss: 1.9218, grad_norm: 6.7745 2021-03-16 06:35:17,441 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 3:10:25, time: 0.352, data_time: 0.002, memory: 7070, loss_cls: 1.8593, loss: 1.8593, grad_norm: 6.9228 2021-03-16 06:35:24,835 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 3:10:17, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8529, loss: 1.8529, grad_norm: 6.5966 2021-03-16 06:35:32,204 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 3:10:10, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 2.0837, loss: 2.0837, grad_norm: 6.8066 2021-03-16 06:35:39,612 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 3:10:02, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8395, loss: 1.8395, grad_norm: 6.6832 2021-03-16 06:35:46,908 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 3:09:55, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 2.0288, loss: 2.0288, grad_norm: 7.0135 2021-03-16 06:35:54,197 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 3:09:47, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.9794, loss: 1.9794, grad_norm: 6.9568 2021-03-16 06:36:01,532 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 3:09:39, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 2.0383, loss: 2.0383, grad_norm: 6.6648 2021-03-16 06:36:08,894 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 3:09:32, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8671, loss: 1.8671, grad_norm: 7.1556 2021-03-16 06:36:16,221 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 3:09:24, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9175, loss: 1.9175, grad_norm: 6.9944 2021-03-16 06:36:23,617 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 3:09:17, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8246, loss: 1.8246, grad_norm: 6.5035 2021-03-16 06:36:30,818 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 3:09:09, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.9692, loss: 1.9692, grad_norm: 6.8883 2021-03-16 06:36:38,312 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 3:09:02, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 2.0049, loss: 2.0049, grad_norm: 6.8008 2021-03-16 06:36:45,506 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 3:08:54, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.9971, loss: 1.9971, grad_norm: 6.9418 2021-03-16 06:36:52,810 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 3:08:47, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8032, loss: 1.8032, grad_norm: 6.8826 2021-03-16 06:37:00,112 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 3:08:39, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8188, loss: 1.8188, grad_norm: 7.2755 2021-03-16 06:37:07,536 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 3:08:31, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8385, loss: 1.8385, grad_norm: 6.9384 2021-03-16 06:37:15,006 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 3:08:24, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.9344, loss: 1.9344, grad_norm: 6.9438 2021-03-16 06:37:22,389 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 3:08:16, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9415, loss: 1.9415, grad_norm: 6.6828 2021-03-16 06:37:29,811 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 3:08:09, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7176, loss: 1.7176, grad_norm: 6.8942 2021-03-16 06:37:36,850 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 3:08:01, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 1.9724, loss: 1.9724, grad_norm: 7.1284 2021-03-16 06:37:43,840 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 3:07:53, time: 0.346, data_time: 0.001, memory: 7070, loss_cls: 1.8037, loss: 1.8037, grad_norm: 7.0345 2021-03-16 06:37:50,941 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 3:07:46, time: 0.359, data_time: 0.005, memory: 7070, loss_cls: 1.9878, loss: 1.9878, grad_norm: 6.8659 2021-03-16 06:37:58,026 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 3:07:38, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.9545, loss: 1.9545, grad_norm: 7.3449 2021-03-16 06:38:05,553 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 3:07:31, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 1.9047, loss: 1.9047, grad_norm: 6.9515 2021-03-16 06:38:13,069 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 3:07:23, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.9775, loss: 1.9775, grad_norm: 6.9208 2021-03-16 06:38:20,259 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 3:07:15, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.0094, loss: 2.0094, grad_norm: 7.1286 2021-03-16 06:38:27,608 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 3:07:08, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9064, loss: 1.9064, grad_norm: 7.1251 2021-03-16 06:38:35,023 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 3:07:00, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 2.0109, loss: 2.0109, grad_norm: 7.0281 2021-03-16 06:38:42,520 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 3:06:53, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 1.8808, loss: 1.8808, grad_norm: 7.1082 2021-03-16 06:38:49,985 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 3:06:46, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.8658, loss: 1.8658, grad_norm: 7.0001 2021-03-16 06:38:57,232 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 3:06:38, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 2.0323, loss: 2.0323, grad_norm: 6.9371 2021-03-16 06:39:04,337 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 3:06:30, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.9419, loss: 1.9419, grad_norm: 6.9553 2021-03-16 06:39:11,448 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 3:06:22, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8514, loss: 1.8514, grad_norm: 6.9188 2021-03-16 06:39:18,890 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 3:06:15, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8045, loss: 1.8045, grad_norm: 7.1873 2021-03-16 06:39:26,206 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 3:06:07, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.7795, loss: 1.7795, grad_norm: 6.9306 2021-03-16 06:39:33,707 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 3:06:00, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 1.9700, loss: 1.9700, grad_norm: 6.9250 2021-03-16 06:39:40,834 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 3:05:52, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.9090, loss: 1.9090, grad_norm: 7.1618 2021-03-16 06:39:48,120 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 3:05:45, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8697, loss: 1.8697, grad_norm: 6.7405 2021-03-16 06:39:55,388 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 3:05:37, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8163, loss: 1.8163, grad_norm: 6.7248 2021-03-16 06:40:02,767 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 3:05:30, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8202, loss: 1.8202, grad_norm: 7.0935 2021-03-16 06:40:10,279 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 3:05:22, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.9747, loss: 1.9747, grad_norm: 7.0578 2021-03-16 06:40:17,458 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 3:05:15, time: 0.365, data_time: 0.007, memory: 7070, loss_cls: 2.0286, loss: 2.0286, grad_norm: 6.7823 2021-03-16 06:40:25,000 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 3:05:07, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8474, loss: 1.8474, grad_norm: 7.0265 2021-03-16 06:40:32,365 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 3:05:00, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.9991, loss: 1.9991, grad_norm: 6.9798 2021-03-16 06:40:39,768 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 3:04:52, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9662, loss: 1.9662, grad_norm: 7.0149 2021-03-16 06:40:47,119 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 3:04:45, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9521, loss: 1.9521, grad_norm: 6.6311 2021-03-16 06:40:54,527 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 3:04:37, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8724, loss: 1.8724, grad_norm: 6.9508 2021-03-16 06:41:01,644 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 3:04:29, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.8030, loss: 1.8030, grad_norm: 6.9996 2021-03-16 06:41:08,786 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 3:04:22, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.9870, loss: 1.9870, grad_norm: 7.0935 2021-03-16 06:41:15,803 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 3:04:14, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.7949, loss: 1.7949, grad_norm: 6.8450 2021-03-16 06:41:23,174 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 3:04:06, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.8357, loss: 1.8357, grad_norm: 6.9654 2021-03-16 06:41:30,541 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 3:03:59, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8460, loss: 1.8460, grad_norm: 7.0681 2021-03-16 06:41:37,885 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 3:03:51, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9975, loss: 1.9975, grad_norm: 6.8158 2021-03-16 06:41:45,008 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 3:03:44, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.8898, loss: 1.8898, grad_norm: 7.0411 2021-03-16 06:41:46,814 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-16 06:42:49,574 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 06:42:49,717 - mmaction - INFO - top1_acc 0.4520 top5_acc 0.7430 2021-03-16 06:42:49,717 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 06:42:49,726 - mmaction - INFO - mean_acc 0.4057 2021-03-16 06:42:49,727 - mmaction - INFO - Epoch(val) [28][1345] top1_acc: 0.4520, top5_acc: 0.7430, mean_class_accuracy: 0.4057 2021-03-16 06:43:07,984 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 3:03:41, time: 0.911, data_time: 0.463, memory: 7070, loss_cls: 1.8482, loss: 1.8482, grad_norm: 7.2758 2021-03-16 06:43:15,566 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 3:03:34, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 1.8961, loss: 1.8961, grad_norm: 7.0760 2021-03-16 06:43:23,168 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 3:03:27, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 1.9796, loss: 1.9796, grad_norm: 7.1174 2021-03-16 06:43:30,532 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 3:03:19, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9501, loss: 1.9501, grad_norm: 7.1105 2021-03-16 06:43:38,001 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 3:03:12, time: 0.374, data_time: 0.007, memory: 7070, loss_cls: 1.8556, loss: 1.8556, grad_norm: 7.2228 2021-03-16 06:43:45,370 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 3:03:04, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8101, loss: 1.8101, grad_norm: 7.0325 2021-03-16 06:43:53,053 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 3:02:57, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.9557, loss: 1.9557, grad_norm: 6.8604 2021-03-16 06:44:00,299 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 3:02:49, time: 0.365, data_time: 0.005, memory: 7070, loss_cls: 1.9523, loss: 1.9523, grad_norm: 6.8520 2021-03-16 06:44:07,663 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 3:02:42, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8757, loss: 1.8757, grad_norm: 7.0548 2021-03-16 06:44:15,007 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 3:02:34, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8131, loss: 1.8131, grad_norm: 7.1440 2021-03-16 06:44:22,355 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 3:02:27, time: 0.367, data_time: 0.006, memory: 7070, loss_cls: 1.8660, loss: 1.8660, grad_norm: 7.4200 2021-03-16 06:44:29,424 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 3:02:19, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.8646, loss: 1.8646, grad_norm: 6.9800 2021-03-16 06:44:36,702 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 3:02:11, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8098, loss: 1.8098, grad_norm: 6.9376 2021-03-16 06:44:43,947 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 3:02:04, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.7563, loss: 1.7563, grad_norm: 6.9604 2021-03-16 06:44:51,117 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 3:01:56, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.8975, loss: 1.8975, grad_norm: 7.1291 2021-03-16 06:44:58,335 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 3:01:48, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 2.0420, loss: 2.0420, grad_norm: 7.0942 2021-03-16 06:45:05,724 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 3:01:41, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8964, loss: 1.8964, grad_norm: 7.2984 2021-03-16 06:45:13,144 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 3:01:33, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9116, loss: 1.9116, grad_norm: 7.1604 2021-03-16 06:45:20,277 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 3:01:26, time: 0.358, data_time: 0.005, memory: 7070, loss_cls: 1.8548, loss: 1.8548, grad_norm: 6.9844 2021-03-16 06:45:27,386 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 3:01:18, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.7870, loss: 1.7870, grad_norm: 7.1031 2021-03-16 06:45:34,681 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 3:01:10, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 2.1134, loss: 2.1134, grad_norm: 7.0810 2021-03-16 06:45:42,033 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 3:01:03, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8753, loss: 1.8753, grad_norm: 6.8818 2021-03-16 06:45:49,292 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 3:00:55, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.8801, loss: 1.8801, grad_norm: 6.9210 2021-03-16 06:45:56,398 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 3:00:48, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.7482, loss: 1.7482, grad_norm: 7.0201 2021-03-16 06:46:03,909 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 3:00:40, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7600, loss: 1.7600, grad_norm: 7.0693 2021-03-16 06:46:11,163 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 3:00:33, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8216, loss: 1.8216, grad_norm: 7.0796 2021-03-16 06:46:18,562 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 3:00:25, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9585, loss: 1.9585, grad_norm: 6.9572 2021-03-16 06:46:25,657 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 3:00:17, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.8448, loss: 1.8448, grad_norm: 7.2579 2021-03-16 06:46:33,107 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 3:00:10, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.7784, loss: 1.7784, grad_norm: 7.0599 2021-03-16 06:46:40,552 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 3:00:02, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.7538, loss: 1.7538, grad_norm: 7.1336 2021-03-16 06:46:47,684 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 2:59:55, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8072, loss: 1.8072, grad_norm: 7.3730 2021-03-16 06:46:55,170 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 2:59:47, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.9696, loss: 1.9696, grad_norm: 7.0348 2021-03-16 06:47:02,640 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 2:59:40, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.9578, loss: 1.9578, grad_norm: 7.2035 2021-03-16 06:47:10,057 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 2:59:32, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 2.0045, loss: 2.0045, grad_norm: 7.3094 2021-03-16 06:47:17,384 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 2:59:25, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.9227, loss: 1.9227, grad_norm: 7.2111 2021-03-16 06:47:24,518 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 2:59:17, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.8765, loss: 1.8765, grad_norm: 7.0418 2021-03-16 06:47:32,163 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 2:59:10, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 1.8460, loss: 1.8460, grad_norm: 7.2509 2021-03-16 06:47:39,417 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 2:59:02, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8840, loss: 1.8840, grad_norm: 7.1549 2021-03-16 06:47:46,772 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 2:58:55, time: 0.369, data_time: 0.004, memory: 7070, loss_cls: 1.9921, loss: 1.9921, grad_norm: 6.7798 2021-03-16 06:47:54,052 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 2:58:47, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8250, loss: 1.8250, grad_norm: 7.2484 2021-03-16 06:48:01,521 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 2:58:40, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.9227, loss: 1.9227, grad_norm: 7.1977 2021-03-16 06:48:08,836 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 2:58:32, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.8950, loss: 1.8950, grad_norm: 7.3249 2021-03-16 06:48:16,388 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 2:58:25, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.9076, loss: 1.9076, grad_norm: 7.2215 2021-03-16 06:48:23,634 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 2:58:17, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9551, loss: 1.9551, grad_norm: 6.9168 2021-03-16 06:48:30,878 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 2:58:10, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.8700, loss: 1.8700, grad_norm: 7.3972 2021-03-16 06:48:38,326 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 2:58:02, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9105, loss: 1.9105, grad_norm: 7.5649 2021-03-16 06:48:45,545 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 2:57:54, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8918, loss: 1.8918, grad_norm: 7.3346 2021-03-16 06:48:52,849 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 2:57:47, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.8782, loss: 1.8782, grad_norm: 7.0504 2021-03-16 06:49:00,105 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 2:57:39, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 2.0009, loss: 2.0009, grad_norm: 7.0916 2021-03-16 06:49:07,430 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 2:57:32, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.9228, loss: 1.9228, grad_norm: 7.0438 2021-03-16 06:49:14,592 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 2:57:24, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.8770, loss: 1.8770, grad_norm: 7.1484 2021-03-16 06:49:21,861 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 2:57:17, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.6711, loss: 1.6711, grad_norm: 7.2172 2021-03-16 06:49:29,304 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 2:57:09, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.9932, loss: 1.9932, grad_norm: 6.9763 2021-03-16 06:49:36,700 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 2:57:02, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.8884, loss: 1.8884, grad_norm: 7.0383 2021-03-16 06:49:44,257 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 2:56:54, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.9525, loss: 1.9525, grad_norm: 7.2245 2021-03-16 06:49:51,656 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 2:56:47, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.8522, loss: 1.8522, grad_norm: 7.2206 2021-03-16 06:49:58,985 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 2:56:39, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8167, loss: 1.8167, grad_norm: 6.9121 2021-03-16 06:50:06,212 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 2:56:32, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.9779, loss: 1.9779, grad_norm: 7.3918 2021-03-16 06:50:13,587 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 2:56:24, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.8671, loss: 1.8671, grad_norm: 7.1460 2021-03-16 06:50:20,902 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 2:56:17, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.9141, loss: 1.9141, grad_norm: 7.0362 2021-03-16 06:50:28,321 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 2:56:09, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9197, loss: 1.9197, grad_norm: 7.1711 2021-03-16 06:50:35,352 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 2:56:01, time: 0.351, data_time: 0.002, memory: 7070, loss_cls: 1.8517, loss: 1.8517, grad_norm: 7.1077 2021-03-16 06:50:42,474 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 2:55:54, time: 0.357, data_time: 0.003, memory: 7070, loss_cls: 2.0086, loss: 2.0086, grad_norm: 7.2882 2021-03-16 06:50:49,967 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 2:55:46, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.9754, loss: 1.9754, grad_norm: 7.1119 2021-03-16 06:50:57,517 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 2:55:39, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 2.0948, loss: 2.0948, grad_norm: 7.1734 2021-03-16 06:51:04,834 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 2:55:31, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.8822, loss: 1.8822, grad_norm: 7.2125 2021-03-16 06:51:11,785 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 2:55:23, time: 0.349, data_time: 0.002, memory: 7070, loss_cls: 1.8807, loss: 1.8807, grad_norm: 7.3447 2021-03-16 06:51:13,630 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-16 06:51:31,277 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 2:55:20, time: 0.863, data_time: 0.478, memory: 7070, loss_cls: 1.8158, loss: 1.8158, grad_norm: 7.2206 2021-03-16 06:51:38,930 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 2:55:13, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 1.9708, loss: 1.9708, grad_norm: 7.2713 2021-03-16 06:51:46,376 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 2:55:05, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8535, loss: 1.8535, grad_norm: 6.9592 2021-03-16 06:51:53,668 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 2:54:58, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.7824, loss: 1.7824, grad_norm: 7.1804 2021-03-16 06:52:00,831 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 2:54:50, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.9181, loss: 1.9181, grad_norm: 7.3699 2021-03-16 06:52:08,075 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 2:54:42, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.7906, loss: 1.7906, grad_norm: 7.2948 2021-03-16 06:52:15,587 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 2:54:35, time: 0.375, data_time: 0.000, memory: 7070, loss_cls: 1.7422, loss: 1.7422, grad_norm: 7.4785 2021-03-16 06:52:23,102 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 2:54:27, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.0143, loss: 2.0143, grad_norm: 7.0178 2021-03-16 06:52:30,447 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 2:54:20, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8731, loss: 1.8731, grad_norm: 7.2669 2021-03-16 06:52:37,877 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 2:54:12, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7592, loss: 1.7592, grad_norm: 6.9185 2021-03-16 06:52:45,201 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 2:54:05, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7945, loss: 1.7945, grad_norm: 7.0916 2021-03-16 06:52:52,566 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 2:53:57, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8945, loss: 1.8945, grad_norm: 7.1643 2021-03-16 06:52:59,840 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 2:53:50, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9305, loss: 1.9305, grad_norm: 7.2048 2021-03-16 06:53:07,214 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 2:53:42, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8769, loss: 1.8769, grad_norm: 7.3038 2021-03-16 06:53:14,447 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 2:53:35, time: 0.364, data_time: 0.003, memory: 7070, loss_cls: 1.8588, loss: 1.8588, grad_norm: 7.3991 2021-03-16 06:53:21,815 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 2:53:27, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.9025, loss: 1.9025, grad_norm: 7.5219 2021-03-16 06:53:28,935 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 2:53:19, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.9821, loss: 1.9821, grad_norm: 7.0926 2021-03-16 06:53:36,220 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 2:53:12, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.9261, loss: 1.9261, grad_norm: 7.5275 2021-03-16 06:53:43,626 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 2:53:04, time: 0.374, data_time: 0.004, memory: 7070, loss_cls: 1.8432, loss: 1.8432, grad_norm: 7.1946 2021-03-16 06:53:50,873 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 2:52:57, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8042, loss: 1.8042, grad_norm: 7.4255 2021-03-16 06:53:58,237 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 2:52:49, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9594, loss: 1.9594, grad_norm: 6.9690 2021-03-16 06:54:05,828 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 2:52:42, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 1.9911, loss: 1.9911, grad_norm: 7.5258 2021-03-16 06:54:13,001 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 2:52:34, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.9253, loss: 1.9253, grad_norm: 7.2323 2021-03-16 06:54:20,460 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 2:52:27, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.9022, loss: 1.9022, grad_norm: 6.8738 2021-03-16 06:54:27,761 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 2:52:19, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8584, loss: 1.8584, grad_norm: 7.1387 2021-03-16 06:54:35,233 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 2:52:12, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.9606, loss: 1.9606, grad_norm: 7.2346 2021-03-16 06:54:42,496 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 2:52:04, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.8659, loss: 1.8659, grad_norm: 7.2918 2021-03-16 06:54:49,751 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 2:51:57, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9413, loss: 1.9413, grad_norm: 7.4294 2021-03-16 06:54:57,204 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 2:51:49, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.8204, loss: 1.8204, grad_norm: 7.0031 2021-03-16 06:55:04,350 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 2:51:42, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.8580, loss: 1.8580, grad_norm: 7.5072 2021-03-16 06:55:11,786 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 2:51:34, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.9455, loss: 1.9455, grad_norm: 7.4490 2021-03-16 06:55:19,093 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 2:51:26, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9709, loss: 1.9709, grad_norm: 6.9252 2021-03-16 06:55:26,572 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 2:51:19, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.8413, loss: 1.8413, grad_norm: 7.4946 2021-03-16 06:55:33,726 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 2:51:11, time: 0.360, data_time: 0.004, memory: 7070, loss_cls: 1.8215, loss: 1.8215, grad_norm: 7.4266 2021-03-16 06:55:41,074 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 2:51:04, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8842, loss: 1.8842, grad_norm: 7.2067 2021-03-16 06:55:48,458 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 2:50:56, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8173, loss: 1.8173, grad_norm: 7.1825 2021-03-16 06:55:55,857 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 2:50:49, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.8366, loss: 1.8366, grad_norm: 7.3536 2021-03-16 06:56:03,396 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 2:50:41, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 1.8256, loss: 1.8256, grad_norm: 7.5751 2021-03-16 06:56:10,757 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 2:50:34, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8934, loss: 1.8934, grad_norm: 7.3482 2021-03-16 06:56:17,977 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 2:50:26, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.9081, loss: 1.9081, grad_norm: 7.4513 2021-03-16 06:56:24,828 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 2:50:18, time: 0.343, data_time: 0.002, memory: 7070, loss_cls: 1.8774, loss: 1.8774, grad_norm: 7.3022 2021-03-16 06:56:32,216 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 2:50:11, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8888, loss: 1.8888, grad_norm: 7.3755 2021-03-16 06:56:39,794 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 2:50:04, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.8970, loss: 1.8970, grad_norm: 7.2821 2021-03-16 06:56:47,249 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 2:49:56, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.9256, loss: 1.9256, grad_norm: 7.2508 2021-03-16 06:56:54,440 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 2:49:49, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8016, loss: 1.8016, grad_norm: 7.4304 2021-03-16 06:57:01,718 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 2:49:41, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9326, loss: 1.9326, grad_norm: 7.1378 2021-03-16 06:57:09,053 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 2:49:33, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9441, loss: 1.9441, grad_norm: 7.3539 2021-03-16 06:57:16,423 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 2:49:26, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9600, loss: 1.9600, grad_norm: 7.3947 2021-03-16 06:57:23,896 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 2:49:18, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6876, loss: 1.6876, grad_norm: 7.2157 2021-03-16 06:57:30,974 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 2:49:11, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.8692, loss: 1.8692, grad_norm: 7.2189 2021-03-16 06:57:38,309 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 2:49:03, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.9065, loss: 1.9065, grad_norm: 7.4384 2021-03-16 06:57:45,389 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 2:48:56, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 1.8012, loss: 1.8012, grad_norm: 7.5385 2021-03-16 06:57:52,667 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 2:48:48, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.9371, loss: 1.9371, grad_norm: 7.3865 2021-03-16 06:57:59,856 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 2:48:40, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8527, loss: 1.8527, grad_norm: 7.3352 2021-03-16 06:58:07,217 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 2:48:33, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8471, loss: 1.8471, grad_norm: 7.3285 2021-03-16 06:58:14,704 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 2:48:25, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.8405, loss: 1.8405, grad_norm: 7.4733 2021-03-16 06:58:22,001 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 2:48:18, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.9701, loss: 1.9701, grad_norm: 7.0522 2021-03-16 06:58:29,331 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 2:48:10, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.9239, loss: 1.9239, grad_norm: 7.2480 2021-03-16 06:58:36,711 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 2:48:03, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9230, loss: 1.9230, grad_norm: 7.1776 2021-03-16 06:58:43,993 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 2:47:55, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.9144, loss: 1.9144, grad_norm: 7.3130 2021-03-16 06:58:51,320 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 2:47:48, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.9235, loss: 1.9235, grad_norm: 7.1764 2021-03-16 06:58:58,523 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 2:47:40, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8624, loss: 1.8624, grad_norm: 7.3267 2021-03-16 06:59:05,864 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 2:47:33, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8978, loss: 1.8978, grad_norm: 7.2748 2021-03-16 06:59:13,026 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 2:47:25, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.9519, loss: 1.9519, grad_norm: 7.2168 2021-03-16 06:59:20,369 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 2:47:17, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8862, loss: 1.8862, grad_norm: 7.7287 2021-03-16 06:59:27,699 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 2:47:10, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 2.0579, loss: 2.0579, grad_norm: 7.1999 2021-03-16 06:59:34,679 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 2:47:02, time: 0.351, data_time: 0.002, memory: 7070, loss_cls: 1.8983, loss: 1.8983, grad_norm: 7.4258 2021-03-16 06:59:36,481 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-16 07:00:39,131 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 07:00:39,273 - mmaction - INFO - top1_acc 0.4550 top5_acc 0.7401 2021-03-16 07:00:39,273 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 07:00:39,281 - mmaction - INFO - mean_acc 0.4128 2021-03-16 07:00:39,604 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-03-16 07:00:39,604 - mmaction - INFO - Best top1_acc is 0.4550 at 30 epoch. 2021-03-16 07:00:39,607 - mmaction - INFO - Epoch(val) [30][1345] top1_acc: 0.4550, top5_acc: 0.7401, mean_class_accuracy: 0.4128 2021-03-16 07:00:56,894 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 2:46:58, time: 0.863, data_time: 0.464, memory: 7070, loss_cls: 1.8224, loss: 1.8224, grad_norm: 7.2183 2021-03-16 07:01:04,568 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 2:46:51, time: 0.383, data_time: 0.001, memory: 7070, loss_cls: 1.9471, loss: 1.9471, grad_norm: 7.2447 2021-03-16 07:01:11,981 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 2:46:43, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.9316, loss: 1.9316, grad_norm: 7.1962 2021-03-16 07:01:19,405 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 2:46:36, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.8158, loss: 1.8158, grad_norm: 7.2908 2021-03-16 07:01:26,601 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 2:46:28, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9088, loss: 1.9088, grad_norm: 7.4355 2021-03-16 07:01:34,108 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 2:46:21, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7115, loss: 1.7115, grad_norm: 7.3735 2021-03-16 07:01:41,705 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 2:46:13, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.7171, loss: 1.7171, grad_norm: 7.3654 2021-03-16 07:01:49,054 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 2:46:06, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9274, loss: 1.9274, grad_norm: 7.2582 2021-03-16 07:01:56,401 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 2:45:58, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.8922, loss: 1.8922, grad_norm: 7.4678 2021-03-16 07:02:03,500 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 2:45:51, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 1.9042, loss: 1.9042, grad_norm: 7.2565 2021-03-16 07:02:10,847 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 2:45:43, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.7821, loss: 1.7821, grad_norm: 7.2436 2021-03-16 07:02:18,097 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 2:45:36, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8138, loss: 1.8138, grad_norm: 7.6802 2021-03-16 07:02:25,204 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 2:45:28, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 2.0135, loss: 2.0135, grad_norm: 7.6790 2021-03-16 07:02:32,552 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 2:45:20, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.8425, loss: 1.8425, grad_norm: 7.3048 2021-03-16 07:02:39,971 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 2:45:13, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.9909, loss: 1.9909, grad_norm: 7.4597 2021-03-16 07:02:47,315 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 2:45:05, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8491, loss: 1.8491, grad_norm: 7.1066 2021-03-16 07:02:54,677 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 2:44:58, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.8580, loss: 1.8580, grad_norm: 7.3114 2021-03-16 07:03:01,799 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 2:44:50, time: 0.358, data_time: 0.003, memory: 7070, loss_cls: 1.8231, loss: 1.8231, grad_norm: 7.8211 2021-03-16 07:03:09,115 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 2:44:43, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7128, loss: 1.7128, grad_norm: 7.4001 2021-03-16 07:03:16,241 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 2:44:35, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.8385, loss: 1.8385, grad_norm: 7.5794 2021-03-16 07:03:23,448 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 2:44:27, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.9006, loss: 1.9006, grad_norm: 7.3838 2021-03-16 07:03:30,636 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 2:44:20, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.7196, loss: 1.7196, grad_norm: 7.3315 2021-03-16 07:03:38,043 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 2:44:12, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.9010, loss: 1.9010, grad_norm: 7.2963 2021-03-16 07:03:45,341 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 2:44:05, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.9004, loss: 1.9004, grad_norm: 7.2311 2021-03-16 07:03:52,600 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 2:43:57, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7964, loss: 1.7964, grad_norm: 7.2980 2021-03-16 07:04:00,008 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 2:43:50, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.9651, loss: 1.9651, grad_norm: 7.2732 2021-03-16 07:04:07,253 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 2:43:42, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.7684, loss: 1.7684, grad_norm: 7.2937 2021-03-16 07:04:14,640 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 2:43:35, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7791, loss: 1.7791, grad_norm: 7.4008 2021-03-16 07:04:22,072 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 2:43:27, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.9283, loss: 1.9283, grad_norm: 7.5435 2021-03-16 07:04:29,624 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 2:43:20, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.8212, loss: 1.8212, grad_norm: 7.5829 2021-03-16 07:04:37,209 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 2:43:12, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 1.8531, loss: 1.8531, grad_norm: 7.6214 2021-03-16 07:04:44,539 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 2:43:05, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 2.0087, loss: 2.0087, grad_norm: 7.4399 2021-03-16 07:04:52,004 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 2:42:57, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8745, loss: 1.8745, grad_norm: 7.2103 2021-03-16 07:04:59,129 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 2:42:50, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.8778, loss: 1.8778, grad_norm: 7.3424 2021-03-16 07:05:06,512 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 2:42:42, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.8342, loss: 1.8342, grad_norm: 7.4977 2021-03-16 07:05:13,844 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 2:42:35, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8537, loss: 1.8537, grad_norm: 7.4482 2021-03-16 07:05:20,981 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 2:42:27, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.8920, loss: 1.8920, grad_norm: 7.5547 2021-03-16 07:05:28,541 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 2:42:20, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8570, loss: 1.8570, grad_norm: 7.4937 2021-03-16 07:05:35,674 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 2:42:12, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.8340, loss: 1.8340, grad_norm: 7.4103 2021-03-16 07:05:43,137 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 2:42:05, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.7448, loss: 1.7448, grad_norm: 7.3537 2021-03-16 07:05:50,484 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 2:41:57, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8152, loss: 1.8152, grad_norm: 7.5114 2021-03-16 07:05:57,772 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 2:41:49, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.9550, loss: 1.9550, grad_norm: 7.2438 2021-03-16 07:06:05,027 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 2:41:42, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9371, loss: 1.9371, grad_norm: 7.2245 2021-03-16 07:06:12,661 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 2:41:35, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 1.8806, loss: 1.8806, grad_norm: 7.2453 2021-03-16 07:06:20,074 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 2:41:27, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8701, loss: 1.8701, grad_norm: 7.4363 2021-03-16 07:06:27,253 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 2:41:19, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.8927, loss: 1.8927, grad_norm: 7.3278 2021-03-16 07:06:34,572 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 2:41:12, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.7659, loss: 1.7659, grad_norm: 7.6340 2021-03-16 07:06:41,904 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 2:41:04, time: 0.371, data_time: 0.005, memory: 7070, loss_cls: 1.7666, loss: 1.7666, grad_norm: 7.6604 2021-03-16 07:06:49,282 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 2:40:57, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.9813, loss: 1.9813, grad_norm: 7.3961 2021-03-16 07:06:56,691 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 2:40:49, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.8451, loss: 1.8451, grad_norm: 7.2829 2021-03-16 07:07:04,113 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 2:40:42, time: 0.371, data_time: 0.004, memory: 7070, loss_cls: 1.8528, loss: 1.8528, grad_norm: 7.2704 2021-03-16 07:07:11,463 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 2:40:34, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9934, loss: 1.9934, grad_norm: 7.5249 2021-03-16 07:07:18,617 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 2:40:27, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.8259, loss: 1.8259, grad_norm: 7.4984 2021-03-16 07:07:25,942 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 2:40:19, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8050, loss: 1.8050, grad_norm: 7.5478 2021-03-16 07:07:33,379 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 2:40:12, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.8913, loss: 1.8913, grad_norm: 7.2876 2021-03-16 07:07:40,751 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 2:40:04, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.8246, loss: 1.8246, grad_norm: 7.3438 2021-03-16 07:07:47,965 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 2:39:57, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8446, loss: 1.8446, grad_norm: 7.4930 2021-03-16 07:07:55,221 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 2:39:49, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.8264, loss: 1.8264, grad_norm: 7.4341 2021-03-16 07:08:02,659 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 2:39:42, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 2.0045, loss: 2.0045, grad_norm: 7.6733 2021-03-16 07:08:10,109 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 2:39:34, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.8588, loss: 1.8588, grad_norm: 8.0011 2021-03-16 07:08:17,451 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 2:39:27, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.9889, loss: 1.9889, grad_norm: 7.6596 2021-03-16 07:08:24,753 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 2:39:19, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9316, loss: 1.9316, grad_norm: 7.2624 2021-03-16 07:08:32,025 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 2:39:12, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 2.0363, loss: 2.0363, grad_norm: 7.4244 2021-03-16 07:08:39,135 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 2:39:04, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.8657, loss: 1.8657, grad_norm: 7.4610 2021-03-16 07:08:46,529 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 2:38:56, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8646, loss: 1.8646, grad_norm: 7.4989 2021-03-16 07:08:53,883 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 2:38:49, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7925, loss: 1.7925, grad_norm: 7.3295 2021-03-16 07:09:00,828 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 2:38:41, time: 0.349, data_time: 0.002, memory: 7070, loss_cls: 1.8308, loss: 1.8308, grad_norm: 7.7089 2021-03-16 07:09:02,599 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-16 07:09:20,402 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 2:38:37, time: 0.869, data_time: 0.442, memory: 7070, loss_cls: 1.7548, loss: 1.7548, grad_norm: 7.3022 2021-03-16 07:09:27,926 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 2:38:29, time: 0.378, data_time: 0.003, memory: 7070, loss_cls: 1.8449, loss: 1.8449, grad_norm: 7.6923 2021-03-16 07:09:35,489 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 2:38:22, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.7692, loss: 1.7692, grad_norm: 7.6199 2021-03-16 07:09:42,831 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 2:38:15, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8938, loss: 1.8938, grad_norm: 7.4673 2021-03-16 07:09:50,228 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 2:38:07, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7814, loss: 1.7814, grad_norm: 7.7523 2021-03-16 07:09:57,783 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 2:38:00, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7707, loss: 1.7707, grad_norm: 7.4416 2021-03-16 07:10:05,105 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 2:37:52, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9273, loss: 1.9273, grad_norm: 7.2041 2021-03-16 07:10:12,202 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 2:37:44, time: 0.362, data_time: 0.008, memory: 7070, loss_cls: 1.8241, loss: 1.8241, grad_norm: 7.8793 2021-03-16 07:10:19,579 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 2:37:37, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6970, loss: 1.6970, grad_norm: 7.4423 2021-03-16 07:10:26,939 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 2:37:29, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.8673, loss: 1.8673, grad_norm: 7.4887 2021-03-16 07:10:34,058 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 2:37:22, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.8189, loss: 1.8189, grad_norm: 7.5549 2021-03-16 07:10:41,129 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 2:37:14, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 1.8341, loss: 1.8341, grad_norm: 7.5095 2021-03-16 07:10:48,584 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 2:37:07, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.9333, loss: 1.9333, grad_norm: 7.8290 2021-03-16 07:10:55,894 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 2:36:59, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7881, loss: 1.7881, grad_norm: 7.6991 2021-03-16 07:11:03,320 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 2:36:52, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9087, loss: 1.9087, grad_norm: 7.4766 2021-03-16 07:11:10,638 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 2:36:44, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.9443, loss: 1.9443, grad_norm: 7.5625 2021-03-16 07:11:18,113 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 2:36:37, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 2.0108, loss: 2.0108, grad_norm: 7.5715 2021-03-16 07:11:25,681 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 2:36:29, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.8984, loss: 1.8984, grad_norm: 7.4733 2021-03-16 07:11:32,780 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 2:36:22, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 1.8999, loss: 1.8999, grad_norm: 7.5445 2021-03-16 07:11:40,289 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 2:36:14, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.8489, loss: 1.8489, grad_norm: 8.0009 2021-03-16 07:11:47,746 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 2:36:07, time: 0.373, data_time: 0.003, memory: 7070, loss_cls: 1.8142, loss: 1.8142, grad_norm: 7.6643 2021-03-16 07:11:55,118 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 2:35:59, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 1.8972, loss: 1.8972, grad_norm: 7.5940 2021-03-16 07:12:02,560 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 2:35:52, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.7233, loss: 1.7233, grad_norm: 7.6439 2021-03-16 07:12:09,921 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 2:35:44, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8364, loss: 1.8364, grad_norm: 7.5358 2021-03-16 07:12:17,333 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 2:35:37, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.9128, loss: 1.9128, grad_norm: 7.4159 2021-03-16 07:12:24,575 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 2:35:29, time: 0.361, data_time: 0.003, memory: 7070, loss_cls: 1.7948, loss: 1.7948, grad_norm: 7.4769 2021-03-16 07:12:31,644 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 2:35:21, time: 0.357, data_time: 0.005, memory: 7070, loss_cls: 1.8819, loss: 1.8819, grad_norm: 7.4610 2021-03-16 07:12:38,780 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 2:35:14, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.7821, loss: 1.7821, grad_norm: 7.7590 2021-03-16 07:12:46,130 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 2:35:06, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.9000, loss: 1.9000, grad_norm: 7.4642 2021-03-16 07:12:53,466 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 2:34:59, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8771, loss: 1.8771, grad_norm: 7.5940 2021-03-16 07:13:01,123 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 2:34:51, time: 0.383, data_time: 0.000, memory: 7070, loss_cls: 1.8628, loss: 1.8628, grad_norm: 7.6142 2021-03-16 07:13:08,359 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 2:34:44, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7867, loss: 1.7867, grad_norm: 7.5620 2021-03-16 07:13:15,506 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 2:34:36, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.8941, loss: 1.8941, grad_norm: 7.5783 2021-03-16 07:13:23,208 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 2:34:29, time: 0.386, data_time: 0.001, memory: 7070, loss_cls: 1.9317, loss: 1.9317, grad_norm: 7.5994 2021-03-16 07:13:30,272 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 2:34:21, time: 0.352, data_time: 0.000, memory: 7070, loss_cls: 1.8057, loss: 1.8057, grad_norm: 7.6742 2021-03-16 07:13:37,328 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 2:34:14, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 1.7917, loss: 1.7917, grad_norm: 7.6512 2021-03-16 07:13:44,583 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 2:34:06, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.9025, loss: 1.9025, grad_norm: 7.5050 2021-03-16 07:13:51,776 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 2:33:58, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8464, loss: 1.8464, grad_norm: 7.6630 2021-03-16 07:13:59,385 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 2:33:51, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 1.9980, loss: 1.9980, grad_norm: 7.6030 2021-03-16 07:14:06,517 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 2:33:43, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 1.9394, loss: 1.9394, grad_norm: 7.6850 2021-03-16 07:14:13,575 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 2:33:36, time: 0.355, data_time: 0.003, memory: 7070, loss_cls: 1.9246, loss: 1.9246, grad_norm: 7.6306 2021-03-16 07:14:20,799 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 2:33:28, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.8222, loss: 1.8222, grad_norm: 7.5697 2021-03-16 07:14:28,045 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 2:33:21, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7704, loss: 1.7704, grad_norm: 7.4152 2021-03-16 07:14:35,487 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 2:33:13, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8381, loss: 1.8381, grad_norm: 7.6700 2021-03-16 07:14:42,894 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 2:33:06, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.8095, loss: 1.8095, grad_norm: 7.5800 2021-03-16 07:14:50,429 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 2:32:58, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.9752, loss: 1.9752, grad_norm: 7.6867 2021-03-16 07:14:57,829 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 2:32:51, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.8406, loss: 1.8406, grad_norm: 7.6541 2021-03-16 07:15:05,395 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 2:32:43, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8526, loss: 1.8526, grad_norm: 7.3184 2021-03-16 07:15:12,426 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 2:32:36, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.9266, loss: 1.9266, grad_norm: 7.8764 2021-03-16 07:15:19,426 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 2:32:28, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 1.7790, loss: 1.7790, grad_norm: 7.4023 2021-03-16 07:15:26,701 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 2:32:20, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.8767, loss: 1.8767, grad_norm: 7.5412 2021-03-16 07:15:34,057 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 2:32:13, time: 0.374, data_time: 0.006, memory: 7070, loss_cls: 1.7586, loss: 1.7586, grad_norm: 7.6676 2021-03-16 07:15:41,289 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 2:32:05, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.8103, loss: 1.8103, grad_norm: 7.5866 2021-03-16 07:15:48,797 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 2:31:58, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7871, loss: 1.7871, grad_norm: 7.7018 2021-03-16 07:15:56,037 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 2:31:50, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.8736, loss: 1.8736, grad_norm: 8.0612 2021-03-16 07:16:03,474 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 2:31:43, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8937, loss: 1.8937, grad_norm: 7.7183 2021-03-16 07:16:10,936 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 2:31:35, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8616, loss: 1.8616, grad_norm: 7.7099 2021-03-16 07:16:18,271 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 2:31:28, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8165, loss: 1.8165, grad_norm: 7.6809 2021-03-16 07:16:25,416 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 2:31:20, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.8355, loss: 1.8355, grad_norm: 7.5441 2021-03-16 07:16:32,767 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 2:31:13, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9426, loss: 1.9426, grad_norm: 7.5822 2021-03-16 07:16:40,024 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 2:31:05, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.7944, loss: 1.7944, grad_norm: 7.6269 2021-03-16 07:16:47,000 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 2:30:58, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.9483, loss: 1.9483, grad_norm: 7.8359 2021-03-16 07:16:54,365 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 2:30:50, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8227, loss: 1.8227, grad_norm: 7.8643 2021-03-16 07:17:01,655 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 2:30:42, time: 0.365, data_time: 0.003, memory: 7070, loss_cls: 1.7866, loss: 1.7866, grad_norm: 8.0250 2021-03-16 07:17:09,051 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 2:30:35, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8411, loss: 1.8411, grad_norm: 7.6095 2021-03-16 07:17:16,508 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 2:30:28, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7639, loss: 1.7639, grad_norm: 8.0649 2021-03-16 07:17:23,540 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 2:30:20, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.8099, loss: 1.8099, grad_norm: 7.7091 2021-03-16 07:17:25,336 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-16 07:18:27,749 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 07:18:27,898 - mmaction - INFO - top1_acc 0.4585 top5_acc 0.7443 2021-03-16 07:18:27,898 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 07:18:27,907 - mmaction - INFO - mean_acc 0.4171 2021-03-16 07:18:28,239 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-03-16 07:18:28,239 - mmaction - INFO - Best top1_acc is 0.4585 at 32 epoch. 2021-03-16 07:18:28,243 - mmaction - INFO - Epoch(val) [32][1345] top1_acc: 0.4585, top5_acc: 0.7443, mean_class_accuracy: 0.4171 2021-03-16 07:18:45,634 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 2:30:15, time: 0.868, data_time: 0.457, memory: 7070, loss_cls: 1.7690, loss: 1.7690, grad_norm: 7.6112 2021-03-16 07:18:53,122 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 2:30:08, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7445, loss: 1.7445, grad_norm: 7.5601 2021-03-16 07:19:00,834 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 2:30:00, time: 0.384, data_time: 0.000, memory: 7070, loss_cls: 1.8875, loss: 1.8875, grad_norm: 7.9252 2021-03-16 07:19:08,280 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 2:29:53, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.6985, loss: 1.6985, grad_norm: 7.3801 2021-03-16 07:19:15,716 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 2:29:45, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.8459, loss: 1.8459, grad_norm: 7.6508 2021-03-16 07:19:23,240 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 2:29:38, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7550, loss: 1.7550, grad_norm: 7.5860 2021-03-16 07:19:30,601 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 2:29:30, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.8965, loss: 1.8965, grad_norm: 7.9939 2021-03-16 07:19:38,005 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 2:29:23, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.8308, loss: 1.8308, grad_norm: 7.6271 2021-03-16 07:19:45,421 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 2:29:16, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8196, loss: 1.8196, grad_norm: 7.5736 2021-03-16 07:19:52,711 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 2:29:08, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.7669, loss: 1.7669, grad_norm: 7.5814 2021-03-16 07:20:00,210 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 2:29:01, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7374, loss: 1.7374, grad_norm: 7.5212 2021-03-16 07:20:07,538 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 2:28:53, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.8952, loss: 1.8952, grad_norm: 7.8473 2021-03-16 07:20:14,500 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 2:28:45, time: 0.348, data_time: 0.002, memory: 7070, loss_cls: 1.8497, loss: 1.8497, grad_norm: 7.9494 2021-03-16 07:20:21,929 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 2:28:38, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.9021, loss: 1.9021, grad_norm: 7.9317 2021-03-16 07:20:29,200 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 2:28:30, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8036, loss: 1.8036, grad_norm: 7.5532 2021-03-16 07:20:36,454 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 2:28:23, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.8357, loss: 1.8357, grad_norm: 7.5697 2021-03-16 07:20:43,654 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 2:28:15, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7502, loss: 1.7502, grad_norm: 8.1018 2021-03-16 07:20:51,126 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 2:28:08, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7514, loss: 1.7514, grad_norm: 7.5489 2021-03-16 07:20:58,478 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 2:28:00, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 2.0716, loss: 2.0716, grad_norm: 7.6220 2021-03-16 07:21:05,795 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 2:27:53, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7514, loss: 1.7514, grad_norm: 7.9658 2021-03-16 07:21:12,998 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 2:27:45, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.7979, loss: 1.7979, grad_norm: 7.7617 2021-03-16 07:21:20,443 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 2:27:38, time: 0.376, data_time: 0.004, memory: 7070, loss_cls: 1.8249, loss: 1.8249, grad_norm: 7.4862 2021-03-16 07:21:27,688 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 2:27:30, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.8900, loss: 1.8900, grad_norm: 7.9336 2021-03-16 07:21:34,870 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 2:27:22, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.7487, loss: 1.7487, grad_norm: 7.8151 2021-03-16 07:21:42,020 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 2:27:15, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.8310, loss: 1.8310, grad_norm: 8.0712 2021-03-16 07:21:49,371 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 2:27:07, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.8847, loss: 1.8847, grad_norm: 7.6367 2021-03-16 07:21:56,743 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 2:27:00, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.7636, loss: 1.7636, grad_norm: 7.9623 2021-03-16 07:22:03,964 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 2:26:52, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8561, loss: 1.8561, grad_norm: 7.9613 2021-03-16 07:22:11,490 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 2:26:45, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.7422, loss: 1.7422, grad_norm: 7.6080 2021-03-16 07:22:18,630 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 2:26:37, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.9118, loss: 1.9118, grad_norm: 7.3928 2021-03-16 07:22:25,860 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 2:26:30, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.8170, loss: 1.8170, grad_norm: 7.4867 2021-03-16 07:22:33,181 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 2:26:22, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.7694, loss: 1.7694, grad_norm: 7.5606 2021-03-16 07:22:40,645 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 2:26:15, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 2.0149, loss: 2.0149, grad_norm: 7.6171 2021-03-16 07:22:48,164 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 2:26:07, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 1.8585, loss: 1.8585, grad_norm: 7.4958 2021-03-16 07:22:55,359 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 2:26:00, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9326, loss: 1.9326, grad_norm: 7.8979 2021-03-16 07:23:02,523 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 2:25:52, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.7644, loss: 1.7644, grad_norm: 7.8927 2021-03-16 07:23:09,836 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 2:25:44, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.9157, loss: 1.9157, grad_norm: 7.5823 2021-03-16 07:23:17,309 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 2:25:37, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.8679, loss: 1.8679, grad_norm: 7.9103 2021-03-16 07:23:24,709 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 2:25:30, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8218, loss: 1.8218, grad_norm: 7.7129 2021-03-16 07:23:31,848 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 2:25:22, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.7980, loss: 1.7980, grad_norm: 7.6547 2021-03-16 07:23:39,334 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 2:25:15, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.8494, loss: 1.8494, grad_norm: 7.9447 2021-03-16 07:23:46,603 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 2:25:07, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8408, loss: 1.8408, grad_norm: 7.7897 2021-03-16 07:23:53,918 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 2:24:59, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.8689, loss: 1.8689, grad_norm: 8.0443 2021-03-16 07:24:01,495 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 2:24:52, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 1.7828, loss: 1.7828, grad_norm: 8.0559 2021-03-16 07:24:08,432 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 2:24:44, time: 0.346, data_time: 0.000, memory: 7070, loss_cls: 1.7191, loss: 1.7191, grad_norm: 7.8115 2021-03-16 07:24:15,856 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 2:24:37, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8779, loss: 1.8779, grad_norm: 7.8462 2021-03-16 07:24:23,375 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 2:24:29, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7992, loss: 1.7992, grad_norm: 7.8960 2021-03-16 07:24:30,678 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 2:24:22, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8573, loss: 1.8573, grad_norm: 8.1903 2021-03-16 07:24:37,970 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 2:24:14, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7660, loss: 1.7660, grad_norm: 7.8331 2021-03-16 07:24:45,564 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 2:24:07, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.6967, loss: 1.6967, grad_norm: 7.8752 2021-03-16 07:24:52,661 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 2:23:59, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.8641, loss: 1.8641, grad_norm: 8.0059 2021-03-16 07:25:00,119 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 2:23:52, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8468, loss: 1.8468, grad_norm: 8.0957 2021-03-16 07:25:07,340 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 2:23:44, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.8037, loss: 1.8037, grad_norm: 7.8080 2021-03-16 07:25:14,873 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 2:23:37, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.8679, loss: 1.8679, grad_norm: 8.0542 2021-03-16 07:25:22,041 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 2:23:29, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9232, loss: 1.9232, grad_norm: 8.2103 2021-03-16 07:25:29,232 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 2:23:22, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.9083, loss: 1.9083, grad_norm: 7.9385 2021-03-16 07:25:36,958 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 2:23:14, time: 0.386, data_time: 0.001, memory: 7070, loss_cls: 1.7618, loss: 1.7618, grad_norm: 7.8128 2021-03-16 07:25:44,255 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 2:23:07, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7989, loss: 1.7989, grad_norm: 8.0480 2021-03-16 07:25:51,683 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 2:22:59, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.9257, loss: 1.9257, grad_norm: 7.8584 2021-03-16 07:25:58,869 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 2:22:52, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.8209, loss: 1.8209, grad_norm: 7.9674 2021-03-16 07:26:06,043 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 2:22:44, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.7247, loss: 1.7247, grad_norm: 7.7186 2021-03-16 07:26:13,205 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 2:22:37, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9875, loss: 1.9875, grad_norm: 8.2141 2021-03-16 07:26:20,127 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 2:22:29, time: 0.345, data_time: 0.000, memory: 7070, loss_cls: 1.7880, loss: 1.7880, grad_norm: 8.0300 2021-03-16 07:26:28,031 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 2:22:22, time: 0.396, data_time: 0.002, memory: 7070, loss_cls: 1.7587, loss: 1.7587, grad_norm: 7.6091 2021-03-16 07:26:35,056 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 2:22:14, time: 0.350, data_time: 0.002, memory: 7070, loss_cls: 1.8104, loss: 1.8104, grad_norm: 7.8163 2021-03-16 07:26:42,541 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 2:22:07, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.8750, loss: 1.8750, grad_norm: 7.5965 2021-03-16 07:26:49,435 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 2:21:59, time: 0.346, data_time: 0.002, memory: 7070, loss_cls: 1.8594, loss: 1.8594, grad_norm: 7.8209 2021-03-16 07:26:51,194 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-16 07:27:09,207 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 2:21:54, time: 0.878, data_time: 0.427, memory: 7070, loss_cls: 1.8913, loss: 1.8913, grad_norm: 7.8198 2021-03-16 07:27:16,942 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 2:21:47, time: 0.388, data_time: 0.002, memory: 7070, loss_cls: 1.7473, loss: 1.7473, grad_norm: 7.6440 2021-03-16 07:27:24,285 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 2:21:39, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.7976, loss: 1.7976, grad_norm: 7.9097 2021-03-16 07:27:31,596 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 2:21:31, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7159, loss: 1.7159, grad_norm: 7.6250 2021-03-16 07:27:39,197 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 2:21:24, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.7304, loss: 1.7304, grad_norm: 8.0609 2021-03-16 07:27:46,729 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 2:21:17, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.8842, loss: 1.8842, grad_norm: 7.6130 2021-03-16 07:27:54,017 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 2:21:09, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7071, loss: 1.7071, grad_norm: 7.8779 2021-03-16 07:28:01,414 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 2:21:02, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.7053, loss: 1.7053, grad_norm: 7.9390 2021-03-16 07:28:08,762 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 2:20:54, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7903, loss: 1.7903, grad_norm: 8.0219 2021-03-16 07:28:16,046 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 2:20:47, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8385, loss: 1.8385, grad_norm: 7.8125 2021-03-16 07:28:23,328 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 2:20:39, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.8427, loss: 1.8427, grad_norm: 7.7363 2021-03-16 07:28:30,561 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 2:20:32, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.8721, loss: 1.8721, grad_norm: 7.7586 2021-03-16 07:28:38,008 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 2:20:24, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8088, loss: 1.8088, grad_norm: 7.8983 2021-03-16 07:28:45,574 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 2:20:17, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.8623, loss: 1.8623, grad_norm: 7.7405 2021-03-16 07:28:52,904 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 2:20:09, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.8146, loss: 1.8146, grad_norm: 7.6408 2021-03-16 07:29:00,312 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 2:20:02, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7360, loss: 1.7360, grad_norm: 7.6741 2021-03-16 07:29:07,229 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 2:19:54, time: 0.347, data_time: 0.002, memory: 7070, loss_cls: 1.7085, loss: 1.7085, grad_norm: 8.1284 2021-03-16 07:29:14,785 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 2:19:47, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 1.7494, loss: 1.7494, grad_norm: 7.8458 2021-03-16 07:29:22,080 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 2:19:39, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.6955, loss: 1.6955, grad_norm: 7.9536 2021-03-16 07:29:29,520 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 2:19:32, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8915, loss: 1.8915, grad_norm: 7.7799 2021-03-16 07:29:36,922 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 2:19:24, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.9179, loss: 1.9179, grad_norm: 7.7625 2021-03-16 07:29:44,242 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 2:19:17, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8748, loss: 1.8748, grad_norm: 8.0643 2021-03-16 07:29:51,571 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 2:19:09, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7972, loss: 1.7972, grad_norm: 7.7884 2021-03-16 07:29:58,971 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 2:19:02, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7087, loss: 1.7087, grad_norm: 7.8437 2021-03-16 07:30:06,329 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 2:18:54, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7982, loss: 1.7982, grad_norm: 7.8288 2021-03-16 07:30:13,804 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 2:18:47, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.8271, loss: 1.8271, grad_norm: 8.0779 2021-03-16 07:30:21,088 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 2:18:39, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9036, loss: 1.9036, grad_norm: 7.9686 2021-03-16 07:30:28,544 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 2:18:32, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8512, loss: 1.8512, grad_norm: 7.9433 2021-03-16 07:30:35,951 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 2:18:24, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8342, loss: 1.8342, grad_norm: 7.9445 2021-03-16 07:30:43,171 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 2:18:17, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8920, loss: 1.8920, grad_norm: 8.0021 2021-03-16 07:30:50,494 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 2:18:09, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8045, loss: 1.8045, grad_norm: 7.8225 2021-03-16 07:30:58,115 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 2:18:02, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.8342, loss: 1.8342, grad_norm: 8.6114 2021-03-16 07:31:05,520 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 2:17:54, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.8456, loss: 1.8456, grad_norm: 7.8391 2021-03-16 07:31:12,818 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 2:17:47, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.8322, loss: 1.8322, grad_norm: 7.8395 2021-03-16 07:31:20,134 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 2:17:39, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8330, loss: 1.8330, grad_norm: 7.9573 2021-03-16 07:31:27,589 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 2:17:32, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 2.0158, loss: 2.0158, grad_norm: 8.1586 2021-03-16 07:31:34,816 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 2:17:24, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.9323, loss: 1.9323, grad_norm: 7.9560 2021-03-16 07:31:42,109 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 2:17:17, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.7093, loss: 1.7093, grad_norm: 7.7593 2021-03-16 07:31:49,194 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 2:17:09, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.8821, loss: 1.8821, grad_norm: 8.5196 2021-03-16 07:31:56,411 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 2:17:01, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.8391, loss: 1.8391, grad_norm: 8.1292 2021-03-16 07:32:03,563 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 2:16:54, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.8580, loss: 1.8580, grad_norm: 7.8193 2021-03-16 07:32:11,000 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 2:16:46, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.8144, loss: 1.8144, grad_norm: 8.0059 2021-03-16 07:32:18,069 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 2:16:39, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.9296, loss: 1.9296, grad_norm: 7.9780 2021-03-16 07:32:25,323 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 2:16:31, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6960, loss: 1.6960, grad_norm: 7.8195 2021-03-16 07:32:32,652 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 2:16:24, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8910, loss: 1.8910, grad_norm: 8.1501 2021-03-16 07:32:39,782 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 2:16:16, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.7759, loss: 1.7759, grad_norm: 7.9168 2021-03-16 07:32:47,116 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 2:16:09, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8207, loss: 1.8207, grad_norm: 8.2057 2021-03-16 07:32:54,450 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 2:16:01, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8096, loss: 1.8096, grad_norm: 8.0659 2021-03-16 07:33:01,737 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 2:15:54, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.9189, loss: 1.9189, grad_norm: 7.9479 2021-03-16 07:33:09,287 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 2:15:46, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.8333, loss: 1.8333, grad_norm: 7.8386 2021-03-16 07:33:16,608 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 2:15:39, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7800, loss: 1.7800, grad_norm: 8.2269 2021-03-16 07:33:23,647 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 2:15:31, time: 0.351, data_time: 0.000, memory: 7070, loss_cls: 1.8251, loss: 1.8251, grad_norm: 8.0592 2021-03-16 07:33:30,972 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 2:15:23, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.7664, loss: 1.7664, grad_norm: 8.1925 2021-03-16 07:33:38,373 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 2:15:16, time: 0.372, data_time: 0.004, memory: 7070, loss_cls: 1.8924, loss: 1.8924, grad_norm: 7.9739 2021-03-16 07:33:45,759 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 2:15:08, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8406, loss: 1.8406, grad_norm: 7.9099 2021-03-16 07:33:52,845 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 2:15:01, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.7283, loss: 1.7283, grad_norm: 8.0870 2021-03-16 07:34:00,289 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 2:14:53, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.9501, loss: 1.9501, grad_norm: 7.7842 2021-03-16 07:34:07,505 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 2:14:46, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7442, loss: 1.7442, grad_norm: 7.8592 2021-03-16 07:34:14,740 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 2:14:38, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7591, loss: 1.7591, grad_norm: 7.9976 2021-03-16 07:34:22,012 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 2:14:31, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.9014, loss: 1.9014, grad_norm: 7.7712 2021-03-16 07:34:29,510 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 2:14:23, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 1.8888, loss: 1.8888, grad_norm: 7.9401 2021-03-16 07:34:36,744 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 2:14:16, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.8550, loss: 1.8550, grad_norm: 8.1326 2021-03-16 07:34:44,364 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 2:14:08, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.8049, loss: 1.8049, grad_norm: 7.8503 2021-03-16 07:34:51,322 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 2:14:01, time: 0.349, data_time: 0.002, memory: 7070, loss_cls: 1.9441, loss: 1.9441, grad_norm: 8.2569 2021-03-16 07:34:58,395 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 2:13:53, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.8419, loss: 1.8419, grad_norm: 7.9765 2021-03-16 07:35:05,863 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 2:13:46, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.8090, loss: 1.8090, grad_norm: 8.2687 2021-03-16 07:35:13,131 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 2:13:38, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9518, loss: 1.9518, grad_norm: 8.1907 2021-03-16 07:35:14,936 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-16 07:36:17,395 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 07:36:17,641 - mmaction - INFO - top1_acc 0.4571 top5_acc 0.7449 2021-03-16 07:36:17,642 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 07:36:17,651 - mmaction - INFO - mean_acc 0.4163 2021-03-16 07:36:17,653 - mmaction - INFO - Epoch(val) [34][1345] top1_acc: 0.4571, top5_acc: 0.7449, mean_class_accuracy: 0.4163 2021-03-16 07:36:35,331 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 2:13:33, time: 0.884, data_time: 0.490, memory: 7070, loss_cls: 1.8240, loss: 1.8240, grad_norm: 7.9868 2021-03-16 07:36:42,977 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 2:13:25, time: 0.381, data_time: 0.000, memory: 7070, loss_cls: 1.8165, loss: 1.8165, grad_norm: 7.8984 2021-03-16 07:36:50,348 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 2:13:18, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.8877, loss: 1.8877, grad_norm: 8.0622 2021-03-16 07:36:57,689 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 2:13:10, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8559, loss: 1.8559, grad_norm: 7.8622 2021-03-16 07:37:05,262 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 2:13:03, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 1.7867, loss: 1.7867, grad_norm: 8.0146 2021-03-16 07:37:12,652 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 2:12:55, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8986, loss: 1.8986, grad_norm: 7.6392 2021-03-16 07:37:20,046 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 2:12:48, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.8806, loss: 1.8806, grad_norm: 7.7570 2021-03-16 07:37:27,441 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 2:12:40, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8521, loss: 1.8521, grad_norm: 7.7877 2021-03-16 07:37:34,682 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 2:12:33, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.9723, loss: 1.9723, grad_norm: 7.9426 2021-03-16 07:37:41,939 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 2:12:25, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.7344, loss: 1.7344, grad_norm: 7.7863 2021-03-16 07:37:49,439 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 2:12:18, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6802, loss: 1.6802, grad_norm: 7.5788 2021-03-16 07:37:56,758 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 2:12:10, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8255, loss: 1.8255, grad_norm: 8.1000 2021-03-16 07:38:04,018 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 2:12:03, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.7285, loss: 1.7285, grad_norm: 7.8086 2021-03-16 07:38:11,600 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 2:11:55, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.6734, loss: 1.6734, grad_norm: 7.8783 2021-03-16 07:38:18,921 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 2:11:48, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.8363, loss: 1.8363, grad_norm: 8.0321 2021-03-16 07:38:26,489 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 2:11:41, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8638, loss: 1.8638, grad_norm: 8.0736 2021-03-16 07:38:33,593 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 2:11:33, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.6716, loss: 1.6716, grad_norm: 7.7890 2021-03-16 07:38:41,284 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 2:11:26, time: 0.384, data_time: 0.001, memory: 7070, loss_cls: 1.9156, loss: 1.9156, grad_norm: 7.8979 2021-03-16 07:38:48,376 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 2:11:18, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.7765, loss: 1.7765, grad_norm: 7.9197 2021-03-16 07:38:55,587 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 2:11:10, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.8156, loss: 1.8156, grad_norm: 7.9049 2021-03-16 07:39:02,711 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 2:11:03, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.8181, loss: 1.8181, grad_norm: 7.8424 2021-03-16 07:39:09,967 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 2:10:55, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8254, loss: 1.8254, grad_norm: 8.0526 2021-03-16 07:39:17,160 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 2:10:48, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7419, loss: 1.7419, grad_norm: 8.2600 2021-03-16 07:39:24,302 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 2:10:40, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.9205, loss: 1.9205, grad_norm: 8.0230 2021-03-16 07:39:31,664 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 2:10:33, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8750, loss: 1.8750, grad_norm: 8.2423 2021-03-16 07:39:38,949 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 2:10:25, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.9267, loss: 1.9267, grad_norm: 8.0969 2021-03-16 07:39:46,135 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 2:10:18, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.8353, loss: 1.8353, grad_norm: 7.9971 2021-03-16 07:39:53,702 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 2:10:10, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7155, loss: 1.7155, grad_norm: 7.8020 2021-03-16 07:40:00,866 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 2:10:03, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.9476, loss: 1.9476, grad_norm: 8.1265 2021-03-16 07:40:08,263 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 2:09:55, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.7888, loss: 1.7888, grad_norm: 8.2429 2021-03-16 07:40:15,615 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 2:09:48, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.6924, loss: 1.6924, grad_norm: 8.1043 2021-03-16 07:40:23,006 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 2:09:40, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.8019, loss: 1.8019, grad_norm: 7.9886 2021-03-16 07:40:29,920 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 2:09:32, time: 0.346, data_time: 0.001, memory: 7070, loss_cls: 1.8898, loss: 1.8898, grad_norm: 7.9737 2021-03-16 07:40:37,313 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 2:09:25, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8100, loss: 1.8100, grad_norm: 7.8849 2021-03-16 07:40:44,592 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 2:09:17, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.6721, loss: 1.6721, grad_norm: 7.6748 2021-03-16 07:40:51,984 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 2:09:10, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7819, loss: 1.7819, grad_norm: 8.2261 2021-03-16 07:40:59,344 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 2:09:02, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7830, loss: 1.7830, grad_norm: 7.9365 2021-03-16 07:41:06,847 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 2:08:55, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7181, loss: 1.7181, grad_norm: 8.1210 2021-03-16 07:41:13,807 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 2:08:47, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.9263, loss: 1.9263, grad_norm: 7.9763 2021-03-16 07:41:21,121 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 2:08:40, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.6926, loss: 1.6926, grad_norm: 8.3406 2021-03-16 07:41:28,655 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 2:08:32, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7873, loss: 1.7873, grad_norm: 8.0016 2021-03-16 07:41:36,161 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 2:08:25, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7532, loss: 1.7532, grad_norm: 7.7819 2021-03-16 07:41:43,391 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 2:08:17, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.8722, loss: 1.8722, grad_norm: 8.2443 2021-03-16 07:41:50,676 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 2:08:10, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9594, loss: 1.9594, grad_norm: 7.8614 2021-03-16 07:41:58,028 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 2:08:02, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7956, loss: 1.7956, grad_norm: 8.2709 2021-03-16 07:42:05,375 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 2:07:55, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9060, loss: 1.9060, grad_norm: 7.8713 2021-03-16 07:42:12,507 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 2:07:47, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.7504, loss: 1.7504, grad_norm: 8.1712 2021-03-16 07:42:19,827 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 2:07:40, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8798, loss: 1.8798, grad_norm: 8.0147 2021-03-16 07:42:26,836 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 2:07:32, time: 0.350, data_time: 0.000, memory: 7070, loss_cls: 1.8838, loss: 1.8838, grad_norm: 8.1230 2021-03-16 07:42:34,090 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 2:07:25, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.8039, loss: 1.8039, grad_norm: 8.1343 2021-03-16 07:42:41,412 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 2:07:17, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.9169, loss: 1.9169, grad_norm: 7.9235 2021-03-16 07:42:48,593 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 2:07:10, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7735, loss: 1.7735, grad_norm: 7.9926 2021-03-16 07:42:56,164 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 2:07:02, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 1.8964, loss: 1.8964, grad_norm: 8.1290 2021-03-16 07:43:03,432 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 2:06:55, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.7280, loss: 1.7280, grad_norm: 7.7711 2021-03-16 07:43:10,851 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 2:06:47, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.7465, loss: 1.7465, grad_norm: 8.0162 2021-03-16 07:43:18,121 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 2:06:40, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8925, loss: 1.8925, grad_norm: 8.1807 2021-03-16 07:43:25,407 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 2:06:32, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8892, loss: 1.8892, grad_norm: 8.1173 2021-03-16 07:43:32,892 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 2:06:25, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.9590, loss: 1.9590, grad_norm: 8.0875 2021-03-16 07:43:40,544 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 2:06:17, time: 0.383, data_time: 0.002, memory: 7070, loss_cls: 1.9094, loss: 1.9094, grad_norm: 8.0832 2021-03-16 07:43:47,691 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 2:06:10, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8112, loss: 1.8112, grad_norm: 8.2696 2021-03-16 07:43:54,970 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 2:06:02, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.8949, loss: 1.8949, grad_norm: 7.7821 2021-03-16 07:44:02,251 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 2:05:55, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.9109, loss: 1.9109, grad_norm: 8.1367 2021-03-16 07:44:09,783 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 2:05:47, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 1.7634, loss: 1.7634, grad_norm: 8.0470 2021-03-16 07:44:17,165 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 2:05:40, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9424, loss: 1.9424, grad_norm: 7.7957 2021-03-16 07:44:24,438 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 2:05:32, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 1.7333, loss: 1.7333, grad_norm: 8.4083 2021-03-16 07:44:31,767 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 2:05:25, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.9750, loss: 1.9750, grad_norm: 8.0600 2021-03-16 07:44:38,950 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 2:05:17, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.9481, loss: 1.9481, grad_norm: 8.3878 2021-03-16 07:44:40,762 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-16 07:44:58,208 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 2:05:11, time: 0.854, data_time: 0.493, memory: 7070, loss_cls: 1.8578, loss: 1.8578, grad_norm: 8.1457 2021-03-16 07:45:05,459 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 2:05:04, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.8068, loss: 1.8068, grad_norm: 8.0826 2021-03-16 07:45:12,975 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 2:04:56, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 1.8201, loss: 1.8201, grad_norm: 8.2108 2021-03-16 07:45:20,531 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 2:04:49, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 1.7434, loss: 1.7434, grad_norm: 8.1205 2021-03-16 07:45:27,941 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 2:04:41, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7457, loss: 1.7457, grad_norm: 8.2805 2021-03-16 07:45:35,233 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 2:04:34, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.8553, loss: 1.8553, grad_norm: 8.2245 2021-03-16 07:45:42,706 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 2:04:26, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.7431, loss: 1.7431, grad_norm: 8.2863 2021-03-16 07:45:49,932 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 2:04:19, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7297, loss: 1.7297, grad_norm: 7.9060 2021-03-16 07:45:57,126 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 2:04:11, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.7225, loss: 1.7225, grad_norm: 8.2206 2021-03-16 07:46:04,420 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 2:04:04, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7260, loss: 1.7260, grad_norm: 8.3740 2021-03-16 07:46:11,784 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 2:03:56, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8733, loss: 1.8733, grad_norm: 8.0508 2021-03-16 07:46:19,212 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 2:03:49, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8028, loss: 1.8028, grad_norm: 7.9912 2021-03-16 07:46:26,574 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 2:03:41, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.6795, loss: 1.6795, grad_norm: 8.2155 2021-03-16 07:46:33,727 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 2:03:34, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.7476, loss: 1.7476, grad_norm: 8.3305 2021-03-16 07:46:41,095 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 2:03:26, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8502, loss: 1.8502, grad_norm: 7.7662 2021-03-16 07:46:48,393 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 2:03:19, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8606, loss: 1.8606, grad_norm: 7.8293 2021-03-16 07:46:55,687 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 2:03:11, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7818, loss: 1.7818, grad_norm: 8.3413 2021-03-16 07:47:03,132 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 2:03:04, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8070, loss: 1.8070, grad_norm: 7.8889 2021-03-16 07:47:10,258 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 2:02:56, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8105, loss: 1.8105, grad_norm: 8.0195 2021-03-16 07:47:17,649 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 2:02:49, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8638, loss: 1.8638, grad_norm: 8.1778 2021-03-16 07:47:24,785 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 2:02:41, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.9548, loss: 1.9548, grad_norm: 7.9939 2021-03-16 07:47:32,084 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 2:02:34, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.7980, loss: 1.7980, grad_norm: 8.2489 2021-03-16 07:47:39,330 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 2:02:26, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7762, loss: 1.7762, grad_norm: 8.1531 2021-03-16 07:47:46,593 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 2:02:18, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.8155, loss: 1.8155, grad_norm: 8.2149 2021-03-16 07:47:53,810 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 2:02:11, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7645, loss: 1.7645, grad_norm: 8.0318 2021-03-16 07:48:01,252 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 2:02:03, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.8226, loss: 1.8226, grad_norm: 8.3672 2021-03-16 07:48:08,624 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 2:01:56, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7695, loss: 1.7695, grad_norm: 8.2582 2021-03-16 07:48:16,065 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 2:01:48, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7552, loss: 1.7552, grad_norm: 8.7122 2021-03-16 07:48:23,383 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 2:01:41, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8546, loss: 1.8546, grad_norm: 7.9196 2021-03-16 07:48:30,835 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 2:01:34, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8220, loss: 1.8220, grad_norm: 8.2894 2021-03-16 07:48:38,428 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 2:01:26, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 1.8593, loss: 1.8593, grad_norm: 7.8435 2021-03-16 07:48:45,992 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 2:01:19, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7930, loss: 1.7930, grad_norm: 8.0315 2021-03-16 07:48:53,207 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 2:01:11, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.8900, loss: 1.8900, grad_norm: 8.0935 2021-03-16 07:49:00,875 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 2:01:04, time: 0.383, data_time: 0.000, memory: 7070, loss_cls: 1.9396, loss: 1.9396, grad_norm: 8.3818 2021-03-16 07:49:07,982 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 2:00:56, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8129, loss: 1.8129, grad_norm: 8.1721 2021-03-16 07:49:15,300 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 2:00:49, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7382, loss: 1.7382, grad_norm: 8.0424 2021-03-16 07:49:22,551 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 2:00:41, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8108, loss: 1.8108, grad_norm: 8.3126 2021-03-16 07:49:29,916 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 2:00:34, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 1.7368, loss: 1.7368, grad_norm: 8.2187 2021-03-16 07:49:37,025 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 2:00:26, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.7945, loss: 1.7945, grad_norm: 8.2805 2021-03-16 07:49:44,240 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 2:00:19, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.8471, loss: 1.8471, grad_norm: 8.2910 2021-03-16 07:49:51,553 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 2:00:11, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9138, loss: 1.9138, grad_norm: 8.3226 2021-03-16 07:49:58,965 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 2:00:04, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.9171, loss: 1.9171, grad_norm: 8.2405 2021-03-16 07:50:06,519 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 1:59:56, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8379, loss: 1.8379, grad_norm: 8.4706 2021-03-16 07:50:13,765 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 1:59:49, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6557, loss: 1.6557, grad_norm: 8.2266 2021-03-16 07:50:21,223 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 1:59:41, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.7970, loss: 1.7970, grad_norm: 8.3640 2021-03-16 07:50:28,544 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 1:59:34, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.8224, loss: 1.8224, grad_norm: 8.0419 2021-03-16 07:50:35,866 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 1:59:26, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6403, loss: 1.6403, grad_norm: 8.0652 2021-03-16 07:50:43,036 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 1:59:19, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.7159, loss: 1.7159, grad_norm: 8.2112 2021-03-16 07:50:50,258 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 1:59:11, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8703, loss: 1.8703, grad_norm: 8.2104 2021-03-16 07:50:57,721 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 1:59:04, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.8936, loss: 1.8936, grad_norm: 8.4162 2021-03-16 07:51:05,014 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 1:58:56, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8627, loss: 1.8627, grad_norm: 8.1806 2021-03-16 07:51:12,098 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 1:58:49, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.6639, loss: 1.6639, grad_norm: 8.6340 2021-03-16 07:51:19,420 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 1:58:41, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.8531, loss: 1.8531, grad_norm: 8.2300 2021-03-16 07:51:26,677 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 1:58:33, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8159, loss: 1.8159, grad_norm: 8.3017 2021-03-16 07:51:34,104 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 1:58:26, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7134, loss: 1.7134, grad_norm: 8.2979 2021-03-16 07:51:41,185 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 1:58:18, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.7869, loss: 1.7869, grad_norm: 8.2329 2021-03-16 07:51:48,608 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 1:58:11, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6877, loss: 1.6877, grad_norm: 8.3152 2021-03-16 07:51:55,674 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 1:58:03, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 1.7658, loss: 1.7658, grad_norm: 8.1702 2021-03-16 07:52:03,149 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 1:57:56, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.9189, loss: 1.9189, grad_norm: 8.4905 2021-03-16 07:52:10,399 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 1:57:48, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8330, loss: 1.8330, grad_norm: 8.6665 2021-03-16 07:52:17,717 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 1:57:41, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.7406, loss: 1.7406, grad_norm: 8.6071 2021-03-16 07:52:25,248 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 1:57:33, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.7378, loss: 1.7378, grad_norm: 8.6038 2021-03-16 07:52:32,549 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 1:57:26, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8732, loss: 1.8732, grad_norm: 8.4398 2021-03-16 07:52:40,024 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 1:57:19, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 1.8359, loss: 1.8359, grad_norm: 8.1827 2021-03-16 07:52:47,195 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 1:57:11, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.7336, loss: 1.7336, grad_norm: 8.6494 2021-03-16 07:52:54,575 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 1:57:03, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.7369, loss: 1.7369, grad_norm: 8.3024 2021-03-16 07:53:01,528 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 1:56:56, time: 0.348, data_time: 0.000, memory: 7070, loss_cls: 1.8411, loss: 1.8411, grad_norm: 8.2587 2021-03-16 07:53:03,248 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-16 07:54:06,337 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 07:54:06,481 - mmaction - INFO - top1_acc 0.4550 top5_acc 0.7443 2021-03-16 07:54:06,482 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 07:54:06,490 - mmaction - INFO - mean_acc 0.4129 2021-03-16 07:54:06,491 - mmaction - INFO - Epoch(val) [36][1345] top1_acc: 0.4550, top5_acc: 0.7443, mean_class_accuracy: 0.4129 2021-03-16 07:54:23,996 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 1:56:50, time: 0.874, data_time: 0.501, memory: 7070, loss_cls: 1.9138, loss: 1.9138, grad_norm: 8.3092 2021-03-16 07:54:31,670 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 1:56:42, time: 0.384, data_time: 0.001, memory: 7070, loss_cls: 1.7619, loss: 1.7619, grad_norm: 8.2427 2021-03-16 07:54:39,012 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 1:56:35, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8662, loss: 1.8662, grad_norm: 8.2591 2021-03-16 07:54:46,638 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 1:56:27, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.7698, loss: 1.7698, grad_norm: 8.5486 2021-03-16 07:54:54,159 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 1:56:20, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 1.6957, loss: 1.6957, grad_norm: 8.2035 2021-03-16 07:55:01,361 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 1:56:12, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7863, loss: 1.7863, grad_norm: 8.4023 2021-03-16 07:55:08,713 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 1:56:05, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7503, loss: 1.7503, grad_norm: 8.1452 2021-03-16 07:55:15,922 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 1:55:57, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7826, loss: 1.7826, grad_norm: 8.3413 2021-03-16 07:55:23,190 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 1:55:50, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7309, loss: 1.7309, grad_norm: 8.4168 2021-03-16 07:55:30,667 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 1:55:42, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.7799, loss: 1.7799, grad_norm: 8.6385 2021-03-16 07:55:38,154 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 1:55:35, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.6889, loss: 1.6889, grad_norm: 8.2119 2021-03-16 07:55:45,256 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 1:55:27, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.9566, loss: 1.9566, grad_norm: 8.2087 2021-03-16 07:55:52,722 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 1:55:20, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8977, loss: 1.8977, grad_norm: 8.0808 2021-03-16 07:55:59,925 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 1:55:12, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.7437, loss: 1.7437, grad_norm: 8.6248 2021-03-16 07:56:07,276 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 1:55:05, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.7896, loss: 1.7896, grad_norm: 8.6663 2021-03-16 07:56:14,701 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 1:54:57, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.8061, loss: 1.8061, grad_norm: 8.5367 2021-03-16 07:56:21,911 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 1:54:50, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7989, loss: 1.7989, grad_norm: 8.2072 2021-03-16 07:56:29,202 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 1:54:42, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7890, loss: 1.7890, grad_norm: 8.3230 2021-03-16 07:56:36,598 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 1:54:35, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7600, loss: 1.7600, grad_norm: 8.2523 2021-03-16 07:56:44,035 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 1:54:27, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.7485, loss: 1.7485, grad_norm: 8.8071 2021-03-16 07:56:51,202 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 1:54:20, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.8220, loss: 1.8220, grad_norm: 8.3958 2021-03-16 07:56:58,490 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 1:54:12, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7719, loss: 1.7719, grad_norm: 8.3411 2021-03-16 07:57:05,699 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 1:54:05, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7910, loss: 1.7910, grad_norm: 8.5224 2021-03-16 07:57:12,981 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 1:53:57, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7414, loss: 1.7414, grad_norm: 8.3577 2021-03-16 07:57:20,112 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 1:53:50, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.7736, loss: 1.7736, grad_norm: 8.1378 2021-03-16 07:57:27,670 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 1:53:42, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.7838, loss: 1.7838, grad_norm: 8.3551 2021-03-16 07:57:34,969 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 1:53:35, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.7840, loss: 1.7840, grad_norm: 8.2313 2021-03-16 07:57:42,365 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 1:53:27, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6539, loss: 1.6539, grad_norm: 8.3816 2021-03-16 07:57:49,915 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 1:53:20, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.8641, loss: 1.8641, grad_norm: 8.6808 2021-03-16 07:57:57,334 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 1:53:12, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.8405, loss: 1.8405, grad_norm: 8.3503 2021-03-16 07:58:04,773 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 1:53:05, time: 0.371, data_time: 0.007, memory: 7070, loss_cls: 1.8364, loss: 1.8364, grad_norm: 8.2169 2021-03-16 07:58:12,081 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 1:52:58, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7507, loss: 1.7507, grad_norm: 8.1915 2021-03-16 07:58:19,396 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 1:52:50, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8276, loss: 1.8276, grad_norm: 8.3525 2021-03-16 07:58:26,644 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 1:52:42, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.7428, loss: 1.7428, grad_norm: 8.5275 2021-03-16 07:58:34,005 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 1:52:35, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.8062, loss: 1.8062, grad_norm: 8.4231 2021-03-16 07:58:41,504 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 1:52:28, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7770, loss: 1.7770, grad_norm: 8.5897 2021-03-16 07:58:48,826 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 1:52:20, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.8862, loss: 1.8862, grad_norm: 8.3646 2021-03-16 07:58:56,210 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 1:52:13, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7413, loss: 1.7413, grad_norm: 8.5906 2021-03-16 07:59:03,474 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 1:52:05, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8260, loss: 1.8260, grad_norm: 8.6953 2021-03-16 07:59:10,586 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 1:51:57, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.6924, loss: 1.6924, grad_norm: 8.4850 2021-03-16 07:59:17,847 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 1:51:50, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8350, loss: 1.8350, grad_norm: 8.2567 2021-03-16 07:59:25,156 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 1:51:42, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9198, loss: 1.9198, grad_norm: 8.5592 2021-03-16 07:59:32,687 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 1:51:35, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.7127, loss: 1.7127, grad_norm: 8.5313 2021-03-16 07:59:39,651 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 1:51:27, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.8520, loss: 1.8520, grad_norm: 8.3672 2021-03-16 07:59:46,794 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 1:51:20, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.7105, loss: 1.7105, grad_norm: 8.1992 2021-03-16 07:59:53,983 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 1:51:12, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8451, loss: 1.8451, grad_norm: 8.5621 2021-03-16 08:00:01,545 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 1:51:05, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 1.8453, loss: 1.8453, grad_norm: 8.4359 2021-03-16 08:00:08,819 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 1:50:57, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.9305, loss: 1.9305, grad_norm: 8.5830 2021-03-16 08:00:16,129 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 1:50:50, time: 0.369, data_time: 0.004, memory: 7070, loss_cls: 1.8620, loss: 1.8620, grad_norm: 8.4139 2021-03-16 08:00:23,203 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 1:50:42, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 1.7850, loss: 1.7850, grad_norm: 8.4327 2021-03-16 08:00:30,439 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 1:50:35, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7176, loss: 1.7176, grad_norm: 8.3726 2021-03-16 08:00:37,979 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 1:50:27, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.7606, loss: 1.7606, grad_norm: 8.1835 2021-03-16 08:00:45,350 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 1:50:20, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8003, loss: 1.8003, grad_norm: 8.6435 2021-03-16 08:00:52,747 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 1:50:12, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8281, loss: 1.8281, grad_norm: 8.8081 2021-03-16 08:00:59,822 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 1:50:05, time: 0.356, data_time: 0.003, memory: 7070, loss_cls: 1.7326, loss: 1.7326, grad_norm: 8.3925 2021-03-16 08:01:07,131 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 1:49:57, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.7732, loss: 1.7732, grad_norm: 8.1862 2021-03-16 08:01:14,515 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 1:49:50, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.7581, loss: 1.7581, grad_norm: 8.5906 2021-03-16 08:01:21,656 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 1:49:42, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.6705, loss: 1.6705, grad_norm: 8.2108 2021-03-16 08:01:28,947 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 1:49:35, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8354, loss: 1.8354, grad_norm: 8.4644 2021-03-16 08:01:36,238 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 1:49:27, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.7841, loss: 1.7841, grad_norm: 8.6887 2021-03-16 08:01:43,516 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 1:49:20, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.9299, loss: 1.9299, grad_norm: 8.5046 2021-03-16 08:01:50,783 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 1:49:12, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8445, loss: 1.8445, grad_norm: 8.4074 2021-03-16 08:01:58,022 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 1:49:05, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.7377, loss: 1.7377, grad_norm: 8.3374 2021-03-16 08:02:05,199 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 1:48:57, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.8544, loss: 1.8544, grad_norm: 8.6356 2021-03-16 08:02:12,592 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 1:48:50, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6989, loss: 1.6989, grad_norm: 8.3984 2021-03-16 08:02:19,813 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 1:48:42, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.8044, loss: 1.8044, grad_norm: 8.5765 2021-03-16 08:02:26,767 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 1:48:35, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.7600, loss: 1.7600, grad_norm: 8.3319 2021-03-16 08:02:28,512 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-16 08:02:46,635 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 1:48:28, time: 0.885, data_time: 0.485, memory: 7070, loss_cls: 1.8514, loss: 1.8514, grad_norm: 8.4373 2021-03-16 08:02:54,105 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 1:48:21, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.7066, loss: 1.7066, grad_norm: 8.5368 2021-03-16 08:03:01,362 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 1:48:13, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.6317, loss: 1.6317, grad_norm: 8.3671 2021-03-16 08:03:08,551 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 1:48:06, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.9442, loss: 1.9442, grad_norm: 8.1433 2021-03-16 08:03:15,770 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 1:47:58, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7526, loss: 1.7526, grad_norm: 8.3675 2021-03-16 08:03:23,022 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 1:47:51, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.7850, loss: 1.7850, grad_norm: 8.2460 2021-03-16 08:03:30,334 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 1:47:43, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.7265, loss: 1.7265, grad_norm: 8.5646 2021-03-16 08:03:37,893 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 1:47:36, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.7150, loss: 1.7150, grad_norm: 8.6540 2021-03-16 08:03:45,028 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 1:47:28, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.6383, loss: 1.6383, grad_norm: 8.6996 2021-03-16 08:03:52,461 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 1:47:21, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8286, loss: 1.8286, grad_norm: 8.3767 2021-03-16 08:03:59,898 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 1:47:13, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.6398, loss: 1.6398, grad_norm: 8.4508 2021-03-16 08:04:07,041 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 1:47:06, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.7185, loss: 1.7185, grad_norm: 8.6622 2021-03-16 08:04:14,332 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 1:46:58, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.8824, loss: 1.8824, grad_norm: 8.6655 2021-03-16 08:04:21,332 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 1:46:51, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.6668, loss: 1.6668, grad_norm: 8.6102 2021-03-16 08:04:28,701 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 1:46:43, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.6808, loss: 1.6808, grad_norm: 8.5978 2021-03-16 08:04:35,967 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 1:46:36, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.8174, loss: 1.8174, grad_norm: 8.7893 2021-03-16 08:04:43,431 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 1:46:28, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6894, loss: 1.6894, grad_norm: 8.6333 2021-03-16 08:04:50,696 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 1:46:21, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.8021, loss: 1.8021, grad_norm: 8.6039 2021-03-16 08:04:57,793 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 1:46:13, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 1.7015, loss: 1.7015, grad_norm: 8.4501 2021-03-16 08:05:05,294 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 1:46:06, time: 0.375, data_time: 0.006, memory: 7070, loss_cls: 1.7635, loss: 1.7635, grad_norm: 8.6310 2021-03-16 08:05:12,479 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 1:45:58, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.7705, loss: 1.7705, grad_norm: 8.4620 2021-03-16 08:05:19,989 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 1:45:51, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.6611, loss: 1.6611, grad_norm: 8.6605 2021-03-16 08:05:27,369 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 1:45:43, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7503, loss: 1.7503, grad_norm: 8.9255 2021-03-16 08:05:34,574 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 1:45:36, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.8363, loss: 1.8363, grad_norm: 8.4753 2021-03-16 08:05:41,845 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 1:45:28, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6147, loss: 1.6147, grad_norm: 8.7168 2021-03-16 08:05:49,153 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 1:45:21, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.9230, loss: 1.9230, grad_norm: 8.4451 2021-03-16 08:05:56,693 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 1:45:13, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7687, loss: 1.7687, grad_norm: 8.7270 2021-03-16 08:06:04,206 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 1:45:06, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 1.9299, loss: 1.9299, grad_norm: 8.4966 2021-03-16 08:06:11,563 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 1:44:58, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7273, loss: 1.7273, grad_norm: 8.4235 2021-03-16 08:06:18,616 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 1:44:51, time: 0.351, data_time: 0.000, memory: 7070, loss_cls: 1.9042, loss: 1.9042, grad_norm: 8.3329 2021-03-16 08:06:25,964 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 1:44:43, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.7523, loss: 1.7523, grad_norm: 8.6667 2021-03-16 08:06:32,861 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 1:44:35, time: 0.344, data_time: 0.001, memory: 7070, loss_cls: 1.7407, loss: 1.7407, grad_norm: 8.4702 2021-03-16 08:06:40,197 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 1:44:28, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7093, loss: 1.7093, grad_norm: 8.6082 2021-03-16 08:06:47,449 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 1:44:20, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6367, loss: 1.6367, grad_norm: 8.1791 2021-03-16 08:06:54,528 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 1:44:13, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.7818, loss: 1.7818, grad_norm: 8.2815 2021-03-16 08:07:01,973 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 1:44:05, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.6068, loss: 1.6068, grad_norm: 8.5007 2021-03-16 08:07:09,279 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 1:43:58, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8842, loss: 1.8842, grad_norm: 8.7746 2021-03-16 08:07:16,545 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 1:43:50, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6800, loss: 1.6800, grad_norm: 8.1025 2021-03-16 08:07:23,959 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 1:43:43, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7296, loss: 1.7296, grad_norm: 8.9090 2021-03-16 08:07:31,075 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 1:43:35, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 1.7415, loss: 1.7415, grad_norm: 8.5909 2021-03-16 08:07:38,285 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 1:43:28, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6522, loss: 1.6522, grad_norm: 8.6031 2021-03-16 08:07:45,656 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 1:43:20, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7617, loss: 1.7617, grad_norm: 8.7741 2021-03-16 08:07:53,067 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 1:43:13, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7722, loss: 1.7722, grad_norm: 8.6849 2021-03-16 08:08:00,387 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 1:43:05, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8028, loss: 1.8028, grad_norm: 8.7442 2021-03-16 08:08:07,510 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 1:42:58, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.7104, loss: 1.7104, grad_norm: 8.3118 2021-03-16 08:08:14,869 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 1:42:50, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8434, loss: 1.8434, grad_norm: 8.8332 2021-03-16 08:08:22,465 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 1:42:43, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 1.7468, loss: 1.7468, grad_norm: 8.6515 2021-03-16 08:08:29,899 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 1:42:36, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.7852, loss: 1.7852, grad_norm: 8.6211 2021-03-16 08:08:37,270 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 1:42:28, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6904, loss: 1.6904, grad_norm: 9.0453 2021-03-16 08:08:44,303 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 1:42:20, time: 0.351, data_time: 0.000, memory: 7070, loss_cls: 1.6713, loss: 1.6713, grad_norm: 9.0596 2021-03-16 08:08:51,446 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 1:42:13, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.7271, loss: 1.7271, grad_norm: 8.5833 2021-03-16 08:08:58,702 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 1:42:05, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8181, loss: 1.8181, grad_norm: 8.6297 2021-03-16 08:09:06,101 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 1:41:58, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8081, loss: 1.8081, grad_norm: 8.6157 2021-03-16 08:09:13,504 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 1:41:50, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.8153, loss: 1.8153, grad_norm: 8.8929 2021-03-16 08:09:20,774 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 1:41:43, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.9318, loss: 1.9318, grad_norm: 8.6579 2021-03-16 08:09:28,031 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 1:41:35, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.8360, loss: 1.8360, grad_norm: 8.6557 2021-03-16 08:09:35,368 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 1:41:28, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.7239, loss: 1.7239, grad_norm: 8.5392 2021-03-16 08:09:42,919 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 1:41:21, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7315, loss: 1.7315, grad_norm: 8.4289 2021-03-16 08:09:50,223 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 1:41:13, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8419, loss: 1.8419, grad_norm: 8.5626 2021-03-16 08:09:57,508 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 1:41:06, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8051, loss: 1.8051, grad_norm: 8.8411 2021-03-16 08:10:05,045 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 1:40:58, time: 0.376, data_time: 0.003, memory: 7070, loss_cls: 1.7018, loss: 1.7018, grad_norm: 8.6574 2021-03-16 08:10:12,194 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 1:40:51, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.8862, loss: 1.8862, grad_norm: 8.8739 2021-03-16 08:10:19,311 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 1:40:43, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.7032, loss: 1.7032, grad_norm: 8.9603 2021-03-16 08:10:26,603 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 1:40:36, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.7951, loss: 1.7951, grad_norm: 8.5812 2021-03-16 08:10:33,921 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 1:40:28, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.9177, loss: 1.9177, grad_norm: 8.6991 2021-03-16 08:10:40,999 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 1:40:20, time: 0.353, data_time: 0.002, memory: 7070, loss_cls: 1.6189, loss: 1.6189, grad_norm: 8.9045 2021-03-16 08:10:48,175 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 1:40:13, time: 0.361, data_time: 0.003, memory: 7070, loss_cls: 1.7976, loss: 1.7976, grad_norm: 8.6576 2021-03-16 08:10:49,959 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-16 08:11:52,388 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 08:11:52,551 - mmaction - INFO - top1_acc 0.4471 top5_acc 0.7346 2021-03-16 08:11:52,551 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 08:11:52,562 - mmaction - INFO - mean_acc 0.4071 2021-03-16 08:11:52,564 - mmaction - INFO - Epoch(val) [38][1345] top1_acc: 0.4471, top5_acc: 0.7346, mean_class_accuracy: 0.4071 2021-03-16 08:12:10,668 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 1:40:06, time: 0.905, data_time: 0.509, memory: 7070, loss_cls: 1.8191, loss: 1.8191, grad_norm: 8.7485 2021-03-16 08:12:18,437 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 1:39:59, time: 0.388, data_time: 0.001, memory: 7070, loss_cls: 1.8197, loss: 1.8197, grad_norm: 8.3830 2021-03-16 08:12:25,988 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 1:39:52, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.6865, loss: 1.6865, grad_norm: 8.7320 2021-03-16 08:12:33,374 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 1:39:44, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.7038, loss: 1.7038, grad_norm: 8.4947 2021-03-16 08:12:40,839 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 1:39:37, time: 0.374, data_time: 0.003, memory: 7070, loss_cls: 1.8075, loss: 1.8075, grad_norm: 8.9102 2021-03-16 08:12:48,298 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 1:39:29, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8021, loss: 1.8021, grad_norm: 8.8489 2021-03-16 08:12:55,769 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 1:39:22, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.8416, loss: 1.8416, grad_norm: 8.6655 2021-03-16 08:13:02,988 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 1:39:14, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7766, loss: 1.7766, grad_norm: 8.6224 2021-03-16 08:13:10,190 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 1:39:07, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.6463, loss: 1.6463, grad_norm: 8.5176 2021-03-16 08:13:17,573 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 1:38:59, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.9572, loss: 1.9572, grad_norm: 8.9487 2021-03-16 08:13:24,850 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 1:38:52, time: 0.366, data_time: 0.003, memory: 7070, loss_cls: 1.8738, loss: 1.8738, grad_norm: 8.2172 2021-03-16 08:13:32,115 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 1:38:44, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8133, loss: 1.8133, grad_norm: 8.3759 2021-03-16 08:13:39,523 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 1:38:37, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8241, loss: 1.8241, grad_norm: 8.6855 2021-03-16 08:13:46,735 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 1:38:29, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7217, loss: 1.7217, grad_norm: 8.4668 2021-03-16 08:13:54,043 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 1:38:22, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7734, loss: 1.7734, grad_norm: 8.7256 2021-03-16 08:14:01,366 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 1:38:14, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.8023, loss: 1.8023, grad_norm: 8.6511 2021-03-16 08:14:08,582 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 1:38:07, time: 0.370, data_time: 0.011, memory: 7070, loss_cls: 1.6813, loss: 1.6813, grad_norm: 8.5782 2021-03-16 08:14:15,825 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 1:37:59, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7213, loss: 1.7213, grad_norm: 8.6901 2021-03-16 08:14:23,125 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 1:37:52, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.9154, loss: 1.9154, grad_norm: 8.4190 2021-03-16 08:14:30,476 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 1:37:44, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6919, loss: 1.6919, grad_norm: 8.7797 2021-03-16 08:14:37,954 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 1:37:37, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 1.8922, loss: 1.8922, grad_norm: 8.4123 2021-03-16 08:14:45,270 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 1:37:29, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7056, loss: 1.7056, grad_norm: 8.7691 2021-03-16 08:14:52,551 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 1:37:22, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.8158, loss: 1.8158, grad_norm: 8.5875 2021-03-16 08:14:59,895 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 1:37:14, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6680, loss: 1.6680, grad_norm: 8.3474 2021-03-16 08:15:07,453 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 1:37:07, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8837, loss: 1.8837, grad_norm: 8.7731 2021-03-16 08:15:15,022 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 1:36:59, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.8414, loss: 1.8414, grad_norm: 8.6511 2021-03-16 08:15:22,252 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 1:36:52, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7010, loss: 1.7010, grad_norm: 8.7963 2021-03-16 08:15:29,493 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 1:36:44, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7826, loss: 1.7826, grad_norm: 8.5816 2021-03-16 08:15:36,857 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 1:36:37, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.7217, loss: 1.7217, grad_norm: 8.6669 2021-03-16 08:15:44,161 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 1:36:29, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.7522, loss: 1.7522, grad_norm: 8.9482 2021-03-16 08:15:51,510 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 1:36:22, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7136, loss: 1.7136, grad_norm: 8.3013 2021-03-16 08:15:59,020 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 1:36:15, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 1.7827, loss: 1.7827, grad_norm: 8.8138 2021-03-16 08:16:06,240 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 1:36:07, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.7512, loss: 1.7512, grad_norm: 9.1740 2021-03-16 08:16:13,501 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 1:36:00, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.9103, loss: 1.9103, grad_norm: 8.7395 2021-03-16 08:16:20,696 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 1:35:52, time: 0.362, data_time: 0.003, memory: 7070, loss_cls: 1.7152, loss: 1.7152, grad_norm: 8.7598 2021-03-16 08:16:27,991 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 1:35:45, time: 0.364, data_time: 0.004, memory: 7070, loss_cls: 1.7350, loss: 1.7350, grad_norm: 8.6662 2021-03-16 08:16:35,374 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 1:35:37, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7212, loss: 1.7212, grad_norm: 8.7650 2021-03-16 08:16:42,843 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 1:35:30, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.6462, loss: 1.6462, grad_norm: 8.8707 2021-03-16 08:16:50,315 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 1:35:22, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.7387, loss: 1.7387, grad_norm: 8.8903 2021-03-16 08:16:57,432 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 1:35:15, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.8054, loss: 1.8054, grad_norm: 9.0245 2021-03-16 08:17:04,770 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 1:35:07, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8061, loss: 1.8061, grad_norm: 8.6595 2021-03-16 08:17:11,911 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 1:35:00, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.7254, loss: 1.7254, grad_norm: 8.5816 2021-03-16 08:17:19,472 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 1:34:52, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7378, loss: 1.7378, grad_norm: 9.0844 2021-03-16 08:17:26,651 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 1:34:45, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.8879, loss: 1.8879, grad_norm: 9.4473 2021-03-16 08:17:33,797 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 1:34:37, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.7055, loss: 1.7055, grad_norm: 8.5235 2021-03-16 08:17:41,131 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 1:34:30, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.8813, loss: 1.8813, grad_norm: 8.4100 2021-03-16 08:17:48,459 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 1:34:22, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.6881, loss: 1.6881, grad_norm: 8.5446 2021-03-16 08:17:55,765 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 1:34:15, time: 0.370, data_time: 0.006, memory: 7070, loss_cls: 1.8928, loss: 1.8928, grad_norm: 8.8258 2021-03-16 08:18:03,158 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 1:34:07, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7736, loss: 1.7736, grad_norm: 8.4938 2021-03-16 08:18:10,569 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 1:34:00, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.8007, loss: 1.8007, grad_norm: 8.3992 2021-03-16 08:18:17,582 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 1:33:52, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 1.7694, loss: 1.7694, grad_norm: 8.8819 2021-03-16 08:18:25,109 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 1:33:45, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7437, loss: 1.7437, grad_norm: 8.8786 2021-03-16 08:18:32,301 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 1:33:37, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.6375, loss: 1.6375, grad_norm: 8.9426 2021-03-16 08:18:39,404 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 1:33:30, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 1.8059, loss: 1.8059, grad_norm: 8.7303 2021-03-16 08:18:46,737 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 1:33:22, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.7818, loss: 1.7818, grad_norm: 8.7602 2021-03-16 08:18:54,312 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 1:33:15, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.8307, loss: 1.8307, grad_norm: 9.0437 2021-03-16 08:19:01,863 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 1:33:07, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.7883, loss: 1.7883, grad_norm: 8.4682 2021-03-16 08:19:09,132 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 1:33:00, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8743, loss: 1.8743, grad_norm: 8.7412 2021-03-16 08:19:16,011 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 1:32:52, time: 0.345, data_time: 0.002, memory: 7070, loss_cls: 1.8372, loss: 1.8372, grad_norm: 9.0481 2021-03-16 08:19:23,137 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 1:32:45, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.7663, loss: 1.7663, grad_norm: 9.0060 2021-03-16 08:19:30,803 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 1:32:37, time: 0.383, data_time: 0.002, memory: 7070, loss_cls: 1.7431, loss: 1.7431, grad_norm: 8.6329 2021-03-16 08:19:38,337 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 1:32:30, time: 0.378, data_time: 0.003, memory: 7070, loss_cls: 1.9029, loss: 1.9029, grad_norm: 8.8553 2021-03-16 08:19:45,507 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 1:32:22, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.7128, loss: 1.7128, grad_norm: 8.7401 2021-03-16 08:19:52,769 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 1:32:15, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.8207, loss: 1.8207, grad_norm: 8.6653 2021-03-16 08:20:00,289 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 1:32:07, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7871, loss: 1.7871, grad_norm: 8.9456 2021-03-16 08:20:07,713 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 1:32:00, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.8656, loss: 1.8656, grad_norm: 9.0392 2021-03-16 08:20:14,838 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 1:31:52, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.8195, loss: 1.8195, grad_norm: 8.7122 2021-03-16 08:20:16,655 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-16 08:20:34,283 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 1:31:45, time: 0.863, data_time: 0.467, memory: 7070, loss_cls: 1.7736, loss: 1.7736, grad_norm: 8.6635 2021-03-16 08:20:41,522 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 1:31:38, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6960, loss: 1.6960, grad_norm: 8.5271 2021-03-16 08:20:48,949 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 1:31:30, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.7839, loss: 1.7839, grad_norm: 8.3324 2021-03-16 08:20:56,407 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 1:31:23, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.7764, loss: 1.7764, grad_norm: 8.6842 2021-03-16 08:21:03,815 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 1:31:15, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.8395, loss: 1.8395, grad_norm: 8.3770 2021-03-16 08:21:11,227 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 1:31:08, time: 0.373, data_time: 0.003, memory: 7070, loss_cls: 1.7115, loss: 1.7115, grad_norm: 8.6437 2021-03-16 08:21:18,788 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 1:31:01, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7535, loss: 1.7535, grad_norm: 9.1661 2021-03-16 08:21:25,960 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 1:30:53, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.8940, loss: 1.8940, grad_norm: 8.9687 2021-03-16 08:21:33,457 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 1:30:46, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.9513, loss: 1.9513, grad_norm: 9.0770 2021-03-16 08:21:40,693 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 1:30:38, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.7779, loss: 1.7779, grad_norm: 8.9621 2021-03-16 08:21:47,863 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 1:30:30, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.6994, loss: 1.6994, grad_norm: 8.7219 2021-03-16 08:21:54,935 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 1:30:23, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 1.7493, loss: 1.7493, grad_norm: 8.5878 2021-03-16 08:22:02,068 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 1:30:15, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.8005, loss: 1.8005, grad_norm: 9.1572 2021-03-16 08:22:09,350 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 1:30:08, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.8537, loss: 1.8537, grad_norm: 9.0089 2021-03-16 08:22:16,681 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 1:30:00, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6874, loss: 1.6874, grad_norm: 8.7144 2021-03-16 08:22:23,951 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 1:29:53, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6485, loss: 1.6485, grad_norm: 8.3816 2021-03-16 08:22:31,333 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 1:29:45, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.8143, loss: 1.8143, grad_norm: 8.9914 2021-03-16 08:22:38,586 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 1:29:38, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.6914, loss: 1.6914, grad_norm: 8.7086 2021-03-16 08:22:46,046 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 1:29:30, time: 0.374, data_time: 0.003, memory: 7070, loss_cls: 1.7986, loss: 1.7986, grad_norm: 8.6593 2021-03-16 08:22:53,336 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 1:29:23, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.7644, loss: 1.7644, grad_norm: 9.0517 2021-03-16 08:23:00,589 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 1:29:15, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7644, loss: 1.7644, grad_norm: 8.7402 2021-03-16 08:23:07,969 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 1:29:08, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 1.8788, loss: 1.8788, grad_norm: 8.4678 2021-03-16 08:23:15,439 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 1:29:01, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6552, loss: 1.6552, grad_norm: 8.7833 2021-03-16 08:23:22,646 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 1:28:53, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.8105, loss: 1.8105, grad_norm: 8.9040 2021-03-16 08:23:30,189 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 1:28:46, time: 0.377, data_time: 0.002, memory: 7070, loss_cls: 1.7302, loss: 1.7302, grad_norm: 8.9628 2021-03-16 08:23:37,636 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 1:28:38, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.6234, loss: 1.6234, grad_norm: 9.0885 2021-03-16 08:23:44,942 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 1:28:31, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7536, loss: 1.7536, grad_norm: 8.7073 2021-03-16 08:23:52,298 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 1:28:23, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7944, loss: 1.7944, grad_norm: 8.8120 2021-03-16 08:23:59,759 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 1:28:16, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.7099, loss: 1.7099, grad_norm: 9.2007 2021-03-16 08:24:07,124 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 1:28:08, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7101, loss: 1.7101, grad_norm: 8.9550 2021-03-16 08:24:14,374 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 1:28:01, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6808, loss: 1.6808, grad_norm: 8.8030 2021-03-16 08:24:21,865 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 1:27:53, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7594, loss: 1.7594, grad_norm: 9.2395 2021-03-16 08:24:29,451 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 1:27:46, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 1.7341, loss: 1.7341, grad_norm: 8.4675 2021-03-16 08:24:37,011 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 1:27:38, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.6417, loss: 1.6417, grad_norm: 9.2131 2021-03-16 08:24:44,210 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 1:27:31, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7104, loss: 1.7104, grad_norm: 8.6501 2021-03-16 08:24:51,370 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 1:27:23, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6737, loss: 1.6737, grad_norm: 9.0072 2021-03-16 08:24:58,709 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 1:27:16, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.6697, loss: 1.6697, grad_norm: 9.0283 2021-03-16 08:25:05,908 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 1:27:08, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6121, loss: 1.6121, grad_norm: 8.8530 2021-03-16 08:25:13,479 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 1:27:01, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.7642, loss: 1.7642, grad_norm: 8.7952 2021-03-16 08:25:20,881 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 1:26:54, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.9160, loss: 1.9160, grad_norm: 8.8308 2021-03-16 08:25:28,356 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 1:26:46, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6687, loss: 1.6687, grad_norm: 9.0074 2021-03-16 08:25:35,877 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 1:26:39, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.6152, loss: 1.6152, grad_norm: 8.7763 2021-03-16 08:25:43,241 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 1:26:31, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.8193, loss: 1.8193, grad_norm: 9.3399 2021-03-16 08:25:50,468 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 1:26:24, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.7869, loss: 1.7869, grad_norm: 8.6210 2021-03-16 08:25:57,643 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 1:26:16, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.7330, loss: 1.7330, grad_norm: 8.7774 2021-03-16 08:26:05,000 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 1:26:09, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.6130, loss: 1.6130, grad_norm: 8.5524 2021-03-16 08:26:12,298 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 1:26:01, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.7722, loss: 1.7722, grad_norm: 9.0170 2021-03-16 08:26:19,701 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 1:25:54, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.7162, loss: 1.7162, grad_norm: 8.7723 2021-03-16 08:26:27,261 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 1:25:46, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7544, loss: 1.7544, grad_norm: 9.0679 2021-03-16 08:26:34,121 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 1:25:39, time: 0.344, data_time: 0.001, memory: 7070, loss_cls: 1.6365, loss: 1.6365, grad_norm: 8.9486 2021-03-16 08:26:41,577 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 1:25:31, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7567, loss: 1.7567, grad_norm: 8.6900 2021-03-16 08:26:48,962 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 1:25:24, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.8136, loss: 1.8136, grad_norm: 8.6864 2021-03-16 08:26:55,998 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 1:25:16, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.7538, loss: 1.7538, grad_norm: 8.9558 2021-03-16 08:27:03,367 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 1:25:09, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6924, loss: 1.6924, grad_norm: 9.0827 2021-03-16 08:27:10,638 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 1:25:01, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.8211, loss: 1.8211, grad_norm: 8.9951 2021-03-16 08:27:18,239 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 1:24:54, time: 0.382, data_time: 0.002, memory: 7070, loss_cls: 1.8843, loss: 1.8843, grad_norm: 8.7571 2021-03-16 08:27:25,567 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 1:24:46, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.8245, loss: 1.8245, grad_norm: 8.7986 2021-03-16 08:27:32,812 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 1:24:39, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.7731, loss: 1.7731, grad_norm: 8.9240 2021-03-16 08:27:39,935 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 1:24:31, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.7569, loss: 1.7569, grad_norm: 9.0531 2021-03-16 08:27:47,380 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 1:24:24, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.7282, loss: 1.7282, grad_norm: 9.1733 2021-03-16 08:27:54,691 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 1:24:16, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7363, loss: 1.7363, grad_norm: 9.1911 2021-03-16 08:28:01,894 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 1:24:09, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6970, loss: 1.6970, grad_norm: 8.6946 2021-03-16 08:28:09,085 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 1:24:01, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6807, loss: 1.6807, grad_norm: 8.9869 2021-03-16 08:28:16,266 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 1:23:54, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.8127, loss: 1.8127, grad_norm: 9.0610 2021-03-16 08:28:23,623 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 1:23:46, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6477, loss: 1.6477, grad_norm: 8.8783 2021-03-16 08:28:30,951 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 1:23:39, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.9349, loss: 1.9349, grad_norm: 8.8949 2021-03-16 08:28:38,137 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 1:23:31, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.7848, loss: 1.7848, grad_norm: 9.2963 2021-03-16 08:28:39,862 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-16 08:29:42,086 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 08:29:42,229 - mmaction - INFO - top1_acc 0.4503 top5_acc 0.7386 2021-03-16 08:29:42,229 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 08:29:42,237 - mmaction - INFO - mean_acc 0.4083 2021-03-16 08:29:42,239 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4503, top5_acc: 0.7386, mean_class_accuracy: 0.4083 2021-03-16 08:30:00,261 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 1:23:24, time: 0.899, data_time: 0.525, memory: 7070, loss_cls: 1.6682, loss: 1.6682, grad_norm: 8.6660 2021-03-16 08:30:07,627 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 1:23:17, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.6427, loss: 1.6427, grad_norm: 8.8850 2021-03-16 08:30:15,043 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 1:23:09, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6878, loss: 1.6878, grad_norm: 8.9702 2021-03-16 08:30:22,610 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 1:23:02, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.6515, loss: 1.6515, grad_norm: 8.4665 2021-03-16 08:30:30,099 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 1:22:54, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.6435, loss: 1.6435, grad_norm: 8.5835 2021-03-16 08:30:37,359 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 1:22:47, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.7342, loss: 1.7342, grad_norm: 8.4813 2021-03-16 08:30:44,679 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 1:22:39, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.5852, loss: 1.5852, grad_norm: 8.5203 2021-03-16 08:30:51,819 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 1:22:32, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.5944, loss: 1.5944, grad_norm: 8.8040 2021-03-16 08:30:59,075 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 1:22:24, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6146, loss: 1.6146, grad_norm: 8.7883 2021-03-16 08:31:06,211 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 1:22:17, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.7761, loss: 1.7761, grad_norm: 9.0083 2021-03-16 08:31:13,469 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 1:22:09, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7371, loss: 1.7371, grad_norm: 8.7611 2021-03-16 08:31:21,062 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 1:22:02, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 1.6286, loss: 1.6286, grad_norm: 8.4149 2021-03-16 08:31:28,193 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 1:21:54, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.5649, loss: 1.5649, grad_norm: 8.9220 2021-03-16 08:31:35,388 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 1:21:47, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6409, loss: 1.6409, grad_norm: 8.9437 2021-03-16 08:31:42,791 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 1:21:39, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.6566, loss: 1.6566, grad_norm: 8.7031 2021-03-16 08:31:50,018 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 1:21:32, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.4896, loss: 1.4896, grad_norm: 8.7532 2021-03-16 08:31:57,248 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 1:21:24, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.6269, loss: 1.6269, grad_norm: 8.7284 2021-03-16 08:32:04,785 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 1:21:17, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 1.6718, loss: 1.6718, grad_norm: 8.6606 2021-03-16 08:32:11,740 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 1:21:09, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 1.6662, loss: 1.6662, grad_norm: 8.5943 2021-03-16 08:32:19,043 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 1:21:02, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.8466, loss: 1.8466, grad_norm: 8.4939 2021-03-16 08:32:26,393 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 1:20:54, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7468, loss: 1.7468, grad_norm: 8.7394 2021-03-16 08:32:33,740 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 1:20:47, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7429, loss: 1.7429, grad_norm: 8.7875 2021-03-16 08:32:40,798 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 1:20:39, time: 0.353, data_time: 0.001, memory: 7070, loss_cls: 1.7292, loss: 1.7292, grad_norm: 8.8980 2021-03-16 08:32:48,082 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 1:20:32, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7600, loss: 1.7600, grad_norm: 8.6504 2021-03-16 08:32:55,217 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 1:20:24, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.6967, loss: 1.6967, grad_norm: 8.6043 2021-03-16 08:33:02,479 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 1:20:17, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.5636, loss: 1.5636, grad_norm: 8.9053 2021-03-16 08:33:09,998 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 1:20:09, time: 0.377, data_time: 0.006, memory: 7070, loss_cls: 1.7050, loss: 1.7050, grad_norm: 8.5106 2021-03-16 08:33:17,503 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 1:20:02, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.7231, loss: 1.7231, grad_norm: 8.7859 2021-03-16 08:33:24,824 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 1:19:55, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.6344, loss: 1.6344, grad_norm: 8.7463 2021-03-16 08:33:32,206 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 1:19:47, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7088, loss: 1.7088, grad_norm: 8.7807 2021-03-16 08:33:39,694 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 1:19:40, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7155, loss: 1.7155, grad_norm: 8.8120 2021-03-16 08:33:47,023 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 1:19:32, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7854, loss: 1.7854, grad_norm: 8.7771 2021-03-16 08:33:54,261 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 1:19:25, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7074, loss: 1.7074, grad_norm: 8.6776 2021-03-16 08:34:01,626 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 1:19:17, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.6658, loss: 1.6658, grad_norm: 8.6438 2021-03-16 08:34:09,031 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 1:19:10, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.6005, loss: 1.6005, grad_norm: 8.3474 2021-03-16 08:34:16,271 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 1:19:02, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6702, loss: 1.6702, grad_norm: 8.7744 2021-03-16 08:34:23,711 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 1:18:55, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.6029, loss: 1.6029, grad_norm: 8.6977 2021-03-16 08:34:31,084 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 1:18:47, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7041, loss: 1.7041, grad_norm: 9.0892 2021-03-16 08:34:38,550 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 1:18:40, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.8420, loss: 1.8420, grad_norm: 8.9033 2021-03-16 08:34:45,929 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 1:18:32, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.6227, loss: 1.6227, grad_norm: 8.7551 2021-03-16 08:34:53,268 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 1:18:25, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6512, loss: 1.6512, grad_norm: 8.7917 2021-03-16 08:35:00,588 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 1:18:17, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7114, loss: 1.7114, grad_norm: 8.4666 2021-03-16 08:35:08,010 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 1:18:10, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.6025, loss: 1.6025, grad_norm: 8.8300 2021-03-16 08:35:15,204 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 1:18:02, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.7419, loss: 1.7419, grad_norm: 8.5236 2021-03-16 08:35:22,489 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 1:17:55, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7548, loss: 1.7548, grad_norm: 8.5816 2021-03-16 08:35:29,790 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 1:17:48, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7149, loss: 1.7149, grad_norm: 8.4625 2021-03-16 08:35:37,201 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 1:17:40, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.7576, loss: 1.7576, grad_norm: 8.3968 2021-03-16 08:35:44,547 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 1:17:33, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7385, loss: 1.7385, grad_norm: 8.7461 2021-03-16 08:35:51,864 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 1:17:25, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6168, loss: 1.6168, grad_norm: 8.6106 2021-03-16 08:35:59,295 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 1:17:18, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.5557, loss: 1.5557, grad_norm: 8.6024 2021-03-16 08:36:06,726 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 1:17:10, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5974, loss: 1.5974, grad_norm: 8.6968 2021-03-16 08:36:14,118 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 1:17:03, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.7084, loss: 1.7084, grad_norm: 8.4884 2021-03-16 08:36:21,438 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 1:16:55, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6245, loss: 1.6245, grad_norm: 8.6351 2021-03-16 08:36:28,697 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 1:16:48, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.5606, loss: 1.5606, grad_norm: 8.8207 2021-03-16 08:36:36,018 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 1:16:40, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6394, loss: 1.6394, grad_norm: 8.2420 2021-03-16 08:36:43,447 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 1:16:33, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.5753, loss: 1.5753, grad_norm: 8.8994 2021-03-16 08:36:50,768 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 1:16:25, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6973, loss: 1.6973, grad_norm: 8.6270 2021-03-16 08:36:58,059 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 1:16:18, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6081, loss: 1.6081, grad_norm: 9.2783 2021-03-16 08:37:05,407 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 1:16:10, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5652, loss: 1.5652, grad_norm: 8.6709 2021-03-16 08:37:12,605 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:16:03, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.7203, loss: 1.7203, grad_norm: 8.7178 2021-03-16 08:37:19,839 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:15:55, time: 0.362, data_time: 0.003, memory: 7070, loss_cls: 1.8068, loss: 1.8068, grad_norm: 8.6345 2021-03-16 08:37:26,830 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:15:48, time: 0.351, data_time: 0.002, memory: 7070, loss_cls: 1.6216, loss: 1.6216, grad_norm: 8.7005 2021-03-16 08:37:34,172 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:15:40, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.5398, loss: 1.5398, grad_norm: 8.9210 2021-03-16 08:37:41,615 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:15:33, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5089, loss: 1.5089, grad_norm: 8.6840 2021-03-16 08:37:48,989 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:15:25, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.8180, loss: 1.8180, grad_norm: 8.9102 2021-03-16 08:37:56,284 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:15:18, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.6275, loss: 1.6275, grad_norm: 8.2984 2021-03-16 08:38:03,498 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:15:10, time: 0.363, data_time: 0.002, memory: 7070, loss_cls: 1.6833, loss: 1.6833, grad_norm: 8.7507 2021-03-16 08:38:05,210 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-16 08:38:22,854 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:15:03, time: 0.864, data_time: 0.490, memory: 7070, loss_cls: 1.7611, loss: 1.7611, grad_norm: 8.5939 2021-03-16 08:38:30,229 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:14:55, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6647, loss: 1.6647, grad_norm: 8.9698 2021-03-16 08:38:37,406 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:14:48, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.5905, loss: 1.5905, grad_norm: 8.1325 2021-03-16 08:38:44,890 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:14:40, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7356, loss: 1.7356, grad_norm: 8.7223 2021-03-16 08:38:52,537 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:14:33, time: 0.383, data_time: 0.001, memory: 7070, loss_cls: 1.7489, loss: 1.7489, grad_norm: 8.7333 2021-03-16 08:38:59,916 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:14:26, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6025, loss: 1.6025, grad_norm: 8.6858 2021-03-16 08:39:07,186 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:14:18, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7511, loss: 1.7511, grad_norm: 8.7093 2021-03-16 08:39:14,385 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:14:11, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7320, loss: 1.7320, grad_norm: 8.8812 2021-03-16 08:39:21,487 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:14:03, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.5441, loss: 1.5441, grad_norm: 8.5773 2021-03-16 08:39:28,796 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:13:56, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6881, loss: 1.6881, grad_norm: 9.1465 2021-03-16 08:39:36,199 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:13:48, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6344, loss: 1.6344, grad_norm: 8.7121 2021-03-16 08:39:43,588 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:13:41, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6847, loss: 1.6847, grad_norm: 8.4216 2021-03-16 08:39:50,982 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:13:33, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.5960, loss: 1.5960, grad_norm: 8.6795 2021-03-16 08:39:58,278 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:13:26, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.7478, loss: 1.7478, grad_norm: 8.6394 2021-03-16 08:40:05,527 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:13:18, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.5961, loss: 1.5961, grad_norm: 8.4168 2021-03-16 08:40:12,905 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:13:11, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.5603, loss: 1.5603, grad_norm: 8.5707 2021-03-16 08:40:20,372 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:13:03, time: 0.377, data_time: 0.004, memory: 7070, loss_cls: 1.6919, loss: 1.6919, grad_norm: 8.5256 2021-03-16 08:40:27,570 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:12:56, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.7119, loss: 1.7119, grad_norm: 8.6584 2021-03-16 08:40:35,097 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:12:48, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 1.6741, loss: 1.6741, grad_norm: 8.6699 2021-03-16 08:40:42,537 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:12:41, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6670, loss: 1.6670, grad_norm: 8.7535 2021-03-16 08:40:49,862 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:12:33, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.6359, loss: 1.6359, grad_norm: 8.7171 2021-03-16 08:40:57,070 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:12:26, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.6854, loss: 1.6854, grad_norm: 8.8536 2021-03-16 08:41:04,552 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:12:18, time: 0.376, data_time: 0.002, memory: 7070, loss_cls: 1.6230, loss: 1.6230, grad_norm: 8.4256 2021-03-16 08:41:11,714 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:12:11, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.7194, loss: 1.7194, grad_norm: 8.5226 2021-03-16 08:41:19,025 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:12:03, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6276, loss: 1.6276, grad_norm: 8.6278 2021-03-16 08:41:26,512 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:11:56, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7242, loss: 1.7242, grad_norm: 8.5519 2021-03-16 08:41:33,772 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:11:48, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.6097, loss: 1.6097, grad_norm: 9.1075 2021-03-16 08:41:41,040 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:11:41, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6981, loss: 1.6981, grad_norm: 8.6858 2021-03-16 08:41:48,356 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:11:34, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.5446, loss: 1.5446, grad_norm: 8.8219 2021-03-16 08:41:55,752 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:11:26, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.7053, loss: 1.7053, grad_norm: 8.8872 2021-03-16 08:42:03,051 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:11:19, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.5276, loss: 1.5276, grad_norm: 8.6091 2021-03-16 08:42:10,222 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:11:11, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6074, loss: 1.6074, grad_norm: 8.4768 2021-03-16 08:42:17,649 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:11:04, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5961, loss: 1.5961, grad_norm: 8.7966 2021-03-16 08:42:24,855 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:10:56, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.4866, loss: 1.4866, grad_norm: 8.6977 2021-03-16 08:42:32,237 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:10:49, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6852, loss: 1.6852, grad_norm: 8.5014 2021-03-16 08:42:39,504 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:10:41, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.5827, loss: 1.5827, grad_norm: 8.5513 2021-03-16 08:42:46,988 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:10:34, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.7642, loss: 1.7642, grad_norm: 8.7063 2021-03-16 08:42:54,182 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:10:26, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.5617, loss: 1.5617, grad_norm: 8.5201 2021-03-16 08:43:01,585 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:10:19, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7312, loss: 1.7312, grad_norm: 8.7449 2021-03-16 08:43:09,015 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:10:11, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7059, loss: 1.7059, grad_norm: 8.9349 2021-03-16 08:43:16,324 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:10:04, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.8264, loss: 1.8264, grad_norm: 8.5371 2021-03-16 08:43:23,564 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:09:56, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6549, loss: 1.6549, grad_norm: 8.8432 2021-03-16 08:43:31,160 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:09:49, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 1.5701, loss: 1.5701, grad_norm: 8.7184 2021-03-16 08:43:38,461 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:09:41, time: 0.362, data_time: 0.000, memory: 7070, loss_cls: 1.7937, loss: 1.7937, grad_norm: 8.4775 2021-03-16 08:43:45,958 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:09:34, time: 0.376, data_time: 0.003, memory: 7070, loss_cls: 1.5980, loss: 1.5980, grad_norm: 8.9826 2021-03-16 08:43:53,090 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:09:26, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.7298, loss: 1.7298, grad_norm: 8.5766 2021-03-16 08:44:00,394 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:09:19, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.5381, loss: 1.5381, grad_norm: 8.5509 2021-03-16 08:44:07,808 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:09:12, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.6748, loss: 1.6748, grad_norm: 8.6336 2021-03-16 08:44:15,191 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:09:04, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.6452, loss: 1.6452, grad_norm: 8.7239 2021-03-16 08:44:22,376 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:08:57, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.5976, loss: 1.5976, grad_norm: 8.9190 2021-03-16 08:44:29,444 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:08:49, time: 0.355, data_time: 0.002, memory: 7070, loss_cls: 1.6849, loss: 1.6849, grad_norm: 8.8063 2021-03-16 08:44:36,915 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:08:42, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6930, loss: 1.6930, grad_norm: 8.7727 2021-03-16 08:44:43,921 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:08:34, time: 0.350, data_time: 0.001, memory: 7070, loss_cls: 1.6016, loss: 1.6016, grad_norm: 8.4826 2021-03-16 08:44:50,959 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:08:27, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.6071, loss: 1.6071, grad_norm: 8.9015 2021-03-16 08:44:58,301 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:08:19, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5400, loss: 1.5400, grad_norm: 8.2458 2021-03-16 08:45:05,606 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:08:12, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.8155, loss: 1.8155, grad_norm: 8.4862 2021-03-16 08:45:12,993 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:08:04, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6180, loss: 1.6180, grad_norm: 8.3255 2021-03-16 08:45:20,403 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:07:57, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.5516, loss: 1.5516, grad_norm: 8.6288 2021-03-16 08:45:27,880 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:07:49, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6408, loss: 1.6408, grad_norm: 8.7599 2021-03-16 08:45:35,019 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:07:42, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.6464, loss: 1.6464, grad_norm: 8.5653 2021-03-16 08:45:42,374 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:07:34, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.5894, loss: 1.5894, grad_norm: 8.9920 2021-03-16 08:45:49,584 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:07:27, time: 0.360, data_time: 0.000, memory: 7070, loss_cls: 1.7453, loss: 1.7453, grad_norm: 8.4569 2021-03-16 08:45:57,041 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:07:19, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7544, loss: 1.7544, grad_norm: 8.8445 2021-03-16 08:46:04,198 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:07:12, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.6218, loss: 1.6218, grad_norm: 8.5663 2021-03-16 08:46:11,645 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:07:04, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7072, loss: 1.7072, grad_norm: 8.8318 2021-03-16 08:46:18,919 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:06:57, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.5272, loss: 1.5272, grad_norm: 8.8321 2021-03-16 08:46:26,059 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:06:49, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.6750, loss: 1.6750, grad_norm: 8.7185 2021-03-16 08:46:27,833 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-16 08:47:30,721 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 08:47:30,865 - mmaction - INFO - top1_acc 0.4597 top5_acc 0.7460 2021-03-16 08:47:30,866 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 08:47:30,874 - mmaction - INFO - mean_acc 0.4179 2021-03-16 08:47:31,198 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-03-16 08:47:31,198 - mmaction - INFO - Best top1_acc is 0.4597 at 42 epoch. 2021-03-16 08:47:31,202 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4597, top5_acc: 0.7460, mean_class_accuracy: 0.4179 2021-03-16 08:47:48,505 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:06:42, time: 0.865, data_time: 0.424, memory: 7070, loss_cls: 1.5521, loss: 1.5521, grad_norm: 8.5216 2021-03-16 08:47:55,903 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:06:34, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6330, loss: 1.6330, grad_norm: 8.9004 2021-03-16 08:48:03,353 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:06:27, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7281, loss: 1.7281, grad_norm: 8.7713 2021-03-16 08:48:10,900 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:06:19, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.7643, loss: 1.7643, grad_norm: 8.5995 2021-03-16 08:48:18,486 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:06:12, time: 0.379, data_time: 0.000, memory: 7070, loss_cls: 1.6392, loss: 1.6392, grad_norm: 8.6912 2021-03-16 08:48:25,800 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:06:04, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.8673, loss: 1.8673, grad_norm: 8.7309 2021-03-16 08:48:33,291 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:05:57, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.6942, loss: 1.6942, grad_norm: 8.4949 2021-03-16 08:48:40,615 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:05:49, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.6731, loss: 1.6731, grad_norm: 8.6730 2021-03-16 08:48:48,241 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:05:42, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.6454, loss: 1.6454, grad_norm: 9.0826 2021-03-16 08:48:55,250 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:05:34, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 1.7030, loss: 1.7030, grad_norm: 8.6871 2021-03-16 08:49:02,583 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:05:27, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.7462, loss: 1.7462, grad_norm: 9.0626 2021-03-16 08:49:09,760 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:05:19, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.4381, loss: 1.4381, grad_norm: 8.4003 2021-03-16 08:49:16,946 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:05:12, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6074, loss: 1.6074, grad_norm: 8.3831 2021-03-16 08:49:24,282 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:05:04, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.5694, loss: 1.5694, grad_norm: 9.1435 2021-03-16 08:49:31,824 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:04:57, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.6420, loss: 1.6420, grad_norm: 8.9126 2021-03-16 08:49:39,291 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:04:50, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6006, loss: 1.6006, grad_norm: 8.7249 2021-03-16 08:49:46,740 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:04:42, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.6737, loss: 1.6737, grad_norm: 8.6393 2021-03-16 08:49:54,231 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:04:35, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.7048, loss: 1.7048, grad_norm: 8.8603 2021-03-16 08:50:01,596 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:04:27, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.5779, loss: 1.5779, grad_norm: 9.0098 2021-03-16 08:50:08,946 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:04:20, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.6414, loss: 1.6414, grad_norm: 9.2618 2021-03-16 08:50:16,279 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:04:12, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5307, loss: 1.5307, grad_norm: 8.8229 2021-03-16 08:50:23,653 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:04:05, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6307, loss: 1.6307, grad_norm: 8.8667 2021-03-16 08:50:31,023 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:03:57, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 1.7187, loss: 1.7187, grad_norm: 8.7766 2021-03-16 08:50:38,386 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:03:50, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.6484, loss: 1.6484, grad_norm: 8.6216 2021-03-16 08:50:45,588 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:03:42, time: 0.361, data_time: 0.004, memory: 7070, loss_cls: 1.7971, loss: 1.7971, grad_norm: 8.8966 2021-03-16 08:50:52,862 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:03:35, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.5314, loss: 1.5314, grad_norm: 9.0147 2021-03-16 08:51:00,284 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:03:27, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6781, loss: 1.6781, grad_norm: 8.9335 2021-03-16 08:51:07,465 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:03:20, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.7225, loss: 1.7225, grad_norm: 8.7909 2021-03-16 08:51:14,811 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:03:12, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5298, loss: 1.5298, grad_norm: 8.9643 2021-03-16 08:51:22,216 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:03:05, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7411, loss: 1.7411, grad_norm: 8.8580 2021-03-16 08:51:29,425 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:02:57, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6129, loss: 1.6129, grad_norm: 9.0021 2021-03-16 08:51:36,731 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:02:50, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6632, loss: 1.6632, grad_norm: 8.7322 2021-03-16 08:51:43,988 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:02:42, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.5685, loss: 1.5685, grad_norm: 8.8148 2021-03-16 08:51:51,315 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:02:35, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5810, loss: 1.5810, grad_norm: 8.8158 2021-03-16 08:51:58,836 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:02:28, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.7162, loss: 1.7162, grad_norm: 9.0423 2021-03-16 08:52:06,159 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:02:20, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.4954, loss: 1.4954, grad_norm: 8.6284 2021-03-16 08:52:13,302 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:02:13, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.5954, loss: 1.5954, grad_norm: 8.8683 2021-03-16 08:52:20,599 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:02:05, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6048, loss: 1.6048, grad_norm: 8.8082 2021-03-16 08:52:27,967 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:01:58, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.6412, loss: 1.6412, grad_norm: 8.7569 2021-03-16 08:52:35,139 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:01:50, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.4968, loss: 1.4968, grad_norm: 8.6021 2021-03-16 08:52:42,682 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:01:43, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.5978, loss: 1.5978, grad_norm: 9.0282 2021-03-16 08:52:49,967 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:01:35, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7195, loss: 1.7195, grad_norm: 9.1171 2021-03-16 08:52:57,421 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:01:28, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.6566, loss: 1.6566, grad_norm: 8.8138 2021-03-16 08:53:04,765 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:01:20, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.6988, loss: 1.6988, grad_norm: 9.1138 2021-03-16 08:53:11,962 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:01:13, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.6938, loss: 1.6938, grad_norm: 8.6677 2021-03-16 08:53:19,287 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:01:05, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.6968, loss: 1.6968, grad_norm: 8.7810 2021-03-16 08:53:26,194 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:00:58, time: 0.345, data_time: 0.001, memory: 7070, loss_cls: 1.5518, loss: 1.5518, grad_norm: 9.1819 2021-03-16 08:53:33,479 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:00:50, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.7619, loss: 1.7619, grad_norm: 8.9401 2021-03-16 08:53:40,896 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:00:43, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.6567, loss: 1.6567, grad_norm: 8.5734 2021-03-16 08:53:48,523 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:00:35, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 1.6656, loss: 1.6656, grad_norm: 8.7693 2021-03-16 08:53:55,641 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:00:28, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.6605, loss: 1.6605, grad_norm: 8.7334 2021-03-16 08:54:02,734 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:00:20, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.6524, loss: 1.6524, grad_norm: 8.7070 2021-03-16 08:54:10,315 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:00:13, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.7709, loss: 1.7709, grad_norm: 9.2559 2021-03-16 08:54:17,497 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:00:06, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.6720, loss: 1.6720, grad_norm: 8.5768 2021-03-16 08:54:24,721 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 0:59:58, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7753, loss: 1.7753, grad_norm: 8.8315 2021-03-16 08:54:31,865 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 0:59:51, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.7863, loss: 1.7863, grad_norm: 8.7531 2021-03-16 08:54:39,091 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 0:59:43, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.6536, loss: 1.6536, grad_norm: 8.8141 2021-03-16 08:54:46,055 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 0:59:36, time: 0.350, data_time: 0.003, memory: 7070, loss_cls: 1.5557, loss: 1.5557, grad_norm: 8.6667 2021-03-16 08:54:53,523 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 0:59:28, time: 0.373, data_time: 0.004, memory: 7070, loss_cls: 1.5947, loss: 1.5947, grad_norm: 9.0261 2021-03-16 08:55:00,766 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 0:59:21, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6865, loss: 1.6865, grad_norm: 8.8274 2021-03-16 08:55:07,979 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 0:59:13, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6623, loss: 1.6623, grad_norm: 9.0480 2021-03-16 08:55:15,395 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 0:59:06, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.6732, loss: 1.6732, grad_norm: 8.7366 2021-03-16 08:55:22,739 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 0:58:58, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5937, loss: 1.5937, grad_norm: 8.7787 2021-03-16 08:55:29,868 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 0:58:51, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 1.7393, loss: 1.7393, grad_norm: 8.9743 2021-03-16 08:55:37,148 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 0:58:43, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.7550, loss: 1.7550, grad_norm: 8.7050 2021-03-16 08:55:44,722 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 0:58:36, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 1.5319, loss: 1.5319, grad_norm: 8.6525 2021-03-16 08:55:51,772 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 0:58:28, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.5886, loss: 1.5886, grad_norm: 8.7107 2021-03-16 08:55:53,568 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-16 08:56:11,112 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 0:58:20, time: 0.859, data_time: 0.457, memory: 7070, loss_cls: 1.5295, loss: 1.5295, grad_norm: 8.8382 2021-03-16 08:56:18,347 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 0:58:13, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7376, loss: 1.7376, grad_norm: 8.9562 2021-03-16 08:56:25,811 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 0:58:05, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7491, loss: 1.7491, grad_norm: 8.6548 2021-03-16 08:56:33,082 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 0:57:58, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6682, loss: 1.6682, grad_norm: 8.6210 2021-03-16 08:56:40,713 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 0:57:50, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.7384, loss: 1.7384, grad_norm: 8.7404 2021-03-16 08:56:48,030 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 0:57:43, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6280, loss: 1.6280, grad_norm: 8.9400 2021-03-16 08:56:55,415 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 0:57:35, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.5451, loss: 1.5451, grad_norm: 8.5616 2021-03-16 08:57:02,871 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 0:57:28, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.7831, loss: 1.7831, grad_norm: 9.0245 2021-03-16 08:57:10,337 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 0:57:21, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.6680, loss: 1.6680, grad_norm: 9.1907 2021-03-16 08:57:17,709 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 0:57:13, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.7054, loss: 1.7054, grad_norm: 8.8864 2021-03-16 08:57:24,889 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 0:57:06, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6564, loss: 1.6564, grad_norm: 8.8979 2021-03-16 08:57:32,292 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 0:56:58, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6708, loss: 1.6708, grad_norm: 8.8525 2021-03-16 08:57:39,648 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 0:56:51, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.5636, loss: 1.5636, grad_norm: 8.7376 2021-03-16 08:57:47,090 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 0:56:43, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.7379, loss: 1.7379, grad_norm: 9.0207 2021-03-16 08:57:54,205 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 0:56:36, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.6186, loss: 1.6186, grad_norm: 8.6257 2021-03-16 08:58:01,497 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 0:56:28, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.7243, loss: 1.7243, grad_norm: 8.8607 2021-03-16 08:58:08,634 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 0:56:21, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.6841, loss: 1.6841, grad_norm: 9.0125 2021-03-16 08:58:15,998 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 0:56:13, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.4337, loss: 1.4337, grad_norm: 8.4420 2021-03-16 08:58:23,337 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 0:56:06, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7215, loss: 1.7215, grad_norm: 9.3283 2021-03-16 08:58:30,719 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 0:55:58, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.6990, loss: 1.6990, grad_norm: 8.8431 2021-03-16 08:58:38,122 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 0:55:51, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5539, loss: 1.5539, grad_norm: 8.6364 2021-03-16 08:58:45,654 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 0:55:43, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 1.6052, loss: 1.6052, grad_norm: 8.5332 2021-03-16 08:58:52,905 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 0:55:36, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.6588, loss: 1.6588, grad_norm: 8.8129 2021-03-16 08:59:00,325 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 0:55:28, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.6122, loss: 1.6122, grad_norm: 8.6389 2021-03-16 08:59:07,654 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 0:55:21, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6307, loss: 1.6307, grad_norm: 8.7330 2021-03-16 08:59:15,015 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 0:55:14, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6988, loss: 1.6988, grad_norm: 8.8879 2021-03-16 08:59:22,344 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 0:55:06, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.6567, loss: 1.6567, grad_norm: 8.7748 2021-03-16 08:59:29,554 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 0:54:59, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.5621, loss: 1.5621, grad_norm: 9.0220 2021-03-16 08:59:36,743 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 0:54:51, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.6197, loss: 1.6197, grad_norm: 9.1453 2021-03-16 08:59:44,328 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 0:54:44, time: 0.380, data_time: 0.001, memory: 7070, loss_cls: 1.5562, loss: 1.5562, grad_norm: 8.8453 2021-03-16 08:59:51,824 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 0:54:36, time: 0.374, data_time: 0.000, memory: 7070, loss_cls: 1.6853, loss: 1.6853, grad_norm: 8.8830 2021-03-16 08:59:59,069 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 0:54:29, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.7174, loss: 1.7174, grad_norm: 9.1238 2021-03-16 09:00:06,350 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 0:54:21, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6827, loss: 1.6827, grad_norm: 8.9454 2021-03-16 09:00:13,543 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 0:54:14, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.7666, loss: 1.7666, grad_norm: 8.7153 2021-03-16 09:00:20,904 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 0:54:06, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5646, loss: 1.5646, grad_norm: 8.8148 2021-03-16 09:00:28,188 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 0:53:59, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6791, loss: 1.6791, grad_norm: 8.8561 2021-03-16 09:00:35,577 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 0:53:51, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 1.6158, loss: 1.6158, grad_norm: 8.7411 2021-03-16 09:00:42,979 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 0:53:44, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7219, loss: 1.7219, grad_norm: 8.3587 2021-03-16 09:00:50,682 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 0:53:36, time: 0.385, data_time: 0.001, memory: 7070, loss_cls: 1.6444, loss: 1.6444, grad_norm: 8.6706 2021-03-16 09:00:58,244 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 0:53:29, time: 0.378, data_time: 0.002, memory: 7070, loss_cls: 1.5521, loss: 1.5521, grad_norm: 8.6855 2021-03-16 09:01:05,337 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 0:53:22, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.6419, loss: 1.6419, grad_norm: 9.0916 2021-03-16 09:01:12,731 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 0:53:14, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7517, loss: 1.7517, grad_norm: 8.6971 2021-03-16 09:01:19,886 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 0:53:07, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.5711, loss: 1.5711, grad_norm: 8.8447 2021-03-16 09:01:27,201 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 0:52:59, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6929, loss: 1.6929, grad_norm: 8.5315 2021-03-16 09:01:34,155 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 0:52:52, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 1.6135, loss: 1.6135, grad_norm: 9.2039 2021-03-16 09:01:41,379 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 0:52:44, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.6955, loss: 1.6955, grad_norm: 8.9948 2021-03-16 09:01:48,594 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 0:52:37, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.5299, loss: 1.5299, grad_norm: 8.5148 2021-03-16 09:01:56,200 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 0:52:29, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.6691, loss: 1.6691, grad_norm: 8.9501 2021-03-16 09:02:03,357 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 0:52:22, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.7060, loss: 1.7060, grad_norm: 8.7511 2021-03-16 09:02:10,648 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 0:52:14, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6984, loss: 1.6984, grad_norm: 8.7442 2021-03-16 09:02:18,016 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 0:52:07, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.5528, loss: 1.5528, grad_norm: 8.5933 2021-03-16 09:02:25,228 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 0:51:59, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.5785, loss: 1.5785, grad_norm: 8.7845 2021-03-16 09:02:32,555 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 0:51:52, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.7033, loss: 1.7033, grad_norm: 8.9642 2021-03-16 09:02:39,919 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 0:51:44, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.7082, loss: 1.7082, grad_norm: 9.2225 2021-03-16 09:02:47,484 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 0:51:37, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 1.7415, loss: 1.7415, grad_norm: 8.8453 2021-03-16 09:02:55,008 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 0:51:29, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.6730, loss: 1.6730, grad_norm: 8.6690 2021-03-16 09:03:02,308 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 0:51:22, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.5372, loss: 1.5372, grad_norm: 8.6878 2021-03-16 09:03:09,477 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 0:51:15, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6772, loss: 1.6772, grad_norm: 8.7033 2021-03-16 09:03:16,706 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 0:51:07, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.6108, loss: 1.6108, grad_norm: 8.7482 2021-03-16 09:03:23,845 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 0:51:00, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.5105, loss: 1.5105, grad_norm: 8.9377 2021-03-16 09:03:31,119 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 0:50:52, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.5972, loss: 1.5972, grad_norm: 8.9426 2021-03-16 09:03:38,378 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 0:50:45, time: 0.364, data_time: 0.003, memory: 7070, loss_cls: 1.6153, loss: 1.6153, grad_norm: 9.2641 2021-03-16 09:03:45,674 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 0:50:37, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6902, loss: 1.6902, grad_norm: 8.8098 2021-03-16 09:03:52,687 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 0:50:30, time: 0.351, data_time: 0.000, memory: 7070, loss_cls: 1.6427, loss: 1.6427, grad_norm: 8.8089 2021-03-16 09:04:00,130 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 0:50:22, time: 0.371, data_time: 0.005, memory: 7070, loss_cls: 1.5386, loss: 1.5386, grad_norm: 8.8647 2021-03-16 09:04:07,565 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 0:50:15, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7217, loss: 1.7217, grad_norm: 9.0536 2021-03-16 09:04:14,817 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 0:50:07, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.5972, loss: 1.5972, grad_norm: 9.1683 2021-03-16 09:04:16,556 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-16 09:05:19,416 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 09:05:19,580 - mmaction - INFO - top1_acc 0.4590 top5_acc 0.7468 2021-03-16 09:05:19,581 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 09:05:19,589 - mmaction - INFO - mean_acc 0.4184 2021-03-16 09:05:19,591 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4590, top5_acc: 0.7468, mean_class_accuracy: 0.4184 2021-03-16 09:05:37,237 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 0:49:59, time: 0.880, data_time: 0.470, memory: 7070, loss_cls: 1.7335, loss: 1.7335, grad_norm: 9.1120 2021-03-16 09:05:44,604 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 0:49:52, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 1.6458, loss: 1.6458, grad_norm: 8.7280 2021-03-16 09:05:51,967 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 0:49:44, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6243, loss: 1.6243, grad_norm: 9.2239 2021-03-16 09:05:59,520 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 0:49:37, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.6938, loss: 1.6938, grad_norm: 8.9678 2021-03-16 09:06:07,012 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 0:49:29, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.8026, loss: 1.8026, grad_norm: 9.2426 2021-03-16 09:06:14,095 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 0:49:22, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.6689, loss: 1.6689, grad_norm: 8.8796 2021-03-16 09:06:21,379 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 0:49:14, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6682, loss: 1.6682, grad_norm: 8.7627 2021-03-16 09:06:28,512 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 0:49:07, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.5647, loss: 1.5647, grad_norm: 8.6835 2021-03-16 09:06:35,847 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 0:48:59, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6986, loss: 1.6986, grad_norm: 8.7034 2021-03-16 09:06:43,053 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 0:48:52, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.6083, loss: 1.6083, grad_norm: 9.1587 2021-03-16 09:06:50,306 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 0:48:44, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6218, loss: 1.6218, grad_norm: 8.8669 2021-03-16 09:06:57,694 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 0:48:37, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6139, loss: 1.6139, grad_norm: 8.9502 2021-03-16 09:07:04,936 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 0:48:29, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.7112, loss: 1.7112, grad_norm: 8.6997 2021-03-16 09:07:12,193 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 0:48:22, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6185, loss: 1.6185, grad_norm: 8.7347 2021-03-16 09:07:19,701 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 0:48:14, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.5352, loss: 1.5352, grad_norm: 8.6686 2021-03-16 09:07:27,122 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 0:48:07, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5985, loss: 1.5985, grad_norm: 8.6956 2021-03-16 09:07:34,484 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 0:48:00, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7780, loss: 1.7780, grad_norm: 8.8356 2021-03-16 09:07:41,974 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 0:47:52, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.6331, loss: 1.6331, grad_norm: 8.9055 2021-03-16 09:07:48,946 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 0:47:45, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.7208, loss: 1.7208, grad_norm: 9.1427 2021-03-16 09:07:56,406 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 0:47:37, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.5969, loss: 1.5969, grad_norm: 8.6497 2021-03-16 09:08:03,618 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 0:47:30, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.7346, loss: 1.7346, grad_norm: 8.8591 2021-03-16 09:08:10,888 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 0:47:22, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.6889, loss: 1.6889, grad_norm: 8.8282 2021-03-16 09:08:18,029 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 0:47:15, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.5727, loss: 1.5727, grad_norm: 8.8276 2021-03-16 09:08:25,484 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 0:47:07, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.5384, loss: 1.5384, grad_norm: 8.6282 2021-03-16 09:08:32,765 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 0:47:00, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.6496, loss: 1.6496, grad_norm: 8.8239 2021-03-16 09:08:40,216 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 0:46:52, time: 0.372, data_time: 0.000, memory: 7070, loss_cls: 1.6443, loss: 1.6443, grad_norm: 8.9442 2021-03-16 09:08:47,357 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 0:46:45, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.6327, loss: 1.6327, grad_norm: 8.8081 2021-03-16 09:08:54,803 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 0:46:37, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6834, loss: 1.6834, grad_norm: 8.8629 2021-03-16 09:09:01,791 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 0:46:30, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.7102, loss: 1.7102, grad_norm: 8.7845 2021-03-16 09:09:09,081 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 0:46:22, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6292, loss: 1.6292, grad_norm: 9.1980 2021-03-16 09:09:16,069 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 0:46:15, time: 0.348, data_time: 0.001, memory: 7070, loss_cls: 1.5783, loss: 1.5783, grad_norm: 9.0221 2021-03-16 09:09:23,412 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 0:46:07, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.7030, loss: 1.7030, grad_norm: 8.8033 2021-03-16 09:09:30,752 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 0:46:00, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6338, loss: 1.6338, grad_norm: 8.6739 2021-03-16 09:09:38,031 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 0:45:53, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.5955, loss: 1.5955, grad_norm: 8.8940 2021-03-16 09:09:45,582 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 0:45:45, time: 0.377, data_time: 0.001, memory: 7070, loss_cls: 1.6243, loss: 1.6243, grad_norm: 8.9490 2021-03-16 09:09:52,642 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 0:45:38, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.5844, loss: 1.5844, grad_norm: 9.0296 2021-03-16 09:10:00,040 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 0:45:30, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6155, loss: 1.6155, grad_norm: 9.2647 2021-03-16 09:10:07,542 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 0:45:23, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6992, loss: 1.6992, grad_norm: 9.3990 2021-03-16 09:10:14,845 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 0:45:15, time: 0.365, data_time: 0.003, memory: 7070, loss_cls: 1.5889, loss: 1.5889, grad_norm: 9.1043 2021-03-16 09:10:21,962 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 0:45:08, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.6812, loss: 1.6812, grad_norm: 9.0230 2021-03-16 09:10:29,168 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 0:45:00, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.5734, loss: 1.5734, grad_norm: 8.7603 2021-03-16 09:10:36,597 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 0:44:53, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.5936, loss: 1.5936, grad_norm: 8.7231 2021-03-16 09:10:43,787 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 0:44:45, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.6734, loss: 1.6734, grad_norm: 9.0140 2021-03-16 09:10:51,126 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 0:44:38, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.7539, loss: 1.7539, grad_norm: 9.1087 2021-03-16 09:10:58,638 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 0:44:30, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7103, loss: 1.7103, grad_norm: 8.8185 2021-03-16 09:11:05,808 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 0:44:23, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.7455, loss: 1.7455, grad_norm: 9.0117 2021-03-16 09:11:13,128 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 0:44:15, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6902, loss: 1.6902, grad_norm: 8.9190 2021-03-16 09:11:20,440 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 0:44:08, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.5053, loss: 1.5053, grad_norm: 8.8222 2021-03-16 09:11:27,900 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 0:44:01, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.6833, loss: 1.6833, grad_norm: 9.2774 2021-03-16 09:11:35,323 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 0:43:53, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7008, loss: 1.7008, grad_norm: 9.1189 2021-03-16 09:11:42,773 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 0:43:46, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6661, loss: 1.6661, grad_norm: 9.0335 2021-03-16 09:11:49,966 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 0:43:38, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6568, loss: 1.6568, grad_norm: 9.0592 2021-03-16 09:11:57,226 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 0:43:31, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.5815, loss: 1.5815, grad_norm: 8.8408 2021-03-16 09:12:04,617 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 0:43:23, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.6196, loss: 1.6196, grad_norm: 8.7136 2021-03-16 09:12:11,804 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 0:43:16, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.6470, loss: 1.6470, grad_norm: 9.1191 2021-03-16 09:12:19,014 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 0:43:08, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.5310, loss: 1.5310, grad_norm: 8.4346 2021-03-16 09:12:26,486 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 0:43:01, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.6640, loss: 1.6640, grad_norm: 8.9771 2021-03-16 09:12:33,955 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 0:42:53, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.4883, loss: 1.4883, grad_norm: 8.6934 2021-03-16 09:12:41,371 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 0:42:46, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6641, loss: 1.6641, grad_norm: 9.1189 2021-03-16 09:12:48,450 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 0:42:38, time: 0.354, data_time: 0.000, memory: 7070, loss_cls: 1.5441, loss: 1.5441, grad_norm: 9.2597 2021-03-16 09:12:56,034 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 0:42:31, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 1.6803, loss: 1.6803, grad_norm: 8.9853 2021-03-16 09:13:03,482 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 0:42:24, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.6199, loss: 1.6199, grad_norm: 8.9337 2021-03-16 09:13:10,723 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 0:42:16, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6508, loss: 1.6508, grad_norm: 8.8470 2021-03-16 09:13:18,158 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 0:42:09, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6415, loss: 1.6415, grad_norm: 8.8661 2021-03-16 09:13:25,617 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 0:42:01, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.5731, loss: 1.5731, grad_norm: 9.1700 2021-03-16 09:13:32,788 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 0:41:54, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.7155, loss: 1.7155, grad_norm: 9.1400 2021-03-16 09:13:40,015 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 0:41:46, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.7678, loss: 1.7678, grad_norm: 9.0378 2021-03-16 09:13:41,829 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-16 09:13:59,647 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 0:41:38, time: 0.872, data_time: 0.489, memory: 7070, loss_cls: 1.5769, loss: 1.5769, grad_norm: 8.6613 2021-03-16 09:14:07,089 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 0:41:30, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.7049, loss: 1.7049, grad_norm: 8.6823 2021-03-16 09:14:14,444 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 0:41:23, time: 0.369, data_time: 0.003, memory: 7070, loss_cls: 1.6864, loss: 1.6864, grad_norm: 8.9788 2021-03-16 09:14:22,282 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 0:41:15, time: 0.392, data_time: 0.001, memory: 7070, loss_cls: 1.6110, loss: 1.6110, grad_norm: 9.1078 2021-03-16 09:14:29,569 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 0:41:08, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.5846, loss: 1.5846, grad_norm: 8.8387 2021-03-16 09:14:37,026 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 0:41:01, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.6500, loss: 1.6500, grad_norm: 8.9069 2021-03-16 09:14:44,551 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 0:40:53, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.6795, loss: 1.6795, grad_norm: 8.8634 2021-03-16 09:14:52,061 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 0:40:46, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.5290, loss: 1.5290, grad_norm: 8.7317 2021-03-16 09:14:59,292 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 0:40:38, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.6584, loss: 1.6584, grad_norm: 8.9045 2021-03-16 09:15:06,828 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 0:40:31, time: 0.379, data_time: 0.003, memory: 7070, loss_cls: 1.5304, loss: 1.5304, grad_norm: 8.8034 2021-03-16 09:15:14,188 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 0:40:23, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7454, loss: 1.7454, grad_norm: 8.8980 2021-03-16 09:15:21,412 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 0:40:16, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.5631, loss: 1.5631, grad_norm: 8.8429 2021-03-16 09:15:28,711 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 0:40:08, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6885, loss: 1.6885, grad_norm: 8.8178 2021-03-16 09:15:36,155 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 0:40:01, time: 0.375, data_time: 0.003, memory: 7070, loss_cls: 1.7392, loss: 1.7392, grad_norm: 9.0445 2021-03-16 09:15:43,359 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 0:39:53, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6365, loss: 1.6365, grad_norm: 8.5110 2021-03-16 09:15:50,458 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 0:39:46, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.5960, loss: 1.5960, grad_norm: 8.6638 2021-03-16 09:15:57,812 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 0:39:38, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.5141, loss: 1.5141, grad_norm: 9.0984 2021-03-16 09:16:05,164 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 0:39:31, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7308, loss: 1.7308, grad_norm: 8.8734 2021-03-16 09:16:12,395 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 0:39:24, time: 0.364, data_time: 0.003, memory: 7070, loss_cls: 1.7389, loss: 1.7389, grad_norm: 9.2129 2021-03-16 09:16:19,743 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 0:39:16, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5330, loss: 1.5330, grad_norm: 9.1573 2021-03-16 09:16:27,003 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 0:39:09, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6873, loss: 1.6873, grad_norm: 9.0951 2021-03-16 09:16:34,384 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 0:39:01, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.7822, loss: 1.7822, grad_norm: 8.6264 2021-03-16 09:16:41,800 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 0:38:54, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.5810, loss: 1.5810, grad_norm: 8.9808 2021-03-16 09:16:49,222 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 0:38:46, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.4955, loss: 1.4955, grad_norm: 9.1602 2021-03-16 09:16:56,280 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 0:38:39, time: 0.360, data_time: 0.007, memory: 7070, loss_cls: 1.6730, loss: 1.6730, grad_norm: 8.9047 2021-03-16 09:17:04,004 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 0:38:31, time: 0.385, data_time: 0.000, memory: 7070, loss_cls: 1.6851, loss: 1.6851, grad_norm: 9.0489 2021-03-16 09:17:11,321 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 0:38:24, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6070, loss: 1.6070, grad_norm: 9.0961 2021-03-16 09:17:18,931 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 0:38:16, time: 0.381, data_time: 0.001, memory: 7070, loss_cls: 1.5904, loss: 1.5904, grad_norm: 8.7574 2021-03-16 09:17:26,327 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 0:38:09, time: 0.370, data_time: 0.003, memory: 7070, loss_cls: 1.7489, loss: 1.7489, grad_norm: 8.8369 2021-03-16 09:17:33,513 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 0:38:01, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6716, loss: 1.6716, grad_norm: 9.0253 2021-03-16 09:17:40,806 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:37:54, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6320, loss: 1.6320, grad_norm: 9.0051 2021-03-16 09:17:48,051 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:37:47, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6548, loss: 1.6548, grad_norm: 8.5942 2021-03-16 09:17:55,384 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:37:39, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7251, loss: 1.7251, grad_norm: 8.8817 2021-03-16 09:18:02,947 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:37:32, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.5425, loss: 1.5425, grad_norm: 9.0501 2021-03-16 09:18:10,336 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:37:24, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.5410, loss: 1.5410, grad_norm: 9.1560 2021-03-16 09:18:17,428 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:37:17, time: 0.354, data_time: 0.001, memory: 7070, loss_cls: 1.7193, loss: 1.7193, grad_norm: 8.9156 2021-03-16 09:18:24,748 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:37:09, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6549, loss: 1.6549, grad_norm: 9.0821 2021-03-16 09:18:31,866 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:37:02, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.6025, loss: 1.6025, grad_norm: 9.0587 2021-03-16 09:18:39,312 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:36:54, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.6469, loss: 1.6469, grad_norm: 9.0798 2021-03-16 09:18:46,581 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:36:47, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6016, loss: 1.6016, grad_norm: 8.8200 2021-03-16 09:18:54,152 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:36:39, time: 0.380, data_time: 0.002, memory: 7070, loss_cls: 1.6473, loss: 1.6473, grad_norm: 8.9299 2021-03-16 09:19:01,583 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:36:32, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.7736, loss: 1.7736, grad_norm: 8.8462 2021-03-16 09:19:08,923 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:36:24, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6808, loss: 1.6808, grad_norm: 9.0834 2021-03-16 09:19:15,923 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:36:17, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.6514, loss: 1.6514, grad_norm: 9.0222 2021-03-16 09:19:23,508 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:36:10, time: 0.379, data_time: 0.002, memory: 7070, loss_cls: 1.5732, loss: 1.5732, grad_norm: 8.9645 2021-03-16 09:19:30,677 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:36:02, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.6312, loss: 1.6312, grad_norm: 9.1308 2021-03-16 09:19:37,992 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:35:55, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6471, loss: 1.6471, grad_norm: 9.0465 2021-03-16 09:19:45,141 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:35:47, time: 0.358, data_time: 0.003, memory: 7070, loss_cls: 1.6369, loss: 1.6369, grad_norm: 8.5781 2021-03-16 09:19:52,312 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:35:40, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.5569, loss: 1.5569, grad_norm: 8.8849 2021-03-16 09:19:59,707 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:35:32, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.6291, loss: 1.6291, grad_norm: 8.7715 2021-03-16 09:20:06,883 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:35:25, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.7715, loss: 1.7715, grad_norm: 9.0405 2021-03-16 09:20:14,185 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:35:17, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.5627, loss: 1.5627, grad_norm: 8.9547 2021-03-16 09:20:21,472 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:35:10, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.5643, loss: 1.5643, grad_norm: 9.1205 2021-03-16 09:20:28,453 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:35:02, time: 0.349, data_time: 0.001, memory: 7070, loss_cls: 1.5880, loss: 1.5880, grad_norm: 9.1309 2021-03-16 09:20:35,623 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:34:55, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.5373, loss: 1.5373, grad_norm: 8.7825 2021-03-16 09:20:42,962 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:34:47, time: 0.366, data_time: 0.000, memory: 7070, loss_cls: 1.7268, loss: 1.7268, grad_norm: 9.0995 2021-03-16 09:20:50,147 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:34:40, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.4551, loss: 1.4551, grad_norm: 9.1615 2021-03-16 09:20:57,561 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:34:32, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.5957, loss: 1.5957, grad_norm: 9.6621 2021-03-16 09:21:04,742 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:34:25, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.7043, loss: 1.7043, grad_norm: 9.1086 2021-03-16 09:21:11,982 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:34:17, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.4903, loss: 1.4903, grad_norm: 9.0406 2021-03-16 09:21:19,393 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:34:10, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5682, loss: 1.5682, grad_norm: 9.4709 2021-03-16 09:21:26,263 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:34:03, time: 0.344, data_time: 0.001, memory: 7070, loss_cls: 1.6062, loss: 1.6062, grad_norm: 8.7865 2021-03-16 09:21:33,431 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:33:55, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.7643, loss: 1.7643, grad_norm: 8.8441 2021-03-16 09:21:40,871 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:33:48, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.7162, loss: 1.7162, grad_norm: 8.9804 2021-03-16 09:21:48,349 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:33:40, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.7105, loss: 1.7105, grad_norm: 8.9020 2021-03-16 09:21:55,524 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:33:33, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.6728, loss: 1.6728, grad_norm: 9.2461 2021-03-16 09:22:02,547 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:33:25, time: 0.352, data_time: 0.001, memory: 7070, loss_cls: 1.4300, loss: 1.4300, grad_norm: 8.6700 2021-03-16 09:22:04,370 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-16 09:23:06,538 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 09:23:06,786 - mmaction - INFO - top1_acc 0.4599 top5_acc 0.7502 2021-03-16 09:23:06,786 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 09:23:06,797 - mmaction - INFO - mean_acc 0.4222 2021-03-16 09:23:07,128 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-03-16 09:23:07,128 - mmaction - INFO - Best top1_acc is 0.4599 at 46 epoch. 2021-03-16 09:23:07,132 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4599, top5_acc: 0.7502, mean_class_accuracy: 0.4222 2021-03-16 09:23:24,399 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:33:17, time: 0.861, data_time: 0.444, memory: 7070, loss_cls: 1.6614, loss: 1.6614, grad_norm: 9.2366 2021-03-16 09:23:32,102 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:33:09, time: 0.386, data_time: 0.002, memory: 7070, loss_cls: 1.6462, loss: 1.6462, grad_norm: 9.0751 2021-03-16 09:23:39,455 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:33:02, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6710, loss: 1.6710, grad_norm: 9.1589 2021-03-16 09:23:46,803 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:32:54, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.4497, loss: 1.4497, grad_norm: 8.6552 2021-03-16 09:23:54,059 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:32:47, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.5156, loss: 1.5156, grad_norm: 8.8423 2021-03-16 09:24:01,158 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:32:39, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 1.6251, loss: 1.6251, grad_norm: 8.8054 2021-03-16 09:24:08,531 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:32:32, time: 0.367, data_time: 0.000, memory: 7070, loss_cls: 1.6556, loss: 1.6556, grad_norm: 8.7630 2021-03-16 09:24:15,895 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:32:24, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.5391, loss: 1.5391, grad_norm: 9.0920 2021-03-16 09:24:23,072 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:32:17, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.5447, loss: 1.5447, grad_norm: 8.5642 2021-03-16 09:24:30,579 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:32:09, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.6325, loss: 1.6325, grad_norm: 8.9031 2021-03-16 09:24:37,852 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:32:02, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.6089, loss: 1.6089, grad_norm: 9.1237 2021-03-16 09:24:45,017 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:31:54, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.5428, loss: 1.5428, grad_norm: 9.4363 2021-03-16 09:24:52,390 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:31:47, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.6578, loss: 1.6578, grad_norm: 9.0123 2021-03-16 09:25:00,033 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:31:40, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 1.7575, loss: 1.7575, grad_norm: 8.9860 2021-03-16 09:25:07,717 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:31:32, time: 0.385, data_time: 0.002, memory: 7070, loss_cls: 1.7403, loss: 1.7403, grad_norm: 8.8404 2021-03-16 09:25:14,968 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:31:25, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.4211, loss: 1.4211, grad_norm: 9.1332 2021-03-16 09:25:22,321 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:31:17, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.7421, loss: 1.7421, grad_norm: 8.8553 2021-03-16 09:25:29,550 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:31:10, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.4351, loss: 1.4351, grad_norm: 8.7577 2021-03-16 09:25:36,807 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:31:02, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6165, loss: 1.6165, grad_norm: 9.0556 2021-03-16 09:25:44,181 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:30:55, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.6572, loss: 1.6572, grad_norm: 9.1865 2021-03-16 09:25:51,389 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:30:47, time: 0.361, data_time: 0.002, memory: 7070, loss_cls: 1.6644, loss: 1.6644, grad_norm: 9.1183 2021-03-16 09:25:58,481 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:30:40, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 1.6479, loss: 1.6479, grad_norm: 9.0238 2021-03-16 09:26:05,932 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:30:32, time: 0.373, data_time: 0.002, memory: 7070, loss_cls: 1.5817, loss: 1.5817, grad_norm: 8.9701 2021-03-16 09:26:13,219 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:30:25, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.5528, loss: 1.5528, grad_norm: 8.6396 2021-03-16 09:26:20,702 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:30:18, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.5958, loss: 1.5958, grad_norm: 8.8280 2021-03-16 09:26:27,820 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:30:10, time: 0.357, data_time: 0.002, memory: 7070, loss_cls: 1.6577, loss: 1.6577, grad_norm: 8.8364 2021-03-16 09:26:35,165 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:30:03, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.8133, loss: 1.8133, grad_norm: 9.0346 2021-03-16 09:26:42,521 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:29:55, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.6371, loss: 1.6371, grad_norm: 9.0484 2021-03-16 09:26:49,925 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:29:48, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.6409, loss: 1.6409, grad_norm: 9.2483 2021-03-16 09:26:57,120 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:29:40, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.5359, loss: 1.5359, grad_norm: 9.1014 2021-03-16 09:27:04,552 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:29:33, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6972, loss: 1.6972, grad_norm: 8.8840 2021-03-16 09:27:12,033 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:29:25, time: 0.378, data_time: 0.005, memory: 7070, loss_cls: 1.7855, loss: 1.7855, grad_norm: 9.4853 2021-03-16 09:27:19,149 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:29:18, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.5952, loss: 1.5952, grad_norm: 8.8077 2021-03-16 09:27:26,770 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:29:10, time: 0.378, data_time: 0.001, memory: 7070, loss_cls: 1.6674, loss: 1.6674, grad_norm: 8.9505 2021-03-16 09:27:34,155 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:29:03, time: 0.371, data_time: 0.004, memory: 7070, loss_cls: 1.7823, loss: 1.7823, grad_norm: 9.1326 2021-03-16 09:27:41,437 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:28:55, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6000, loss: 1.6000, grad_norm: 8.6430 2021-03-16 09:27:48,757 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:28:48, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.6806, loss: 1.6806, grad_norm: 8.9946 2021-03-16 09:27:55,888 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:28:41, time: 0.359, data_time: 0.003, memory: 7070, loss_cls: 1.6065, loss: 1.6065, grad_norm: 9.1702 2021-03-16 09:28:03,241 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:28:33, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5740, loss: 1.5740, grad_norm: 8.9215 2021-03-16 09:28:10,438 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:28:26, time: 0.359, data_time: 0.000, memory: 7070, loss_cls: 1.5297, loss: 1.5297, grad_norm: 8.7922 2021-03-16 09:28:17,757 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:28:18, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.7358, loss: 1.7358, grad_norm: 9.1198 2021-03-16 09:28:25,082 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:28:11, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.6001, loss: 1.6001, grad_norm: 9.2961 2021-03-16 09:28:32,355 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:28:03, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6853, loss: 1.6853, grad_norm: 8.9907 2021-03-16 09:28:39,858 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:27:56, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.7203, loss: 1.7203, grad_norm: 8.7391 2021-03-16 09:28:46,772 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:27:48, time: 0.345, data_time: 0.001, memory: 7070, loss_cls: 1.6631, loss: 1.6631, grad_norm: 9.0907 2021-03-16 09:28:53,948 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:27:41, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6996, loss: 1.6996, grad_norm: 9.1224 2021-03-16 09:29:01,226 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:27:33, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.5265, loss: 1.5265, grad_norm: 8.9794 2021-03-16 09:29:08,658 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:27:26, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.7097, loss: 1.7097, grad_norm: 9.3168 2021-03-16 09:29:16,157 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:27:18, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.7491, loss: 1.7491, grad_norm: 9.0017 2021-03-16 09:29:23,302 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:27:11, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.6493, loss: 1.6493, grad_norm: 8.8434 2021-03-16 09:29:30,787 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:27:04, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.5796, loss: 1.5796, grad_norm: 9.1633 2021-03-16 09:29:38,187 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:26:56, time: 0.370, data_time: 0.004, memory: 7070, loss_cls: 1.6419, loss: 1.6419, grad_norm: 8.8712 2021-03-16 09:29:45,568 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:26:49, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.5344, loss: 1.5344, grad_norm: 9.1796 2021-03-16 09:29:52,869 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:26:41, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.6034, loss: 1.6034, grad_norm: 8.8015 2021-03-16 09:30:00,368 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:26:34, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.6565, loss: 1.6565, grad_norm: 8.9322 2021-03-16 09:30:07,730 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:26:26, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5981, loss: 1.5981, grad_norm: 9.0990 2021-03-16 09:30:15,349 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:26:19, time: 0.381, data_time: 0.002, memory: 7070, loss_cls: 1.6607, loss: 1.6607, grad_norm: 8.8433 2021-03-16 09:30:22,552 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:26:11, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.5593, loss: 1.5593, grad_norm: 8.7865 2021-03-16 09:30:29,579 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:26:04, time: 0.351, data_time: 0.001, memory: 7070, loss_cls: 1.6386, loss: 1.6386, grad_norm: 8.7877 2021-03-16 09:30:36,833 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:25:56, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6816, loss: 1.6816, grad_norm: 9.0306 2021-03-16 09:30:44,135 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:25:49, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.8339, loss: 1.8339, grad_norm: 9.0355 2021-03-16 09:30:51,373 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:25:42, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.6930, loss: 1.6930, grad_norm: 8.7084 2021-03-16 09:30:58,590 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:25:34, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.7396, loss: 1.7396, grad_norm: 9.1922 2021-03-16 09:31:05,774 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:25:27, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.5806, loss: 1.5806, grad_norm: 9.2523 2021-03-16 09:31:13,005 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:25:19, time: 0.359, data_time: 0.002, memory: 7070, loss_cls: 1.5860, loss: 1.5860, grad_norm: 8.9141 2021-03-16 09:31:20,345 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:25:12, time: 0.371, data_time: 0.005, memory: 7070, loss_cls: 1.5375, loss: 1.5375, grad_norm: 9.1961 2021-03-16 09:31:27,223 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:25:04, time: 0.344, data_time: 0.000, memory: 7070, loss_cls: 1.5800, loss: 1.5800, grad_norm: 9.0942 2021-03-16 09:31:28,940 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-16 09:31:46,487 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:24:55, time: 0.860, data_time: 0.499, memory: 7070, loss_cls: 1.6529, loss: 1.6529, grad_norm: 8.6781 2021-03-16 09:31:53,959 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:24:48, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6379, loss: 1.6379, grad_norm: 9.0888 2021-03-16 09:32:01,698 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:24:40, time: 0.387, data_time: 0.000, memory: 7070, loss_cls: 1.6166, loss: 1.6166, grad_norm: 8.9612 2021-03-16 09:32:09,079 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:24:33, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.7308, loss: 1.7308, grad_norm: 9.3169 2021-03-16 09:32:16,216 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:24:26, time: 0.356, data_time: 0.000, memory: 7070, loss_cls: 1.5704, loss: 1.5704, grad_norm: 8.7995 2021-03-16 09:32:23,692 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:24:18, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6969, loss: 1.6969, grad_norm: 8.8876 2021-03-16 09:32:31,017 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:24:11, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.7164, loss: 1.7164, grad_norm: 8.9140 2021-03-16 09:32:38,386 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:24:03, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5205, loss: 1.5205, grad_norm: 8.7175 2021-03-16 09:32:45,853 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:23:56, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6022, loss: 1.6022, grad_norm: 8.3873 2021-03-16 09:32:52,949 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:23:48, time: 0.355, data_time: 0.001, memory: 7070, loss_cls: 1.5840, loss: 1.5840, grad_norm: 9.1924 2021-03-16 09:33:00,173 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:23:41, time: 0.361, data_time: 0.000, memory: 7070, loss_cls: 1.6007, loss: 1.6007, grad_norm: 9.1123 2021-03-16 09:33:07,598 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:23:33, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5772, loss: 1.5772, grad_norm: 8.8831 2021-03-16 09:33:14,898 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:23:26, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.7429, loss: 1.7429, grad_norm: 9.4393 2021-03-16 09:33:22,224 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:23:18, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6035, loss: 1.6035, grad_norm: 9.0405 2021-03-16 09:33:29,776 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:23:11, time: 0.377, data_time: 0.000, memory: 7070, loss_cls: 1.6215, loss: 1.6215, grad_norm: 8.9673 2021-03-16 09:33:36,984 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:23:04, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.4987, loss: 1.4987, grad_norm: 9.0968 2021-03-16 09:33:44,358 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:22:56, time: 0.369, data_time: 0.002, memory: 7070, loss_cls: 1.5858, loss: 1.5858, grad_norm: 8.9903 2021-03-16 09:33:51,660 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:22:49, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.5518, loss: 1.5518, grad_norm: 9.0944 2021-03-16 09:33:59,085 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:22:41, time: 0.370, data_time: 0.000, memory: 7070, loss_cls: 1.5352, loss: 1.5352, grad_norm: 9.2035 2021-03-16 09:34:06,302 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:22:34, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.5996, loss: 1.5996, grad_norm: 9.2881 2021-03-16 09:34:13,675 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:22:26, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.7147, loss: 1.7147, grad_norm: 9.1841 2021-03-16 09:34:21,078 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:22:19, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.5691, loss: 1.5691, grad_norm: 9.0047 2021-03-16 09:34:28,349 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:22:11, time: 0.363, data_time: 0.000, memory: 7070, loss_cls: 1.5600, loss: 1.5600, grad_norm: 8.9132 2021-03-16 09:34:35,696 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:22:04, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5525, loss: 1.5525, grad_norm: 9.1195 2021-03-16 09:34:43,009 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:21:56, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6380, loss: 1.6380, grad_norm: 8.8829 2021-03-16 09:34:50,589 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:21:49, time: 0.379, data_time: 0.001, memory: 7070, loss_cls: 1.5851, loss: 1.5851, grad_norm: 8.9916 2021-03-16 09:34:57,694 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:21:41, time: 0.356, data_time: 0.002, memory: 7070, loss_cls: 1.6064, loss: 1.6064, grad_norm: 9.3319 2021-03-16 09:35:04,974 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:21:34, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.7982, loss: 1.7982, grad_norm: 9.1653 2021-03-16 09:35:12,387 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:21:27, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5930, loss: 1.5930, grad_norm: 8.8246 2021-03-16 09:35:19,544 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:21:19, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.4962, loss: 1.4962, grad_norm: 8.7564 2021-03-16 09:35:27,064 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:21:12, time: 0.375, data_time: 0.002, memory: 7070, loss_cls: 1.5711, loss: 1.5711, grad_norm: 9.0849 2021-03-16 09:35:34,211 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:21:04, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.7505, loss: 1.7505, grad_norm: 9.1665 2021-03-16 09:35:41,497 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:20:57, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.6691, loss: 1.6691, grad_norm: 9.4533 2021-03-16 09:35:48,701 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:20:49, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.4894, loss: 1.4894, grad_norm: 8.9180 2021-03-16 09:35:55,937 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:20:42, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.5560, loss: 1.5560, grad_norm: 9.0028 2021-03-16 09:36:03,344 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:20:34, time: 0.371, data_time: 0.002, memory: 7070, loss_cls: 1.6238, loss: 1.6238, grad_norm: 8.9610 2021-03-16 09:36:10,762 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:20:27, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6661, loss: 1.6661, grad_norm: 9.6568 2021-03-16 09:36:18,244 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:20:19, time: 0.375, data_time: 0.001, memory: 7070, loss_cls: 1.6371, loss: 1.6371, grad_norm: 8.8926 2021-03-16 09:36:25,604 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:20:12, time: 0.368, data_time: 0.000, memory: 7070, loss_cls: 1.5597, loss: 1.5597, grad_norm: 8.7888 2021-03-16 09:36:32,995 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:20:05, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.6139, loss: 1.6139, grad_norm: 9.3152 2021-03-16 09:36:40,517 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:19:57, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.6975, loss: 1.6975, grad_norm: 9.1808 2021-03-16 09:36:47,662 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:19:50, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.6696, loss: 1.6696, grad_norm: 9.1535 2021-03-16 09:36:55,031 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:19:42, time: 0.369, data_time: 0.001, memory: 7070, loss_cls: 1.6110, loss: 1.6110, grad_norm: 8.7452 2021-03-16 09:37:02,332 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:19:35, time: 0.364, data_time: 0.000, memory: 7070, loss_cls: 1.5678, loss: 1.5678, grad_norm: 8.6992 2021-03-16 09:37:09,543 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:19:27, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.4261, loss: 1.4261, grad_norm: 8.9506 2021-03-16 09:37:16,729 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:19:20, time: 0.360, data_time: 0.002, memory: 7070, loss_cls: 1.6213, loss: 1.6213, grad_norm: 8.9405 2021-03-16 09:37:24,008 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:19:12, time: 0.364, data_time: 0.001, memory: 7070, loss_cls: 1.6312, loss: 1.6312, grad_norm: 9.2804 2021-03-16 09:37:31,410 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:19:05, time: 0.370, data_time: 0.001, memory: 7070, loss_cls: 1.6916, loss: 1.6916, grad_norm: 9.0944 2021-03-16 09:37:38,593 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:18:57, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6093, loss: 1.6093, grad_norm: 8.8005 2021-03-16 09:37:46,019 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:18:50, time: 0.372, data_time: 0.002, memory: 7070, loss_cls: 1.7104, loss: 1.7104, grad_norm: 9.1934 2021-03-16 09:37:53,356 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:18:43, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.6051, loss: 1.6051, grad_norm: 9.0865 2021-03-16 09:38:00,641 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:18:35, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.5124, loss: 1.5124, grad_norm: 9.2616 2021-03-16 09:38:08,154 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:18:28, time: 0.376, data_time: 0.000, memory: 7070, loss_cls: 1.5581, loss: 1.5581, grad_norm: 8.9339 2021-03-16 09:38:15,087 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:18:20, time: 0.346, data_time: 0.000, memory: 7070, loss_cls: 1.6097, loss: 1.6097, grad_norm: 8.9103 2021-03-16 09:38:22,299 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:18:13, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.5421, loss: 1.5421, grad_norm: 9.0577 2021-03-16 09:38:29,914 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:18:05, time: 0.380, data_time: 0.002, memory: 7070, loss_cls: 1.5972, loss: 1.5972, grad_norm: 8.8784 2021-03-16 09:38:37,178 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:17:58, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.7423, loss: 1.7423, grad_norm: 9.4092 2021-03-16 09:38:44,310 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:17:50, time: 0.357, data_time: 0.001, memory: 7070, loss_cls: 1.5030, loss: 1.5030, grad_norm: 9.3731 2021-03-16 09:38:51,465 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:17:43, time: 0.358, data_time: 0.001, memory: 7070, loss_cls: 1.6749, loss: 1.6749, grad_norm: 9.2089 2021-03-16 09:38:58,692 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:17:35, time: 0.361, data_time: 0.001, memory: 7070, loss_cls: 1.5913, loss: 1.5913, grad_norm: 9.2402 2021-03-16 09:39:05,737 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:17:28, time: 0.354, data_time: 0.002, memory: 7070, loss_cls: 1.5638, loss: 1.5638, grad_norm: 8.9554 2021-03-16 09:39:13,138 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:17:20, time: 0.365, data_time: 0.000, memory: 7070, loss_cls: 1.6022, loss: 1.6022, grad_norm: 9.1123 2021-03-16 09:39:20,480 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:17:13, time: 0.372, data_time: 0.005, memory: 7070, loss_cls: 1.6991, loss: 1.6991, grad_norm: 9.5500 2021-03-16 09:39:27,938 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:17:06, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6752, loss: 1.6752, grad_norm: 8.8871 2021-03-16 09:39:35,204 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:16:58, time: 0.365, data_time: 0.002, memory: 7070, loss_cls: 1.5771, loss: 1.5771, grad_norm: 8.9496 2021-03-16 09:39:42,638 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:16:51, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.5839, loss: 1.5839, grad_norm: 8.8886 2021-03-16 09:39:49,640 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:16:43, time: 0.351, data_time: 0.002, memory: 7070, loss_cls: 1.5359, loss: 1.5359, grad_norm: 9.0023 2021-03-16 09:39:51,444 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-16 09:40:54,224 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 09:40:54,367 - mmaction - INFO - top1_acc 0.4595 top5_acc 0.7480 2021-03-16 09:40:54,367 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 09:40:54,376 - mmaction - INFO - mean_acc 0.4208 2021-03-16 09:40:54,377 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4595, top5_acc: 0.7480, mean_class_accuracy: 0.4208 2021-03-16 09:41:12,301 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:16:34, time: 0.895, data_time: 0.493, memory: 7070, loss_cls: 1.6192, loss: 1.6192, grad_norm: 9.0892 2021-03-16 09:41:19,824 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:16:27, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.6853, loss: 1.6853, grad_norm: 8.9591 2021-03-16 09:41:27,525 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:16:19, time: 0.383, data_time: 0.001, memory: 7070, loss_cls: 1.5820, loss: 1.5820, grad_norm: 8.8410 2021-03-16 09:41:34,998 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:16:12, time: 0.376, data_time: 0.003, memory: 7070, loss_cls: 1.6993, loss: 1.6993, grad_norm: 8.9028 2021-03-16 09:41:42,460 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:16:04, time: 0.374, data_time: 0.001, memory: 7070, loss_cls: 1.6489, loss: 1.6489, grad_norm: 8.8088 2021-03-16 09:41:49,764 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:15:57, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.4513, loss: 1.4513, grad_norm: 9.1158 2021-03-16 09:41:57,121 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:15:50, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.5453, loss: 1.5453, grad_norm: 8.9415 2021-03-16 09:42:04,485 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:15:42, time: 0.367, data_time: 0.001, memory: 7070, loss_cls: 1.5603, loss: 1.5603, grad_norm: 9.1081 2021-03-16 09:42:11,762 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:15:35, time: 0.364, data_time: 0.002, memory: 7070, loss_cls: 1.6037, loss: 1.6037, grad_norm: 9.0903 2021-03-16 09:42:19,160 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:15:27, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6530, loss: 1.6530, grad_norm: 9.0173 2021-03-16 09:42:26,546 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:15:20, time: 0.371, data_time: 0.003, memory: 7070, loss_cls: 1.6699, loss: 1.6699, grad_norm: 9.2741 2021-03-16 09:42:33,742 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:15:12, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.5595, loss: 1.5595, grad_norm: 8.6984 2021-03-16 09:42:40,992 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:15:05, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.5699, loss: 1.5699, grad_norm: 9.2969 2021-03-16 09:42:48,179 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:14:57, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.5298, loss: 1.5298, grad_norm: 8.9161 2021-03-16 09:42:55,315 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:14:50, time: 0.358, data_time: 0.002, memory: 7070, loss_cls: 1.5794, loss: 1.5794, grad_norm: 9.2424 2021-03-16 09:43:02,947 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:14:42, time: 0.382, data_time: 0.001, memory: 7070, loss_cls: 1.5902, loss: 1.5902, grad_norm: 9.2240 2021-03-16 09:43:10,297 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:14:35, time: 0.368, data_time: 0.001, memory: 7070, loss_cls: 1.6958, loss: 1.6958, grad_norm: 9.1513 2021-03-16 09:43:17,728 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:14:28, time: 0.371, data_time: 0.000, memory: 7070, loss_cls: 1.7637, loss: 1.7637, grad_norm: 9.3579 2021-03-16 09:43:24,950 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:14:20, time: 0.362, data_time: 0.002, memory: 7070, loss_cls: 1.7048, loss: 1.7048, grad_norm: 9.1676 2021-03-16 09:43:32,125 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:14:13, time: 0.359, data_time: 0.001, memory: 7070, loss_cls: 1.6315, loss: 1.6315, grad_norm: 9.1836 2021-03-16 09:43:39,535 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:14:05, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.6281, loss: 1.6281, grad_norm: 9.4958 2021-03-16 09:43:47,003 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:13:58, time: 0.373, data_time: 0.000, memory: 7070, loss_cls: 1.6761, loss: 1.6761, grad_norm: 9.2569 2021-03-16 09:43:54,447 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:13:50, time: 0.369, data_time: 0.000, memory: 7070, loss_cls: 1.4691, loss: 1.4691, grad_norm: 9.0532 2021-03-16 09:44:03,080 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:13:43, time: 0.434, data_time: 0.003, memory: 7070, loss_cls: 1.6223, loss: 1.6223, grad_norm: 9.1562 2021-03-16 09:44:14,293 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:13:36, time: 0.561, data_time: 0.001, memory: 7070, loss_cls: 1.6388, loss: 1.6388, grad_norm: 9.4350 2021-03-16 09:44:25,295 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:13:28, time: 0.551, data_time: 0.001, memory: 7070, loss_cls: 1.4936, loss: 1.4936, grad_norm: 8.8787 2021-03-16 09:44:36,229 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:13:21, time: 0.546, data_time: 0.000, memory: 7070, loss_cls: 1.7215, loss: 1.7215, grad_norm: 9.3400 2021-03-16 09:44:47,281 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:13:14, time: 0.553, data_time: 0.001, memory: 7070, loss_cls: 1.6596, loss: 1.6596, grad_norm: 9.2710 2021-03-16 09:44:58,133 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:13:06, time: 0.543, data_time: 0.001, memory: 7070, loss_cls: 1.5783, loss: 1.5783, grad_norm: 9.1637 2021-03-16 09:45:09,286 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:12:59, time: 0.558, data_time: 0.000, memory: 7070, loss_cls: 1.6538, loss: 1.6538, grad_norm: 9.4216 2021-03-16 09:45:20,148 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:12:51, time: 0.542, data_time: 0.000, memory: 7070, loss_cls: 1.6071, loss: 1.6071, grad_norm: 9.1197 2021-03-16 09:45:31,163 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:12:44, time: 0.551, data_time: 0.001, memory: 7070, loss_cls: 1.5394, loss: 1.5394, grad_norm: 9.1773 2021-03-16 09:45:42,218 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:12:37, time: 0.553, data_time: 0.000, memory: 7070, loss_cls: 1.6658, loss: 1.6658, grad_norm: 9.2363 2021-03-16 09:45:53,325 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:12:29, time: 0.555, data_time: 0.000, memory: 7070, loss_cls: 1.6719, loss: 1.6719, grad_norm: 8.8856 2021-03-16 09:46:04,278 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:12:22, time: 0.548, data_time: 0.000, memory: 7070, loss_cls: 1.6236, loss: 1.6236, grad_norm: 8.9752 2021-03-16 09:46:15,180 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:12:15, time: 0.545, data_time: 0.000, memory: 7070, loss_cls: 1.6640, loss: 1.6640, grad_norm: 9.4158 2021-03-16 09:46:26,117 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:12:07, time: 0.546, data_time: 0.000, memory: 7070, loss_cls: 1.5928, loss: 1.5928, grad_norm: 8.8476 2021-03-16 09:46:37,040 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:12:00, time: 0.547, data_time: 0.002, memory: 7070, loss_cls: 1.5646, loss: 1.5646, grad_norm: 9.1943 2021-03-16 09:46:48,062 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:11:53, time: 0.551, data_time: 0.001, memory: 7070, loss_cls: 1.6589, loss: 1.6589, grad_norm: 9.4520 2021-03-16 09:46:58,813 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:11:45, time: 0.538, data_time: 0.001, memory: 7070, loss_cls: 1.6029, loss: 1.6029, grad_norm: 9.0623 2021-03-16 09:47:09,772 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:11:38, time: 0.548, data_time: 0.001, memory: 7070, loss_cls: 1.6160, loss: 1.6160, grad_norm: 9.3507 2021-03-16 09:47:20,768 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:11:31, time: 0.550, data_time: 0.000, memory: 7070, loss_cls: 1.7351, loss: 1.7351, grad_norm: 9.2509 2021-03-16 09:47:31,915 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:11:23, time: 0.557, data_time: 0.001, memory: 7070, loss_cls: 1.5565, loss: 1.5565, grad_norm: 9.5124 2021-03-16 09:47:42,670 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:11:16, time: 0.537, data_time: 0.000, memory: 7070, loss_cls: 1.6915, loss: 1.6915, grad_norm: 9.2353 2021-03-16 09:47:53,683 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:11:08, time: 0.551, data_time: 0.001, memory: 7070, loss_cls: 1.6511, loss: 1.6511, grad_norm: 9.1896 2021-03-16 09:48:04,747 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:11:01, time: 0.553, data_time: 0.000, memory: 7070, loss_cls: 1.6921, loss: 1.6921, grad_norm: 9.0803 2021-03-16 09:48:15,864 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:10:54, time: 0.556, data_time: 0.000, memory: 7070, loss_cls: 1.5490, loss: 1.5490, grad_norm: 9.3015 2021-03-16 09:48:26,934 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:10:46, time: 0.553, data_time: 0.000, memory: 7070, loss_cls: 1.7490, loss: 1.7490, grad_norm: 9.3380 2021-03-16 09:48:37,770 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:10:39, time: 0.542, data_time: 0.000, memory: 7070, loss_cls: 1.4603, loss: 1.4603, grad_norm: 8.7301 2021-03-16 09:48:48,871 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:10:31, time: 0.555, data_time: 0.001, memory: 7070, loss_cls: 1.6661, loss: 1.6661, grad_norm: 8.7434 2021-03-16 09:48:59,788 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:10:24, time: 0.546, data_time: 0.001, memory: 7070, loss_cls: 1.4906, loss: 1.4906, grad_norm: 9.2187 2021-03-16 09:49:10,744 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:10:17, time: 0.548, data_time: 0.000, memory: 7070, loss_cls: 1.5310, loss: 1.5310, grad_norm: 9.0309 2021-03-16 09:49:21,702 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:10:09, time: 0.548, data_time: 0.000, memory: 7070, loss_cls: 1.6408, loss: 1.6408, grad_norm: 8.7119 2021-03-16 09:49:32,467 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:10:02, time: 0.538, data_time: 0.001, memory: 7070, loss_cls: 1.7876, loss: 1.7876, grad_norm: 9.1834 2021-03-16 09:49:43,629 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:09:55, time: 0.558, data_time: 0.001, memory: 7070, loss_cls: 1.5262, loss: 1.5262, grad_norm: 9.0450 2021-03-16 09:49:54,543 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:09:47, time: 0.545, data_time: 0.000, memory: 7070, loss_cls: 1.5966, loss: 1.5966, grad_norm: 9.4216 2021-03-16 09:50:05,344 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:09:40, time: 0.541, data_time: 0.001, memory: 7070, loss_cls: 1.7437, loss: 1.7437, grad_norm: 8.8969 2021-03-16 09:50:16,234 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:09:32, time: 0.544, data_time: 0.000, memory: 7070, loss_cls: 1.6224, loss: 1.6224, grad_norm: 9.2404 2021-03-16 09:50:27,345 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:09:25, time: 0.556, data_time: 0.001, memory: 7070, loss_cls: 1.7242, loss: 1.7242, grad_norm: 9.1553 2021-03-16 09:50:38,275 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:09:17, time: 0.546, data_time: 0.000, memory: 7070, loss_cls: 1.7323, loss: 1.7323, grad_norm: 8.9250 2021-03-16 09:50:49,464 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:09:10, time: 0.560, data_time: 0.001, memory: 7070, loss_cls: 1.7088, loss: 1.7088, grad_norm: 8.7946 2021-03-16 09:51:00,431 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:09:03, time: 0.548, data_time: 0.000, memory: 7070, loss_cls: 1.5672, loss: 1.5672, grad_norm: 9.1519 2021-03-16 09:51:11,440 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:08:55, time: 0.550, data_time: 0.000, memory: 7070, loss_cls: 1.6401, loss: 1.6401, grad_norm: 9.1273 2021-03-16 09:51:22,507 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:08:48, time: 0.553, data_time: 0.001, memory: 7070, loss_cls: 1.6738, loss: 1.6738, grad_norm: 9.3757 2021-03-16 09:51:33,504 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:08:40, time: 0.550, data_time: 0.001, memory: 7070, loss_cls: 1.7303, loss: 1.7303, grad_norm: 8.7748 2021-03-16 09:51:44,488 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:08:33, time: 0.550, data_time: 0.001, memory: 7070, loss_cls: 1.6288, loss: 1.6288, grad_norm: 8.8033 2021-03-16 09:51:55,456 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:08:26, time: 0.548, data_time: 0.000, memory: 7070, loss_cls: 1.6006, loss: 1.6006, grad_norm: 9.0192 2021-03-16 09:51:58,312 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-16 09:52:19,541 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:08:16, time: 1.043, data_time: 0.492, memory: 7070, loss_cls: 1.6507, loss: 1.6507, grad_norm: 9.3412 2021-03-16 09:52:30,591 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:08:09, time: 0.553, data_time: 0.001, memory: 7070, loss_cls: 1.6393, loss: 1.6393, grad_norm: 9.0890 2021-03-16 09:52:41,693 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:08:02, time: 0.555, data_time: 0.000, memory: 7070, loss_cls: 1.5781, loss: 1.5781, grad_norm: 9.2049 2021-03-16 09:52:53,083 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:07:54, time: 0.569, data_time: 0.000, memory: 7070, loss_cls: 1.6074, loss: 1.6074, grad_norm: 9.1505 2021-03-16 09:53:04,107 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:07:47, time: 0.551, data_time: 0.001, memory: 7070, loss_cls: 1.5115, loss: 1.5115, grad_norm: 9.1085 2021-03-16 09:53:15,040 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:07:39, time: 0.547, data_time: 0.001, memory: 7070, loss_cls: 1.4885, loss: 1.4885, grad_norm: 9.3515 2021-03-16 09:53:25,866 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:07:32, time: 0.541, data_time: 0.001, memory: 7070, loss_cls: 1.5130, loss: 1.5130, grad_norm: 9.0759 2021-03-16 09:53:37,179 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:07:24, time: 0.566, data_time: 0.001, memory: 7070, loss_cls: 1.7665, loss: 1.7665, grad_norm: 9.3432 2021-03-16 09:53:48,276 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:07:17, time: 0.555, data_time: 0.000, memory: 7070, loss_cls: 1.6052, loss: 1.6052, grad_norm: 8.9806 2021-03-16 09:53:59,269 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:07:09, time: 0.549, data_time: 0.000, memory: 7070, loss_cls: 1.6504, loss: 1.6504, grad_norm: 9.0874 2021-03-16 09:54:10,518 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:07:02, time: 0.562, data_time: 0.000, memory: 7070, loss_cls: 1.6877, loss: 1.6877, grad_norm: 9.1329 2021-03-16 09:54:21,617 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:06:55, time: 0.555, data_time: 0.001, memory: 7070, loss_cls: 1.7243, loss: 1.7243, grad_norm: 9.0576 2021-03-16 09:54:32,578 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:06:47, time: 0.549, data_time: 0.001, memory: 7070, loss_cls: 1.5992, loss: 1.5992, grad_norm: 9.1838 2021-03-16 09:54:43,765 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:06:40, time: 0.559, data_time: 0.000, memory: 7070, loss_cls: 1.6854, loss: 1.6854, grad_norm: 9.3018 2021-03-16 09:54:54,933 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:06:32, time: 0.558, data_time: 0.000, memory: 7070, loss_cls: 1.4815, loss: 1.4815, grad_norm: 9.3084 2021-03-16 09:55:06,036 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:06:25, time: 0.554, data_time: 0.000, memory: 7070, loss_cls: 1.5966, loss: 1.5966, grad_norm: 9.2586 2021-03-16 09:55:16,839 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:06:17, time: 0.541, data_time: 0.001, memory: 7070, loss_cls: 1.5478, loss: 1.5478, grad_norm: 9.1142 2021-03-16 09:55:27,808 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:06:10, time: 0.548, data_time: 0.001, memory: 7070, loss_cls: 1.4591, loss: 1.4591, grad_norm: 9.0114 2021-03-16 09:55:38,666 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:06:02, time: 0.543, data_time: 0.001, memory: 7070, loss_cls: 1.5614, loss: 1.5614, grad_norm: 9.1266 2021-03-16 09:55:49,783 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:05:55, time: 0.556, data_time: 0.001, memory: 7070, loss_cls: 1.6062, loss: 1.6062, grad_norm: 9.0560 2021-03-16 09:56:00,707 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:05:47, time: 0.547, data_time: 0.001, memory: 7070, loss_cls: 1.6975, loss: 1.6975, grad_norm: 9.6175 2021-03-16 09:56:11,801 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:05:40, time: 0.554, data_time: 0.000, memory: 7070, loss_cls: 1.7248, loss: 1.7248, grad_norm: 8.7848 2021-03-16 09:56:22,803 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:05:32, time: 0.550, data_time: 0.001, memory: 7070, loss_cls: 1.5809, loss: 1.5809, grad_norm: 9.0681 2021-03-16 09:56:33,842 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:05:25, time: 0.553, data_time: 0.001, memory: 7070, loss_cls: 1.6287, loss: 1.6287, grad_norm: 9.1104 2021-03-16 09:56:44,898 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:05:17, time: 0.553, data_time: 0.001, memory: 7070, loss_cls: 1.6461, loss: 1.6461, grad_norm: 9.4672 2021-03-16 09:56:56,078 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:05:10, time: 0.559, data_time: 0.000, memory: 7070, loss_cls: 1.6719, loss: 1.6719, grad_norm: 9.0334 2021-03-16 09:57:07,210 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:05:03, time: 0.557, data_time: 0.000, memory: 7070, loss_cls: 1.5977, loss: 1.5977, grad_norm: 9.1888 2021-03-16 09:57:18,213 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:04:55, time: 0.550, data_time: 0.000, memory: 7070, loss_cls: 1.5073, loss: 1.5073, grad_norm: 8.7182 2021-03-16 09:57:29,374 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:04:48, time: 0.558, data_time: 0.000, memory: 7070, loss_cls: 1.5934, loss: 1.5934, grad_norm: 9.3782 2021-03-16 09:57:38,062 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:04:40, time: 0.433, data_time: 0.000, memory: 7070, loss_cls: 1.6729, loss: 1.6729, grad_norm: 8.9618 2021-03-16 09:57:45,388 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:04:33, time: 0.366, data_time: 0.002, memory: 7070, loss_cls: 1.6208, loss: 1.6208, grad_norm: 8.9901 2021-03-16 09:57:52,739 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:04:25, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.5761, loss: 1.5761, grad_norm: 9.2696 2021-03-16 09:57:59,978 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:04:17, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.6536, loss: 1.6536, grad_norm: 9.1278 2021-03-16 09:58:10,592 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:04:10, time: 0.531, data_time: 0.000, memory: 7070, loss_cls: 1.6200, loss: 1.6200, grad_norm: 9.1347 2021-03-16 09:58:21,828 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:04:02, time: 0.562, data_time: 0.000, memory: 7070, loss_cls: 1.6562, loss: 1.6562, grad_norm: 9.2736 2021-03-16 09:58:32,876 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:03:55, time: 0.552, data_time: 0.000, memory: 7070, loss_cls: 1.5692, loss: 1.5692, grad_norm: 9.4080 2021-03-16 09:58:44,124 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:03:47, time: 0.562, data_time: 0.001, memory: 7070, loss_cls: 1.7074, loss: 1.7074, grad_norm: 9.2849 2021-03-16 09:58:55,223 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:03:40, time: 0.555, data_time: 0.000, memory: 7070, loss_cls: 1.5845, loss: 1.5845, grad_norm: 9.0689 2021-03-16 09:59:06,334 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:03:32, time: 0.555, data_time: 0.001, memory: 7070, loss_cls: 1.6142, loss: 1.6142, grad_norm: 8.9258 2021-03-16 09:59:17,146 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:03:25, time: 0.541, data_time: 0.001, memory: 7070, loss_cls: 1.5837, loss: 1.5837, grad_norm: 8.9140 2021-03-16 09:59:28,425 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:03:17, time: 0.564, data_time: 0.001, memory: 7070, loss_cls: 1.7467, loss: 1.7467, grad_norm: 9.0738 2021-03-16 09:59:39,431 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:03:10, time: 0.550, data_time: 0.000, memory: 7070, loss_cls: 1.6658, loss: 1.6658, grad_norm: 9.2732 2021-03-16 09:59:46,604 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:03:02, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.5617, loss: 1.5617, grad_norm: 9.1619 2021-03-16 09:59:54,077 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:02:55, time: 0.373, data_time: 0.001, memory: 7070, loss_cls: 1.6577, loss: 1.6577, grad_norm: 9.2892 2021-03-16 10:00:01,506 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:02:47, time: 0.370, data_time: 0.002, memory: 7070, loss_cls: 1.5792, loss: 1.5792, grad_norm: 9.2345 2021-03-16 10:00:08,524 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:02:40, time: 0.353, data_time: 0.004, memory: 7070, loss_cls: 1.5977, loss: 1.5977, grad_norm: 9.6331 2021-03-16 10:00:15,858 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:02:32, time: 0.368, data_time: 0.002, memory: 7070, loss_cls: 1.5882, loss: 1.5882, grad_norm: 8.8611 2021-03-16 10:00:23,030 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:02:25, time: 0.358, data_time: 0.000, memory: 7070, loss_cls: 1.6175, loss: 1.6175, grad_norm: 9.0281 2021-03-16 10:00:30,232 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:02:17, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6114, loss: 1.6114, grad_norm: 9.1300 2021-03-16 10:00:37,469 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:02:10, time: 0.360, data_time: 0.001, memory: 7070, loss_cls: 1.6159, loss: 1.6159, grad_norm: 9.2622 2021-03-16 10:00:44,807 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:02:02, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.4897, loss: 1.4897, grad_norm: 9.2251 2021-03-16 10:00:52,123 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:01:54, time: 0.367, data_time: 0.002, memory: 7070, loss_cls: 1.5992, loss: 1.5992, grad_norm: 8.9130 2021-03-16 10:00:59,394 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:01:47, time: 0.363, data_time: 0.001, memory: 7070, loss_cls: 1.5807, loss: 1.5807, grad_norm: 8.9721 2021-03-16 10:01:06,694 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:01:39, time: 0.365, data_time: 0.001, memory: 7070, loss_cls: 1.6367, loss: 1.6367, grad_norm: 9.3228 2021-03-16 10:01:14,007 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:01:32, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.5789, loss: 1.5789, grad_norm: 8.9875 2021-03-16 10:01:21,248 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:01:24, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.5992, loss: 1.5992, grad_norm: 9.4524 2021-03-16 10:01:28,559 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:01:17, time: 0.366, data_time: 0.001, memory: 7070, loss_cls: 1.5298, loss: 1.5298, grad_norm: 8.9295 2021-03-16 10:01:35,700 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:09, time: 0.357, data_time: 0.000, memory: 7070, loss_cls: 1.6966, loss: 1.6966, grad_norm: 9.0913 2021-03-16 10:01:43,213 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:02, time: 0.376, data_time: 0.001, memory: 7070, loss_cls: 1.5515, loss: 1.5515, grad_norm: 9.0806 2021-03-16 10:01:51,096 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:00:54, time: 0.394, data_time: 0.000, memory: 7070, loss_cls: 1.6055, loss: 1.6055, grad_norm: 8.8821 2021-03-16 10:01:58,334 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:00:47, time: 0.362, data_time: 0.001, memory: 7070, loss_cls: 1.5814, loss: 1.5814, grad_norm: 9.3633 2021-03-16 10:02:05,752 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:00:39, time: 0.371, data_time: 0.001, memory: 7070, loss_cls: 1.5455, loss: 1.5455, grad_norm: 9.4879 2021-03-16 10:02:12,865 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:32, time: 0.356, data_time: 0.001, memory: 7070, loss_cls: 1.4433, loss: 1.4433, grad_norm: 9.3263 2021-03-16 10:02:20,302 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:24, time: 0.372, data_time: 0.001, memory: 7070, loss_cls: 1.6625, loss: 1.6625, grad_norm: 9.1771 2021-03-16 10:02:27,885 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:16, time: 0.378, data_time: 0.000, memory: 7070, loss_cls: 1.4805, loss: 1.4805, grad_norm: 9.3755 2021-03-16 10:02:35,335 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:09, time: 0.374, data_time: 0.002, memory: 7070, loss_cls: 1.6586, loss: 1.6586, grad_norm: 9.1763 2021-03-16 10:02:42,424 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:01, time: 0.355, data_time: 0.000, memory: 7070, loss_cls: 1.6898, loss: 1.6898, grad_norm: 9.3516 2021-03-16 10:02:44,209 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-16 10:03:47,650 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 10:03:47,856 - mmaction - INFO - top1_acc 0.4635 top5_acc 0.7507 2021-03-16 10:03:47,856 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 10:03:47,865 - mmaction - INFO - mean_acc 0.4250 2021-03-16 10:03:48,197 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-03-16 10:03:48,197 - mmaction - INFO - Best top1_acc is 0.4635 at 50 epoch. 2021-03-16 10:03:48,201 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4635, top5_acc: 0.7507, mean_class_accuracy: 0.4250