2020-08-13 03:40:55,702 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.5 MMAction2: 0.1.0+269057f ------------------------------------------------------------ 2020-08-13 03:40:55,703 - mmaction - INFO - Distributed training: True 2020-08-13 03:40:55,703 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction2/slurm_configs/recognition/i3d/i3d_nl_embedded_gaussian_r50_fast_256p_32x2x1_100e_kinetics400_rgb.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet3d', pretrained2d=True, pretrained='torchvision://resnet50', depth=50, conv_cfg=dict(type='Conv3d'), norm_eval=False, inflate=((1, 1, 1), (1, 0, 1, 0), (1, 0, 1, 0, 1, 0), (0, 1, 0)), zero_init_residual=False, non_local=((0, 0, 0), (0, 1, 0, 1), (0, 1, 0, 1, 0, 1), (0, 0, 0)), non_local_cfg=dict( sub_sample=True, use_scale=False, norm_cfg=dict(type='BN3d', requires_grad=True), mode='embedded_gaussian')), cls_head=dict( type='I3DHead', num_classes=400, in_channels=2048, spatial_type='avg', dropout_ratio=0.5, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_256p' data_root_val = 'data/kinetics400/rawframes_val_256p' ann_file_train = 'data/kinetics400/kinetics_train_list_256p.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_256p.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_256p.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=32, frame_interval=2, num_clips=1), dict(type='FrameSelector', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), dict(type='Resize', scale=(-1, 256), lazy=True), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.8), random_crop=False, max_wh_scale_gap=0, lazy=True), dict(type='Resize', scale=(224, 224), keep_ratio=False, lazy=True), dict(type='Flip', flip_ratio=0.5, lazy=True), dict(type='Fuse'), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=32, frame_interval=2, num_clips=1, test_mode=True), dict(type='FrameSelector', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), dict(type='Resize', scale=(-1, 256), lazy=True), dict(type='CenterCrop', crop_size=224, lazy=True), dict(type='Flip', flip_ratio=0, lazy=True), dict(type='Fuse'), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=32, frame_interval=2, num_clips=10, test_mode=True), dict(type='FrameSelector', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), 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, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.01 * 4, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/i3d_nl_dotproduct_r50_fast_256p_32x2x1_100e_kinetics400_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-08-13 03:40:58,437 - mmaction - INFO - load model from: torchvision://resnet50 2020-08-13 03:41:11,932 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.g.0 2020-08-13 03:41:11,937 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.g.0 2020-08-13 03:41:11,938 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.conv_out 2020-08-13 03:41:11,938 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.bn_out 2020-08-13 03:41:11,938 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.theta 2020-08-13 03:41:11,938 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.theta 2020-08-13 03:41:11,938 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.phi.0 2020-08-13 03:41:11,938 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.phi.0 2020-08-13 03:41:12,473 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.g.0 2020-08-13 03:41:12,495 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.g.0 2020-08-13 03:41:12,496 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.conv_out 2020-08-13 03:41:12,496 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.bn_out 2020-08-13 03:41:12,496 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.theta 2020-08-13 03:41:12,496 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.theta 2020-08-13 03:41:12,496 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.phi.0 2020-08-13 03:41:12,496 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.phi.0 2020-08-13 03:41:13,077 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.g.0 2020-08-13 03:41:13,077 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.g.0 2020-08-13 03:41:13,077 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.conv_out 2020-08-13 03:41:13,077 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.bn_out 2020-08-13 03:41:13,077 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.theta 2020-08-13 03:41:13,078 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.theta 2020-08-13 03:41:13,078 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.phi.0 2020-08-13 03:41:13,078 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.phi.0 2020-08-13 03:41:13,584 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.g.0 2020-08-13 03:41:13,585 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.g.0 2020-08-13 03:41:13,585 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.conv_out 2020-08-13 03:41:13,585 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.bn_out 2020-08-13 03:41:13,585 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.theta 2020-08-13 03:41:13,586 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.theta 2020-08-13 03:41:13,592 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.phi.0 2020-08-13 03:41:13,592 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.phi.0 2020-08-13 03:41:14,100 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.g.0 2020-08-13 03:41:14,100 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.g.0 2020-08-13 03:41:14,100 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.conv_out 2020-08-13 03:41:14,100 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.bn_out 2020-08-13 03:41:14,107 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.theta 2020-08-13 03:41:14,107 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.theta 2020-08-13 03:41:14,108 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.phi.0 2020-08-13 03:41:14,108 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.phi.0 2020-08-13 03:41:14,942 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-08-13 03:41:17,397 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-114, work_dir: /mnt/lustre/linjintao/mmaction2/workdir/i3d_nl_embedded_gaussian_r50_fast_256p_32x2x1_100e_kinetics400_rgb 2020-08-13 03:41:17,397 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-08-13 03:42:13,864 - mmaction - INFO - Epoch [1][20/940] lr: 4.000e-02, eta: 3 days, 1:21:20, time: 2.810, data_time: 0.627, memory: 6438, top1_acc: 0.0078, top5_acc: 0.0348, loss_cls: 5.9642, loss: 5.9642, grad_norm: 2.7945 2020-08-13 03:42:27,466 - mmaction - INFO - Epoch [1][40/940] lr: 4.000e-02, eta: 1 day, 21:40:42, time: 0.690, data_time: 0.015, memory: 6438, top1_acc: 0.0281, top5_acc: 0.0832, loss_cls: 5.6217, loss: 5.6217, grad_norm: 2.9297 2020-08-13 03:42:41,521 - mmaction - INFO - Epoch [1][60/940] lr: 4.000e-02, eta: 1 day, 12:33:08, time: 0.702, data_time: 0.005, memory: 6438, top1_acc: 0.0422, top5_acc: 0.1330, loss_cls: 5.2873, loss: 5.2873, grad_norm: 3.0693 2020-08-13 03:42:55,104 - mmaction - INFO - Epoch [1][80/940] lr: 4.000e-02, eta: 1 day, 7:50:26, time: 0.680, data_time: 0.004, memory: 6438, top1_acc: 0.0625, top5_acc: 0.1902, loss_cls: 5.0066, loss: 5.0066, grad_norm: 3.2402 2020-08-13 03:43:09,255 - mmaction - INFO - Epoch [1][100/940] lr: 4.000e-02, eta: 1 day, 5:08:14, time: 0.704, data_time: 0.006, memory: 6438, top1_acc: 0.0721, top5_acc: 0.2170, loss_cls: 4.8819, loss: 4.8819, grad_norm: 3.3435 2020-08-13 03:43:23,045 - mmaction - INFO - Epoch [1][120/940] lr: 4.000e-02, eta: 1 day, 3:17:34, time: 0.694, data_time: 0.008, memory: 6438, top1_acc: 0.0965, top5_acc: 0.2621, loss_cls: 4.6627, loss: 4.6627, grad_norm: 3.3921 2020-08-13 03:43:37,036 - mmaction - INFO - Epoch [1][140/940] lr: 4.000e-02, eta: 1 day, 1:59:09, time: 0.697, data_time: 0.006, memory: 6438, top1_acc: 0.0941, top5_acc: 0.2607, loss_cls: 4.6380, loss: 4.6380, grad_norm: 3.4951 2020-08-13 03:43:53,400 - mmaction - INFO - Epoch [1][160/940] lr: 4.000e-02, eta: 1 day, 1:24:22, time: 0.820, data_time: 0.005, memory: 6438, top1_acc: 0.1031, top5_acc: 0.2760, loss_cls: 4.5660, loss: 4.5660, grad_norm: 3.4753 2020-08-13 03:44:09,489 - mmaction - INFO - Epoch [1][180/940] lr: 4.000e-02, eta: 1 day, 0:53:55, time: 0.801, data_time: 0.008, memory: 6438, top1_acc: 0.1186, top5_acc: 0.2977, loss_cls: 4.4632, loss: 4.4632, grad_norm: 3.4420 2020-08-13 03:44:25,149 - mmaction - INFO - Epoch [1][200/940] lr: 4.000e-02, eta: 1 day, 0:27:08, time: 0.786, data_time: 0.007, memory: 6438, top1_acc: 0.1240, top5_acc: 0.3121, loss_cls: 4.4013, loss: 4.4013, grad_norm: 3.4618 2020-08-13 03:44:44,001 - mmaction - INFO - Epoch [1][220/940] lr: 4.000e-02, eta: 1 day, 0:26:58, time: 0.939, data_time: 0.006, memory: 6438, top1_acc: 0.1285, top5_acc: 0.3359, loss_cls: 4.2928, loss: 4.2928, grad_norm: 3.4640 2020-08-13 03:44:59,590 - mmaction - INFO - Epoch [1][240/940] lr: 4.000e-02, eta: 1 day, 0:06:20, time: 0.783, data_time: 0.008, memory: 6438, top1_acc: 0.1342, top5_acc: 0.3369, loss_cls: 4.2886, loss: 4.2886, grad_norm: 3.4796 2020-08-13 03:45:17,849 - mmaction - INFO - Epoch [1][260/940] lr: 4.000e-02, eta: 1 day, 0:04:27, time: 0.912, data_time: 0.002, memory: 6438, top1_acc: 0.1398, top5_acc: 0.3551, loss_cls: 4.2374, loss: 4.2374, grad_norm: 3.4604 2020-08-13 03:45:33,664 - mmaction - INFO - Epoch [1][280/940] lr: 4.000e-02, eta: 23:49:03, time: 0.789, data_time: 0.006, memory: 6438, top1_acc: 0.1447, top5_acc: 0.3418, loss_cls: 4.2324, loss: 4.2324, grad_norm: 3.4783 2020-08-13 03:45:49,651 - mmaction - INFO - Epoch [1][300/940] lr: 4.000e-02, eta: 23:36:42, time: 0.799, data_time: 0.006, memory: 6438, top1_acc: 0.1465, top5_acc: 0.3523, loss_cls: 4.1769, loss: 4.1769, grad_norm: 3.3787 2020-08-13 03:46:06,856 - mmaction - INFO - Epoch [1][320/940] lr: 4.000e-02, eta: 23:31:58, time: 0.862, data_time: 0.008, memory: 6438, top1_acc: 0.1502, top5_acc: 0.3623, loss_cls: 4.1390, loss: 4.1390, grad_norm: 3.4265 2020-08-13 03:46:22,656 - mmaction - INFO - Epoch [1][340/940] lr: 4.000e-02, eta: 23:20:44, time: 0.785, data_time: 0.007, memory: 6438, top1_acc: 0.1650, top5_acc: 0.3762, loss_cls: 4.0860, loss: 4.0860, grad_norm: 3.4265 2020-08-13 03:46:40,524 - mmaction - INFO - Epoch [1][360/940] lr: 4.000e-02, eta: 23:20:23, time: 0.897, data_time: 0.009, memory: 6438, top1_acc: 0.1686, top5_acc: 0.3930, loss_cls: 4.0421, loss: 4.0421, grad_norm: 3.3136 2020-08-13 03:46:59,098 - mmaction - INFO - Epoch [1][380/940] lr: 4.000e-02, eta: 23:22:48, time: 0.930, data_time: 0.008, memory: 6438, top1_acc: 0.1762, top5_acc: 0.3914, loss_cls: 4.0438, loss: 4.0438, grad_norm: 3.4586 2020-08-13 03:47:17,066 - mmaction - INFO - Epoch [1][400/940] lr: 4.000e-02, eta: 23:22:19, time: 0.897, data_time: 0.007, memory: 6438, top1_acc: 0.1707, top5_acc: 0.3980, loss_cls: 3.9719, loss: 3.9719, grad_norm: 3.3983 2020-08-13 03:47:34,922 - mmaction - INFO - Epoch [1][420/940] lr: 4.000e-02, eta: 23:21:41, time: 0.894, data_time: 0.005, memory: 6438, top1_acc: 0.1730, top5_acc: 0.3994, loss_cls: 3.9897, loss: 3.9897, grad_norm: 3.3649 2020-08-13 03:47:52,380 - mmaction - INFO - Epoch [1][440/940] lr: 4.000e-02, eta: 23:19:16, time: 0.869, data_time: 0.009, memory: 6438, top1_acc: 0.1965, top5_acc: 0.4133, loss_cls: 3.8896, loss: 3.8896, grad_norm: 3.3090 2020-08-13 03:48:09,937 - mmaction - INFO - Epoch [1][460/940] lr: 4.000e-02, eta: 23:17:47, time: 0.880, data_time: 0.007, memory: 6438, top1_acc: 0.1822, top5_acc: 0.4227, loss_cls: 3.8907, loss: 3.8907, grad_norm: 3.4276 2020-08-13 03:48:27,179 - mmaction - INFO - Epoch [1][480/940] lr: 4.000e-02, eta: 23:15:25, time: 0.865, data_time: 0.010, memory: 6438, top1_acc: 0.1807, top5_acc: 0.4041, loss_cls: 3.9451, loss: 3.9451, grad_norm: 3.3903 2020-08-13 03:48:45,708 - mmaction - INFO - Epoch [1][500/940] lr: 4.000e-02, eta: 23:16:52, time: 0.923, data_time: 0.006, memory: 6438, top1_acc: 0.1945, top5_acc: 0.4211, loss_cls: 3.8855, loss: 3.8855, grad_norm: 3.2906 2020-08-13 03:49:04,212 - mmaction - INFO - Epoch [1][520/940] lr: 4.000e-02, eta: 23:18:27, time: 0.928, data_time: 0.007, memory: 6438, top1_acc: 0.2076, top5_acc: 0.4365, loss_cls: 3.8143, loss: 3.8143, grad_norm: 3.3380 2020-08-13 03:49:20,572 - mmaction - INFO - Epoch [1][540/940] lr: 4.000e-02, eta: 23:13:32, time: 0.817, data_time: 0.007, memory: 6438, top1_acc: 0.2064, top5_acc: 0.4443, loss_cls: 3.7861, loss: 3.7861, grad_norm: 3.4012 2020-08-13 03:49:38,447 - mmaction - INFO - Epoch [1][560/940] lr: 4.000e-02, eta: 23:13:10, time: 0.893, data_time: 0.003, memory: 6438, top1_acc: 0.2041, top5_acc: 0.4393, loss_cls: 3.8040, loss: 3.8040, grad_norm: 3.3031 2020-08-13 03:49:55,193 - mmaction - INFO - Epoch [1][580/940] lr: 4.000e-02, eta: 23:09:50, time: 0.838, data_time: 0.003, memory: 6438, top1_acc: 0.2109, top5_acc: 0.4443, loss_cls: 3.7895, loss: 3.7895, grad_norm: 3.3473 2020-08-13 03:50:12,712 - mmaction - INFO - Epoch [1][600/940] lr: 4.000e-02, eta: 23:08:31, time: 0.873, data_time: 0.006, memory: 6438, top1_acc: 0.1982, top5_acc: 0.4393, loss_cls: 3.7941, loss: 3.7941, grad_norm: 3.3439 2020-08-13 03:50:30,306 - mmaction - INFO - Epoch [1][620/940] lr: 4.000e-02, eta: 23:07:42, time: 0.882, data_time: 0.007, memory: 6438, top1_acc: 0.2217, top5_acc: 0.4615, loss_cls: 3.7089, loss: 3.7089, grad_norm: 3.2868 2020-08-13 03:50:47,667 - mmaction - INFO - Epoch [1][640/940] lr: 4.000e-02, eta: 23:06:20, time: 0.869, data_time: 0.009, memory: 6438, top1_acc: 0.2129, top5_acc: 0.4564, loss_cls: 3.6800, loss: 3.6800, grad_norm: 3.3158 2020-08-13 03:51:05,774 - mmaction - INFO - Epoch [1][660/940] lr: 4.000e-02, eta: 23:06:38, time: 0.904, data_time: 0.006, memory: 6438, top1_acc: 0.2133, top5_acc: 0.4555, loss_cls: 3.6901, loss: 3.6901, grad_norm: 3.3782 2020-08-13 03:51:22,720 - mmaction - INFO - Epoch [1][680/940] lr: 4.000e-02, eta: 23:04:23, time: 0.849, data_time: 0.005, memory: 6438, top1_acc: 0.2240, top5_acc: 0.4521, loss_cls: 3.7145, loss: 3.7145, grad_norm: 3.2935 2020-08-13 03:51:41,276 - mmaction - INFO - Epoch [1][700/940] lr: 4.000e-02, eta: 23:05:43, time: 0.927, data_time: 0.006, memory: 6438, top1_acc: 0.2305, top5_acc: 0.4768, loss_cls: 3.6194, loss: 3.6194, grad_norm: 3.2600 2020-08-13 03:51:57,944 - mmaction - INFO - Epoch [1][720/940] lr: 4.000e-02, eta: 23:02:58, time: 0.834, data_time: 0.005, memory: 6438, top1_acc: 0.2338, top5_acc: 0.4652, loss_cls: 3.6344, loss: 3.6344, grad_norm: 3.2736 2020-08-13 03:52:16,469 - mmaction - INFO - Epoch [1][740/940] lr: 4.000e-02, eta: 23:04:02, time: 0.922, data_time: 0.006, memory: 6438, top1_acc: 0.2334, top5_acc: 0.4795, loss_cls: 3.6264, loss: 3.6264, grad_norm: 3.2800 2020-08-13 03:52:34,587 - mmaction - INFO - Epoch [1][760/940] lr: 4.000e-02, eta: 23:04:32, time: 0.910, data_time: 0.007, memory: 6438, top1_acc: 0.2254, top5_acc: 0.4580, loss_cls: 3.6982, loss: 3.6982, grad_norm: 3.2782 2020-08-13 03:52:52,442 - mmaction - INFO - Epoch [1][780/940] lr: 4.000e-02, eta: 23:04:07, time: 0.888, data_time: 0.006, memory: 6438, top1_acc: 0.2297, top5_acc: 0.4725, loss_cls: 3.6264, loss: 3.6264, grad_norm: 3.2488 2020-08-13 03:53:09,727 - mmaction - INFO - Epoch [1][800/940] lr: 4.000e-02, eta: 23:02:54, time: 0.867, data_time: 0.008, memory: 6438, top1_acc: 0.2297, top5_acc: 0.4873, loss_cls: 3.5630, loss: 3.5630, grad_norm: 3.2336 2020-08-13 03:53:26,808 - mmaction - INFO - Epoch [1][820/940] lr: 4.000e-02, eta: 23:01:20, time: 0.857, data_time: 0.007, memory: 6438, top1_acc: 0.2389, top5_acc: 0.4936, loss_cls: 3.5596, loss: 3.5596, grad_norm: 3.3143 2020-08-13 03:53:44,280 - mmaction - INFO - Epoch [1][840/940] lr: 4.000e-02, eta: 23:00:19, time: 0.870, data_time: 0.005, memory: 6438, top1_acc: 0.2498, top5_acc: 0.5025, loss_cls: 3.5173, loss: 3.5173, grad_norm: 3.3175 2020-08-13 03:54:02,834 - mmaction - INFO - Epoch [1][860/940] lr: 4.000e-02, eta: 23:01:32, time: 0.931, data_time: 0.009, memory: 6438, top1_acc: 0.2385, top5_acc: 0.4859, loss_cls: 3.5674, loss: 3.5674, grad_norm: 3.2664 2020-08-13 03:54:23,319 - mmaction - INFO - Epoch [1][880/940] lr: 4.000e-02, eta: 23:05:54, time: 1.022, data_time: 0.005, memory: 6438, top1_acc: 0.2477, top5_acc: 0.4922, loss_cls: 3.5219, loss: 3.5219, grad_norm: 3.3218 2020-08-13 03:54:40,642 - mmaction - INFO - Epoch [1][900/940] lr: 4.000e-02, eta: 23:04:44, time: 0.868, data_time: 0.006, memory: 6438, top1_acc: 0.2447, top5_acc: 0.4949, loss_cls: 3.5119, loss: 3.5119, grad_norm: 3.2676 2020-08-13 03:54:59,173 - mmaction - INFO - Epoch [1][920/940] lr: 4.000e-02, eta: 23:05:33, time: 0.926, data_time: 0.006, memory: 6438, top1_acc: 0.2367, top5_acc: 0.4914, loss_cls: 3.5384, loss: 3.5384, grad_norm: 3.3415 2020-08-13 03:55:18,027 - mmaction - INFO - Epoch [1][940/940] lr: 4.000e-02, eta: 23:06:56, time: 0.944, data_time: 0.005, memory: 6438, top1_acc: 0.2453, top5_acc: 0.4905, loss_cls: 3.5433, loss: 3.5433, grad_norm: 3.3109 2020-08-13 03:55:18,357 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-13 03:55:43,052 - mmaction - INFO - Epoch [2][20/940] lr: 4.000e-02, eta: 23:16:38, time: 1.204, data_time: 0.433, memory: 6440, top1_acc: 0.2562, top5_acc: 0.5102, loss_cls: 3.4410, loss: 3.4410, grad_norm: 3.3105 2020-08-13 03:55:59,761 - mmaction - INFO - Epoch [2][40/940] lr: 4.000e-02, eta: 23:14:09, time: 0.832, data_time: 0.005, memory: 6440, top1_acc: 0.2693, top5_acc: 0.5121, loss_cls: 3.4329, loss: 3.4329, grad_norm: 3.2838 2020-08-13 03:56:18,830 - mmaction - INFO - Epoch [2][60/940] lr: 4.000e-02, eta: 23:15:37, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.2506, top5_acc: 0.5045, loss_cls: 3.4696, loss: 3.4696, grad_norm: 3.2418 2020-08-13 03:56:38,678 - mmaction - INFO - Epoch [2][80/940] lr: 4.000e-02, eta: 23:18:05, time: 0.991, data_time: 0.006, memory: 6440, top1_acc: 0.2580, top5_acc: 0.4996, loss_cls: 3.4760, loss: 3.4760, grad_norm: 3.2419 2020-08-13 03:56:55,909 - mmaction - INFO - Epoch [2][100/940] lr: 4.000e-02, eta: 23:16:37, time: 0.864, data_time: 0.006, memory: 6440, top1_acc: 0.2607, top5_acc: 0.5205, loss_cls: 3.4324, loss: 3.4324, grad_norm: 3.2421 2020-08-13 03:57:13,995 - mmaction - INFO - Epoch [2][120/940] lr: 4.000e-02, eta: 23:16:22, time: 0.903, data_time: 0.005, memory: 6440, top1_acc: 0.2617, top5_acc: 0.5152, loss_cls: 3.4383, loss: 3.4383, grad_norm: 3.1681 2020-08-13 03:57:32,331 - mmaction - INFO - Epoch [2][140/940] lr: 4.000e-02, eta: 23:16:33, time: 0.919, data_time: 0.005, memory: 6440, top1_acc: 0.2723, top5_acc: 0.5244, loss_cls: 3.3595, loss: 3.3595, grad_norm: 3.2395 2020-08-13 03:57:49,577 - mmaction - INFO - Epoch [2][160/940] lr: 4.000e-02, eta: 23:15:01, time: 0.858, data_time: 0.005, memory: 6440, top1_acc: 0.2689, top5_acc: 0.5111, loss_cls: 3.3996, loss: 3.3996, grad_norm: 3.2245 2020-08-13 03:58:07,043 - mmaction - INFO - Epoch [2][180/940] lr: 4.000e-02, eta: 23:14:03, time: 0.877, data_time: 0.008, memory: 6440, top1_acc: 0.2732, top5_acc: 0.5221, loss_cls: 3.3954, loss: 3.3954, grad_norm: 3.2623 2020-08-13 03:58:27,204 - mmaction - INFO - Epoch [2][200/940] lr: 4.000e-02, eta: 23:16:38, time: 1.007, data_time: 0.006, memory: 6440, top1_acc: 0.2770, top5_acc: 0.5262, loss_cls: 3.3784, loss: 3.3784, grad_norm: 3.1703 2020-08-13 03:58:45,384 - mmaction - INFO - Epoch [2][220/940] lr: 4.000e-02, eta: 23:16:33, time: 0.911, data_time: 0.007, memory: 6440, top1_acc: 0.2826, top5_acc: 0.5447, loss_cls: 3.3012, loss: 3.3012, grad_norm: 3.2405 2020-08-13 03:59:02,999 - mmaction - INFO - Epoch [2][240/940] lr: 4.000e-02, eta: 23:15:41, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.2828, top5_acc: 0.5316, loss_cls: 3.3221, loss: 3.3221, grad_norm: 3.1876 2020-08-13 03:59:22,739 - mmaction - INFO - Epoch [2][260/940] lr: 4.000e-02, eta: 23:17:34, time: 0.987, data_time: 0.003, memory: 6440, top1_acc: 0.2809, top5_acc: 0.5383, loss_cls: 3.3062, loss: 3.3062, grad_norm: 3.3208 2020-08-13 03:59:39,768 - mmaction - INFO - Epoch [2][280/940] lr: 4.000e-02, eta: 23:15:51, time: 0.848, data_time: 0.005, memory: 6440, top1_acc: 0.2857, top5_acc: 0.5342, loss_cls: 3.3053, loss: 3.3053, grad_norm: 3.2294 2020-08-13 03:59:59,437 - mmaction - INFO - Epoch [2][300/940] lr: 4.000e-02, eta: 23:17:39, time: 0.987, data_time: 0.008, memory: 6440, top1_acc: 0.2895, top5_acc: 0.5330, loss_cls: 3.3111, loss: 3.3111, grad_norm: 3.1892 2020-08-13 04:00:22,543 - mmaction - INFO - Epoch [2][320/940] lr: 4.000e-02, eta: 23:23:12, time: 1.143, data_time: 0.005, memory: 6440, top1_acc: 0.2701, top5_acc: 0.5307, loss_cls: 3.3413, loss: 3.3413, grad_norm: 3.2209 2020-08-13 04:00:38,421 - mmaction - INFO - Epoch [2][340/940] lr: 4.000e-02, eta: 23:20:26, time: 0.806, data_time: 0.023, memory: 6440, top1_acc: 0.2770, top5_acc: 0.5285, loss_cls: 3.3175, loss: 3.3175, grad_norm: 3.2811 2020-08-13 04:00:59,090 - mmaction - INFO - Epoch [2][360/940] lr: 4.000e-02, eta: 23:23:07, time: 1.032, data_time: 0.006, memory: 6440, top1_acc: 0.2889, top5_acc: 0.5469, loss_cls: 3.2810, loss: 3.2810, grad_norm: 3.1917 2020-08-13 04:01:17,032 - mmaction - INFO - Epoch [2][380/940] lr: 4.000e-02, eta: 23:22:37, time: 0.899, data_time: 0.007, memory: 6440, top1_acc: 0.2875, top5_acc: 0.5426, loss_cls: 3.2849, loss: 3.2849, grad_norm: 3.1966 2020-08-13 04:01:35,968 - mmaction - INFO - Epoch [2][400/940] lr: 4.000e-02, eta: 23:23:12, time: 0.947, data_time: 0.005, memory: 6440, top1_acc: 0.2881, top5_acc: 0.5492, loss_cls: 3.2712, loss: 3.2712, grad_norm: 3.2525 2020-08-13 04:01:53,972 - mmaction - INFO - Epoch [2][420/940] lr: 4.000e-02, eta: 23:22:43, time: 0.900, data_time: 0.002, memory: 6440, top1_acc: 0.2889, top5_acc: 0.5457, loss_cls: 3.2392, loss: 3.2392, grad_norm: 3.2090 2020-08-13 04:02:12,475 - mmaction - INFO - Epoch [2][440/940] lr: 4.000e-02, eta: 23:22:45, time: 0.923, data_time: 0.008, memory: 6440, top1_acc: 0.2961, top5_acc: 0.5508, loss_cls: 3.2477, loss: 3.2477, grad_norm: 3.1967 2020-08-13 04:02:29,387 - mmaction - INFO - Epoch [2][460/940] lr: 4.000e-02, eta: 23:21:05, time: 0.847, data_time: 0.005, memory: 6440, top1_acc: 0.2828, top5_acc: 0.5410, loss_cls: 3.2929, loss: 3.2929, grad_norm: 3.1924 2020-08-13 04:02:46,979 - mmaction - INFO - Epoch [2][480/940] lr: 4.000e-02, eta: 23:20:07, time: 0.877, data_time: 0.005, memory: 6440, top1_acc: 0.3002, top5_acc: 0.5543, loss_cls: 3.2464, loss: 3.2464, grad_norm: 3.1366 2020-08-13 04:03:06,992 - mmaction - INFO - Epoch [2][500/940] lr: 4.000e-02, eta: 23:21:52, time: 1.004, data_time: 0.008, memory: 6440, top1_acc: 0.3014, top5_acc: 0.5590, loss_cls: 3.1934, loss: 3.1934, grad_norm: 3.1443 2020-08-13 04:03:23,735 - mmaction - INFO - Epoch [2][520/940] lr: 4.000e-02, eta: 23:20:04, time: 0.838, data_time: 0.002, memory: 6440, top1_acc: 0.2934, top5_acc: 0.5635, loss_cls: 3.2245, loss: 3.2245, grad_norm: 3.1752 2020-08-13 04:03:42,002 - mmaction - INFO - Epoch [2][540/940] lr: 4.000e-02, eta: 23:19:46, time: 0.909, data_time: 0.004, memory: 6440, top1_acc: 0.2914, top5_acc: 0.5559, loss_cls: 3.2220, loss: 3.2220, grad_norm: 3.1642 2020-08-13 04:04:00,625 - mmaction - INFO - Epoch [2][560/940] lr: 4.000e-02, eta: 23:20:00, time: 0.934, data_time: 0.008, memory: 6440, top1_acc: 0.2994, top5_acc: 0.5580, loss_cls: 3.2190, loss: 3.2190, grad_norm: 3.1822 2020-08-13 04:04:20,647 - mmaction - INFO - Epoch [2][580/940] lr: 4.000e-02, eta: 23:21:33, time: 0.999, data_time: 0.009, memory: 6440, top1_acc: 0.3098, top5_acc: 0.5609, loss_cls: 3.1863, loss: 3.1863, grad_norm: 3.1456 2020-08-13 04:04:39,212 - mmaction - INFO - Epoch [2][600/940] lr: 4.000e-02, eta: 23:21:42, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.2824, top5_acc: 0.5437, loss_cls: 3.2611, loss: 3.2611, grad_norm: 3.1782 2020-08-13 04:04:58,170 - mmaction - INFO - Epoch [2][620/940] lr: 4.000e-02, eta: 23:22:06, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.3014, top5_acc: 0.5619, loss_cls: 3.1799, loss: 3.1799, grad_norm: 3.1525 2020-08-13 04:05:15,715 - mmaction - INFO - Epoch [2][640/940] lr: 4.000e-02, eta: 23:21:10, time: 0.877, data_time: 0.007, memory: 6440, top1_acc: 0.2967, top5_acc: 0.5592, loss_cls: 3.2327, loss: 3.2327, grad_norm: 3.2015 2020-08-13 04:05:34,098 - mmaction - INFO - Epoch [2][660/940] lr: 4.000e-02, eta: 23:21:03, time: 0.920, data_time: 0.008, memory: 6440, top1_acc: 0.2883, top5_acc: 0.5574, loss_cls: 3.2472, loss: 3.2472, grad_norm: 3.1473 2020-08-13 04:05:50,931 - mmaction - INFO - Epoch [2][680/940] lr: 4.000e-02, eta: 23:19:29, time: 0.843, data_time: 0.005, memory: 6440, top1_acc: 0.3072, top5_acc: 0.5703, loss_cls: 3.1659, loss: 3.1659, grad_norm: 3.1150 2020-08-13 04:06:09,382 - mmaction - INFO - Epoch [2][700/940] lr: 4.000e-02, eta: 23:19:24, time: 0.921, data_time: 0.006, memory: 6440, top1_acc: 0.3141, top5_acc: 0.5756, loss_cls: 3.1526, loss: 3.1526, grad_norm: 3.1692 2020-08-13 04:06:29,180 - mmaction - INFO - Epoch [2][720/940] lr: 4.000e-02, eta: 23:20:38, time: 0.992, data_time: 0.005, memory: 6440, top1_acc: 0.2977, top5_acc: 0.5600, loss_cls: 3.2243, loss: 3.2243, grad_norm: 3.1320 2020-08-13 04:06:47,503 - mmaction - INFO - Epoch [2][740/940] lr: 4.000e-02, eta: 23:20:25, time: 0.914, data_time: 0.006, memory: 6440, top1_acc: 0.3111, top5_acc: 0.5715, loss_cls: 3.1371, loss: 3.1371, grad_norm: 3.1065 2020-08-13 04:07:05,034 - mmaction - INFO - Epoch [2][760/940] lr: 4.000e-02, eta: 23:19:32, time: 0.878, data_time: 0.006, memory: 6440, top1_acc: 0.3182, top5_acc: 0.5783, loss_cls: 3.1083, loss: 3.1083, grad_norm: 3.1647 2020-08-13 04:07:23,865 - mmaction - INFO - Epoch [2][780/940] lr: 4.000e-02, eta: 23:19:44, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.3131, top5_acc: 0.5783, loss_cls: 3.1201, loss: 3.1201, grad_norm: 3.1779 2020-08-13 04:07:40,851 - mmaction - INFO - Epoch [2][800/940] lr: 4.000e-02, eta: 23:18:21, time: 0.849, data_time: 0.007, memory: 6440, top1_acc: 0.3186, top5_acc: 0.5762, loss_cls: 3.1249, loss: 3.1249, grad_norm: 3.0626 2020-08-13 04:08:01,717 - mmaction - INFO - Epoch [2][820/940] lr: 4.000e-02, eta: 23:20:20, time: 1.040, data_time: 0.008, memory: 6440, top1_acc: 0.2959, top5_acc: 0.5492, loss_cls: 3.2532, loss: 3.2532, grad_norm: 3.1983 2020-08-13 04:08:19,198 - mmaction - INFO - Epoch [2][840/940] lr: 4.000e-02, eta: 23:19:27, time: 0.877, data_time: 0.009, memory: 6440, top1_acc: 0.3051, top5_acc: 0.5643, loss_cls: 3.1510, loss: 3.1510, grad_norm: 3.0776 2020-08-13 04:08:36,766 - mmaction - INFO - Epoch [2][860/940] lr: 4.000e-02, eta: 23:18:39, time: 0.881, data_time: 0.010, memory: 6440, top1_acc: 0.3111, top5_acc: 0.5648, loss_cls: 3.1379, loss: 3.1379, grad_norm: 3.0343 2020-08-13 04:08:54,182 - mmaction - INFO - Epoch [2][880/940] lr: 4.000e-02, eta: 23:17:39, time: 0.869, data_time: 0.007, memory: 6440, top1_acc: 0.3307, top5_acc: 0.5889, loss_cls: 3.0564, loss: 3.0564, grad_norm: 3.0940 2020-08-13 04:09:12,423 - mmaction - INFO - Epoch [2][900/940] lr: 4.000e-02, eta: 23:17:25, time: 0.914, data_time: 0.007, memory: 6440, top1_acc: 0.3146, top5_acc: 0.5789, loss_cls: 3.1254, loss: 3.1254, grad_norm: 3.1646 2020-08-13 04:09:31,273 - mmaction - INFO - Epoch [2][920/940] lr: 4.000e-02, eta: 23:17:37, time: 0.940, data_time: 0.006, memory: 6440, top1_acc: 0.3252, top5_acc: 0.5805, loss_cls: 3.0940, loss: 3.0940, grad_norm: 3.1553 2020-08-13 04:09:48,051 - mmaction - INFO - Epoch [2][940/940] lr: 4.000e-02, eta: 23:16:12, time: 0.842, data_time: 0.007, memory: 6440, top1_acc: 0.3080, top5_acc: 0.5706, loss_cls: 3.1530, loss: 3.1530, grad_norm: 3.1545 2020-08-13 04:09:48,460 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-13 04:10:14,725 - mmaction - INFO - Epoch [3][20/940] lr: 4.000e-02, eta: 23:21:41, time: 1.268, data_time: 0.533, memory: 6440, top1_acc: 0.3291, top5_acc: 0.5936, loss_cls: 3.0371, loss: 3.0371, grad_norm: 3.1053 2020-08-13 04:10:30,082 - mmaction - INFO - Epoch [3][40/940] lr: 4.000e-02, eta: 23:19:05, time: 0.770, data_time: 0.005, memory: 6440, top1_acc: 0.3107, top5_acc: 0.5730, loss_cls: 3.1360, loss: 3.1360, grad_norm: 3.1973 2020-08-13 04:10:48,492 - mmaction - INFO - Epoch [3][60/940] lr: 4.000e-02, eta: 23:18:52, time: 0.918, data_time: 0.007, memory: 6440, top1_acc: 0.3223, top5_acc: 0.5877, loss_cls: 3.0218, loss: 3.0218, grad_norm: 3.1271 2020-08-13 04:11:07,370 - mmaction - INFO - Epoch [3][80/940] lr: 4.000e-02, eta: 23:19:07, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.3344, top5_acc: 0.5836, loss_cls: 3.0196, loss: 3.0196, grad_norm: 3.1283 2020-08-13 04:11:27,289 - mmaction - INFO - Epoch [3][100/940] lr: 4.000e-02, eta: 23:20:05, time: 0.994, data_time: 0.006, memory: 6440, top1_acc: 0.3129, top5_acc: 0.5689, loss_cls: 3.1120, loss: 3.1120, grad_norm: 3.1330 2020-08-13 04:11:44,958 - mmaction - INFO - Epoch [3][120/940] lr: 4.000e-02, eta: 23:19:22, time: 0.885, data_time: 0.005, memory: 6440, top1_acc: 0.3191, top5_acc: 0.5840, loss_cls: 3.0902, loss: 3.0902, grad_norm: 3.1596 2020-08-13 04:12:03,567 - mmaction - INFO - Epoch [3][140/940] lr: 4.000e-02, eta: 23:19:14, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.3248, top5_acc: 0.5818, loss_cls: 3.0555, loss: 3.0555, grad_norm: 3.0701 2020-08-13 04:12:22,818 - mmaction - INFO - Epoch [3][160/940] lr: 4.000e-02, eta: 23:19:41, time: 0.964, data_time: 0.009, memory: 6440, top1_acc: 0.3248, top5_acc: 0.5914, loss_cls: 3.0429, loss: 3.0429, grad_norm: 3.1070 2020-08-13 04:12:42,723 - mmaction - INFO - Epoch [3][180/940] lr: 4.000e-02, eta: 23:20:41, time: 1.001, data_time: 0.012, memory: 6440, top1_acc: 0.3316, top5_acc: 0.5895, loss_cls: 3.0421, loss: 3.0421, grad_norm: 3.1029 2020-08-13 04:13:00,478 - mmaction - INFO - Epoch [3][200/940] lr: 4.000e-02, eta: 23:20:00, time: 0.888, data_time: 0.004, memory: 6440, top1_acc: 0.3326, top5_acc: 0.5941, loss_cls: 2.9882, loss: 2.9882, grad_norm: 3.1264 2020-08-13 04:13:20,094 - mmaction - INFO - Epoch [3][220/940] lr: 4.000e-02, eta: 23:20:40, time: 0.981, data_time: 0.002, memory: 6440, top1_acc: 0.3258, top5_acc: 0.5895, loss_cls: 3.0442, loss: 3.0442, grad_norm: 3.1018 2020-08-13 04:13:38,900 - mmaction - INFO - Epoch [3][240/940] lr: 4.000e-02, eta: 23:20:42, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.3359, top5_acc: 0.5912, loss_cls: 2.9998, loss: 2.9998, grad_norm: 3.0931 2020-08-13 04:13:58,289 - mmaction - INFO - Epoch [3][260/940] lr: 4.000e-02, eta: 23:21:13, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.3240, top5_acc: 0.5959, loss_cls: 2.9951, loss: 2.9951, grad_norm: 3.1279 2020-08-13 04:14:19,077 - mmaction - INFO - Epoch [3][280/940] lr: 4.000e-02, eta: 23:22:37, time: 1.036, data_time: 0.006, memory: 6440, top1_acc: 0.3193, top5_acc: 0.5875, loss_cls: 3.0507, loss: 3.0507, grad_norm: 3.0797 2020-08-13 04:14:37,175 - mmaction - INFO - Epoch [3][300/940] lr: 4.000e-02, eta: 23:22:12, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.3484, top5_acc: 0.6068, loss_cls: 2.9327, loss: 2.9327, grad_norm: 3.0489 2020-08-13 04:14:55,540 - mmaction - INFO - Epoch [3][320/940] lr: 4.000e-02, eta: 23:21:54, time: 0.917, data_time: 0.006, memory: 6440, top1_acc: 0.3299, top5_acc: 0.5971, loss_cls: 2.9774, loss: 2.9774, grad_norm: 3.0851 2020-08-13 04:15:15,030 - mmaction - INFO - Epoch [3][340/940] lr: 4.000e-02, eta: 23:22:23, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.3252, top5_acc: 0.5869, loss_cls: 3.0378, loss: 3.0378, grad_norm: 3.1403 2020-08-13 04:15:34,636 - mmaction - INFO - Epoch [3][360/940] lr: 4.000e-02, eta: 23:22:59, time: 0.982, data_time: 0.009, memory: 6440, top1_acc: 0.3238, top5_acc: 0.5867, loss_cls: 3.0602, loss: 3.0602, grad_norm: 3.1998 2020-08-13 04:15:53,266 - mmaction - INFO - Epoch [3][380/940] lr: 4.000e-02, eta: 23:22:50, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.3400, top5_acc: 0.6033, loss_cls: 2.9978, loss: 2.9978, grad_norm: 3.0568 2020-08-13 04:16:11,327 - mmaction - INFO - Epoch [3][400/940] lr: 4.000e-02, eta: 23:22:21, time: 0.905, data_time: 0.007, memory: 6440, top1_acc: 0.3408, top5_acc: 0.6084, loss_cls: 2.9479, loss: 2.9479, grad_norm: 3.0069 2020-08-13 04:16:29,699 - mmaction - INFO - Epoch [3][420/940] lr: 4.000e-02, eta: 23:22:01, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.3344, top5_acc: 0.5904, loss_cls: 3.0059, loss: 3.0059, grad_norm: 3.1040 2020-08-13 04:16:48,531 - mmaction - INFO - Epoch [3][440/940] lr: 4.000e-02, eta: 23:22:03, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.3430, top5_acc: 0.6062, loss_cls: 2.9301, loss: 2.9301, grad_norm: 3.0546 2020-08-13 04:17:08,290 - mmaction - INFO - Epoch [3][460/940] lr: 4.000e-02, eta: 23:22:42, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.3516, top5_acc: 0.6121, loss_cls: 2.9367, loss: 2.9367, grad_norm: 3.0675 2020-08-13 04:17:25,487 - mmaction - INFO - Epoch [3][480/940] lr: 4.000e-02, eta: 23:21:37, time: 0.858, data_time: 0.005, memory: 6440, top1_acc: 0.3436, top5_acc: 0.6064, loss_cls: 2.9691, loss: 2.9691, grad_norm: 3.0753 2020-08-13 04:17:44,822 - mmaction - INFO - Epoch [3][500/940] lr: 4.000e-02, eta: 23:21:57, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.3414, top5_acc: 0.6010, loss_cls: 2.9863, loss: 2.9863, grad_norm: 3.1053 2020-08-13 04:18:04,823 - mmaction - INFO - Epoch [3][520/940] lr: 4.000e-02, eta: 23:22:40, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.3418, top5_acc: 0.5943, loss_cls: 3.0095, loss: 3.0095, grad_norm: 3.0378 2020-08-13 04:18:23,366 - mmaction - INFO - Epoch [3][540/940] lr: 4.000e-02, eta: 23:22:28, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.3404, top5_acc: 0.6100, loss_cls: 2.9798, loss: 2.9798, grad_norm: 3.0376 2020-08-13 04:18:41,250 - mmaction - INFO - Epoch [3][560/940] lr: 4.000e-02, eta: 23:21:49, time: 0.892, data_time: 0.009, memory: 6440, top1_acc: 0.3381, top5_acc: 0.5934, loss_cls: 3.0110, loss: 3.0110, grad_norm: 3.0200 2020-08-13 04:18:59,276 - mmaction - INFO - Epoch [3][580/940] lr: 4.000e-02, eta: 23:21:21, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.3471, top5_acc: 0.6072, loss_cls: 2.9577, loss: 2.9577, grad_norm: 2.9750 2020-08-13 04:19:18,292 - mmaction - INFO - Epoch [3][600/940] lr: 4.000e-02, eta: 23:21:26, time: 0.949, data_time: 0.006, memory: 6440, top1_acc: 0.3525, top5_acc: 0.6150, loss_cls: 2.9270, loss: 2.9270, grad_norm: 3.0770 2020-08-13 04:19:36,658 - mmaction - INFO - Epoch [3][620/940] lr: 4.000e-02, eta: 23:21:07, time: 0.919, data_time: 0.009, memory: 6440, top1_acc: 0.3459, top5_acc: 0.6023, loss_cls: 2.9855, loss: 2.9855, grad_norm: 3.0613 2020-08-13 04:19:58,055 - mmaction - INFO - Epoch [3][640/940] lr: 4.000e-02, eta: 23:22:40, time: 1.071, data_time: 0.007, memory: 6440, top1_acc: 0.3424, top5_acc: 0.6238, loss_cls: 2.9110, loss: 2.9110, grad_norm: 3.0344 2020-08-13 04:20:15,116 - mmaction - INFO - Epoch [3][660/940] lr: 4.000e-02, eta: 23:21:30, time: 0.849, data_time: 0.005, memory: 6440, top1_acc: 0.3566, top5_acc: 0.6031, loss_cls: 2.9564, loss: 2.9564, grad_norm: 3.0749 2020-08-13 04:20:32,555 - mmaction - INFO - Epoch [3][680/940] lr: 4.000e-02, eta: 23:20:40, time: 0.874, data_time: 0.008, memory: 6440, top1_acc: 0.3447, top5_acc: 0.6123, loss_cls: 2.9342, loss: 2.9342, grad_norm: 3.0348 2020-08-13 04:20:51,503 - mmaction - INFO - Epoch [3][700/940] lr: 4.000e-02, eta: 23:20:40, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.3568, top5_acc: 0.6090, loss_cls: 2.9382, loss: 2.9382, grad_norm: 3.0538 2020-08-13 04:21:09,455 - mmaction - INFO - Epoch [3][720/940] lr: 4.000e-02, eta: 23:20:08, time: 0.899, data_time: 0.007, memory: 6440, top1_acc: 0.3463, top5_acc: 0.6111, loss_cls: 2.9256, loss: 2.9256, grad_norm: 3.0361 2020-08-13 04:21:29,928 - mmaction - INFO - Epoch [3][740/940] lr: 4.000e-02, eta: 23:21:04, time: 1.025, data_time: 0.008, memory: 6440, top1_acc: 0.3484, top5_acc: 0.6162, loss_cls: 2.9226, loss: 2.9226, grad_norm: 3.0990 2020-08-13 04:21:49,551 - mmaction - INFO - Epoch [3][760/940] lr: 4.000e-02, eta: 23:21:27, time: 0.980, data_time: 0.006, memory: 6440, top1_acc: 0.3621, top5_acc: 0.6082, loss_cls: 2.9110, loss: 2.9110, grad_norm: 3.0136 2020-08-13 04:22:10,099 - mmaction - INFO - Epoch [3][780/940] lr: 4.000e-02, eta: 23:22:22, time: 1.028, data_time: 0.003, memory: 6440, top1_acc: 0.3512, top5_acc: 0.6127, loss_cls: 2.9048, loss: 2.9048, grad_norm: 3.0151 2020-08-13 04:22:29,708 - mmaction - INFO - Epoch [3][800/940] lr: 4.000e-02, eta: 23:22:41, time: 0.976, data_time: 0.005, memory: 6440, top1_acc: 0.3543, top5_acc: 0.6186, loss_cls: 2.8915, loss: 2.8915, grad_norm: 3.0271 2020-08-13 04:22:47,856 - mmaction - INFO - Epoch [3][820/940] lr: 4.000e-02, eta: 23:22:16, time: 0.911, data_time: 0.007, memory: 6440, top1_acc: 0.3475, top5_acc: 0.6080, loss_cls: 2.9727, loss: 2.9727, grad_norm: 2.9836 2020-08-13 04:23:08,392 - mmaction - INFO - Epoch [3][840/940] lr: 4.000e-02, eta: 23:23:08, time: 1.027, data_time: 0.003, memory: 6440, top1_acc: 0.3441, top5_acc: 0.5961, loss_cls: 2.9487, loss: 2.9487, grad_norm: 2.9777 2020-08-13 04:23:29,536 - mmaction - INFO - Epoch [3][860/940] lr: 4.000e-02, eta: 23:24:20, time: 1.058, data_time: 0.003, memory: 6440, top1_acc: 0.3404, top5_acc: 0.6033, loss_cls: 2.9952, loss: 2.9952, grad_norm: 3.0671 2020-08-13 04:23:48,116 - mmaction - INFO - Epoch [3][880/940] lr: 4.000e-02, eta: 23:24:04, time: 0.927, data_time: 0.006, memory: 6440, top1_acc: 0.3670, top5_acc: 0.6266, loss_cls: 2.8299, loss: 2.8299, grad_norm: 3.0650 2020-08-13 04:24:06,375 - mmaction - INFO - Epoch [3][900/940] lr: 4.000e-02, eta: 23:23:40, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.3559, top5_acc: 0.6197, loss_cls: 2.8927, loss: 2.8927, grad_norm: 3.0512 2020-08-13 04:24:26,282 - mmaction - INFO - Epoch [3][920/940] lr: 4.000e-02, eta: 23:24:07, time: 0.994, data_time: 0.005, memory: 6440, top1_acc: 0.3529, top5_acc: 0.6146, loss_cls: 2.8872, loss: 2.8872, grad_norm: 3.0120 2020-08-13 04:24:43,919 - mmaction - INFO - Epoch [3][940/940] lr: 4.000e-02, eta: 23:23:23, time: 0.884, data_time: 0.006, memory: 6440, top1_acc: 0.3584, top5_acc: 0.6159, loss_cls: 2.8838, loss: 2.8838, grad_norm: 3.0271 2020-08-13 04:24:44,236 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-13 04:25:09,036 - mmaction - INFO - Epoch [4][20/940] lr: 4.000e-02, eta: 23:26:11, time: 1.214, data_time: 0.424, memory: 6440, top1_acc: 0.3656, top5_acc: 0.6279, loss_cls: 2.8469, loss: 2.8469, grad_norm: 3.0665 2020-08-13 04:25:28,967 - mmaction - INFO - Epoch [4][40/940] lr: 4.000e-02, eta: 23:26:38, time: 0.996, data_time: 0.002, memory: 6440, top1_acc: 0.3566, top5_acc: 0.6193, loss_cls: 2.8858, loss: 2.8858, grad_norm: 2.9996 2020-08-13 04:25:46,293 - mmaction - INFO - Epoch [4][60/940] lr: 4.000e-02, eta: 23:25:40, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.3648, top5_acc: 0.6305, loss_cls: 2.8132, loss: 2.8132, grad_norm: 3.0128 2020-08-13 04:26:06,685 - mmaction - INFO - Epoch [4][80/940] lr: 4.000e-02, eta: 23:26:22, time: 1.021, data_time: 0.006, memory: 6440, top1_acc: 0.3666, top5_acc: 0.6223, loss_cls: 2.8487, loss: 2.8487, grad_norm: 3.0186 2020-08-13 04:26:26,101 - mmaction - INFO - Epoch [4][100/940] lr: 4.000e-02, eta: 23:26:30, time: 0.969, data_time: 0.005, memory: 6440, top1_acc: 0.3703, top5_acc: 0.6373, loss_cls: 2.7980, loss: 2.7980, grad_norm: 3.0299 2020-08-13 04:26:43,791 - mmaction - INFO - Epoch [4][120/940] lr: 4.000e-02, eta: 23:25:45, time: 0.884, data_time: 0.005, memory: 6440, top1_acc: 0.3736, top5_acc: 0.6322, loss_cls: 2.8133, loss: 2.8133, grad_norm: 2.9671 2020-08-13 04:27:02,175 - mmaction - INFO - Epoch [4][140/940] lr: 4.000e-02, eta: 23:25:22, time: 0.919, data_time: 0.008, memory: 6440, top1_acc: 0.3719, top5_acc: 0.6227, loss_cls: 2.8475, loss: 2.8475, grad_norm: 3.0059 2020-08-13 04:27:20,290 - mmaction - INFO - Epoch [4][160/940] lr: 4.000e-02, eta: 23:24:52, time: 0.907, data_time: 0.010, memory: 6440, top1_acc: 0.3594, top5_acc: 0.6301, loss_cls: 2.8280, loss: 2.8280, grad_norm: 3.0321 2020-08-13 04:27:38,817 - mmaction - INFO - Epoch [4][180/940] lr: 4.000e-02, eta: 23:24:34, time: 0.928, data_time: 0.008, memory: 6440, top1_acc: 0.3689, top5_acc: 0.6334, loss_cls: 2.8201, loss: 2.8201, grad_norm: 3.0111 2020-08-13 04:27:57,291 - mmaction - INFO - Epoch [4][200/940] lr: 4.000e-02, eta: 23:24:11, time: 0.919, data_time: 0.006, memory: 6440, top1_acc: 0.3578, top5_acc: 0.6244, loss_cls: 2.8781, loss: 2.8781, grad_norm: 3.0096 2020-08-13 04:28:16,876 - mmaction - INFO - Epoch [4][220/940] lr: 4.000e-02, eta: 23:24:28, time: 0.985, data_time: 0.008, memory: 6440, top1_acc: 0.3756, top5_acc: 0.6420, loss_cls: 2.7671, loss: 2.7671, grad_norm: 3.0029 2020-08-13 04:28:37,344 - mmaction - INFO - Epoch [4][240/940] lr: 4.000e-02, eta: 23:25:06, time: 1.021, data_time: 0.007, memory: 6440, top1_acc: 0.3736, top5_acc: 0.6309, loss_cls: 2.7995, loss: 2.7995, grad_norm: 2.9845 2020-08-13 04:28:54,465 - mmaction - INFO - Epoch [4][260/940] lr: 4.000e-02, eta: 23:24:05, time: 0.856, data_time: 0.007, memory: 6440, top1_acc: 0.3643, top5_acc: 0.6260, loss_cls: 2.8317, loss: 2.8317, grad_norm: 3.0408 2020-08-13 04:29:13,810 - mmaction - INFO - Epoch [4][280/940] lr: 4.000e-02, eta: 23:24:11, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.3715, top5_acc: 0.6262, loss_cls: 2.8343, loss: 2.8343, grad_norm: 2.9873 2020-08-13 04:29:33,241 - mmaction - INFO - Epoch [4][300/940] lr: 4.000e-02, eta: 23:24:19, time: 0.973, data_time: 0.008, memory: 6440, top1_acc: 0.3768, top5_acc: 0.6234, loss_cls: 2.8370, loss: 2.8370, grad_norm: 3.0055 2020-08-13 04:29:52,109 - mmaction - INFO - Epoch [4][320/940] lr: 4.000e-02, eta: 23:24:09, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.3619, top5_acc: 0.6328, loss_cls: 2.8285, loss: 2.8285, grad_norm: 3.0237 2020-08-13 04:30:11,005 - mmaction - INFO - Epoch [4][340/940] lr: 4.000e-02, eta: 23:24:02, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.3775, top5_acc: 0.6393, loss_cls: 2.7830, loss: 2.7830, grad_norm: 2.9508 2020-08-13 04:30:29,041 - mmaction - INFO - Epoch [4][360/940] lr: 4.000e-02, eta: 23:23:26, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.3697, top5_acc: 0.6416, loss_cls: 2.7594, loss: 2.7594, grad_norm: 2.9406 2020-08-13 04:30:49,375 - mmaction - INFO - Epoch [4][380/940] lr: 4.000e-02, eta: 23:24:01, time: 1.021, data_time: 0.007, memory: 6440, top1_acc: 0.3830, top5_acc: 0.6383, loss_cls: 2.7734, loss: 2.7734, grad_norm: 2.9279 2020-08-13 04:31:07,185 - mmaction - INFO - Epoch [4][400/940] lr: 4.000e-02, eta: 23:23:19, time: 0.886, data_time: 0.009, memory: 6440, top1_acc: 0.3723, top5_acc: 0.6385, loss_cls: 2.7905, loss: 2.7905, grad_norm: 2.9550 2020-08-13 04:31:26,307 - mmaction - INFO - Epoch [4][420/940] lr: 4.000e-02, eta: 23:23:19, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.3734, top5_acc: 0.6309, loss_cls: 2.8101, loss: 2.8101, grad_norm: 3.0081 2020-08-13 04:31:45,831 - mmaction - INFO - Epoch [4][440/940] lr: 4.000e-02, eta: 23:23:27, time: 0.976, data_time: 0.002, memory: 6440, top1_acc: 0.3771, top5_acc: 0.6381, loss_cls: 2.7507, loss: 2.7507, grad_norm: 2.9608 2020-08-13 04:32:03,622 - mmaction - INFO - Epoch [4][460/940] lr: 4.000e-02, eta: 23:22:46, time: 0.887, data_time: 0.005, memory: 6440, top1_acc: 0.3859, top5_acc: 0.6391, loss_cls: 2.7891, loss: 2.7891, grad_norm: 2.9577 2020-08-13 04:32:21,992 - mmaction - INFO - Epoch [4][480/940] lr: 4.000e-02, eta: 23:22:22, time: 0.919, data_time: 0.007, memory: 6440, top1_acc: 0.3666, top5_acc: 0.6412, loss_cls: 2.7964, loss: 2.7964, grad_norm: 2.9917 2020-08-13 04:32:39,933 - mmaction - INFO - Epoch [4][500/940] lr: 4.000e-02, eta: 23:21:46, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.3734, top5_acc: 0.6342, loss_cls: 2.8044, loss: 2.8044, grad_norm: 3.0103 2020-08-13 04:33:00,338 - mmaction - INFO - Epoch [4][520/940] lr: 4.000e-02, eta: 23:22:20, time: 1.024, data_time: 0.007, memory: 6440, top1_acc: 0.3607, top5_acc: 0.6258, loss_cls: 2.8523, loss: 2.8523, grad_norm: 3.0072 2020-08-13 04:33:18,135 - mmaction - INFO - Epoch [4][540/940] lr: 4.000e-02, eta: 23:21:40, time: 0.888, data_time: 0.002, memory: 6440, top1_acc: 0.3791, top5_acc: 0.6336, loss_cls: 2.8007, loss: 2.8007, grad_norm: 2.9541 2020-08-13 04:33:37,416 - mmaction - INFO - Epoch [4][560/940] lr: 4.000e-02, eta: 23:21:42, time: 0.966, data_time: 0.004, memory: 6440, top1_acc: 0.3693, top5_acc: 0.6289, loss_cls: 2.8110, loss: 2.8110, grad_norm: 2.9568 2020-08-13 04:33:57,441 - mmaction - INFO - Epoch [4][580/940] lr: 4.000e-02, eta: 23:22:00, time: 0.998, data_time: 0.005, memory: 6440, top1_acc: 0.3721, top5_acc: 0.6293, loss_cls: 2.8172, loss: 2.8172, grad_norm: 2.9418 2020-08-13 04:34:15,339 - mmaction - INFO - Epoch [4][600/940] lr: 4.000e-02, eta: 23:21:26, time: 0.898, data_time: 0.008, memory: 6440, top1_acc: 0.3736, top5_acc: 0.6402, loss_cls: 2.7871, loss: 2.7871, grad_norm: 2.9557 2020-08-13 04:34:33,671 - mmaction - INFO - Epoch [4][620/940] lr: 4.000e-02, eta: 23:20:59, time: 0.913, data_time: 0.005, memory: 6440, top1_acc: 0.3893, top5_acc: 0.6445, loss_cls: 2.7463, loss: 2.7463, grad_norm: 2.9490 2020-08-13 04:34:52,942 - mmaction - INFO - Epoch [4][640/940] lr: 4.000e-02, eta: 23:21:01, time: 0.967, data_time: 0.008, memory: 6440, top1_acc: 0.3758, top5_acc: 0.6314, loss_cls: 2.8059, loss: 2.8059, grad_norm: 2.9642 2020-08-13 04:35:11,663 - mmaction - INFO - Epoch [4][660/940] lr: 4.000e-02, eta: 23:20:45, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.3689, top5_acc: 0.6297, loss_cls: 2.8022, loss: 2.8022, grad_norm: 2.9757 2020-08-13 04:35:28,986 - mmaction - INFO - Epoch [4][680/940] lr: 4.000e-02, eta: 23:19:55, time: 0.867, data_time: 0.005, memory: 6440, top1_acc: 0.3730, top5_acc: 0.6416, loss_cls: 2.7721, loss: 2.7721, grad_norm: 2.9257 2020-08-13 04:35:48,940 - mmaction - INFO - Epoch [4][700/940] lr: 4.000e-02, eta: 23:20:11, time: 0.995, data_time: 0.007, memory: 6440, top1_acc: 0.3711, top5_acc: 0.6432, loss_cls: 2.7636, loss: 2.7636, grad_norm: 3.0018 2020-08-13 04:36:09,120 - mmaction - INFO - Epoch [4][720/940] lr: 4.000e-02, eta: 23:20:35, time: 1.012, data_time: 0.009, memory: 6440, top1_acc: 0.3752, top5_acc: 0.6424, loss_cls: 2.7806, loss: 2.7806, grad_norm: 2.9976 2020-08-13 04:36:29,017 - mmaction - INFO - Epoch [4][740/940] lr: 4.000e-02, eta: 23:20:49, time: 0.994, data_time: 0.006, memory: 6440, top1_acc: 0.3809, top5_acc: 0.6400, loss_cls: 2.7635, loss: 2.7635, grad_norm: 2.8871 2020-08-13 04:36:46,172 - mmaction - INFO - Epoch [4][760/940] lr: 4.000e-02, eta: 23:19:54, time: 0.856, data_time: 0.006, memory: 6440, top1_acc: 0.3793, top5_acc: 0.6375, loss_cls: 2.7870, loss: 2.7870, grad_norm: 2.9537 2020-08-13 04:37:04,192 - mmaction - INFO - Epoch [4][780/940] lr: 4.000e-02, eta: 23:19:23, time: 0.904, data_time: 0.008, memory: 6440, top1_acc: 0.3818, top5_acc: 0.6404, loss_cls: 2.7678, loss: 2.7678, grad_norm: 2.9635 2020-08-13 04:37:23,073 - mmaction - INFO - Epoch [4][800/940] lr: 4.000e-02, eta: 23:19:11, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.3744, top5_acc: 0.6352, loss_cls: 2.7993, loss: 2.7993, grad_norm: 2.9664 2020-08-13 04:37:42,631 - mmaction - INFO - Epoch [4][820/940] lr: 4.000e-02, eta: 23:19:16, time: 0.976, data_time: 0.006, memory: 6440, top1_acc: 0.3768, top5_acc: 0.6406, loss_cls: 2.7629, loss: 2.7629, grad_norm: 2.9385 2020-08-13 04:38:00,711 - mmaction - INFO - Epoch [4][840/940] lr: 4.000e-02, eta: 23:18:46, time: 0.907, data_time: 0.007, memory: 6440, top1_acc: 0.3688, top5_acc: 0.6273, loss_cls: 2.8032, loss: 2.8032, grad_norm: 2.9453 2020-08-13 04:38:21,129 - mmaction - INFO - Epoch [4][860/940] lr: 4.000e-02, eta: 23:19:12, time: 1.019, data_time: 0.006, memory: 6440, top1_acc: 0.3793, top5_acc: 0.6363, loss_cls: 2.7576, loss: 2.7576, grad_norm: 2.9037 2020-08-13 04:38:38,928 - mmaction - INFO - Epoch [4][880/940] lr: 4.000e-02, eta: 23:18:32, time: 0.885, data_time: 0.005, memory: 6440, top1_acc: 0.3854, top5_acc: 0.6350, loss_cls: 2.7495, loss: 2.7495, grad_norm: 2.9138 2020-08-13 04:38:58,467 - mmaction - INFO - Epoch [4][900/940] lr: 4.000e-02, eta: 23:18:39, time: 0.983, data_time: 0.011, memory: 6440, top1_acc: 0.3768, top5_acc: 0.6326, loss_cls: 2.7801, loss: 2.7801, grad_norm: 2.9074 2020-08-13 04:39:16,858 - mmaction - INFO - Epoch [4][920/940] lr: 4.000e-02, eta: 23:18:14, time: 0.915, data_time: 0.009, memory: 6440, top1_acc: 0.3777, top5_acc: 0.6369, loss_cls: 2.7873, loss: 2.7873, grad_norm: 2.9202 2020-08-13 04:39:33,279 - mmaction - INFO - Epoch [4][940/940] lr: 4.000e-02, eta: 23:17:06, time: 0.827, data_time: 0.010, memory: 6440, top1_acc: 0.3868, top5_acc: 0.6402, loss_cls: 2.7460, loss: 2.7460, grad_norm: 2.9358 2020-08-13 04:39:33,549 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-13 04:39:58,380 - mmaction - INFO - Epoch [5][20/940] lr: 4.000e-02, eta: 23:19:03, time: 1.214, data_time: 0.427, memory: 6440, top1_acc: 0.3895, top5_acc: 0.6426, loss_cls: 2.7313, loss: 2.7313, grad_norm: 2.9781 2020-08-13 04:40:15,803 - mmaction - INFO - Epoch [5][40/940] lr: 4.000e-02, eta: 23:18:17, time: 0.873, data_time: 0.006, memory: 6440, top1_acc: 0.3932, top5_acc: 0.6402, loss_cls: 2.7271, loss: 2.7271, grad_norm: 2.9100 2020-08-13 04:40:34,079 - mmaction - INFO - Epoch [5][60/940] lr: 4.000e-02, eta: 23:17:49, time: 0.911, data_time: 0.005, memory: 6440, top1_acc: 0.3875, top5_acc: 0.6473, loss_cls: 2.7270, loss: 2.7270, grad_norm: 2.8710 2020-08-13 04:40:53,508 - mmaction - INFO - Epoch [5][80/940] lr: 4.000e-02, eta: 23:17:52, time: 0.974, data_time: 0.006, memory: 6440, top1_acc: 0.3973, top5_acc: 0.6545, loss_cls: 2.6995, loss: 2.6995, grad_norm: 2.9455 2020-08-13 04:41:10,964 - mmaction - INFO - Epoch [5][100/940] lr: 4.000e-02, eta: 23:17:05, time: 0.871, data_time: 0.006, memory: 6440, top1_acc: 0.3904, top5_acc: 0.6523, loss_cls: 2.6837, loss: 2.6837, grad_norm: 2.9664 2020-08-13 04:41:28,985 - mmaction - INFO - Epoch [5][120/940] lr: 4.000e-02, eta: 23:16:34, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.3934, top5_acc: 0.6510, loss_cls: 2.6676, loss: 2.6676, grad_norm: 2.9846 2020-08-13 04:41:50,207 - mmaction - INFO - Epoch [5][140/940] lr: 4.000e-02, eta: 23:17:15, time: 1.059, data_time: 0.007, memory: 6440, top1_acc: 0.3801, top5_acc: 0.6455, loss_cls: 2.7457, loss: 2.7457, grad_norm: 2.9682 2020-08-13 04:42:07,856 - mmaction - INFO - Epoch [5][160/940] lr: 4.000e-02, eta: 23:16:35, time: 0.885, data_time: 0.007, memory: 6440, top1_acc: 0.3922, top5_acc: 0.6510, loss_cls: 2.7094, loss: 2.7094, grad_norm: 2.9635 2020-08-13 04:42:26,459 - mmaction - INFO - Epoch [5][180/940] lr: 4.000e-02, eta: 23:16:14, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.3877, top5_acc: 0.6504, loss_cls: 2.7395, loss: 2.7395, grad_norm: 2.9800 2020-08-13 04:42:44,218 - mmaction - INFO - Epoch [5][200/940] lr: 4.000e-02, eta: 23:15:39, time: 0.894, data_time: 0.009, memory: 6440, top1_acc: 0.3910, top5_acc: 0.6359, loss_cls: 2.7132, loss: 2.7132, grad_norm: 2.8795 2020-08-13 04:43:01,968 - mmaction - INFO - Epoch [5][220/940] lr: 4.000e-02, eta: 23:15:01, time: 0.888, data_time: 0.007, memory: 6440, top1_acc: 0.3896, top5_acc: 0.6621, loss_cls: 2.6763, loss: 2.6763, grad_norm: 2.9568 2020-08-13 04:43:21,196 - mmaction - INFO - Epoch [5][240/940] lr: 4.000e-02, eta: 23:14:56, time: 0.961, data_time: 0.003, memory: 6440, top1_acc: 0.3953, top5_acc: 0.6559, loss_cls: 2.6736, loss: 2.6736, grad_norm: 2.9230 2020-08-13 04:43:38,615 - mmaction - INFO - Epoch [5][260/940] lr: 4.000e-02, eta: 23:14:11, time: 0.869, data_time: 0.005, memory: 6440, top1_acc: 0.3959, top5_acc: 0.6525, loss_cls: 2.6986, loss: 2.6986, grad_norm: 2.9658 2020-08-13 04:43:55,640 - mmaction - INFO - Epoch [5][280/940] lr: 4.000e-02, eta: 23:13:18, time: 0.853, data_time: 0.007, memory: 6440, top1_acc: 0.3936, top5_acc: 0.6523, loss_cls: 2.7016, loss: 2.7016, grad_norm: 2.9657 2020-08-13 04:44:13,407 - mmaction - INFO - Epoch [5][300/940] lr: 4.000e-02, eta: 23:12:41, time: 0.889, data_time: 0.002, memory: 6440, top1_acc: 0.4057, top5_acc: 0.6633, loss_cls: 2.6388, loss: 2.6388, grad_norm: 2.9145 2020-08-13 04:44:32,248 - mmaction - INFO - Epoch [5][320/940] lr: 4.000e-02, eta: 23:12:27, time: 0.940, data_time: 0.005, memory: 6440, top1_acc: 0.4057, top5_acc: 0.6621, loss_cls: 2.6364, loss: 2.6364, grad_norm: 2.8765 2020-08-13 04:44:52,316 - mmaction - INFO - Epoch [5][340/940] lr: 4.000e-02, eta: 23:12:42, time: 1.004, data_time: 0.007, memory: 6440, top1_acc: 0.3963, top5_acc: 0.6662, loss_cls: 2.6486, loss: 2.6486, grad_norm: 2.9136 2020-08-13 04:45:10,298 - mmaction - INFO - Epoch [5][360/940] lr: 4.000e-02, eta: 23:12:08, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.3902, top5_acc: 0.6412, loss_cls: 2.7151, loss: 2.7151, grad_norm: 2.9508 2020-08-13 04:45:27,855 - mmaction - INFO - Epoch [5][380/940] lr: 4.000e-02, eta: 23:11:29, time: 0.881, data_time: 0.008, memory: 6440, top1_acc: 0.4000, top5_acc: 0.6643, loss_cls: 2.6504, loss: 2.6504, grad_norm: 2.8794 2020-08-13 04:45:45,140 - mmaction - INFO - Epoch [5][400/940] lr: 4.000e-02, eta: 23:10:42, time: 0.865, data_time: 0.007, memory: 6440, top1_acc: 0.4084, top5_acc: 0.6635, loss_cls: 2.6579, loss: 2.6579, grad_norm: 2.9242 2020-08-13 04:46:02,944 - mmaction - INFO - Epoch [5][420/940] lr: 4.000e-02, eta: 23:10:07, time: 0.890, data_time: 0.006, memory: 6440, top1_acc: 0.4043, top5_acc: 0.6566, loss_cls: 2.6364, loss: 2.6364, grad_norm: 2.9335 2020-08-13 04:46:23,667 - mmaction - INFO - Epoch [5][440/940] lr: 4.000e-02, eta: 23:10:35, time: 1.038, data_time: 0.007, memory: 6440, top1_acc: 0.3824, top5_acc: 0.6434, loss_cls: 2.7285, loss: 2.7285, grad_norm: 2.9277 2020-08-13 04:46:39,673 - mmaction - INFO - Epoch [5][460/940] lr: 4.000e-02, eta: 23:09:21, time: 0.798, data_time: 0.009, memory: 6440, top1_acc: 0.3967, top5_acc: 0.6521, loss_cls: 2.6854, loss: 2.6854, grad_norm: 2.9217 2020-08-13 04:46:57,737 - mmaction - INFO - Epoch [5][480/940] lr: 4.000e-02, eta: 23:08:52, time: 0.904, data_time: 0.007, memory: 6440, top1_acc: 0.3939, top5_acc: 0.6486, loss_cls: 2.7020, loss: 2.7020, grad_norm: 2.9693 2020-08-13 04:47:18,418 - mmaction - INFO - Epoch [5][500/940] lr: 4.000e-02, eta: 23:09:17, time: 1.033, data_time: 0.009, memory: 6440, top1_acc: 0.4012, top5_acc: 0.6584, loss_cls: 2.6757, loss: 2.6757, grad_norm: 2.8753 2020-08-13 04:47:35,719 - mmaction - INFO - Epoch [5][520/940] lr: 4.000e-02, eta: 23:08:33, time: 0.868, data_time: 0.008, memory: 6440, top1_acc: 0.3879, top5_acc: 0.6494, loss_cls: 2.7331, loss: 2.7331, grad_norm: 2.9230 2020-08-13 04:47:53,298 - mmaction - INFO - Epoch [5][540/940] lr: 4.000e-02, eta: 23:07:52, time: 0.874, data_time: 0.005, memory: 6440, top1_acc: 0.4004, top5_acc: 0.6578, loss_cls: 2.6666, loss: 2.6666, grad_norm: 2.9240 2020-08-13 04:48:10,598 - mmaction - INFO - Epoch [5][560/940] lr: 4.000e-02, eta: 23:07:09, time: 0.869, data_time: 0.010, memory: 6440, top1_acc: 0.3980, top5_acc: 0.6594, loss_cls: 2.6902, loss: 2.6902, grad_norm: 2.8962 2020-08-13 04:48:28,587 - mmaction - INFO - Epoch [5][580/940] lr: 4.000e-02, eta: 23:06:39, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.4029, top5_acc: 0.6619, loss_cls: 2.6359, loss: 2.6359, grad_norm: 2.8706 2020-08-13 04:48:48,338 - mmaction - INFO - Epoch [5][600/940] lr: 4.000e-02, eta: 23:06:44, time: 0.985, data_time: 0.008, memory: 6440, top1_acc: 0.3949, top5_acc: 0.6609, loss_cls: 2.6559, loss: 2.6559, grad_norm: 2.8928 2020-08-13 04:49:06,791 - mmaction - INFO - Epoch [5][620/940] lr: 4.000e-02, eta: 23:06:24, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.4051, top5_acc: 0.6619, loss_cls: 2.6186, loss: 2.6186, grad_norm: 2.9534 2020-08-13 04:49:25,833 - mmaction - INFO - Epoch [5][640/940] lr: 4.000e-02, eta: 23:06:14, time: 0.948, data_time: 0.005, memory: 6440, top1_acc: 0.4027, top5_acc: 0.6629, loss_cls: 2.6453, loss: 2.6453, grad_norm: 2.9227 2020-08-13 04:49:43,297 - mmaction - INFO - Epoch [5][660/940] lr: 4.000e-02, eta: 23:05:34, time: 0.877, data_time: 0.009, memory: 6440, top1_acc: 0.3973, top5_acc: 0.6713, loss_cls: 2.6176, loss: 2.6176, grad_norm: 2.8655 2020-08-13 04:50:01,209 - mmaction - INFO - Epoch [5][680/940] lr: 4.000e-02, eta: 23:05:01, time: 0.892, data_time: 0.005, memory: 6440, top1_acc: 0.4016, top5_acc: 0.6607, loss_cls: 2.6424, loss: 2.6424, grad_norm: 2.8485 2020-08-13 04:50:18,123 - mmaction - INFO - Epoch [5][700/940] lr: 4.000e-02, eta: 23:04:11, time: 0.849, data_time: 0.011, memory: 6440, top1_acc: 0.3990, top5_acc: 0.6566, loss_cls: 2.6541, loss: 2.6541, grad_norm: 2.9675 2020-08-13 04:50:34,929 - mmaction - INFO - Epoch [5][720/940] lr: 4.000e-02, eta: 23:03:17, time: 0.839, data_time: 0.005, memory: 6440, top1_acc: 0.4014, top5_acc: 0.6582, loss_cls: 2.6454, loss: 2.6454, grad_norm: 2.8675 2020-08-13 04:50:53,383 - mmaction - INFO - Epoch [5][740/940] lr: 4.000e-02, eta: 23:02:56, time: 0.921, data_time: 0.009, memory: 6440, top1_acc: 0.4035, top5_acc: 0.6588, loss_cls: 2.6381, loss: 2.6381, grad_norm: 2.8854 2020-08-13 04:51:11,206 - mmaction - INFO - Epoch [5][760/940] lr: 4.000e-02, eta: 23:02:24, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.3986, top5_acc: 0.6539, loss_cls: 2.6698, loss: 2.6698, grad_norm: 2.9562 2020-08-13 04:51:30,916 - mmaction - INFO - Epoch [5][780/940] lr: 4.000e-02, eta: 23:02:28, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.4072, top5_acc: 0.6580, loss_cls: 2.6413, loss: 2.6413, grad_norm: 2.9048 2020-08-13 04:51:48,548 - mmaction - INFO - Epoch [5][800/940] lr: 4.000e-02, eta: 23:01:52, time: 0.883, data_time: 0.006, memory: 6440, top1_acc: 0.4043, top5_acc: 0.6611, loss_cls: 2.6317, loss: 2.6317, grad_norm: 2.9536 2020-08-13 04:52:05,110 - mmaction - INFO - Epoch [5][820/940] lr: 4.000e-02, eta: 23:00:54, time: 0.825, data_time: 0.005, memory: 6440, top1_acc: 0.4004, top5_acc: 0.6617, loss_cls: 2.6631, loss: 2.6631, grad_norm: 2.9301 2020-08-13 04:52:23,114 - mmaction - INFO - Epoch [5][840/940] lr: 4.000e-02, eta: 23:00:26, time: 0.903, data_time: 0.006, memory: 6440, top1_acc: 0.4000, top5_acc: 0.6600, loss_cls: 2.6664, loss: 2.6664, grad_norm: 2.9053 2020-08-13 04:52:42,287 - mmaction - INFO - Epoch [5][860/940] lr: 4.000e-02, eta: 23:00:19, time: 0.954, data_time: 0.005, memory: 6440, top1_acc: 0.3955, top5_acc: 0.6623, loss_cls: 2.6448, loss: 2.6448, grad_norm: 2.8498 2020-08-13 04:53:00,599 - mmaction - INFO - Epoch [5][880/940] lr: 4.000e-02, eta: 22:59:58, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.4090, top5_acc: 0.6684, loss_cls: 2.6387, loss: 2.6387, grad_norm: 2.8939 2020-08-13 04:53:20,384 - mmaction - INFO - Epoch [5][900/940] lr: 4.000e-02, eta: 23:00:02, time: 0.986, data_time: 0.002, memory: 6440, top1_acc: 0.4029, top5_acc: 0.6660, loss_cls: 2.6415, loss: 2.6415, grad_norm: 2.9062 2020-08-13 04:53:36,366 - mmaction - INFO - Epoch [5][920/940] lr: 4.000e-02, eta: 22:58:55, time: 0.800, data_time: 0.008, memory: 6440, top1_acc: 0.3904, top5_acc: 0.6508, loss_cls: 2.6849, loss: 2.6849, grad_norm: 2.9058 2020-08-13 04:53:52,781 - mmaction - INFO - Epoch [5][940/940] lr: 4.000e-02, eta: 22:57:57, time: 0.823, data_time: 0.006, memory: 6440, top1_acc: 0.3929, top5_acc: 0.6536, loss_cls: 2.6867, loss: 2.6867, grad_norm: 2.8937 2020-08-13 04:53:53,106 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-13 04:54:17,769 - mmaction - INFO - Epoch [6][20/940] lr: 4.000e-02, eta: 22:59:23, time: 1.202, data_time: 0.398, memory: 6440, top1_acc: 0.4105, top5_acc: 0.6650, loss_cls: 2.6112, loss: 2.6112, grad_norm: 2.9334 2020-08-13 04:54:34,948 - mmaction - INFO - Epoch [6][40/940] lr: 4.000e-02, eta: 22:58:40, time: 0.861, data_time: 0.006, memory: 6440, top1_acc: 0.4018, top5_acc: 0.6633, loss_cls: 2.6273, loss: 2.6273, grad_norm: 2.8577 2020-08-13 04:54:53,412 - mmaction - INFO - Epoch [6][60/940] lr: 4.000e-02, eta: 22:58:19, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.4164, top5_acc: 0.6813, loss_cls: 2.5392, loss: 2.5392, grad_norm: 2.8615 2020-08-13 04:55:11,684 - mmaction - INFO - Epoch [6][80/940] lr: 4.000e-02, eta: 22:57:56, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.4064, top5_acc: 0.6711, loss_cls: 2.6145, loss: 2.6145, grad_norm: 2.8873 2020-08-13 04:55:29,802 - mmaction - INFO - Epoch [6][100/940] lr: 4.000e-02, eta: 22:57:30, time: 0.905, data_time: 0.006, memory: 6440, top1_acc: 0.4223, top5_acc: 0.6852, loss_cls: 2.5173, loss: 2.5173, grad_norm: 2.9049 2020-08-13 04:55:48,977 - mmaction - INFO - Epoch [6][120/940] lr: 4.000e-02, eta: 22:57:24, time: 0.961, data_time: 0.006, memory: 6440, top1_acc: 0.4191, top5_acc: 0.6775, loss_cls: 2.5531, loss: 2.5531, grad_norm: 2.9044 2020-08-13 04:56:06,887 - mmaction - INFO - Epoch [6][140/940] lr: 4.000e-02, eta: 22:56:53, time: 0.894, data_time: 0.005, memory: 6440, top1_acc: 0.3982, top5_acc: 0.6672, loss_cls: 2.6307, loss: 2.6307, grad_norm: 2.9269 2020-08-13 04:56:24,217 - mmaction - INFO - Epoch [6][160/940] lr: 4.000e-02, eta: 22:56:12, time: 0.866, data_time: 0.006, memory: 6440, top1_acc: 0.4100, top5_acc: 0.6664, loss_cls: 2.6033, loss: 2.6033, grad_norm: 2.9629 2020-08-13 04:56:42,597 - mmaction - INFO - Epoch [6][180/940] lr: 4.000e-02, eta: 22:55:52, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.4270, top5_acc: 0.6848, loss_cls: 2.5283, loss: 2.5283, grad_norm: 2.8447 2020-08-13 04:57:01,979 - mmaction - INFO - Epoch [6][200/940] lr: 4.000e-02, eta: 22:55:48, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.4160, top5_acc: 0.6697, loss_cls: 2.5522, loss: 2.5522, grad_norm: 2.8991 2020-08-13 04:57:22,751 - mmaction - INFO - Epoch [6][220/940] lr: 4.000e-02, eta: 22:56:11, time: 1.043, data_time: 0.008, memory: 6440, top1_acc: 0.4092, top5_acc: 0.6707, loss_cls: 2.6113, loss: 2.6113, grad_norm: 2.8872 2020-08-13 04:57:40,816 - mmaction - INFO - Epoch [6][240/940] lr: 4.000e-02, eta: 22:55:43, time: 0.901, data_time: 0.005, memory: 6440, top1_acc: 0.4090, top5_acc: 0.6617, loss_cls: 2.6228, loss: 2.6228, grad_norm: 2.9047 2020-08-13 04:57:59,067 - mmaction - INFO - Epoch [6][260/940] lr: 4.000e-02, eta: 22:55:20, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.4205, top5_acc: 0.6660, loss_cls: 2.5576, loss: 2.5576, grad_norm: 2.8830 2020-08-13 04:58:17,184 - mmaction - INFO - Epoch [6][280/940] lr: 4.000e-02, eta: 22:54:53, time: 0.903, data_time: 0.006, memory: 6440, top1_acc: 0.4135, top5_acc: 0.6670, loss_cls: 2.5736, loss: 2.5736, grad_norm: 2.8521 2020-08-13 04:58:34,331 - mmaction - INFO - Epoch [6][300/940] lr: 4.000e-02, eta: 22:54:10, time: 0.858, data_time: 0.006, memory: 6440, top1_acc: 0.4033, top5_acc: 0.6709, loss_cls: 2.6105, loss: 2.6105, grad_norm: 2.8230 2020-08-13 04:58:52,999 - mmaction - INFO - Epoch [6][320/940] lr: 4.000e-02, eta: 22:53:54, time: 0.934, data_time: 0.009, memory: 6440, top1_acc: 0.4186, top5_acc: 0.6781, loss_cls: 2.5358, loss: 2.5358, grad_norm: 2.8831 2020-08-13 04:59:13,029 - mmaction - INFO - Epoch [6][340/940] lr: 4.000e-02, eta: 22:54:02, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.4127, top5_acc: 0.6768, loss_cls: 2.5744, loss: 2.5744, grad_norm: 2.8951 2020-08-13 04:59:28,894 - mmaction - INFO - Epoch [6][360/940] lr: 4.000e-02, eta: 22:52:58, time: 0.797, data_time: 0.010, memory: 6440, top1_acc: 0.4068, top5_acc: 0.6611, loss_cls: 2.6301, loss: 2.6301, grad_norm: 2.9371 2020-08-13 04:59:50,465 - mmaction - INFO - Epoch [6][380/940] lr: 4.000e-02, eta: 22:53:32, time: 1.076, data_time: 0.005, memory: 6440, top1_acc: 0.4227, top5_acc: 0.6746, loss_cls: 2.5589, loss: 2.5589, grad_norm: 2.9161 2020-08-13 05:00:12,588 - mmaction - INFO - Epoch [6][400/940] lr: 4.000e-02, eta: 22:54:12, time: 1.097, data_time: 0.005, memory: 6440, top1_acc: 0.4109, top5_acc: 0.6686, loss_cls: 2.5902, loss: 2.5902, grad_norm: 2.8397 2020-08-13 05:00:27,935 - mmaction - INFO - Epoch [6][420/940] lr: 4.000e-02, eta: 22:53:02, time: 0.778, data_time: 0.018, memory: 6440, top1_acc: 0.4264, top5_acc: 0.6807, loss_cls: 2.5434, loss: 2.5434, grad_norm: 2.8423 2020-08-13 05:00:46,009 - mmaction - INFO - Epoch [6][440/940] lr: 4.000e-02, eta: 22:52:34, time: 0.901, data_time: 0.010, memory: 6440, top1_acc: 0.4262, top5_acc: 0.6734, loss_cls: 2.5701, loss: 2.5701, grad_norm: 2.9030 2020-08-13 05:01:05,234 - mmaction - INFO - Epoch [6][460/940] lr: 4.000e-02, eta: 22:52:29, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.4145, top5_acc: 0.6559, loss_cls: 2.6160, loss: 2.6160, grad_norm: 2.8510 2020-08-13 05:01:24,127 - mmaction - INFO - Epoch [6][480/940] lr: 4.000e-02, eta: 22:52:15, time: 0.941, data_time: 0.008, memory: 6440, top1_acc: 0.4166, top5_acc: 0.6693, loss_cls: 2.5823, loss: 2.5823, grad_norm: 2.8968 2020-08-13 05:01:42,710 - mmaction - INFO - Epoch [6][500/940] lr: 4.000e-02, eta: 22:51:58, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.4121, top5_acc: 0.6699, loss_cls: 2.5727, loss: 2.5727, grad_norm: 2.9177 2020-08-13 05:02:02,593 - mmaction - INFO - Epoch [6][520/940] lr: 4.000e-02, eta: 22:52:02, time: 0.993, data_time: 0.007, memory: 6440, top1_acc: 0.4066, top5_acc: 0.6715, loss_cls: 2.5823, loss: 2.5823, grad_norm: 2.8797 2020-08-13 05:02:18,897 - mmaction - INFO - Epoch [6][540/940] lr: 4.000e-02, eta: 22:51:06, time: 0.818, data_time: 0.007, memory: 6440, top1_acc: 0.4172, top5_acc: 0.6809, loss_cls: 2.5488, loss: 2.5488, grad_norm: 2.8752 2020-08-13 05:02:39,403 - mmaction - INFO - Epoch [6][560/940] lr: 4.000e-02, eta: 22:51:20, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.4119, top5_acc: 0.6686, loss_cls: 2.5924, loss: 2.5924, grad_norm: 2.8920 2020-08-13 05:02:57,751 - mmaction - INFO - Epoch [6][580/940] lr: 4.000e-02, eta: 22:50:59, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.4303, top5_acc: 0.6752, loss_cls: 2.5181, loss: 2.5181, grad_norm: 2.8521 2020-08-13 05:03:16,115 - mmaction - INFO - Epoch [6][600/940] lr: 4.000e-02, eta: 22:50:36, time: 0.914, data_time: 0.005, memory: 6440, top1_acc: 0.4186, top5_acc: 0.6691, loss_cls: 2.5802, loss: 2.5802, grad_norm: 2.8380 2020-08-13 05:03:33,011 - mmaction - INFO - Epoch [6][620/940] lr: 4.000e-02, eta: 22:49:52, time: 0.849, data_time: 0.007, memory: 6440, top1_acc: 0.4059, top5_acc: 0.6672, loss_cls: 2.6270, loss: 2.6270, grad_norm: 2.8549 2020-08-13 05:03:52,387 - mmaction - INFO - Epoch [6][640/940] lr: 4.000e-02, eta: 22:49:46, time: 0.966, data_time: 0.007, memory: 6440, top1_acc: 0.4100, top5_acc: 0.6707, loss_cls: 2.6075, loss: 2.6075, grad_norm: 2.9110 2020-08-13 05:04:10,750 - mmaction - INFO - Epoch [6][660/940] lr: 4.000e-02, eta: 22:49:26, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.4049, top5_acc: 0.6674, loss_cls: 2.6187, loss: 2.6187, grad_norm: 2.8345 2020-08-13 05:04:29,302 - mmaction - INFO - Epoch [6][680/940] lr: 4.000e-02, eta: 22:49:07, time: 0.926, data_time: 0.005, memory: 6440, top1_acc: 0.4215, top5_acc: 0.6826, loss_cls: 2.5546, loss: 2.5546, grad_norm: 2.8245 2020-08-13 05:04:48,289 - mmaction - INFO - Epoch [6][700/940] lr: 4.000e-02, eta: 22:48:56, time: 0.951, data_time: 0.005, memory: 6440, top1_acc: 0.4197, top5_acc: 0.6729, loss_cls: 2.5555, loss: 2.5555, grad_norm: 2.8619 2020-08-13 05:05:04,828 - mmaction - INFO - Epoch [6][720/940] lr: 4.000e-02, eta: 22:48:04, time: 0.824, data_time: 0.005, memory: 6440, top1_acc: 0.4215, top5_acc: 0.6797, loss_cls: 2.5505, loss: 2.5505, grad_norm: 2.8598 2020-08-13 05:05:23,500 - mmaction - INFO - Epoch [6][740/940] lr: 4.000e-02, eta: 22:47:49, time: 0.936, data_time: 0.005, memory: 6440, top1_acc: 0.4270, top5_acc: 0.6801, loss_cls: 2.5363, loss: 2.5363, grad_norm: 2.8829 2020-08-13 05:05:43,439 - mmaction - INFO - Epoch [6][760/940] lr: 4.000e-02, eta: 22:47:51, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.4094, top5_acc: 0.6717, loss_cls: 2.5984, loss: 2.5984, grad_norm: 2.9132 2020-08-13 05:06:01,485 - mmaction - INFO - Epoch [6][780/940] lr: 4.000e-02, eta: 22:47:26, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.4131, top5_acc: 0.6723, loss_cls: 2.5994, loss: 2.5994, grad_norm: 2.8940 2020-08-13 05:06:18,868 - mmaction - INFO - Epoch [6][800/940] lr: 4.000e-02, eta: 22:46:49, time: 0.871, data_time: 0.009, memory: 6440, top1_acc: 0.4189, top5_acc: 0.6717, loss_cls: 2.5848, loss: 2.5848, grad_norm: 2.8076 2020-08-13 05:06:37,102 - mmaction - INFO - Epoch [6][820/940] lr: 4.000e-02, eta: 22:46:25, time: 0.907, data_time: 0.005, memory: 6440, top1_acc: 0.4115, top5_acc: 0.6734, loss_cls: 2.5634, loss: 2.5634, grad_norm: 2.8466 2020-08-13 05:06:55,374 - mmaction - INFO - Epoch [6][840/940] lr: 4.000e-02, eta: 22:46:02, time: 0.915, data_time: 0.008, memory: 6440, top1_acc: 0.4023, top5_acc: 0.6676, loss_cls: 2.6094, loss: 2.6094, grad_norm: 2.9082 2020-08-13 05:07:14,485 - mmaction - INFO - Epoch [6][860/940] lr: 4.000e-02, eta: 22:45:54, time: 0.958, data_time: 0.009, memory: 6440, top1_acc: 0.4096, top5_acc: 0.6729, loss_cls: 2.5806, loss: 2.5806, grad_norm: 2.8604 2020-08-13 05:07:32,229 - mmaction - INFO - Epoch [6][880/940] lr: 4.000e-02, eta: 22:45:22, time: 0.885, data_time: 0.005, memory: 6440, top1_acc: 0.4270, top5_acc: 0.6824, loss_cls: 2.5336, loss: 2.5336, grad_norm: 2.8447 2020-08-13 05:07:51,402 - mmaction - INFO - Epoch [6][900/940] lr: 4.000e-02, eta: 22:45:14, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.4221, top5_acc: 0.6809, loss_cls: 2.5626, loss: 2.5626, grad_norm: 2.8553 2020-08-13 05:08:09,612 - mmaction - INFO - Epoch [6][920/940] lr: 4.000e-02, eta: 22:44:49, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.4127, top5_acc: 0.6711, loss_cls: 2.5660, loss: 2.5660, grad_norm: 2.8544 2020-08-13 05:08:27,050 - mmaction - INFO - Epoch [6][940/940] lr: 4.000e-02, eta: 22:44:15, time: 0.877, data_time: 0.009, memory: 6440, top1_acc: 0.4136, top5_acc: 0.6652, loss_cls: 2.6338, loss: 2.6338, grad_norm: 2.8722 2020-08-13 05:08:27,477 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-13 05:08:55,152 - mmaction - INFO - Epoch [7][20/940] lr: 4.000e-02, eta: 22:46:07, time: 1.344, data_time: 0.575, memory: 6440, top1_acc: 0.4342, top5_acc: 0.6863, loss_cls: 2.5132, loss: 2.5132, grad_norm: 2.7958 2020-08-13 05:09:11,682 - mmaction - INFO - Epoch [7][40/940] lr: 4.000e-02, eta: 22:45:17, time: 0.828, data_time: 0.005, memory: 6440, top1_acc: 0.4389, top5_acc: 0.6852, loss_cls: 2.5000, loss: 2.5000, grad_norm: 2.8327 2020-08-13 05:09:30,736 - mmaction - INFO - Epoch [7][60/940] lr: 4.000e-02, eta: 22:45:06, time: 0.952, data_time: 0.008, memory: 6440, top1_acc: 0.4197, top5_acc: 0.6826, loss_cls: 2.5316, loss: 2.5316, grad_norm: 2.8741 2020-08-13 05:09:50,439 - mmaction - INFO - Epoch [7][80/940] lr: 4.000e-02, eta: 22:45:06, time: 0.988, data_time: 0.006, memory: 6440, top1_acc: 0.4240, top5_acc: 0.6760, loss_cls: 2.5420, loss: 2.5420, grad_norm: 2.8599 2020-08-13 05:10:09,107 - mmaction - INFO - Epoch [7][100/940] lr: 4.000e-02, eta: 22:44:49, time: 0.933, data_time: 0.004, memory: 6440, top1_acc: 0.4266, top5_acc: 0.6838, loss_cls: 2.5275, loss: 2.5275, grad_norm: 2.8586 2020-08-13 05:10:28,169 - mmaction - INFO - Epoch [7][120/940] lr: 4.000e-02, eta: 22:44:39, time: 0.953, data_time: 0.002, memory: 6440, top1_acc: 0.4365, top5_acc: 0.6918, loss_cls: 2.4566, loss: 2.4566, grad_norm: 2.7882 2020-08-13 05:10:46,456 - mmaction - INFO - Epoch [7][140/940] lr: 4.000e-02, eta: 22:44:15, time: 0.913, data_time: 0.005, memory: 6440, top1_acc: 0.4377, top5_acc: 0.6818, loss_cls: 2.4965, loss: 2.4965, grad_norm: 2.8580 2020-08-13 05:11:04,363 - mmaction - INFO - Epoch [7][160/940] lr: 4.000e-02, eta: 22:43:47, time: 0.896, data_time: 0.006, memory: 6440, top1_acc: 0.4238, top5_acc: 0.6832, loss_cls: 2.5353, loss: 2.5353, grad_norm: 2.8962 2020-08-13 05:11:23,396 - mmaction - INFO - Epoch [7][180/940] lr: 4.000e-02, eta: 22:43:36, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.4334, top5_acc: 0.6764, loss_cls: 2.5395, loss: 2.5395, grad_norm: 2.8362 2020-08-13 05:11:41,450 - mmaction - INFO - Epoch [7][200/940] lr: 4.000e-02, eta: 22:43:09, time: 0.901, data_time: 0.004, memory: 6440, top1_acc: 0.4328, top5_acc: 0.6873, loss_cls: 2.4872, loss: 2.4872, grad_norm: 2.8725 2020-08-13 05:12:00,926 - mmaction - INFO - Epoch [7][220/940] lr: 4.000e-02, eta: 22:43:05, time: 0.976, data_time: 0.005, memory: 6440, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.5976, loss: 2.5976, grad_norm: 2.8749 2020-08-13 05:12:17,100 - mmaction - INFO - Epoch [7][240/940] lr: 4.000e-02, eta: 22:42:10, time: 0.807, data_time: 0.008, memory: 6440, top1_acc: 0.4320, top5_acc: 0.6844, loss_cls: 2.4774, loss: 2.4774, grad_norm: 2.8740 2020-08-13 05:12:35,804 - mmaction - INFO - Epoch [7][260/940] lr: 4.000e-02, eta: 22:41:55, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.4197, top5_acc: 0.6801, loss_cls: 2.5182, loss: 2.5182, grad_norm: 2.8944 2020-08-13 05:12:53,364 - mmaction - INFO - Epoch [7][280/940] lr: 4.000e-02, eta: 22:41:21, time: 0.877, data_time: 0.005, memory: 6440, top1_acc: 0.4293, top5_acc: 0.6869, loss_cls: 2.5108, loss: 2.5108, grad_norm: 2.8148 2020-08-13 05:13:11,928 - mmaction - INFO - Epoch [7][300/940] lr: 4.000e-02, eta: 22:41:03, time: 0.929, data_time: 0.005, memory: 6440, top1_acc: 0.4230, top5_acc: 0.6877, loss_cls: 2.5190, loss: 2.5190, grad_norm: 2.8758 2020-08-13 05:13:31,151 - mmaction - INFO - Epoch [7][320/940] lr: 4.000e-02, eta: 22:40:53, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.4295, top5_acc: 0.6828, loss_cls: 2.5074, loss: 2.5074, grad_norm: 2.8799 2020-08-13 05:13:50,798 - mmaction - INFO - Epoch [7][340/940] lr: 4.000e-02, eta: 22:40:52, time: 0.987, data_time: 0.010, memory: 6440, top1_acc: 0.4264, top5_acc: 0.6791, loss_cls: 2.5304, loss: 2.5304, grad_norm: 2.8370 2020-08-13 05:14:08,931 - mmaction - INFO - Epoch [7][360/940] lr: 4.000e-02, eta: 22:40:26, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.4297, top5_acc: 0.6896, loss_cls: 2.5075, loss: 2.5075, grad_norm: 2.8572 2020-08-13 05:14:29,238 - mmaction - INFO - Epoch [7][380/940] lr: 4.000e-02, eta: 22:40:34, time: 1.020, data_time: 0.009, memory: 6440, top1_acc: 0.4375, top5_acc: 0.6883, loss_cls: 2.5043, loss: 2.5043, grad_norm: 2.8863 2020-08-13 05:14:48,192 - mmaction - INFO - Epoch [7][400/940] lr: 4.000e-02, eta: 22:40:21, time: 0.944, data_time: 0.006, memory: 6440, top1_acc: 0.4320, top5_acc: 0.6785, loss_cls: 2.4977, loss: 2.4977, grad_norm: 2.8558 2020-08-13 05:15:07,683 - mmaction - INFO - Epoch [7][420/940] lr: 4.000e-02, eta: 22:40:16, time: 0.977, data_time: 0.008, memory: 6440, top1_acc: 0.4301, top5_acc: 0.6900, loss_cls: 2.5065, loss: 2.5065, grad_norm: 2.8698 2020-08-13 05:15:25,324 - mmaction - INFO - Epoch [7][440/940] lr: 4.000e-02, eta: 22:39:45, time: 0.884, data_time: 0.006, memory: 6440, top1_acc: 0.4256, top5_acc: 0.6854, loss_cls: 2.5164, loss: 2.5164, grad_norm: 2.8848 2020-08-13 05:15:44,932 - mmaction - INFO - Epoch [7][460/940] lr: 4.000e-02, eta: 22:39:41, time: 0.980, data_time: 0.006, memory: 6440, top1_acc: 0.4205, top5_acc: 0.6879, loss_cls: 2.5056, loss: 2.5056, grad_norm: 2.8439 2020-08-13 05:16:02,974 - mmaction - INFO - Epoch [7][480/940] lr: 4.000e-02, eta: 22:39:15, time: 0.902, data_time: 0.002, memory: 6440, top1_acc: 0.4352, top5_acc: 0.6879, loss_cls: 2.4900, loss: 2.4900, grad_norm: 2.8764 2020-08-13 05:16:20,354 - mmaction - INFO - Epoch [7][500/940] lr: 4.000e-02, eta: 22:38:39, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.4217, top5_acc: 0.6885, loss_cls: 2.4944, loss: 2.4944, grad_norm: 2.8817 2020-08-13 05:16:38,729 - mmaction - INFO - Epoch [7][520/940] lr: 4.000e-02, eta: 22:38:19, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.4262, top5_acc: 0.6863, loss_cls: 2.5381, loss: 2.5381, grad_norm: 2.8590 2020-08-13 05:16:57,622 - mmaction - INFO - Epoch [7][540/940] lr: 4.000e-02, eta: 22:38:04, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.4277, top5_acc: 0.6818, loss_cls: 2.5268, loss: 2.5268, grad_norm: 2.8516 2020-08-13 05:17:14,993 - mmaction - INFO - Epoch [7][560/940] lr: 4.000e-02, eta: 22:37:29, time: 0.870, data_time: 0.009, memory: 6440, top1_acc: 0.4254, top5_acc: 0.6859, loss_cls: 2.5179, loss: 2.5179, grad_norm: 2.8933 2020-08-13 05:17:34,222 - mmaction - INFO - Epoch [7][580/940] lr: 4.000e-02, eta: 22:37:20, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.4395, top5_acc: 0.6934, loss_cls: 2.4642, loss: 2.4642, grad_norm: 2.7954 2020-08-13 05:17:53,031 - mmaction - INFO - Epoch [7][600/940] lr: 4.000e-02, eta: 22:37:06, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.4168, top5_acc: 0.6879, loss_cls: 2.5237, loss: 2.5237, grad_norm: 2.8871 2020-08-13 05:18:12,698 - mmaction - INFO - Epoch [7][620/940] lr: 4.000e-02, eta: 22:37:03, time: 0.983, data_time: 0.004, memory: 6440, top1_acc: 0.4279, top5_acc: 0.6912, loss_cls: 2.4905, loss: 2.4905, grad_norm: 2.8563 2020-08-13 05:18:31,717 - mmaction - INFO - Epoch [7][640/940] lr: 4.000e-02, eta: 22:36:50, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.4344, top5_acc: 0.6889, loss_cls: 2.4707, loss: 2.4707, grad_norm: 2.8504 2020-08-13 05:18:48,888 - mmaction - INFO - Epoch [7][660/940] lr: 4.000e-02, eta: 22:36:13, time: 0.861, data_time: 0.006, memory: 6440, top1_acc: 0.4285, top5_acc: 0.6832, loss_cls: 2.5189, loss: 2.5189, grad_norm: 2.8395 2020-08-13 05:19:08,645 - mmaction - INFO - Epoch [7][680/940] lr: 4.000e-02, eta: 22:36:10, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.4262, top5_acc: 0.6711, loss_cls: 2.5165, loss: 2.5165, grad_norm: 2.8166 2020-08-13 05:19:27,096 - mmaction - INFO - Epoch [7][700/940] lr: 4.000e-02, eta: 22:35:50, time: 0.921, data_time: 0.008, memory: 6440, top1_acc: 0.4471, top5_acc: 0.6969, loss_cls: 2.4490, loss: 2.4490, grad_norm: 2.8137 2020-08-13 05:19:46,782 - mmaction - INFO - Epoch [7][720/940] lr: 4.000e-02, eta: 22:35:47, time: 0.986, data_time: 0.009, memory: 6440, top1_acc: 0.4357, top5_acc: 0.6889, loss_cls: 2.4967, loss: 2.4967, grad_norm: 2.8739 2020-08-13 05:20:04,314 - mmaction - INFO - Epoch [7][740/940] lr: 4.000e-02, eta: 22:35:15, time: 0.877, data_time: 0.005, memory: 6440, top1_acc: 0.4217, top5_acc: 0.6879, loss_cls: 2.4986, loss: 2.4986, grad_norm: 2.8447 2020-08-13 05:20:23,626 - mmaction - INFO - Epoch [7][760/940] lr: 4.000e-02, eta: 22:35:06, time: 0.966, data_time: 0.005, memory: 6440, top1_acc: 0.4373, top5_acc: 0.6895, loss_cls: 2.4745, loss: 2.4745, grad_norm: 2.7637 2020-08-13 05:20:41,630 - mmaction - INFO - Epoch [7][780/940] lr: 4.000e-02, eta: 22:34:39, time: 0.896, data_time: 0.009, memory: 6440, top1_acc: 0.4270, top5_acc: 0.6893, loss_cls: 2.5130, loss: 2.5130, grad_norm: 2.8353 2020-08-13 05:20:58,597 - mmaction - INFO - Epoch [7][800/940] lr: 4.000e-02, eta: 22:33:59, time: 0.850, data_time: 0.007, memory: 6440, top1_acc: 0.4381, top5_acc: 0.6891, loss_cls: 2.4648, loss: 2.4648, grad_norm: 2.8986 2020-08-13 05:21:18,304 - mmaction - INFO - Epoch [7][820/940] lr: 4.000e-02, eta: 22:33:57, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.4395, top5_acc: 0.6928, loss_cls: 2.4657, loss: 2.4657, grad_norm: 2.8416 2020-08-13 05:21:37,200 - mmaction - INFO - Epoch [7][840/940] lr: 4.000e-02, eta: 22:33:43, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.4396, top5_acc: 0.6918, loss_cls: 2.4858, loss: 2.4858, grad_norm: 2.8199 2020-08-13 05:21:55,217 - mmaction - INFO - Epoch [7][860/940] lr: 4.000e-02, eta: 22:33:17, time: 0.899, data_time: 0.005, memory: 6440, top1_acc: 0.4352, top5_acc: 0.6924, loss_cls: 2.4536, loss: 2.4536, grad_norm: 2.8293 2020-08-13 05:22:12,389 - mmaction - INFO - Epoch [7][880/940] lr: 4.000e-02, eta: 22:32:40, time: 0.860, data_time: 0.008, memory: 6440, top1_acc: 0.4357, top5_acc: 0.6777, loss_cls: 2.4950, loss: 2.4950, grad_norm: 2.8364 2020-08-13 05:22:30,919 - mmaction - INFO - Epoch [7][900/940] lr: 4.000e-02, eta: 22:32:20, time: 0.924, data_time: 0.002, memory: 6440, top1_acc: 0.4254, top5_acc: 0.6803, loss_cls: 2.5453, loss: 2.5453, grad_norm: 2.8786 2020-08-13 05:22:49,396 - mmaction - INFO - Epoch [7][920/940] lr: 4.000e-02, eta: 22:32:00, time: 0.922, data_time: 0.008, memory: 6440, top1_acc: 0.4285, top5_acc: 0.6957, loss_cls: 2.4902, loss: 2.4902, grad_norm: 2.8661 2020-08-13 05:23:07,012 - mmaction - INFO - Epoch [7][940/940] lr: 4.000e-02, eta: 22:31:30, time: 0.886, data_time: 0.010, memory: 6440, top1_acc: 0.4399, top5_acc: 0.6962, loss_cls: 2.4596, loss: 2.4596, grad_norm: 2.8222 2020-08-13 05:23:07,270 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-13 05:23:32,931 - mmaction - INFO - Epoch [8][20/940] lr: 4.000e-02, eta: 22:32:39, time: 1.255, data_time: 0.436, memory: 6440, top1_acc: 0.4387, top5_acc: 0.6992, loss_cls: 2.4341, loss: 2.4341, grad_norm: 2.8357 2020-08-13 05:23:49,659 - mmaction - INFO - Epoch [8][40/940] lr: 4.000e-02, eta: 22:31:56, time: 0.839, data_time: 0.007, memory: 6440, top1_acc: 0.4473, top5_acc: 0.6957, loss_cls: 2.4249, loss: 2.4249, grad_norm: 2.8088 2020-08-13 05:24:09,651 - mmaction - INFO - Epoch [8][60/940] lr: 4.000e-02, eta: 22:31:55, time: 0.995, data_time: 0.006, memory: 6440, top1_acc: 0.4547, top5_acc: 0.7061, loss_cls: 2.3868, loss: 2.3868, grad_norm: 2.7483 2020-08-13 05:24:25,841 - mmaction - INFO - Epoch [8][80/940] lr: 4.000e-02, eta: 22:31:06, time: 0.812, data_time: 0.007, memory: 6440, top1_acc: 0.4453, top5_acc: 0.7008, loss_cls: 2.4091, loss: 2.4091, grad_norm: 2.8365 2020-08-13 05:24:45,324 - mmaction - INFO - Epoch [8][100/940] lr: 4.000e-02, eta: 22:31:00, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.4338, top5_acc: 0.6953, loss_cls: 2.4593, loss: 2.4593, grad_norm: 2.9096 2020-08-13 05:25:03,279 - mmaction - INFO - Epoch [8][120/940] lr: 4.000e-02, eta: 22:30:34, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.4387, top5_acc: 0.6904, loss_cls: 2.4667, loss: 2.4667, grad_norm: 2.8483 2020-08-13 05:25:24,257 - mmaction - INFO - Epoch [8][140/940] lr: 4.000e-02, eta: 22:30:46, time: 1.047, data_time: 0.002, memory: 6440, top1_acc: 0.4453, top5_acc: 0.6969, loss_cls: 2.4335, loss: 2.4335, grad_norm: 2.8598 2020-08-13 05:25:43,497 - mmaction - INFO - Epoch [8][160/940] lr: 4.000e-02, eta: 22:30:36, time: 0.962, data_time: 0.007, memory: 6440, top1_acc: 0.4402, top5_acc: 0.7043, loss_cls: 2.4195, loss: 2.4195, grad_norm: 2.9169 2020-08-13 05:25:59,982 - mmaction - INFO - Epoch [8][180/940] lr: 4.000e-02, eta: 22:29:50, time: 0.822, data_time: 0.008, memory: 6440, top1_acc: 0.4320, top5_acc: 0.6854, loss_cls: 2.4700, loss: 2.4700, grad_norm: 2.8536 2020-08-13 05:26:18,990 - mmaction - INFO - Epoch [8][200/940] lr: 4.000e-02, eta: 22:29:38, time: 0.954, data_time: 0.008, memory: 6440, top1_acc: 0.4412, top5_acc: 0.6971, loss_cls: 2.4563, loss: 2.4563, grad_norm: 2.8471 2020-08-13 05:26:38,104 - mmaction - INFO - Epoch [8][220/940] lr: 4.000e-02, eta: 22:29:26, time: 0.955, data_time: 0.002, memory: 6440, top1_acc: 0.4412, top5_acc: 0.6988, loss_cls: 2.4120, loss: 2.4120, grad_norm: 2.8499 2020-08-13 05:26:57,279 - mmaction - INFO - Epoch [8][240/940] lr: 4.000e-02, eta: 22:29:15, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.4422, top5_acc: 0.7023, loss_cls: 2.4141, loss: 2.4141, grad_norm: 2.8408 2020-08-13 05:27:16,544 - mmaction - INFO - Epoch [8][260/940] lr: 4.000e-02, eta: 22:29:06, time: 0.965, data_time: 0.006, memory: 6440, top1_acc: 0.4434, top5_acc: 0.7047, loss_cls: 2.4319, loss: 2.4319, grad_norm: 2.8533 2020-08-13 05:27:34,685 - mmaction - INFO - Epoch [8][280/940] lr: 4.000e-02, eta: 22:28:41, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.4459, top5_acc: 0.7006, loss_cls: 2.4221, loss: 2.4221, grad_norm: 2.8326 2020-08-13 05:27:53,589 - mmaction - INFO - Epoch [8][300/940] lr: 4.000e-02, eta: 22:28:27, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.4309, top5_acc: 0.6895, loss_cls: 2.4689, loss: 2.4689, grad_norm: 2.8211 2020-08-13 05:28:11,523 - mmaction - INFO - Epoch [8][320/940] lr: 4.000e-02, eta: 22:28:00, time: 0.895, data_time: 0.006, memory: 6440, top1_acc: 0.4404, top5_acc: 0.6953, loss_cls: 2.4518, loss: 2.4518, grad_norm: 2.8354 2020-08-13 05:28:30,256 - mmaction - INFO - Epoch [8][340/940] lr: 4.000e-02, eta: 22:27:44, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.4328, top5_acc: 0.6895, loss_cls: 2.4747, loss: 2.4747, grad_norm: 2.8378 2020-08-13 05:28:48,494 - mmaction - INFO - Epoch [8][360/940] lr: 4.000e-02, eta: 22:27:21, time: 0.910, data_time: 0.005, memory: 6440, top1_acc: 0.4467, top5_acc: 0.6891, loss_cls: 2.4455, loss: 2.4455, grad_norm: 2.8529 2020-08-13 05:29:08,405 - mmaction - INFO - Epoch [8][380/940] lr: 4.000e-02, eta: 22:27:19, time: 0.994, data_time: 0.007, memory: 6440, top1_acc: 0.4342, top5_acc: 0.6924, loss_cls: 2.4757, loss: 2.4757, grad_norm: 2.8304 2020-08-13 05:29:26,318 - mmaction - INFO - Epoch [8][400/940] lr: 4.000e-02, eta: 22:26:52, time: 0.897, data_time: 0.009, memory: 6440, top1_acc: 0.4303, top5_acc: 0.6955, loss_cls: 2.4620, loss: 2.4620, grad_norm: 2.8628 2020-08-13 05:29:46,814 - mmaction - INFO - Epoch [8][420/940] lr: 4.000e-02, eta: 22:26:58, time: 1.025, data_time: 0.007, memory: 6440, top1_acc: 0.4437, top5_acc: 0.6977, loss_cls: 2.4183, loss: 2.4183, grad_norm: 2.8570 2020-08-13 05:30:03,989 - mmaction - INFO - Epoch [8][440/940] lr: 4.000e-02, eta: 22:26:22, time: 0.860, data_time: 0.008, memory: 6440, top1_acc: 0.4408, top5_acc: 0.7119, loss_cls: 2.3993, loss: 2.3993, grad_norm: 2.8369 2020-08-13 05:30:23,747 - mmaction - INFO - Epoch [8][460/940] lr: 4.000e-02, eta: 22:26:17, time: 0.984, data_time: 0.003, memory: 6440, top1_acc: 0.4242, top5_acc: 0.6830, loss_cls: 2.4986, loss: 2.4986, grad_norm: 2.8438 2020-08-13 05:30:42,230 - mmaction - INFO - Epoch [8][480/940] lr: 4.000e-02, eta: 22:25:58, time: 0.927, data_time: 0.009, memory: 6440, top1_acc: 0.4453, top5_acc: 0.6959, loss_cls: 2.4191, loss: 2.4191, grad_norm: 2.7849 2020-08-13 05:31:01,706 - mmaction - INFO - Epoch [8][500/940] lr: 4.000e-02, eta: 22:25:51, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.4488, top5_acc: 0.7031, loss_cls: 2.4215, loss: 2.4215, grad_norm: 2.8349 2020-08-13 05:31:21,548 - mmaction - INFO - Epoch [8][520/940] lr: 4.000e-02, eta: 22:25:46, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.4336, top5_acc: 0.6918, loss_cls: 2.4508, loss: 2.4508, grad_norm: 2.8531 2020-08-13 05:31:40,605 - mmaction - INFO - Epoch [8][540/940] lr: 4.000e-02, eta: 22:25:35, time: 0.958, data_time: 0.008, memory: 6440, top1_acc: 0.4379, top5_acc: 0.6973, loss_cls: 2.4298, loss: 2.4298, grad_norm: 2.8043 2020-08-13 05:31:58,978 - mmaction - INFO - Epoch [8][560/940] lr: 4.000e-02, eta: 22:25:13, time: 0.915, data_time: 0.005, memory: 6440, top1_acc: 0.4400, top5_acc: 0.6883, loss_cls: 2.4638, loss: 2.4638, grad_norm: 2.8456 2020-08-13 05:32:16,967 - mmaction - INFO - Epoch [8][580/940] lr: 4.000e-02, eta: 22:24:47, time: 0.901, data_time: 0.007, memory: 6440, top1_acc: 0.4469, top5_acc: 0.7070, loss_cls: 2.3977, loss: 2.3977, grad_norm: 2.8495 2020-08-13 05:32:36,272 - mmaction - INFO - Epoch [8][600/940] lr: 4.000e-02, eta: 22:24:38, time: 0.968, data_time: 0.008, memory: 6440, top1_acc: 0.4416, top5_acc: 0.6943, loss_cls: 2.4530, loss: 2.4530, grad_norm: 2.8103 2020-08-13 05:32:55,348 - mmaction - INFO - Epoch [8][620/940] lr: 4.000e-02, eta: 22:24:24, time: 0.949, data_time: 0.008, memory: 6440, top1_acc: 0.4479, top5_acc: 0.6908, loss_cls: 2.4405, loss: 2.4405, grad_norm: 2.8325 2020-08-13 05:33:14,114 - mmaction - INFO - Epoch [8][640/940] lr: 4.000e-02, eta: 22:24:08, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.4436, top5_acc: 0.6992, loss_cls: 2.4423, loss: 2.4423, grad_norm: 2.8175 2020-08-13 05:33:33,123 - mmaction - INFO - Epoch [8][660/940] lr: 4.000e-02, eta: 22:23:55, time: 0.952, data_time: 0.009, memory: 6440, top1_acc: 0.4350, top5_acc: 0.6937, loss_cls: 2.4440, loss: 2.4440, grad_norm: 2.7815 2020-08-13 05:33:52,466 - mmaction - INFO - Epoch [8][680/940] lr: 4.000e-02, eta: 22:23:44, time: 0.961, data_time: 0.009, memory: 6440, top1_acc: 0.4471, top5_acc: 0.7037, loss_cls: 2.4002, loss: 2.4002, grad_norm: 2.8367 2020-08-13 05:34:12,641 - mmaction - INFO - Epoch [8][700/940] lr: 4.000e-02, eta: 22:23:46, time: 1.015, data_time: 0.008, memory: 6440, top1_acc: 0.4344, top5_acc: 0.6994, loss_cls: 2.4523, loss: 2.4523, grad_norm: 2.8176 2020-08-13 05:34:30,283 - mmaction - INFO - Epoch [8][720/940] lr: 4.000e-02, eta: 22:23:15, time: 0.879, data_time: 0.006, memory: 6440, top1_acc: 0.4260, top5_acc: 0.6889, loss_cls: 2.4669, loss: 2.4669, grad_norm: 2.7673 2020-08-13 05:34:48,648 - mmaction - INFO - Epoch [8][740/940] lr: 4.000e-02, eta: 22:22:55, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.4479, top5_acc: 0.6900, loss_cls: 2.4292, loss: 2.4292, grad_norm: 2.8629 2020-08-13 05:35:06,056 - mmaction - INFO - Epoch [8][760/940] lr: 4.000e-02, eta: 22:22:22, time: 0.870, data_time: 0.005, memory: 6440, top1_acc: 0.4352, top5_acc: 0.6902, loss_cls: 2.4690, loss: 2.4690, grad_norm: 2.8475 2020-08-13 05:35:25,871 - mmaction - INFO - Epoch [8][780/940] lr: 4.000e-02, eta: 22:22:18, time: 0.989, data_time: 0.002, memory: 6440, top1_acc: 0.4426, top5_acc: 0.6996, loss_cls: 2.4479, loss: 2.4479, grad_norm: 2.8033 2020-08-13 05:35:44,425 - mmaction - INFO - Epoch [8][800/940] lr: 4.000e-02, eta: 22:21:59, time: 0.930, data_time: 0.008, memory: 6440, top1_acc: 0.4471, top5_acc: 0.6887, loss_cls: 2.4314, loss: 2.4314, grad_norm: 2.7521 2020-08-13 05:36:02,988 - mmaction - INFO - Epoch [8][820/940] lr: 4.000e-02, eta: 22:21:40, time: 0.926, data_time: 0.007, memory: 6440, top1_acc: 0.4406, top5_acc: 0.6955, loss_cls: 2.4577, loss: 2.4577, grad_norm: 2.8195 2020-08-13 05:36:21,644 - mmaction - INFO - Epoch [8][840/940] lr: 4.000e-02, eta: 22:21:22, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.4529, top5_acc: 0.7063, loss_cls: 2.3901, loss: 2.3901, grad_norm: 2.7593 2020-08-13 05:36:39,221 - mmaction - INFO - Epoch [8][860/940] lr: 4.000e-02, eta: 22:20:51, time: 0.875, data_time: 0.004, memory: 6440, top1_acc: 0.4561, top5_acc: 0.7064, loss_cls: 2.3843, loss: 2.3843, grad_norm: 2.7935 2020-08-13 05:36:56,451 - mmaction - INFO - Epoch [8][880/940] lr: 4.000e-02, eta: 22:20:17, time: 0.863, data_time: 0.007, memory: 6440, top1_acc: 0.4475, top5_acc: 0.7068, loss_cls: 2.3914, loss: 2.3914, grad_norm: 2.7927 2020-08-13 05:37:15,249 - mmaction - INFO - Epoch [8][900/940] lr: 4.000e-02, eta: 22:20:01, time: 0.940, data_time: 0.010, memory: 6440, top1_acc: 0.4463, top5_acc: 0.7031, loss_cls: 2.4170, loss: 2.4170, grad_norm: 2.8782 2020-08-13 05:37:33,318 - mmaction - INFO - Epoch [8][920/940] lr: 4.000e-02, eta: 22:19:36, time: 0.903, data_time: 0.008, memory: 6440, top1_acc: 0.4393, top5_acc: 0.7016, loss_cls: 2.4582, loss: 2.4582, grad_norm: 2.7903 2020-08-13 05:37:50,465 - mmaction - INFO - Epoch [8][940/940] lr: 4.000e-02, eta: 22:19:02, time: 0.860, data_time: 0.008, memory: 6440, top1_acc: 0.4564, top5_acc: 0.7023, loss_cls: 2.3917, loss: 2.3917, grad_norm: 2.7960 2020-08-13 05:37:50,734 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-13 05:38:14,082 - mmaction - INFO - Epoch [9][20/940] lr: 4.000e-02, eta: 22:19:32, time: 1.142, data_time: 0.412, memory: 6440, top1_acc: 0.4588, top5_acc: 0.7096, loss_cls: 2.3761, loss: 2.3761, grad_norm: 2.8624 2020-08-13 05:38:32,926 - mmaction - INFO - Epoch [9][40/940] lr: 4.000e-02, eta: 22:19:16, time: 0.940, data_time: 0.005, memory: 6440, top1_acc: 0.4619, top5_acc: 0.7117, loss_cls: 2.3797, loss: 2.3797, grad_norm: 2.8338 2020-08-13 05:38:51,109 - mmaction - INFO - Epoch [9][60/940] lr: 4.000e-02, eta: 22:18:53, time: 0.909, data_time: 0.008, memory: 6440, top1_acc: 0.4473, top5_acc: 0.7020, loss_cls: 2.4327, loss: 2.4327, grad_norm: 2.8078 2020-08-13 05:39:08,939 - mmaction - INFO - Epoch [9][80/940] lr: 4.000e-02, eta: 22:18:25, time: 0.889, data_time: 0.007, memory: 6440, top1_acc: 0.4590, top5_acc: 0.7037, loss_cls: 2.3546, loss: 2.3546, grad_norm: 2.7431 2020-08-13 05:39:29,313 - mmaction - INFO - Epoch [9][100/940] lr: 4.000e-02, eta: 22:18:27, time: 1.023, data_time: 0.008, memory: 6440, top1_acc: 0.4506, top5_acc: 0.7045, loss_cls: 2.3781, loss: 2.3781, grad_norm: 2.8408 2020-08-13 05:39:47,646 - mmaction - INFO - Epoch [9][120/940] lr: 4.000e-02, eta: 22:18:05, time: 0.914, data_time: 0.005, memory: 6440, top1_acc: 0.4572, top5_acc: 0.7111, loss_cls: 2.3474, loss: 2.3474, grad_norm: 2.8305 2020-08-13 05:40:06,435 - mmaction - INFO - Epoch [9][140/940] lr: 4.000e-02, eta: 22:17:50, time: 0.942, data_time: 0.007, memory: 6440, top1_acc: 0.4420, top5_acc: 0.7033, loss_cls: 2.4115, loss: 2.4115, grad_norm: 2.8317 2020-08-13 05:40:24,889 - mmaction - INFO - Epoch [9][160/940] lr: 4.000e-02, eta: 22:17:29, time: 0.921, data_time: 0.002, memory: 6440, top1_acc: 0.4584, top5_acc: 0.7092, loss_cls: 2.3474, loss: 2.3474, grad_norm: 2.8245 2020-08-13 05:40:45,971 - mmaction - INFO - Epoch [9][180/940] lr: 4.000e-02, eta: 22:17:38, time: 1.055, data_time: 0.007, memory: 6440, top1_acc: 0.4471, top5_acc: 0.7041, loss_cls: 2.3954, loss: 2.3954, grad_norm: 2.7797 2020-08-13 05:41:03,565 - mmaction - INFO - Epoch [9][200/940] lr: 4.000e-02, eta: 22:17:08, time: 0.879, data_time: 0.008, memory: 6440, top1_acc: 0.4562, top5_acc: 0.7000, loss_cls: 2.3820, loss: 2.3820, grad_norm: 2.8284 2020-08-13 05:41:22,464 - mmaction - INFO - Epoch [9][220/940] lr: 4.000e-02, eta: 22:16:53, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.4514, top5_acc: 0.7049, loss_cls: 2.3966, loss: 2.3966, grad_norm: 2.8839 2020-08-13 05:41:40,713 - mmaction - INFO - Epoch [9][240/940] lr: 4.000e-02, eta: 22:16:30, time: 0.911, data_time: 0.008, memory: 6440, top1_acc: 0.4547, top5_acc: 0.7084, loss_cls: 2.3880, loss: 2.3880, grad_norm: 2.8228 2020-08-13 05:41:59,745 - mmaction - INFO - Epoch [9][260/940] lr: 4.000e-02, eta: 22:16:17, time: 0.954, data_time: 0.009, memory: 6440, top1_acc: 0.4443, top5_acc: 0.7063, loss_cls: 2.4004, loss: 2.4004, grad_norm: 2.8572 2020-08-13 05:42:17,666 - mmaction - INFO - Epoch [9][280/940] lr: 4.000e-02, eta: 22:15:51, time: 0.896, data_time: 0.009, memory: 6440, top1_acc: 0.4574, top5_acc: 0.7064, loss_cls: 2.3572, loss: 2.3572, grad_norm: 2.7966 2020-08-13 05:42:34,960 - mmaction - INFO - Epoch [9][300/940] lr: 4.000e-02, eta: 22:15:18, time: 0.867, data_time: 0.005, memory: 6440, top1_acc: 0.4541, top5_acc: 0.7090, loss_cls: 2.3849, loss: 2.3849, grad_norm: 2.8297 2020-08-13 05:42:51,856 - mmaction - INFO - Epoch [9][320/940] lr: 4.000e-02, eta: 22:14:41, time: 0.844, data_time: 0.005, memory: 6440, top1_acc: 0.4547, top5_acc: 0.6984, loss_cls: 2.4240, loss: 2.4240, grad_norm: 2.8727 2020-08-13 05:43:11,200 - mmaction - INFO - Epoch [9][340/940] lr: 4.000e-02, eta: 22:14:31, time: 0.967, data_time: 0.006, memory: 6440, top1_acc: 0.4564, top5_acc: 0.6965, loss_cls: 2.3832, loss: 2.3832, grad_norm: 2.7885 2020-08-13 05:43:28,825 - mmaction - INFO - Epoch [9][360/940] lr: 4.000e-02, eta: 22:14:01, time: 0.881, data_time: 0.004, memory: 6440, top1_acc: 0.4451, top5_acc: 0.6994, loss_cls: 2.4170, loss: 2.4170, grad_norm: 2.8551 2020-08-13 05:43:46,311 - mmaction - INFO - Epoch [9][380/940] lr: 4.000e-02, eta: 22:13:30, time: 0.872, data_time: 0.008, memory: 6440, top1_acc: 0.4467, top5_acc: 0.6910, loss_cls: 2.4222, loss: 2.4222, grad_norm: 2.8306 2020-08-13 05:44:05,067 - mmaction - INFO - Epoch [9][400/940] lr: 4.000e-02, eta: 22:13:14, time: 0.939, data_time: 0.007, memory: 6440, top1_acc: 0.4650, top5_acc: 0.7014, loss_cls: 2.3823, loss: 2.3823, grad_norm: 2.8212 2020-08-13 05:44:23,594 - mmaction - INFO - Epoch [9][420/940] lr: 4.000e-02, eta: 22:12:55, time: 0.927, data_time: 0.007, memory: 6440, top1_acc: 0.4588, top5_acc: 0.7016, loss_cls: 2.3883, loss: 2.3883, grad_norm: 2.8383 2020-08-13 05:44:41,795 - mmaction - INFO - Epoch [9][440/940] lr: 4.000e-02, eta: 22:12:32, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.4512, top5_acc: 0.6994, loss_cls: 2.4045, loss: 2.4045, grad_norm: 2.8214 2020-08-13 05:45:00,357 - mmaction - INFO - Epoch [9][460/940] lr: 4.000e-02, eta: 22:12:13, time: 0.926, data_time: 0.005, memory: 6440, top1_acc: 0.4574, top5_acc: 0.7059, loss_cls: 2.3678, loss: 2.3678, grad_norm: 2.8494 2020-08-13 05:45:19,375 - mmaction - INFO - Epoch [9][480/940] lr: 4.000e-02, eta: 22:11:59, time: 0.951, data_time: 0.005, memory: 6440, top1_acc: 0.4570, top5_acc: 0.7145, loss_cls: 2.3435, loss: 2.3435, grad_norm: 2.7980 2020-08-13 05:45:37,942 - mmaction - INFO - Epoch [9][500/940] lr: 4.000e-02, eta: 22:11:40, time: 0.926, data_time: 0.009, memory: 6440, top1_acc: 0.4596, top5_acc: 0.7115, loss_cls: 2.3640, loss: 2.3640, grad_norm: 2.8044 2020-08-13 05:45:57,503 - mmaction - INFO - Epoch [9][520/940] lr: 4.000e-02, eta: 22:11:32, time: 0.981, data_time: 0.010, memory: 6440, top1_acc: 0.4568, top5_acc: 0.7021, loss_cls: 2.3883, loss: 2.3883, grad_norm: 2.8001 2020-08-13 05:46:14,830 - mmaction - INFO - Epoch [9][540/940] lr: 4.000e-02, eta: 22:11:00, time: 0.864, data_time: 0.005, memory: 6440, top1_acc: 0.4570, top5_acc: 0.7074, loss_cls: 2.3925, loss: 2.3925, grad_norm: 2.7939 2020-08-13 05:46:33,033 - mmaction - INFO - Epoch [9][560/940] lr: 4.000e-02, eta: 22:10:38, time: 0.913, data_time: 0.009, memory: 6440, top1_acc: 0.4400, top5_acc: 0.7014, loss_cls: 2.4087, loss: 2.4087, grad_norm: 2.8609 2020-08-13 05:46:52,179 - mmaction - INFO - Epoch [9][580/940] lr: 4.000e-02, eta: 22:10:25, time: 0.959, data_time: 0.005, memory: 6440, top1_acc: 0.4570, top5_acc: 0.7121, loss_cls: 2.3883, loss: 2.3883, grad_norm: 2.8323 2020-08-13 05:47:11,024 - mmaction - INFO - Epoch [9][600/940] lr: 4.000e-02, eta: 22:10:08, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.4467, top5_acc: 0.6986, loss_cls: 2.4138, loss: 2.4138, grad_norm: 2.9108 2020-08-13 05:47:27,953 - mmaction - INFO - Epoch [9][620/940] lr: 4.000e-02, eta: 22:09:33, time: 0.851, data_time: 0.007, memory: 6440, top1_acc: 0.4492, top5_acc: 0.7039, loss_cls: 2.4053, loss: 2.4053, grad_norm: 2.8227 2020-08-13 05:47:46,111 - mmaction - INFO - Epoch [9][640/940] lr: 4.000e-02, eta: 22:09:10, time: 0.905, data_time: 0.004, memory: 6440, top1_acc: 0.4420, top5_acc: 0.7068, loss_cls: 2.3810, loss: 2.3810, grad_norm: 2.7788 2020-08-13 05:48:04,350 - mmaction - INFO - Epoch [9][660/940] lr: 4.000e-02, eta: 22:08:48, time: 0.914, data_time: 0.007, memory: 6440, top1_acc: 0.4488, top5_acc: 0.7035, loss_cls: 2.4027, loss: 2.4027, grad_norm: 2.7987 2020-08-13 05:48:21,779 - mmaction - INFO - Epoch [9][680/940] lr: 4.000e-02, eta: 22:08:16, time: 0.866, data_time: 0.009, memory: 6440, top1_acc: 0.4504, top5_acc: 0.7041, loss_cls: 2.3592, loss: 2.3592, grad_norm: 2.7375 2020-08-13 05:48:40,419 - mmaction - INFO - Epoch [9][700/940] lr: 4.000e-02, eta: 22:07:59, time: 0.935, data_time: 0.009, memory: 6440, top1_acc: 0.4330, top5_acc: 0.6977, loss_cls: 2.4142, loss: 2.4142, grad_norm: 2.8087 2020-08-13 05:48:58,834 - mmaction - INFO - Epoch [9][720/940] lr: 4.000e-02, eta: 22:07:38, time: 0.920, data_time: 0.008, memory: 6440, top1_acc: 0.4631, top5_acc: 0.7133, loss_cls: 2.3401, loss: 2.3401, grad_norm: 2.7627 2020-08-13 05:49:14,666 - mmaction - INFO - Epoch [9][740/940] lr: 4.000e-02, eta: 22:06:52, time: 0.793, data_time: 0.010, memory: 6440, top1_acc: 0.4531, top5_acc: 0.7031, loss_cls: 2.3768, loss: 2.3768, grad_norm: 2.8766 2020-08-13 05:49:32,849 - mmaction - INFO - Epoch [9][760/940] lr: 4.000e-02, eta: 22:06:29, time: 0.907, data_time: 0.007, memory: 6440, top1_acc: 0.4578, top5_acc: 0.7150, loss_cls: 2.3390, loss: 2.3390, grad_norm: 2.7680 2020-08-13 05:49:51,206 - mmaction - INFO - Epoch [9][780/940] lr: 4.000e-02, eta: 22:06:08, time: 0.920, data_time: 0.010, memory: 6440, top1_acc: 0.4488, top5_acc: 0.7072, loss_cls: 2.3715, loss: 2.3715, grad_norm: 2.8075 2020-08-13 05:50:08,655 - mmaction - INFO - Epoch [9][800/940] lr: 4.000e-02, eta: 22:05:39, time: 0.874, data_time: 0.009, memory: 6440, top1_acc: 0.4629, top5_acc: 0.7080, loss_cls: 2.3510, loss: 2.3510, grad_norm: 2.8122 2020-08-13 05:50:26,572 - mmaction - INFO - Epoch [9][820/940] lr: 4.000e-02, eta: 22:05:13, time: 0.894, data_time: 0.002, memory: 6440, top1_acc: 0.4623, top5_acc: 0.7133, loss_cls: 2.3539, loss: 2.3539, grad_norm: 2.8296 2020-08-13 05:50:44,409 - mmaction - INFO - Epoch [9][840/940] lr: 4.000e-02, eta: 22:04:47, time: 0.894, data_time: 0.008, memory: 6440, top1_acc: 0.4535, top5_acc: 0.7057, loss_cls: 2.4039, loss: 2.4039, grad_norm: 2.8240 2020-08-13 05:51:03,775 - mmaction - INFO - Epoch [9][860/940] lr: 4.000e-02, eta: 22:04:37, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.4555, top5_acc: 0.7094, loss_cls: 2.3779, loss: 2.3779, grad_norm: 2.8006 2020-08-13 05:51:23,454 - mmaction - INFO - Epoch [9][880/940] lr: 4.000e-02, eta: 22:04:30, time: 0.985, data_time: 0.005, memory: 6440, top1_acc: 0.4586, top5_acc: 0.7102, loss_cls: 2.3714, loss: 2.3714, grad_norm: 2.8394 2020-08-13 05:51:43,827 - mmaction - INFO - Epoch [9][900/940] lr: 4.000e-02, eta: 22:04:29, time: 1.018, data_time: 0.008, memory: 6440, top1_acc: 0.4385, top5_acc: 0.6975, loss_cls: 2.4420, loss: 2.4420, grad_norm: 2.8631 2020-08-13 05:52:02,895 - mmaction - INFO - Epoch [9][920/940] lr: 4.000e-02, eta: 22:04:16, time: 0.953, data_time: 0.005, memory: 6440, top1_acc: 0.4512, top5_acc: 0.7070, loss_cls: 2.3788, loss: 2.3788, grad_norm: 2.8405 2020-08-13 05:52:19,983 - mmaction - INFO - Epoch [9][940/940] lr: 4.000e-02, eta: 22:03:42, time: 0.854, data_time: 0.010, memory: 6440, top1_acc: 0.4525, top5_acc: 0.7011, loss_cls: 2.4065, loss: 2.4065, grad_norm: 2.8307 2020-08-13 05:52:20,266 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-13 05:52:44,164 - mmaction - INFO - Epoch [10][20/940] lr: 4.000e-02, eta: 22:04:12, time: 1.170, data_time: 0.425, memory: 6440, top1_acc: 0.4561, top5_acc: 0.6988, loss_cls: 2.3943, loss: 2.3943, grad_norm: 2.7911 2020-08-13 05:53:02,471 - mmaction - INFO - Epoch [10][40/940] lr: 4.000e-02, eta: 22:03:50, time: 0.912, data_time: 0.007, memory: 6440, top1_acc: 0.4600, top5_acc: 0.7207, loss_cls: 2.3074, loss: 2.3074, grad_norm: 2.8157 2020-08-13 05:53:22,381 - mmaction - INFO - Epoch [10][60/940] lr: 4.000e-02, eta: 22:03:46, time: 1.000, data_time: 0.006, memory: 6440, top1_acc: 0.4691, top5_acc: 0.7162, loss_cls: 2.3324, loss: 2.3324, grad_norm: 2.8019 2020-08-13 05:53:40,229 - mmaction - INFO - Epoch [10][80/940] lr: 4.000e-02, eta: 22:03:19, time: 0.890, data_time: 0.005, memory: 6440, top1_acc: 0.4623, top5_acc: 0.7170, loss_cls: 2.3629, loss: 2.3629, grad_norm: 2.8631 2020-08-13 05:53:59,028 - mmaction - INFO - Epoch [10][100/940] lr: 4.000e-02, eta: 22:03:03, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.4703, top5_acc: 0.7164, loss_cls: 2.3219, loss: 2.3219, grad_norm: 2.7821 2020-08-13 05:54:18,292 - mmaction - INFO - Epoch [10][120/940] lr: 4.000e-02, eta: 22:02:51, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.4637, top5_acc: 0.7143, loss_cls: 2.3424, loss: 2.3424, grad_norm: 2.7912 2020-08-13 05:54:36,103 - mmaction - INFO - Epoch [10][140/940] lr: 4.000e-02, eta: 22:02:25, time: 0.893, data_time: 0.009, memory: 6440, top1_acc: 0.4611, top5_acc: 0.7238, loss_cls: 2.2961, loss: 2.2961, grad_norm: 2.7723 2020-08-13 05:54:54,124 - mmaction - INFO - Epoch [10][160/940] lr: 4.000e-02, eta: 22:02:01, time: 0.901, data_time: 0.005, memory: 6440, top1_acc: 0.4691, top5_acc: 0.7123, loss_cls: 2.3654, loss: 2.3654, grad_norm: 2.8231 2020-08-13 05:55:13,523 - mmaction - INFO - Epoch [10][180/940] lr: 4.000e-02, eta: 22:01:51, time: 0.970, data_time: 0.003, memory: 6440, top1_acc: 0.4557, top5_acc: 0.7088, loss_cls: 2.3775, loss: 2.3775, grad_norm: 2.8036 2020-08-13 05:55:33,571 - mmaction - INFO - Epoch [10][200/940] lr: 4.000e-02, eta: 22:01:46, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.4652, top5_acc: 0.7180, loss_cls: 2.3205, loss: 2.3205, grad_norm: 2.8145 2020-08-13 05:55:53,667 - mmaction - INFO - Epoch [10][220/940] lr: 4.000e-02, eta: 22:01:43, time: 1.007, data_time: 0.007, memory: 6440, top1_acc: 0.4768, top5_acc: 0.7211, loss_cls: 2.2907, loss: 2.2907, grad_norm: 2.8526 2020-08-13 05:56:12,285 - mmaction - INFO - Epoch [10][240/940] lr: 4.000e-02, eta: 22:01:24, time: 0.929, data_time: 0.005, memory: 6440, top1_acc: 0.4586, top5_acc: 0.7154, loss_cls: 2.3600, loss: 2.3600, grad_norm: 2.8470 2020-08-13 05:56:30,169 - mmaction - INFO - Epoch [10][260/940] lr: 4.000e-02, eta: 22:00:59, time: 0.895, data_time: 0.005, memory: 6440, top1_acc: 0.4615, top5_acc: 0.7191, loss_cls: 2.3344, loss: 2.3344, grad_norm: 2.7860 2020-08-13 05:56:49,888 - mmaction - INFO - Epoch [10][280/940] lr: 4.000e-02, eta: 22:00:51, time: 0.986, data_time: 0.081, memory: 6440, top1_acc: 0.4643, top5_acc: 0.7086, loss_cls: 2.3343, loss: 2.3343, grad_norm: 2.7933 2020-08-13 05:57:07,135 - mmaction - INFO - Epoch [10][300/940] lr: 4.000e-02, eta: 22:00:19, time: 0.859, data_time: 0.007, memory: 6440, top1_acc: 0.4609, top5_acc: 0.7189, loss_cls: 2.3111, loss: 2.3111, grad_norm: 2.8140 2020-08-13 05:57:26,840 - mmaction - INFO - Epoch [10][320/940] lr: 4.000e-02, eta: 22:00:12, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.4533, top5_acc: 0.7131, loss_cls: 2.3523, loss: 2.3523, grad_norm: 2.8694 2020-08-13 05:57:47,561 - mmaction - INFO - Epoch [10][340/940] lr: 4.000e-02, eta: 22:00:13, time: 1.034, data_time: 0.009, memory: 6440, top1_acc: 0.4719, top5_acc: 0.7229, loss_cls: 2.2997, loss: 2.2997, grad_norm: 2.7675 2020-08-13 05:58:06,036 - mmaction - INFO - Epoch [10][360/940] lr: 4.000e-02, eta: 21:59:54, time: 0.925, data_time: 0.007, memory: 6440, top1_acc: 0.4693, top5_acc: 0.7182, loss_cls: 2.3292, loss: 2.3292, grad_norm: 2.8178 2020-08-13 05:58:23,714 - mmaction - INFO - Epoch [10][380/940] lr: 4.000e-02, eta: 21:59:26, time: 0.883, data_time: 0.009, memory: 6440, top1_acc: 0.4494, top5_acc: 0.7129, loss_cls: 2.3677, loss: 2.3677, grad_norm: 2.8506 2020-08-13 05:58:44,257 - mmaction - INFO - Epoch [10][400/940] lr: 4.000e-02, eta: 21:59:27, time: 1.030, data_time: 0.007, memory: 6440, top1_acc: 0.4584, top5_acc: 0.7102, loss_cls: 2.3478, loss: 2.3478, grad_norm: 2.8515 2020-08-13 05:59:02,460 - mmaction - INFO - Epoch [10][420/940] lr: 4.000e-02, eta: 21:59:04, time: 0.907, data_time: 0.005, memory: 6440, top1_acc: 0.4510, top5_acc: 0.6969, loss_cls: 2.3971, loss: 2.3971, grad_norm: 2.8426 2020-08-13 05:59:19,186 - mmaction - INFO - Epoch [10][440/940] lr: 4.000e-02, eta: 21:58:28, time: 0.839, data_time: 0.006, memory: 6440, top1_acc: 0.4545, top5_acc: 0.7098, loss_cls: 2.3690, loss: 2.3690, grad_norm: 2.8373 2020-08-13 05:59:38,055 - mmaction - INFO - Epoch [10][460/940] lr: 4.000e-02, eta: 21:58:12, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.4549, top5_acc: 0.6996, loss_cls: 2.4108, loss: 2.4108, grad_norm: 2.8738 2020-08-13 05:59:56,282 - mmaction - INFO - Epoch [10][480/940] lr: 4.000e-02, eta: 21:57:50, time: 0.914, data_time: 0.010, memory: 6440, top1_acc: 0.4545, top5_acc: 0.7041, loss_cls: 2.3850, loss: 2.3850, grad_norm: 2.8013 2020-08-13 06:00:19,405 - mmaction - INFO - Epoch [10][500/940] lr: 4.000e-02, eta: 21:58:11, time: 1.136, data_time: 0.006, memory: 6440, top1_acc: 0.4754, top5_acc: 0.7252, loss_cls: 2.2802, loss: 2.2802, grad_norm: 2.7611 2020-08-13 06:00:37,151 - mmaction - INFO - Epoch [10][520/940] lr: 4.000e-02, eta: 21:57:48, time: 0.908, data_time: 0.035, memory: 6440, top1_acc: 0.4555, top5_acc: 0.7096, loss_cls: 2.3634, loss: 2.3634, grad_norm: 2.8060 2020-08-13 06:00:54,343 - mmaction - INFO - Epoch [10][540/940] lr: 4.000e-02, eta: 21:57:15, time: 0.856, data_time: 0.005, memory: 6440, top1_acc: 0.4527, top5_acc: 0.7064, loss_cls: 2.3566, loss: 2.3566, grad_norm: 2.8264 2020-08-13 06:01:13,693 - mmaction - INFO - Epoch [10][560/940] lr: 4.000e-02, eta: 21:57:04, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.4648, top5_acc: 0.7178, loss_cls: 2.3198, loss: 2.3198, grad_norm: 2.7954 2020-08-13 06:01:33,417 - mmaction - INFO - Epoch [10][580/940] lr: 4.000e-02, eta: 21:56:56, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.4529, top5_acc: 0.7064, loss_cls: 2.3661, loss: 2.3661, grad_norm: 2.8921 2020-08-13 06:01:52,169 - mmaction - INFO - Epoch [10][600/940] lr: 4.000e-02, eta: 21:56:39, time: 0.938, data_time: 0.008, memory: 6440, top1_acc: 0.4619, top5_acc: 0.7102, loss_cls: 2.3495, loss: 2.3495, grad_norm: 2.7832 2020-08-13 06:02:11,130 - mmaction - INFO - Epoch [10][620/940] lr: 4.000e-02, eta: 21:56:24, time: 0.947, data_time: 0.002, memory: 6440, top1_acc: 0.4664, top5_acc: 0.7219, loss_cls: 2.2994, loss: 2.2994, grad_norm: 2.8117 2020-08-13 06:02:31,089 - mmaction - INFO - Epoch [10][640/940] lr: 4.000e-02, eta: 21:56:18, time: 0.999, data_time: 0.008, memory: 6440, top1_acc: 0.4664, top5_acc: 0.7211, loss_cls: 2.3033, loss: 2.3033, grad_norm: 2.8188 2020-08-13 06:02:51,320 - mmaction - INFO - Epoch [10][660/940] lr: 4.000e-02, eta: 21:56:14, time: 1.009, data_time: 0.009, memory: 6440, top1_acc: 0.4639, top5_acc: 0.7105, loss_cls: 2.3238, loss: 2.3238, grad_norm: 2.8337 2020-08-13 06:03:10,481 - mmaction - INFO - Epoch [10][680/940] lr: 4.000e-02, eta: 21:56:01, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.4738, top5_acc: 0.7229, loss_cls: 2.3040, loss: 2.3040, grad_norm: 2.8543 2020-08-13 06:03:29,169 - mmaction - INFO - Epoch [10][700/940] lr: 4.000e-02, eta: 21:55:42, time: 0.929, data_time: 0.005, memory: 6440, top1_acc: 0.4578, top5_acc: 0.7199, loss_cls: 2.3139, loss: 2.3139, grad_norm: 2.7702 2020-08-13 06:03:46,554 - mmaction - INFO - Epoch [10][720/940] lr: 4.000e-02, eta: 21:55:13, time: 0.874, data_time: 0.008, memory: 6440, top1_acc: 0.4623, top5_acc: 0.7131, loss_cls: 2.3552, loss: 2.3552, grad_norm: 2.8138 2020-08-13 06:04:06,016 - mmaction - INFO - Epoch [10][740/940] lr: 4.000e-02, eta: 21:55:02, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.4744, top5_acc: 0.7264, loss_cls: 2.2885, loss: 2.2885, grad_norm: 2.7856 2020-08-13 06:04:24,797 - mmaction - INFO - Epoch [10][760/940] lr: 4.000e-02, eta: 21:54:45, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.4748, top5_acc: 0.7197, loss_cls: 2.2932, loss: 2.2932, grad_norm: 2.8071 2020-08-13 06:04:44,470 - mmaction - INFO - Epoch [10][780/940] lr: 4.000e-02, eta: 21:54:37, time: 0.984, data_time: 0.008, memory: 6440, top1_acc: 0.4648, top5_acc: 0.7049, loss_cls: 2.3698, loss: 2.3698, grad_norm: 2.7669 2020-08-13 06:05:01,409 - mmaction - INFO - Epoch [10][800/940] lr: 4.000e-02, eta: 21:54:02, time: 0.844, data_time: 0.005, memory: 6440, top1_acc: 0.4516, top5_acc: 0.6977, loss_cls: 2.3929, loss: 2.3929, grad_norm: 2.7968 2020-08-13 06:05:21,759 - mmaction - INFO - Epoch [10][820/940] lr: 4.000e-02, eta: 21:54:00, time: 1.019, data_time: 0.008, memory: 6440, top1_acc: 0.4631, top5_acc: 0.7113, loss_cls: 2.3426, loss: 2.3426, grad_norm: 2.7942 2020-08-13 06:05:41,066 - mmaction - INFO - Epoch [10][840/940] lr: 4.000e-02, eta: 21:53:47, time: 0.965, data_time: 0.006, memory: 6440, top1_acc: 0.4715, top5_acc: 0.7145, loss_cls: 2.3422, loss: 2.3422, grad_norm: 2.8233 2020-08-13 06:06:00,538 - mmaction - INFO - Epoch [10][860/940] lr: 4.000e-02, eta: 21:53:37, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.4670, top5_acc: 0.7098, loss_cls: 2.3447, loss: 2.3447, grad_norm: 2.8278 2020-08-13 06:06:19,424 - mmaction - INFO - Epoch [10][880/940] lr: 4.000e-02, eta: 21:53:19, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.4756, top5_acc: 0.7145, loss_cls: 2.3307, loss: 2.3307, grad_norm: 2.8006 2020-08-13 06:06:38,092 - mmaction - INFO - Epoch [10][900/940] lr: 4.000e-02, eta: 21:53:02, time: 0.940, data_time: 0.009, memory: 6440, top1_acc: 0.4592, top5_acc: 0.7109, loss_cls: 2.3263, loss: 2.3263, grad_norm: 2.8226 2020-08-13 06:06:57,869 - mmaction - INFO - Epoch [10][920/940] lr: 4.000e-02, eta: 21:52:54, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.4598, top5_acc: 0.7135, loss_cls: 2.3520, loss: 2.3520, grad_norm: 2.7731 2020-08-13 06:07:14,974 - mmaction - INFO - Epoch [10][940/940] lr: 4.000e-02, eta: 21:52:22, time: 0.857, data_time: 0.010, memory: 6440, top1_acc: 0.4590, top5_acc: 0.7163, loss_cls: 2.3409, loss: 2.3409, grad_norm: 2.8240 2020-08-13 06:07:15,366 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-13 06:07:41,714 - mmaction - INFO - Epoch [11][20/940] lr: 4.000e-02, eta: 21:53:07, time: 1.283, data_time: 0.542, memory: 6440, top1_acc: 0.4715, top5_acc: 0.7246, loss_cls: 2.2914, loss: 2.2914, grad_norm: 2.8400 2020-08-13 06:07:58,189 - mmaction - INFO - Epoch [11][40/940] lr: 4.000e-02, eta: 21:52:29, time: 0.826, data_time: 0.004, memory: 6440, top1_acc: 0.4686, top5_acc: 0.7258, loss_cls: 2.2844, loss: 2.2844, grad_norm: 2.8145 2020-08-13 06:08:16,347 - mmaction - INFO - Epoch [11][60/940] lr: 4.000e-02, eta: 21:52:06, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.4670, top5_acc: 0.7213, loss_cls: 2.3060, loss: 2.3060, grad_norm: 2.8359 2020-08-13 06:08:33,811 - mmaction - INFO - Epoch [11][80/940] lr: 4.000e-02, eta: 21:51:37, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.4773, top5_acc: 0.7252, loss_cls: 2.2764, loss: 2.2764, grad_norm: 2.8497 2020-08-13 06:08:52,466 - mmaction - INFO - Epoch [11][100/940] lr: 4.000e-02, eta: 21:51:19, time: 0.933, data_time: 0.002, memory: 6440, top1_acc: 0.4650, top5_acc: 0.7174, loss_cls: 2.3128, loss: 2.3128, grad_norm: 2.7391 2020-08-13 06:09:10,304 - mmaction - INFO - Epoch [11][120/940] lr: 4.000e-02, eta: 21:50:52, time: 0.887, data_time: 0.004, memory: 6440, top1_acc: 0.4783, top5_acc: 0.7283, loss_cls: 2.2798, loss: 2.2798, grad_norm: 2.7793 2020-08-13 06:09:27,087 - mmaction - INFO - Epoch [11][140/940] lr: 4.000e-02, eta: 21:50:18, time: 0.844, data_time: 0.008, memory: 6440, top1_acc: 0.4562, top5_acc: 0.7121, loss_cls: 2.3396, loss: 2.3396, grad_norm: 2.8354 2020-08-13 06:09:45,866 - mmaction - INFO - Epoch [11][160/940] lr: 4.000e-02, eta: 21:50:01, time: 0.937, data_time: 0.002, memory: 6440, top1_acc: 0.4824, top5_acc: 0.7318, loss_cls: 2.2329, loss: 2.2329, grad_norm: 2.7683 2020-08-13 06:10:03,690 - mmaction - INFO - Epoch [11][180/940] lr: 4.000e-02, eta: 21:49:36, time: 0.894, data_time: 0.007, memory: 6440, top1_acc: 0.4680, top5_acc: 0.7197, loss_cls: 2.3303, loss: 2.3303, grad_norm: 2.8491 2020-08-13 06:10:21,679 - mmaction - INFO - Epoch [11][200/940] lr: 4.000e-02, eta: 21:49:11, time: 0.899, data_time: 0.002, memory: 6440, top1_acc: 0.4691, top5_acc: 0.7186, loss_cls: 2.2965, loss: 2.2965, grad_norm: 2.8740 2020-08-13 06:10:40,538 - mmaction - INFO - Epoch [11][220/940] lr: 4.000e-02, eta: 21:48:55, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.4711, top5_acc: 0.7246, loss_cls: 2.2851, loss: 2.2851, grad_norm: 2.8313 2020-08-13 06:10:59,256 - mmaction - INFO - Epoch [11][240/940] lr: 4.000e-02, eta: 21:48:37, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.4691, top5_acc: 0.7332, loss_cls: 2.2479, loss: 2.2479, grad_norm: 2.7903 2020-08-13 06:11:17,943 - mmaction - INFO - Epoch [11][260/940] lr: 4.000e-02, eta: 21:48:19, time: 0.932, data_time: 0.005, memory: 6440, top1_acc: 0.4705, top5_acc: 0.7234, loss_cls: 2.3047, loss: 2.3047, grad_norm: 2.8276 2020-08-13 06:11:34,621 - mmaction - INFO - Epoch [11][280/940] lr: 4.000e-02, eta: 21:47:44, time: 0.836, data_time: 0.007, memory: 6440, top1_acc: 0.4703, top5_acc: 0.7170, loss_cls: 2.3247, loss: 2.3247, grad_norm: 2.7879 2020-08-13 06:11:53,120 - mmaction - INFO - Epoch [11][300/940] lr: 4.000e-02, eta: 21:47:23, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.4807, top5_acc: 0.7365, loss_cls: 2.2388, loss: 2.2388, grad_norm: 2.7610 2020-08-13 06:12:12,386 - mmaction - INFO - Epoch [11][320/940] lr: 4.000e-02, eta: 21:47:11, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.4762, top5_acc: 0.7217, loss_cls: 2.2842, loss: 2.2842, grad_norm: 2.8228 2020-08-13 06:12:29,800 - mmaction - INFO - Epoch [11][340/940] lr: 4.000e-02, eta: 21:46:42, time: 0.868, data_time: 0.006, memory: 6440, top1_acc: 0.4766, top5_acc: 0.7223, loss_cls: 2.2961, loss: 2.2961, grad_norm: 2.8438 2020-08-13 06:12:46,278 - mmaction - INFO - Epoch [11][360/940] lr: 4.000e-02, eta: 21:46:05, time: 0.827, data_time: 0.008, memory: 6440, top1_acc: 0.4605, top5_acc: 0.7176, loss_cls: 2.3446, loss: 2.3446, grad_norm: 2.8850 2020-08-13 06:13:05,395 - mmaction - INFO - Epoch [11][380/940] lr: 4.000e-02, eta: 21:45:51, time: 0.955, data_time: 0.007, memory: 6440, top1_acc: 0.4664, top5_acc: 0.7182, loss_cls: 2.3282, loss: 2.3282, grad_norm: 2.8391 2020-08-13 06:13:23,231 - mmaction - INFO - Epoch [11][400/940] lr: 4.000e-02, eta: 21:45:26, time: 0.891, data_time: 0.002, memory: 6440, top1_acc: 0.4701, top5_acc: 0.7137, loss_cls: 2.3280, loss: 2.3280, grad_norm: 2.7883 2020-08-13 06:13:42,442 - mmaction - INFO - Epoch [11][420/940] lr: 4.000e-02, eta: 21:45:12, time: 0.957, data_time: 0.006, memory: 6440, top1_acc: 0.4682, top5_acc: 0.7119, loss_cls: 2.3252, loss: 2.3252, grad_norm: 2.7761 2020-08-13 06:14:01,072 - mmaction - INFO - Epoch [11][440/940] lr: 4.000e-02, eta: 21:44:54, time: 0.934, data_time: 0.009, memory: 6440, top1_acc: 0.4707, top5_acc: 0.7234, loss_cls: 2.2829, loss: 2.2829, grad_norm: 2.8225 2020-08-13 06:14:19,286 - mmaction - INFO - Epoch [11][460/940] lr: 4.000e-02, eta: 21:44:31, time: 0.909, data_time: 0.009, memory: 6440, top1_acc: 0.4727, top5_acc: 0.7260, loss_cls: 2.2651, loss: 2.2651, grad_norm: 2.8098 2020-08-13 06:14:36,795 - mmaction - INFO - Epoch [11][480/940] lr: 4.000e-02, eta: 21:44:04, time: 0.877, data_time: 0.010, memory: 6440, top1_acc: 0.4672, top5_acc: 0.7172, loss_cls: 2.3238, loss: 2.3238, grad_norm: 2.8002 2020-08-13 06:14:55,461 - mmaction - INFO - Epoch [11][500/940] lr: 4.000e-02, eta: 21:43:46, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.4779, top5_acc: 0.7277, loss_cls: 2.2716, loss: 2.2716, grad_norm: 2.7748 2020-08-13 06:15:11,685 - mmaction - INFO - Epoch [11][520/940] lr: 4.000e-02, eta: 21:43:07, time: 0.809, data_time: 0.006, memory: 6440, top1_acc: 0.4686, top5_acc: 0.7158, loss_cls: 2.3448, loss: 2.3448, grad_norm: 2.8201 2020-08-13 06:15:31,523 - mmaction - INFO - Epoch [11][540/940] lr: 4.000e-02, eta: 21:42:59, time: 0.992, data_time: 0.009, memory: 6440, top1_acc: 0.4797, top5_acc: 0.7287, loss_cls: 2.2832, loss: 2.2832, grad_norm: 2.7830 2020-08-13 06:15:50,796 - mmaction - INFO - Epoch [11][560/940] lr: 4.000e-02, eta: 21:42:46, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.4689, top5_acc: 0.7211, loss_cls: 2.2939, loss: 2.2939, grad_norm: 2.8285 2020-08-13 06:16:09,032 - mmaction - INFO - Epoch [11][580/940] lr: 4.000e-02, eta: 21:42:24, time: 0.910, data_time: 0.008, memory: 6440, top1_acc: 0.4846, top5_acc: 0.7281, loss_cls: 2.2400, loss: 2.2400, grad_norm: 2.7632 2020-08-13 06:16:27,205 - mmaction - INFO - Epoch [11][600/940] lr: 4.000e-02, eta: 21:42:02, time: 0.911, data_time: 0.006, memory: 6440, top1_acc: 0.4684, top5_acc: 0.7260, loss_cls: 2.2865, loss: 2.2865, grad_norm: 2.7932 2020-08-13 06:16:45,275 - mmaction - INFO - Epoch [11][620/940] lr: 4.000e-02, eta: 21:41:38, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.4693, top5_acc: 0.7248, loss_cls: 2.2952, loss: 2.2952, grad_norm: 2.7777 2020-08-13 06:17:03,913 - mmaction - INFO - Epoch [11][640/940] lr: 4.000e-02, eta: 21:41:21, time: 0.939, data_time: 0.009, memory: 6440, top1_acc: 0.4662, top5_acc: 0.7203, loss_cls: 2.3059, loss: 2.3059, grad_norm: 2.7860 2020-08-13 06:17:20,926 - mmaction - INFO - Epoch [11][660/940] lr: 4.000e-02, eta: 21:40:49, time: 0.848, data_time: 0.009, memory: 6440, top1_acc: 0.4695, top5_acc: 0.7240, loss_cls: 2.3034, loss: 2.3034, grad_norm: 2.8010 2020-08-13 06:17:38,906 - mmaction - INFO - Epoch [11][680/940] lr: 4.000e-02, eta: 21:40:25, time: 0.901, data_time: 0.007, memory: 6440, top1_acc: 0.4684, top5_acc: 0.7230, loss_cls: 2.2941, loss: 2.2941, grad_norm: 2.7944 2020-08-13 06:17:58,925 - mmaction - INFO - Epoch [11][700/940] lr: 4.000e-02, eta: 21:40:18, time: 0.997, data_time: 0.005, memory: 6440, top1_acc: 0.4793, top5_acc: 0.7205, loss_cls: 2.2568, loss: 2.2568, grad_norm: 2.8321 2020-08-13 06:18:17,050 - mmaction - INFO - Epoch [11][720/940] lr: 4.000e-02, eta: 21:39:56, time: 0.910, data_time: 0.007, memory: 6440, top1_acc: 0.4664, top5_acc: 0.7172, loss_cls: 2.3422, loss: 2.3422, grad_norm: 2.8536 2020-08-13 06:18:34,639 - mmaction - INFO - Epoch [11][740/940] lr: 4.000e-02, eta: 21:39:29, time: 0.880, data_time: 0.006, memory: 6440, top1_acc: 0.4691, top5_acc: 0.7127, loss_cls: 2.3200, loss: 2.3200, grad_norm: 2.7895 2020-08-13 06:18:51,203 - mmaction - INFO - Epoch [11][760/940] lr: 4.000e-02, eta: 21:38:53, time: 0.823, data_time: 0.005, memory: 6440, top1_acc: 0.4791, top5_acc: 0.7246, loss_cls: 2.2562, loss: 2.2562, grad_norm: 2.8046 2020-08-13 06:19:10,193 - mmaction - INFO - Epoch [11][780/940] lr: 4.000e-02, eta: 21:38:38, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.4668, top5_acc: 0.7215, loss_cls: 2.3033, loss: 2.3033, grad_norm: 2.8377 2020-08-13 06:19:29,392 - mmaction - INFO - Epoch [11][800/940] lr: 4.000e-02, eta: 21:38:25, time: 0.962, data_time: 0.004, memory: 6440, top1_acc: 0.4721, top5_acc: 0.7191, loss_cls: 2.2969, loss: 2.2969, grad_norm: 2.7871 2020-08-13 06:19:48,620 - mmaction - INFO - Epoch [11][820/940] lr: 4.000e-02, eta: 21:38:11, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.4631, top5_acc: 0.7137, loss_cls: 2.3352, loss: 2.3352, grad_norm: 2.8197 2020-08-13 06:20:07,862 - mmaction - INFO - Epoch [11][840/940] lr: 4.000e-02, eta: 21:37:58, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.4813, top5_acc: 0.7164, loss_cls: 2.2932, loss: 2.2932, grad_norm: 2.7545 2020-08-13 06:20:27,865 - mmaction - INFO - Epoch [11][860/940] lr: 4.000e-02, eta: 21:37:51, time: 1.002, data_time: 0.005, memory: 6440, top1_acc: 0.4660, top5_acc: 0.7127, loss_cls: 2.3097, loss: 2.3097, grad_norm: 2.7721 2020-08-13 06:20:45,983 - mmaction - INFO - Epoch [11][880/940] lr: 4.000e-02, eta: 21:37:28, time: 0.904, data_time: 0.006, memory: 6440, top1_acc: 0.4824, top5_acc: 0.7158, loss_cls: 2.2860, loss: 2.2860, grad_norm: 2.7808 2020-08-13 06:21:02,932 - mmaction - INFO - Epoch [11][900/940] lr: 4.000e-02, eta: 21:36:56, time: 0.846, data_time: 0.007, memory: 6440, top1_acc: 0.4678, top5_acc: 0.7191, loss_cls: 2.2859, loss: 2.2859, grad_norm: 2.7590 2020-08-13 06:21:21,880 - mmaction - INFO - Epoch [11][920/940] lr: 4.000e-02, eta: 21:36:41, time: 0.949, data_time: 0.008, memory: 6440, top1_acc: 0.4723, top5_acc: 0.7189, loss_cls: 2.2731, loss: 2.2731, grad_norm: 2.7551 2020-08-13 06:21:38,879 - mmaction - INFO - Epoch [11][940/940] lr: 4.000e-02, eta: 21:36:09, time: 0.852, data_time: 0.006, memory: 6440, top1_acc: 0.4712, top5_acc: 0.7210, loss_cls: 2.3043, loss: 2.3043, grad_norm: 2.8183 2020-08-13 06:21:39,163 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-13 06:22:02,860 - mmaction - INFO - Epoch [12][20/940] lr: 4.000e-02, eta: 21:36:27, time: 1.156, data_time: 0.402, memory: 6440, top1_acc: 0.4695, top5_acc: 0.7160, loss_cls: 2.2905, loss: 2.2905, grad_norm: 2.8338 2020-08-13 06:22:18,955 - mmaction - INFO - Epoch [12][40/940] lr: 4.000e-02, eta: 21:35:49, time: 0.807, data_time: 0.007, memory: 6440, top1_acc: 0.4811, top5_acc: 0.7369, loss_cls: 2.2391, loss: 2.2391, grad_norm: 2.8112 2020-08-13 06:22:37,670 - mmaction - INFO - Epoch [12][60/940] lr: 4.000e-02, eta: 21:35:31, time: 0.933, data_time: 0.009, memory: 6440, top1_acc: 0.4799, top5_acc: 0.7295, loss_cls: 2.2634, loss: 2.2634, grad_norm: 2.8108 2020-08-13 06:22:57,512 - mmaction - INFO - Epoch [12][80/940] lr: 4.000e-02, eta: 21:35:23, time: 0.995, data_time: 0.009, memory: 6440, top1_acc: 0.4781, top5_acc: 0.7314, loss_cls: 2.2496, loss: 2.2496, grad_norm: 2.8408 2020-08-13 06:23:14,823 - mmaction - INFO - Epoch [12][100/940] lr: 4.000e-02, eta: 21:34:53, time: 0.862, data_time: 0.008, memory: 6440, top1_acc: 0.4840, top5_acc: 0.7275, loss_cls: 2.2222, loss: 2.2222, grad_norm: 2.7942 2020-08-13 06:23:35,719 - mmaction - INFO - Epoch [12][120/940] lr: 4.000e-02, eta: 21:34:54, time: 1.049, data_time: 0.007, memory: 6440, top1_acc: 0.4830, top5_acc: 0.7229, loss_cls: 2.2484, loss: 2.2484, grad_norm: 2.7710 2020-08-13 06:23:54,557 - mmaction - INFO - Epoch [12][140/940] lr: 4.000e-02, eta: 21:34:36, time: 0.936, data_time: 0.005, memory: 6440, top1_acc: 0.4732, top5_acc: 0.7352, loss_cls: 2.2554, loss: 2.2554, grad_norm: 2.7851 2020-08-13 06:24:12,286 - mmaction - INFO - Epoch [12][160/940] lr: 4.000e-02, eta: 21:34:11, time: 0.889, data_time: 0.009, memory: 6440, top1_acc: 0.4746, top5_acc: 0.7219, loss_cls: 2.2705, loss: 2.2705, grad_norm: 2.7974 2020-08-13 06:24:32,238 - mmaction - INFO - Epoch [12][180/940] lr: 4.000e-02, eta: 21:34:03, time: 0.999, data_time: 0.009, memory: 6440, top1_acc: 0.4654, top5_acc: 0.7135, loss_cls: 2.3287, loss: 2.3287, grad_norm: 2.8622 2020-08-13 06:24:51,455 - mmaction - INFO - Epoch [12][200/940] lr: 4.000e-02, eta: 21:33:50, time: 0.962, data_time: 0.007, memory: 6440, top1_acc: 0.4711, top5_acc: 0.7197, loss_cls: 2.2985, loss: 2.2985, grad_norm: 2.7704 2020-08-13 06:25:09,722 - mmaction - INFO - Epoch [12][220/940] lr: 4.000e-02, eta: 21:33:29, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.4922, top5_acc: 0.7389, loss_cls: 2.2013, loss: 2.2013, grad_norm: 2.7769 2020-08-13 06:25:29,078 - mmaction - INFO - Epoch [12][240/940] lr: 4.000e-02, eta: 21:33:16, time: 0.968, data_time: 0.002, memory: 6440, top1_acc: 0.4725, top5_acc: 0.7225, loss_cls: 2.2944, loss: 2.2944, grad_norm: 2.7496 2020-08-13 06:25:48,756 - mmaction - INFO - Epoch [12][260/940] lr: 4.000e-02, eta: 21:33:05, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.4746, top5_acc: 0.7297, loss_cls: 2.2560, loss: 2.2560, grad_norm: 2.7798 2020-08-13 06:26:08,461 - mmaction - INFO - Epoch [12][280/940] lr: 4.000e-02, eta: 21:32:56, time: 0.990, data_time: 0.007, memory: 6440, top1_acc: 0.4678, top5_acc: 0.7230, loss_cls: 2.3032, loss: 2.3032, grad_norm: 2.7976 2020-08-13 06:26:26,605 - mmaction - INFO - Epoch [12][300/940] lr: 4.000e-02, eta: 21:32:33, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.4799, top5_acc: 0.7307, loss_cls: 2.2282, loss: 2.2282, grad_norm: 2.8038 2020-08-13 06:26:44,447 - mmaction - INFO - Epoch [12][320/940] lr: 4.000e-02, eta: 21:32:09, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.4697, top5_acc: 0.7232, loss_cls: 2.2828, loss: 2.2828, grad_norm: 2.8467 2020-08-13 06:27:04,528 - mmaction - INFO - Epoch [12][340/940] lr: 4.000e-02, eta: 21:32:02, time: 1.003, data_time: 0.006, memory: 6440, top1_acc: 0.4846, top5_acc: 0.7357, loss_cls: 2.2308, loss: 2.2308, grad_norm: 2.8205 2020-08-13 06:27:22,261 - mmaction - INFO - Epoch [12][360/940] lr: 4.000e-02, eta: 21:31:36, time: 0.888, data_time: 0.005, memory: 6440, top1_acc: 0.4811, top5_acc: 0.7205, loss_cls: 2.2584, loss: 2.2584, grad_norm: 2.7602 2020-08-13 06:27:40,358 - mmaction - INFO - Epoch [12][380/940] lr: 4.000e-02, eta: 21:31:13, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.4734, top5_acc: 0.7170, loss_cls: 2.2945, loss: 2.2945, grad_norm: 2.7979 2020-08-13 06:28:00,547 - mmaction - INFO - Epoch [12][400/940] lr: 4.000e-02, eta: 21:31:08, time: 1.012, data_time: 0.009, memory: 6440, top1_acc: 0.4803, top5_acc: 0.7258, loss_cls: 2.2551, loss: 2.2551, grad_norm: 2.7830 2020-08-13 06:28:18,395 - mmaction - INFO - Epoch [12][420/940] lr: 4.000e-02, eta: 21:30:43, time: 0.891, data_time: 0.005, memory: 6440, top1_acc: 0.4764, top5_acc: 0.7221, loss_cls: 2.2759, loss: 2.2759, grad_norm: 2.7734 2020-08-13 06:28:35,635 - mmaction - INFO - Epoch [12][440/940] lr: 4.000e-02, eta: 21:30:14, time: 0.864, data_time: 0.006, memory: 6440, top1_acc: 0.4664, top5_acc: 0.7129, loss_cls: 2.3236, loss: 2.3236, grad_norm: 2.8305 2020-08-13 06:28:53,899 - mmaction - INFO - Epoch [12][460/940] lr: 4.000e-02, eta: 21:29:53, time: 0.913, data_time: 0.004, memory: 6440, top1_acc: 0.4801, top5_acc: 0.7244, loss_cls: 2.2817, loss: 2.2817, grad_norm: 2.7833 2020-08-13 06:29:12,428 - mmaction - INFO - Epoch [12][480/940] lr: 4.000e-02, eta: 21:29:33, time: 0.926, data_time: 0.004, memory: 6440, top1_acc: 0.4764, top5_acc: 0.7186, loss_cls: 2.2699, loss: 2.2699, grad_norm: 2.8128 2020-08-13 06:29:29,983 - mmaction - INFO - Epoch [12][500/940] lr: 4.000e-02, eta: 21:29:07, time: 0.876, data_time: 0.005, memory: 6440, top1_acc: 0.4848, top5_acc: 0.7330, loss_cls: 2.2184, loss: 2.2184, grad_norm: 2.8050 2020-08-13 06:29:50,549 - mmaction - INFO - Epoch [12][520/940] lr: 4.000e-02, eta: 21:29:03, time: 1.030, data_time: 0.005, memory: 6440, top1_acc: 0.4820, top5_acc: 0.7328, loss_cls: 2.2251, loss: 2.2251, grad_norm: 2.8240 2020-08-13 06:30:08,095 - mmaction - INFO - Epoch [12][540/940] lr: 4.000e-02, eta: 21:28:36, time: 0.875, data_time: 0.002, memory: 6440, top1_acc: 0.4805, top5_acc: 0.7379, loss_cls: 2.2252, loss: 2.2252, grad_norm: 2.7950 2020-08-13 06:30:24,816 - mmaction - INFO - Epoch [12][560/940] lr: 4.000e-02, eta: 21:28:04, time: 0.838, data_time: 0.005, memory: 6440, top1_acc: 0.4721, top5_acc: 0.7307, loss_cls: 2.2565, loss: 2.2565, grad_norm: 2.8302 2020-08-13 06:30:41,458 - mmaction - INFO - Epoch [12][580/940] lr: 4.000e-02, eta: 21:27:30, time: 0.829, data_time: 0.007, memory: 6440, top1_acc: 0.4934, top5_acc: 0.7340, loss_cls: 2.2120, loss: 2.2120, grad_norm: 2.7850 2020-08-13 06:30:59,101 - mmaction - INFO - Epoch [12][600/940] lr: 4.000e-02, eta: 21:27:04, time: 0.885, data_time: 0.008, memory: 6440, top1_acc: 0.4740, top5_acc: 0.7332, loss_cls: 2.2571, loss: 2.2571, grad_norm: 2.7950 2020-08-13 06:31:15,880 - mmaction - INFO - Epoch [12][620/940] lr: 4.000e-02, eta: 21:26:32, time: 0.839, data_time: 0.003, memory: 6440, top1_acc: 0.4641, top5_acc: 0.7197, loss_cls: 2.2997, loss: 2.2997, grad_norm: 2.8289 2020-08-13 06:31:35,493 - mmaction - INFO - Epoch [12][640/940] lr: 4.000e-02, eta: 21:26:21, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.4844, top5_acc: 0.7273, loss_cls: 2.2242, loss: 2.2242, grad_norm: 2.8099 2020-08-13 06:31:51,190 - mmaction - INFO - Epoch [12][660/940] lr: 4.000e-02, eta: 21:25:40, time: 0.785, data_time: 0.006, memory: 6440, top1_acc: 0.4748, top5_acc: 0.7260, loss_cls: 2.2769, loss: 2.2769, grad_norm: 2.7996 2020-08-13 06:32:08,707 - mmaction - INFO - Epoch [12][680/940] lr: 4.000e-02, eta: 21:25:14, time: 0.878, data_time: 0.008, memory: 6440, top1_acc: 0.4770, top5_acc: 0.7287, loss_cls: 2.2694, loss: 2.2694, grad_norm: 2.7625 2020-08-13 06:32:27,067 - mmaction - INFO - Epoch [12][700/940] lr: 4.000e-02, eta: 21:24:53, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.4691, top5_acc: 0.7256, loss_cls: 2.3017, loss: 2.3017, grad_norm: 2.8256 2020-08-13 06:32:44,294 - mmaction - INFO - Epoch [12][720/940] lr: 4.000e-02, eta: 21:24:25, time: 0.865, data_time: 0.007, memory: 6440, top1_acc: 0.4768, top5_acc: 0.7221, loss_cls: 2.2709, loss: 2.2709, grad_norm: 2.8060 2020-08-13 06:33:02,988 - mmaction - INFO - Epoch [12][740/940] lr: 4.000e-02, eta: 21:24:07, time: 0.934, data_time: 0.005, memory: 6440, top1_acc: 0.4773, top5_acc: 0.7217, loss_cls: 2.2830, loss: 2.2830, grad_norm: 2.8422 2020-08-13 06:33:21,771 - mmaction - INFO - Epoch [12][760/940] lr: 4.000e-02, eta: 21:23:50, time: 0.937, data_time: 0.002, memory: 6440, top1_acc: 0.4818, top5_acc: 0.7301, loss_cls: 2.2409, loss: 2.2409, grad_norm: 2.7669 2020-08-13 06:33:39,251 - mmaction - INFO - Epoch [12][780/940] lr: 4.000e-02, eta: 21:23:23, time: 0.874, data_time: 0.007, memory: 6440, top1_acc: 0.4672, top5_acc: 0.7223, loss_cls: 2.2961, loss: 2.2961, grad_norm: 2.8364 2020-08-13 06:33:55,974 - mmaction - INFO - Epoch [12][800/940] lr: 4.000e-02, eta: 21:22:51, time: 0.839, data_time: 0.006, memory: 6440, top1_acc: 0.4779, top5_acc: 0.7252, loss_cls: 2.2734, loss: 2.2734, grad_norm: 2.8464 2020-08-13 06:34:14,420 - mmaction - INFO - Epoch [12][820/940] lr: 4.000e-02, eta: 21:22:31, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.4795, top5_acc: 0.7297, loss_cls: 2.2656, loss: 2.2656, grad_norm: 2.7478 2020-08-13 06:34:31,457 - mmaction - INFO - Epoch [12][840/940] lr: 4.000e-02, eta: 21:22:01, time: 0.853, data_time: 0.005, memory: 6440, top1_acc: 0.4779, top5_acc: 0.7260, loss_cls: 2.2802, loss: 2.2802, grad_norm: 2.8180 2020-08-13 06:34:49,108 - mmaction - INFO - Epoch [12][860/940] lr: 4.000e-02, eta: 21:21:35, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.4818, top5_acc: 0.7232, loss_cls: 2.2424, loss: 2.2424, grad_norm: 2.6990 2020-08-13 06:35:07,668 - mmaction - INFO - Epoch [12][880/940] lr: 4.000e-02, eta: 21:21:17, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.4762, top5_acc: 0.7203, loss_cls: 2.2663, loss: 2.2663, grad_norm: 2.7494 2020-08-13 06:35:26,290 - mmaction - INFO - Epoch [12][900/940] lr: 4.000e-02, eta: 21:20:59, time: 0.933, data_time: 0.006, memory: 6440, top1_acc: 0.4754, top5_acc: 0.7277, loss_cls: 2.2617, loss: 2.2617, grad_norm: 2.7949 2020-08-13 06:35:44,775 - mmaction - INFO - Epoch [12][920/940] lr: 4.000e-02, eta: 21:20:39, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.4707, top5_acc: 0.7215, loss_cls: 2.2839, loss: 2.2839, grad_norm: 2.7655 2020-08-13 06:35:59,892 - mmaction - INFO - Epoch [12][940/940] lr: 4.000e-02, eta: 21:19:56, time: 0.760, data_time: 0.007, memory: 6440, top1_acc: 0.4688, top5_acc: 0.7277, loss_cls: 2.2824, loss: 2.2824, grad_norm: 2.7945 2020-08-13 06:36:00,179 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-13 06:36:23,505 - mmaction - INFO - Epoch [13][20/940] lr: 4.000e-02, eta: 21:20:08, time: 1.139, data_time: 0.419, memory: 6440, top1_acc: 0.4822, top5_acc: 0.7359, loss_cls: 2.1949, loss: 2.1949, grad_norm: 2.7315 2020-08-13 06:36:41,330 - mmaction - INFO - Epoch [13][40/940] lr: 4.000e-02, eta: 21:19:44, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.4859, top5_acc: 0.7361, loss_cls: 2.1998, loss: 2.1998, grad_norm: 2.8512 2020-08-13 06:37:00,418 - mmaction - INFO - Epoch [13][60/940] lr: 4.000e-02, eta: 21:19:29, time: 0.955, data_time: 0.009, memory: 6440, top1_acc: 0.4869, top5_acc: 0.7291, loss_cls: 2.2298, loss: 2.2298, grad_norm: 2.7709 2020-08-13 06:37:19,842 - mmaction - INFO - Epoch [13][80/940] lr: 4.000e-02, eta: 21:19:17, time: 0.969, data_time: 0.006, memory: 6440, top1_acc: 0.4762, top5_acc: 0.7180, loss_cls: 2.2712, loss: 2.2712, grad_norm: 2.8335 2020-08-13 06:37:39,429 - mmaction - INFO - Epoch [13][100/940] lr: 4.000e-02, eta: 21:19:06, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.4807, top5_acc: 0.7410, loss_cls: 2.1877, loss: 2.1877, grad_norm: 2.7597 2020-08-13 06:37:57,071 - mmaction - INFO - Epoch [13][120/940] lr: 4.000e-02, eta: 21:18:40, time: 0.879, data_time: 0.005, memory: 6440, top1_acc: 0.4941, top5_acc: 0.7379, loss_cls: 2.1686, loss: 2.1686, grad_norm: 2.7428 2020-08-13 06:38:16,905 - mmaction - INFO - Epoch [13][140/940] lr: 4.000e-02, eta: 21:18:31, time: 0.995, data_time: 0.007, memory: 6440, top1_acc: 0.4916, top5_acc: 0.7432, loss_cls: 2.1783, loss: 2.1783, grad_norm: 2.7787 2020-08-13 06:38:34,999 - mmaction - INFO - Epoch [13][160/940] lr: 4.000e-02, eta: 21:18:08, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.4945, top5_acc: 0.7379, loss_cls: 2.1892, loss: 2.1892, grad_norm: 2.7386 2020-08-13 06:38:53,969 - mmaction - INFO - Epoch [13][180/940] lr: 4.000e-02, eta: 21:17:53, time: 0.951, data_time: 0.007, memory: 6440, top1_acc: 0.4867, top5_acc: 0.7373, loss_cls: 2.2154, loss: 2.2154, grad_norm: 2.8428 2020-08-13 06:39:11,801 - mmaction - INFO - Epoch [13][200/940] lr: 4.000e-02, eta: 21:17:28, time: 0.886, data_time: 0.005, memory: 6440, top1_acc: 0.4727, top5_acc: 0.7254, loss_cls: 2.2589, loss: 2.2589, grad_norm: 2.8286 2020-08-13 06:39:31,077 - mmaction - INFO - Epoch [13][220/940] lr: 4.000e-02, eta: 21:17:16, time: 0.969, data_time: 0.008, memory: 6440, top1_acc: 0.4832, top5_acc: 0.7277, loss_cls: 2.2392, loss: 2.2392, grad_norm: 2.7582 2020-08-13 06:39:48,794 - mmaction - INFO - Epoch [13][240/940] lr: 4.000e-02, eta: 21:16:51, time: 0.884, data_time: 0.005, memory: 6440, top1_acc: 0.4736, top5_acc: 0.7252, loss_cls: 2.2531, loss: 2.2531, grad_norm: 2.7909 2020-08-13 06:40:08,687 - mmaction - INFO - Epoch [13][260/940] lr: 4.000e-02, eta: 21:16:42, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.4832, top5_acc: 0.7385, loss_cls: 2.2205, loss: 2.2205, grad_norm: 2.7798 2020-08-13 06:40:27,332 - mmaction - INFO - Epoch [13][280/940] lr: 4.000e-02, eta: 21:16:24, time: 0.932, data_time: 0.002, memory: 6440, top1_acc: 0.4705, top5_acc: 0.7254, loss_cls: 2.2659, loss: 2.2659, grad_norm: 2.8383 2020-08-13 06:40:45,008 - mmaction - INFO - Epoch [13][300/940] lr: 4.000e-02, eta: 21:15:58, time: 0.881, data_time: 0.004, memory: 6440, top1_acc: 0.4846, top5_acc: 0.7314, loss_cls: 2.2291, loss: 2.2291, grad_norm: 2.8107 2020-08-13 06:41:06,411 - mmaction - INFO - Epoch [13][320/940] lr: 4.000e-02, eta: 21:16:00, time: 1.071, data_time: 0.007, memory: 6440, top1_acc: 0.4756, top5_acc: 0.7305, loss_cls: 2.2644, loss: 2.2644, grad_norm: 2.8014 2020-08-13 06:41:22,112 - mmaction - INFO - Epoch [13][340/940] lr: 4.000e-02, eta: 21:15:21, time: 0.787, data_time: 0.007, memory: 6440, top1_acc: 0.4773, top5_acc: 0.7303, loss_cls: 2.2734, loss: 2.2734, grad_norm: 2.8385 2020-08-13 06:41:41,729 - mmaction - INFO - Epoch [13][360/940] lr: 4.000e-02, eta: 21:15:09, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.4852, top5_acc: 0.7346, loss_cls: 2.2058, loss: 2.2058, grad_norm: 2.7452 2020-08-13 06:41:59,738 - mmaction - INFO - Epoch [13][380/940] lr: 4.000e-02, eta: 21:14:47, time: 0.901, data_time: 0.007, memory: 6440, top1_acc: 0.4781, top5_acc: 0.7311, loss_cls: 2.2442, loss: 2.2442, grad_norm: 2.8008 2020-08-13 06:42:19,303 - mmaction - INFO - Epoch [13][400/940] lr: 4.000e-02, eta: 21:14:35, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.4924, top5_acc: 0.7375, loss_cls: 2.2073, loss: 2.2073, grad_norm: 2.7777 2020-08-13 06:42:37,155 - mmaction - INFO - Epoch [13][420/940] lr: 4.000e-02, eta: 21:14:12, time: 0.898, data_time: 0.009, memory: 6440, top1_acc: 0.4859, top5_acc: 0.7336, loss_cls: 2.2207, loss: 2.2207, grad_norm: 2.7632 2020-08-13 06:42:55,968 - mmaction - INFO - Epoch [13][440/940] lr: 4.000e-02, eta: 21:13:55, time: 0.939, data_time: 0.008, memory: 6440, top1_acc: 0.4793, top5_acc: 0.7320, loss_cls: 2.2447, loss: 2.2447, grad_norm: 2.8069 2020-08-13 06:43:13,265 - mmaction - INFO - Epoch [13][460/940] lr: 4.000e-02, eta: 21:13:27, time: 0.867, data_time: 0.006, memory: 6440, top1_acc: 0.4709, top5_acc: 0.7264, loss_cls: 2.2531, loss: 2.2531, grad_norm: 2.8449 2020-08-13 06:43:33,592 - mmaction - INFO - Epoch [13][480/940] lr: 4.000e-02, eta: 21:13:20, time: 1.011, data_time: 0.009, memory: 6440, top1_acc: 0.4875, top5_acc: 0.7271, loss_cls: 2.2323, loss: 2.2323, grad_norm: 2.8002 2020-08-13 06:43:52,673 - mmaction - INFO - Epoch [13][500/940] lr: 4.000e-02, eta: 21:13:06, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.4758, top5_acc: 0.7377, loss_cls: 2.2399, loss: 2.2399, grad_norm: 2.8560 2020-08-13 06:44:12,097 - mmaction - INFO - Epoch [13][520/940] lr: 4.000e-02, eta: 21:12:53, time: 0.969, data_time: 0.006, memory: 6440, top1_acc: 0.4756, top5_acc: 0.7238, loss_cls: 2.2682, loss: 2.2682, grad_norm: 2.7720 2020-08-13 06:44:33,753 - mmaction - INFO - Epoch [13][540/940] lr: 4.000e-02, eta: 21:12:56, time: 1.086, data_time: 0.007, memory: 6440, top1_acc: 0.4916, top5_acc: 0.7357, loss_cls: 2.2198, loss: 2.2198, grad_norm: 2.7649 2020-08-13 06:44:50,814 - mmaction - INFO - Epoch [13][560/940] lr: 4.000e-02, eta: 21:12:26, time: 0.847, data_time: 0.005, memory: 6440, top1_acc: 0.4742, top5_acc: 0.7295, loss_cls: 2.2593, loss: 2.2593, grad_norm: 2.8529 2020-08-13 06:45:09,806 - mmaction - INFO - Epoch [13][580/940] lr: 4.000e-02, eta: 21:12:11, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.4814, top5_acc: 0.7379, loss_cls: 2.2045, loss: 2.2045, grad_norm: 2.7904 2020-08-13 06:45:26,706 - mmaction - INFO - Epoch [13][600/940] lr: 4.000e-02, eta: 21:11:41, time: 0.844, data_time: 0.002, memory: 6440, top1_acc: 0.4891, top5_acc: 0.7232, loss_cls: 2.2300, loss: 2.2300, grad_norm: 2.8387 2020-08-13 06:45:45,437 - mmaction - INFO - Epoch [13][620/940] lr: 4.000e-02, eta: 21:11:23, time: 0.938, data_time: 0.008, memory: 6440, top1_acc: 0.4791, top5_acc: 0.7189, loss_cls: 2.2684, loss: 2.2684, grad_norm: 2.8279 2020-08-13 06:46:04,385 - mmaction - INFO - Epoch [13][640/940] lr: 4.000e-02, eta: 21:11:07, time: 0.943, data_time: 0.008, memory: 6440, top1_acc: 0.4961, top5_acc: 0.7389, loss_cls: 2.2004, loss: 2.2004, grad_norm: 2.7507 2020-08-13 06:46:25,409 - mmaction - INFO - Epoch [13][660/940] lr: 4.000e-02, eta: 21:11:05, time: 1.056, data_time: 0.008, memory: 6440, top1_acc: 0.4807, top5_acc: 0.7342, loss_cls: 2.2505, loss: 2.2505, grad_norm: 2.8210 2020-08-13 06:46:42,533 - mmaction - INFO - Epoch [13][680/940] lr: 4.000e-02, eta: 21:10:36, time: 0.855, data_time: 0.005, memory: 6440, top1_acc: 0.4789, top5_acc: 0.7154, loss_cls: 2.2663, loss: 2.2663, grad_norm: 2.7934 2020-08-13 06:46:59,426 - mmaction - INFO - Epoch [13][700/940] lr: 4.000e-02, eta: 21:10:07, time: 0.846, data_time: 0.008, memory: 6440, top1_acc: 0.4828, top5_acc: 0.7303, loss_cls: 2.2578, loss: 2.2578, grad_norm: 2.6960 2020-08-13 06:47:17,828 - mmaction - INFO - Epoch [13][720/940] lr: 4.000e-02, eta: 21:09:46, time: 0.917, data_time: 0.006, memory: 6440, top1_acc: 0.4854, top5_acc: 0.7340, loss_cls: 2.2336, loss: 2.2336, grad_norm: 2.7725 2020-08-13 06:47:36,681 - mmaction - INFO - Epoch [13][740/940] lr: 4.000e-02, eta: 21:09:29, time: 0.942, data_time: 0.007, memory: 6440, top1_acc: 0.4900, top5_acc: 0.7396, loss_cls: 2.1827, loss: 2.1827, grad_norm: 2.7219 2020-08-13 06:47:53,741 - mmaction - INFO - Epoch [13][760/940] lr: 4.000e-02, eta: 21:09:01, time: 0.854, data_time: 0.009, memory: 6440, top1_acc: 0.4715, top5_acc: 0.7244, loss_cls: 2.2704, loss: 2.2704, grad_norm: 2.8358 2020-08-13 06:48:11,529 - mmaction - INFO - Epoch [13][780/940] lr: 4.000e-02, eta: 21:08:37, time: 0.889, data_time: 0.006, memory: 6440, top1_acc: 0.4791, top5_acc: 0.7277, loss_cls: 2.2463, loss: 2.2463, grad_norm: 2.8312 2020-08-13 06:48:29,431 - mmaction - INFO - Epoch [13][800/940] lr: 4.000e-02, eta: 21:08:13, time: 0.894, data_time: 0.009, memory: 6440, top1_acc: 0.4826, top5_acc: 0.7334, loss_cls: 2.2145, loss: 2.2145, grad_norm: 2.7949 2020-08-13 06:48:46,690 - mmaction - INFO - Epoch [13][820/940] lr: 4.000e-02, eta: 21:07:46, time: 0.865, data_time: 0.008, memory: 6440, top1_acc: 0.4826, top5_acc: 0.7344, loss_cls: 2.2363, loss: 2.2363, grad_norm: 2.8224 2020-08-13 06:49:05,657 - mmaction - INFO - Epoch [13][840/940] lr: 4.000e-02, eta: 21:07:30, time: 0.950, data_time: 0.008, memory: 6440, top1_acc: 0.4709, top5_acc: 0.7303, loss_cls: 2.2474, loss: 2.2474, grad_norm: 2.7833 2020-08-13 06:49:23,212 - mmaction - INFO - Epoch [13][860/940] lr: 4.000e-02, eta: 21:07:04, time: 0.872, data_time: 0.006, memory: 6440, top1_acc: 0.4760, top5_acc: 0.7277, loss_cls: 2.2597, loss: 2.2597, grad_norm: 2.7899 2020-08-13 06:49:40,878 - mmaction - INFO - Epoch [13][880/940] lr: 4.000e-02, eta: 21:06:40, time: 0.889, data_time: 0.009, memory: 6440, top1_acc: 0.4883, top5_acc: 0.7291, loss_cls: 2.2291, loss: 2.2291, grad_norm: 2.7428 2020-08-13 06:49:58,613 - mmaction - INFO - Epoch [13][900/940] lr: 4.000e-02, eta: 21:06:16, time: 0.885, data_time: 0.008, memory: 6440, top1_acc: 0.4871, top5_acc: 0.7332, loss_cls: 2.2216, loss: 2.2216, grad_norm: 2.7424 2020-08-13 06:50:16,170 - mmaction - INFO - Epoch [13][920/940] lr: 4.000e-02, eta: 21:05:51, time: 0.878, data_time: 0.007, memory: 6440, top1_acc: 0.4857, top5_acc: 0.7227, loss_cls: 2.2440, loss: 2.2440, grad_norm: 2.7369 2020-08-13 06:50:33,789 - mmaction - INFO - Epoch [13][940/940] lr: 4.000e-02, eta: 21:05:26, time: 0.881, data_time: 0.009, memory: 6440, top1_acc: 0.4846, top5_acc: 0.7317, loss_cls: 2.2443, loss: 2.2443, grad_norm: 2.8004 2020-08-13 06:50:34,142 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-13 06:50:57,823 - mmaction - INFO - Epoch [14][20/940] lr: 4.000e-02, eta: 21:05:37, time: 1.154, data_time: 0.445, memory: 6440, top1_acc: 0.4934, top5_acc: 0.7367, loss_cls: 2.2156, loss: 2.2156, grad_norm: 2.7706 2020-08-13 06:51:17,100 - mmaction - INFO - Epoch [14][40/940] lr: 4.000e-02, eta: 21:05:23, time: 0.965, data_time: 0.003, memory: 6440, top1_acc: 0.4922, top5_acc: 0.7299, loss_cls: 2.2100, loss: 2.2100, grad_norm: 2.7897 2020-08-13 06:51:35,060 - mmaction - INFO - Epoch [14][60/940] lr: 4.000e-02, eta: 21:05:01, time: 0.898, data_time: 0.006, memory: 6440, top1_acc: 0.4977, top5_acc: 0.7479, loss_cls: 2.1741, loss: 2.1741, grad_norm: 2.7570 2020-08-13 06:51:52,376 - mmaction - INFO - Epoch [14][80/940] lr: 4.000e-02, eta: 21:04:33, time: 0.862, data_time: 0.003, memory: 6440, top1_acc: 0.4850, top5_acc: 0.7311, loss_cls: 2.2168, loss: 2.2168, grad_norm: 2.8331 2020-08-13 06:52:11,945 - mmaction - INFO - Epoch [14][100/940] lr: 4.000e-02, eta: 21:04:21, time: 0.977, data_time: 0.009, memory: 6440, top1_acc: 0.5004, top5_acc: 0.7422, loss_cls: 2.1655, loss: 2.1655, grad_norm: 2.8076 2020-08-13 06:52:30,793 - mmaction - INFO - Epoch [14][120/940] lr: 4.000e-02, eta: 21:04:05, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.5053, top5_acc: 0.7459, loss_cls: 2.1472, loss: 2.1472, grad_norm: 2.7990 2020-08-13 06:52:50,206 - mmaction - INFO - Epoch [14][140/940] lr: 4.000e-02, eta: 21:03:52, time: 0.971, data_time: 0.008, memory: 6440, top1_acc: 0.4953, top5_acc: 0.7436, loss_cls: 2.1678, loss: 2.1678, grad_norm: 2.8130 2020-08-13 06:53:07,220 - mmaction - INFO - Epoch [14][160/940] lr: 4.000e-02, eta: 21:03:23, time: 0.852, data_time: 0.009, memory: 6440, top1_acc: 0.4922, top5_acc: 0.7473, loss_cls: 2.1561, loss: 2.1561, grad_norm: 2.7925 2020-08-13 06:53:28,116 - mmaction - INFO - Epoch [14][180/940] lr: 4.000e-02, eta: 21:03:20, time: 1.044, data_time: 0.005, memory: 6440, top1_acc: 0.5039, top5_acc: 0.7496, loss_cls: 2.1353, loss: 2.1353, grad_norm: 2.7858 2020-08-13 06:53:45,896 - mmaction - INFO - Epoch [14][200/940] lr: 4.000e-02, eta: 21:02:56, time: 0.890, data_time: 0.005, memory: 6440, top1_acc: 0.5059, top5_acc: 0.7461, loss_cls: 2.1216, loss: 2.1216, grad_norm: 2.7657 2020-08-13 06:54:07,489 - mmaction - INFO - Epoch [14][220/940] lr: 4.000e-02, eta: 21:02:57, time: 1.076, data_time: 0.005, memory: 6440, top1_acc: 0.4947, top5_acc: 0.7482, loss_cls: 2.1679, loss: 2.1679, grad_norm: 2.7748 2020-08-13 06:54:23,805 - mmaction - INFO - Epoch [14][240/940] lr: 4.000e-02, eta: 21:02:24, time: 0.818, data_time: 0.007, memory: 6440, top1_acc: 0.4859, top5_acc: 0.7227, loss_cls: 2.2440, loss: 2.2440, grad_norm: 2.8688 2020-08-13 06:54:44,094 - mmaction - INFO - Epoch [14][260/940] lr: 4.000e-02, eta: 21:02:16, time: 1.011, data_time: 0.006, memory: 6440, top1_acc: 0.4877, top5_acc: 0.7363, loss_cls: 2.1811, loss: 2.1811, grad_norm: 2.8478 2020-08-13 06:55:03,161 - mmaction - INFO - Epoch [14][280/940] lr: 4.000e-02, eta: 21:02:01, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.4801, top5_acc: 0.7338, loss_cls: 2.2197, loss: 2.2197, grad_norm: 2.7876 2020-08-13 06:55:21,299 - mmaction - INFO - Epoch [14][300/940] lr: 4.000e-02, eta: 21:01:39, time: 0.904, data_time: 0.002, memory: 6440, top1_acc: 0.4861, top5_acc: 0.7281, loss_cls: 2.2225, loss: 2.2225, grad_norm: 2.8104 2020-08-13 06:55:41,056 - mmaction - INFO - Epoch [14][320/940] lr: 4.000e-02, eta: 21:01:28, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.4871, top5_acc: 0.7264, loss_cls: 2.2256, loss: 2.2256, grad_norm: 2.8075 2020-08-13 06:55:58,208 - mmaction - INFO - Epoch [14][340/940] lr: 4.000e-02, eta: 21:01:00, time: 0.857, data_time: 0.006, memory: 6440, top1_acc: 0.4932, top5_acc: 0.7361, loss_cls: 2.1838, loss: 2.1838, grad_norm: 2.8365 2020-08-13 06:56:18,133 - mmaction - INFO - Epoch [14][360/940] lr: 4.000e-02, eta: 21:00:50, time: 0.995, data_time: 0.010, memory: 6440, top1_acc: 0.4932, top5_acc: 0.7377, loss_cls: 2.1965, loss: 2.1965, grad_norm: 2.8239 2020-08-13 06:56:37,267 - mmaction - INFO - Epoch [14][380/940] lr: 4.000e-02, eta: 21:00:35, time: 0.957, data_time: 0.010, memory: 6440, top1_acc: 0.4975, top5_acc: 0.7352, loss_cls: 2.1768, loss: 2.1768, grad_norm: 2.7848 2020-08-13 06:56:56,990 - mmaction - INFO - Epoch [14][400/940] lr: 4.000e-02, eta: 21:00:24, time: 0.989, data_time: 0.006, memory: 6440, top1_acc: 0.4953, top5_acc: 0.7422, loss_cls: 2.1563, loss: 2.1563, grad_norm: 2.7624 2020-08-13 06:57:15,924 - mmaction - INFO - Epoch [14][420/940] lr: 4.000e-02, eta: 21:00:08, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.4908, top5_acc: 0.7375, loss_cls: 2.1923, loss: 2.1923, grad_norm: 2.7842 2020-08-13 06:57:33,731 - mmaction - INFO - Epoch [14][440/940] lr: 4.000e-02, eta: 20:59:44, time: 0.893, data_time: 0.008, memory: 6440, top1_acc: 0.4848, top5_acc: 0.7277, loss_cls: 2.2057, loss: 2.2057, grad_norm: 2.7836 2020-08-13 06:57:54,152 - mmaction - INFO - Epoch [14][460/940] lr: 4.000e-02, eta: 20:59:37, time: 1.019, data_time: 0.006, memory: 6440, top1_acc: 0.4807, top5_acc: 0.7334, loss_cls: 2.2304, loss: 2.2304, grad_norm: 2.8107 2020-08-13 06:58:12,491 - mmaction - INFO - Epoch [14][480/940] lr: 4.000e-02, eta: 20:59:17, time: 0.917, data_time: 0.007, memory: 6440, top1_acc: 0.4916, top5_acc: 0.7385, loss_cls: 2.1973, loss: 2.1973, grad_norm: 2.8663 2020-08-13 06:58:31,528 - mmaction - INFO - Epoch [14][500/940] lr: 4.000e-02, eta: 20:59:02, time: 0.955, data_time: 0.009, memory: 6440, top1_acc: 0.4980, top5_acc: 0.7418, loss_cls: 2.1750, loss: 2.1750, grad_norm: 2.8197 2020-08-13 06:58:48,900 - mmaction - INFO - Epoch [14][520/940] lr: 4.000e-02, eta: 20:58:35, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.4873, top5_acc: 0.7391, loss_cls: 2.1956, loss: 2.1956, grad_norm: 2.8007 2020-08-13 06:59:09,573 - mmaction - INFO - Epoch [14][540/940] lr: 4.000e-02, eta: 20:58:30, time: 1.038, data_time: 0.008, memory: 6440, top1_acc: 0.4830, top5_acc: 0.7295, loss_cls: 2.2463, loss: 2.2463, grad_norm: 2.8278 2020-08-13 06:59:28,731 - mmaction - INFO - Epoch [14][560/940] lr: 4.000e-02, eta: 20:58:15, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.4842, top5_acc: 0.7309, loss_cls: 2.2281, loss: 2.2281, grad_norm: 2.8591 2020-08-13 06:59:46,085 - mmaction - INFO - Epoch [14][580/940] lr: 4.000e-02, eta: 20:57:49, time: 0.868, data_time: 0.005, memory: 6440, top1_acc: 0.4910, top5_acc: 0.7424, loss_cls: 2.1862, loss: 2.1862, grad_norm: 2.7308 2020-08-13 07:00:07,840 - mmaction - INFO - Epoch [14][600/940] lr: 4.000e-02, eta: 20:57:46, time: 1.052, data_time: 0.008, memory: 6440, top1_acc: 0.4959, top5_acc: 0.7477, loss_cls: 2.1581, loss: 2.1581, grad_norm: 2.8258 2020-08-13 07:00:25,640 - mmaction - INFO - Epoch [14][620/940] lr: 4.000e-02, eta: 20:57:26, time: 0.925, data_time: 0.047, memory: 6440, top1_acc: 0.4889, top5_acc: 0.7355, loss_cls: 2.2079, loss: 2.2079, grad_norm: 2.7958 2020-08-13 07:00:45,110 - mmaction - INFO - Epoch [14][640/940] lr: 4.000e-02, eta: 20:57:13, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.4961, top5_acc: 0.7342, loss_cls: 2.2106, loss: 2.2106, grad_norm: 2.8091 2020-08-13 07:01:04,613 - mmaction - INFO - Epoch [14][660/940] lr: 4.000e-02, eta: 20:57:00, time: 0.975, data_time: 0.007, memory: 6440, top1_acc: 0.4941, top5_acc: 0.7371, loss_cls: 2.2065, loss: 2.2065, grad_norm: 2.8032 2020-08-13 07:01:24,039 - mmaction - INFO - Epoch [14][680/940] lr: 4.000e-02, eta: 20:56:47, time: 0.973, data_time: 0.008, memory: 6440, top1_acc: 0.4893, top5_acc: 0.7475, loss_cls: 2.1945, loss: 2.1945, grad_norm: 2.8204 2020-08-13 07:01:41,210 - mmaction - INFO - Epoch [14][700/940] lr: 4.000e-02, eta: 20:56:19, time: 0.855, data_time: 0.008, memory: 6440, top1_acc: 0.4955, top5_acc: 0.7436, loss_cls: 2.1891, loss: 2.1891, grad_norm: 2.7320 2020-08-13 07:01:59,303 - mmaction - INFO - Epoch [14][720/940] lr: 4.000e-02, eta: 20:55:58, time: 0.908, data_time: 0.009, memory: 6440, top1_acc: 0.4902, top5_acc: 0.7381, loss_cls: 2.1917, loss: 2.1917, grad_norm: 2.7692 2020-08-13 07:02:18,441 - mmaction - INFO - Epoch [14][740/940] lr: 4.000e-02, eta: 20:55:43, time: 0.955, data_time: 0.006, memory: 6440, top1_acc: 0.4891, top5_acc: 0.7316, loss_cls: 2.2259, loss: 2.2259, grad_norm: 2.8229 2020-08-13 07:02:36,387 - mmaction - INFO - Epoch [14][760/940] lr: 4.000e-02, eta: 20:55:20, time: 0.899, data_time: 0.008, memory: 6440, top1_acc: 0.4773, top5_acc: 0.7236, loss_cls: 2.2457, loss: 2.2457, grad_norm: 2.7859 2020-08-13 07:02:56,189 - mmaction - INFO - Epoch [14][780/940] lr: 4.000e-02, eta: 20:55:09, time: 0.988, data_time: 0.006, memory: 6440, top1_acc: 0.4854, top5_acc: 0.7346, loss_cls: 2.2273, loss: 2.2273, grad_norm: 2.7945 2020-08-13 07:03:14,606 - mmaction - INFO - Epoch [14][800/940] lr: 4.000e-02, eta: 20:54:49, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.4820, top5_acc: 0.7320, loss_cls: 2.2467, loss: 2.2467, grad_norm: 2.8068 2020-08-13 07:03:32,701 - mmaction - INFO - Epoch [14][820/940] lr: 4.000e-02, eta: 20:54:28, time: 0.903, data_time: 0.007, memory: 6440, top1_acc: 0.4758, top5_acc: 0.7229, loss_cls: 2.2892, loss: 2.2892, grad_norm: 2.8830 2020-08-13 07:03:49,573 - mmaction - INFO - Epoch [14][840/940] lr: 4.000e-02, eta: 20:53:59, time: 0.846, data_time: 0.006, memory: 6440, top1_acc: 0.4824, top5_acc: 0.7414, loss_cls: 2.1717, loss: 2.1717, grad_norm: 2.7755 2020-08-13 07:04:08,121 - mmaction - INFO - Epoch [14][860/940] lr: 4.000e-02, eta: 20:53:39, time: 0.924, data_time: 0.005, memory: 6440, top1_acc: 0.4852, top5_acc: 0.7363, loss_cls: 2.2095, loss: 2.2095, grad_norm: 2.7738 2020-08-13 07:04:26,495 - mmaction - INFO - Epoch [14][880/940] lr: 4.000e-02, eta: 20:53:20, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.4830, top5_acc: 0.7316, loss_cls: 2.2326, loss: 2.2326, grad_norm: 2.7727 2020-08-13 07:04:43,912 - mmaction - INFO - Epoch [14][900/940] lr: 4.000e-02, eta: 20:52:53, time: 0.868, data_time: 0.008, memory: 6440, top1_acc: 0.5012, top5_acc: 0.7402, loss_cls: 2.1633, loss: 2.1633, grad_norm: 2.7381 2020-08-13 07:05:03,616 - mmaction - INFO - Epoch [14][920/940] lr: 4.000e-02, eta: 20:52:42, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.4832, top5_acc: 0.7301, loss_cls: 2.2168, loss: 2.2168, grad_norm: 2.7931 2020-08-13 07:05:21,065 - mmaction - INFO - Epoch [14][940/940] lr: 4.000e-02, eta: 20:52:17, time: 0.873, data_time: 0.002, memory: 6440, top1_acc: 0.4807, top5_acc: 0.7250, loss_cls: 2.2394, loss: 2.2394, grad_norm: 2.8006 2020-08-13 07:05:21,475 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-13 07:05:47,572 - mmaction - INFO - Epoch [15][20/940] lr: 4.000e-02, eta: 20:52:40, time: 1.269, data_time: 0.539, memory: 6440, top1_acc: 0.4979, top5_acc: 0.7346, loss_cls: 2.1754, loss: 2.1754, grad_norm: 2.7400 2020-08-13 07:06:04,622 - mmaction - INFO - Epoch [15][40/940] lr: 4.000e-02, eta: 20:52:12, time: 0.854, data_time: 0.004, memory: 6440, top1_acc: 0.4973, top5_acc: 0.7424, loss_cls: 2.1637, loss: 2.1637, grad_norm: 2.7940 2020-08-13 07:06:23,923 - mmaction - INFO - Epoch [15][60/940] lr: 4.000e-02, eta: 20:51:57, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.4988, top5_acc: 0.7396, loss_cls: 2.1457, loss: 2.1457, grad_norm: 2.8085 2020-08-13 07:06:42,287 - mmaction - INFO - Epoch [15][80/940] lr: 4.000e-02, eta: 20:51:37, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.4887, top5_acc: 0.7391, loss_cls: 2.1701, loss: 2.1701, grad_norm: 2.7944 2020-08-13 07:07:03,073 - mmaction - INFO - Epoch [15][100/940] lr: 4.000e-02, eta: 20:51:32, time: 1.038, data_time: 0.006, memory: 6440, top1_acc: 0.4982, top5_acc: 0.7436, loss_cls: 2.1382, loss: 2.1382, grad_norm: 2.7982 2020-08-13 07:07:22,040 - mmaction - INFO - Epoch [15][120/940] lr: 4.000e-02, eta: 20:51:16, time: 0.950, data_time: 0.005, memory: 6440, top1_acc: 0.4926, top5_acc: 0.7395, loss_cls: 2.1706, loss: 2.1706, grad_norm: 2.7612 2020-08-13 07:07:41,615 - mmaction - INFO - Epoch [15][140/940] lr: 4.000e-02, eta: 20:51:03, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.5146, top5_acc: 0.7529, loss_cls: 2.1105, loss: 2.1105, grad_norm: 2.7593 2020-08-13 07:08:00,390 - mmaction - INFO - Epoch [15][160/940] lr: 4.000e-02, eta: 20:50:45, time: 0.939, data_time: 0.007, memory: 6440, top1_acc: 0.4979, top5_acc: 0.7447, loss_cls: 2.1622, loss: 2.1622, grad_norm: 2.8033 2020-08-13 07:08:19,892 - mmaction - INFO - Epoch [15][180/940] lr: 4.000e-02, eta: 20:50:32, time: 0.977, data_time: 0.009, memory: 6440, top1_acc: 0.4980, top5_acc: 0.7500, loss_cls: 2.1557, loss: 2.1557, grad_norm: 2.7842 2020-08-13 07:08:39,033 - mmaction - INFO - Epoch [15][200/940] lr: 4.000e-02, eta: 20:50:17, time: 0.957, data_time: 0.007, memory: 6440, top1_acc: 0.4973, top5_acc: 0.7381, loss_cls: 2.1626, loss: 2.1626, grad_norm: 2.8063 2020-08-13 07:08:57,556 - mmaction - INFO - Epoch [15][220/940] lr: 4.000e-02, eta: 20:49:58, time: 0.928, data_time: 0.008, memory: 6440, top1_acc: 0.4852, top5_acc: 0.7377, loss_cls: 2.2036, loss: 2.2036, grad_norm: 2.8598 2020-08-13 07:09:15,292 - mmaction - INFO - Epoch [15][240/940] lr: 4.000e-02, eta: 20:49:34, time: 0.884, data_time: 0.008, memory: 6440, top1_acc: 0.4957, top5_acc: 0.7416, loss_cls: 2.1852, loss: 2.1852, grad_norm: 2.8101 2020-08-13 07:09:35,300 - mmaction - INFO - Epoch [15][260/940] lr: 4.000e-02, eta: 20:49:24, time: 1.003, data_time: 0.006, memory: 6440, top1_acc: 0.4904, top5_acc: 0.7367, loss_cls: 2.1752, loss: 2.1752, grad_norm: 2.8057 2020-08-13 07:09:53,698 - mmaction - INFO - Epoch [15][280/940] lr: 4.000e-02, eta: 20:49:04, time: 0.918, data_time: 0.006, memory: 6440, top1_acc: 0.4973, top5_acc: 0.7455, loss_cls: 2.1702, loss: 2.1702, grad_norm: 2.7931 2020-08-13 07:10:11,509 - mmaction - INFO - Epoch [15][300/940] lr: 4.000e-02, eta: 20:48:40, time: 0.888, data_time: 0.008, memory: 6440, top1_acc: 0.4912, top5_acc: 0.7348, loss_cls: 2.2130, loss: 2.2130, grad_norm: 2.7448 2020-08-13 07:10:30,329 - mmaction - INFO - Epoch [15][320/940] lr: 4.000e-02, eta: 20:48:23, time: 0.945, data_time: 0.011, memory: 6440, top1_acc: 0.4996, top5_acc: 0.7535, loss_cls: 2.1257, loss: 2.1257, grad_norm: 2.8035 2020-08-13 07:10:49,385 - mmaction - INFO - Epoch [15][340/940] lr: 4.000e-02, eta: 20:48:07, time: 0.948, data_time: 0.008, memory: 6440, top1_acc: 0.5000, top5_acc: 0.7400, loss_cls: 2.1704, loss: 2.1704, grad_norm: 2.8388 2020-08-13 07:11:07,880 - mmaction - INFO - Epoch [15][360/940] lr: 4.000e-02, eta: 20:47:48, time: 0.927, data_time: 0.008, memory: 6440, top1_acc: 0.5000, top5_acc: 0.7453, loss_cls: 2.1408, loss: 2.1408, grad_norm: 2.7852 2020-08-13 07:11:25,355 - mmaction - INFO - Epoch [15][380/940] lr: 4.000e-02, eta: 20:47:23, time: 0.875, data_time: 0.008, memory: 6440, top1_acc: 0.4965, top5_acc: 0.7457, loss_cls: 2.1432, loss: 2.1432, grad_norm: 2.7896 2020-08-13 07:11:43,418 - mmaction - INFO - Epoch [15][400/940] lr: 4.000e-02, eta: 20:47:01, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.4912, top5_acc: 0.7303, loss_cls: 2.2235, loss: 2.2235, grad_norm: 2.7791 2020-08-13 07:12:03,796 - mmaction - INFO - Epoch [15][420/940] lr: 4.000e-02, eta: 20:46:52, time: 1.018, data_time: 0.009, memory: 6440, top1_acc: 0.4955, top5_acc: 0.7332, loss_cls: 2.1892, loss: 2.1892, grad_norm: 2.7796 2020-08-13 07:12:20,711 - mmaction - INFO - Epoch [15][440/940] lr: 4.000e-02, eta: 20:46:24, time: 0.849, data_time: 0.007, memory: 6440, top1_acc: 0.4906, top5_acc: 0.7420, loss_cls: 2.1598, loss: 2.1598, grad_norm: 2.7574 2020-08-13 07:12:41,920 - mmaction - INFO - Epoch [15][460/940] lr: 4.000e-02, eta: 20:46:21, time: 1.062, data_time: 0.009, memory: 6440, top1_acc: 0.4914, top5_acc: 0.7438, loss_cls: 2.1776, loss: 2.1776, grad_norm: 2.8719 2020-08-13 07:13:00,442 - mmaction - INFO - Epoch [15][480/940] lr: 4.000e-02, eta: 20:46:02, time: 0.926, data_time: 0.005, memory: 6440, top1_acc: 0.4857, top5_acc: 0.7348, loss_cls: 2.2159, loss: 2.2159, grad_norm: 2.7977 2020-08-13 07:13:19,374 - mmaction - INFO - Epoch [15][500/940] lr: 4.000e-02, eta: 20:45:45, time: 0.947, data_time: 0.002, memory: 6440, top1_acc: 0.4918, top5_acc: 0.7494, loss_cls: 2.1403, loss: 2.1403, grad_norm: 2.7514 2020-08-13 07:13:37,852 - mmaction - INFO - Epoch [15][520/940] lr: 4.000e-02, eta: 20:45:26, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.4922, top5_acc: 0.7299, loss_cls: 2.1952, loss: 2.1952, grad_norm: 2.7742 2020-08-13 07:13:56,132 - mmaction - INFO - Epoch [15][540/940] lr: 4.000e-02, eta: 20:45:05, time: 0.915, data_time: 0.004, memory: 6440, top1_acc: 0.4977, top5_acc: 0.7428, loss_cls: 2.1738, loss: 2.1738, grad_norm: 2.7993 2020-08-13 07:14:15,828 - mmaction - INFO - Epoch [15][560/940] lr: 4.000e-02, eta: 20:44:53, time: 0.983, data_time: 0.006, memory: 6440, top1_acc: 0.4998, top5_acc: 0.7406, loss_cls: 2.1675, loss: 2.1675, grad_norm: 2.8272 2020-08-13 07:14:33,701 - mmaction - INFO - Epoch [15][580/940] lr: 4.000e-02, eta: 20:44:30, time: 0.896, data_time: 0.007, memory: 6440, top1_acc: 0.4947, top5_acc: 0.7336, loss_cls: 2.2187, loss: 2.2187, grad_norm: 2.7858 2020-08-13 07:14:52,543 - mmaction - INFO - Epoch [15][600/940] lr: 4.000e-02, eta: 20:44:13, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.4932, top5_acc: 0.7314, loss_cls: 2.2049, loss: 2.2049, grad_norm: 2.7563 2020-08-13 07:15:11,916 - mmaction - INFO - Epoch [15][620/940] lr: 4.000e-02, eta: 20:43:58, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.4973, top5_acc: 0.7412, loss_cls: 2.1586, loss: 2.1586, grad_norm: 2.8016 2020-08-13 07:15:31,542 - mmaction - INFO - Epoch [15][640/940] lr: 4.000e-02, eta: 20:43:46, time: 0.985, data_time: 0.009, memory: 6440, top1_acc: 0.5023, top5_acc: 0.7521, loss_cls: 2.1232, loss: 2.1232, grad_norm: 2.8017 2020-08-13 07:15:50,821 - mmaction - INFO - Epoch [15][660/940] lr: 4.000e-02, eta: 20:43:31, time: 0.962, data_time: 0.005, memory: 6440, top1_acc: 0.5104, top5_acc: 0.7568, loss_cls: 2.0853, loss: 2.0853, grad_norm: 2.7555 2020-08-13 07:16:08,399 - mmaction - INFO - Epoch [15][680/940] lr: 4.000e-02, eta: 20:43:07, time: 0.879, data_time: 0.006, memory: 6440, top1_acc: 0.5006, top5_acc: 0.7305, loss_cls: 2.1943, loss: 2.1943, grad_norm: 2.8059 2020-08-13 07:16:28,111 - mmaction - INFO - Epoch [15][700/940] lr: 4.000e-02, eta: 20:42:55, time: 0.987, data_time: 0.009, memory: 6440, top1_acc: 0.4961, top5_acc: 0.7424, loss_cls: 2.1626, loss: 2.1626, grad_norm: 2.7243 2020-08-13 07:16:47,209 - mmaction - INFO - Epoch [15][720/940] lr: 4.000e-02, eta: 20:42:38, time: 0.952, data_time: 0.008, memory: 6440, top1_acc: 0.4949, top5_acc: 0.7445, loss_cls: 2.1825, loss: 2.1825, grad_norm: 2.7843 2020-08-13 07:17:05,310 - mmaction - INFO - Epoch [15][740/940] lr: 4.000e-02, eta: 20:42:17, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.4809, top5_acc: 0.7240, loss_cls: 2.2400, loss: 2.2400, grad_norm: 2.8222 2020-08-13 07:17:22,936 - mmaction - INFO - Epoch [15][760/940] lr: 4.000e-02, eta: 20:41:53, time: 0.883, data_time: 0.006, memory: 6440, top1_acc: 0.5010, top5_acc: 0.7365, loss_cls: 2.1868, loss: 2.1868, grad_norm: 2.7977 2020-08-13 07:17:43,975 - mmaction - INFO - Epoch [15][780/940] lr: 4.000e-02, eta: 20:41:48, time: 1.049, data_time: 0.007, memory: 6440, top1_acc: 0.4855, top5_acc: 0.7371, loss_cls: 2.2081, loss: 2.2081, grad_norm: 2.7886 2020-08-13 07:18:04,112 - mmaction - INFO - Epoch [15][800/940] lr: 4.000e-02, eta: 20:41:38, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.4939, top5_acc: 0.7377, loss_cls: 2.1747, loss: 2.1747, grad_norm: 2.8761 2020-08-13 07:18:23,526 - mmaction - INFO - Epoch [15][820/940] lr: 4.000e-02, eta: 20:41:24, time: 0.967, data_time: 0.005, memory: 6440, top1_acc: 0.4838, top5_acc: 0.7270, loss_cls: 2.2457, loss: 2.2457, grad_norm: 2.8466 2020-08-13 07:18:42,537 - mmaction - INFO - Epoch [15][840/940] lr: 4.000e-02, eta: 20:41:08, time: 0.950, data_time: 0.008, memory: 6440, top1_acc: 0.4885, top5_acc: 0.7373, loss_cls: 2.2070, loss: 2.2070, grad_norm: 2.7784 2020-08-13 07:19:00,717 - mmaction - INFO - Epoch [15][860/940] lr: 4.000e-02, eta: 20:40:47, time: 0.910, data_time: 0.009, memory: 6440, top1_acc: 0.4998, top5_acc: 0.7467, loss_cls: 2.1388, loss: 2.1388, grad_norm: 2.7826 2020-08-13 07:19:19,773 - mmaction - INFO - Epoch [15][880/940] lr: 4.000e-02, eta: 20:40:31, time: 0.954, data_time: 0.009, memory: 6440, top1_acc: 0.4986, top5_acc: 0.7438, loss_cls: 2.1574, loss: 2.1574, grad_norm: 2.8088 2020-08-13 07:19:38,314 - mmaction - INFO - Epoch [15][900/940] lr: 4.000e-02, eta: 20:40:11, time: 0.927, data_time: 0.008, memory: 6440, top1_acc: 0.4879, top5_acc: 0.7385, loss_cls: 2.1943, loss: 2.1943, grad_norm: 2.7897 2020-08-13 07:19:57,078 - mmaction - INFO - Epoch [15][920/940] lr: 4.000e-02, eta: 20:39:54, time: 0.940, data_time: 0.006, memory: 6440, top1_acc: 0.4941, top5_acc: 0.7320, loss_cls: 2.2220, loss: 2.2220, grad_norm: 2.7413 2020-08-13 07:20:15,351 - mmaction - INFO - Epoch [15][940/940] lr: 4.000e-02, eta: 20:39:33, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.4951, top5_acc: 0.7340, loss_cls: 2.2023, loss: 2.2023, grad_norm: 2.7969 2020-08-13 07:20:15,725 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-13 07:20:42,230 - mmaction - INFO - Epoch [16][20/940] lr: 4.000e-02, eta: 20:39:56, time: 1.299, data_time: 0.475, memory: 6440, top1_acc: 0.5041, top5_acc: 0.7562, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.7778 2020-08-13 07:21:00,179 - mmaction - INFO - Epoch [16][40/940] lr: 4.000e-02, eta: 20:39:33, time: 0.898, data_time: 0.002, memory: 6440, top1_acc: 0.5045, top5_acc: 0.7510, loss_cls: 2.1146, loss: 2.1146, grad_norm: 2.7505 2020-08-13 07:21:20,110 - mmaction - INFO - Epoch [16][60/940] lr: 4.000e-02, eta: 20:39:22, time: 0.993, data_time: 0.005, memory: 6440, top1_acc: 0.4941, top5_acc: 0.7455, loss_cls: 2.1610, loss: 2.1610, grad_norm: 2.7803 2020-08-13 07:21:41,499 - mmaction - INFO - Epoch [16][80/940] lr: 4.000e-02, eta: 20:39:19, time: 1.070, data_time: 0.007, memory: 6440, top1_acc: 0.5096, top5_acc: 0.7416, loss_cls: 2.1385, loss: 2.1385, grad_norm: 2.7952 2020-08-13 07:21:59,223 - mmaction - INFO - Epoch [16][100/940] lr: 4.000e-02, eta: 20:38:55, time: 0.885, data_time: 0.008, memory: 6440, top1_acc: 0.5018, top5_acc: 0.7439, loss_cls: 2.1354, loss: 2.1354, grad_norm: 2.7772 2020-08-13 07:22:17,685 - mmaction - INFO - Epoch [16][120/940] lr: 4.000e-02, eta: 20:38:35, time: 0.926, data_time: 0.007, memory: 6440, top1_acc: 0.5000, top5_acc: 0.7398, loss_cls: 2.1535, loss: 2.1535, grad_norm: 2.7994 2020-08-13 07:22:36,980 - mmaction - INFO - Epoch [16][140/940] lr: 4.000e-02, eta: 20:38:20, time: 0.964, data_time: 0.007, memory: 6440, top1_acc: 0.5016, top5_acc: 0.7457, loss_cls: 2.1199, loss: 2.1199, grad_norm: 2.8433 2020-08-13 07:22:57,097 - mmaction - INFO - Epoch [16][160/940] lr: 4.000e-02, eta: 20:38:10, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.5070, top5_acc: 0.7406, loss_cls: 2.1385, loss: 2.1385, grad_norm: 2.7647 2020-08-13 07:23:16,283 - mmaction - INFO - Epoch [16][180/940] lr: 4.000e-02, eta: 20:37:55, time: 0.961, data_time: 0.009, memory: 6440, top1_acc: 0.5072, top5_acc: 0.7439, loss_cls: 2.1412, loss: 2.1412, grad_norm: 2.8017 2020-08-13 07:23:34,863 - mmaction - INFO - Epoch [16][200/940] lr: 4.000e-02, eta: 20:37:36, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.4912, top5_acc: 0.7287, loss_cls: 2.1910, loss: 2.1910, grad_norm: 2.7651 2020-08-13 07:23:51,860 - mmaction - INFO - Epoch [16][220/940] lr: 4.000e-02, eta: 20:37:08, time: 0.848, data_time: 0.006, memory: 6440, top1_acc: 0.5037, top5_acc: 0.7553, loss_cls: 2.1193, loss: 2.1193, grad_norm: 2.8308 2020-08-13 07:24:09,879 - mmaction - INFO - Epoch [16][240/940] lr: 4.000e-02, eta: 20:36:46, time: 0.903, data_time: 0.007, memory: 6440, top1_acc: 0.5152, top5_acc: 0.7627, loss_cls: 2.0422, loss: 2.0422, grad_norm: 2.7597 2020-08-13 07:24:28,778 - mmaction - INFO - Epoch [16][260/940] lr: 4.000e-02, eta: 20:36:29, time: 0.943, data_time: 0.005, memory: 6440, top1_acc: 0.4951, top5_acc: 0.7492, loss_cls: 2.1282, loss: 2.1282, grad_norm: 2.8420 2020-08-13 07:24:47,944 - mmaction - INFO - Epoch [16][280/940] lr: 4.000e-02, eta: 20:36:13, time: 0.960, data_time: 0.008, memory: 6440, top1_acc: 0.5049, top5_acc: 0.7521, loss_cls: 2.1065, loss: 2.1065, grad_norm: 2.7740 2020-08-13 07:25:06,211 - mmaction - INFO - Epoch [16][300/940] lr: 4.000e-02, eta: 20:35:53, time: 0.914, data_time: 0.006, memory: 6440, top1_acc: 0.5055, top5_acc: 0.7402, loss_cls: 2.1627, loss: 2.1627, grad_norm: 2.7895 2020-08-13 07:25:24,600 - mmaction - INFO - Epoch [16][320/940] lr: 4.000e-02, eta: 20:35:33, time: 0.919, data_time: 0.002, memory: 6440, top1_acc: 0.4943, top5_acc: 0.7371, loss_cls: 2.1731, loss: 2.1731, grad_norm: 2.7988 2020-08-13 07:25:43,026 - mmaction - INFO - Epoch [16][340/940] lr: 4.000e-02, eta: 20:35:13, time: 0.920, data_time: 0.005, memory: 6440, top1_acc: 0.5066, top5_acc: 0.7438, loss_cls: 2.1449, loss: 2.1449, grad_norm: 2.7725 2020-08-13 07:26:01,024 - mmaction - INFO - Epoch [16][360/940] lr: 4.000e-02, eta: 20:34:50, time: 0.899, data_time: 0.005, memory: 6440, top1_acc: 0.4926, top5_acc: 0.7324, loss_cls: 2.1976, loss: 2.1976, grad_norm: 2.8205 2020-08-13 07:26:20,349 - mmaction - INFO - Epoch [16][380/940] lr: 4.000e-02, eta: 20:34:36, time: 0.967, data_time: 0.008, memory: 6440, top1_acc: 0.5000, top5_acc: 0.7410, loss_cls: 2.1782, loss: 2.1782, grad_norm: 2.7769 2020-08-13 07:26:37,703 - mmaction - INFO - Epoch [16][400/940] lr: 4.000e-02, eta: 20:34:10, time: 0.871, data_time: 0.007, memory: 6440, top1_acc: 0.4939, top5_acc: 0.7393, loss_cls: 2.1502, loss: 2.1502, grad_norm: 2.7927 2020-08-13 07:26:57,973 - mmaction - INFO - Epoch [16][420/940] lr: 4.000e-02, eta: 20:34:01, time: 1.012, data_time: 0.004, memory: 6440, top1_acc: 0.4889, top5_acc: 0.7379, loss_cls: 2.1834, loss: 2.1834, grad_norm: 2.8283 2020-08-13 07:27:16,425 - mmaction - INFO - Epoch [16][440/940] lr: 4.000e-02, eta: 20:33:41, time: 0.923, data_time: 0.005, memory: 6440, top1_acc: 0.5084, top5_acc: 0.7477, loss_cls: 2.1423, loss: 2.1423, grad_norm: 2.7768 2020-08-13 07:27:34,201 - mmaction - INFO - Epoch [16][460/940] lr: 4.000e-02, eta: 20:33:17, time: 0.886, data_time: 0.006, memory: 6440, top1_acc: 0.4902, top5_acc: 0.7484, loss_cls: 2.1390, loss: 2.1390, grad_norm: 2.7602 2020-08-13 07:27:51,711 - mmaction - INFO - Epoch [16][480/940] lr: 4.000e-02, eta: 20:32:53, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.5139, top5_acc: 0.7484, loss_cls: 2.0974, loss: 2.0974, grad_norm: 2.7496 2020-08-13 07:28:09,380 - mmaction - INFO - Epoch [16][500/940] lr: 4.000e-02, eta: 20:32:29, time: 0.880, data_time: 0.008, memory: 6440, top1_acc: 0.5074, top5_acc: 0.7461, loss_cls: 2.1387, loss: 2.1387, grad_norm: 2.8222 2020-08-13 07:28:27,750 - mmaction - INFO - Epoch [16][520/940] lr: 4.000e-02, eta: 20:32:09, time: 0.924, data_time: 0.009, memory: 6440, top1_acc: 0.5006, top5_acc: 0.7443, loss_cls: 2.1502, loss: 2.1502, grad_norm: 2.8223 2020-08-13 07:28:45,988 - mmaction - INFO - Epoch [16][540/940] lr: 4.000e-02, eta: 20:31:48, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.4893, top5_acc: 0.7363, loss_cls: 2.2064, loss: 2.2064, grad_norm: 2.8461 2020-08-13 07:29:05,091 - mmaction - INFO - Epoch [16][560/940] lr: 4.000e-02, eta: 20:31:32, time: 0.961, data_time: 0.008, memory: 6440, top1_acc: 0.5033, top5_acc: 0.7451, loss_cls: 2.1258, loss: 2.1258, grad_norm: 2.8384 2020-08-13 07:29:24,809 - mmaction - INFO - Epoch [16][580/940] lr: 4.000e-02, eta: 20:31:20, time: 0.986, data_time: 0.009, memory: 6440, top1_acc: 0.4871, top5_acc: 0.7377, loss_cls: 2.2042, loss: 2.2042, grad_norm: 2.8400 2020-08-13 07:29:43,781 - mmaction - INFO - Epoch [16][600/940] lr: 4.000e-02, eta: 20:31:03, time: 0.948, data_time: 0.004, memory: 6440, top1_acc: 0.4982, top5_acc: 0.7426, loss_cls: 2.1572, loss: 2.1572, grad_norm: 2.7732 2020-08-13 07:30:04,002 - mmaction - INFO - Epoch [16][620/940] lr: 4.000e-02, eta: 20:30:52, time: 1.007, data_time: 0.009, memory: 6440, top1_acc: 0.4930, top5_acc: 0.7309, loss_cls: 2.2271, loss: 2.2271, grad_norm: 2.7993 2020-08-13 07:30:22,160 - mmaction - INFO - Epoch [16][640/940] lr: 4.000e-02, eta: 20:30:31, time: 0.909, data_time: 0.007, memory: 6440, top1_acc: 0.5105, top5_acc: 0.7496, loss_cls: 2.1156, loss: 2.1156, grad_norm: 2.7256 2020-08-13 07:30:40,692 - mmaction - INFO - Epoch [16][660/940] lr: 4.000e-02, eta: 20:30:12, time: 0.930, data_time: 0.008, memory: 6440, top1_acc: 0.5008, top5_acc: 0.7537, loss_cls: 2.1315, loss: 2.1315, grad_norm: 2.7987 2020-08-13 07:30:59,006 - mmaction - INFO - Epoch [16][680/940] lr: 4.000e-02, eta: 20:29:52, time: 0.912, data_time: 0.008, memory: 6440, top1_acc: 0.5033, top5_acc: 0.7391, loss_cls: 2.1377, loss: 2.1377, grad_norm: 2.8208 2020-08-13 07:31:17,806 - mmaction - INFO - Epoch [16][700/940] lr: 4.000e-02, eta: 20:29:34, time: 0.944, data_time: 0.008, memory: 6440, top1_acc: 0.5023, top5_acc: 0.7420, loss_cls: 2.1742, loss: 2.1742, grad_norm: 2.7999 2020-08-13 07:31:38,706 - mmaction - INFO - Epoch [16][720/940] lr: 4.000e-02, eta: 20:29:27, time: 1.039, data_time: 0.005, memory: 6440, top1_acc: 0.4910, top5_acc: 0.7424, loss_cls: 2.1777, loss: 2.1777, grad_norm: 2.8449 2020-08-13 07:31:57,613 - mmaction - INFO - Epoch [16][740/940] lr: 4.000e-02, eta: 20:29:11, time: 0.950, data_time: 0.008, memory: 6440, top1_acc: 0.4979, top5_acc: 0.7404, loss_cls: 2.1705, loss: 2.1705, grad_norm: 2.8288 2020-08-13 07:32:17,799 - mmaction - INFO - Epoch [16][760/940] lr: 4.000e-02, eta: 20:29:00, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.5020, top5_acc: 0.7414, loss_cls: 2.1443, loss: 2.1443, grad_norm: 2.7768 2020-08-13 07:32:36,205 - mmaction - INFO - Epoch [16][780/940] lr: 4.000e-02, eta: 20:28:40, time: 0.920, data_time: 0.005, memory: 6440, top1_acc: 0.5035, top5_acc: 0.7492, loss_cls: 2.1226, loss: 2.1226, grad_norm: 2.7751 2020-08-13 07:32:54,614 - mmaction - INFO - Epoch [16][800/940] lr: 4.000e-02, eta: 20:28:20, time: 0.920, data_time: 0.005, memory: 6440, top1_acc: 0.5016, top5_acc: 0.7449, loss_cls: 2.1312, loss: 2.1312, grad_norm: 2.8045 2020-08-13 07:33:13,780 - mmaction - INFO - Epoch [16][820/940] lr: 4.000e-02, eta: 20:28:05, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.5045, top5_acc: 0.7514, loss_cls: 2.1282, loss: 2.1282, grad_norm: 2.7868 2020-08-13 07:33:33,613 - mmaction - INFO - Epoch [16][840/940] lr: 4.000e-02, eta: 20:27:53, time: 0.991, data_time: 0.002, memory: 6440, top1_acc: 0.4992, top5_acc: 0.7471, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.8120 2020-08-13 07:33:52,159 - mmaction - INFO - Epoch [16][860/940] lr: 4.000e-02, eta: 20:27:33, time: 0.923, data_time: 0.006, memory: 6440, top1_acc: 0.4986, top5_acc: 0.7439, loss_cls: 2.1585, loss: 2.1585, grad_norm: 2.7766 2020-08-13 07:34:11,564 - mmaction - INFO - Epoch [16][880/940] lr: 4.000e-02, eta: 20:27:19, time: 0.973, data_time: 0.007, memory: 6440, top1_acc: 0.4977, top5_acc: 0.7359, loss_cls: 2.1983, loss: 2.1983, grad_norm: 2.7671 2020-08-13 07:34:31,842 - mmaction - INFO - Epoch [16][900/940] lr: 4.000e-02, eta: 20:27:09, time: 1.016, data_time: 0.007, memory: 6440, top1_acc: 0.5020, top5_acc: 0.7439, loss_cls: 2.1620, loss: 2.1620, grad_norm: 2.7850 2020-08-13 07:34:51,136 - mmaction - INFO - Epoch [16][920/940] lr: 4.000e-02, eta: 20:26:54, time: 0.964, data_time: 0.008, memory: 6440, top1_acc: 0.4828, top5_acc: 0.7271, loss_cls: 2.2261, loss: 2.2261, grad_norm: 2.8190 2020-08-13 07:35:08,800 - mmaction - INFO - Epoch [16][940/940] lr: 4.000e-02, eta: 20:26:30, time: 0.884, data_time: 0.006, memory: 6440, top1_acc: 0.5045, top5_acc: 0.7466, loss_cls: 2.1545, loss: 2.1545, grad_norm: 2.8315 2020-08-13 07:35:09,040 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-13 07:35:34,941 - mmaction - INFO - Epoch [17][20/940] lr: 4.000e-02, eta: 20:26:47, time: 1.269, data_time: 0.452, memory: 6440, top1_acc: 0.5104, top5_acc: 0.7514, loss_cls: 2.1096, loss: 2.1096, grad_norm: 2.8006 2020-08-13 07:35:53,531 - mmaction - INFO - Epoch [17][40/940] lr: 4.000e-02, eta: 20:26:28, time: 0.930, data_time: 0.006, memory: 6440, top1_acc: 0.4924, top5_acc: 0.7422, loss_cls: 2.1622, loss: 2.1622, grad_norm: 2.8093 2020-08-13 07:36:11,109 - mmaction - INFO - Epoch [17][60/940] lr: 4.000e-02, eta: 20:26:03, time: 0.878, data_time: 0.004, memory: 6440, top1_acc: 0.5117, top5_acc: 0.7480, loss_cls: 2.0972, loss: 2.0972, grad_norm: 2.8102 2020-08-13 07:36:30,883 - mmaction - INFO - Epoch [17][80/940] lr: 4.000e-02, eta: 20:25:50, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.5102, top5_acc: 0.7578, loss_cls: 2.0772, loss: 2.0772, grad_norm: 2.7989 2020-08-13 07:36:49,591 - mmaction - INFO - Epoch [17][100/940] lr: 4.000e-02, eta: 20:25:32, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.5158, top5_acc: 0.7539, loss_cls: 2.0898, loss: 2.0898, grad_norm: 2.8226 2020-08-13 07:37:08,499 - mmaction - INFO - Epoch [17][120/940] lr: 4.000e-02, eta: 20:25:15, time: 0.947, data_time: 0.008, memory: 6440, top1_acc: 0.5100, top5_acc: 0.7494, loss_cls: 2.1087, loss: 2.1087, grad_norm: 2.7778 2020-08-13 07:37:28,322 - mmaction - INFO - Epoch [17][140/940] lr: 4.000e-02, eta: 20:25:02, time: 0.993, data_time: 0.008, memory: 6440, top1_acc: 0.5074, top5_acc: 0.7559, loss_cls: 2.1063, loss: 2.1063, grad_norm: 2.7981 2020-08-13 07:37:45,949 - mmaction - INFO - Epoch [17][160/940] lr: 4.000e-02, eta: 20:24:38, time: 0.877, data_time: 0.005, memory: 6440, top1_acc: 0.5143, top5_acc: 0.7588, loss_cls: 2.0874, loss: 2.0874, grad_norm: 2.8291 2020-08-13 07:38:05,841 - mmaction - INFO - Epoch [17][180/940] lr: 4.000e-02, eta: 20:24:26, time: 0.999, data_time: 0.007, memory: 6440, top1_acc: 0.5148, top5_acc: 0.7527, loss_cls: 2.1077, loss: 2.1077, grad_norm: 2.7821 2020-08-13 07:38:24,504 - mmaction - INFO - Epoch [17][200/940] lr: 4.000e-02, eta: 20:24:07, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.4945, top5_acc: 0.7400, loss_cls: 2.1843, loss: 2.1843, grad_norm: 2.8291 2020-08-13 07:38:43,289 - mmaction - INFO - Epoch [17][220/940] lr: 4.000e-02, eta: 20:23:50, time: 0.942, data_time: 0.007, memory: 6440, top1_acc: 0.5281, top5_acc: 0.7562, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.6650 2020-08-13 07:39:02,962 - mmaction - INFO - Epoch [17][240/940] lr: 4.000e-02, eta: 20:23:36, time: 0.981, data_time: 0.005, memory: 6440, top1_acc: 0.5086, top5_acc: 0.7477, loss_cls: 2.1145, loss: 2.1145, grad_norm: 2.7679 2020-08-13 07:39:22,315 - mmaction - INFO - Epoch [17][260/940] lr: 4.000e-02, eta: 20:23:21, time: 0.970, data_time: 0.006, memory: 6440, top1_acc: 0.5020, top5_acc: 0.7408, loss_cls: 2.1462, loss: 2.1462, grad_norm: 2.7829 2020-08-13 07:39:40,792 - mmaction - INFO - Epoch [17][280/940] lr: 4.000e-02, eta: 20:23:01, time: 0.917, data_time: 0.006, memory: 6440, top1_acc: 0.5047, top5_acc: 0.7428, loss_cls: 2.1411, loss: 2.1411, grad_norm: 2.8369 2020-08-13 07:40:00,287 - mmaction - INFO - Epoch [17][300/940] lr: 4.000e-02, eta: 20:22:47, time: 0.982, data_time: 0.009, memory: 6440, top1_acc: 0.5094, top5_acc: 0.7441, loss_cls: 2.1175, loss: 2.1175, grad_norm: 2.8381 2020-08-13 07:40:19,124 - mmaction - INFO - Epoch [17][320/940] lr: 4.000e-02, eta: 20:22:29, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.4977, top5_acc: 0.7389, loss_cls: 2.1838, loss: 2.1838, grad_norm: 2.8633 2020-08-13 07:40:38,966 - mmaction - INFO - Epoch [17][340/940] lr: 4.000e-02, eta: 20:22:17, time: 0.995, data_time: 0.009, memory: 6440, top1_acc: 0.4883, top5_acc: 0.7477, loss_cls: 2.1561, loss: 2.1561, grad_norm: 2.7826 2020-08-13 07:40:59,016 - mmaction - INFO - Epoch [17][360/940] lr: 4.000e-02, eta: 20:22:05, time: 1.001, data_time: 0.005, memory: 6440, top1_acc: 0.5043, top5_acc: 0.7475, loss_cls: 2.1247, loss: 2.1247, grad_norm: 2.7899 2020-08-13 07:41:18,148 - mmaction - INFO - Epoch [17][380/940] lr: 4.000e-02, eta: 20:21:49, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.4926, top5_acc: 0.7566, loss_cls: 2.1111, loss: 2.1111, grad_norm: 2.8481 2020-08-13 07:41:36,169 - mmaction - INFO - Epoch [17][400/940] lr: 4.000e-02, eta: 20:21:27, time: 0.898, data_time: 0.004, memory: 6440, top1_acc: 0.5049, top5_acc: 0.7467, loss_cls: 2.1334, loss: 2.1334, grad_norm: 2.7171 2020-08-13 07:41:54,708 - mmaction - INFO - Epoch [17][420/940] lr: 4.000e-02, eta: 20:21:08, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.5166, top5_acc: 0.7588, loss_cls: 2.0715, loss: 2.0715, grad_norm: 2.7778 2020-08-13 07:42:13,526 - mmaction - INFO - Epoch [17][440/940] lr: 4.000e-02, eta: 20:20:50, time: 0.938, data_time: 0.006, memory: 6440, top1_acc: 0.5049, top5_acc: 0.7447, loss_cls: 2.1246, loss: 2.1246, grad_norm: 2.8309 2020-08-13 07:42:32,369 - mmaction - INFO - Epoch [17][460/940] lr: 4.000e-02, eta: 20:20:32, time: 0.944, data_time: 0.008, memory: 6440, top1_acc: 0.5043, top5_acc: 0.7395, loss_cls: 2.1333, loss: 2.1333, grad_norm: 2.7984 2020-08-13 07:42:52,406 - mmaction - INFO - Epoch [17][480/940] lr: 4.000e-02, eta: 20:20:21, time: 1.002, data_time: 0.008, memory: 6440, top1_acc: 0.5051, top5_acc: 0.7496, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.8038 2020-08-13 07:43:11,440 - mmaction - INFO - Epoch [17][500/940] lr: 4.000e-02, eta: 20:20:04, time: 0.953, data_time: 0.007, memory: 6440, top1_acc: 0.5125, top5_acc: 0.7502, loss_cls: 2.1023, loss: 2.1023, grad_norm: 2.7906 2020-08-13 07:43:30,446 - mmaction - INFO - Epoch [17][520/940] lr: 4.000e-02, eta: 20:19:47, time: 0.952, data_time: 0.008, memory: 6440, top1_acc: 0.5074, top5_acc: 0.7502, loss_cls: 2.1403, loss: 2.1403, grad_norm: 2.8102 2020-08-13 07:43:49,216 - mmaction - INFO - Epoch [17][540/940] lr: 4.000e-02, eta: 20:19:29, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.5076, top5_acc: 0.7430, loss_cls: 2.1423, loss: 2.1423, grad_norm: 2.7492 2020-08-13 07:44:07,389 - mmaction - INFO - Epoch [17][560/940] lr: 4.000e-02, eta: 20:19:08, time: 0.909, data_time: 0.002, memory: 6440, top1_acc: 0.5150, top5_acc: 0.7639, loss_cls: 2.0680, loss: 2.0680, grad_norm: 2.7912 2020-08-13 07:44:27,427 - mmaction - INFO - Epoch [17][580/940] lr: 4.000e-02, eta: 20:18:56, time: 0.999, data_time: 0.005, memory: 6440, top1_acc: 0.4938, top5_acc: 0.7457, loss_cls: 2.1383, loss: 2.1383, grad_norm: 2.7886 2020-08-13 07:44:47,365 - mmaction - INFO - Epoch [17][600/940] lr: 4.000e-02, eta: 20:18:44, time: 0.999, data_time: 0.008, memory: 6440, top1_acc: 0.5021, top5_acc: 0.7527, loss_cls: 2.1319, loss: 2.1319, grad_norm: 2.8208 2020-08-13 07:45:06,955 - mmaction - INFO - Epoch [17][620/940] lr: 4.000e-02, eta: 20:18:30, time: 0.980, data_time: 0.009, memory: 6440, top1_acc: 0.5025, top5_acc: 0.7459, loss_cls: 2.1228, loss: 2.1228, grad_norm: 2.7604 2020-08-13 07:45:24,224 - mmaction - INFO - Epoch [17][640/940] lr: 4.000e-02, eta: 20:18:04, time: 0.863, data_time: 0.002, memory: 6440, top1_acc: 0.5129, top5_acc: 0.7580, loss_cls: 2.1162, loss: 2.1162, grad_norm: 2.7943 2020-08-13 07:45:45,213 - mmaction - INFO - Epoch [17][660/940] lr: 4.000e-02, eta: 20:17:57, time: 1.048, data_time: 0.006, memory: 6440, top1_acc: 0.5027, top5_acc: 0.7404, loss_cls: 2.1506, loss: 2.1506, grad_norm: 2.8885 2020-08-13 07:46:03,090 - mmaction - INFO - Epoch [17][680/940] lr: 4.000e-02, eta: 20:17:34, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.5092, top5_acc: 0.7514, loss_cls: 2.0977, loss: 2.0977, grad_norm: 2.7994 2020-08-13 07:46:22,878 - mmaction - INFO - Epoch [17][700/940] lr: 4.000e-02, eta: 20:17:21, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.5041, top5_acc: 0.7416, loss_cls: 2.1189, loss: 2.1189, grad_norm: 2.8060 2020-08-13 07:46:43,529 - mmaction - INFO - Epoch [17][720/940] lr: 4.000e-02, eta: 20:17:12, time: 1.032, data_time: 0.008, memory: 6440, top1_acc: 0.5068, top5_acc: 0.7422, loss_cls: 2.1428, loss: 2.1428, grad_norm: 2.7871 2020-08-13 07:47:02,089 - mmaction - INFO - Epoch [17][740/940] lr: 4.000e-02, eta: 20:16:53, time: 0.931, data_time: 0.009, memory: 6440, top1_acc: 0.5096, top5_acc: 0.7584, loss_cls: 2.0789, loss: 2.0789, grad_norm: 2.7696 2020-08-13 07:47:21,532 - mmaction - INFO - Epoch [17][760/940] lr: 4.000e-02, eta: 20:16:38, time: 0.970, data_time: 0.005, memory: 6440, top1_acc: 0.5172, top5_acc: 0.7637, loss_cls: 2.0675, loss: 2.0675, grad_norm: 2.7555 2020-08-13 07:47:39,761 - mmaction - INFO - Epoch [17][780/940] lr: 4.000e-02, eta: 20:16:18, time: 0.913, data_time: 0.008, memory: 6440, top1_acc: 0.5010, top5_acc: 0.7418, loss_cls: 2.1518, loss: 2.1518, grad_norm: 2.8418 2020-08-13 07:47:58,991 - mmaction - INFO - Epoch [17][800/940] lr: 4.000e-02, eta: 20:16:02, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.5014, top5_acc: 0.7428, loss_cls: 2.1677, loss: 2.1677, grad_norm: 2.8290 2020-08-13 07:48:17,039 - mmaction - INFO - Epoch [17][820/940] lr: 4.000e-02, eta: 20:15:40, time: 0.898, data_time: 0.005, memory: 6440, top1_acc: 0.4992, top5_acc: 0.7354, loss_cls: 2.1791, loss: 2.1791, grad_norm: 2.7851 2020-08-13 07:48:35,889 - mmaction - INFO - Epoch [17][840/940] lr: 4.000e-02, eta: 20:15:22, time: 0.944, data_time: 0.007, memory: 6440, top1_acc: 0.4959, top5_acc: 0.7396, loss_cls: 2.1650, loss: 2.1650, grad_norm: 2.8050 2020-08-13 07:48:55,760 - mmaction - INFO - Epoch [17][860/940] lr: 4.000e-02, eta: 20:15:09, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.5174, top5_acc: 0.7471, loss_cls: 2.1099, loss: 2.1099, grad_norm: 2.8370 2020-08-13 07:49:16,098 - mmaction - INFO - Epoch [17][880/940] lr: 4.000e-02, eta: 20:14:59, time: 1.020, data_time: 0.010, memory: 6440, top1_acc: 0.5012, top5_acc: 0.7473, loss_cls: 2.1573, loss: 2.1573, grad_norm: 2.8358 2020-08-13 07:49:34,677 - mmaction - INFO - Epoch [17][900/940] lr: 4.000e-02, eta: 20:14:39, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.5049, top5_acc: 0.7486, loss_cls: 2.1122, loss: 2.1122, grad_norm: 2.7941 2020-08-13 07:49:53,132 - mmaction - INFO - Epoch [17][920/940] lr: 4.000e-02, eta: 20:14:20, time: 0.928, data_time: 0.008, memory: 6440, top1_acc: 0.4934, top5_acc: 0.7438, loss_cls: 2.1519, loss: 2.1519, grad_norm: 2.8033 2020-08-13 07:50:11,491 - mmaction - INFO - Epoch [17][940/940] lr: 4.000e-02, eta: 20:14:00, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.4903, top5_acc: 0.7409, loss_cls: 2.1720, loss: 2.1720, grad_norm: 2.8355 2020-08-13 07:50:11,788 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-13 07:50:35,238 - mmaction - INFO - Epoch [18][20/940] lr: 4.000e-02, eta: 20:14:02, time: 1.147, data_time: 0.419, memory: 6440, top1_acc: 0.5102, top5_acc: 0.7527, loss_cls: 2.0840, loss: 2.0840, grad_norm: 2.8188 2020-08-13 07:50:54,202 - mmaction - INFO - Epoch [18][40/940] lr: 4.000e-02, eta: 20:13:45, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.5111, top5_acc: 0.7475, loss_cls: 2.1024, loss: 2.1024, grad_norm: 2.8079 2020-08-13 07:51:14,745 - mmaction - INFO - Epoch [18][60/940] lr: 4.000e-02, eta: 20:13:35, time: 1.030, data_time: 0.007, memory: 6440, top1_acc: 0.5088, top5_acc: 0.7559, loss_cls: 2.0808, loss: 2.0808, grad_norm: 2.7692 2020-08-13 07:51:31,596 - mmaction - INFO - Epoch [18][80/940] lr: 4.000e-02, eta: 20:13:08, time: 0.842, data_time: 0.002, memory: 6440, top1_acc: 0.5098, top5_acc: 0.7596, loss_cls: 2.0546, loss: 2.0546, grad_norm: 2.8295 2020-08-13 07:51:51,468 - mmaction - INFO - Epoch [18][100/940] lr: 4.000e-02, eta: 20:12:54, time: 0.990, data_time: 0.005, memory: 6440, top1_acc: 0.5229, top5_acc: 0.7596, loss_cls: 2.0429, loss: 2.0429, grad_norm: 2.8174 2020-08-13 07:52:09,638 - mmaction - INFO - Epoch [18][120/940] lr: 4.000e-02, eta: 20:12:34, time: 0.913, data_time: 0.009, memory: 6440, top1_acc: 0.5117, top5_acc: 0.7596, loss_cls: 2.1004, loss: 2.1004, grad_norm: 2.8325 2020-08-13 07:52:27,009 - mmaction - INFO - Epoch [18][140/940] lr: 4.000e-02, eta: 20:12:08, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.4990, top5_acc: 0.7455, loss_cls: 2.1494, loss: 2.1494, grad_norm: 2.8381 2020-08-13 07:52:46,615 - mmaction - INFO - Epoch [18][160/940] lr: 4.000e-02, eta: 20:11:54, time: 0.984, data_time: 0.008, memory: 6440, top1_acc: 0.5117, top5_acc: 0.7537, loss_cls: 2.0641, loss: 2.0641, grad_norm: 2.8130 2020-08-13 07:53:05,116 - mmaction - INFO - Epoch [18][180/940] lr: 4.000e-02, eta: 20:11:35, time: 0.925, data_time: 0.005, memory: 6440, top1_acc: 0.5062, top5_acc: 0.7525, loss_cls: 2.1125, loss: 2.1125, grad_norm: 2.9047 2020-08-13 07:53:26,334 - mmaction - INFO - Epoch [18][200/940] lr: 4.000e-02, eta: 20:11:28, time: 1.061, data_time: 0.002, memory: 6440, top1_acc: 0.5049, top5_acc: 0.7557, loss_cls: 2.0691, loss: 2.0691, grad_norm: 2.8424 2020-08-13 07:53:46,014 - mmaction - INFO - Epoch [18][220/940] lr: 4.000e-02, eta: 20:11:14, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.5125, top5_acc: 0.7543, loss_cls: 2.0940, loss: 2.0940, grad_norm: 2.8203 2020-08-13 07:54:05,317 - mmaction - INFO - Epoch [18][240/940] lr: 4.000e-02, eta: 20:10:59, time: 0.965, data_time: 0.004, memory: 6440, top1_acc: 0.5150, top5_acc: 0.7553, loss_cls: 2.0714, loss: 2.0714, grad_norm: 2.7740 2020-08-13 07:54:23,666 - mmaction - INFO - Epoch [18][260/940] lr: 4.000e-02, eta: 20:10:38, time: 0.917, data_time: 0.005, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7508, loss_cls: 2.0916, loss: 2.0916, grad_norm: 2.8185 2020-08-13 07:54:44,179 - mmaction - INFO - Epoch [18][280/940] lr: 4.000e-02, eta: 20:10:28, time: 1.025, data_time: 0.002, memory: 6440, top1_acc: 0.4959, top5_acc: 0.7453, loss_cls: 2.1489, loss: 2.1489, grad_norm: 2.9107 2020-08-13 07:55:02,774 - mmaction - INFO - Epoch [18][300/940] lr: 4.000e-02, eta: 20:10:09, time: 0.931, data_time: 0.009, memory: 6440, top1_acc: 0.5049, top5_acc: 0.7482, loss_cls: 2.0940, loss: 2.0940, grad_norm: 2.8187 2020-08-13 07:55:23,227 - mmaction - INFO - Epoch [18][320/940] lr: 4.000e-02, eta: 20:09:59, time: 1.023, data_time: 0.002, memory: 6440, top1_acc: 0.5098, top5_acc: 0.7531, loss_cls: 2.1072, loss: 2.1072, grad_norm: 2.7781 2020-08-13 07:55:43,310 - mmaction - INFO - Epoch [18][340/940] lr: 4.000e-02, eta: 20:09:47, time: 1.002, data_time: 0.008, memory: 6440, top1_acc: 0.5119, top5_acc: 0.7545, loss_cls: 2.1009, loss: 2.1009, grad_norm: 2.7828 2020-08-13 07:56:00,410 - mmaction - INFO - Epoch [18][360/940] lr: 4.000e-02, eta: 20:09:21, time: 0.858, data_time: 0.006, memory: 6440, top1_acc: 0.5211, top5_acc: 0.7680, loss_cls: 2.0406, loss: 2.0406, grad_norm: 2.8016 2020-08-13 07:56:19,764 - mmaction - INFO - Epoch [18][380/940] lr: 4.000e-02, eta: 20:09:05, time: 0.965, data_time: 0.004, memory: 6440, top1_acc: 0.5188, top5_acc: 0.7568, loss_cls: 2.0939, loss: 2.0939, grad_norm: 2.8193 2020-08-13 07:56:37,117 - mmaction - INFO - Epoch [18][400/940] lr: 4.000e-02, eta: 20:08:40, time: 0.867, data_time: 0.007, memory: 6440, top1_acc: 0.5266, top5_acc: 0.7596, loss_cls: 2.0398, loss: 2.0398, grad_norm: 2.8092 2020-08-13 07:56:56,593 - mmaction - INFO - Epoch [18][420/940] lr: 4.000e-02, eta: 20:08:25, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.4994, top5_acc: 0.7514, loss_cls: 2.1003, loss: 2.1003, grad_norm: 2.8346 2020-08-13 07:57:14,202 - mmaction - INFO - Epoch [18][440/940] lr: 4.000e-02, eta: 20:08:02, time: 0.885, data_time: 0.007, memory: 6440, top1_acc: 0.5061, top5_acc: 0.7576, loss_cls: 2.1058, loss: 2.1058, grad_norm: 2.8145 2020-08-13 07:57:34,249 - mmaction - INFO - Epoch [18][460/940] lr: 4.000e-02, eta: 20:07:49, time: 1.003, data_time: 0.006, memory: 6440, top1_acc: 0.5191, top5_acc: 0.7631, loss_cls: 2.0656, loss: 2.0656, grad_norm: 2.8013 2020-08-13 07:57:54,370 - mmaction - INFO - Epoch [18][480/940] lr: 4.000e-02, eta: 20:07:37, time: 1.006, data_time: 0.003, memory: 6440, top1_acc: 0.5002, top5_acc: 0.7438, loss_cls: 2.1480, loss: 2.1480, grad_norm: 2.8374 2020-08-13 07:58:14,406 - mmaction - INFO - Epoch [18][500/940] lr: 4.000e-02, eta: 20:07:25, time: 0.997, data_time: 0.005, memory: 6440, top1_acc: 0.5074, top5_acc: 0.7373, loss_cls: 2.1753, loss: 2.1753, grad_norm: 2.7952 2020-08-13 07:58:31,577 - mmaction - INFO - Epoch [18][520/940] lr: 4.000e-02, eta: 20:06:59, time: 0.862, data_time: 0.009, memory: 6440, top1_acc: 0.4994, top5_acc: 0.7424, loss_cls: 2.1548, loss: 2.1548, grad_norm: 2.7760 2020-08-13 07:58:50,020 - mmaction - INFO - Epoch [18][540/940] lr: 4.000e-02, eta: 20:06:39, time: 0.924, data_time: 0.007, memory: 6440, top1_acc: 0.4971, top5_acc: 0.7449, loss_cls: 2.1447, loss: 2.1447, grad_norm: 2.8060 2020-08-13 07:59:08,981 - mmaction - INFO - Epoch [18][560/940] lr: 4.000e-02, eta: 20:06:22, time: 0.947, data_time: 0.009, memory: 6440, top1_acc: 0.5100, top5_acc: 0.7572, loss_cls: 2.0808, loss: 2.0808, grad_norm: 2.7767 2020-08-13 07:59:28,623 - mmaction - INFO - Epoch [18][580/940] lr: 4.000e-02, eta: 20:06:08, time: 0.984, data_time: 0.004, memory: 6440, top1_acc: 0.5020, top5_acc: 0.7520, loss_cls: 2.1528, loss: 2.1528, grad_norm: 2.8565 2020-08-13 07:59:47,823 - mmaction - INFO - Epoch [18][600/940] lr: 4.000e-02, eta: 20:05:51, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.4885, top5_acc: 0.7449, loss_cls: 2.1694, loss: 2.1694, grad_norm: 2.8452 2020-08-13 08:00:11,794 - mmaction - INFO - Epoch [18][620/940] lr: 4.000e-02, eta: 20:05:57, time: 1.196, data_time: 0.008, memory: 6440, top1_acc: 0.5088, top5_acc: 0.7475, loss_cls: 2.1248, loss: 2.1248, grad_norm: 2.7527 2020-08-13 08:00:27,167 - mmaction - INFO - Epoch [18][640/940] lr: 4.000e-02, eta: 20:05:23, time: 0.773, data_time: 0.020, memory: 6440, top1_acc: 0.5111, top5_acc: 0.7537, loss_cls: 2.1109, loss: 2.1109, grad_norm: 2.8178 2020-08-13 08:00:47,207 - mmaction - INFO - Epoch [18][660/940] lr: 4.000e-02, eta: 20:05:11, time: 1.005, data_time: 0.008, memory: 6440, top1_acc: 0.5086, top5_acc: 0.7490, loss_cls: 2.1208, loss: 2.1208, grad_norm: 2.7975 2020-08-13 08:01:06,590 - mmaction - INFO - Epoch [18][680/940] lr: 4.000e-02, eta: 20:04:55, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.4955, top5_acc: 0.7416, loss_cls: 2.1395, loss: 2.1395, grad_norm: 2.7901 2020-08-13 08:01:25,102 - mmaction - INFO - Epoch [18][700/940] lr: 4.000e-02, eta: 20:04:36, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.4912, top5_acc: 0.7441, loss_cls: 2.1602, loss: 2.1602, grad_norm: 2.8422 2020-08-13 08:01:44,560 - mmaction - INFO - Epoch [18][720/940] lr: 4.000e-02, eta: 20:04:20, time: 0.971, data_time: 0.005, memory: 6440, top1_acc: 0.5066, top5_acc: 0.7479, loss_cls: 2.1190, loss: 2.1190, grad_norm: 2.8281 2020-08-13 08:02:02,370 - mmaction - INFO - Epoch [18][740/940] lr: 4.000e-02, eta: 20:03:58, time: 0.892, data_time: 0.005, memory: 6440, top1_acc: 0.5137, top5_acc: 0.7578, loss_cls: 2.0689, loss: 2.0689, grad_norm: 2.8006 2020-08-13 08:02:23,243 - mmaction - INFO - Epoch [18][760/940] lr: 4.000e-02, eta: 20:03:49, time: 1.039, data_time: 0.008, memory: 6440, top1_acc: 0.4975, top5_acc: 0.7486, loss_cls: 2.1115, loss: 2.1115, grad_norm: 2.7928 2020-08-13 08:02:41,397 - mmaction - INFO - Epoch [18][780/940] lr: 4.000e-02, eta: 20:03:28, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.5072, top5_acc: 0.7531, loss_cls: 2.0844, loss: 2.0844, grad_norm: 2.8041 2020-08-13 08:02:59,652 - mmaction - INFO - Epoch [18][800/940] lr: 4.000e-02, eta: 20:03:07, time: 0.912, data_time: 0.008, memory: 6440, top1_acc: 0.5055, top5_acc: 0.7545, loss_cls: 2.1021, loss: 2.1021, grad_norm: 2.7932 2020-08-13 08:03:19,442 - mmaction - INFO - Epoch [18][820/940] lr: 4.000e-02, eta: 20:02:53, time: 0.990, data_time: 0.003, memory: 6440, top1_acc: 0.5082, top5_acc: 0.7541, loss_cls: 2.1019, loss: 2.1019, grad_norm: 2.7678 2020-08-13 08:03:39,469 - mmaction - INFO - Epoch [18][840/940] lr: 4.000e-02, eta: 20:02:41, time: 0.999, data_time: 0.006, memory: 6440, top1_acc: 0.4932, top5_acc: 0.7316, loss_cls: 2.2146, loss: 2.2146, grad_norm: 2.8353 2020-08-13 08:04:00,005 - mmaction - INFO - Epoch [18][860/940] lr: 4.000e-02, eta: 20:02:30, time: 1.026, data_time: 0.007, memory: 6440, top1_acc: 0.5000, top5_acc: 0.7389, loss_cls: 2.1684, loss: 2.1684, grad_norm: 2.8293 2020-08-13 08:04:19,385 - mmaction - INFO - Epoch [18][880/940] lr: 4.000e-02, eta: 20:02:15, time: 0.970, data_time: 0.008, memory: 6440, top1_acc: 0.5104, top5_acc: 0.7553, loss_cls: 2.0951, loss: 2.0951, grad_norm: 2.7822 2020-08-13 08:04:37,822 - mmaction - INFO - Epoch [18][900/940] lr: 4.000e-02, eta: 20:01:55, time: 0.925, data_time: 0.007, memory: 6440, top1_acc: 0.5191, top5_acc: 0.7498, loss_cls: 2.1104, loss: 2.1104, grad_norm: 2.7828 2020-08-13 08:04:56,457 - mmaction - INFO - Epoch [18][920/940] lr: 4.000e-02, eta: 20:01:36, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.5072, top5_acc: 0.7531, loss_cls: 2.0880, loss: 2.0880, grad_norm: 2.7982 2020-08-13 08:05:13,070 - mmaction - INFO - Epoch [18][940/940] lr: 4.000e-02, eta: 20:01:08, time: 0.827, data_time: 0.003, memory: 6440, top1_acc: 0.5095, top5_acc: 0.7449, loss_cls: 2.1377, loss: 2.1377, grad_norm: 2.8289 2020-08-13 08:05:13,351 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-13 08:05:41,464 - mmaction - INFO - Epoch [19][20/940] lr: 4.000e-02, eta: 20:01:28, time: 1.366, data_time: 0.539, memory: 6440, top1_acc: 0.5213, top5_acc: 0.7678, loss_cls: 2.0471, loss: 2.0471, grad_norm: 2.7775 2020-08-13 08:05:59,185 - mmaction - INFO - Epoch [19][40/940] lr: 4.000e-02, eta: 20:01:05, time: 0.890, data_time: 0.006, memory: 6440, top1_acc: 0.5082, top5_acc: 0.7500, loss_cls: 2.0916, loss: 2.0916, grad_norm: 2.7956 2020-08-13 08:06:18,430 - mmaction - INFO - Epoch [19][60/940] lr: 4.000e-02, eta: 20:00:49, time: 0.962, data_time: 0.006, memory: 6440, top1_acc: 0.5209, top5_acc: 0.7605, loss_cls: 2.0612, loss: 2.0612, grad_norm: 2.7886 2020-08-13 08:06:37,557 - mmaction - INFO - Epoch [19][80/940] lr: 4.000e-02, eta: 20:00:32, time: 0.956, data_time: 0.002, memory: 6440, top1_acc: 0.5023, top5_acc: 0.7479, loss_cls: 2.1083, loss: 2.1083, grad_norm: 2.7797 2020-08-13 08:06:56,051 - mmaction - INFO - Epoch [19][100/940] lr: 4.000e-02, eta: 20:00:12, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.5176, top5_acc: 0.7572, loss_cls: 2.0617, loss: 2.0617, grad_norm: 2.7902 2020-08-13 08:07:14,601 - mmaction - INFO - Epoch [19][120/940] lr: 4.000e-02, eta: 19:59:53, time: 0.931, data_time: 0.008, memory: 6440, top1_acc: 0.5309, top5_acc: 0.7635, loss_cls: 2.0525, loss: 2.0525, grad_norm: 2.7701 2020-08-13 08:07:35,537 - mmaction - INFO - Epoch [19][140/940] lr: 4.000e-02, eta: 19:59:44, time: 1.044, data_time: 0.007, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7510, loss_cls: 2.0717, loss: 2.0717, grad_norm: 2.7999 2020-08-13 08:07:53,211 - mmaction - INFO - Epoch [19][160/940] lr: 4.000e-02, eta: 19:59:21, time: 0.885, data_time: 0.007, memory: 6440, top1_acc: 0.5127, top5_acc: 0.7557, loss_cls: 2.0663, loss: 2.0663, grad_norm: 2.8268 2020-08-13 08:08:12,446 - mmaction - INFO - Epoch [19][180/940] lr: 4.000e-02, eta: 19:59:05, time: 0.964, data_time: 0.007, memory: 6440, top1_acc: 0.5215, top5_acc: 0.7549, loss_cls: 2.0453, loss: 2.0453, grad_norm: 2.7502 2020-08-13 08:08:30,536 - mmaction - INFO - Epoch [19][200/940] lr: 4.000e-02, eta: 19:58:43, time: 0.900, data_time: 0.008, memory: 6440, top1_acc: 0.5248, top5_acc: 0.7598, loss_cls: 2.0501, loss: 2.0501, grad_norm: 2.8853 2020-08-13 08:08:52,697 - mmaction - INFO - Epoch [19][220/940] lr: 4.000e-02, eta: 19:58:40, time: 1.113, data_time: 0.007, memory: 6440, top1_acc: 0.5180, top5_acc: 0.7598, loss_cls: 2.0667, loss: 2.0667, grad_norm: 2.9088 2020-08-13 08:09:10,287 - mmaction - INFO - Epoch [19][240/940] lr: 4.000e-02, eta: 19:58:16, time: 0.878, data_time: 0.006, memory: 6440, top1_acc: 0.5160, top5_acc: 0.7525, loss_cls: 2.1002, loss: 2.1002, grad_norm: 2.7819 2020-08-13 08:09:29,675 - mmaction - INFO - Epoch [19][260/940] lr: 4.000e-02, eta: 19:58:00, time: 0.971, data_time: 0.005, memory: 6440, top1_acc: 0.5182, top5_acc: 0.7576, loss_cls: 2.0847, loss: 2.0847, grad_norm: 2.7689 2020-08-13 08:09:47,585 - mmaction - INFO - Epoch [19][280/940] lr: 4.000e-02, eta: 19:57:38, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.5182, top5_acc: 0.7576, loss_cls: 2.0851, loss: 2.0851, grad_norm: 2.8237 2020-08-13 08:10:06,494 - mmaction - INFO - Epoch [19][300/940] lr: 4.000e-02, eta: 19:57:20, time: 0.948, data_time: 0.007, memory: 6440, top1_acc: 0.5182, top5_acc: 0.7598, loss_cls: 2.0493, loss: 2.0493, grad_norm: 2.7633 2020-08-13 08:10:25,224 - mmaction - INFO - Epoch [19][320/940] lr: 4.000e-02, eta: 19:57:02, time: 0.936, data_time: 0.002, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7486, loss_cls: 2.0761, loss: 2.0761, grad_norm: 2.7738 2020-08-13 08:10:45,065 - mmaction - INFO - Epoch [19][340/940] lr: 4.000e-02, eta: 19:56:48, time: 0.992, data_time: 0.005, memory: 6440, top1_acc: 0.5074, top5_acc: 0.7529, loss_cls: 2.0943, loss: 2.0943, grad_norm: 2.8098 2020-08-13 08:11:02,743 - mmaction - INFO - Epoch [19][360/940] lr: 4.000e-02, eta: 19:56:25, time: 0.883, data_time: 0.004, memory: 6440, top1_acc: 0.5143, top5_acc: 0.7512, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.8462 2020-08-13 08:11:21,305 - mmaction - INFO - Epoch [19][380/940] lr: 4.000e-02, eta: 19:56:05, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.5119, top5_acc: 0.7545, loss_cls: 2.0895, loss: 2.0895, grad_norm: 2.8297 2020-08-13 08:11:38,712 - mmaction - INFO - Epoch [19][400/940] lr: 4.000e-02, eta: 19:55:41, time: 0.869, data_time: 0.005, memory: 6440, top1_acc: 0.5021, top5_acc: 0.7555, loss_cls: 2.0976, loss: 2.0976, grad_norm: 2.8655 2020-08-13 08:11:57,636 - mmaction - INFO - Epoch [19][420/940] lr: 4.000e-02, eta: 19:55:23, time: 0.944, data_time: 0.008, memory: 6440, top1_acc: 0.5254, top5_acc: 0.7582, loss_cls: 2.0578, loss: 2.0578, grad_norm: 2.7956 2020-08-13 08:12:15,375 - mmaction - INFO - Epoch [19][440/940] lr: 4.000e-02, eta: 19:55:00, time: 0.892, data_time: 0.008, memory: 6440, top1_acc: 0.5146, top5_acc: 0.7535, loss_cls: 2.0925, loss: 2.0925, grad_norm: 2.8363 2020-08-13 08:12:33,761 - mmaction - INFO - Epoch [19][460/940] lr: 4.000e-02, eta: 19:54:40, time: 0.917, data_time: 0.006, memory: 6440, top1_acc: 0.5125, top5_acc: 0.7508, loss_cls: 2.1042, loss: 2.1042, grad_norm: 2.8248 2020-08-13 08:12:53,778 - mmaction - INFO - Epoch [19][480/940] lr: 4.000e-02, eta: 19:54:27, time: 1.004, data_time: 0.006, memory: 6440, top1_acc: 0.5150, top5_acc: 0.7605, loss_cls: 2.0680, loss: 2.0680, grad_norm: 2.7889 2020-08-13 08:13:11,029 - mmaction - INFO - Epoch [19][500/940] lr: 4.000e-02, eta: 19:54:02, time: 0.860, data_time: 0.007, memory: 6440, top1_acc: 0.5080, top5_acc: 0.7516, loss_cls: 2.0991, loss: 2.0991, grad_norm: 2.8238 2020-08-13 08:13:28,427 - mmaction - INFO - Epoch [19][520/940] lr: 4.000e-02, eta: 19:53:37, time: 0.872, data_time: 0.006, memory: 6440, top1_acc: 0.5096, top5_acc: 0.7473, loss_cls: 2.1183, loss: 2.1183, grad_norm: 2.8383 2020-08-13 08:13:46,897 - mmaction - INFO - Epoch [19][540/940] lr: 4.000e-02, eta: 19:53:17, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.5195, top5_acc: 0.7637, loss_cls: 2.0602, loss: 2.0602, grad_norm: 2.8228 2020-08-13 08:14:07,838 - mmaction - INFO - Epoch [19][560/940] lr: 4.000e-02, eta: 19:53:09, time: 1.049, data_time: 0.007, memory: 6440, top1_acc: 0.5109, top5_acc: 0.7646, loss_cls: 2.0548, loss: 2.0548, grad_norm: 2.7467 2020-08-13 08:14:26,645 - mmaction - INFO - Epoch [19][580/940] lr: 4.000e-02, eta: 19:52:50, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.5059, top5_acc: 0.7520, loss_cls: 2.1177, loss: 2.1177, grad_norm: 2.9007 2020-08-13 08:14:44,440 - mmaction - INFO - Epoch [19][600/940] lr: 4.000e-02, eta: 19:52:28, time: 0.893, data_time: 0.007, memory: 6440, top1_acc: 0.5148, top5_acc: 0.7598, loss_cls: 2.0481, loss: 2.0481, grad_norm: 2.7804 2020-08-13 08:15:04,027 - mmaction - INFO - Epoch [19][620/940] lr: 4.000e-02, eta: 19:52:13, time: 0.979, data_time: 0.006, memory: 6440, top1_acc: 0.5014, top5_acc: 0.7547, loss_cls: 2.1171, loss: 2.1171, grad_norm: 2.8664 2020-08-13 08:15:22,896 - mmaction - INFO - Epoch [19][640/940] lr: 4.000e-02, eta: 19:51:54, time: 0.941, data_time: 0.002, memory: 6440, top1_acc: 0.5090, top5_acc: 0.7473, loss_cls: 2.1231, loss: 2.1231, grad_norm: 2.8198 2020-08-13 08:15:41,672 - mmaction - INFO - Epoch [19][660/940] lr: 4.000e-02, eta: 19:51:36, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.5094, top5_acc: 0.7582, loss_cls: 2.0807, loss: 2.0807, grad_norm: 2.8854 2020-08-13 08:16:01,452 - mmaction - INFO - Epoch [19][680/940] lr: 4.000e-02, eta: 19:51:22, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.5072, top5_acc: 0.7492, loss_cls: 2.1139, loss: 2.1139, grad_norm: 2.8361 2020-08-13 08:16:20,666 - mmaction - INFO - Epoch [19][700/940] lr: 4.000e-02, eta: 19:51:05, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.5109, top5_acc: 0.7480, loss_cls: 2.0991, loss: 2.0991, grad_norm: 2.7627 2020-08-13 08:16:40,783 - mmaction - INFO - Epoch [19][720/940] lr: 4.000e-02, eta: 19:50:53, time: 1.008, data_time: 0.010, memory: 6440, top1_acc: 0.5072, top5_acc: 0.7496, loss_cls: 2.1251, loss: 2.1251, grad_norm: 2.7988 2020-08-13 08:16:59,531 - mmaction - INFO - Epoch [19][740/940] lr: 4.000e-02, eta: 19:50:34, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.5092, top5_acc: 0.7504, loss_cls: 2.1191, loss: 2.1191, grad_norm: 2.8130 2020-08-13 08:17:18,652 - mmaction - INFO - Epoch [19][760/940] lr: 4.000e-02, eta: 19:50:17, time: 0.957, data_time: 0.007, memory: 6440, top1_acc: 0.5039, top5_acc: 0.7377, loss_cls: 2.1832, loss: 2.1832, grad_norm: 2.8721 2020-08-13 08:17:37,155 - mmaction - INFO - Epoch [19][780/940] lr: 4.000e-02, eta: 19:49:58, time: 0.927, data_time: 0.010, memory: 6440, top1_acc: 0.5105, top5_acc: 0.7479, loss_cls: 2.1106, loss: 2.1106, grad_norm: 2.7849 2020-08-13 08:17:57,301 - mmaction - INFO - Epoch [19][800/940] lr: 4.000e-02, eta: 19:49:45, time: 1.005, data_time: 0.007, memory: 6440, top1_acc: 0.4961, top5_acc: 0.7441, loss_cls: 2.1401, loss: 2.1401, grad_norm: 2.9097 2020-08-13 08:18:16,356 - mmaction - INFO - Epoch [19][820/940] lr: 4.000e-02, eta: 19:49:28, time: 0.956, data_time: 0.007, memory: 6440, top1_acc: 0.5014, top5_acc: 0.7436, loss_cls: 2.1511, loss: 2.1511, grad_norm: 2.8114 2020-08-13 08:18:35,858 - mmaction - INFO - Epoch [19][840/940] lr: 4.000e-02, eta: 19:49:12, time: 0.970, data_time: 0.005, memory: 6440, top1_acc: 0.5145, top5_acc: 0.7562, loss_cls: 2.0711, loss: 2.0711, grad_norm: 2.8192 2020-08-13 08:18:54,069 - mmaction - INFO - Epoch [19][860/940] lr: 4.000e-02, eta: 19:48:52, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.5010, top5_acc: 0.7443, loss_cls: 2.1215, loss: 2.1215, grad_norm: 2.8261 2020-08-13 08:19:12,534 - mmaction - INFO - Epoch [19][880/940] lr: 4.000e-02, eta: 19:48:32, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.4988, top5_acc: 0.7434, loss_cls: 2.1348, loss: 2.1348, grad_norm: 2.8194 2020-08-13 08:19:32,081 - mmaction - INFO - Epoch [19][900/940] lr: 4.000e-02, eta: 19:48:17, time: 0.980, data_time: 0.007, memory: 6440, top1_acc: 0.5131, top5_acc: 0.7562, loss_cls: 2.0674, loss: 2.0674, grad_norm: 2.7849 2020-08-13 08:19:51,470 - mmaction - INFO - Epoch [19][920/940] lr: 4.000e-02, eta: 19:48:01, time: 0.968, data_time: 0.008, memory: 6440, top1_acc: 0.5164, top5_acc: 0.7496, loss_cls: 2.0940, loss: 2.0940, grad_norm: 2.8065 2020-08-13 08:20:08,747 - mmaction - INFO - Epoch [19][940/940] lr: 4.000e-02, eta: 19:47:36, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.5128, top5_acc: 0.7494, loss_cls: 2.1101, loss: 2.1101, grad_norm: 2.8105 2020-08-13 08:20:09,029 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-13 08:20:34,402 - mmaction - INFO - Epoch [20][20/940] lr: 4.000e-02, eta: 19:47:43, time: 1.240, data_time: 0.436, memory: 6440, top1_acc: 0.5084, top5_acc: 0.7551, loss_cls: 2.0894, loss: 2.0894, grad_norm: 2.8950 2020-08-13 08:20:51,750 - mmaction - INFO - Epoch [20][40/940] lr: 4.000e-02, eta: 19:47:19, time: 0.867, data_time: 0.007, memory: 6440, top1_acc: 0.5113, top5_acc: 0.7520, loss_cls: 2.0934, loss: 2.0934, grad_norm: 2.7893 2020-08-13 08:21:09,487 - mmaction - INFO - Epoch [20][60/940] lr: 4.000e-02, eta: 19:46:56, time: 0.887, data_time: 0.009, memory: 6440, top1_acc: 0.5160, top5_acc: 0.7562, loss_cls: 2.0740, loss: 2.0740, grad_norm: 2.8171 2020-08-13 08:21:27,902 - mmaction - INFO - Epoch [20][80/940] lr: 4.000e-02, eta: 19:46:36, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.5109, top5_acc: 0.7494, loss_cls: 2.0841, loss: 2.0841, grad_norm: 2.8128 2020-08-13 08:21:45,851 - mmaction - INFO - Epoch [20][100/940] lr: 4.000e-02, eta: 19:46:14, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.5252, top5_acc: 0.7615, loss_cls: 2.0569, loss: 2.0569, grad_norm: 2.7710 2020-08-13 08:22:04,518 - mmaction - INFO - Epoch [20][120/940] lr: 4.000e-02, eta: 19:45:55, time: 0.937, data_time: 0.011, memory: 6440, top1_acc: 0.5094, top5_acc: 0.7578, loss_cls: 2.0804, loss: 2.0804, grad_norm: 2.8115 2020-08-13 08:22:23,219 - mmaction - INFO - Epoch [20][140/940] lr: 4.000e-02, eta: 19:45:36, time: 0.935, data_time: 0.003, memory: 6440, top1_acc: 0.5227, top5_acc: 0.7635, loss_cls: 2.0416, loss: 2.0416, grad_norm: 2.8026 2020-08-13 08:22:42,240 - mmaction - INFO - Epoch [20][160/940] lr: 4.000e-02, eta: 19:45:18, time: 0.947, data_time: 0.005, memory: 6440, top1_acc: 0.5145, top5_acc: 0.7541, loss_cls: 2.0780, loss: 2.0780, grad_norm: 2.7886 2020-08-13 08:23:00,704 - mmaction - INFO - Epoch [20][180/940] lr: 4.000e-02, eta: 19:44:59, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.5221, top5_acc: 0.7672, loss_cls: 2.0490, loss: 2.0490, grad_norm: 2.8019 2020-08-13 08:23:20,851 - mmaction - INFO - Epoch [20][200/940] lr: 4.000e-02, eta: 19:44:46, time: 1.008, data_time: 0.002, memory: 6440, top1_acc: 0.5240, top5_acc: 0.7518, loss_cls: 2.0982, loss: 2.0982, grad_norm: 2.8960 2020-08-13 08:23:39,704 - mmaction - INFO - Epoch [20][220/940] lr: 4.000e-02, eta: 19:44:28, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.5252, top5_acc: 0.7633, loss_cls: 2.0426, loss: 2.0426, grad_norm: 2.8097 2020-08-13 08:23:57,980 - mmaction - INFO - Epoch [20][240/940] lr: 4.000e-02, eta: 19:44:07, time: 0.918, data_time: 0.008, memory: 6440, top1_acc: 0.5211, top5_acc: 0.7639, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.7713 2020-08-13 08:24:17,958 - mmaction - INFO - Epoch [20][260/940] lr: 4.000e-02, eta: 19:43:54, time: 1.000, data_time: 0.006, memory: 6440, top1_acc: 0.5092, top5_acc: 0.7492, loss_cls: 2.1088, loss: 2.1088, grad_norm: 2.8655 2020-08-13 08:24:35,539 - mmaction - INFO - Epoch [20][280/940] lr: 4.000e-02, eta: 19:43:30, time: 0.877, data_time: 0.005, memory: 6440, top1_acc: 0.5287, top5_acc: 0.7678, loss_cls: 2.0153, loss: 2.0153, grad_norm: 2.7515 2020-08-13 08:24:55,528 - mmaction - INFO - Epoch [20][300/940] lr: 4.000e-02, eta: 19:43:17, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.5211, top5_acc: 0.7572, loss_cls: 2.0502, loss: 2.0502, grad_norm: 2.8054 2020-08-13 08:25:13,583 - mmaction - INFO - Epoch [20][320/940] lr: 4.000e-02, eta: 19:42:55, time: 0.901, data_time: 0.006, memory: 6440, top1_acc: 0.5094, top5_acc: 0.7471, loss_cls: 2.1330, loss: 2.1330, grad_norm: 2.7932 2020-08-13 08:25:32,430 - mmaction - INFO - Epoch [20][340/940] lr: 4.000e-02, eta: 19:42:37, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.5111, top5_acc: 0.7547, loss_cls: 2.0932, loss: 2.0932, grad_norm: 2.7889 2020-08-13 08:25:50,937 - mmaction - INFO - Epoch [20][360/940] lr: 4.000e-02, eta: 19:42:18, time: 0.928, data_time: 0.009, memory: 6440, top1_acc: 0.5170, top5_acc: 0.7574, loss_cls: 2.0879, loss: 2.0879, grad_norm: 2.8429 2020-08-13 08:26:10,276 - mmaction - INFO - Epoch [20][380/940] lr: 4.000e-02, eta: 19:42:01, time: 0.966, data_time: 0.005, memory: 6440, top1_acc: 0.5295, top5_acc: 0.7531, loss_cls: 2.0221, loss: 2.0221, grad_norm: 2.7778 2020-08-13 08:26:27,637 - mmaction - INFO - Epoch [20][400/940] lr: 4.000e-02, eta: 19:41:37, time: 0.869, data_time: 0.004, memory: 6440, top1_acc: 0.5125, top5_acc: 0.7502, loss_cls: 2.1026, loss: 2.1026, grad_norm: 2.9140 2020-08-13 08:26:47,020 - mmaction - INFO - Epoch [20][420/940] lr: 4.000e-02, eta: 19:41:21, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.5268, top5_acc: 0.7617, loss_cls: 2.0301, loss: 2.0301, grad_norm: 2.7647 2020-08-13 08:27:06,297 - mmaction - INFO - Epoch [20][440/940] lr: 4.000e-02, eta: 19:41:05, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.5010, top5_acc: 0.7412, loss_cls: 2.1427, loss: 2.1427, grad_norm: 2.8793 2020-08-13 08:27:26,776 - mmaction - INFO - Epoch [20][460/940] lr: 4.000e-02, eta: 19:40:53, time: 1.027, data_time: 0.008, memory: 6440, top1_acc: 0.5191, top5_acc: 0.7553, loss_cls: 2.0931, loss: 2.0931, grad_norm: 2.8638 2020-08-13 08:27:46,074 - mmaction - INFO - Epoch [20][480/940] lr: 4.000e-02, eta: 19:40:37, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.5084, top5_acc: 0.7598, loss_cls: 2.0770, loss: 2.0770, grad_norm: 2.8841 2020-08-13 08:28:04,112 - mmaction - INFO - Epoch [20][500/940] lr: 4.000e-02, eta: 19:40:15, time: 0.906, data_time: 0.011, memory: 6440, top1_acc: 0.5207, top5_acc: 0.7727, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.7649 2020-08-13 08:28:24,492 - mmaction - INFO - Epoch [20][520/940] lr: 4.000e-02, eta: 19:40:03, time: 1.018, data_time: 0.006, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7668, loss_cls: 2.0224, loss: 2.0224, grad_norm: 2.7738 2020-08-13 08:28:41,769 - mmaction - INFO - Epoch [20][540/940] lr: 4.000e-02, eta: 19:39:38, time: 0.861, data_time: 0.006, memory: 6440, top1_acc: 0.5193, top5_acc: 0.7562, loss_cls: 2.0535, loss: 2.0535, grad_norm: 2.8109 2020-08-13 08:29:01,186 - mmaction - INFO - Epoch [20][560/940] lr: 4.000e-02, eta: 19:39:23, time: 0.973, data_time: 0.010, memory: 6440, top1_acc: 0.5072, top5_acc: 0.7520, loss_cls: 2.0885, loss: 2.0885, grad_norm: 2.8178 2020-08-13 08:29:20,438 - mmaction - INFO - Epoch [20][580/940] lr: 4.000e-02, eta: 19:39:06, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.5180, top5_acc: 0.7611, loss_cls: 2.0607, loss: 2.0607, grad_norm: 2.8075 2020-08-13 08:29:39,283 - mmaction - INFO - Epoch [20][600/940] lr: 4.000e-02, eta: 19:38:48, time: 0.942, data_time: 0.009, memory: 6440, top1_acc: 0.5232, top5_acc: 0.7605, loss_cls: 2.0651, loss: 2.0651, grad_norm: 2.7868 2020-08-13 08:29:57,156 - mmaction - INFO - Epoch [20][620/940] lr: 4.000e-02, eta: 19:38:26, time: 0.897, data_time: 0.010, memory: 6440, top1_acc: 0.5121, top5_acc: 0.7523, loss_cls: 2.1025, loss: 2.1025, grad_norm: 2.7947 2020-08-13 08:30:15,689 - mmaction - INFO - Epoch [20][640/940] lr: 4.000e-02, eta: 19:38:06, time: 0.923, data_time: 0.003, memory: 6440, top1_acc: 0.5158, top5_acc: 0.7551, loss_cls: 2.0754, loss: 2.0754, grad_norm: 2.8286 2020-08-13 08:30:34,437 - mmaction - INFO - Epoch [20][660/940] lr: 4.000e-02, eta: 19:37:48, time: 0.940, data_time: 0.008, memory: 6440, top1_acc: 0.5197, top5_acc: 0.7602, loss_cls: 2.0456, loss: 2.0456, grad_norm: 2.7493 2020-08-13 08:30:55,034 - mmaction - INFO - Epoch [20][680/940] lr: 4.000e-02, eta: 19:37:37, time: 1.029, data_time: 0.009, memory: 6440, top1_acc: 0.5045, top5_acc: 0.7533, loss_cls: 2.0985, loss: 2.0985, grad_norm: 2.7656 2020-08-13 08:31:15,663 - mmaction - INFO - Epoch [20][700/940] lr: 4.000e-02, eta: 19:37:26, time: 1.033, data_time: 0.006, memory: 6440, top1_acc: 0.5195, top5_acc: 0.7521, loss_cls: 2.0900, loss: 2.0900, grad_norm: 2.7915 2020-08-13 08:31:33,862 - mmaction - INFO - Epoch [20][720/940] lr: 4.000e-02, eta: 19:37:05, time: 0.908, data_time: 0.005, memory: 6440, top1_acc: 0.5137, top5_acc: 0.7561, loss_cls: 2.0598, loss: 2.0598, grad_norm: 2.8326 2020-08-13 08:31:52,905 - mmaction - INFO - Epoch [20][740/940] lr: 4.000e-02, eta: 19:36:47, time: 0.953, data_time: 0.005, memory: 6440, top1_acc: 0.5211, top5_acc: 0.7533, loss_cls: 2.0739, loss: 2.0739, grad_norm: 2.8236 2020-08-13 08:32:12,871 - mmaction - INFO - Epoch [20][760/940] lr: 4.000e-02, eta: 19:36:33, time: 0.995, data_time: 0.006, memory: 6440, top1_acc: 0.5121, top5_acc: 0.7574, loss_cls: 2.1062, loss: 2.1062, grad_norm: 2.8543 2020-08-13 08:32:30,797 - mmaction - INFO - Epoch [20][780/940] lr: 4.000e-02, eta: 19:36:12, time: 0.900, data_time: 0.007, memory: 6440, top1_acc: 0.4943, top5_acc: 0.7414, loss_cls: 2.1710, loss: 2.1710, grad_norm: 2.8369 2020-08-13 08:32:49,314 - mmaction - INFO - Epoch [20][800/940] lr: 4.000e-02, eta: 19:35:52, time: 0.921, data_time: 0.008, memory: 6440, top1_acc: 0.5242, top5_acc: 0.7564, loss_cls: 2.0497, loss: 2.0497, grad_norm: 2.7878 2020-08-13 08:33:07,822 - mmaction - INFO - Epoch [20][820/940] lr: 4.000e-02, eta: 19:35:32, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.5189, top5_acc: 0.7592, loss_cls: 2.0690, loss: 2.0690, grad_norm: 2.7605 2020-08-13 08:33:28,663 - mmaction - INFO - Epoch [20][840/940] lr: 4.000e-02, eta: 19:35:22, time: 1.043, data_time: 0.009, memory: 6440, top1_acc: 0.5170, top5_acc: 0.7533, loss_cls: 2.0898, loss: 2.0898, grad_norm: 2.7631 2020-08-13 08:33:46,614 - mmaction - INFO - Epoch [20][860/940] lr: 4.000e-02, eta: 19:35:00, time: 0.896, data_time: 0.008, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7656, loss_cls: 2.0547, loss: 2.0547, grad_norm: 2.8002 2020-08-13 08:34:06,194 - mmaction - INFO - Epoch [20][880/940] lr: 4.000e-02, eta: 19:34:45, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.5266, top5_acc: 0.7678, loss_cls: 2.0288, loss: 2.0288, grad_norm: 2.8229 2020-08-13 08:34:25,868 - mmaction - INFO - Epoch [20][900/940] lr: 4.000e-02, eta: 19:34:30, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.4969, top5_acc: 0.7521, loss_cls: 2.1177, loss: 2.1177, grad_norm: 2.8524 2020-08-13 08:34:45,768 - mmaction - INFO - Epoch [20][920/940] lr: 4.000e-02, eta: 19:34:16, time: 0.997, data_time: 0.006, memory: 6440, top1_acc: 0.4951, top5_acc: 0.7412, loss_cls: 2.1751, loss: 2.1751, grad_norm: 2.8770 2020-08-13 08:35:03,808 - mmaction - INFO - Epoch [20][940/940] lr: 4.000e-02, eta: 19:33:54, time: 0.902, data_time: 0.006, memory: 6440, top1_acc: 0.5142, top5_acc: 0.7488, loss_cls: 2.0909, loss: 2.0909, grad_norm: 2.7872 2020-08-13 08:35:04,073 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-13 08:35:28,171 - mmaction - INFO - Epoch [21][20/940] lr: 4.000e-02, eta: 19:33:55, time: 1.176, data_time: 0.416, memory: 6440, top1_acc: 0.5238, top5_acc: 0.7666, loss_cls: 2.0240, loss: 2.0240, grad_norm: 2.7824 2020-08-13 08:35:48,469 - mmaction - INFO - Epoch [21][40/940] lr: 4.000e-02, eta: 19:33:43, time: 1.017, data_time: 0.007, memory: 6440, top1_acc: 0.5191, top5_acc: 0.7521, loss_cls: 2.0839, loss: 2.0839, grad_norm: 2.8881 2020-08-13 08:36:06,802 - mmaction - INFO - Epoch [21][60/940] lr: 4.000e-02, eta: 19:33:22, time: 0.916, data_time: 0.006, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7609, loss_cls: 2.0500, loss: 2.0500, grad_norm: 2.7810 2020-08-13 08:36:26,343 - mmaction - INFO - Epoch [21][80/940] lr: 4.000e-02, eta: 19:33:07, time: 0.977, data_time: 0.005, memory: 6440, top1_acc: 0.5145, top5_acc: 0.7639, loss_cls: 2.0084, loss: 2.0084, grad_norm: 2.7900 2020-08-13 08:36:45,083 - mmaction - INFO - Epoch [21][100/940] lr: 4.000e-02, eta: 19:32:48, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.5223, top5_acc: 0.7635, loss_cls: 2.0321, loss: 2.0321, grad_norm: 2.7893 2020-08-13 08:37:03,801 - mmaction - INFO - Epoch [21][120/940] lr: 4.000e-02, eta: 19:32:29, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.5078, top5_acc: 0.7539, loss_cls: 2.1025, loss: 2.1025, grad_norm: 2.8553 2020-08-13 08:37:22,753 - mmaction - INFO - Epoch [21][140/940] lr: 4.000e-02, eta: 19:32:11, time: 0.943, data_time: 0.004, memory: 6440, top1_acc: 0.5154, top5_acc: 0.7629, loss_cls: 2.0657, loss: 2.0657, grad_norm: 2.7556 2020-08-13 08:37:42,231 - mmaction - INFO - Epoch [21][160/940] lr: 4.000e-02, eta: 19:31:55, time: 0.975, data_time: 0.007, memory: 6440, top1_acc: 0.5264, top5_acc: 0.7590, loss_cls: 2.0519, loss: 2.0519, grad_norm: 2.7660 2020-08-13 08:38:02,040 - mmaction - INFO - Epoch [21][180/940] lr: 4.000e-02, eta: 19:31:41, time: 0.992, data_time: 0.008, memory: 6440, top1_acc: 0.5271, top5_acc: 0.7549, loss_cls: 2.0276, loss: 2.0276, grad_norm: 2.7874 2020-08-13 08:38:21,450 - mmaction - INFO - Epoch [21][200/940] lr: 4.000e-02, eta: 19:31:25, time: 0.972, data_time: 0.008, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7521, loss_cls: 2.0925, loss: 2.0925, grad_norm: 2.8205 2020-08-13 08:38:41,423 - mmaction - INFO - Epoch [21][220/940] lr: 4.000e-02, eta: 19:31:11, time: 0.997, data_time: 0.005, memory: 6440, top1_acc: 0.5107, top5_acc: 0.7611, loss_cls: 2.0620, loss: 2.0620, grad_norm: 2.7992 2020-08-13 08:39:01,785 - mmaction - INFO - Epoch [21][240/940] lr: 4.000e-02, eta: 19:30:58, time: 1.017, data_time: 0.006, memory: 6440, top1_acc: 0.5143, top5_acc: 0.7537, loss_cls: 2.0714, loss: 2.0714, grad_norm: 2.7964 2020-08-13 08:39:21,056 - mmaction - INFO - Epoch [21][260/940] lr: 4.000e-02, eta: 19:30:42, time: 0.967, data_time: 0.011, memory: 6440, top1_acc: 0.5330, top5_acc: 0.7650, loss_cls: 2.0237, loss: 2.0237, grad_norm: 2.7905 2020-08-13 08:39:41,256 - mmaction - INFO - Epoch [21][280/940] lr: 4.000e-02, eta: 19:30:29, time: 1.008, data_time: 0.004, memory: 6440, top1_acc: 0.5289, top5_acc: 0.7682, loss_cls: 2.0037, loss: 2.0037, grad_norm: 2.7677 2020-08-13 08:40:00,972 - mmaction - INFO - Epoch [21][300/940] lr: 4.000e-02, eta: 19:30:14, time: 0.987, data_time: 0.006, memory: 6440, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.8343 2020-08-13 08:40:19,278 - mmaction - INFO - Epoch [21][320/940] lr: 4.000e-02, eta: 19:29:53, time: 0.914, data_time: 0.009, memory: 6440, top1_acc: 0.5176, top5_acc: 0.7629, loss_cls: 2.0616, loss: 2.0616, grad_norm: 2.8298 2020-08-13 08:40:39,517 - mmaction - INFO - Epoch [21][340/940] lr: 4.000e-02, eta: 19:29:40, time: 1.015, data_time: 0.009, memory: 6440, top1_acc: 0.5098, top5_acc: 0.7506, loss_cls: 2.0980, loss: 2.0980, grad_norm: 2.7961 2020-08-13 08:40:59,264 - mmaction - INFO - Epoch [21][360/940] lr: 4.000e-02, eta: 19:29:25, time: 0.984, data_time: 0.005, memory: 6440, top1_acc: 0.5318, top5_acc: 0.7582, loss_cls: 2.0322, loss: 2.0322, grad_norm: 2.7801 2020-08-13 08:41:20,460 - mmaction - INFO - Epoch [21][380/940] lr: 4.000e-02, eta: 19:29:16, time: 1.062, data_time: 0.007, memory: 6440, top1_acc: 0.5215, top5_acc: 0.7670, loss_cls: 2.0384, loss: 2.0384, grad_norm: 2.8266 2020-08-13 08:41:37,720 - mmaction - INFO - Epoch [21][400/940] lr: 4.000e-02, eta: 19:28:51, time: 0.860, data_time: 0.009, memory: 6440, top1_acc: 0.5301, top5_acc: 0.7635, loss_cls: 2.0356, loss: 2.0356, grad_norm: 2.8141 2020-08-13 08:41:57,695 - mmaction - INFO - Epoch [21][420/940] lr: 4.000e-02, eta: 19:28:38, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.5295, top5_acc: 0.7646, loss_cls: 2.0212, loss: 2.0212, grad_norm: 2.8014 2020-08-13 08:42:19,198 - mmaction - INFO - Epoch [21][440/940] lr: 4.000e-02, eta: 19:28:29, time: 1.072, data_time: 0.007, memory: 6440, top1_acc: 0.5109, top5_acc: 0.7559, loss_cls: 2.0768, loss: 2.0768, grad_norm: 2.8543 2020-08-13 08:42:38,229 - mmaction - INFO - Epoch [21][460/940] lr: 4.000e-02, eta: 19:28:12, time: 0.954, data_time: 0.009, memory: 6440, top1_acc: 0.5172, top5_acc: 0.7617, loss_cls: 2.0663, loss: 2.0663, grad_norm: 2.8016 2020-08-13 08:42:57,991 - mmaction - INFO - Epoch [21][480/940] lr: 4.000e-02, eta: 19:27:57, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.5172, top5_acc: 0.7498, loss_cls: 2.0944, loss: 2.0944, grad_norm: 2.8402 2020-08-13 08:43:16,803 - mmaction - INFO - Epoch [21][500/940] lr: 4.000e-02, eta: 19:27:39, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.5154, top5_acc: 0.7668, loss_cls: 2.0451, loss: 2.0451, grad_norm: 2.8765 2020-08-13 08:43:34,457 - mmaction - INFO - Epoch [21][520/940] lr: 4.000e-02, eta: 19:27:15, time: 0.881, data_time: 0.010, memory: 6440, top1_acc: 0.5213, top5_acc: 0.7609, loss_cls: 2.0725, loss: 2.0725, grad_norm: 2.7771 2020-08-13 08:43:53,909 - mmaction - INFO - Epoch [21][540/940] lr: 4.000e-02, eta: 19:26:59, time: 0.975, data_time: 0.007, memory: 6440, top1_acc: 0.5203, top5_acc: 0.7594, loss_cls: 2.0356, loss: 2.0356, grad_norm: 2.7821 2020-08-13 08:44:13,243 - mmaction - INFO - Epoch [21][560/940] lr: 4.000e-02, eta: 19:26:43, time: 0.965, data_time: 0.006, memory: 6440, top1_acc: 0.5287, top5_acc: 0.7613, loss_cls: 2.0313, loss: 2.0313, grad_norm: 2.8031 2020-08-13 08:44:31,366 - mmaction - INFO - Epoch [21][580/940] lr: 4.000e-02, eta: 19:26:22, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.5123, top5_acc: 0.7637, loss_cls: 2.0556, loss: 2.0556, grad_norm: 2.7676 2020-08-13 08:44:52,767 - mmaction - INFO - Epoch [21][600/940] lr: 4.000e-02, eta: 19:26:13, time: 1.073, data_time: 0.005, memory: 6440, top1_acc: 0.5402, top5_acc: 0.7668, loss_cls: 1.9725, loss: 1.9725, grad_norm: 2.8077 2020-08-13 08:45:12,278 - mmaction - INFO - Epoch [21][620/940] lr: 4.000e-02, eta: 19:25:57, time: 0.974, data_time: 0.009, memory: 6440, top1_acc: 0.5188, top5_acc: 0.7629, loss_cls: 2.0490, loss: 2.0490, grad_norm: 2.8640 2020-08-13 08:45:32,131 - mmaction - INFO - Epoch [21][640/940] lr: 4.000e-02, eta: 19:25:43, time: 0.995, data_time: 0.006, memory: 6440, top1_acc: 0.5211, top5_acc: 0.7629, loss_cls: 2.0454, loss: 2.0454, grad_norm: 2.8435 2020-08-13 08:45:50,127 - mmaction - INFO - Epoch [21][660/940] lr: 4.000e-02, eta: 19:25:21, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.5254, top5_acc: 0.7580, loss_cls: 2.0489, loss: 2.0489, grad_norm: 2.8533 2020-08-13 08:46:09,305 - mmaction - INFO - Epoch [21][680/940] lr: 4.000e-02, eta: 19:25:04, time: 0.957, data_time: 0.007, memory: 6440, top1_acc: 0.5172, top5_acc: 0.7580, loss_cls: 2.0638, loss: 2.0638, grad_norm: 2.8388 2020-08-13 08:46:29,154 - mmaction - INFO - Epoch [21][700/940] lr: 4.000e-02, eta: 19:24:49, time: 0.994, data_time: 0.013, memory: 6440, top1_acc: 0.5188, top5_acc: 0.7594, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.8098 2020-08-13 08:46:46,890 - mmaction - INFO - Epoch [21][720/940] lr: 4.000e-02, eta: 19:24:26, time: 0.888, data_time: 0.006, memory: 6440, top1_acc: 0.5074, top5_acc: 0.7496, loss_cls: 2.0870, loss: 2.0870, grad_norm: 2.8869 2020-08-13 08:47:05,597 - mmaction - INFO - Epoch [21][740/940] lr: 4.000e-02, eta: 19:24:07, time: 0.933, data_time: 0.006, memory: 6440, top1_acc: 0.5197, top5_acc: 0.7641, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.8635 2020-08-13 08:47:26,853 - mmaction - INFO - Epoch [21][760/940] lr: 4.000e-02, eta: 19:23:58, time: 1.062, data_time: 0.007, memory: 6440, top1_acc: 0.5260, top5_acc: 0.7594, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.8409 2020-08-13 08:47:46,887 - mmaction - INFO - Epoch [21][780/940] lr: 4.000e-02, eta: 19:23:44, time: 1.006, data_time: 0.008, memory: 6440, top1_acc: 0.5029, top5_acc: 0.7541, loss_cls: 2.1117, loss: 2.1117, grad_norm: 2.8495 2020-08-13 08:48:04,617 - mmaction - INFO - Epoch [21][800/940] lr: 4.000e-02, eta: 19:23:21, time: 0.883, data_time: 0.009, memory: 6440, top1_acc: 0.5123, top5_acc: 0.7467, loss_cls: 2.1192, loss: 2.1192, grad_norm: 2.7473 2020-08-13 08:48:24,518 - mmaction - INFO - Epoch [21][820/940] lr: 4.000e-02, eta: 19:23:07, time: 0.998, data_time: 0.009, memory: 6440, top1_acc: 0.5270, top5_acc: 0.7631, loss_cls: 2.0445, loss: 2.0445, grad_norm: 2.8260 2020-08-13 08:48:43,507 - mmaction - INFO - Epoch [21][840/940] lr: 4.000e-02, eta: 19:22:49, time: 0.949, data_time: 0.006, memory: 6440, top1_acc: 0.5234, top5_acc: 0.7682, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.8067 2020-08-13 08:49:02,711 - mmaction - INFO - Epoch [21][860/940] lr: 4.000e-02, eta: 19:22:32, time: 0.961, data_time: 0.003, memory: 6440, top1_acc: 0.5324, top5_acc: 0.7660, loss_cls: 2.0243, loss: 2.0243, grad_norm: 2.7581 2020-08-13 08:49:23,326 - mmaction - INFO - Epoch [21][880/940] lr: 4.000e-02, eta: 19:22:20, time: 1.031, data_time: 0.008, memory: 6440, top1_acc: 0.5217, top5_acc: 0.7613, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.7780 2020-08-13 08:49:42,488 - mmaction - INFO - Epoch [21][900/940] lr: 4.000e-02, eta: 19:22:03, time: 0.955, data_time: 0.002, memory: 6440, top1_acc: 0.5180, top5_acc: 0.7566, loss_cls: 2.0640, loss: 2.0640, grad_norm: 2.8367 2020-08-13 08:50:03,108 - mmaction - INFO - Epoch [21][920/940] lr: 4.000e-02, eta: 19:21:51, time: 1.034, data_time: 0.008, memory: 6440, top1_acc: 0.5139, top5_acc: 0.7516, loss_cls: 2.1027, loss: 2.1027, grad_norm: 2.9197 2020-08-13 08:50:20,953 - mmaction - INFO - Epoch [21][940/940] lr: 4.000e-02, eta: 19:21:29, time: 0.892, data_time: 0.002, memory: 6440, top1_acc: 0.5166, top5_acc: 0.7524, loss_cls: 2.1112, loss: 2.1112, grad_norm: 2.8853 2020-08-13 08:50:21,329 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-08-13 08:50:45,894 - mmaction - INFO - Epoch [22][20/940] lr: 4.000e-02, eta: 19:21:30, time: 1.203, data_time: 0.419, memory: 6440, top1_acc: 0.5273, top5_acc: 0.7566, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.7874 2020-08-13 08:51:03,529 - mmaction - INFO - Epoch [22][40/940] lr: 4.000e-02, eta: 19:21:07, time: 0.880, data_time: 0.005, memory: 6440, top1_acc: 0.5279, top5_acc: 0.7748, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.7583 2020-08-13 08:51:24,105 - mmaction - INFO - Epoch [22][60/940] lr: 4.000e-02, eta: 19:20:55, time: 1.030, data_time: 0.005, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7723, loss_cls: 1.9723, loss: 1.9723, grad_norm: 2.8317 2020-08-13 08:51:44,463 - mmaction - INFO - Epoch [22][80/940] lr: 4.000e-02, eta: 19:20:42, time: 1.013, data_time: 0.005, memory: 6440, top1_acc: 0.5215, top5_acc: 0.7646, loss_cls: 2.0260, loss: 2.0260, grad_norm: 2.8761 2020-08-13 08:52:02,985 - mmaction - INFO - Epoch [22][100/940] lr: 4.000e-02, eta: 19:20:23, time: 0.930, data_time: 0.008, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7625, loss_cls: 2.0539, loss: 2.0539, grad_norm: 2.8445 2020-08-13 08:52:22,850 - mmaction - INFO - Epoch [22][120/940] lr: 4.000e-02, eta: 19:20:08, time: 0.993, data_time: 0.003, memory: 6440, top1_acc: 0.5266, top5_acc: 0.7674, loss_cls: 2.0314, loss: 2.0314, grad_norm: 2.8249 2020-08-13 08:52:43,350 - mmaction - INFO - Epoch [22][140/940] lr: 4.000e-02, eta: 19:19:55, time: 1.024, data_time: 0.006, memory: 6440, top1_acc: 0.5143, top5_acc: 0.7572, loss_cls: 2.0755, loss: 2.0755, grad_norm: 2.8274 2020-08-13 08:53:03,955 - mmaction - INFO - Epoch [22][160/940] lr: 4.000e-02, eta: 19:19:43, time: 1.032, data_time: 0.008, memory: 6440, top1_acc: 0.5234, top5_acc: 0.7709, loss_cls: 2.0316, loss: 2.0316, grad_norm: 2.8542 2020-08-13 08:53:22,301 - mmaction - INFO - Epoch [22][180/940] lr: 4.000e-02, eta: 19:19:23, time: 0.916, data_time: 0.002, memory: 6440, top1_acc: 0.5227, top5_acc: 0.7672, loss_cls: 2.0110, loss: 2.0110, grad_norm: 2.7827 2020-08-13 08:53:43,706 - mmaction - INFO - Epoch [22][200/940] lr: 4.000e-02, eta: 19:19:14, time: 1.070, data_time: 0.008, memory: 6440, top1_acc: 0.5098, top5_acc: 0.7492, loss_cls: 2.0726, loss: 2.0726, grad_norm: 2.8320 2020-08-13 08:54:02,362 - mmaction - INFO - Epoch [22][220/940] lr: 4.000e-02, eta: 19:18:55, time: 0.932, data_time: 0.009, memory: 6440, top1_acc: 0.5219, top5_acc: 0.7605, loss_cls: 2.0442, loss: 2.0442, grad_norm: 2.8074 2020-08-13 08:54:22,241 - mmaction - INFO - Epoch [22][240/940] lr: 4.000e-02, eta: 19:18:40, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.5174, top5_acc: 0.7551, loss_cls: 2.0571, loss: 2.0571, grad_norm: 2.8610 2020-08-13 08:54:42,894 - mmaction - INFO - Epoch [22][260/940] lr: 4.000e-02, eta: 19:18:28, time: 1.028, data_time: 0.005, memory: 6440, top1_acc: 0.5215, top5_acc: 0.7555, loss_cls: 2.0383, loss: 2.0383, grad_norm: 2.8564 2020-08-13 08:55:02,259 - mmaction - INFO - Epoch [22][280/940] lr: 4.000e-02, eta: 19:18:12, time: 0.972, data_time: 0.008, memory: 6440, top1_acc: 0.5148, top5_acc: 0.7510, loss_cls: 2.0784, loss: 2.0784, grad_norm: 2.8198 2020-08-13 08:55:22,066 - mmaction - INFO - Epoch [22][300/940] lr: 4.000e-02, eta: 19:17:56, time: 0.989, data_time: 0.005, memory: 6440, top1_acc: 0.5270, top5_acc: 0.7725, loss_cls: 2.0270, loss: 2.0270, grad_norm: 2.7732 2020-08-13 08:55:42,986 - mmaction - INFO - Epoch [22][320/940] lr: 4.000e-02, eta: 19:17:46, time: 1.047, data_time: 0.009, memory: 6440, top1_acc: 0.5311, top5_acc: 0.7639, loss_cls: 2.0322, loss: 2.0322, grad_norm: 2.8007 2020-08-13 08:56:01,459 - mmaction - INFO - Epoch [22][340/940] lr: 4.000e-02, eta: 19:17:26, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.5135, top5_acc: 0.7576, loss_cls: 2.0711, loss: 2.0711, grad_norm: 2.8657 2020-08-13 08:56:22,202 - mmaction - INFO - Epoch [22][360/940] lr: 4.000e-02, eta: 19:17:14, time: 1.034, data_time: 0.005, memory: 6440, top1_acc: 0.5232, top5_acc: 0.7592, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.8216 2020-08-13 08:56:38,177 - mmaction - INFO - Epoch [22][380/940] lr: 4.000e-02, eta: 19:16:45, time: 0.800, data_time: 0.007, memory: 6440, top1_acc: 0.5217, top5_acc: 0.7652, loss_cls: 2.0147, loss: 2.0147, grad_norm: 2.8396 2020-08-13 08:56:57,627 - mmaction - INFO - Epoch [22][400/940] lr: 4.000e-02, eta: 19:16:28, time: 0.971, data_time: 0.007, memory: 6440, top1_acc: 0.5094, top5_acc: 0.7545, loss_cls: 2.0771, loss: 2.0771, grad_norm: 2.8331 2020-08-13 08:57:17,435 - mmaction - INFO - Epoch [22][420/940] lr: 4.000e-02, eta: 19:16:13, time: 0.992, data_time: 0.010, memory: 6440, top1_acc: 0.5322, top5_acc: 0.7656, loss_cls: 2.0138, loss: 2.0138, grad_norm: 2.8556 2020-08-13 08:57:38,984 - mmaction - INFO - Epoch [22][440/940] lr: 4.000e-02, eta: 19:16:05, time: 1.078, data_time: 0.009, memory: 6440, top1_acc: 0.5082, top5_acc: 0.7557, loss_cls: 2.0863, loss: 2.0863, grad_norm: 2.8795 2020-08-13 08:57:57,521 - mmaction - INFO - Epoch [22][460/940] lr: 4.000e-02, eta: 19:15:45, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.5238, top5_acc: 0.7545, loss_cls: 2.0432, loss: 2.0432, grad_norm: 2.7812 2020-08-13 08:58:17,096 - mmaction - INFO - Epoch [22][480/940] lr: 4.000e-02, eta: 19:15:29, time: 0.977, data_time: 0.002, memory: 6440, top1_acc: 0.5195, top5_acc: 0.7570, loss_cls: 2.0681, loss: 2.0681, grad_norm: 2.7958 2020-08-13 08:58:38,579 - mmaction - INFO - Epoch [22][500/940] lr: 4.000e-02, eta: 19:15:20, time: 1.075, data_time: 0.008, memory: 6440, top1_acc: 0.5354, top5_acc: 0.7625, loss_cls: 2.0261, loss: 2.0261, grad_norm: 2.7923 2020-08-13 08:58:57,544 - mmaction - INFO - Epoch [22][520/940] lr: 4.000e-02, eta: 19:15:02, time: 0.946, data_time: 0.007, memory: 6440, top1_acc: 0.5268, top5_acc: 0.7629, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.7676 2020-08-13 08:59:17,848 - mmaction - INFO - Epoch [22][540/940] lr: 4.000e-02, eta: 19:14:48, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.5283, top5_acc: 0.7664, loss_cls: 2.0220, loss: 2.0220, grad_norm: 2.8534 2020-08-13 08:59:36,256 - mmaction - INFO - Epoch [22][560/940] lr: 4.000e-02, eta: 19:14:28, time: 0.922, data_time: 0.008, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7535, loss_cls: 2.0806, loss: 2.0806, grad_norm: 2.8632 2020-08-13 08:59:56,555 - mmaction - INFO - Epoch [22][580/940] lr: 4.000e-02, eta: 19:14:15, time: 1.013, data_time: 0.009, memory: 6440, top1_acc: 0.5119, top5_acc: 0.7582, loss_cls: 2.0791, loss: 2.0791, grad_norm: 2.9036 2020-08-13 09:00:19,791 - mmaction - INFO - Epoch [22][600/940] lr: 4.000e-02, eta: 19:14:11, time: 1.153, data_time: 0.008, memory: 6440, top1_acc: 0.5188, top5_acc: 0.7625, loss_cls: 2.0628, loss: 2.0628, grad_norm: 2.8609 2020-08-13 09:00:38,066 - mmaction - INFO - Epoch [22][620/940] lr: 4.000e-02, eta: 19:13:52, time: 0.925, data_time: 0.021, memory: 6440, top1_acc: 0.5209, top5_acc: 0.7619, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.7495 2020-08-13 09:00:59,356 - mmaction - INFO - Epoch [22][640/940] lr: 4.000e-02, eta: 19:13:42, time: 1.063, data_time: 0.006, memory: 6440, top1_acc: 0.5109, top5_acc: 0.7592, loss_cls: 2.0874, loss: 2.0874, grad_norm: 2.8705 2020-08-13 09:01:17,811 - mmaction - INFO - Epoch [22][660/940] lr: 4.000e-02, eta: 19:13:22, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.5279, top5_acc: 0.7672, loss_cls: 2.0588, loss: 2.0588, grad_norm: 2.8563 2020-08-13 09:01:36,402 - mmaction - INFO - Epoch [22][680/940] lr: 4.000e-02, eta: 19:13:02, time: 0.930, data_time: 0.008, memory: 6440, top1_acc: 0.5191, top5_acc: 0.7592, loss_cls: 2.0469, loss: 2.0469, grad_norm: 2.8586 2020-08-13 09:01:57,521 - mmaction - INFO - Epoch [22][700/940] lr: 4.000e-02, eta: 19:12:52, time: 1.056, data_time: 0.009, memory: 6440, top1_acc: 0.5174, top5_acc: 0.7611, loss_cls: 2.0761, loss: 2.0761, grad_norm: 2.8752 2020-08-13 09:02:15,216 - mmaction - INFO - Epoch [22][720/940] lr: 4.000e-02, eta: 19:12:29, time: 0.886, data_time: 0.006, memory: 6440, top1_acc: 0.5176, top5_acc: 0.7480, loss_cls: 2.1081, loss: 2.1081, grad_norm: 2.7843 2020-08-13 09:02:34,613 - mmaction - INFO - Epoch [22][740/940] lr: 4.000e-02, eta: 19:12:12, time: 0.970, data_time: 0.002, memory: 6440, top1_acc: 0.5230, top5_acc: 0.7594, loss_cls: 2.0698, loss: 2.0698, grad_norm: 2.7635 2020-08-13 09:02:54,633 - mmaction - INFO - Epoch [22][760/940] lr: 4.000e-02, eta: 19:11:58, time: 1.001, data_time: 0.004, memory: 6440, top1_acc: 0.5119, top5_acc: 0.7562, loss_cls: 2.0741, loss: 2.0741, grad_norm: 2.8601 2020-08-13 09:03:15,170 - mmaction - INFO - Epoch [22][780/940] lr: 4.000e-02, eta: 19:11:45, time: 1.025, data_time: 0.006, memory: 6440, top1_acc: 0.5193, top5_acc: 0.7578, loss_cls: 2.0467, loss: 2.0467, grad_norm: 2.8532 2020-08-13 09:03:33,903 - mmaction - INFO - Epoch [22][800/940] lr: 4.000e-02, eta: 19:11:26, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.5088, top5_acc: 0.7709, loss_cls: 2.0498, loss: 2.0498, grad_norm: 2.8272 2020-08-13 09:03:54,151 - mmaction - INFO - Epoch [22][820/940] lr: 4.000e-02, eta: 19:11:12, time: 1.010, data_time: 0.005, memory: 6440, top1_acc: 0.5236, top5_acc: 0.7648, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.7986 2020-08-13 09:04:12,330 - mmaction - INFO - Epoch [22][840/940] lr: 4.000e-02, eta: 19:10:51, time: 0.909, data_time: 0.008, memory: 6440, top1_acc: 0.5309, top5_acc: 0.7668, loss_cls: 2.0017, loss: 2.0017, grad_norm: 2.7393 2020-08-13 09:04:34,291 - mmaction - INFO - Epoch [22][860/940] lr: 4.000e-02, eta: 19:10:44, time: 1.099, data_time: 0.008, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7645, loss_cls: 2.0341, loss: 2.0341, grad_norm: 2.7925 2020-08-13 09:04:52,564 - mmaction - INFO - Epoch [22][880/940] lr: 4.000e-02, eta: 19:10:23, time: 0.916, data_time: 0.007, memory: 6440, top1_acc: 0.5244, top5_acc: 0.7652, loss_cls: 2.0303, loss: 2.0303, grad_norm: 2.8150 2020-08-13 09:05:12,936 - mmaction - INFO - Epoch [22][900/940] lr: 4.000e-02, eta: 19:10:09, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.5236, top5_acc: 0.7598, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.7582 2020-08-13 09:05:32,254 - mmaction - INFO - Epoch [22][920/940] lr: 4.000e-02, eta: 19:09:53, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.5141, top5_acc: 0.7590, loss_cls: 2.0580, loss: 2.0580, grad_norm: 2.7903 2020-08-13 09:05:49,276 - mmaction - INFO - Epoch [22][940/940] lr: 4.000e-02, eta: 19:09:27, time: 0.850, data_time: 0.009, memory: 6440, top1_acc: 0.5187, top5_acc: 0.7585, loss_cls: 2.0589, loss: 2.0589, grad_norm: 2.8565 2020-08-13 09:05:49,627 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-08-13 09:06:17,410 - mmaction - INFO - Epoch [23][20/940] lr: 4.000e-02, eta: 19:09:38, time: 1.353, data_time: 0.546, memory: 6440, top1_acc: 0.5322, top5_acc: 0.7709, loss_cls: 2.0279, loss: 2.0279, grad_norm: 2.7659 2020-08-13 09:06:33,886 - mmaction - INFO - Epoch [23][40/940] lr: 4.000e-02, eta: 19:09:11, time: 0.825, data_time: 0.005, memory: 6440, top1_acc: 0.5301, top5_acc: 0.7771, loss_cls: 1.9755, loss: 1.9755, grad_norm: 2.7385 2020-08-13 09:06:52,592 - mmaction - INFO - Epoch [23][60/940] lr: 4.000e-02, eta: 19:08:51, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.5242, top5_acc: 0.7682, loss_cls: 2.0094, loss: 2.0094, grad_norm: 2.8420 2020-08-13 09:07:12,459 - mmaction - INFO - Epoch [23][80/940] lr: 4.000e-02, eta: 19:08:36, time: 0.998, data_time: 0.009, memory: 6440, top1_acc: 0.5348, top5_acc: 0.7688, loss_cls: 1.9835, loss: 1.9835, grad_norm: 2.8039 2020-08-13 09:07:31,676 - mmaction - INFO - Epoch [23][100/940] lr: 4.000e-02, eta: 19:08:19, time: 0.961, data_time: 0.005, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7727, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.7554 2020-08-13 09:07:51,161 - mmaction - INFO - Epoch [23][120/940] lr: 4.000e-02, eta: 19:08:02, time: 0.970, data_time: 0.002, memory: 6440, top1_acc: 0.5240, top5_acc: 0.7703, loss_cls: 2.0147, loss: 2.0147, grad_norm: 2.8035 2020-08-13 09:08:10,320 - mmaction - INFO - Epoch [23][140/940] lr: 4.000e-02, eta: 19:07:45, time: 0.957, data_time: 0.009, memory: 6440, top1_acc: 0.5283, top5_acc: 0.7641, loss_cls: 2.0169, loss: 2.0169, grad_norm: 2.7780 2020-08-13 09:08:29,859 - mmaction - INFO - Epoch [23][160/940] lr: 4.000e-02, eta: 19:07:28, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.5299, top5_acc: 0.7641, loss_cls: 1.9960, loss: 1.9960, grad_norm: 2.8378 2020-08-13 09:08:48,940 - mmaction - INFO - Epoch [23][180/940] lr: 4.000e-02, eta: 19:07:11, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.5285, top5_acc: 0.7684, loss_cls: 2.0074, loss: 2.0074, grad_norm: 2.8078 2020-08-13 09:09:09,098 - mmaction - INFO - Epoch [23][200/940] lr: 4.000e-02, eta: 19:06:57, time: 1.007, data_time: 0.006, memory: 6440, top1_acc: 0.5309, top5_acc: 0.7537, loss_cls: 2.0366, loss: 2.0366, grad_norm: 2.8254 2020-08-13 09:09:27,711 - mmaction - INFO - Epoch [23][220/940] lr: 4.000e-02, eta: 19:06:37, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.5180, top5_acc: 0.7631, loss_cls: 2.0526, loss: 2.0526, grad_norm: 2.8251 2020-08-13 09:09:46,357 - mmaction - INFO - Epoch [23][240/940] lr: 4.000e-02, eta: 19:06:17, time: 0.931, data_time: 0.003, memory: 6440, top1_acc: 0.5254, top5_acc: 0.7602, loss_cls: 2.0475, loss: 2.0475, grad_norm: 2.8256 2020-08-13 09:10:05,744 - mmaction - INFO - Epoch [23][260/940] lr: 4.000e-02, eta: 19:06:01, time: 0.970, data_time: 0.006, memory: 6440, top1_acc: 0.5373, top5_acc: 0.7670, loss_cls: 1.9970, loss: 1.9970, grad_norm: 2.8127 2020-08-13 09:10:25,734 - mmaction - INFO - Epoch [23][280/940] lr: 4.000e-02, eta: 19:05:46, time: 1.000, data_time: 0.003, memory: 6440, top1_acc: 0.5229, top5_acc: 0.7594, loss_cls: 2.0528, loss: 2.0528, grad_norm: 2.7721 2020-08-13 09:10:44,434 - mmaction - INFO - Epoch [23][300/940] lr: 4.000e-02, eta: 19:05:27, time: 0.933, data_time: 0.004, memory: 6440, top1_acc: 0.5221, top5_acc: 0.7740, loss_cls: 1.9951, loss: 1.9951, grad_norm: 2.8348 2020-08-13 09:11:05,751 - mmaction - INFO - Epoch [23][320/940] lr: 4.000e-02, eta: 19:05:17, time: 1.069, data_time: 0.007, memory: 6440, top1_acc: 0.5242, top5_acc: 0.7627, loss_cls: 2.0464, loss: 2.0464, grad_norm: 2.8264 2020-08-13 09:11:24,593 - mmaction - INFO - Epoch [23][340/940] lr: 4.000e-02, eta: 19:04:58, time: 0.940, data_time: 0.004, memory: 6440, top1_acc: 0.5377, top5_acc: 0.7750, loss_cls: 1.9900, loss: 1.9900, grad_norm: 2.8256 2020-08-13 09:11:43,187 - mmaction - INFO - Epoch [23][360/940] lr: 4.000e-02, eta: 19:04:38, time: 0.931, data_time: 0.006, memory: 6440, top1_acc: 0.5219, top5_acc: 0.7662, loss_cls: 2.0093, loss: 2.0093, grad_norm: 2.8431 2020-08-13 09:12:01,862 - mmaction - INFO - Epoch [23][380/940] lr: 4.000e-02, eta: 19:04:19, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.5314, top5_acc: 0.7707, loss_cls: 1.9983, loss: 1.9983, grad_norm: 2.7771 2020-08-13 09:12:22,313 - mmaction - INFO - Epoch [23][400/940] lr: 4.000e-02, eta: 19:04:06, time: 1.024, data_time: 0.006, memory: 6440, top1_acc: 0.5234, top5_acc: 0.7689, loss_cls: 2.0060, loss: 2.0060, grad_norm: 2.8100 2020-08-13 09:12:41,687 - mmaction - INFO - Epoch [23][420/940] lr: 4.000e-02, eta: 19:03:48, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.5350, top5_acc: 0.7729, loss_cls: 1.9800, loss: 1.9800, grad_norm: 2.8621 2020-08-13 09:13:00,694 - mmaction - INFO - Epoch [23][440/940] lr: 4.000e-02, eta: 19:03:30, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.5199, top5_acc: 0.7547, loss_cls: 2.0559, loss: 2.0559, grad_norm: 2.8457 2020-08-13 09:13:22,605 - mmaction - INFO - Epoch [23][460/940] lr: 4.000e-02, eta: 19:03:22, time: 1.096, data_time: 0.003, memory: 6440, top1_acc: 0.5211, top5_acc: 0.7553, loss_cls: 2.0466, loss: 2.0466, grad_norm: 2.8699 2020-08-13 09:13:42,018 - mmaction - INFO - Epoch [23][480/940] lr: 4.000e-02, eta: 19:03:05, time: 0.968, data_time: 0.005, memory: 6440, top1_acc: 0.5236, top5_acc: 0.7707, loss_cls: 2.0036, loss: 2.0036, grad_norm: 2.7270 2020-08-13 09:13:59,776 - mmaction - INFO - Epoch [23][500/940] lr: 4.000e-02, eta: 19:02:43, time: 0.889, data_time: 0.008, memory: 6440, top1_acc: 0.5275, top5_acc: 0.7633, loss_cls: 2.0271, loss: 2.0271, grad_norm: 2.8288 2020-08-13 09:14:20,374 - mmaction - INFO - Epoch [23][520/940] lr: 4.000e-02, eta: 19:02:30, time: 1.029, data_time: 0.009, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7662, loss_cls: 2.0424, loss: 2.0424, grad_norm: 2.8883 2020-08-13 09:14:40,132 - mmaction - INFO - Epoch [23][540/940] lr: 4.000e-02, eta: 19:02:14, time: 0.989, data_time: 0.008, memory: 6440, top1_acc: 0.5234, top5_acc: 0.7672, loss_cls: 2.0551, loss: 2.0551, grad_norm: 2.8424 2020-08-13 09:14:57,478 - mmaction - INFO - Epoch [23][560/940] lr: 4.000e-02, eta: 19:01:50, time: 0.867, data_time: 0.009, memory: 6440, top1_acc: 0.5178, top5_acc: 0.7568, loss_cls: 2.0872, loss: 2.0872, grad_norm: 2.8225 2020-08-13 09:15:18,288 - mmaction - INFO - Epoch [23][580/940] lr: 4.000e-02, eta: 19:01:38, time: 1.042, data_time: 0.004, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7631, loss_cls: 2.0401, loss: 2.0401, grad_norm: 2.8460 2020-08-13 09:15:38,561 - mmaction - INFO - Epoch [23][600/940] lr: 4.000e-02, eta: 19:01:25, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7639, loss_cls: 2.0358, loss: 2.0358, grad_norm: 2.8251 2020-08-13 09:15:57,609 - mmaction - INFO - Epoch [23][620/940] lr: 4.000e-02, eta: 19:01:06, time: 0.946, data_time: 0.008, memory: 6440, top1_acc: 0.5312, top5_acc: 0.7668, loss_cls: 2.0251, loss: 2.0251, grad_norm: 2.7640 2020-08-13 09:16:18,450 - mmaction - INFO - Epoch [23][640/940] lr: 4.000e-02, eta: 19:00:54, time: 1.049, data_time: 0.010, memory: 6440, top1_acc: 0.5141, top5_acc: 0.7625, loss_cls: 2.0453, loss: 2.0453, grad_norm: 2.8585 2020-08-13 09:16:37,296 - mmaction - INFO - Epoch [23][660/940] lr: 4.000e-02, eta: 19:00:36, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.5199, top5_acc: 0.7559, loss_cls: 2.0626, loss: 2.0626, grad_norm: 2.7595 2020-08-13 09:16:55,788 - mmaction - INFO - Epoch [23][680/940] lr: 4.000e-02, eta: 19:00:16, time: 0.925, data_time: 0.005, memory: 6440, top1_acc: 0.5346, top5_acc: 0.7688, loss_cls: 1.9966, loss: 1.9966, grad_norm: 2.7159 2020-08-13 09:17:13,923 - mmaction - INFO - Epoch [23][700/940] lr: 4.000e-02, eta: 18:59:54, time: 0.904, data_time: 0.005, memory: 6440, top1_acc: 0.5150, top5_acc: 0.7600, loss_cls: 2.0547, loss: 2.0547, grad_norm: 2.8590 2020-08-13 09:17:33,594 - mmaction - INFO - Epoch [23][720/940] lr: 4.000e-02, eta: 18:59:38, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.5139, top5_acc: 0.7619, loss_cls: 2.0403, loss: 2.0403, grad_norm: 2.8131 2020-08-13 09:17:55,401 - mmaction - INFO - Epoch [23][740/940] lr: 4.000e-02, eta: 18:59:30, time: 1.089, data_time: 0.005, memory: 6440, top1_acc: 0.5176, top5_acc: 0.7498, loss_cls: 2.0577, loss: 2.0577, grad_norm: 2.8133 2020-08-13 09:18:13,252 - mmaction - INFO - Epoch [23][760/940] lr: 4.000e-02, eta: 18:59:07, time: 0.894, data_time: 0.005, memory: 6440, top1_acc: 0.5086, top5_acc: 0.7584, loss_cls: 2.0873, loss: 2.0873, grad_norm: 2.8358 2020-08-13 09:18:33,582 - mmaction - INFO - Epoch [23][780/940] lr: 4.000e-02, eta: 18:58:53, time: 1.015, data_time: 0.010, memory: 6440, top1_acc: 0.5232, top5_acc: 0.7592, loss_cls: 2.0558, loss: 2.0558, grad_norm: 2.8179 2020-08-13 09:18:52,870 - mmaction - INFO - Epoch [23][800/940] lr: 4.000e-02, eta: 18:58:36, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.5256, top5_acc: 0.7646, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8110 2020-08-13 09:19:11,696 - mmaction - INFO - Epoch [23][820/940] lr: 4.000e-02, eta: 18:58:17, time: 0.942, data_time: 0.008, memory: 6440, top1_acc: 0.5264, top5_acc: 0.7686, loss_cls: 2.0067, loss: 2.0067, grad_norm: 2.9089 2020-08-13 09:19:30,852 - mmaction - INFO - Epoch [23][840/940] lr: 4.000e-02, eta: 18:57:59, time: 0.957, data_time: 0.009, memory: 6440, top1_acc: 0.5234, top5_acc: 0.7607, loss_cls: 2.0579, loss: 2.0579, grad_norm: 2.8284 2020-08-13 09:19:50,636 - mmaction - INFO - Epoch [23][860/940] lr: 4.000e-02, eta: 18:57:44, time: 0.991, data_time: 0.009, memory: 6440, top1_acc: 0.5217, top5_acc: 0.7633, loss_cls: 2.0384, loss: 2.0384, grad_norm: 2.7739 2020-08-13 09:20:11,691 - mmaction - INFO - Epoch [23][880/940] lr: 4.000e-02, eta: 18:57:33, time: 1.052, data_time: 0.004, memory: 6440, top1_acc: 0.5266, top5_acc: 0.7703, loss_cls: 1.9957, loss: 1.9957, grad_norm: 2.8667 2020-08-13 09:20:31,785 - mmaction - INFO - Epoch [23][900/940] lr: 4.000e-02, eta: 18:57:18, time: 1.006, data_time: 0.003, memory: 6440, top1_acc: 0.5203, top5_acc: 0.7545, loss_cls: 2.0800, loss: 2.0800, grad_norm: 2.8621 2020-08-13 09:20:51,101 - mmaction - INFO - Epoch [23][920/940] lr: 4.000e-02, eta: 18:57:01, time: 0.964, data_time: 0.004, memory: 6440, top1_acc: 0.5320, top5_acc: 0.7672, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.8209 2020-08-13 09:21:06,823 - mmaction - INFO - Epoch [23][940/940] lr: 4.000e-02, eta: 18:56:31, time: 0.788, data_time: 0.007, memory: 6440, top1_acc: 0.5179, top5_acc: 0.7484, loss_cls: 2.0823, loss: 2.0823, grad_norm: 2.8008 2020-08-13 09:21:07,115 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-08-13 09:21:31,820 - mmaction - INFO - Epoch [24][20/940] lr: 4.000e-02, eta: 18:56:30, time: 1.205, data_time: 0.442, memory: 6440, top1_acc: 0.5533, top5_acc: 0.7760, loss_cls: 1.9469, loss: 1.9469, grad_norm: 2.7725 2020-08-13 09:21:50,860 - mmaction - INFO - Epoch [24][40/940] lr: 4.000e-02, eta: 18:56:12, time: 0.955, data_time: 0.007, memory: 6440, top1_acc: 0.5279, top5_acc: 0.7734, loss_cls: 1.9598, loss: 1.9598, grad_norm: 2.8166 2020-08-13 09:22:11,691 - mmaction - INFO - Epoch [24][60/940] lr: 4.000e-02, eta: 18:56:00, time: 1.039, data_time: 0.005, memory: 6440, top1_acc: 0.5281, top5_acc: 0.7684, loss_cls: 2.0129, loss: 2.0129, grad_norm: 2.8199 2020-08-13 09:22:29,487 - mmaction - INFO - Epoch [24][80/940] lr: 4.000e-02, eta: 18:55:37, time: 0.889, data_time: 0.009, memory: 6440, top1_acc: 0.5326, top5_acc: 0.7734, loss_cls: 1.9889, loss: 1.9889, grad_norm: 2.7813 2020-08-13 09:22:46,795 - mmaction - INFO - Epoch [24][100/940] lr: 4.000e-02, eta: 18:55:13, time: 0.866, data_time: 0.005, memory: 6440, top1_acc: 0.5283, top5_acc: 0.7672, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.7756 2020-08-13 09:23:06,352 - mmaction - INFO - Epoch [24][120/940] lr: 4.000e-02, eta: 18:54:57, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.5357, top5_acc: 0.7631, loss_cls: 2.0044, loss: 2.0044, grad_norm: 2.8426 2020-08-13 09:23:27,107 - mmaction - INFO - Epoch [24][140/940] lr: 4.000e-02, eta: 18:54:45, time: 1.038, data_time: 0.002, memory: 6440, top1_acc: 0.5334, top5_acc: 0.7740, loss_cls: 1.9737, loss: 1.9737, grad_norm: 2.8354 2020-08-13 09:23:45,864 - mmaction - INFO - Epoch [24][160/940] lr: 4.000e-02, eta: 18:54:25, time: 0.936, data_time: 0.004, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7725, loss_cls: 1.9610, loss: 1.9610, grad_norm: 2.8084 2020-08-13 09:24:03,665 - mmaction - INFO - Epoch [24][180/940] lr: 4.000e-02, eta: 18:54:03, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.5311, top5_acc: 0.7686, loss_cls: 2.0029, loss: 2.0029, grad_norm: 2.8077 2020-08-13 09:24:23,073 - mmaction - INFO - Epoch [24][200/940] lr: 4.000e-02, eta: 18:53:46, time: 0.968, data_time: 0.006, memory: 6440, top1_acc: 0.5318, top5_acc: 0.7699, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.8007 2020-08-13 09:24:41,905 - mmaction - INFO - Epoch [24][220/940] lr: 4.000e-02, eta: 18:53:27, time: 0.944, data_time: 0.008, memory: 6440, top1_acc: 0.5229, top5_acc: 0.7535, loss_cls: 2.0587, loss: 2.0587, grad_norm: 2.7979 2020-08-13 09:25:01,691 - mmaction - INFO - Epoch [24][240/940] lr: 4.000e-02, eta: 18:53:11, time: 0.988, data_time: 0.005, memory: 6440, top1_acc: 0.5324, top5_acc: 0.7701, loss_cls: 2.0014, loss: 2.0014, grad_norm: 2.8100 2020-08-13 09:25:19,262 - mmaction - INFO - Epoch [24][260/940] lr: 4.000e-02, eta: 18:52:48, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.5326, top5_acc: 0.7697, loss_cls: 2.0064, loss: 2.0064, grad_norm: 2.8400 2020-08-13 09:25:38,714 - mmaction - INFO - Epoch [24][280/940] lr: 4.000e-02, eta: 18:52:31, time: 0.969, data_time: 0.005, memory: 6440, top1_acc: 0.5332, top5_acc: 0.7699, loss_cls: 2.0088, loss: 2.0088, grad_norm: 2.9288 2020-08-13 09:25:55,697 - mmaction - INFO - Epoch [24][300/940] lr: 4.000e-02, eta: 18:52:06, time: 0.852, data_time: 0.007, memory: 6440, top1_acc: 0.5348, top5_acc: 0.7699, loss_cls: 1.9802, loss: 1.9802, grad_norm: 2.7878 2020-08-13 09:26:14,135 - mmaction - INFO - Epoch [24][320/940] lr: 4.000e-02, eta: 18:51:46, time: 0.920, data_time: 0.004, memory: 6440, top1_acc: 0.5346, top5_acc: 0.7637, loss_cls: 1.9962, loss: 1.9962, grad_norm: 2.8927 2020-08-13 09:26:34,897 - mmaction - INFO - Epoch [24][340/940] lr: 4.000e-02, eta: 18:51:34, time: 1.038, data_time: 0.006, memory: 6440, top1_acc: 0.5252, top5_acc: 0.7590, loss_cls: 2.0120, loss: 2.0120, grad_norm: 2.7946 2020-08-13 09:26:55,032 - mmaction - INFO - Epoch [24][360/940] lr: 4.000e-02, eta: 18:51:19, time: 1.010, data_time: 0.008, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7555, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.7893 2020-08-13 09:27:12,893 - mmaction - INFO - Epoch [24][380/940] lr: 4.000e-02, eta: 18:50:57, time: 0.891, data_time: 0.006, memory: 6440, top1_acc: 0.5297, top5_acc: 0.7688, loss_cls: 1.9869, loss: 1.9869, grad_norm: 2.8368 2020-08-13 09:27:31,188 - mmaction - INFO - Epoch [24][400/940] lr: 4.000e-02, eta: 18:50:36, time: 0.917, data_time: 0.007, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7670, loss_cls: 1.9714, loss: 1.9714, grad_norm: 2.8311 2020-08-13 09:27:49,187 - mmaction - INFO - Epoch [24][420/940] lr: 4.000e-02, eta: 18:50:15, time: 0.900, data_time: 0.007, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7617, loss_cls: 2.0296, loss: 2.0296, grad_norm: 2.8744 2020-08-13 09:28:08,197 - mmaction - INFO - Epoch [24][440/940] lr: 4.000e-02, eta: 18:49:56, time: 0.951, data_time: 0.006, memory: 6440, top1_acc: 0.5295, top5_acc: 0.7648, loss_cls: 2.0324, loss: 2.0324, grad_norm: 2.8338 2020-08-13 09:28:26,851 - mmaction - INFO - Epoch [24][460/940] lr: 4.000e-02, eta: 18:49:37, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7727, loss_cls: 1.9673, loss: 1.9673, grad_norm: 2.7596 2020-08-13 09:28:47,365 - mmaction - INFO - Epoch [24][480/940] lr: 4.000e-02, eta: 18:49:23, time: 1.026, data_time: 0.009, memory: 6440, top1_acc: 0.5281, top5_acc: 0.7684, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.8471 2020-08-13 09:29:06,027 - mmaction - INFO - Epoch [24][500/940] lr: 4.000e-02, eta: 18:49:04, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.5354, top5_acc: 0.7611, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.8587 2020-08-13 09:29:24,463 - mmaction - INFO - Epoch [24][520/940] lr: 4.000e-02, eta: 18:48:44, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.5264, top5_acc: 0.7629, loss_cls: 2.0437, loss: 2.0437, grad_norm: 2.8048 2020-08-13 09:29:43,715 - mmaction - INFO - Epoch [24][540/940] lr: 4.000e-02, eta: 18:48:26, time: 0.962, data_time: 0.006, memory: 6440, top1_acc: 0.5279, top5_acc: 0.7643, loss_cls: 2.0168, loss: 2.0168, grad_norm: 2.8601 2020-08-13 09:30:02,815 - mmaction - INFO - Epoch [24][560/940] lr: 4.000e-02, eta: 18:48:08, time: 0.954, data_time: 0.002, memory: 6440, top1_acc: 0.5250, top5_acc: 0.7648, loss_cls: 2.0174, loss: 2.0174, grad_norm: 2.8119 2020-08-13 09:30:21,912 - mmaction - INFO - Epoch [24][580/940] lr: 4.000e-02, eta: 18:47:50, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.5328, top5_acc: 0.7666, loss_cls: 1.9955, loss: 1.9955, grad_norm: 2.8059 2020-08-13 09:30:40,317 - mmaction - INFO - Epoch [24][600/940] lr: 4.000e-02, eta: 18:47:30, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.5221, top5_acc: 0.7719, loss_cls: 2.0116, loss: 2.0116, grad_norm: 2.9145 2020-08-13 09:30:58,839 - mmaction - INFO - Epoch [24][620/940] lr: 4.000e-02, eta: 18:47:10, time: 0.929, data_time: 0.008, memory: 6440, top1_acc: 0.5045, top5_acc: 0.7535, loss_cls: 2.0874, loss: 2.0874, grad_norm: 2.8369 2020-08-13 09:31:18,949 - mmaction - INFO - Epoch [24][640/940] lr: 4.000e-02, eta: 18:46:55, time: 1.008, data_time: 0.008, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7736, loss_cls: 2.0057, loss: 2.0057, grad_norm: 2.8293 2020-08-13 09:31:37,704 - mmaction - INFO - Epoch [24][660/940] lr: 4.000e-02, eta: 18:46:36, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.5312, top5_acc: 0.7625, loss_cls: 2.0091, loss: 2.0091, grad_norm: 2.8734 2020-08-13 09:31:57,121 - mmaction - INFO - Epoch [24][680/940] lr: 4.000e-02, eta: 18:46:19, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.5158, top5_acc: 0.7506, loss_cls: 2.0546, loss: 2.0546, grad_norm: 2.7794 2020-08-13 09:32:14,920 - mmaction - INFO - Epoch [24][700/940] lr: 4.000e-02, eta: 18:45:57, time: 0.891, data_time: 0.009, memory: 6440, top1_acc: 0.5363, top5_acc: 0.7668, loss_cls: 2.0121, loss: 2.0121, grad_norm: 2.8188 2020-08-13 09:32:35,057 - mmaction - INFO - Epoch [24][720/940] lr: 4.000e-02, eta: 18:45:42, time: 1.006, data_time: 0.005, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7738, loss_cls: 1.9760, loss: 1.9760, grad_norm: 2.8438 2020-08-13 09:32:52,442 - mmaction - INFO - Epoch [24][740/940] lr: 4.000e-02, eta: 18:45:18, time: 0.871, data_time: 0.005, memory: 6440, top1_acc: 0.5240, top5_acc: 0.7680, loss_cls: 2.0082, loss: 2.0082, grad_norm: 2.8253 2020-08-13 09:33:11,810 - mmaction - INFO - Epoch [24][760/940] lr: 4.000e-02, eta: 18:45:01, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.5303, top5_acc: 0.7676, loss_cls: 2.0135, loss: 2.0135, grad_norm: 2.8498 2020-08-13 09:33:31,468 - mmaction - INFO - Epoch [24][780/940] lr: 4.000e-02, eta: 18:44:45, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.5236, top5_acc: 0.7494, loss_cls: 2.0952, loss: 2.0952, grad_norm: 2.9039 2020-08-13 09:33:50,511 - mmaction - INFO - Epoch [24][800/940] lr: 4.000e-02, eta: 18:44:27, time: 0.951, data_time: 0.006, memory: 6440, top1_acc: 0.5221, top5_acc: 0.7672, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.8342 2020-08-13 09:34:09,021 - mmaction - INFO - Epoch [24][820/940] lr: 4.000e-02, eta: 18:44:07, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.5182, top5_acc: 0.7682, loss_cls: 2.0238, loss: 2.0238, grad_norm: 2.9231 2020-08-13 09:34:26,828 - mmaction - INFO - Epoch [24][840/940] lr: 4.000e-02, eta: 18:43:44, time: 0.885, data_time: 0.007, memory: 6440, top1_acc: 0.5277, top5_acc: 0.7662, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.8374 2020-08-13 09:34:46,459 - mmaction - INFO - Epoch [24][860/940] lr: 4.000e-02, eta: 18:43:28, time: 0.984, data_time: 0.008, memory: 6440, top1_acc: 0.5354, top5_acc: 0.7662, loss_cls: 2.0080, loss: 2.0080, grad_norm: 2.8126 2020-08-13 09:35:06,681 - mmaction - INFO - Epoch [24][880/940] lr: 4.000e-02, eta: 18:43:14, time: 1.015, data_time: 0.010, memory: 6440, top1_acc: 0.5322, top5_acc: 0.7680, loss_cls: 1.9797, loss: 1.9797, grad_norm: 2.8317 2020-08-13 09:35:22,558 - mmaction - INFO - Epoch [24][900/940] lr: 4.000e-02, eta: 18:42:46, time: 0.794, data_time: 0.002, memory: 6440, top1_acc: 0.5289, top5_acc: 0.7623, loss_cls: 2.0387, loss: 2.0387, grad_norm: 2.8914 2020-08-13 09:35:42,313 - mmaction - INFO - Epoch [24][920/940] lr: 4.000e-02, eta: 18:42:29, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.5248, top5_acc: 0.7574, loss_cls: 2.0476, loss: 2.0476, grad_norm: 2.8068 2020-08-13 09:36:00,149 - mmaction - INFO - Epoch [24][940/940] lr: 4.000e-02, eta: 18:42:07, time: 0.893, data_time: 0.007, memory: 6440, top1_acc: 0.5223, top5_acc: 0.7518, loss_cls: 2.0689, loss: 2.0689, grad_norm: 2.7755 2020-08-13 09:36:00,406 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-08-13 09:36:24,862 - mmaction - INFO - Epoch [25][20/940] lr: 4.000e-02, eta: 18:42:04, time: 1.194, data_time: 0.426, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7707, loss_cls: 1.9780, loss: 1.9780, grad_norm: 2.8077 2020-08-13 09:36:42,551 - mmaction - INFO - Epoch [25][40/940] lr: 4.000e-02, eta: 18:41:42, time: 0.882, data_time: 0.007, memory: 6440, top1_acc: 0.5309, top5_acc: 0.7578, loss_cls: 2.0141, loss: 2.0141, grad_norm: 2.8233 2020-08-13 09:37:02,948 - mmaction - INFO - Epoch [25][60/940] lr: 4.000e-02, eta: 18:41:28, time: 1.023, data_time: 0.007, memory: 6440, top1_acc: 0.5402, top5_acc: 0.7686, loss_cls: 1.9805, loss: 1.9805, grad_norm: 2.8599 2020-08-13 09:37:22,561 - mmaction - INFO - Epoch [25][80/940] lr: 4.000e-02, eta: 18:41:11, time: 0.980, data_time: 0.009, memory: 6440, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 1.9781, loss: 1.9781, grad_norm: 2.8444 2020-08-13 09:37:40,955 - mmaction - INFO - Epoch [25][100/940] lr: 4.000e-02, eta: 18:40:51, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.5303, top5_acc: 0.7688, loss_cls: 2.0028, loss: 2.0028, grad_norm: 2.8599 2020-08-13 09:37:58,856 - mmaction - INFO - Epoch [25][120/940] lr: 4.000e-02, eta: 18:40:29, time: 0.897, data_time: 0.007, memory: 6440, top1_acc: 0.5393, top5_acc: 0.7717, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.8577 2020-08-13 09:38:18,765 - mmaction - INFO - Epoch [25][140/940] lr: 4.000e-02, eta: 18:40:14, time: 0.993, data_time: 0.006, memory: 6440, top1_acc: 0.5314, top5_acc: 0.7637, loss_cls: 2.0203, loss: 2.0203, grad_norm: 2.8471 2020-08-13 09:38:36,566 - mmaction - INFO - Epoch [25][160/940] lr: 4.000e-02, eta: 18:39:52, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.5432, top5_acc: 0.7736, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.8144 2020-08-13 09:38:54,578 - mmaction - INFO - Epoch [25][180/940] lr: 4.000e-02, eta: 18:39:30, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.5391, top5_acc: 0.7771, loss_cls: 1.9857, loss: 1.9857, grad_norm: 2.8102 2020-08-13 09:39:11,643 - mmaction - INFO - Epoch [25][200/940] lr: 4.000e-02, eta: 18:39:06, time: 0.853, data_time: 0.003, memory: 6440, top1_acc: 0.5248, top5_acc: 0.7623, loss_cls: 2.0220, loss: 2.0220, grad_norm: 2.8679 2020-08-13 09:39:29,882 - mmaction - INFO - Epoch [25][220/940] lr: 4.000e-02, eta: 18:38:45, time: 0.914, data_time: 0.006, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7721, loss_cls: 1.9800, loss: 1.9800, grad_norm: 2.8439 2020-08-13 09:39:48,576 - mmaction - INFO - Epoch [25][240/940] lr: 4.000e-02, eta: 18:38:25, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.5248, top5_acc: 0.7641, loss_cls: 2.0336, loss: 2.0336, grad_norm: 2.8646 2020-08-13 09:40:07,866 - mmaction - INFO - Epoch [25][260/940] lr: 4.000e-02, eta: 18:38:08, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7662, loss_cls: 2.0169, loss: 2.0169, grad_norm: 2.8100 2020-08-13 09:40:25,633 - mmaction - INFO - Epoch [25][280/940] lr: 4.000e-02, eta: 18:37:46, time: 0.886, data_time: 0.002, memory: 6440, top1_acc: 0.5367, top5_acc: 0.7688, loss_cls: 1.9826, loss: 1.9826, grad_norm: 2.8128 2020-08-13 09:40:43,669 - mmaction - INFO - Epoch [25][300/940] lr: 4.000e-02, eta: 18:37:24, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.5354, top5_acc: 0.7744, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.8717 2020-08-13 09:41:03,676 - mmaction - INFO - Epoch [25][320/940] lr: 4.000e-02, eta: 18:37:09, time: 1.003, data_time: 0.007, memory: 6440, top1_acc: 0.5385, top5_acc: 0.7773, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.8635 2020-08-13 09:41:20,624 - mmaction - INFO - Epoch [25][340/940] lr: 4.000e-02, eta: 18:36:44, time: 0.843, data_time: 0.004, memory: 6440, top1_acc: 0.5281, top5_acc: 0.7613, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.8388 2020-08-13 09:41:38,254 - mmaction - INFO - Epoch [25][360/940] lr: 4.000e-02, eta: 18:36:22, time: 0.883, data_time: 0.007, memory: 6440, top1_acc: 0.5361, top5_acc: 0.7707, loss_cls: 1.9532, loss: 1.9532, grad_norm: 2.7825 2020-08-13 09:41:55,627 - mmaction - INFO - Epoch [25][380/940] lr: 4.000e-02, eta: 18:35:58, time: 0.869, data_time: 0.008, memory: 6440, top1_acc: 0.5320, top5_acc: 0.7719, loss_cls: 1.9942, loss: 1.9942, grad_norm: 2.8873 2020-08-13 09:42:14,281 - mmaction - INFO - Epoch [25][400/940] lr: 4.000e-02, eta: 18:35:39, time: 0.936, data_time: 0.008, memory: 6440, top1_acc: 0.5162, top5_acc: 0.7582, loss_cls: 2.0711, loss: 2.0711, grad_norm: 2.8769 2020-08-13 09:42:32,212 - mmaction - INFO - Epoch [25][420/940] lr: 4.000e-02, eta: 18:35:17, time: 0.895, data_time: 0.005, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7627, loss_cls: 2.0101, loss: 2.0101, grad_norm: 2.8116 2020-08-13 09:42:49,838 - mmaction - INFO - Epoch [25][440/940] lr: 4.000e-02, eta: 18:34:55, time: 0.882, data_time: 0.005, memory: 6440, top1_acc: 0.5334, top5_acc: 0.7666, loss_cls: 1.9762, loss: 1.9762, grad_norm: 2.8060 2020-08-13 09:43:07,782 - mmaction - INFO - Epoch [25][460/940] lr: 4.000e-02, eta: 18:34:33, time: 0.895, data_time: 0.009, memory: 6440, top1_acc: 0.5342, top5_acc: 0.7693, loss_cls: 1.9572, loss: 1.9572, grad_norm: 2.7670 2020-08-13 09:43:27,577 - mmaction - INFO - Epoch [25][480/940] lr: 4.000e-02, eta: 18:34:17, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.5287, top5_acc: 0.7584, loss_cls: 2.0205, loss: 2.0205, grad_norm: 2.8642 2020-08-13 09:43:47,469 - mmaction - INFO - Epoch [25][500/940] lr: 4.000e-02, eta: 18:34:01, time: 0.992, data_time: 0.006, memory: 6440, top1_acc: 0.5354, top5_acc: 0.7695, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.8207 2020-08-13 09:44:06,972 - mmaction - INFO - Epoch [25][520/940] lr: 4.000e-02, eta: 18:33:45, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.5461, top5_acc: 0.7811, loss_cls: 1.9226, loss: 1.9226, grad_norm: 2.8028 2020-08-13 09:44:25,948 - mmaction - INFO - Epoch [25][540/940] lr: 4.000e-02, eta: 18:33:26, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.5316, top5_acc: 0.7762, loss_cls: 1.9846, loss: 1.9846, grad_norm: 2.8777 2020-08-13 09:44:43,516 - mmaction - INFO - Epoch [25][560/940] lr: 4.000e-02, eta: 18:33:04, time: 0.880, data_time: 0.008, memory: 6440, top1_acc: 0.5254, top5_acc: 0.7734, loss_cls: 2.0102, loss: 2.0102, grad_norm: 2.8457 2020-08-13 09:45:03,755 - mmaction - INFO - Epoch [25][580/940] lr: 4.000e-02, eta: 18:32:49, time: 1.013, data_time: 0.008, memory: 6440, top1_acc: 0.5271, top5_acc: 0.7609, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.8594 2020-08-13 09:45:22,273 - mmaction - INFO - Epoch [25][600/940] lr: 4.000e-02, eta: 18:32:29, time: 0.925, data_time: 0.002, memory: 6440, top1_acc: 0.5303, top5_acc: 0.7730, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.8580 2020-08-13 09:45:40,334 - mmaction - INFO - Epoch [25][620/940] lr: 4.000e-02, eta: 18:32:08, time: 0.901, data_time: 0.006, memory: 6440, top1_acc: 0.5346, top5_acc: 0.7727, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.8522 2020-08-13 09:45:59,919 - mmaction - INFO - Epoch [25][640/940] lr: 4.000e-02, eta: 18:31:51, time: 0.983, data_time: 0.008, memory: 6440, top1_acc: 0.5357, top5_acc: 0.7678, loss_cls: 2.0085, loss: 2.0085, grad_norm: 2.7920 2020-08-13 09:46:16,995 - mmaction - INFO - Epoch [25][660/940] lr: 4.000e-02, eta: 18:31:27, time: 0.850, data_time: 0.005, memory: 6440, top1_acc: 0.5258, top5_acc: 0.7707, loss_cls: 2.0020, loss: 2.0020, grad_norm: 2.8205 2020-08-13 09:46:35,858 - mmaction - INFO - Epoch [25][680/940] lr: 4.000e-02, eta: 18:31:08, time: 0.947, data_time: 0.008, memory: 6440, top1_acc: 0.5457, top5_acc: 0.7783, loss_cls: 1.9752, loss: 1.9752, grad_norm: 2.8190 2020-08-13 09:46:53,624 - mmaction - INFO - Epoch [25][700/940] lr: 4.000e-02, eta: 18:30:46, time: 0.886, data_time: 0.006, memory: 6440, top1_acc: 0.5273, top5_acc: 0.7529, loss_cls: 2.0459, loss: 2.0459, grad_norm: 2.8559 2020-08-13 09:47:12,836 - mmaction - INFO - Epoch [25][720/940] lr: 4.000e-02, eta: 18:30:28, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.5227, top5_acc: 0.7562, loss_cls: 2.0400, loss: 2.0400, grad_norm: 2.8383 2020-08-13 09:47:30,515 - mmaction - INFO - Epoch [25][740/940] lr: 4.000e-02, eta: 18:30:06, time: 0.883, data_time: 0.006, memory: 6440, top1_acc: 0.5318, top5_acc: 0.7721, loss_cls: 1.9942, loss: 1.9942, grad_norm: 2.8177 2020-08-13 09:47:50,074 - mmaction - INFO - Epoch [25][760/940] lr: 4.000e-02, eta: 18:29:49, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.5346, top5_acc: 0.7637, loss_cls: 2.0002, loss: 2.0002, grad_norm: 2.8554 2020-08-13 09:48:09,213 - mmaction - INFO - Epoch [25][780/940] lr: 4.000e-02, eta: 18:29:31, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.5348, top5_acc: 0.7730, loss_cls: 1.9880, loss: 1.9880, grad_norm: 2.8488 2020-08-13 09:48:26,682 - mmaction - INFO - Epoch [25][800/940] lr: 4.000e-02, eta: 18:29:09, time: 0.875, data_time: 0.005, memory: 6440, top1_acc: 0.5232, top5_acc: 0.7686, loss_cls: 2.0073, loss: 2.0073, grad_norm: 2.8998 2020-08-13 09:48:45,038 - mmaction - INFO - Epoch [25][820/940] lr: 4.000e-02, eta: 18:28:48, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.5221, top5_acc: 0.7652, loss_cls: 2.0295, loss: 2.0295, grad_norm: 2.8394 2020-08-13 09:49:04,197 - mmaction - INFO - Epoch [25][840/940] lr: 4.000e-02, eta: 18:28:30, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7682, loss_cls: 2.0270, loss: 2.0270, grad_norm: 2.8493 2020-08-13 09:49:24,253 - mmaction - INFO - Epoch [25][860/940] lr: 4.000e-02, eta: 18:28:15, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.5377, top5_acc: 0.7656, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.8068 2020-08-13 09:49:43,349 - mmaction - INFO - Epoch [25][880/940] lr: 4.000e-02, eta: 18:27:57, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.5385, top5_acc: 0.7707, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.8603 2020-08-13 09:50:00,291 - mmaction - INFO - Epoch [25][900/940] lr: 4.000e-02, eta: 18:27:32, time: 0.844, data_time: 0.006, memory: 6440, top1_acc: 0.5285, top5_acc: 0.7680, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.8538 2020-08-13 09:50:19,086 - mmaction - INFO - Epoch [25][920/940] lr: 4.000e-02, eta: 18:27:13, time: 0.941, data_time: 0.008, memory: 6440, top1_acc: 0.5311, top5_acc: 0.7684, loss_cls: 2.0102, loss: 2.0102, grad_norm: 2.7828 2020-08-13 09:50:38,196 - mmaction - INFO - Epoch [25][940/940] lr: 4.000e-02, eta: 18:26:55, time: 0.955, data_time: 0.008, memory: 6440, top1_acc: 0.5244, top5_acc: 0.7589, loss_cls: 2.0667, loss: 2.0667, grad_norm: 2.8580 2020-08-13 09:50:38,477 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-08-13 09:51:04,800 - mmaction - INFO - Epoch [26][20/940] lr: 4.000e-02, eta: 18:26:57, time: 1.290, data_time: 0.439, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7703, loss_cls: 1.9729, loss: 1.9729, grad_norm: 2.7950 2020-08-13 09:51:20,306 - mmaction - INFO - Epoch [26][40/940] lr: 4.000e-02, eta: 18:26:28, time: 0.773, data_time: 0.006, memory: 6440, top1_acc: 0.5326, top5_acc: 0.7633, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.8193 2020-08-13 09:51:39,019 - mmaction - INFO - Epoch [26][60/940] lr: 4.000e-02, eta: 18:26:09, time: 0.938, data_time: 0.008, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7676, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.8113 2020-08-13 09:51:59,014 - mmaction - INFO - Epoch [26][80/940] lr: 4.000e-02, eta: 18:25:54, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.5381, top5_acc: 0.7693, loss_cls: 1.9695, loss: 1.9695, grad_norm: 2.8872 2020-08-13 09:52:20,284 - mmaction - INFO - Epoch [26][100/940] lr: 4.000e-02, eta: 18:25:42, time: 1.066, data_time: 0.007, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7670, loss_cls: 1.9947, loss: 1.9947, grad_norm: 2.8667 2020-08-13 09:52:38,902 - mmaction - INFO - Epoch [26][120/940] lr: 4.000e-02, eta: 18:25:23, time: 0.929, data_time: 0.004, memory: 6440, top1_acc: 0.5391, top5_acc: 0.7793, loss_cls: 1.9794, loss: 1.9794, grad_norm: 2.8691 2020-08-13 09:52:58,191 - mmaction - INFO - Epoch [26][140/940] lr: 4.000e-02, eta: 18:25:05, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7635, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.8460 2020-08-13 09:53:17,985 - mmaction - INFO - Epoch [26][160/940] lr: 4.000e-02, eta: 18:24:49, time: 0.988, data_time: 0.005, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7734, loss_cls: 1.9675, loss: 1.9675, grad_norm: 2.8182 2020-08-13 09:53:35,544 - mmaction - INFO - Epoch [26][180/940] lr: 4.000e-02, eta: 18:24:26, time: 0.879, data_time: 0.005, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7842, loss_cls: 1.9102, loss: 1.9102, grad_norm: 2.7888 2020-08-13 09:53:54,195 - mmaction - INFO - Epoch [26][200/940] lr: 4.000e-02, eta: 18:24:07, time: 0.931, data_time: 0.006, memory: 6440, top1_acc: 0.5389, top5_acc: 0.7701, loss_cls: 1.9688, loss: 1.9688, grad_norm: 2.7887 2020-08-13 09:54:15,204 - mmaction - INFO - Epoch [26][220/940] lr: 4.000e-02, eta: 18:23:55, time: 1.053, data_time: 0.007, memory: 6440, top1_acc: 0.5385, top5_acc: 0.7676, loss_cls: 1.9890, loss: 1.9890, grad_norm: 2.8165 2020-08-13 09:54:31,646 - mmaction - INFO - Epoch [26][240/940] lr: 4.000e-02, eta: 18:23:28, time: 0.820, data_time: 0.004, memory: 6440, top1_acc: 0.5334, top5_acc: 0.7727, loss_cls: 1.9711, loss: 1.9711, grad_norm: 2.8548 2020-08-13 09:54:50,603 - mmaction - INFO - Epoch [26][260/940] lr: 4.000e-02, eta: 18:23:10, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.5287, top5_acc: 0.7738, loss_cls: 1.9829, loss: 1.9829, grad_norm: 2.8613 2020-08-13 09:55:09,121 - mmaction - INFO - Epoch [26][280/940] lr: 4.000e-02, eta: 18:22:50, time: 0.926, data_time: 0.007, memory: 6440, top1_acc: 0.5326, top5_acc: 0.7662, loss_cls: 1.9840, loss: 1.9840, grad_norm: 2.8366 2020-08-13 09:55:27,536 - mmaction - INFO - Epoch [26][300/940] lr: 4.000e-02, eta: 18:22:30, time: 0.921, data_time: 0.002, memory: 6440, top1_acc: 0.5215, top5_acc: 0.7688, loss_cls: 2.0113, loss: 2.0113, grad_norm: 2.8549 2020-08-13 09:55:47,227 - mmaction - INFO - Epoch [26][320/940] lr: 4.000e-02, eta: 18:22:14, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.5344, top5_acc: 0.7668, loss_cls: 1.9782, loss: 1.9782, grad_norm: 2.7935 2020-08-13 09:56:07,396 - mmaction - INFO - Epoch [26][340/940] lr: 4.000e-02, eta: 18:21:59, time: 1.011, data_time: 0.008, memory: 6440, top1_acc: 0.5389, top5_acc: 0.7656, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.8524 2020-08-13 09:56:25,717 - mmaction - INFO - Epoch [26][360/940] lr: 4.000e-02, eta: 18:21:38, time: 0.913, data_time: 0.005, memory: 6440, top1_acc: 0.5330, top5_acc: 0.7723, loss_cls: 1.9715, loss: 1.9715, grad_norm: 2.8573 2020-08-13 09:56:47,334 - mmaction - INFO - Epoch [26][380/940] lr: 4.000e-02, eta: 18:21:28, time: 1.083, data_time: 0.008, memory: 6440, top1_acc: 0.5330, top5_acc: 0.7629, loss_cls: 2.0307, loss: 2.0307, grad_norm: 2.8770 2020-08-13 09:57:03,988 - mmaction - INFO - Epoch [26][400/940] lr: 4.000e-02, eta: 18:21:02, time: 0.833, data_time: 0.006, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7629, loss_cls: 2.0283, loss: 2.0283, grad_norm: 2.9039 2020-08-13 09:57:24,149 - mmaction - INFO - Epoch [26][420/940] lr: 4.000e-02, eta: 18:20:47, time: 1.008, data_time: 0.003, memory: 6440, top1_acc: 0.5379, top5_acc: 0.7715, loss_cls: 1.9655, loss: 1.9655, grad_norm: 2.7982 2020-08-13 09:57:42,914 - mmaction - INFO - Epoch [26][440/940] lr: 4.000e-02, eta: 18:20:28, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.5420, top5_acc: 0.7752, loss_cls: 1.9712, loss: 1.9712, grad_norm: 2.8372 2020-08-13 09:58:02,611 - mmaction - INFO - Epoch [26][460/940] lr: 4.000e-02, eta: 18:20:12, time: 0.985, data_time: 0.002, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7670, loss_cls: 1.9930, loss: 1.9930, grad_norm: 2.8620 2020-08-13 09:58:21,259 - mmaction - INFO - Epoch [26][480/940] lr: 4.000e-02, eta: 18:19:52, time: 0.930, data_time: 0.006, memory: 6440, top1_acc: 0.5420, top5_acc: 0.7730, loss_cls: 1.9724, loss: 1.9724, grad_norm: 2.8133 2020-08-13 09:58:41,930 - mmaction - INFO - Epoch [26][500/940] lr: 4.000e-02, eta: 18:19:39, time: 1.036, data_time: 0.007, memory: 6440, top1_acc: 0.5297, top5_acc: 0.7633, loss_cls: 2.0285, loss: 2.0285, grad_norm: 2.7920 2020-08-13 09:59:01,234 - mmaction - INFO - Epoch [26][520/940] lr: 4.000e-02, eta: 18:19:21, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.5279, top5_acc: 0.7703, loss_cls: 1.9924, loss: 1.9924, grad_norm: 2.8322 2020-08-13 09:59:18,332 - mmaction - INFO - Epoch [26][540/940] lr: 4.000e-02, eta: 18:18:57, time: 0.854, data_time: 0.005, memory: 6440, top1_acc: 0.5395, top5_acc: 0.7746, loss_cls: 1.9647, loss: 1.9647, grad_norm: 2.7978 2020-08-13 09:59:38,904 - mmaction - INFO - Epoch [26][560/940] lr: 4.000e-02, eta: 18:18:44, time: 1.031, data_time: 0.008, memory: 6440, top1_acc: 0.5393, top5_acc: 0.7699, loss_cls: 1.9884, loss: 1.9884, grad_norm: 2.8595 2020-08-13 09:59:57,781 - mmaction - INFO - Epoch [26][580/940] lr: 4.000e-02, eta: 18:18:25, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.5328, top5_acc: 0.7695, loss_cls: 1.9895, loss: 1.9895, grad_norm: 2.8092 2020-08-13 10:00:21,660 - mmaction - INFO - Epoch [26][600/940] lr: 4.000e-02, eta: 18:18:20, time: 1.189, data_time: 0.007, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7707, loss_cls: 1.9547, loss: 1.9547, grad_norm: 2.7985 2020-08-13 10:00:39,376 - mmaction - INFO - Epoch [26][620/940] lr: 4.000e-02, eta: 18:17:58, time: 0.893, data_time: 0.025, memory: 6440, top1_acc: 0.5264, top5_acc: 0.7666, loss_cls: 2.0243, loss: 2.0243, grad_norm: 2.8690 2020-08-13 10:00:56,953 - mmaction - INFO - Epoch [26][640/940] lr: 4.000e-02, eta: 18:17:36, time: 0.876, data_time: 0.006, memory: 6440, top1_acc: 0.5242, top5_acc: 0.7658, loss_cls: 2.0323, loss: 2.0323, grad_norm: 2.8677 2020-08-13 10:01:16,584 - mmaction - INFO - Epoch [26][660/940] lr: 4.000e-02, eta: 18:17:19, time: 0.985, data_time: 0.007, memory: 6440, top1_acc: 0.5242, top5_acc: 0.7627, loss_cls: 2.0402, loss: 2.0402, grad_norm: 2.8735 2020-08-13 10:03:21,586 - mmaction - INFO - Epoch [26][680/940] lr: 4.000e-02, eta: 18:22:07, time: 6.250, data_time: 0.005, memory: 6440, top1_acc: 0.5443, top5_acc: 0.7715, loss_cls: 1.9657, loss: 1.9657, grad_norm: 2.7738 2020-08-13 10:03:36,243 - mmaction - INFO - Epoch [26][700/940] lr: 4.000e-02, eta: 18:21:36, time: 0.732, data_time: 0.003, memory: 6440, top1_acc: 0.5281, top5_acc: 0.7666, loss_cls: 2.0031, loss: 2.0031, grad_norm: 2.8457 2020-08-13 10:03:50,211 - mmaction - INFO - Epoch [26][720/940] lr: 4.000e-02, eta: 18:21:02, time: 0.699, data_time: 0.003, memory: 6440, top1_acc: 0.5367, top5_acc: 0.7812, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.7976 2020-08-13 10:04:07,109 - mmaction - INFO - Epoch [26][740/940] lr: 4.000e-02, eta: 18:20:38, time: 0.845, data_time: 0.002, memory: 6440, top1_acc: 0.5344, top5_acc: 0.7672, loss_cls: 1.9928, loss: 1.9928, grad_norm: 2.8956 2020-08-13 10:04:24,366 - mmaction - INFO - Epoch [26][760/940] lr: 4.000e-02, eta: 18:20:14, time: 0.861, data_time: 0.004, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7604, loss_cls: 2.0286, loss: 2.0286, grad_norm: 2.8389 2020-08-13 10:04:42,752 - mmaction - INFO - Epoch [26][780/940] lr: 4.000e-02, eta: 18:19:53, time: 0.918, data_time: 0.008, memory: 6440, top1_acc: 0.5295, top5_acc: 0.7748, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.8453 2020-08-13 10:05:03,099 - mmaction - INFO - Epoch [26][800/940] lr: 4.000e-02, eta: 18:19:38, time: 1.019, data_time: 0.008, memory: 6440, top1_acc: 0.5158, top5_acc: 0.7588, loss_cls: 2.0442, loss: 2.0442, grad_norm: 2.8602 2020-08-13 10:05:22,137 - mmaction - INFO - Epoch [26][820/940] lr: 4.000e-02, eta: 18:19:20, time: 0.953, data_time: 0.003, memory: 6440, top1_acc: 0.5285, top5_acc: 0.7672, loss_cls: 1.9945, loss: 1.9945, grad_norm: 2.7730 2020-08-13 10:05:41,047 - mmaction - INFO - Epoch [26][840/940] lr: 4.000e-02, eta: 18:19:01, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.5363, top5_acc: 0.7713, loss_cls: 1.9801, loss: 1.9801, grad_norm: 2.7905 2020-08-13 10:05:57,781 - mmaction - INFO - Epoch [26][860/940] lr: 4.000e-02, eta: 18:18:36, time: 0.842, data_time: 0.008, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7762, loss_cls: 1.9531, loss: 1.9531, grad_norm: 2.8259 2020-08-13 10:06:16,527 - mmaction - INFO - Epoch [26][880/940] lr: 4.000e-02, eta: 18:18:16, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.5355, top5_acc: 0.7648, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.8244 2020-08-13 10:06:36,845 - mmaction - INFO - Epoch [26][900/940] lr: 4.000e-02, eta: 18:18:01, time: 1.018, data_time: 0.004, memory: 6440, top1_acc: 0.5424, top5_acc: 0.7764, loss_cls: 1.9485, loss: 1.9485, grad_norm: 2.8227 2020-08-13 10:06:55,217 - mmaction - INFO - Epoch [26][920/940] lr: 4.000e-02, eta: 18:17:41, time: 0.919, data_time: 0.005, memory: 6440, top1_acc: 0.5332, top5_acc: 0.7625, loss_cls: 1.9988, loss: 1.9988, grad_norm: 2.8125 2020-08-13 10:07:13,404 - mmaction - INFO - Epoch [26][940/940] lr: 4.000e-02, eta: 18:17:20, time: 0.910, data_time: 0.002, memory: 6440, top1_acc: 0.5239, top5_acc: 0.7662, loss_cls: 2.0178, loss: 2.0178, grad_norm: 2.8750 2020-08-13 10:07:13,804 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-08-13 10:07:41,699 - mmaction - INFO - Epoch [27][20/940] lr: 4.000e-02, eta: 18:17:23, time: 1.344, data_time: 0.569, memory: 6440, top1_acc: 0.5437, top5_acc: 0.7824, loss_cls: 1.9143, loss: 1.9143, grad_norm: 2.8041 2020-08-13 10:08:01,389 - mmaction - INFO - Epoch [27][40/940] lr: 4.000e-02, eta: 18:17:07, time: 0.984, data_time: 0.002, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7719, loss_cls: 1.9629, loss: 1.9629, grad_norm: 2.8608 2020-08-13 10:08:20,830 - mmaction - INFO - Epoch [27][60/940] lr: 4.000e-02, eta: 18:16:49, time: 0.970, data_time: 0.006, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7652, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.8430 2020-08-13 10:08:39,557 - mmaction - INFO - Epoch [27][80/940] lr: 4.000e-02, eta: 18:16:29, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.5488, top5_acc: 0.7799, loss_cls: 1.9314, loss: 1.9314, grad_norm: 2.8440 2020-08-13 10:08:59,454 - mmaction - INFO - Epoch [27][100/940] lr: 4.000e-02, eta: 18:16:13, time: 0.993, data_time: 0.006, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7756, loss_cls: 1.9978, loss: 1.9978, grad_norm: 2.9038 2020-08-13 10:09:19,607 - mmaction - INFO - Epoch [27][120/940] lr: 4.000e-02, eta: 18:15:58, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.5391, top5_acc: 0.7754, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.8403 2020-08-13 10:09:38,139 - mmaction - INFO - Epoch [27][140/940] lr: 4.000e-02, eta: 18:15:38, time: 0.924, data_time: 0.004, memory: 6440, top1_acc: 0.5469, top5_acc: 0.7836, loss_cls: 1.9283, loss: 1.9283, grad_norm: 2.8351 2020-08-13 10:09:57,177 - mmaction - INFO - Epoch [27][160/940] lr: 4.000e-02, eta: 18:15:19, time: 0.954, data_time: 0.007, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7723, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.8785 2020-08-13 10:10:14,335 - mmaction - INFO - Epoch [27][180/940] lr: 4.000e-02, eta: 18:14:55, time: 0.858, data_time: 0.005, memory: 6440, top1_acc: 0.5367, top5_acc: 0.7717, loss_cls: 1.9910, loss: 1.9910, grad_norm: 2.8412 2020-08-13 10:10:33,890 - mmaction - INFO - Epoch [27][200/940] lr: 4.000e-02, eta: 18:14:38, time: 0.975, data_time: 0.008, memory: 6440, top1_acc: 0.5191, top5_acc: 0.7648, loss_cls: 2.0323, loss: 2.0323, grad_norm: 2.8182 2020-08-13 10:10:53,054 - mmaction - INFO - Epoch [27][220/940] lr: 4.000e-02, eta: 18:14:20, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.5385, top5_acc: 0.7643, loss_cls: 1.9732, loss: 1.9732, grad_norm: 2.8276 2020-08-13 10:11:12,085 - mmaction - INFO - Epoch [27][240/940] lr: 4.000e-02, eta: 18:14:01, time: 0.948, data_time: 0.006, memory: 6440, top1_acc: 0.5355, top5_acc: 0.7686, loss_cls: 2.0114, loss: 2.0114, grad_norm: 2.8442 2020-08-13 10:11:31,405 - mmaction - INFO - Epoch [27][260/940] lr: 4.000e-02, eta: 18:13:43, time: 0.967, data_time: 0.008, memory: 6440, top1_acc: 0.5336, top5_acc: 0.7748, loss_cls: 1.9717, loss: 1.9717, grad_norm: 2.8936 2020-08-13 10:11:51,844 - mmaction - INFO - Epoch [27][280/940] lr: 4.000e-02, eta: 18:13:28, time: 1.022, data_time: 0.008, memory: 6440, top1_acc: 0.5295, top5_acc: 0.7727, loss_cls: 1.9742, loss: 1.9742, grad_norm: 2.8583 2020-08-13 10:12:11,370 - mmaction - INFO - Epoch [27][300/940] lr: 4.000e-02, eta: 18:13:11, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7727, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.8659 2020-08-13 10:12:29,829 - mmaction - INFO - Epoch [27][320/940] lr: 4.000e-02, eta: 18:12:50, time: 0.918, data_time: 0.005, memory: 6440, top1_acc: 0.5246, top5_acc: 0.7711, loss_cls: 2.0141, loss: 2.0141, grad_norm: 2.8207 2020-08-13 10:12:48,913 - mmaction - INFO - Epoch [27][340/940] lr: 4.000e-02, eta: 18:12:32, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7752, loss_cls: 1.9487, loss: 1.9487, grad_norm: 2.7757 2020-08-13 10:13:07,203 - mmaction - INFO - Epoch [27][360/940] lr: 4.000e-02, eta: 18:12:11, time: 0.909, data_time: 0.006, memory: 6440, top1_acc: 0.5197, top5_acc: 0.7588, loss_cls: 2.0458, loss: 2.0458, grad_norm: 2.8081 2020-08-13 10:13:24,561 - mmaction - INFO - Epoch [27][380/940] lr: 4.000e-02, eta: 18:11:48, time: 0.871, data_time: 0.008, memory: 6440, top1_acc: 0.5465, top5_acc: 0.7697, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.8119 2020-08-13 10:13:44,442 - mmaction - INFO - Epoch [27][400/940] lr: 4.000e-02, eta: 18:11:32, time: 0.997, data_time: 0.010, memory: 6440, top1_acc: 0.5377, top5_acc: 0.7836, loss_cls: 1.9594, loss: 1.9594, grad_norm: 2.8749 2020-08-13 10:14:03,388 - mmaction - INFO - Epoch [27][420/940] lr: 4.000e-02, eta: 18:11:13, time: 0.944, data_time: 0.006, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7756, loss_cls: 1.9636, loss: 1.9636, grad_norm: 2.8594 2020-08-13 10:14:20,906 - mmaction - INFO - Epoch [27][440/940] lr: 4.000e-02, eta: 18:10:50, time: 0.878, data_time: 0.007, memory: 6440, top1_acc: 0.5303, top5_acc: 0.7674, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.8334 2020-08-13 10:14:40,775 - mmaction - INFO - Epoch [27][460/940] lr: 4.000e-02, eta: 18:10:33, time: 0.990, data_time: 0.006, memory: 6440, top1_acc: 0.5520, top5_acc: 0.7781, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.8222 2020-08-13 10:14:58,463 - mmaction - INFO - Epoch [27][480/940] lr: 4.000e-02, eta: 18:10:11, time: 0.886, data_time: 0.007, memory: 6440, top1_acc: 0.5377, top5_acc: 0.7730, loss_cls: 1.9511, loss: 1.9511, grad_norm: 2.9008 2020-08-13 10:15:18,271 - mmaction - INFO - Epoch [27][500/940] lr: 4.000e-02, eta: 18:09:54, time: 0.991, data_time: 0.008, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7729, loss_cls: 1.9330, loss: 1.9330, grad_norm: 2.8607 2020-08-13 10:15:35,706 - mmaction - INFO - Epoch [27][520/940] lr: 4.000e-02, eta: 18:09:31, time: 0.872, data_time: 0.006, memory: 6440, top1_acc: 0.5330, top5_acc: 0.7775, loss_cls: 1.9756, loss: 1.9756, grad_norm: 2.8464 2020-08-13 10:15:53,591 - mmaction - INFO - Epoch [27][540/940] lr: 4.000e-02, eta: 18:09:09, time: 0.891, data_time: 0.007, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7836, loss_cls: 1.9445, loss: 1.9445, grad_norm: 2.8659 2020-08-13 10:16:12,260 - mmaction - INFO - Epoch [27][560/940] lr: 4.000e-02, eta: 18:08:50, time: 0.936, data_time: 0.012, memory: 6440, top1_acc: 0.5330, top5_acc: 0.7656, loss_cls: 2.0052, loss: 2.0052, grad_norm: 2.9205 2020-08-13 10:16:31,539 - mmaction - INFO - Epoch [27][580/940] lr: 4.000e-02, eta: 18:08:32, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.5289, top5_acc: 0.7686, loss_cls: 2.0106, loss: 2.0106, grad_norm: 2.8415 2020-08-13 10:16:50,491 - mmaction - INFO - Epoch [27][600/940] lr: 4.000e-02, eta: 18:08:13, time: 0.945, data_time: 0.009, memory: 6440, top1_acc: 0.5312, top5_acc: 0.7723, loss_cls: 1.9990, loss: 1.9990, grad_norm: 2.8542 2020-08-13 10:17:08,477 - mmaction - INFO - Epoch [27][620/940] lr: 4.000e-02, eta: 18:07:51, time: 0.901, data_time: 0.009, memory: 6440, top1_acc: 0.5340, top5_acc: 0.7697, loss_cls: 1.9818, loss: 1.9818, grad_norm: 2.8756 2020-08-13 10:17:27,190 - mmaction - INFO - Epoch [27][640/940] lr: 4.000e-02, eta: 18:07:32, time: 0.937, data_time: 0.009, memory: 6440, top1_acc: 0.5293, top5_acc: 0.7672, loss_cls: 2.0071, loss: 2.0071, grad_norm: 2.8848 2020-08-13 10:17:45,125 - mmaction - INFO - Epoch [27][660/940] lr: 4.000e-02, eta: 18:07:10, time: 0.897, data_time: 0.002, memory: 6440, top1_acc: 0.5234, top5_acc: 0.7607, loss_cls: 2.0409, loss: 2.0409, grad_norm: 2.8295 2020-08-13 10:18:03,472 - mmaction - INFO - Epoch [27][680/940] lr: 4.000e-02, eta: 18:06:50, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.5256, top5_acc: 0.7754, loss_cls: 1.9989, loss: 1.9989, grad_norm: 2.8690 2020-08-13 10:18:22,053 - mmaction - INFO - Epoch [27][700/940] lr: 4.000e-02, eta: 18:06:30, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7682, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.8460 2020-08-13 10:18:40,447 - mmaction - INFO - Epoch [27][720/940] lr: 4.000e-02, eta: 18:06:09, time: 0.915, data_time: 0.005, memory: 6440, top1_acc: 0.5266, top5_acc: 0.7590, loss_cls: 2.0351, loss: 2.0351, grad_norm: 2.9227 2020-08-13 10:18:59,705 - mmaction - INFO - Epoch [27][740/940] lr: 4.000e-02, eta: 18:05:51, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.5262, top5_acc: 0.7639, loss_cls: 1.9989, loss: 1.9989, grad_norm: 2.8791 2020-08-13 10:19:18,392 - mmaction - INFO - Epoch [27][760/940] lr: 4.000e-02, eta: 18:05:32, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.5406, top5_acc: 0.7715, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.8172 2020-08-13 10:19:37,072 - mmaction - INFO - Epoch [27][780/940] lr: 4.000e-02, eta: 18:05:12, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7736, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.8340 2020-08-13 10:19:56,091 - mmaction - INFO - Epoch [27][800/940] lr: 4.000e-02, eta: 18:04:53, time: 0.949, data_time: 0.010, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7670, loss_cls: 1.9846, loss: 1.9846, grad_norm: 2.8393 2020-08-13 10:20:16,125 - mmaction - INFO - Epoch [27][820/940] lr: 4.000e-02, eta: 18:04:37, time: 1.002, data_time: 0.008, memory: 6440, top1_acc: 0.5436, top5_acc: 0.7805, loss_cls: 1.9512, loss: 1.9512, grad_norm: 2.8548 2020-08-13 10:20:33,174 - mmaction - INFO - Epoch [27][840/940] lr: 4.000e-02, eta: 18:04:13, time: 0.852, data_time: 0.010, memory: 6440, top1_acc: 0.5205, top5_acc: 0.7676, loss_cls: 2.0242, loss: 2.0242, grad_norm: 2.9014 2020-08-13 10:20:52,424 - mmaction - INFO - Epoch [27][860/940] lr: 4.000e-02, eta: 18:03:55, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.5182, top5_acc: 0.7631, loss_cls: 2.0468, loss: 2.0468, grad_norm: 2.8958 2020-08-13 10:21:11,216 - mmaction - INFO - Epoch [27][880/940] lr: 4.000e-02, eta: 18:03:36, time: 0.942, data_time: 0.008, memory: 6440, top1_acc: 0.5254, top5_acc: 0.7604, loss_cls: 2.0447, loss: 2.0447, grad_norm: 2.8206 2020-08-13 10:21:29,808 - mmaction - INFO - Epoch [27][900/940] lr: 4.000e-02, eta: 18:03:16, time: 0.926, data_time: 0.006, memory: 6440, top1_acc: 0.5158, top5_acc: 0.7645, loss_cls: 2.0333, loss: 2.0333, grad_norm: 2.8489 2020-08-13 10:21:49,036 - mmaction - INFO - Epoch [27][920/940] lr: 4.000e-02, eta: 18:02:58, time: 0.965, data_time: 0.008, memory: 6440, top1_acc: 0.5311, top5_acc: 0.7723, loss_cls: 1.9968, loss: 1.9968, grad_norm: 2.8116 2020-08-13 10:22:06,663 - mmaction - INFO - Epoch [27][940/940] lr: 4.000e-02, eta: 18:02:36, time: 0.880, data_time: 0.007, memory: 6440, top1_acc: 0.5284, top5_acc: 0.7699, loss_cls: 1.9929, loss: 1.9929, grad_norm: 2.8307 2020-08-13 10:22:07,008 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-08-13 10:22:32,810 - mmaction - INFO - Epoch [28][20/940] lr: 4.000e-02, eta: 18:02:34, time: 1.264, data_time: 0.434, memory: 6440, top1_acc: 0.5430, top5_acc: 0.7693, loss_cls: 1.9736, loss: 1.9736, grad_norm: 2.8878 2020-08-13 10:22:49,914 - mmaction - INFO - Epoch [28][40/940] lr: 4.000e-02, eta: 18:02:10, time: 0.856, data_time: 0.003, memory: 6440, top1_acc: 0.5475, top5_acc: 0.7773, loss_cls: 1.9284, loss: 1.9284, grad_norm: 2.8941 2020-08-13 10:23:09,614 - mmaction - INFO - Epoch [28][60/940] lr: 4.000e-02, eta: 18:01:53, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.5357, top5_acc: 0.7697, loss_cls: 1.9574, loss: 1.9574, grad_norm: 2.8491 2020-08-13 10:23:27,451 - mmaction - INFO - Epoch [28][80/940] lr: 4.000e-02, eta: 18:01:31, time: 0.894, data_time: 0.006, memory: 6440, top1_acc: 0.5449, top5_acc: 0.7768, loss_cls: 1.9478, loss: 1.9478, grad_norm: 2.8281 2020-08-13 10:23:47,926 - mmaction - INFO - Epoch [28][100/940] lr: 4.000e-02, eta: 18:01:16, time: 1.022, data_time: 0.004, memory: 6440, top1_acc: 0.5430, top5_acc: 0.7773, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.8712 2020-08-13 10:24:05,809 - mmaction - INFO - Epoch [28][120/940] lr: 4.000e-02, eta: 18:00:54, time: 0.894, data_time: 0.010, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7775, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.8380 2020-08-13 10:24:24,461 - mmaction - INFO - Epoch [28][140/940] lr: 4.000e-02, eta: 18:00:35, time: 0.930, data_time: 0.007, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7762, loss_cls: 1.9323, loss: 1.9323, grad_norm: 2.7841 2020-08-13 10:24:44,220 - mmaction - INFO - Epoch [28][160/940] lr: 4.000e-02, eta: 18:00:18, time: 0.992, data_time: 0.012, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7803, loss_cls: 1.9283, loss: 1.9283, grad_norm: 2.8822 2020-08-13 10:25:03,688 - mmaction - INFO - Epoch [28][180/940] lr: 4.000e-02, eta: 18:00:01, time: 0.973, data_time: 0.006, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7742, loss_cls: 1.9780, loss: 1.9780, grad_norm: 2.8622 2020-08-13 10:25:22,595 - mmaction - INFO - Epoch [28][200/940] lr: 4.000e-02, eta: 17:59:41, time: 0.943, data_time: 0.002, memory: 6440, top1_acc: 0.5258, top5_acc: 0.7646, loss_cls: 2.0050, loss: 2.0050, grad_norm: 2.8780 2020-08-13 10:25:42,997 - mmaction - INFO - Epoch [28][220/940] lr: 4.000e-02, eta: 17:59:27, time: 1.023, data_time: 0.007, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7709, loss_cls: 1.9807, loss: 1.9807, grad_norm: 2.8772 2020-08-13 10:26:03,659 - mmaction - INFO - Epoch [28][240/940] lr: 4.000e-02, eta: 17:59:12, time: 1.030, data_time: 0.007, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7777, loss_cls: 1.9536, loss: 1.9536, grad_norm: 2.9298 2020-08-13 10:26:24,912 - mmaction - INFO - Epoch [28][260/940] lr: 4.000e-02, eta: 17:58:59, time: 1.065, data_time: 0.007, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7752, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.8383 2020-08-13 10:26:43,541 - mmaction - INFO - Epoch [28][280/940] lr: 4.000e-02, eta: 17:58:40, time: 0.931, data_time: 0.002, memory: 6440, top1_acc: 0.5404, top5_acc: 0.7734, loss_cls: 1.9626, loss: 1.9626, grad_norm: 2.9427 2020-08-13 10:27:02,986 - mmaction - INFO - Epoch [28][300/940] lr: 4.000e-02, eta: 17:58:22, time: 0.969, data_time: 0.006, memory: 6440, top1_acc: 0.5436, top5_acc: 0.7756, loss_cls: 1.9451, loss: 1.9451, grad_norm: 2.8396 2020-08-13 10:27:22,251 - mmaction - INFO - Epoch [28][320/940] lr: 4.000e-02, eta: 17:58:04, time: 0.966, data_time: 0.007, memory: 6440, top1_acc: 0.5270, top5_acc: 0.7682, loss_cls: 2.0054, loss: 2.0054, grad_norm: 2.9051 2020-08-13 10:27:40,854 - mmaction - INFO - Epoch [28][340/940] lr: 4.000e-02, eta: 17:57:44, time: 0.929, data_time: 0.005, memory: 6440, top1_acc: 0.5469, top5_acc: 0.7738, loss_cls: 1.9417, loss: 1.9417, grad_norm: 2.8077 2020-08-13 10:28:00,513 - mmaction - INFO - Epoch [28][360/940] lr: 4.000e-02, eta: 17:57:27, time: 0.984, data_time: 0.005, memory: 6440, top1_acc: 0.5420, top5_acc: 0.7719, loss_cls: 1.9281, loss: 1.9281, grad_norm: 2.8825 2020-08-13 10:28:20,122 - mmaction - INFO - Epoch [28][380/940] lr: 4.000e-02, eta: 17:57:10, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7787, loss_cls: 1.9370, loss: 1.9370, grad_norm: 2.8468 2020-08-13 10:28:40,175 - mmaction - INFO - Epoch [28][400/940] lr: 4.000e-02, eta: 17:56:54, time: 1.005, data_time: 0.007, memory: 6440, top1_acc: 0.5441, top5_acc: 0.7740, loss_cls: 1.9546, loss: 1.9546, grad_norm: 2.8786 2020-08-13 10:28:58,359 - mmaction - INFO - Epoch [28][420/940] lr: 4.000e-02, eta: 17:56:33, time: 0.907, data_time: 0.005, memory: 6440, top1_acc: 0.5346, top5_acc: 0.7682, loss_cls: 1.9861, loss: 1.9861, grad_norm: 2.8678 2020-08-13 10:29:19,005 - mmaction - INFO - Epoch [28][440/940] lr: 4.000e-02, eta: 17:56:19, time: 1.035, data_time: 0.007, memory: 6440, top1_acc: 0.5400, top5_acc: 0.7701, loss_cls: 1.9701, loss: 1.9701, grad_norm: 2.8101 2020-08-13 10:29:35,591 - mmaction - INFO - Epoch [28][460/940] lr: 4.000e-02, eta: 17:55:53, time: 0.824, data_time: 0.006, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7695, loss_cls: 2.0168, loss: 2.0168, grad_norm: 2.8910 2020-08-13 10:29:54,081 - mmaction - INFO - Epoch [28][480/940] lr: 4.000e-02, eta: 17:55:33, time: 0.928, data_time: 0.009, memory: 6440, top1_acc: 0.5342, top5_acc: 0.7742, loss_cls: 1.9482, loss: 1.9482, grad_norm: 2.8380 2020-08-13 10:30:14,069 - mmaction - INFO - Epoch [28][500/940] lr: 4.000e-02, eta: 17:55:17, time: 0.999, data_time: 0.004, memory: 6440, top1_acc: 0.5432, top5_acc: 0.7736, loss_cls: 1.9619, loss: 1.9619, grad_norm: 2.9028 2020-08-13 10:30:30,953 - mmaction - INFO - Epoch [28][520/940] lr: 4.000e-02, eta: 17:54:53, time: 0.846, data_time: 0.007, memory: 6440, top1_acc: 0.5336, top5_acc: 0.7662, loss_cls: 1.9838, loss: 1.9838, grad_norm: 2.8711 2020-08-13 10:30:50,210 - mmaction - INFO - Epoch [28][540/940] lr: 4.000e-02, eta: 17:54:35, time: 0.963, data_time: 0.005, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7652, loss_cls: 2.0061, loss: 2.0061, grad_norm: 2.9021 2020-08-13 10:31:08,376 - mmaction - INFO - Epoch [28][560/940] lr: 4.000e-02, eta: 17:54:14, time: 0.908, data_time: 0.003, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7725, loss_cls: 2.0054, loss: 2.0054, grad_norm: 2.8381 2020-08-13 10:31:26,411 - mmaction - INFO - Epoch [28][580/940] lr: 4.000e-02, eta: 17:53:52, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.5381, top5_acc: 0.7635, loss_cls: 1.9866, loss: 1.9866, grad_norm: 2.8539 2020-08-13 10:31:45,736 - mmaction - INFO - Epoch [28][600/940] lr: 4.000e-02, eta: 17:53:34, time: 0.967, data_time: 0.005, memory: 6440, top1_acc: 0.5285, top5_acc: 0.7635, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.8681 2020-08-13 10:32:03,520 - mmaction - INFO - Epoch [28][620/940] lr: 4.000e-02, eta: 17:53:12, time: 0.890, data_time: 0.003, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7746, loss_cls: 1.9713, loss: 1.9713, grad_norm: 2.8259 2020-08-13 10:32:21,297 - mmaction - INFO - Epoch [28][640/940] lr: 4.000e-02, eta: 17:52:50, time: 0.887, data_time: 0.006, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7783, loss_cls: 1.9380, loss: 1.9380, grad_norm: 2.8911 2020-08-13 10:32:41,225 - mmaction - INFO - Epoch [28][660/940] lr: 4.000e-02, eta: 17:52:34, time: 0.998, data_time: 0.004, memory: 6440, top1_acc: 0.5271, top5_acc: 0.7621, loss_cls: 2.0221, loss: 2.0221, grad_norm: 2.9779 2020-08-13 10:32:59,944 - mmaction - INFO - Epoch [28][680/940] lr: 4.000e-02, eta: 17:52:15, time: 0.935, data_time: 0.004, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7680, loss_cls: 1.9873, loss: 1.9873, grad_norm: 2.8907 2020-08-13 10:33:17,880 - mmaction - INFO - Epoch [28][700/940] lr: 4.000e-02, eta: 17:51:53, time: 0.895, data_time: 0.003, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7668, loss_cls: 1.9750, loss: 1.9750, grad_norm: 2.8428 2020-08-13 10:33:38,739 - mmaction - INFO - Epoch [28][720/940] lr: 4.000e-02, eta: 17:51:39, time: 1.045, data_time: 0.010, memory: 6440, top1_acc: 0.5324, top5_acc: 0.7707, loss_cls: 1.9706, loss: 1.9706, grad_norm: 2.8756 2020-08-13 10:33:54,898 - mmaction - INFO - Epoch [28][740/940] lr: 4.000e-02, eta: 17:51:13, time: 0.808, data_time: 0.008, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7693, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.7794 2020-08-13 10:34:13,767 - mmaction - INFO - Epoch [28][760/940] lr: 4.000e-02, eta: 17:50:54, time: 0.943, data_time: 0.004, memory: 6440, top1_acc: 0.5461, top5_acc: 0.7824, loss_cls: 1.9162, loss: 1.9162, grad_norm: 2.8080 2020-08-13 10:34:31,411 - mmaction - INFO - Epoch [28][780/940] lr: 4.000e-02, eta: 17:50:32, time: 0.882, data_time: 0.004, memory: 6440, top1_acc: 0.5227, top5_acc: 0.7705, loss_cls: 2.0137, loss: 2.0137, grad_norm: 2.8747 2020-08-13 10:34:50,270 - mmaction - INFO - Epoch [28][800/940] lr: 4.000e-02, eta: 17:50:12, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.5291, top5_acc: 0.7732, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.8314 2020-08-13 10:35:10,747 - mmaction - INFO - Epoch [28][820/940] lr: 4.000e-02, eta: 17:49:57, time: 1.024, data_time: 0.006, memory: 6440, top1_acc: 0.5375, top5_acc: 0.7660, loss_cls: 1.9990, loss: 1.9990, grad_norm: 2.8366 2020-08-13 10:35:31,006 - mmaction - INFO - Epoch [28][840/940] lr: 4.000e-02, eta: 17:49:42, time: 1.014, data_time: 0.003, memory: 6440, top1_acc: 0.5350, top5_acc: 0.7715, loss_cls: 1.9801, loss: 1.9801, grad_norm: 2.8559 2020-08-13 10:35:48,547 - mmaction - INFO - Epoch [28][860/940] lr: 4.000e-02, eta: 17:49:19, time: 0.874, data_time: 0.007, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7766, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.8403 2020-08-13 10:36:07,650 - mmaction - INFO - Epoch [28][880/940] lr: 4.000e-02, eta: 17:49:01, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.5342, top5_acc: 0.7832, loss_cls: 1.9384, loss: 1.9384, grad_norm: 2.8351 2020-08-13 10:36:25,329 - mmaction - INFO - Epoch [28][900/940] lr: 4.000e-02, eta: 17:48:39, time: 0.883, data_time: 0.005, memory: 6440, top1_acc: 0.5400, top5_acc: 0.7799, loss_cls: 1.9392, loss: 1.9392, grad_norm: 2.8404 2020-08-13 10:36:43,039 - mmaction - INFO - Epoch [28][920/940] lr: 4.000e-02, eta: 17:48:17, time: 0.887, data_time: 0.004, memory: 6440, top1_acc: 0.5461, top5_acc: 0.7840, loss_cls: 1.9206, loss: 1.9206, grad_norm: 2.8119 2020-08-13 10:37:01,383 - mmaction - INFO - Epoch [28][940/940] lr: 4.000e-02, eta: 17:47:56, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7668, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.8707 2020-08-13 10:37:01,756 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-08-13 10:37:25,680 - mmaction - INFO - Epoch [29][20/940] lr: 4.000e-02, eta: 17:47:49, time: 1.170, data_time: 0.433, memory: 6440, top1_acc: 0.5621, top5_acc: 0.7869, loss_cls: 1.8699, loss: 1.8699, grad_norm: 2.8099 2020-08-13 10:37:43,561 - mmaction - INFO - Epoch [29][40/940] lr: 4.000e-02, eta: 17:47:27, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7750, loss_cls: 1.9210, loss: 1.9210, grad_norm: 2.8292 2020-08-13 10:38:02,493 - mmaction - INFO - Epoch [29][60/940] lr: 4.000e-02, eta: 17:47:08, time: 0.949, data_time: 0.006, memory: 6440, top1_acc: 0.5594, top5_acc: 0.7842, loss_cls: 1.8987, loss: 1.8987, grad_norm: 2.8127 2020-08-13 10:38:19,670 - mmaction - INFO - Epoch [29][80/940] lr: 4.000e-02, eta: 17:46:44, time: 0.856, data_time: 0.005, memory: 6440, top1_acc: 0.5393, top5_acc: 0.7826, loss_cls: 1.9324, loss: 1.9324, grad_norm: 2.8415 2020-08-13 10:38:38,795 - mmaction - INFO - Epoch [29][100/940] lr: 4.000e-02, eta: 17:46:26, time: 0.959, data_time: 0.008, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7750, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.8986 2020-08-13 10:38:57,274 - mmaction - INFO - Epoch [29][120/940] lr: 4.000e-02, eta: 17:46:06, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.5539, top5_acc: 0.7816, loss_cls: 1.9103, loss: 1.9103, grad_norm: 2.7955 2020-08-13 10:39:15,761 - mmaction - INFO - Epoch [29][140/940] lr: 4.000e-02, eta: 17:45:46, time: 0.927, data_time: 0.008, memory: 6440, top1_acc: 0.5422, top5_acc: 0.7811, loss_cls: 1.8962, loss: 1.8962, grad_norm: 2.9060 2020-08-13 10:39:34,871 - mmaction - INFO - Epoch [29][160/940] lr: 4.000e-02, eta: 17:45:27, time: 0.953, data_time: 0.004, memory: 6440, top1_acc: 0.5496, top5_acc: 0.7734, loss_cls: 1.9466, loss: 1.9466, grad_norm: 2.8461 2020-08-13 10:39:51,344 - mmaction - INFO - Epoch [29][180/940] lr: 4.000e-02, eta: 17:45:02, time: 0.826, data_time: 0.006, memory: 6440, top1_acc: 0.5449, top5_acc: 0.7777, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.8492 2020-08-13 10:40:11,511 - mmaction - INFO - Epoch [29][200/940] lr: 4.000e-02, eta: 17:44:46, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.5437, top5_acc: 0.7789, loss_cls: 1.9409, loss: 1.9409, grad_norm: 2.8523 2020-08-13 10:40:29,710 - mmaction - INFO - Epoch [29][220/940] lr: 4.000e-02, eta: 17:44:26, time: 0.911, data_time: 0.003, memory: 6440, top1_acc: 0.5330, top5_acc: 0.7691, loss_cls: 1.9666, loss: 1.9666, grad_norm: 2.9128 2020-08-13 10:40:48,316 - mmaction - INFO - Epoch [29][240/940] lr: 4.000e-02, eta: 17:44:06, time: 0.928, data_time: 0.005, memory: 6440, top1_acc: 0.5297, top5_acc: 0.7656, loss_cls: 1.9976, loss: 1.9976, grad_norm: 2.8927 2020-08-13 10:41:09,316 - mmaction - INFO - Epoch [29][260/940] lr: 4.000e-02, eta: 17:43:52, time: 1.053, data_time: 0.007, memory: 6440, top1_acc: 0.5242, top5_acc: 0.7641, loss_cls: 2.0083, loss: 2.0083, grad_norm: 2.8770 2020-08-13 10:41:28,038 - mmaction - INFO - Epoch [29][280/940] lr: 4.000e-02, eta: 17:43:33, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.5201, top5_acc: 0.7736, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.8664 2020-08-13 10:41:48,112 - mmaction - INFO - Epoch [29][300/940] lr: 4.000e-02, eta: 17:43:17, time: 1.006, data_time: 0.007, memory: 6440, top1_acc: 0.5334, top5_acc: 0.7723, loss_cls: 1.9834, loss: 1.9834, grad_norm: 2.8896 2020-08-13 10:42:07,167 - mmaction - INFO - Epoch [29][320/940] lr: 4.000e-02, eta: 17:42:58, time: 0.951, data_time: 0.003, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7740, loss_cls: 1.9527, loss: 1.9527, grad_norm: 2.8332 2020-08-13 10:42:28,100 - mmaction - INFO - Epoch [29][340/940] lr: 4.000e-02, eta: 17:42:44, time: 1.049, data_time: 0.007, memory: 6440, top1_acc: 0.5363, top5_acc: 0.7871, loss_cls: 1.9257, loss: 1.9257, grad_norm: 2.8434 2020-08-13 10:42:46,332 - mmaction - INFO - Epoch [29][360/940] lr: 4.000e-02, eta: 17:42:23, time: 0.909, data_time: 0.006, memory: 6440, top1_acc: 0.5463, top5_acc: 0.7699, loss_cls: 1.9751, loss: 1.9751, grad_norm: 2.8824 2020-08-13 10:43:06,115 - mmaction - INFO - Epoch [29][380/940] lr: 4.000e-02, eta: 17:42:07, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7797, loss_cls: 1.9444, loss: 1.9444, grad_norm: 2.8528 2020-08-13 10:43:25,797 - mmaction - INFO - Epoch [29][400/940] lr: 4.000e-02, eta: 17:41:49, time: 0.983, data_time: 0.002, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7684, loss_cls: 1.9644, loss: 1.9644, grad_norm: 2.7847 2020-08-13 10:43:44,471 - mmaction - INFO - Epoch [29][420/940] lr: 4.000e-02, eta: 17:41:30, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.5350, top5_acc: 0.7646, loss_cls: 1.9805, loss: 1.9805, grad_norm: 2.8870 2020-08-13 10:44:01,983 - mmaction - INFO - Epoch [29][440/940] lr: 4.000e-02, eta: 17:41:07, time: 0.875, data_time: 0.002, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7744, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.8434 2020-08-13 10:44:20,070 - mmaction - INFO - Epoch [29][460/940] lr: 4.000e-02, eta: 17:40:46, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.5451, top5_acc: 0.7750, loss_cls: 1.9449, loss: 1.9449, grad_norm: 2.8724 2020-08-13 10:44:38,826 - mmaction - INFO - Epoch [29][480/940] lr: 4.000e-02, eta: 17:40:27, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.5404, top5_acc: 0.7734, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.8678 2020-08-13 10:44:58,641 - mmaction - INFO - Epoch [29][500/940] lr: 4.000e-02, eta: 17:40:10, time: 0.992, data_time: 0.008, memory: 6440, top1_acc: 0.5461, top5_acc: 0.7752, loss_cls: 1.9224, loss: 1.9224, grad_norm: 2.8418 2020-08-13 10:45:18,309 - mmaction - INFO - Epoch [29][520/940] lr: 4.000e-02, eta: 17:39:53, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.5311, top5_acc: 0.7715, loss_cls: 1.9918, loss: 1.9918, grad_norm: 2.9067 2020-08-13 10:45:35,971 - mmaction - INFO - Epoch [29][540/940] lr: 4.000e-02, eta: 17:39:31, time: 0.886, data_time: 0.008, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7764, loss_cls: 1.9418, loss: 1.9418, grad_norm: 2.8295 2020-08-13 10:45:53,634 - mmaction - INFO - Epoch [29][560/940] lr: 4.000e-02, eta: 17:39:09, time: 0.882, data_time: 0.007, memory: 6440, top1_acc: 0.5309, top5_acc: 0.7676, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.8391 2020-08-13 10:46:12,042 - mmaction - INFO - Epoch [29][580/940] lr: 4.000e-02, eta: 17:38:49, time: 0.922, data_time: 0.006, memory: 6440, top1_acc: 0.5350, top5_acc: 0.7668, loss_cls: 1.9861, loss: 1.9861, grad_norm: 2.8413 2020-08-13 10:46:30,364 - mmaction - INFO - Epoch [29][600/940] lr: 4.000e-02, eta: 17:38:28, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.5348, top5_acc: 0.7713, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.8473 2020-08-13 10:46:48,910 - mmaction - INFO - Epoch [29][620/940] lr: 4.000e-02, eta: 17:38:08, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.5436, top5_acc: 0.7848, loss_cls: 1.9304, loss: 1.9304, grad_norm: 2.8212 2020-08-13 10:47:06,944 - mmaction - INFO - Epoch [29][640/940] lr: 4.000e-02, eta: 17:37:47, time: 0.901, data_time: 0.006, memory: 6440, top1_acc: 0.5277, top5_acc: 0.7691, loss_cls: 1.9868, loss: 1.9868, grad_norm: 2.8945 2020-08-13 10:47:25,070 - mmaction - INFO - Epoch [29][660/940] lr: 4.000e-02, eta: 17:37:26, time: 0.906, data_time: 0.006, memory: 6440, top1_acc: 0.5379, top5_acc: 0.7680, loss_cls: 1.9764, loss: 1.9764, grad_norm: 2.8500 2020-08-13 10:47:45,232 - mmaction - INFO - Epoch [29][680/940] lr: 4.000e-02, eta: 17:37:10, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.5377, top5_acc: 0.7650, loss_cls: 1.9924, loss: 1.9924, grad_norm: 2.8482 2020-08-13 10:48:03,619 - mmaction - INFO - Epoch [29][700/940] lr: 4.000e-02, eta: 17:36:50, time: 0.917, data_time: 0.008, memory: 6440, top1_acc: 0.5338, top5_acc: 0.7725, loss_cls: 1.9732, loss: 1.9732, grad_norm: 2.8396 2020-08-13 10:48:22,325 - mmaction - INFO - Epoch [29][720/940] lr: 4.000e-02, eta: 17:36:30, time: 0.939, data_time: 0.007, memory: 6440, top1_acc: 0.5475, top5_acc: 0.7785, loss_cls: 1.9368, loss: 1.9368, grad_norm: 2.7814 2020-08-13 10:48:42,529 - mmaction - INFO - Epoch [29][740/940] lr: 4.000e-02, eta: 17:36:14, time: 1.008, data_time: 0.005, memory: 6440, top1_acc: 0.5381, top5_acc: 0.7730, loss_cls: 1.9624, loss: 1.9624, grad_norm: 2.8527 2020-08-13 10:48:59,383 - mmaction - INFO - Epoch [29][760/940] lr: 4.000e-02, eta: 17:35:50, time: 0.844, data_time: 0.007, memory: 6440, top1_acc: 0.5477, top5_acc: 0.7746, loss_cls: 1.9307, loss: 1.9307, grad_norm: 2.8903 2020-08-13 10:49:17,816 - mmaction - INFO - Epoch [29][780/940] lr: 4.000e-02, eta: 17:35:30, time: 0.923, data_time: 0.004, memory: 6440, top1_acc: 0.5451, top5_acc: 0.7750, loss_cls: 1.9543, loss: 1.9543, grad_norm: 2.8230 2020-08-13 10:49:37,247 - mmaction - INFO - Epoch [29][800/940] lr: 4.000e-02, eta: 17:35:13, time: 0.971, data_time: 0.002, memory: 6440, top1_acc: 0.5420, top5_acc: 0.7670, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.8777 2020-08-13 10:49:54,628 - mmaction - INFO - Epoch [29][820/940] lr: 4.000e-02, eta: 17:34:50, time: 0.870, data_time: 0.002, memory: 6440, top1_acc: 0.5359, top5_acc: 0.7793, loss_cls: 1.9466, loss: 1.9466, grad_norm: 2.8605 2020-08-13 10:50:14,476 - mmaction - INFO - Epoch [29][840/940] lr: 4.000e-02, eta: 17:34:33, time: 0.991, data_time: 0.004, memory: 6440, top1_acc: 0.5287, top5_acc: 0.7688, loss_cls: 1.9869, loss: 1.9869, grad_norm: 2.8847 2020-08-13 10:50:31,776 - mmaction - INFO - Epoch [29][860/940] lr: 4.000e-02, eta: 17:34:10, time: 0.864, data_time: 0.005, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7639, loss_cls: 1.9694, loss: 1.9694, grad_norm: 2.7493 2020-08-13 10:50:51,787 - mmaction - INFO - Epoch [29][880/940] lr: 4.000e-02, eta: 17:33:54, time: 1.000, data_time: 0.008, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7744, loss_cls: 1.9386, loss: 1.9386, grad_norm: 2.8564 2020-08-13 10:51:11,663 - mmaction - INFO - Epoch [29][900/940] lr: 4.000e-02, eta: 17:33:37, time: 0.997, data_time: 0.007, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7729, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.8544 2020-08-13 10:51:28,658 - mmaction - INFO - Epoch [29][920/940] lr: 4.000e-02, eta: 17:33:13, time: 0.843, data_time: 0.005, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7770, loss_cls: 1.9467, loss: 1.9467, grad_norm: 2.8326 2020-08-13 10:51:46,165 - mmaction - INFO - Epoch [29][940/940] lr: 4.000e-02, eta: 17:32:51, time: 0.880, data_time: 0.009, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7727, loss_cls: 2.0081, loss: 2.0081, grad_norm: 2.8815 2020-08-13 10:51:46,453 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-08-13 10:52:11,803 - mmaction - INFO - Epoch [30][20/940] lr: 4.000e-02, eta: 17:32:47, time: 1.241, data_time: 0.425, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7754, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.8229 2020-08-13 10:52:28,944 - mmaction - INFO - Epoch [30][40/940] lr: 4.000e-02, eta: 17:32:23, time: 0.855, data_time: 0.006, memory: 6440, top1_acc: 0.5422, top5_acc: 0.7721, loss_cls: 1.9643, loss: 1.9643, grad_norm: 2.8676 2020-08-13 10:52:47,541 - mmaction - INFO - Epoch [30][60/940] lr: 4.000e-02, eta: 17:32:04, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.5402, top5_acc: 0.7729, loss_cls: 1.9445, loss: 1.9445, grad_norm: 2.8996 2020-08-13 10:53:07,240 - mmaction - INFO - Epoch [30][80/940] lr: 4.000e-02, eta: 17:31:47, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7818, loss_cls: 1.9218, loss: 1.9218, grad_norm: 2.8728 2020-08-13 10:53:27,120 - mmaction - INFO - Epoch [30][100/940] lr: 4.000e-02, eta: 17:31:30, time: 0.995, data_time: 0.003, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7893, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.8353 2020-08-13 10:53:44,916 - mmaction - INFO - Epoch [30][120/940] lr: 4.000e-02, eta: 17:31:08, time: 0.887, data_time: 0.006, memory: 6440, top1_acc: 0.5469, top5_acc: 0.7842, loss_cls: 1.9042, loss: 1.9042, grad_norm: 2.8634 2020-08-13 10:54:03,574 - mmaction - INFO - Epoch [30][140/940] lr: 4.000e-02, eta: 17:30:49, time: 0.936, data_time: 0.007, memory: 6440, top1_acc: 0.5586, top5_acc: 0.7844, loss_cls: 1.9094, loss: 1.9094, grad_norm: 2.8570 2020-08-13 10:54:22,520 - mmaction - INFO - Epoch [30][160/940] lr: 4.000e-02, eta: 17:30:30, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.5465, top5_acc: 0.7834, loss_cls: 1.8984, loss: 1.8984, grad_norm: 2.8588 2020-08-13 10:54:40,367 - mmaction - INFO - Epoch [30][180/940] lr: 4.000e-02, eta: 17:30:08, time: 0.894, data_time: 0.004, memory: 6440, top1_acc: 0.5402, top5_acc: 0.7787, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.8925 2020-08-13 10:54:58,169 - mmaction - INFO - Epoch [30][200/940] lr: 4.000e-02, eta: 17:29:46, time: 0.885, data_time: 0.006, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7883, loss_cls: 1.8740, loss: 1.8740, grad_norm: 2.9122 2020-08-13 10:55:17,784 - mmaction - INFO - Epoch [30][220/940] lr: 4.000e-02, eta: 17:29:29, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.5363, top5_acc: 0.7768, loss_cls: 1.9828, loss: 1.9828, grad_norm: 2.9241 2020-08-13 10:55:35,596 - mmaction - INFO - Epoch [30][240/940] lr: 4.000e-02, eta: 17:29:07, time: 0.887, data_time: 0.006, memory: 6440, top1_acc: 0.5238, top5_acc: 0.7541, loss_cls: 2.0338, loss: 2.0338, grad_norm: 2.8869 2020-08-13 10:55:56,140 - mmaction - INFO - Epoch [30][260/940] lr: 4.000e-02, eta: 17:28:53, time: 1.031, data_time: 0.008, memory: 6440, top1_acc: 0.5582, top5_acc: 0.7939, loss_cls: 1.8728, loss: 1.8728, grad_norm: 2.8382 2020-08-13 10:56:14,373 - mmaction - INFO - Epoch [30][280/940] lr: 4.000e-02, eta: 17:28:32, time: 0.908, data_time: 0.005, memory: 6440, top1_acc: 0.5533, top5_acc: 0.7873, loss_cls: 1.8817, loss: 1.8817, grad_norm: 2.8317 2020-08-13 10:56:33,762 - mmaction - INFO - Epoch [30][300/940] lr: 4.000e-02, eta: 17:28:14, time: 0.971, data_time: 0.007, memory: 6440, top1_acc: 0.5367, top5_acc: 0.7781, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.8796 2020-08-13 10:56:53,867 - mmaction - INFO - Epoch [30][320/940] lr: 4.000e-02, eta: 17:27:58, time: 1.006, data_time: 0.010, memory: 6440, top1_acc: 0.5393, top5_acc: 0.7783, loss_cls: 1.9256, loss: 1.9256, grad_norm: 2.8655 2020-08-13 10:57:10,222 - mmaction - INFO - Epoch [30][340/940] lr: 4.000e-02, eta: 17:27:33, time: 0.816, data_time: 0.005, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7736, loss_cls: 1.9364, loss: 1.9364, grad_norm: 2.9073 2020-08-13 10:57:29,462 - mmaction - INFO - Epoch [30][360/940] lr: 4.000e-02, eta: 17:27:15, time: 0.965, data_time: 0.008, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7842, loss_cls: 1.9265, loss: 1.9265, grad_norm: 2.8731 2020-08-13 10:57:46,383 - mmaction - INFO - Epoch [30][380/940] lr: 4.000e-02, eta: 17:26:51, time: 0.843, data_time: 0.007, memory: 6440, top1_acc: 0.5414, top5_acc: 0.7768, loss_cls: 1.9351, loss: 1.9351, grad_norm: 2.8943 2020-08-13 10:58:03,669 - mmaction - INFO - Epoch [30][400/940] lr: 4.000e-02, eta: 17:26:28, time: 0.867, data_time: 0.007, memory: 6440, top1_acc: 0.5410, top5_acc: 0.7738, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.8973 2020-08-13 10:58:23,400 - mmaction - INFO - Epoch [30][420/940] lr: 4.000e-02, eta: 17:26:11, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.5383, top5_acc: 0.7711, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.8502 2020-08-13 10:58:39,882 - mmaction - INFO - Epoch [30][440/940] lr: 4.000e-02, eta: 17:25:46, time: 0.824, data_time: 0.003, memory: 6440, top1_acc: 0.5625, top5_acc: 0.7863, loss_cls: 1.8539, loss: 1.8539, grad_norm: 2.8300 2020-08-13 10:58:59,698 - mmaction - INFO - Epoch [30][460/940] lr: 4.000e-02, eta: 17:25:29, time: 0.988, data_time: 0.002, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7832, loss_cls: 1.8998, loss: 1.8998, grad_norm: 2.8702 2020-08-13 10:59:19,044 - mmaction - INFO - Epoch [30][480/940] lr: 4.000e-02, eta: 17:25:11, time: 0.970, data_time: 0.008, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7713, loss_cls: 1.9665, loss: 1.9665, grad_norm: 2.8854 2020-08-13 10:59:37,878 - mmaction - INFO - Epoch [30][500/940] lr: 4.000e-02, eta: 17:24:52, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.5340, top5_acc: 0.7758, loss_cls: 1.9806, loss: 1.9806, grad_norm: 2.9167 2020-08-13 10:59:56,941 - mmaction - INFO - Epoch [30][520/940] lr: 4.000e-02, eta: 17:24:34, time: 0.955, data_time: 0.008, memory: 6440, top1_acc: 0.5350, top5_acc: 0.7730, loss_cls: 1.9705, loss: 1.9705, grad_norm: 2.8361 2020-08-13 11:00:23,895 - mmaction - INFO - Epoch [30][540/940] lr: 4.000e-02, eta: 17:24:34, time: 1.347, data_time: 0.010, memory: 6440, top1_acc: 0.5322, top5_acc: 0.7727, loss_cls: 1.9686, loss: 1.9686, grad_norm: 2.9433 2020-08-13 11:00:40,461 - mmaction - INFO - Epoch [30][560/940] lr: 4.000e-02, eta: 17:24:09, time: 0.826, data_time: 0.028, memory: 6440, top1_acc: 0.5381, top5_acc: 0.7816, loss_cls: 1.9436, loss: 1.9436, grad_norm: 2.8876 2020-08-13 11:01:00,563 - mmaction - INFO - Epoch [30][580/940] lr: 4.000e-02, eta: 17:23:53, time: 1.007, data_time: 0.007, memory: 6440, top1_acc: 0.5477, top5_acc: 0.7809, loss_cls: 1.9422, loss: 1.9422, grad_norm: 2.8049 2020-08-13 11:01:19,552 - mmaction - INFO - Epoch [30][600/940] lr: 4.000e-02, eta: 17:23:34, time: 0.951, data_time: 0.008, memory: 6440, top1_acc: 0.5488, top5_acc: 0.7773, loss_cls: 1.9312, loss: 1.9312, grad_norm: 2.8783 2020-08-13 11:01:37,145 - mmaction - INFO - Epoch [30][620/940] lr: 4.000e-02, eta: 17:23:12, time: 0.877, data_time: 0.008, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7695, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.8562 2020-08-13 11:01:57,402 - mmaction - INFO - Epoch [30][640/940] lr: 4.000e-02, eta: 17:22:56, time: 1.017, data_time: 0.008, memory: 6440, top1_acc: 0.5598, top5_acc: 0.7809, loss_cls: 1.8710, loss: 1.8710, grad_norm: 2.8287 2020-08-13 11:02:16,090 - mmaction - INFO - Epoch [30][660/940] lr: 4.000e-02, eta: 17:22:37, time: 0.931, data_time: 0.004, memory: 6440, top1_acc: 0.5355, top5_acc: 0.7699, loss_cls: 1.9778, loss: 1.9778, grad_norm: 2.8928 2020-08-13 11:02:35,723 - mmaction - INFO - Epoch [30][680/940] lr: 4.000e-02, eta: 17:22:20, time: 0.983, data_time: 0.006, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7668, loss_cls: 2.0034, loss: 2.0034, grad_norm: 2.9388 2020-08-13 11:02:53,293 - mmaction - INFO - Epoch [30][700/940] lr: 4.000e-02, eta: 17:21:57, time: 0.879, data_time: 0.009, memory: 6440, top1_acc: 0.5441, top5_acc: 0.7721, loss_cls: 1.9801, loss: 1.9801, grad_norm: 2.8367 2020-08-13 11:03:12,005 - mmaction - INFO - Epoch [30][720/940] lr: 4.000e-02, eta: 17:21:38, time: 0.933, data_time: 0.008, memory: 6440, top1_acc: 0.5527, top5_acc: 0.7783, loss_cls: 1.9017, loss: 1.9017, grad_norm: 2.8581 2020-08-13 11:03:29,544 - mmaction - INFO - Epoch [30][740/940] lr: 4.000e-02, eta: 17:21:16, time: 0.880, data_time: 0.007, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7715, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.8714 2020-08-13 11:03:48,930 - mmaction - INFO - Epoch [30][760/940] lr: 4.000e-02, eta: 17:20:58, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.5373, top5_acc: 0.7719, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.8517 2020-08-13 11:04:06,599 - mmaction - INFO - Epoch [30][780/940] lr: 4.000e-02, eta: 17:20:36, time: 0.884, data_time: 0.007, memory: 6440, top1_acc: 0.5445, top5_acc: 0.7736, loss_cls: 1.9287, loss: 1.9287, grad_norm: 2.8365 2020-08-13 11:04:24,357 - mmaction - INFO - Epoch [30][800/940] lr: 4.000e-02, eta: 17:20:14, time: 0.890, data_time: 0.007, memory: 6440, top1_acc: 0.5404, top5_acc: 0.7762, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.8363 2020-08-13 11:04:44,847 - mmaction - INFO - Epoch [30][820/940] lr: 4.000e-02, eta: 17:19:59, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.5293, top5_acc: 0.7664, loss_cls: 1.9954, loss: 1.9954, grad_norm: 2.8270 2020-08-13 11:05:02,731 - mmaction - INFO - Epoch [30][840/940] lr: 4.000e-02, eta: 17:19:38, time: 0.894, data_time: 0.006, memory: 6440, top1_acc: 0.5293, top5_acc: 0.7691, loss_cls: 1.9878, loss: 1.9878, grad_norm: 2.8808 2020-08-13 11:05:20,017 - mmaction - INFO - Epoch [30][860/940] lr: 4.000e-02, eta: 17:19:15, time: 0.867, data_time: 0.004, memory: 6440, top1_acc: 0.5338, top5_acc: 0.7729, loss_cls: 1.9750, loss: 1.9750, grad_norm: 2.8937 2020-08-13 11:05:39,053 - mmaction - INFO - Epoch [30][880/940] lr: 4.000e-02, eta: 17:18:56, time: 0.951, data_time: 0.004, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7645, loss_cls: 2.0073, loss: 2.0073, grad_norm: 2.8336 2020-08-13 11:05:57,522 - mmaction - INFO - Epoch [30][900/940] lr: 4.000e-02, eta: 17:18:36, time: 0.924, data_time: 0.003, memory: 6440, top1_acc: 0.5342, top5_acc: 0.7703, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.9018 2020-08-13 11:06:15,144 - mmaction - INFO - Epoch [30][920/940] lr: 4.000e-02, eta: 17:18:14, time: 0.879, data_time: 0.006, memory: 6440, top1_acc: 0.5252, top5_acc: 0.7598, loss_cls: 2.0203, loss: 2.0203, grad_norm: 2.8371 2020-08-13 11:06:32,363 - mmaction - INFO - Epoch [30][940/940] lr: 4.000e-02, eta: 17:17:51, time: 0.863, data_time: 0.006, memory: 6440, top1_acc: 0.5310, top5_acc: 0.7735, loss_cls: 1.9816, loss: 1.9816, grad_norm: 2.9210 2020-08-13 11:06:32,792 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-08-13 11:06:59,910 - mmaction - INFO - Epoch [31][20/940] lr: 4.000e-02, eta: 17:17:50, time: 1.317, data_time: 0.566, memory: 6440, top1_acc: 0.5480, top5_acc: 0.7836, loss_cls: 1.9103, loss: 1.9103, grad_norm: 2.8009 2020-08-13 11:07:17,284 - mmaction - INFO - Epoch [31][40/940] lr: 4.000e-02, eta: 17:17:27, time: 0.869, data_time: 0.003, memory: 6440, top1_acc: 0.5463, top5_acc: 0.7740, loss_cls: 1.9299, loss: 1.9299, grad_norm: 2.8182 2020-08-13 11:07:36,323 - mmaction - INFO - Epoch [31][60/940] lr: 4.000e-02, eta: 17:17:08, time: 0.949, data_time: 0.008, memory: 6440, top1_acc: 0.5381, top5_acc: 0.7738, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.8668 2020-08-13 11:07:54,184 - mmaction - INFO - Epoch [31][80/940] lr: 4.000e-02, eta: 17:16:47, time: 0.896, data_time: 0.007, memory: 6440, top1_acc: 0.5437, top5_acc: 0.7770, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.8532 2020-08-13 11:08:12,291 - mmaction - INFO - Epoch [31][100/940] lr: 4.000e-02, eta: 17:16:26, time: 0.904, data_time: 0.004, memory: 6440, top1_acc: 0.5523, top5_acc: 0.7795, loss_cls: 1.8892, loss: 1.8892, grad_norm: 2.8403 2020-08-13 11:08:32,076 - mmaction - INFO - Epoch [31][120/940] lr: 4.000e-02, eta: 17:16:09, time: 0.991, data_time: 0.006, memory: 6440, top1_acc: 0.5480, top5_acc: 0.7842, loss_cls: 1.9115, loss: 1.9115, grad_norm: 2.9230 2020-08-13 11:08:50,252 - mmaction - INFO - Epoch [31][140/940] lr: 4.000e-02, eta: 17:15:48, time: 0.905, data_time: 0.004, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7811, loss_cls: 1.9439, loss: 1.9439, grad_norm: 2.9255 2020-08-13 11:09:09,284 - mmaction - INFO - Epoch [31][160/940] lr: 4.000e-02, eta: 17:15:29, time: 0.948, data_time: 0.008, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7732, loss_cls: 1.9475, loss: 1.9475, grad_norm: 2.8849 2020-08-13 11:09:26,210 - mmaction - INFO - Epoch [31][180/940] lr: 4.000e-02, eta: 17:15:06, time: 0.851, data_time: 0.011, memory: 6440, top1_acc: 0.5520, top5_acc: 0.7773, loss_cls: 1.9234, loss: 1.9234, grad_norm: 2.8818 2020-08-13 11:09:44,240 - mmaction - INFO - Epoch [31][200/940] lr: 4.000e-02, eta: 17:14:45, time: 0.900, data_time: 0.009, memory: 6440, top1_acc: 0.5518, top5_acc: 0.7836, loss_cls: 1.8983, loss: 1.8983, grad_norm: 2.9265 2020-08-13 11:10:04,687 - mmaction - INFO - Epoch [31][220/940] lr: 4.000e-02, eta: 17:14:30, time: 1.025, data_time: 0.009, memory: 6440, top1_acc: 0.5437, top5_acc: 0.7818, loss_cls: 1.9329, loss: 1.9329, grad_norm: 2.8777 2020-08-13 11:10:22,078 - mmaction - INFO - Epoch [31][240/940] lr: 4.000e-02, eta: 17:14:07, time: 0.869, data_time: 0.002, memory: 6440, top1_acc: 0.5566, top5_acc: 0.7914, loss_cls: 1.8673, loss: 1.8673, grad_norm: 2.8708 2020-08-13 11:10:44,341 - mmaction - INFO - Epoch [31][260/940] lr: 4.000e-02, eta: 17:13:56, time: 1.112, data_time: 0.006, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7814, loss_cls: 1.8942, loss: 1.8942, grad_norm: 2.8164 2020-08-13 11:11:00,633 - mmaction - INFO - Epoch [31][280/940] lr: 4.000e-02, eta: 17:13:31, time: 0.815, data_time: 0.005, memory: 6440, top1_acc: 0.5385, top5_acc: 0.7740, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.9083 2020-08-13 11:11:20,139 - mmaction - INFO - Epoch [31][300/940] lr: 4.000e-02, eta: 17:13:13, time: 0.973, data_time: 0.010, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7709, loss_cls: 1.9351, loss: 1.9351, grad_norm: 2.8932 2020-08-13 11:11:37,282 - mmaction - INFO - Epoch [31][320/940] lr: 4.000e-02, eta: 17:12:50, time: 0.857, data_time: 0.009, memory: 6440, top1_acc: 0.5465, top5_acc: 0.7752, loss_cls: 1.9515, loss: 1.9515, grad_norm: 2.9310 2020-08-13 11:11:56,576 - mmaction - INFO - Epoch [31][340/940] lr: 4.000e-02, eta: 17:12:32, time: 0.969, data_time: 0.011, memory: 6440, top1_acc: 0.5619, top5_acc: 0.7969, loss_cls: 1.8433, loss: 1.8433, grad_norm: 2.8420 2020-08-13 11:12:16,060 - mmaction - INFO - Epoch [31][360/940] lr: 4.000e-02, eta: 17:12:15, time: 0.974, data_time: 0.004, memory: 6440, top1_acc: 0.5314, top5_acc: 0.7758, loss_cls: 1.9683, loss: 1.9683, grad_norm: 2.8906 2020-08-13 11:12:35,374 - mmaction - INFO - Epoch [31][380/940] lr: 4.000e-02, eta: 17:11:57, time: 0.963, data_time: 0.002, memory: 6440, top1_acc: 0.5449, top5_acc: 0.7812, loss_cls: 1.9086, loss: 1.9086, grad_norm: 2.8915 2020-08-13 11:12:55,741 - mmaction - INFO - Epoch [31][400/940] lr: 4.000e-02, eta: 17:11:41, time: 1.020, data_time: 0.008, memory: 6440, top1_acc: 0.5447, top5_acc: 0.7756, loss_cls: 1.9310, loss: 1.9310, grad_norm: 2.8538 2020-08-13 11:13:14,421 - mmaction - INFO - Epoch [31][420/940] lr: 4.000e-02, eta: 17:11:21, time: 0.935, data_time: 0.004, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7777, loss_cls: 1.9313, loss: 1.9313, grad_norm: 2.8729 2020-08-13 11:13:32,029 - mmaction - INFO - Epoch [31][440/940] lr: 4.000e-02, eta: 17:11:00, time: 0.880, data_time: 0.005, memory: 6440, top1_acc: 0.5342, top5_acc: 0.7668, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.9417 2020-08-13 11:13:49,323 - mmaction - INFO - Epoch [31][460/940] lr: 4.000e-02, eta: 17:10:37, time: 0.863, data_time: 0.005, memory: 6440, top1_acc: 0.5529, top5_acc: 0.7752, loss_cls: 1.9204, loss: 1.9204, grad_norm: 2.8092 2020-08-13 11:14:09,209 - mmaction - INFO - Epoch [31][480/940] lr: 4.000e-02, eta: 17:10:20, time: 0.995, data_time: 0.008, memory: 6440, top1_acc: 0.5559, top5_acc: 0.7846, loss_cls: 1.9070, loss: 1.9070, grad_norm: 2.8859 2020-08-13 11:14:26,368 - mmaction - INFO - Epoch [31][500/940] lr: 4.000e-02, eta: 17:09:57, time: 0.860, data_time: 0.009, memory: 6440, top1_acc: 0.5344, top5_acc: 0.7764, loss_cls: 1.9503, loss: 1.9503, grad_norm: 2.8940 2020-08-13 11:14:43,231 - mmaction - INFO - Epoch [31][520/940] lr: 4.000e-02, eta: 17:09:33, time: 0.839, data_time: 0.005, memory: 6440, top1_acc: 0.5471, top5_acc: 0.7811, loss_cls: 1.9234, loss: 1.9234, grad_norm: 2.8362 2020-08-13 11:15:02,685 - mmaction - INFO - Epoch [31][540/940] lr: 4.000e-02, eta: 17:09:16, time: 0.977, data_time: 0.007, memory: 6440, top1_acc: 0.5480, top5_acc: 0.7779, loss_cls: 1.9073, loss: 1.9073, grad_norm: 2.8540 2020-08-13 11:15:21,562 - mmaction - INFO - Epoch [31][560/940] lr: 4.000e-02, eta: 17:08:57, time: 0.944, data_time: 0.002, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7654, loss_cls: 1.9967, loss: 1.9967, grad_norm: 2.8954 2020-08-13 11:15:39,210 - mmaction - INFO - Epoch [31][580/940] lr: 4.000e-02, eta: 17:08:35, time: 0.882, data_time: 0.003, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7801, loss_cls: 1.9226, loss: 1.9226, grad_norm: 2.7893 2020-08-13 11:15:58,743 - mmaction - INFO - Epoch [31][600/940] lr: 4.000e-02, eta: 17:08:17, time: 0.976, data_time: 0.007, memory: 6440, top1_acc: 0.5430, top5_acc: 0.7764, loss_cls: 1.9439, loss: 1.9439, grad_norm: 2.8785 2020-08-13 11:16:15,926 - mmaction - INFO - Epoch [31][620/940] lr: 4.000e-02, eta: 17:07:55, time: 0.861, data_time: 0.005, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7732, loss_cls: 1.9401, loss: 1.9401, grad_norm: 2.8973 2020-08-13 11:16:34,732 - mmaction - INFO - Epoch [31][640/940] lr: 4.000e-02, eta: 17:07:35, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.5307, top5_acc: 0.7740, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.8971 2020-08-13 11:16:52,187 - mmaction - INFO - Epoch [31][660/940] lr: 4.000e-02, eta: 17:07:13, time: 0.879, data_time: 0.008, memory: 6440, top1_acc: 0.5365, top5_acc: 0.7803, loss_cls: 1.9603, loss: 1.9603, grad_norm: 2.8973 2020-08-13 11:17:10,636 - mmaction - INFO - Epoch [31][680/940] lr: 4.000e-02, eta: 17:06:53, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.5385, top5_acc: 0.7752, loss_cls: 1.9356, loss: 1.9356, grad_norm: 2.8490 2020-08-13 11:17:28,188 - mmaction - INFO - Epoch [31][700/940] lr: 4.000e-02, eta: 17:06:31, time: 0.875, data_time: 0.007, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7822, loss_cls: 1.9121, loss: 1.9121, grad_norm: 2.8490 2020-08-13 11:17:49,343 - mmaction - INFO - Epoch [31][720/940] lr: 4.000e-02, eta: 17:06:17, time: 1.061, data_time: 0.008, memory: 6440, top1_acc: 0.5441, top5_acc: 0.7738, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.7862 2020-08-13 11:18:09,747 - mmaction - INFO - Epoch [31][740/940] lr: 4.000e-02, eta: 17:06:02, time: 1.018, data_time: 0.005, memory: 6440, top1_acc: 0.5395, top5_acc: 0.7760, loss_cls: 1.9493, loss: 1.9493, grad_norm: 2.8885 2020-08-13 11:18:26,921 - mmaction - INFO - Epoch [31][760/940] lr: 4.000e-02, eta: 17:05:39, time: 0.860, data_time: 0.007, memory: 6440, top1_acc: 0.5338, top5_acc: 0.7701, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.8241 2020-08-13 11:18:44,830 - mmaction - INFO - Epoch [31][780/940] lr: 4.000e-02, eta: 17:05:17, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.5361, top5_acc: 0.7760, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.9067 2020-08-13 11:19:02,694 - mmaction - INFO - Epoch [31][800/940] lr: 4.000e-02, eta: 17:04:56, time: 0.895, data_time: 0.006, memory: 6440, top1_acc: 0.5354, top5_acc: 0.7693, loss_cls: 1.9723, loss: 1.9723, grad_norm: 2.8355 2020-08-13 11:19:24,202 - mmaction - INFO - Epoch [31][820/940] lr: 4.000e-02, eta: 17:04:43, time: 1.074, data_time: 0.006, memory: 6440, top1_acc: 0.5563, top5_acc: 0.7803, loss_cls: 1.9061, loss: 1.9061, grad_norm: 2.8321 2020-08-13 11:19:40,329 - mmaction - INFO - Epoch [31][840/940] lr: 4.000e-02, eta: 17:04:18, time: 0.804, data_time: 0.005, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7746, loss_cls: 1.9608, loss: 1.9608, grad_norm: 2.8580 2020-08-13 11:19:57,963 - mmaction - INFO - Epoch [31][860/940] lr: 4.000e-02, eta: 17:03:56, time: 0.882, data_time: 0.010, memory: 6440, top1_acc: 0.5375, top5_acc: 0.7727, loss_cls: 1.9750, loss: 1.9750, grad_norm: 2.8503 2020-08-13 11:20:14,442 - mmaction - INFO - Epoch [31][880/940] lr: 4.000e-02, eta: 17:03:32, time: 0.827, data_time: 0.005, memory: 6440, top1_acc: 0.5465, top5_acc: 0.7779, loss_cls: 1.9260, loss: 1.9260, grad_norm: 2.8830 2020-08-13 11:20:33,721 - mmaction - INFO - Epoch [31][900/940] lr: 4.000e-02, eta: 17:03:13, time: 0.960, data_time: 0.006, memory: 6440, top1_acc: 0.5361, top5_acc: 0.7705, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.8775 2020-08-13 11:20:51,788 - mmaction - INFO - Epoch [31][920/940] lr: 4.000e-02, eta: 17:02:53, time: 0.907, data_time: 0.007, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7777, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.7951 2020-08-13 11:21:09,756 - mmaction - INFO - Epoch [31][940/940] lr: 4.000e-02, eta: 17:02:32, time: 0.899, data_time: 0.006, memory: 6440, top1_acc: 0.5402, top5_acc: 0.7762, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.8750 2020-08-13 11:21:10,056 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-08-13 11:21:35,103 - mmaction - INFO - Epoch [32][20/940] lr: 4.000e-02, eta: 17:02:25, time: 1.226, data_time: 0.433, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7756, loss_cls: 1.9380, loss: 1.9380, grad_norm: 2.9142 2020-08-13 11:21:51,768 - mmaction - INFO - Epoch [32][40/940] lr: 4.000e-02, eta: 17:02:01, time: 0.829, data_time: 0.006, memory: 6440, top1_acc: 0.5479, top5_acc: 0.7736, loss_cls: 1.9328, loss: 1.9328, grad_norm: 2.8816 2020-08-13 11:22:09,827 - mmaction - INFO - Epoch [32][60/940] lr: 4.000e-02, eta: 17:01:41, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.5510, top5_acc: 0.7859, loss_cls: 1.9138, loss: 1.9138, grad_norm: 2.9336 2020-08-13 11:22:27,695 - mmaction - INFO - Epoch [32][80/940] lr: 4.000e-02, eta: 17:01:19, time: 0.891, data_time: 0.005, memory: 6440, top1_acc: 0.5457, top5_acc: 0.7793, loss_cls: 1.9362, loss: 1.9362, grad_norm: 2.8753 2020-08-13 11:22:44,590 - mmaction - INFO - Epoch [32][100/940] lr: 4.000e-02, eta: 17:00:56, time: 0.844, data_time: 0.005, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7756, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.8617 2020-08-13 11:23:03,379 - mmaction - INFO - Epoch [32][120/940] lr: 4.000e-02, eta: 17:00:37, time: 0.940, data_time: 0.008, memory: 6440, top1_acc: 0.5520, top5_acc: 0.7818, loss_cls: 1.9270, loss: 1.9270, grad_norm: 2.8611 2020-08-13 11:23:21,481 - mmaction - INFO - Epoch [32][140/940] lr: 4.000e-02, eta: 17:00:16, time: 0.907, data_time: 0.004, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7814, loss_cls: 1.8983, loss: 1.8983, grad_norm: 2.8648 2020-08-13 11:23:38,709 - mmaction - INFO - Epoch [32][160/940] lr: 4.000e-02, eta: 16:59:53, time: 0.859, data_time: 0.007, memory: 6440, top1_acc: 0.5363, top5_acc: 0.7748, loss_cls: 1.9839, loss: 1.9839, grad_norm: 2.8930 2020-08-13 11:23:56,073 - mmaction - INFO - Epoch [32][180/940] lr: 4.000e-02, eta: 16:59:31, time: 0.869, data_time: 0.006, memory: 6440, top1_acc: 0.5379, top5_acc: 0.7814, loss_cls: 1.9474, loss: 1.9474, grad_norm: 2.8779 2020-08-13 11:24:15,307 - mmaction - INFO - Epoch [32][200/940] lr: 4.000e-02, eta: 16:59:13, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.5471, top5_acc: 0.7814, loss_cls: 1.9326, loss: 1.9326, grad_norm: 2.8636 2020-08-13 11:24:35,066 - mmaction - INFO - Epoch [32][220/940] lr: 4.000e-02, eta: 16:58:56, time: 0.987, data_time: 0.011, memory: 6440, top1_acc: 0.5609, top5_acc: 0.7846, loss_cls: 1.8628, loss: 1.8628, grad_norm: 2.7872 2020-08-13 11:24:52,980 - mmaction - INFO - Epoch [32][240/940] lr: 4.000e-02, eta: 16:58:35, time: 0.896, data_time: 0.003, memory: 6440, top1_acc: 0.5482, top5_acc: 0.7822, loss_cls: 1.9028, loss: 1.9028, grad_norm: 2.8851 2020-08-13 11:25:11,352 - mmaction - INFO - Epoch [32][260/940] lr: 4.000e-02, eta: 16:58:14, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.5510, top5_acc: 0.7896, loss_cls: 1.8806, loss: 1.8806, grad_norm: 2.8690 2020-08-13 11:25:28,084 - mmaction - INFO - Epoch [32][280/940] lr: 4.000e-02, eta: 16:57:51, time: 0.838, data_time: 0.007, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7838, loss_cls: 1.9349, loss: 1.9349, grad_norm: 2.8549 2020-08-13 11:25:45,581 - mmaction - INFO - Epoch [32][300/940] lr: 4.000e-02, eta: 16:57:29, time: 0.876, data_time: 0.008, memory: 6440, top1_acc: 0.5430, top5_acc: 0.7758, loss_cls: 1.9329, loss: 1.9329, grad_norm: 2.9336 2020-08-13 11:26:03,467 - mmaction - INFO - Epoch [32][320/940] lr: 4.000e-02, eta: 16:57:08, time: 0.892, data_time: 0.007, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7838, loss_cls: 1.9063, loss: 1.9063, grad_norm: 2.8863 2020-08-13 11:26:23,201 - mmaction - INFO - Epoch [32][340/940] lr: 4.000e-02, eta: 16:56:50, time: 0.988, data_time: 0.004, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7830, loss_cls: 1.9155, loss: 1.9155, grad_norm: 2.9164 2020-08-13 11:26:40,816 - mmaction - INFO - Epoch [32][360/940] lr: 4.000e-02, eta: 16:56:29, time: 0.880, data_time: 0.006, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7744, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.8615 2020-08-13 11:26:58,392 - mmaction - INFO - Epoch [32][380/940] lr: 4.000e-02, eta: 16:56:07, time: 0.878, data_time: 0.005, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7801, loss_cls: 1.9268, loss: 1.9268, grad_norm: 2.9464 2020-08-13 11:27:16,646 - mmaction - INFO - Epoch [32][400/940] lr: 4.000e-02, eta: 16:55:47, time: 0.915, data_time: 0.009, memory: 6440, top1_acc: 0.5457, top5_acc: 0.7793, loss_cls: 1.9591, loss: 1.9591, grad_norm: 2.8584 2020-08-13 11:27:34,124 - mmaction - INFO - Epoch [32][420/940] lr: 4.000e-02, eta: 16:55:25, time: 0.874, data_time: 0.004, memory: 6440, top1_acc: 0.5504, top5_acc: 0.7758, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.8790 2020-08-13 11:27:53,079 - mmaction - INFO - Epoch [32][440/940] lr: 4.000e-02, eta: 16:55:06, time: 0.947, data_time: 0.006, memory: 6440, top1_acc: 0.5305, top5_acc: 0.7684, loss_cls: 2.0043, loss: 2.0043, grad_norm: 2.9317 2020-08-13 11:28:09,554 - mmaction - INFO - Epoch [32][460/940] lr: 4.000e-02, eta: 16:54:42, time: 0.825, data_time: 0.005, memory: 6440, top1_acc: 0.5389, top5_acc: 0.7764, loss_cls: 1.9559, loss: 1.9559, grad_norm: 2.8768 2020-08-13 11:28:28,741 - mmaction - INFO - Epoch [32][480/940] lr: 4.000e-02, eta: 16:54:23, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7879, loss_cls: 1.8975, loss: 1.8975, grad_norm: 2.8885 2020-08-13 11:28:45,496 - mmaction - INFO - Epoch [32][500/940] lr: 4.000e-02, eta: 16:54:00, time: 0.841, data_time: 0.007, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7799, loss_cls: 1.9285, loss: 1.9285, grad_norm: 2.8410 2020-08-13 11:29:03,931 - mmaction - INFO - Epoch [32][520/940] lr: 4.000e-02, eta: 16:53:40, time: 0.918, data_time: 0.006, memory: 6440, top1_acc: 0.5508, top5_acc: 0.7824, loss_cls: 1.9336, loss: 1.9336, grad_norm: 2.9239 2020-08-13 11:29:23,588 - mmaction - INFO - Epoch [32][540/940] lr: 4.000e-02, eta: 16:53:22, time: 0.986, data_time: 0.009, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7779, loss_cls: 1.9441, loss: 1.9441, grad_norm: 2.8386 2020-08-13 11:29:42,133 - mmaction - INFO - Epoch [32][560/940] lr: 4.000e-02, eta: 16:53:03, time: 0.926, data_time: 0.006, memory: 6440, top1_acc: 0.5301, top5_acc: 0.7807, loss_cls: 1.9431, loss: 1.9431, grad_norm: 2.8784 2020-08-13 11:29:59,969 - mmaction - INFO - Epoch [32][580/940] lr: 4.000e-02, eta: 16:52:41, time: 0.889, data_time: 0.006, memory: 6440, top1_acc: 0.5480, top5_acc: 0.7715, loss_cls: 1.9348, loss: 1.9348, grad_norm: 2.8509 2020-08-13 11:30:17,419 - mmaction - INFO - Epoch [32][600/940] lr: 4.000e-02, eta: 16:52:19, time: 0.872, data_time: 0.009, memory: 6440, top1_acc: 0.5436, top5_acc: 0.7732, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.8733 2020-08-13 11:30:37,019 - mmaction - INFO - Epoch [32][620/940] lr: 4.000e-02, eta: 16:52:02, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7805, loss_cls: 1.9479, loss: 1.9479, grad_norm: 2.9328 2020-08-13 11:30:54,880 - mmaction - INFO - Epoch [32][640/940] lr: 4.000e-02, eta: 16:51:41, time: 0.890, data_time: 0.005, memory: 6440, top1_acc: 0.5443, top5_acc: 0.7773, loss_cls: 1.9356, loss: 1.9356, grad_norm: 2.8628 2020-08-13 11:31:12,078 - mmaction - INFO - Epoch [32][660/940] lr: 4.000e-02, eta: 16:51:18, time: 0.862, data_time: 0.007, memory: 6440, top1_acc: 0.5568, top5_acc: 0.7908, loss_cls: 1.8979, loss: 1.8979, grad_norm: 2.8751 2020-08-13 11:31:31,053 - mmaction - INFO - Epoch [32][680/940] lr: 4.000e-02, eta: 16:50:59, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.5455, top5_acc: 0.7760, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.8518 2020-08-13 11:31:48,862 - mmaction - INFO - Epoch [32][700/940] lr: 4.000e-02, eta: 16:50:38, time: 0.894, data_time: 0.007, memory: 6440, top1_acc: 0.5518, top5_acc: 0.7754, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.8722 2020-08-13 11:32:08,021 - mmaction - INFO - Epoch [32][720/940] lr: 4.000e-02, eta: 16:50:20, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.5391, top5_acc: 0.7707, loss_cls: 1.9624, loss: 1.9624, grad_norm: 2.8331 2020-08-13 11:32:26,517 - mmaction - INFO - Epoch [32][740/940] lr: 4.000e-02, eta: 16:50:00, time: 0.926, data_time: 0.005, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7717, loss_cls: 1.9779, loss: 1.9779, grad_norm: 2.8494 2020-08-13 11:32:45,702 - mmaction - INFO - Epoch [32][760/940] lr: 4.000e-02, eta: 16:49:42, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.5395, top5_acc: 0.7760, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.8293 2020-08-13 11:33:01,379 - mmaction - INFO - Epoch [32][780/940] lr: 4.000e-02, eta: 16:49:16, time: 0.783, data_time: 0.005, memory: 6440, top1_acc: 0.5361, top5_acc: 0.7750, loss_cls: 1.9460, loss: 1.9460, grad_norm: 2.8892 2020-08-13 11:33:21,295 - mmaction - INFO - Epoch [32][800/940] lr: 4.000e-02, eta: 16:48:59, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.5471, top5_acc: 0.7730, loss_cls: 1.9401, loss: 1.9401, grad_norm: 2.8752 2020-08-13 11:33:39,046 - mmaction - INFO - Epoch [32][820/940] lr: 4.000e-02, eta: 16:48:38, time: 0.889, data_time: 0.010, memory: 6440, top1_acc: 0.5424, top5_acc: 0.7707, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.8977 2020-08-13 11:33:58,608 - mmaction - INFO - Epoch [32][840/940] lr: 4.000e-02, eta: 16:48:21, time: 0.978, data_time: 0.003, memory: 6440, top1_acc: 0.5531, top5_acc: 0.7795, loss_cls: 1.9135, loss: 1.9135, grad_norm: 2.8255 2020-08-13 11:34:15,080 - mmaction - INFO - Epoch [32][860/940] lr: 4.000e-02, eta: 16:47:56, time: 0.821, data_time: 0.004, memory: 6440, top1_acc: 0.5488, top5_acc: 0.7777, loss_cls: 1.9444, loss: 1.9444, grad_norm: 2.9296 2020-08-13 11:34:33,762 - mmaction - INFO - Epoch [32][880/940] lr: 4.000e-02, eta: 16:47:37, time: 0.937, data_time: 0.007, memory: 6440, top1_acc: 0.5477, top5_acc: 0.7799, loss_cls: 1.9248, loss: 1.9248, grad_norm: 2.8346 2020-08-13 11:34:53,097 - mmaction - INFO - Epoch [32][900/940] lr: 4.000e-02, eta: 16:47:19, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7822, loss_cls: 1.9408, loss: 1.9408, grad_norm: 2.8142 2020-08-13 11:35:10,483 - mmaction - INFO - Epoch [32][920/940] lr: 4.000e-02, eta: 16:46:57, time: 0.869, data_time: 0.007, memory: 6440, top1_acc: 0.5404, top5_acc: 0.7758, loss_cls: 1.9678, loss: 1.9678, grad_norm: 2.8399 2020-08-13 11:35:26,755 - mmaction - INFO - Epoch [32][940/940] lr: 4.000e-02, eta: 16:46:32, time: 0.814, data_time: 0.010, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7833, loss_cls: 1.9352, loss: 1.9352, grad_norm: 2.9242 2020-08-13 11:35:27,009 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-08-13 11:35:52,996 - mmaction - INFO - Epoch [33][20/940] lr: 4.000e-02, eta: 16:46:28, time: 1.274, data_time: 0.427, memory: 6440, top1_acc: 0.5531, top5_acc: 0.7793, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.8741 2020-08-13 11:36:10,049 - mmaction - INFO - Epoch [33][40/940] lr: 4.000e-02, eta: 16:46:05, time: 0.848, data_time: 0.005, memory: 6440, top1_acc: 0.5668, top5_acc: 0.7996, loss_cls: 1.8314, loss: 1.8314, grad_norm: 2.8514 2020-08-13 11:36:30,393 - mmaction - INFO - Epoch [33][60/940] lr: 4.000e-02, eta: 16:45:49, time: 1.021, data_time: 0.007, memory: 6440, top1_acc: 0.5443, top5_acc: 0.7838, loss_cls: 1.8908, loss: 1.8908, grad_norm: 2.8909 2020-08-13 11:36:50,057 - mmaction - INFO - Epoch [33][80/940] lr: 4.000e-02, eta: 16:45:32, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.5600, top5_acc: 0.7916, loss_cls: 1.8610, loss: 1.8610, grad_norm: 2.7716 2020-08-13 11:37:07,708 - mmaction - INFO - Epoch [33][100/940] lr: 4.000e-02, eta: 16:45:10, time: 0.883, data_time: 0.003, memory: 6440, top1_acc: 0.5545, top5_acc: 0.7898, loss_cls: 1.8766, loss: 1.8766, grad_norm: 2.8495 2020-08-13 11:37:26,495 - mmaction - INFO - Epoch [33][120/940] lr: 4.000e-02, eta: 16:44:51, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.5543, top5_acc: 0.7793, loss_cls: 1.9056, loss: 1.9056, grad_norm: 2.8286 2020-08-13 11:37:46,547 - mmaction - INFO - Epoch [33][140/940] lr: 4.000e-02, eta: 16:44:34, time: 1.004, data_time: 0.006, memory: 6440, top1_acc: 0.5451, top5_acc: 0.7764, loss_cls: 1.9339, loss: 1.9339, grad_norm: 2.8855 2020-08-13 11:38:05,305 - mmaction - INFO - Epoch [33][160/940] lr: 4.000e-02, eta: 16:44:15, time: 0.934, data_time: 0.005, memory: 6440, top1_acc: 0.5445, top5_acc: 0.7805, loss_cls: 1.9026, loss: 1.9026, grad_norm: 2.8273 2020-08-13 11:38:22,932 - mmaction - INFO - Epoch [33][180/940] lr: 4.000e-02, eta: 16:43:54, time: 0.886, data_time: 0.008, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7889, loss_cls: 1.8984, loss: 1.8984, grad_norm: 2.9619 2020-08-13 11:38:43,454 - mmaction - INFO - Epoch [33][200/940] lr: 4.000e-02, eta: 16:43:38, time: 1.024, data_time: 0.005, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7768, loss_cls: 1.9391, loss: 1.9391, grad_norm: 2.9386 2020-08-13 11:39:00,787 - mmaction - INFO - Epoch [33][220/940] lr: 4.000e-02, eta: 16:43:16, time: 0.867, data_time: 0.006, memory: 6440, top1_acc: 0.5523, top5_acc: 0.7816, loss_cls: 1.9010, loss: 1.9010, grad_norm: 2.9100 2020-08-13 11:39:19,563 - mmaction - INFO - Epoch [33][240/940] lr: 4.000e-02, eta: 16:42:57, time: 0.939, data_time: 0.009, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7820, loss_cls: 1.9310, loss: 1.9310, grad_norm: 2.8065 2020-08-13 11:39:38,717 - mmaction - INFO - Epoch [33][260/940] lr: 4.000e-02, eta: 16:42:38, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.5479, top5_acc: 0.7861, loss_cls: 1.8883, loss: 1.8883, grad_norm: 2.8055 2020-08-13 11:39:57,367 - mmaction - INFO - Epoch [33][280/940] lr: 4.000e-02, eta: 16:42:19, time: 0.930, data_time: 0.006, memory: 6440, top1_acc: 0.5600, top5_acc: 0.7844, loss_cls: 1.8822, loss: 1.8822, grad_norm: 2.8794 2020-08-13 11:40:15,982 - mmaction - INFO - Epoch [33][300/940] lr: 4.000e-02, eta: 16:41:59, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7721, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.9119 2020-08-13 11:40:34,203 - mmaction - INFO - Epoch [33][320/940] lr: 4.000e-02, eta: 16:41:39, time: 0.911, data_time: 0.007, memory: 6440, top1_acc: 0.5471, top5_acc: 0.7842, loss_cls: 1.9203, loss: 1.9203, grad_norm: 2.8925 2020-08-13 11:40:52,647 - mmaction - INFO - Epoch [33][340/940] lr: 4.000e-02, eta: 16:41:19, time: 0.924, data_time: 0.007, memory: 6440, top1_acc: 0.5447, top5_acc: 0.7797, loss_cls: 1.9316, loss: 1.9316, grad_norm: 2.8768 2020-08-13 11:41:09,878 - mmaction - INFO - Epoch [33][360/940] lr: 4.000e-02, eta: 16:40:57, time: 0.860, data_time: 0.006, memory: 6440, top1_acc: 0.5477, top5_acc: 0.7791, loss_cls: 1.9394, loss: 1.9394, grad_norm: 2.8154 2020-08-13 11:41:30,506 - mmaction - INFO - Epoch [33][380/940] lr: 4.000e-02, eta: 16:40:42, time: 1.034, data_time: 0.007, memory: 6440, top1_acc: 0.5695, top5_acc: 0.7832, loss_cls: 1.8768, loss: 1.8768, grad_norm: 2.9083 2020-08-13 11:41:49,379 - mmaction - INFO - Epoch [33][400/940] lr: 4.000e-02, eta: 16:40:23, time: 0.940, data_time: 0.005, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7695, loss_cls: 1.9651, loss: 1.9651, grad_norm: 2.9606 2020-08-13 11:42:06,180 - mmaction - INFO - Epoch [33][420/940] lr: 4.000e-02, eta: 16:39:59, time: 0.843, data_time: 0.007, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7748, loss_cls: 1.9546, loss: 1.9546, grad_norm: 2.9179 2020-08-13 11:42:23,748 - mmaction - INFO - Epoch [33][440/940] lr: 4.000e-02, eta: 16:39:38, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.5373, top5_acc: 0.7701, loss_cls: 1.9600, loss: 1.9600, grad_norm: 2.8809 2020-08-13 11:42:43,796 - mmaction - INFO - Epoch [33][460/940] lr: 4.000e-02, eta: 16:39:21, time: 1.005, data_time: 0.007, memory: 6440, top1_acc: 0.5602, top5_acc: 0.7943, loss_cls: 1.8647, loss: 1.8647, grad_norm: 2.8847 2020-08-13 11:43:03,040 - mmaction - INFO - Epoch [33][480/940] lr: 4.000e-02, eta: 16:39:03, time: 0.962, data_time: 0.006, memory: 6440, top1_acc: 0.5566, top5_acc: 0.7887, loss_cls: 1.8835, loss: 1.8835, grad_norm: 2.8465 2020-08-13 11:43:20,827 - mmaction - INFO - Epoch [33][500/940] lr: 4.000e-02, eta: 16:38:42, time: 0.889, data_time: 0.002, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7822, loss_cls: 1.9268, loss: 1.9268, grad_norm: 2.9080 2020-08-13 11:43:40,849 - mmaction - INFO - Epoch [33][520/940] lr: 4.000e-02, eta: 16:38:25, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7797, loss_cls: 1.9278, loss: 1.9278, grad_norm: 2.9306 2020-08-13 11:43:58,748 - mmaction - INFO - Epoch [33][540/940] lr: 4.000e-02, eta: 16:38:04, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7791, loss_cls: 1.9467, loss: 1.9467, grad_norm: 2.9043 2020-08-13 11:44:17,135 - mmaction - INFO - Epoch [33][560/940] lr: 4.000e-02, eta: 16:37:44, time: 0.918, data_time: 0.005, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7773, loss_cls: 1.9165, loss: 1.9165, grad_norm: 2.9030 2020-08-13 11:44:34,974 - mmaction - INFO - Epoch [33][580/940] lr: 4.000e-02, eta: 16:37:23, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.5391, top5_acc: 0.7887, loss_cls: 1.9081, loss: 1.9081, grad_norm: 2.9508 2020-08-13 11:44:53,873 - mmaction - INFO - Epoch [33][600/940] lr: 4.000e-02, eta: 16:37:04, time: 0.943, data_time: 0.006, memory: 6440, top1_acc: 0.5430, top5_acc: 0.7689, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.9295 2020-08-13 11:45:12,931 - mmaction - INFO - Epoch [33][620/940] lr: 4.000e-02, eta: 16:36:46, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.5498, top5_acc: 0.7812, loss_cls: 1.9193, loss: 1.9193, grad_norm: 2.8506 2020-08-13 11:45:29,960 - mmaction - INFO - Epoch [33][640/940] lr: 4.000e-02, eta: 16:36:23, time: 0.849, data_time: 0.006, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7756, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.8718 2020-08-13 11:45:47,515 - mmaction - INFO - Epoch [33][660/940] lr: 4.000e-02, eta: 16:36:01, time: 0.881, data_time: 0.007, memory: 6440, top1_acc: 0.5371, top5_acc: 0.7705, loss_cls: 1.9796, loss: 1.9796, grad_norm: 2.8437 2020-08-13 11:46:06,195 - mmaction - INFO - Epoch [33][680/940] lr: 4.000e-02, eta: 16:35:42, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.5463, top5_acc: 0.7805, loss_cls: 1.9373, loss: 1.9373, grad_norm: 2.8869 2020-08-13 11:46:25,688 - mmaction - INFO - Epoch [33][700/940] lr: 4.000e-02, eta: 16:35:24, time: 0.976, data_time: 0.008, memory: 6440, top1_acc: 0.5404, top5_acc: 0.7754, loss_cls: 1.9629, loss: 1.9629, grad_norm: 2.8938 2020-08-13 11:46:42,748 - mmaction - INFO - Epoch [33][720/940] lr: 4.000e-02, eta: 16:35:02, time: 0.852, data_time: 0.006, memory: 6440, top1_acc: 0.5480, top5_acc: 0.7758, loss_cls: 1.9165, loss: 1.9165, grad_norm: 2.8218 2020-08-13 11:47:01,651 - mmaction - INFO - Epoch [33][740/940] lr: 4.000e-02, eta: 16:34:43, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7754, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.8694 2020-08-13 11:47:20,277 - mmaction - INFO - Epoch [33][760/940] lr: 4.000e-02, eta: 16:34:23, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.5471, top5_acc: 0.7723, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.8995 2020-08-13 11:47:39,004 - mmaction - INFO - Epoch [33][780/940] lr: 4.000e-02, eta: 16:34:04, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.5451, top5_acc: 0.7736, loss_cls: 1.9304, loss: 1.9304, grad_norm: 2.8831 2020-08-13 11:47:57,378 - mmaction - INFO - Epoch [33][800/940] lr: 4.000e-02, eta: 16:33:44, time: 0.918, data_time: 0.007, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7799, loss_cls: 1.9602, loss: 1.9602, grad_norm: 2.8994 2020-08-13 11:48:16,081 - mmaction - INFO - Epoch [33][820/940] lr: 4.000e-02, eta: 16:33:25, time: 0.935, data_time: 0.006, memory: 6440, top1_acc: 0.5455, top5_acc: 0.7746, loss_cls: 1.9210, loss: 1.9210, grad_norm: 2.8676 2020-08-13 11:48:35,191 - mmaction - INFO - Epoch [33][840/940] lr: 4.000e-02, eta: 16:33:06, time: 0.955, data_time: 0.009, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7783, loss_cls: 1.9372, loss: 1.9372, grad_norm: 2.8837 2020-08-13 11:48:53,773 - mmaction - INFO - Epoch [33][860/940] lr: 4.000e-02, eta: 16:32:47, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.5398, top5_acc: 0.7734, loss_cls: 1.9586, loss: 1.9586, grad_norm: 2.9026 2020-08-13 11:49:11,244 - mmaction - INFO - Epoch [33][880/940] lr: 4.000e-02, eta: 16:32:25, time: 0.871, data_time: 0.006, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7826, loss_cls: 1.9044, loss: 1.9044, grad_norm: 2.8776 2020-08-13 11:49:30,224 - mmaction - INFO - Epoch [33][900/940] lr: 4.000e-02, eta: 16:32:07, time: 0.953, data_time: 0.008, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7822, loss_cls: 1.9222, loss: 1.9222, grad_norm: 2.8845 2020-08-13 11:49:49,910 - mmaction - INFO - Epoch [33][920/940] lr: 4.000e-02, eta: 16:31:49, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.5307, top5_acc: 0.7742, loss_cls: 1.9868, loss: 1.9868, grad_norm: 3.0018 2020-08-13 11:50:07,924 - mmaction - INFO - Epoch [33][940/940] lr: 4.000e-02, eta: 16:31:29, time: 0.902, data_time: 0.006, memory: 6440, top1_acc: 0.5290, top5_acc: 0.7707, loss_cls: 1.9991, loss: 1.9991, grad_norm: 2.9107 2020-08-13 11:50:08,174 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-08-13 11:50:32,546 - mmaction - INFO - Epoch [34][20/940] lr: 4.000e-02, eta: 16:31:20, time: 1.193, data_time: 0.450, memory: 6440, top1_acc: 0.5520, top5_acc: 0.7879, loss_cls: 1.9147, loss: 1.9147, grad_norm: 2.8499 2020-08-13 11:50:50,229 - mmaction - INFO - Epoch [34][40/940] lr: 4.000e-02, eta: 16:30:58, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.5584, top5_acc: 0.7926, loss_cls: 1.8517, loss: 1.8517, grad_norm: 2.8695 2020-08-13 11:51:09,180 - mmaction - INFO - Epoch [34][60/940] lr: 4.000e-02, eta: 16:30:40, time: 0.950, data_time: 0.007, memory: 6440, top1_acc: 0.5529, top5_acc: 0.7816, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.9515 2020-08-13 11:51:30,359 - mmaction - INFO - Epoch [34][80/940] lr: 4.000e-02, eta: 16:30:25, time: 1.059, data_time: 0.006, memory: 6440, top1_acc: 0.5451, top5_acc: 0.7834, loss_cls: 1.9409, loss: 1.9409, grad_norm: 2.8386 2020-08-13 11:51:47,641 - mmaction - INFO - Epoch [34][100/940] lr: 4.000e-02, eta: 16:30:03, time: 0.863, data_time: 0.002, memory: 6440, top1_acc: 0.5580, top5_acc: 0.7865, loss_cls: 1.8764, loss: 1.8764, grad_norm: 2.8695 2020-08-13 11:52:05,055 - mmaction - INFO - Epoch [34][120/940] lr: 4.000e-02, eta: 16:29:41, time: 0.871, data_time: 0.009, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7775, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.8631 2020-08-13 11:52:24,150 - mmaction - INFO - Epoch [34][140/940] lr: 4.000e-02, eta: 16:29:23, time: 0.951, data_time: 0.009, memory: 6440, top1_acc: 0.5465, top5_acc: 0.7791, loss_cls: 1.9140, loss: 1.9140, grad_norm: 2.9194 2020-08-13 11:52:42,504 - mmaction - INFO - Epoch [34][160/940] lr: 4.000e-02, eta: 16:29:03, time: 0.923, data_time: 0.008, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7857, loss_cls: 1.8828, loss: 1.8828, grad_norm: 2.8446 2020-08-13 11:53:02,365 - mmaction - INFO - Epoch [34][180/940] lr: 4.000e-02, eta: 16:28:46, time: 0.993, data_time: 0.005, memory: 6440, top1_acc: 0.5545, top5_acc: 0.7771, loss_cls: 1.9058, loss: 1.9058, grad_norm: 2.8418 2020-08-13 11:53:21,377 - mmaction - INFO - Epoch [34][200/940] lr: 4.000e-02, eta: 16:28:27, time: 0.951, data_time: 0.002, memory: 6440, top1_acc: 0.5570, top5_acc: 0.7809, loss_cls: 1.8798, loss: 1.8798, grad_norm: 2.8802 2020-08-13 11:53:39,411 - mmaction - INFO - Epoch [34][220/940] lr: 4.000e-02, eta: 16:28:07, time: 0.900, data_time: 0.004, memory: 6440, top1_acc: 0.5406, top5_acc: 0.7852, loss_cls: 1.9335, loss: 1.9335, grad_norm: 2.9471 2020-08-13 11:53:57,001 - mmaction - INFO - Epoch [34][240/940] lr: 4.000e-02, eta: 16:27:45, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.5709, top5_acc: 0.7918, loss_cls: 1.8617, loss: 1.8617, grad_norm: 2.8743 2020-08-13 11:54:15,613 - mmaction - INFO - Epoch [34][260/940] lr: 4.000e-02, eta: 16:27:26, time: 0.927, data_time: 0.005, memory: 6440, top1_acc: 0.5568, top5_acc: 0.7824, loss_cls: 1.8939, loss: 1.8939, grad_norm: 2.8553 2020-08-13 11:54:33,030 - mmaction - INFO - Epoch [34][280/940] lr: 4.000e-02, eta: 16:27:04, time: 0.874, data_time: 0.008, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7787, loss_cls: 1.9096, loss: 1.9096, grad_norm: 2.9068 2020-08-13 11:54:50,940 - mmaction - INFO - Epoch [34][300/940] lr: 4.000e-02, eta: 16:26:43, time: 0.896, data_time: 0.005, memory: 6440, top1_acc: 0.5523, top5_acc: 0.7830, loss_cls: 1.9228, loss: 1.9228, grad_norm: 2.8945 2020-08-13 11:55:09,086 - mmaction - INFO - Epoch [34][320/940] lr: 4.000e-02, eta: 16:26:23, time: 0.907, data_time: 0.004, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7760, loss_cls: 1.9383, loss: 1.9383, grad_norm: 2.8913 2020-08-13 11:55:28,449 - mmaction - INFO - Epoch [34][340/940] lr: 4.000e-02, eta: 16:26:05, time: 0.967, data_time: 0.002, memory: 6440, top1_acc: 0.5506, top5_acc: 0.7854, loss_cls: 1.9041, loss: 1.9041, grad_norm: 2.8858 2020-08-13 11:55:45,378 - mmaction - INFO - Epoch [34][360/940] lr: 4.000e-02, eta: 16:25:42, time: 0.844, data_time: 0.005, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7854, loss_cls: 1.9066, loss: 1.9066, grad_norm: 2.9470 2020-08-13 11:56:02,127 - mmaction - INFO - Epoch [34][380/940] lr: 4.000e-02, eta: 16:25:19, time: 0.838, data_time: 0.007, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7805, loss_cls: 1.9067, loss: 1.9067, grad_norm: 2.8523 2020-08-13 11:56:20,006 - mmaction - INFO - Epoch [34][400/940] lr: 4.000e-02, eta: 16:24:58, time: 0.894, data_time: 0.009, memory: 6440, top1_acc: 0.5543, top5_acc: 0.7867, loss_cls: 1.8934, loss: 1.8934, grad_norm: 2.9057 2020-08-13 11:56:37,548 - mmaction - INFO - Epoch [34][420/940] lr: 4.000e-02, eta: 16:24:36, time: 0.880, data_time: 0.007, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7744, loss_cls: 1.9271, loss: 1.9271, grad_norm: 2.8430 2020-08-13 11:56:55,799 - mmaction - INFO - Epoch [34][440/940] lr: 4.000e-02, eta: 16:24:16, time: 0.911, data_time: 0.007, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7754, loss_cls: 1.9737, loss: 1.9737, grad_norm: 2.9596 2020-08-13 11:57:14,263 - mmaction - INFO - Epoch [34][460/940] lr: 4.000e-02, eta: 16:23:56, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.5506, top5_acc: 0.7836, loss_cls: 1.8887, loss: 1.8887, grad_norm: 2.9145 2020-08-13 11:57:34,038 - mmaction - INFO - Epoch [34][480/940] lr: 4.000e-02, eta: 16:23:39, time: 0.987, data_time: 0.006, memory: 6440, top1_acc: 0.5455, top5_acc: 0.7785, loss_cls: 1.9202, loss: 1.9202, grad_norm: 2.9095 2020-08-13 11:57:52,645 - mmaction - INFO - Epoch [34][500/940] lr: 4.000e-02, eta: 16:23:20, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.5324, top5_acc: 0.7697, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.9306 2020-08-13 11:58:10,346 - mmaction - INFO - Epoch [34][520/940] lr: 4.000e-02, eta: 16:22:59, time: 0.885, data_time: 0.003, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7789, loss_cls: 1.9275, loss: 1.9275, grad_norm: 2.8716 2020-08-13 11:58:28,335 - mmaction - INFO - Epoch [34][540/940] lr: 4.000e-02, eta: 16:22:38, time: 0.897, data_time: 0.006, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7818, loss_cls: 1.9038, loss: 1.9038, grad_norm: 2.8461 2020-08-13 11:58:47,195 - mmaction - INFO - Epoch [34][560/940] lr: 4.000e-02, eta: 16:22:19, time: 0.947, data_time: 0.008, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7695, loss_cls: 1.9398, loss: 1.9398, grad_norm: 2.8546 2020-08-13 11:59:06,877 - mmaction - INFO - Epoch [34][580/940] lr: 4.000e-02, eta: 16:22:02, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.5410, top5_acc: 0.7729, loss_cls: 1.9739, loss: 1.9739, grad_norm: 2.8748 2020-08-13 11:59:25,563 - mmaction - INFO - Epoch [34][600/940] lr: 4.000e-02, eta: 16:21:42, time: 0.938, data_time: 0.008, memory: 6440, top1_acc: 0.5500, top5_acc: 0.7785, loss_cls: 1.9236, loss: 1.9236, grad_norm: 2.9204 2020-08-13 11:59:43,353 - mmaction - INFO - Epoch [34][620/940] lr: 4.000e-02, eta: 16:21:21, time: 0.887, data_time: 0.005, memory: 6440, top1_acc: 0.5357, top5_acc: 0.7775, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.9293 2020-08-13 12:00:01,811 - mmaction - INFO - Epoch [34][640/940] lr: 4.000e-02, eta: 16:21:02, time: 0.923, data_time: 0.006, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7795, loss_cls: 1.9245, loss: 1.9245, grad_norm: 2.9265 2020-08-13 12:00:26,396 - mmaction - INFO - Epoch [34][660/940] lr: 4.000e-02, eta: 16:20:53, time: 1.206, data_time: 0.007, memory: 6440, top1_acc: 0.5527, top5_acc: 0.7760, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.8020 2020-08-13 12:00:43,403 - mmaction - INFO - Epoch [34][680/940] lr: 4.000e-02, eta: 16:20:31, time: 0.875, data_time: 0.039, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7816, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.9419 2020-08-13 12:01:03,666 - mmaction - INFO - Epoch [34][700/940] lr: 4.000e-02, eta: 16:20:15, time: 1.011, data_time: 0.005, memory: 6440, top1_acc: 0.5410, top5_acc: 0.7760, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.9433 2020-08-13 12:01:20,691 - mmaction - INFO - Epoch [34][720/940] lr: 4.000e-02, eta: 16:19:53, time: 0.853, data_time: 0.006, memory: 6440, top1_acc: 0.5527, top5_acc: 0.7834, loss_cls: 1.9271, loss: 1.9271, grad_norm: 2.8969 2020-08-13 12:01:39,344 - mmaction - INFO - Epoch [34][740/940] lr: 4.000e-02, eta: 16:19:33, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.5402, top5_acc: 0.7684, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.8932 2020-08-13 12:01:58,183 - mmaction - INFO - Epoch [34][760/940] lr: 4.000e-02, eta: 16:19:14, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.5672, top5_acc: 0.7930, loss_cls: 1.8691, loss: 1.8691, grad_norm: 2.8453 2020-08-13 12:02:18,267 - mmaction - INFO - Epoch [34][780/940] lr: 4.000e-02, eta: 16:18:58, time: 1.004, data_time: 0.002, memory: 6440, top1_acc: 0.5443, top5_acc: 0.7797, loss_cls: 1.9446, loss: 1.9446, grad_norm: 2.8917 2020-08-13 12:02:35,392 - mmaction - INFO - Epoch [34][800/940] lr: 4.000e-02, eta: 16:18:35, time: 0.853, data_time: 0.008, memory: 6440, top1_acc: 0.5531, top5_acc: 0.7760, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.8634 2020-08-13 12:02:54,900 - mmaction - INFO - Epoch [34][820/940] lr: 4.000e-02, eta: 16:18:18, time: 0.976, data_time: 0.007, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7801, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.9368 2020-08-13 12:03:13,210 - mmaction - INFO - Epoch [34][840/940] lr: 4.000e-02, eta: 16:17:58, time: 0.917, data_time: 0.007, memory: 6440, top1_acc: 0.5439, top5_acc: 0.7791, loss_cls: 1.9089, loss: 1.9089, grad_norm: 2.9025 2020-08-13 12:03:30,620 - mmaction - INFO - Epoch [34][860/940] lr: 4.000e-02, eta: 16:17:36, time: 0.873, data_time: 0.008, memory: 6440, top1_acc: 0.5469, top5_acc: 0.7807, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.8549 2020-08-13 12:03:51,735 - mmaction - INFO - Epoch [34][880/940] lr: 4.000e-02, eta: 16:17:21, time: 1.052, data_time: 0.006, memory: 6440, top1_acc: 0.5449, top5_acc: 0.7805, loss_cls: 1.9461, loss: 1.9461, grad_norm: 2.8932 2020-08-13 12:04:10,245 - mmaction - INFO - Epoch [34][900/940] lr: 4.000e-02, eta: 16:17:02, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.5523, top5_acc: 0.7746, loss_cls: 1.9348, loss: 1.9348, grad_norm: 2.9116 2020-08-13 12:04:29,000 - mmaction - INFO - Epoch [34][920/940] lr: 4.000e-02, eta: 16:16:43, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7723, loss_cls: 1.9476, loss: 1.9476, grad_norm: 2.9170 2020-08-13 12:04:45,816 - mmaction - INFO - Epoch [34][940/940] lr: 4.000e-02, eta: 16:16:20, time: 0.843, data_time: 0.006, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7668, loss_cls: 1.9840, loss: 1.9840, grad_norm: 2.8709 2020-08-13 12:04:46,224 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-08-13 12:05:15,425 - mmaction - INFO - Epoch [35][20/940] lr: 4.000e-02, eta: 16:16:20, time: 1.425, data_time: 0.641, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7779, loss_cls: 1.9095, loss: 1.9095, grad_norm: 2.8726 2020-08-13 12:05:32,456 - mmaction - INFO - Epoch [35][40/940] lr: 4.000e-02, eta: 16:15:57, time: 0.851, data_time: 0.003, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7723, loss_cls: 1.9278, loss: 1.9278, grad_norm: 2.8973 2020-08-13 12:05:50,013 - mmaction - INFO - Epoch [35][60/940] lr: 4.000e-02, eta: 16:15:36, time: 0.876, data_time: 0.006, memory: 6440, top1_acc: 0.5570, top5_acc: 0.7895, loss_cls: 1.8912, loss: 1.8912, grad_norm: 2.8615 2020-08-13 12:06:07,676 - mmaction - INFO - Epoch [35][80/940] lr: 4.000e-02, eta: 16:15:14, time: 0.883, data_time: 0.007, memory: 6440, top1_acc: 0.5494, top5_acc: 0.7854, loss_cls: 1.9074, loss: 1.9074, grad_norm: 2.8900 2020-08-13 12:06:27,584 - mmaction - INFO - Epoch [35][100/940] lr: 4.000e-02, eta: 16:14:57, time: 0.998, data_time: 0.008, memory: 6440, top1_acc: 0.5580, top5_acc: 0.7822, loss_cls: 1.8654, loss: 1.8654, grad_norm: 2.8866 2020-08-13 12:06:45,794 - mmaction - INFO - Epoch [35][120/940] lr: 4.000e-02, eta: 16:14:37, time: 0.908, data_time: 0.007, memory: 6440, top1_acc: 0.5504, top5_acc: 0.7799, loss_cls: 1.9099, loss: 1.9099, grad_norm: 2.8675 2020-08-13 12:07:05,785 - mmaction - INFO - Epoch [35][140/940] lr: 4.000e-02, eta: 16:14:21, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.5512, top5_acc: 0.7834, loss_cls: 1.8982, loss: 1.8982, grad_norm: 2.8849 2020-08-13 12:07:23,606 - mmaction - INFO - Epoch [35][160/940] lr: 4.000e-02, eta: 16:13:59, time: 0.888, data_time: 0.005, memory: 6440, top1_acc: 0.5594, top5_acc: 0.7877, loss_cls: 1.8873, loss: 1.8873, grad_norm: 2.8978 2020-08-13 12:07:41,321 - mmaction - INFO - Epoch [35][180/940] lr: 4.000e-02, eta: 16:13:38, time: 0.889, data_time: 0.007, memory: 6440, top1_acc: 0.5482, top5_acc: 0.7791, loss_cls: 1.9369, loss: 1.9369, grad_norm: 2.9459 2020-08-13 12:08:01,714 - mmaction - INFO - Epoch [35][200/940] lr: 4.000e-02, eta: 16:13:22, time: 1.018, data_time: 0.005, memory: 6440, top1_acc: 0.5496, top5_acc: 0.7793, loss_cls: 1.9086, loss: 1.9086, grad_norm: 2.9095 2020-08-13 12:08:19,892 - mmaction - INFO - Epoch [35][220/940] lr: 4.000e-02, eta: 16:13:02, time: 0.910, data_time: 0.005, memory: 6440, top1_acc: 0.5607, top5_acc: 0.7879, loss_cls: 1.8708, loss: 1.8708, grad_norm: 2.8571 2020-08-13 12:08:37,502 - mmaction - INFO - Epoch [35][240/940] lr: 4.000e-02, eta: 16:12:41, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7814, loss_cls: 1.8962, loss: 1.8962, grad_norm: 2.8758 2020-08-13 12:08:59,175 - mmaction - INFO - Epoch [35][260/940] lr: 4.000e-02, eta: 16:12:27, time: 1.084, data_time: 0.002, memory: 6440, top1_acc: 0.5555, top5_acc: 0.7797, loss_cls: 1.9075, loss: 1.9075, grad_norm: 2.8373 2020-08-13 12:09:17,574 - mmaction - INFO - Epoch [35][280/940] lr: 4.000e-02, eta: 16:12:07, time: 0.917, data_time: 0.006, memory: 6440, top1_acc: 0.5648, top5_acc: 0.7867, loss_cls: 1.8630, loss: 1.8630, grad_norm: 2.8243 2020-08-13 12:09:36,095 - mmaction - INFO - Epoch [35][300/940] lr: 4.000e-02, eta: 16:11:48, time: 0.929, data_time: 0.008, memory: 6440, top1_acc: 0.5512, top5_acc: 0.7777, loss_cls: 1.9221, loss: 1.9221, grad_norm: 2.9090 2020-08-13 12:09:54,077 - mmaction - INFO - Epoch [35][320/940] lr: 4.000e-02, eta: 16:11:27, time: 0.895, data_time: 0.005, memory: 6440, top1_acc: 0.5568, top5_acc: 0.7809, loss_cls: 1.9073, loss: 1.9073, grad_norm: 2.8888 2020-08-13 12:10:13,361 - mmaction - INFO - Epoch [35][340/940] lr: 4.000e-02, eta: 16:11:09, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.5572, top5_acc: 0.7799, loss_cls: 1.8876, loss: 1.8876, grad_norm: 2.8701 2020-08-13 12:10:31,088 - mmaction - INFO - Epoch [35][360/940] lr: 4.000e-02, eta: 16:10:48, time: 0.883, data_time: 0.006, memory: 6440, top1_acc: 0.5527, top5_acc: 0.7863, loss_cls: 1.8591, loss: 1.8591, grad_norm: 2.8531 2020-08-13 12:10:49,373 - mmaction - INFO - Epoch [35][380/940] lr: 4.000e-02, eta: 16:10:28, time: 0.918, data_time: 0.007, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7715, loss_cls: 1.9568, loss: 1.9568, grad_norm: 2.8999 2020-08-13 12:11:09,380 - mmaction - INFO - Epoch [35][400/940] lr: 4.000e-02, eta: 16:10:11, time: 0.997, data_time: 0.006, memory: 6440, top1_acc: 0.5457, top5_acc: 0.7762, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.8884 2020-08-13 12:11:27,784 - mmaction - INFO - Epoch [35][420/940] lr: 4.000e-02, eta: 16:09:51, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.5594, top5_acc: 0.7820, loss_cls: 1.9106, loss: 1.9106, grad_norm: 2.9051 2020-08-13 12:11:46,461 - mmaction - INFO - Epoch [35][440/940] lr: 4.000e-02, eta: 16:09:32, time: 0.936, data_time: 0.007, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7801, loss_cls: 1.9401, loss: 1.9401, grad_norm: 2.8943 2020-08-13 12:12:05,130 - mmaction - INFO - Epoch [35][460/940] lr: 4.000e-02, eta: 16:09:13, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.5615, top5_acc: 0.7916, loss_cls: 1.8629, loss: 1.8629, grad_norm: 2.8939 2020-08-13 12:12:23,321 - mmaction - INFO - Epoch [35][480/940] lr: 4.000e-02, eta: 16:08:53, time: 0.912, data_time: 0.008, memory: 6440, top1_acc: 0.5508, top5_acc: 0.7838, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.9291 2020-08-13 12:12:40,366 - mmaction - INFO - Epoch [35][500/940] lr: 4.000e-02, eta: 16:08:30, time: 0.850, data_time: 0.002, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7725, loss_cls: 1.9491, loss: 1.9491, grad_norm: 2.9154 2020-08-13 12:12:59,377 - mmaction - INFO - Epoch [35][520/940] lr: 4.000e-02, eta: 16:08:12, time: 0.952, data_time: 0.009, memory: 6440, top1_acc: 0.5582, top5_acc: 0.7818, loss_cls: 1.9193, loss: 1.9193, grad_norm: 2.9273 2020-08-13 12:13:17,955 - mmaction - INFO - Epoch [35][540/940] lr: 4.000e-02, eta: 16:07:52, time: 0.929, data_time: 0.003, memory: 6440, top1_acc: 0.5570, top5_acc: 0.7738, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.8336 2020-08-13 12:13:37,087 - mmaction - INFO - Epoch [35][560/940] lr: 4.000e-02, eta: 16:07:34, time: 0.951, data_time: 0.005, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7768, loss_cls: 1.9284, loss: 1.9284, grad_norm: 2.8999 2020-08-13 12:13:53,427 - mmaction - INFO - Epoch [35][580/940] lr: 4.000e-02, eta: 16:07:10, time: 0.822, data_time: 0.009, memory: 6440, top1_acc: 0.5545, top5_acc: 0.7801, loss_cls: 1.9104, loss: 1.9104, grad_norm: 2.9126 2020-08-13 12:14:13,149 - mmaction - INFO - Epoch [35][600/940] lr: 4.000e-02, eta: 16:06:53, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7742, loss_cls: 1.9539, loss: 1.9539, grad_norm: 2.9331 2020-08-13 12:14:32,191 - mmaction - INFO - Epoch [35][620/940] lr: 4.000e-02, eta: 16:06:34, time: 0.953, data_time: 0.008, memory: 6440, top1_acc: 0.5525, top5_acc: 0.7902, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.8570 2020-08-13 12:14:50,307 - mmaction - INFO - Epoch [35][640/940] lr: 4.000e-02, eta: 16:06:14, time: 0.905, data_time: 0.010, memory: 6440, top1_acc: 0.5537, top5_acc: 0.7904, loss_cls: 1.8734, loss: 1.8734, grad_norm: 2.9640 2020-08-13 12:15:08,132 - mmaction - INFO - Epoch [35][660/940] lr: 4.000e-02, eta: 16:05:53, time: 0.893, data_time: 0.008, memory: 6440, top1_acc: 0.5469, top5_acc: 0.7805, loss_cls: 1.9304, loss: 1.9304, grad_norm: 2.9222 2020-08-13 12:15:26,168 - mmaction - INFO - Epoch [35][680/940] lr: 4.000e-02, eta: 16:05:32, time: 0.900, data_time: 0.003, memory: 6440, top1_acc: 0.5482, top5_acc: 0.7820, loss_cls: 1.9041, loss: 1.9041, grad_norm: 2.9178 2020-08-13 12:15:45,491 - mmaction - INFO - Epoch [35][700/940] lr: 4.000e-02, eta: 16:05:14, time: 0.966, data_time: 0.010, memory: 6440, top1_acc: 0.5316, top5_acc: 0.7736, loss_cls: 1.9809, loss: 1.9809, grad_norm: 2.9157 2020-08-13 12:16:02,803 - mmaction - INFO - Epoch [35][720/940] lr: 4.000e-02, eta: 16:04:53, time: 0.868, data_time: 0.006, memory: 6440, top1_acc: 0.5486, top5_acc: 0.7793, loss_cls: 1.9100, loss: 1.9100, grad_norm: 2.9390 2020-08-13 12:16:20,477 - mmaction - INFO - Epoch [35][740/940] lr: 4.000e-02, eta: 16:04:31, time: 0.879, data_time: 0.007, memory: 6440, top1_acc: 0.5543, top5_acc: 0.7885, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.8829 2020-08-13 12:16:39,573 - mmaction - INFO - Epoch [35][760/940] lr: 4.000e-02, eta: 16:04:13, time: 0.958, data_time: 0.008, memory: 6440, top1_acc: 0.5396, top5_acc: 0.7818, loss_cls: 1.9521, loss: 1.9521, grad_norm: 2.9134 2020-08-13 12:16:58,520 - mmaction - INFO - Epoch [35][780/940] lr: 4.000e-02, eta: 16:03:54, time: 0.945, data_time: 0.009, memory: 6440, top1_acc: 0.5352, top5_acc: 0.7799, loss_cls: 1.9455, loss: 1.9455, grad_norm: 2.9697 2020-08-13 12:17:15,817 - mmaction - INFO - Epoch [35][800/940] lr: 4.000e-02, eta: 16:03:32, time: 0.869, data_time: 0.007, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7803, loss_cls: 1.9196, loss: 1.9196, grad_norm: 2.8215 2020-08-13 12:17:34,551 - mmaction - INFO - Epoch [35][820/940] lr: 4.000e-02, eta: 16:03:13, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.5486, top5_acc: 0.7729, loss_cls: 1.9329, loss: 1.9329, grad_norm: 2.8464 2020-08-13 12:17:52,376 - mmaction - INFO - Epoch [35][840/940] lr: 4.000e-02, eta: 16:02:52, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.5486, top5_acc: 0.7773, loss_cls: 1.9255, loss: 1.9255, grad_norm: 2.8580 2020-08-13 12:18:13,928 - mmaction - INFO - Epoch [35][860/940] lr: 4.000e-02, eta: 16:02:38, time: 1.073, data_time: 0.005, memory: 6440, top1_acc: 0.5387, top5_acc: 0.7754, loss_cls: 1.9633, loss: 1.9633, grad_norm: 2.8966 2020-08-13 12:18:31,074 - mmaction - INFO - Epoch [35][880/940] lr: 4.000e-02, eta: 16:02:16, time: 0.862, data_time: 0.008, memory: 6440, top1_acc: 0.5391, top5_acc: 0.7693, loss_cls: 1.9744, loss: 1.9744, grad_norm: 2.8610 2020-08-13 12:18:48,152 - mmaction - INFO - Epoch [35][900/940] lr: 4.000e-02, eta: 16:01:54, time: 0.852, data_time: 0.008, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7848, loss_cls: 1.9259, loss: 1.9259, grad_norm: 2.8597 2020-08-13 12:19:07,541 - mmaction - INFO - Epoch [35][920/940] lr: 4.000e-02, eta: 16:01:36, time: 0.971, data_time: 0.005, memory: 6440, top1_acc: 0.5504, top5_acc: 0.7852, loss_cls: 1.8771, loss: 1.8771, grad_norm: 2.8832 2020-08-13 12:19:24,001 - mmaction - INFO - Epoch [35][940/940] lr: 4.000e-02, eta: 16:01:13, time: 0.825, data_time: 0.007, memory: 6440, top1_acc: 0.5489, top5_acc: 0.7774, loss_cls: 1.9435, loss: 1.9435, grad_norm: 2.9753 2020-08-13 12:19:24,341 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-08-13 12:19:48,686 - mmaction - INFO - Epoch [36][20/940] lr: 4.000e-02, eta: 16:01:03, time: 1.192, data_time: 0.427, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7754, loss_cls: 1.9255, loss: 1.9255, grad_norm: 2.8679 2020-08-13 12:20:06,005 - mmaction - INFO - Epoch [36][40/940] lr: 4.000e-02, eta: 16:00:41, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.5615, top5_acc: 0.7910, loss_cls: 1.8435, loss: 1.8435, grad_norm: 2.8312 2020-08-13 12:20:25,948 - mmaction - INFO - Epoch [36][60/940] lr: 4.000e-02, eta: 16:00:24, time: 0.998, data_time: 0.003, memory: 6440, top1_acc: 0.5570, top5_acc: 0.7953, loss_cls: 1.8464, loss: 1.8464, grad_norm: 2.8856 2020-08-13 12:20:44,055 - mmaction - INFO - Epoch [36][80/940] lr: 4.000e-02, eta: 16:00:04, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.5658, top5_acc: 0.7922, loss_cls: 1.8276, loss: 1.8276, grad_norm: 2.8784 2020-08-13 12:21:02,516 - mmaction - INFO - Epoch [36][100/940] lr: 4.000e-02, eta: 15:59:44, time: 0.924, data_time: 0.007, memory: 6440, top1_acc: 0.5611, top5_acc: 0.7854, loss_cls: 1.8646, loss: 1.8646, grad_norm: 2.8643 2020-08-13 12:21:21,257 - mmaction - INFO - Epoch [36][120/940] lr: 4.000e-02, eta: 15:59:25, time: 0.939, data_time: 0.009, memory: 6440, top1_acc: 0.5598, top5_acc: 0.7916, loss_cls: 1.8757, loss: 1.8757, grad_norm: 2.9006 2020-08-13 12:21:39,058 - mmaction - INFO - Epoch [36][140/940] lr: 4.000e-02, eta: 15:59:04, time: 0.886, data_time: 0.008, memory: 6440, top1_acc: 0.5561, top5_acc: 0.7924, loss_cls: 1.8670, loss: 1.8670, grad_norm: 2.9721 2020-08-13 12:21:58,933 - mmaction - INFO - Epoch [36][160/940] lr: 4.000e-02, eta: 15:58:47, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.5658, top5_acc: 0.7791, loss_cls: 1.8808, loss: 1.8808, grad_norm: 2.8912 2020-08-13 12:22:19,530 - mmaction - INFO - Epoch [36][180/940] lr: 4.000e-02, eta: 15:58:32, time: 1.028, data_time: 0.005, memory: 6440, top1_acc: 0.5578, top5_acc: 0.7852, loss_cls: 1.9052, loss: 1.9052, grad_norm: 2.8779 2020-08-13 12:22:37,326 - mmaction - INFO - Epoch [36][200/940] lr: 4.000e-02, eta: 15:58:11, time: 0.891, data_time: 0.007, memory: 6440, top1_acc: 0.5559, top5_acc: 0.7881, loss_cls: 1.8604, loss: 1.8604, grad_norm: 2.8651 2020-08-13 12:22:57,052 - mmaction - INFO - Epoch [36][220/940] lr: 4.000e-02, eta: 15:57:53, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7822, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.9375 2020-08-13 12:23:15,756 - mmaction - INFO - Epoch [36][240/940] lr: 4.000e-02, eta: 15:57:34, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.5494, top5_acc: 0.7855, loss_cls: 1.8754, loss: 1.8754, grad_norm: 2.8558 2020-08-13 12:23:34,375 - mmaction - INFO - Epoch [36][260/940] lr: 4.000e-02, eta: 15:57:15, time: 0.931, data_time: 0.003, memory: 6440, top1_acc: 0.5555, top5_acc: 0.7820, loss_cls: 1.8821, loss: 1.8821, grad_norm: 2.9769 2020-08-13 12:23:53,603 - mmaction - INFO - Epoch [36][280/940] lr: 4.000e-02, eta: 15:56:57, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.5566, top5_acc: 0.7928, loss_cls: 1.8682, loss: 1.8682, grad_norm: 2.8632 2020-08-13 12:24:10,337 - mmaction - INFO - Epoch [36][300/940] lr: 4.000e-02, eta: 15:56:34, time: 0.838, data_time: 0.006, memory: 6440, top1_acc: 0.5533, top5_acc: 0.7889, loss_cls: 1.8868, loss: 1.8868, grad_norm: 3.0135 2020-08-13 12:24:29,760 - mmaction - INFO - Epoch [36][320/940] lr: 4.000e-02, eta: 15:56:16, time: 0.970, data_time: 0.005, memory: 6440, top1_acc: 0.5568, top5_acc: 0.7885, loss_cls: 1.8842, loss: 1.8842, grad_norm: 2.9008 2020-08-13 12:24:49,837 - mmaction - INFO - Epoch [36][340/940] lr: 4.000e-02, eta: 15:55:59, time: 1.006, data_time: 0.006, memory: 6440, top1_acc: 0.5479, top5_acc: 0.7725, loss_cls: 1.9671, loss: 1.9671, grad_norm: 2.9358 2020-08-13 12:25:08,477 - mmaction - INFO - Epoch [36][360/940] lr: 4.000e-02, eta: 15:55:40, time: 0.931, data_time: 0.006, memory: 6440, top1_acc: 0.5549, top5_acc: 0.7711, loss_cls: 1.9311, loss: 1.9311, grad_norm: 2.8932 2020-08-13 12:25:26,795 - mmaction - INFO - Epoch [36][380/940] lr: 4.000e-02, eta: 15:55:20, time: 0.917, data_time: 0.005, memory: 6440, top1_acc: 0.5525, top5_acc: 0.7785, loss_cls: 1.8961, loss: 1.8961, grad_norm: 2.8252 2020-08-13 12:25:45,606 - mmaction - INFO - Epoch [36][400/940] lr: 4.000e-02, eta: 15:55:01, time: 0.938, data_time: 0.006, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7828, loss_cls: 1.9136, loss: 1.9136, grad_norm: 2.9093 2020-08-13 12:26:06,822 - mmaction - INFO - Epoch [36][420/940] lr: 4.000e-02, eta: 15:54:46, time: 1.064, data_time: 0.007, memory: 6440, top1_acc: 0.5738, top5_acc: 0.7937, loss_cls: 1.8467, loss: 1.8467, grad_norm: 2.8971 2020-08-13 12:26:26,814 - mmaction - INFO - Epoch [36][440/940] lr: 4.000e-02, eta: 15:54:29, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.5664, top5_acc: 0.7855, loss_cls: 1.8569, loss: 1.8569, grad_norm: 2.8427 2020-08-13 12:26:44,283 - mmaction - INFO - Epoch [36][460/940] lr: 4.000e-02, eta: 15:54:08, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.5676, top5_acc: 0.7893, loss_cls: 1.8633, loss: 1.8633, grad_norm: 2.9177 2020-08-13 12:27:03,060 - mmaction - INFO - Epoch [36][480/940] lr: 4.000e-02, eta: 15:53:49, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.5551, top5_acc: 0.7824, loss_cls: 1.8806, loss: 1.8806, grad_norm: 2.9524 2020-08-13 12:27:21,024 - mmaction - INFO - Epoch [36][500/940] lr: 4.000e-02, eta: 15:53:28, time: 0.900, data_time: 0.006, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7852, loss_cls: 1.8838, loss: 1.8838, grad_norm: 2.8774 2020-08-13 12:27:39,742 - mmaction - INFO - Epoch [36][520/940] lr: 4.000e-02, eta: 15:53:09, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.5443, top5_acc: 0.7832, loss_cls: 1.9153, loss: 1.9153, grad_norm: 2.8961 2020-08-13 12:27:59,788 - mmaction - INFO - Epoch [36][540/940] lr: 4.000e-02, eta: 15:52:52, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7832, loss_cls: 1.9069, loss: 1.9069, grad_norm: 2.9421 2020-08-13 12:28:19,717 - mmaction - INFO - Epoch [36][560/940] lr: 4.000e-02, eta: 15:52:35, time: 0.996, data_time: 0.008, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7703, loss_cls: 1.9454, loss: 1.9454, grad_norm: 2.8494 2020-08-13 12:28:38,086 - mmaction - INFO - Epoch [36][580/940] lr: 4.000e-02, eta: 15:52:16, time: 0.922, data_time: 0.008, memory: 6440, top1_acc: 0.5617, top5_acc: 0.7852, loss_cls: 1.8873, loss: 1.8873, grad_norm: 2.8462 2020-08-13 12:28:57,800 - mmaction - INFO - Epoch [36][600/940] lr: 4.000e-02, eta: 15:51:58, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.5426, top5_acc: 0.7775, loss_cls: 1.9646, loss: 1.9646, grad_norm: 2.9572 2020-08-13 12:29:15,889 - mmaction - INFO - Epoch [36][620/940] lr: 4.000e-02, eta: 15:51:38, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.5463, top5_acc: 0.7756, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.9467 2020-08-13 12:29:35,553 - mmaction - INFO - Epoch [36][640/940] lr: 4.000e-02, eta: 15:51:21, time: 0.983, data_time: 0.006, memory: 6440, top1_acc: 0.5434, top5_acc: 0.7820, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.9280 2020-08-13 12:29:54,454 - mmaction - INFO - Epoch [36][660/940] lr: 4.000e-02, eta: 15:51:02, time: 0.945, data_time: 0.002, memory: 6440, top1_acc: 0.5473, top5_acc: 0.7797, loss_cls: 1.9185, loss: 1.9185, grad_norm: 2.9006 2020-08-13 12:30:15,421 - mmaction - INFO - Epoch [36][680/940] lr: 4.000e-02, eta: 15:50:46, time: 1.046, data_time: 0.007, memory: 6440, top1_acc: 0.5514, top5_acc: 0.7922, loss_cls: 1.8694, loss: 1.8694, grad_norm: 2.9058 2020-08-13 12:30:32,511 - mmaction - INFO - Epoch [36][700/940] lr: 4.000e-02, eta: 15:50:24, time: 0.856, data_time: 0.006, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7789, loss_cls: 1.9282, loss: 1.9282, grad_norm: 2.9403 2020-08-13 12:30:52,761 - mmaction - INFO - Epoch [36][720/940] lr: 4.000e-02, eta: 15:50:08, time: 1.011, data_time: 0.006, memory: 6440, top1_acc: 0.5492, top5_acc: 0.7793, loss_cls: 1.8973, loss: 1.8973, grad_norm: 2.9229 2020-08-13 12:31:12,057 - mmaction - INFO - Epoch [36][740/940] lr: 4.000e-02, eta: 15:49:50, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.5420, top5_acc: 0.7727, loss_cls: 1.9599, loss: 1.9599, grad_norm: 2.9109 2020-08-13 12:31:28,569 - mmaction - INFO - Epoch [36][760/940] lr: 4.000e-02, eta: 15:49:27, time: 0.824, data_time: 0.008, memory: 6440, top1_acc: 0.5471, top5_acc: 0.7713, loss_cls: 1.9686, loss: 1.9686, grad_norm: 2.9150 2020-08-13 12:31:49,329 - mmaction - INFO - Epoch [36][780/940] lr: 4.000e-02, eta: 15:49:11, time: 1.040, data_time: 0.007, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7771, loss_cls: 1.9201, loss: 1.9201, grad_norm: 2.8984 2020-08-13 12:32:08,871 - mmaction - INFO - Epoch [36][800/940] lr: 4.000e-02, eta: 15:48:53, time: 0.976, data_time: 0.006, memory: 6440, top1_acc: 0.5285, top5_acc: 0.7725, loss_cls: 2.0120, loss: 2.0120, grad_norm: 2.9720 2020-08-13 12:32:27,109 - mmaction - INFO - Epoch [36][820/940] lr: 4.000e-02, eta: 15:48:33, time: 0.914, data_time: 0.006, memory: 6440, top1_acc: 0.5324, top5_acc: 0.7715, loss_cls: 1.9931, loss: 1.9931, grad_norm: 2.8968 2020-08-13 12:32:46,037 - mmaction - INFO - Epoch [36][840/940] lr: 4.000e-02, eta: 15:48:15, time: 0.942, data_time: 0.007, memory: 6440, top1_acc: 0.5592, top5_acc: 0.7836, loss_cls: 1.8793, loss: 1.8793, grad_norm: 2.8237 2020-08-13 12:33:03,858 - mmaction - INFO - Epoch [36][860/940] lr: 4.000e-02, eta: 15:47:54, time: 0.894, data_time: 0.007, memory: 6440, top1_acc: 0.5514, top5_acc: 0.7717, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.8968 2020-08-13 12:33:23,245 - mmaction - INFO - Epoch [36][880/940] lr: 4.000e-02, eta: 15:47:36, time: 0.971, data_time: 0.004, memory: 6440, top1_acc: 0.5369, top5_acc: 0.7807, loss_cls: 1.9219, loss: 1.9219, grad_norm: 2.9188 2020-08-13 12:33:43,333 - mmaction - INFO - Epoch [36][900/940] lr: 4.000e-02, eta: 15:47:19, time: 1.002, data_time: 0.006, memory: 6440, top1_acc: 0.5488, top5_acc: 0.7846, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.8985 2020-08-13 12:34:03,463 - mmaction - INFO - Epoch [36][920/940] lr: 4.000e-02, eta: 15:47:03, time: 1.009, data_time: 0.007, memory: 6440, top1_acc: 0.5359, top5_acc: 0.7732, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.9255 2020-08-13 12:34:20,799 - mmaction - INFO - Epoch [36][940/940] lr: 4.000e-02, eta: 15:46:41, time: 0.866, data_time: 0.008, memory: 6440, top1_acc: 0.5422, top5_acc: 0.7715, loss_cls: 1.9529, loss: 1.9529, grad_norm: 2.9088 2020-08-13 12:34:21,161 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-08-13 12:34:44,944 - mmaction - INFO - Epoch [37][20/940] lr: 4.000e-02, eta: 15:46:30, time: 1.163, data_time: 0.435, memory: 6440, top1_acc: 0.5553, top5_acc: 0.7908, loss_cls: 1.8905, loss: 1.8905, grad_norm: 2.8877 2020-08-13 12:35:03,706 - mmaction - INFO - Epoch [37][40/940] lr: 4.000e-02, eta: 15:46:11, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.5605, top5_acc: 0.7814, loss_cls: 1.8866, loss: 1.8866, grad_norm: 2.9007 2020-08-13 12:35:21,581 - mmaction - INFO - Epoch [37][60/940] lr: 4.000e-02, eta: 15:45:50, time: 0.894, data_time: 0.002, memory: 6440, top1_acc: 0.5740, top5_acc: 0.7961, loss_cls: 1.8227, loss: 1.8227, grad_norm: 2.8808 2020-08-13 12:35:41,978 - mmaction - INFO - Epoch [37][80/940] lr: 4.000e-02, eta: 15:45:34, time: 1.019, data_time: 0.002, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7787, loss_cls: 1.8978, loss: 1.8978, grad_norm: 2.9103 2020-08-13 12:36:00,428 - mmaction - INFO - Epoch [37][100/940] lr: 4.000e-02, eta: 15:45:14, time: 0.923, data_time: 0.003, memory: 6440, top1_acc: 0.5580, top5_acc: 0.7828, loss_cls: 1.8897, loss: 1.8897, grad_norm: 2.9197 2020-08-13 12:36:19,454 - mmaction - INFO - Epoch [37][120/940] lr: 4.000e-02, eta: 15:44:55, time: 0.949, data_time: 0.006, memory: 6440, top1_acc: 0.5598, top5_acc: 0.7848, loss_cls: 1.8406, loss: 1.8406, grad_norm: 2.8550 2020-08-13 12:36:38,274 - mmaction - INFO - Epoch [37][140/940] lr: 4.000e-02, eta: 15:44:36, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7928, loss_cls: 1.8761, loss: 1.8761, grad_norm: 2.9567 2020-08-13 12:36:57,962 - mmaction - INFO - Epoch [37][160/940] lr: 4.000e-02, eta: 15:44:19, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.5637, top5_acc: 0.7857, loss_cls: 1.8423, loss: 1.8423, grad_norm: 2.8464 2020-08-13 12:37:16,049 - mmaction - INFO - Epoch [37][180/940] lr: 4.000e-02, eta: 15:43:59, time: 0.906, data_time: 0.006, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7793, loss_cls: 1.9013, loss: 1.9013, grad_norm: 2.9327 2020-08-13 12:37:35,963 - mmaction - INFO - Epoch [37][200/940] lr: 4.000e-02, eta: 15:43:42, time: 0.993, data_time: 0.005, memory: 6440, top1_acc: 0.5449, top5_acc: 0.7828, loss_cls: 1.8949, loss: 1.8949, grad_norm: 2.8960 2020-08-13 12:37:55,530 - mmaction - INFO - Epoch [37][220/940] lr: 4.000e-02, eta: 15:43:24, time: 0.981, data_time: 0.008, memory: 6440, top1_acc: 0.5613, top5_acc: 0.7867, loss_cls: 1.8754, loss: 1.8754, grad_norm: 2.8368 2020-08-13 12:38:14,433 - mmaction - INFO - Epoch [37][240/940] lr: 4.000e-02, eta: 15:43:05, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.5600, top5_acc: 0.7877, loss_cls: 1.8542, loss: 1.8542, grad_norm: 2.8747 2020-08-13 12:38:32,420 - mmaction - INFO - Epoch [37][260/940] lr: 4.000e-02, eta: 15:42:45, time: 0.901, data_time: 0.007, memory: 6440, top1_acc: 0.5643, top5_acc: 0.7932, loss_cls: 1.8441, loss: 1.8441, grad_norm: 2.8779 2020-08-13 12:38:51,587 - mmaction - INFO - Epoch [37][280/940] lr: 4.000e-02, eta: 15:42:26, time: 0.958, data_time: 0.006, memory: 6440, top1_acc: 0.5533, top5_acc: 0.7873, loss_cls: 1.8707, loss: 1.8707, grad_norm: 2.8967 2020-08-13 12:39:09,879 - mmaction - INFO - Epoch [37][300/940] lr: 4.000e-02, eta: 15:42:06, time: 0.915, data_time: 0.005, memory: 6440, top1_acc: 0.5582, top5_acc: 0.7891, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.9219 2020-08-13 12:39:30,092 - mmaction - INFO - Epoch [37][320/940] lr: 4.000e-02, eta: 15:41:50, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.5580, top5_acc: 0.7834, loss_cls: 1.8845, loss: 1.8845, grad_norm: 2.9081 2020-08-13 12:39:49,973 - mmaction - INFO - Epoch [37][340/940] lr: 4.000e-02, eta: 15:41:33, time: 0.997, data_time: 0.007, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7838, loss_cls: 1.8945, loss: 1.8945, grad_norm: 2.9078 2020-08-13 12:40:09,365 - mmaction - INFO - Epoch [37][360/940] lr: 4.000e-02, eta: 15:41:15, time: 0.969, data_time: 0.005, memory: 6440, top1_acc: 0.5498, top5_acc: 0.7777, loss_cls: 1.9110, loss: 1.9110, grad_norm: 2.9703 2020-08-13 12:40:29,541 - mmaction - INFO - Epoch [37][380/940] lr: 4.000e-02, eta: 15:40:58, time: 1.009, data_time: 0.002, memory: 6440, top1_acc: 0.5512, top5_acc: 0.7895, loss_cls: 1.8829, loss: 1.8829, grad_norm: 2.8429 2020-08-13 12:40:48,710 - mmaction - INFO - Epoch [37][400/940] lr: 4.000e-02, eta: 15:40:39, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.5631, top5_acc: 0.7838, loss_cls: 1.8712, loss: 1.8712, grad_norm: 2.8945 2020-08-13 12:41:06,435 - mmaction - INFO - Epoch [37][420/940] lr: 4.000e-02, eta: 15:40:19, time: 0.888, data_time: 0.006, memory: 6440, top1_acc: 0.5600, top5_acc: 0.7988, loss_cls: 1.8524, loss: 1.8524, grad_norm: 2.8943 2020-08-13 12:41:26,252 - mmaction - INFO - Epoch [37][440/940] lr: 4.000e-02, eta: 15:40:01, time: 0.989, data_time: 0.007, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7869, loss_cls: 1.8821, loss: 1.8821, grad_norm: 2.8738 2020-08-13 12:41:47,476 - mmaction - INFO - Epoch [37][460/940] lr: 4.000e-02, eta: 15:39:46, time: 1.063, data_time: 0.006, memory: 6440, top1_acc: 0.5561, top5_acc: 0.7885, loss_cls: 1.8624, loss: 1.8624, grad_norm: 2.8791 2020-08-13 12:42:04,154 - mmaction - INFO - Epoch [37][480/940] lr: 4.000e-02, eta: 15:39:24, time: 0.833, data_time: 0.002, memory: 6440, top1_acc: 0.5516, top5_acc: 0.7912, loss_cls: 1.8904, loss: 1.8904, grad_norm: 2.9226 2020-08-13 12:42:24,079 - mmaction - INFO - Epoch [37][500/940] lr: 4.000e-02, eta: 15:39:07, time: 0.995, data_time: 0.006, memory: 6440, top1_acc: 0.5580, top5_acc: 0.7857, loss_cls: 1.8874, loss: 1.8874, grad_norm: 2.8916 2020-08-13 12:42:42,169 - mmaction - INFO - Epoch [37][520/940] lr: 4.000e-02, eta: 15:38:46, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.5516, top5_acc: 0.7826, loss_cls: 1.9111, loss: 1.9111, grad_norm: 2.8858 2020-08-13 12:43:00,840 - mmaction - INFO - Epoch [37][540/940] lr: 4.000e-02, eta: 15:38:27, time: 0.933, data_time: 0.002, memory: 6440, top1_acc: 0.5441, top5_acc: 0.7773, loss_cls: 1.9521, loss: 1.9521, grad_norm: 2.9586 2020-08-13 12:43:20,095 - mmaction - INFO - Epoch [37][560/940] lr: 4.000e-02, eta: 15:38:09, time: 0.963, data_time: 0.002, memory: 6440, top1_acc: 0.5572, top5_acc: 0.7850, loss_cls: 1.8806, loss: 1.8806, grad_norm: 2.8640 2020-08-13 12:43:40,487 - mmaction - INFO - Epoch [37][580/940] lr: 4.000e-02, eta: 15:37:53, time: 1.018, data_time: 0.006, memory: 6440, top1_acc: 0.5482, top5_acc: 0.7795, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.8894 2020-08-13 12:43:57,848 - mmaction - INFO - Epoch [37][600/940] lr: 4.000e-02, eta: 15:37:31, time: 0.869, data_time: 0.005, memory: 6440, top1_acc: 0.5447, top5_acc: 0.7781, loss_cls: 1.9305, loss: 1.9305, grad_norm: 2.9134 2020-08-13 12:44:17,342 - mmaction - INFO - Epoch [37][620/940] lr: 4.000e-02, eta: 15:37:13, time: 0.972, data_time: 0.005, memory: 6440, top1_acc: 0.5635, top5_acc: 0.7902, loss_cls: 1.8638, loss: 1.8638, grad_norm: 2.8648 2020-08-13 12:44:36,029 - mmaction - INFO - Epoch [37][640/940] lr: 4.000e-02, eta: 15:36:54, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.5553, top5_acc: 0.7852, loss_cls: 1.8849, loss: 1.8849, grad_norm: 2.9089 2020-08-13 12:44:56,490 - mmaction - INFO - Epoch [37][660/940] lr: 4.000e-02, eta: 15:36:38, time: 1.022, data_time: 0.006, memory: 6440, top1_acc: 0.5605, top5_acc: 0.7910, loss_cls: 1.8714, loss: 1.8714, grad_norm: 2.9240 2020-08-13 12:45:15,359 - mmaction - INFO - Epoch [37][680/940] lr: 4.000e-02, eta: 15:36:19, time: 0.943, data_time: 0.005, memory: 6440, top1_acc: 0.5430, top5_acc: 0.7719, loss_cls: 1.9612, loss: 1.9612, grad_norm: 2.9820 2020-08-13 12:45:34,634 - mmaction - INFO - Epoch [37][700/940] lr: 4.000e-02, eta: 15:36:01, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.5437, top5_acc: 0.7863, loss_cls: 1.9283, loss: 1.9283, grad_norm: 3.0211 2020-08-13 12:45:54,064 - mmaction - INFO - Epoch [37][720/940] lr: 4.000e-02, eta: 15:35:43, time: 0.972, data_time: 0.006, memory: 6440, top1_acc: 0.5432, top5_acc: 0.7836, loss_cls: 1.9069, loss: 1.9069, grad_norm: 2.8998 2020-08-13 12:46:14,876 - mmaction - INFO - Epoch [37][740/940] lr: 4.000e-02, eta: 15:35:27, time: 1.040, data_time: 0.007, memory: 6440, top1_acc: 0.5611, top5_acc: 0.7842, loss_cls: 1.8937, loss: 1.8937, grad_norm: 2.8874 2020-08-13 12:46:33,436 - mmaction - INFO - Epoch [37][760/940] lr: 4.000e-02, eta: 15:35:08, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.5467, top5_acc: 0.7742, loss_cls: 1.9294, loss: 1.9294, grad_norm: 2.8616 2020-08-13 12:46:53,104 - mmaction - INFO - Epoch [37][780/940] lr: 4.000e-02, eta: 15:34:50, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.5559, top5_acc: 0.7838, loss_cls: 1.8893, loss: 1.8893, grad_norm: 2.8678 2020-08-13 12:47:12,167 - mmaction - INFO - Epoch [37][800/940] lr: 4.000e-02, eta: 15:34:31, time: 0.955, data_time: 0.007, memory: 6440, top1_acc: 0.5506, top5_acc: 0.7838, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.9293 2020-08-13 12:47:31,106 - mmaction - INFO - Epoch [37][820/940] lr: 4.000e-02, eta: 15:34:13, time: 0.943, data_time: 0.005, memory: 6440, top1_acc: 0.5422, top5_acc: 0.7744, loss_cls: 1.9686, loss: 1.9686, grad_norm: 2.8941 2020-08-13 12:47:51,601 - mmaction - INFO - Epoch [37][840/940] lr: 4.000e-02, eta: 15:33:56, time: 1.029, data_time: 0.007, memory: 6440, top1_acc: 0.5410, top5_acc: 0.7742, loss_cls: 1.9523, loss: 1.9523, grad_norm: 2.9599 2020-08-13 12:48:11,168 - mmaction - INFO - Epoch [37][860/940] lr: 4.000e-02, eta: 15:33:39, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.5408, top5_acc: 0.7740, loss_cls: 1.9569, loss: 1.9569, grad_norm: 2.9054 2020-08-13 12:48:30,836 - mmaction - INFO - Epoch [37][880/940] lr: 4.000e-02, eta: 15:33:21, time: 0.985, data_time: 0.005, memory: 6440, top1_acc: 0.5492, top5_acc: 0.7875, loss_cls: 1.8961, loss: 1.8961, grad_norm: 2.8858 2020-08-13 12:48:51,293 - mmaction - INFO - Epoch [37][900/940] lr: 4.000e-02, eta: 15:33:05, time: 1.023, data_time: 0.008, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7826, loss_cls: 1.9101, loss: 1.9101, grad_norm: 2.9017 2020-08-13 12:49:10,026 - mmaction - INFO - Epoch [37][920/940] lr: 4.000e-02, eta: 15:32:46, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.5500, top5_acc: 0.7795, loss_cls: 1.9370, loss: 1.9370, grad_norm: 2.9499 2020-08-13 12:49:28,074 - mmaction - INFO - Epoch [37][940/940] lr: 4.000e-02, eta: 15:32:25, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7817, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.9267 2020-08-13 12:49:28,317 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-08-13 12:49:53,320 - mmaction - INFO - Epoch [38][20/940] lr: 4.000e-02, eta: 15:32:16, time: 1.221, data_time: 0.433, memory: 6440, top1_acc: 0.5639, top5_acc: 0.7867, loss_cls: 1.8644, loss: 1.8644, grad_norm: 2.8483 2020-08-13 12:50:11,138 - mmaction - INFO - Epoch [38][40/940] lr: 4.000e-02, eta: 15:31:55, time: 0.892, data_time: 0.008, memory: 6440, top1_acc: 0.5621, top5_acc: 0.7898, loss_cls: 1.8524, loss: 1.8524, grad_norm: 2.8787 2020-08-13 12:50:28,325 - mmaction - INFO - Epoch [38][60/940] lr: 4.000e-02, eta: 15:31:33, time: 0.861, data_time: 0.010, memory: 6440, top1_acc: 0.5707, top5_acc: 0.7971, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.9024 2020-08-13 12:50:49,434 - mmaction - INFO - Epoch [38][80/940] lr: 4.000e-02, eta: 15:31:18, time: 1.056, data_time: 0.005, memory: 6440, top1_acc: 0.5656, top5_acc: 0.7920, loss_cls: 1.8443, loss: 1.8443, grad_norm: 2.8372 2020-08-13 12:51:07,069 - mmaction - INFO - Epoch [38][100/940] lr: 4.000e-02, eta: 15:30:57, time: 0.882, data_time: 0.002, memory: 6440, top1_acc: 0.5551, top5_acc: 0.7836, loss_cls: 1.8800, loss: 1.8800, grad_norm: 2.9205 2020-08-13 12:51:25,500 - mmaction - INFO - Epoch [38][120/940] lr: 4.000e-02, eta: 15:30:37, time: 0.918, data_time: 0.004, memory: 6440, top1_acc: 0.5502, top5_acc: 0.7875, loss_cls: 1.8672, loss: 1.8672, grad_norm: 2.8619 2020-08-13 12:51:44,654 - mmaction - INFO - Epoch [38][140/940] lr: 4.000e-02, eta: 15:30:19, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.5596, top5_acc: 0.7947, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.9348 2020-08-13 12:52:03,242 - mmaction - INFO - Epoch [38][160/940] lr: 4.000e-02, eta: 15:30:00, time: 0.926, data_time: 0.006, memory: 6440, top1_acc: 0.5605, top5_acc: 0.7893, loss_cls: 1.8658, loss: 1.8658, grad_norm: 2.9293 2020-08-13 12:52:23,770 - mmaction - INFO - Epoch [38][180/940] lr: 4.000e-02, eta: 15:29:44, time: 1.030, data_time: 0.007, memory: 6440, top1_acc: 0.5518, top5_acc: 0.7832, loss_cls: 1.9059, loss: 1.9059, grad_norm: 2.9937 2020-08-13 12:52:42,165 - mmaction - INFO - Epoch [38][200/940] lr: 4.000e-02, eta: 15:29:24, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.5582, top5_acc: 0.7904, loss_cls: 1.8726, loss: 1.8726, grad_norm: 2.9071 2020-08-13 12:53:00,969 - mmaction - INFO - Epoch [38][220/940] lr: 4.000e-02, eta: 15:29:05, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.5609, top5_acc: 0.7932, loss_cls: 1.8506, loss: 1.8506, grad_norm: 2.8893 2020-08-13 12:53:20,319 - mmaction - INFO - Epoch [38][240/940] lr: 4.000e-02, eta: 15:28:47, time: 0.968, data_time: 0.002, memory: 6440, top1_acc: 0.5518, top5_acc: 0.7797, loss_cls: 1.8966, loss: 1.8966, grad_norm: 2.9763 2020-08-13 12:53:37,543 - mmaction - INFO - Epoch [38][260/940] lr: 4.000e-02, eta: 15:28:25, time: 0.861, data_time: 0.005, memory: 6440, top1_acc: 0.5609, top5_acc: 0.7955, loss_cls: 1.8531, loss: 1.8531, grad_norm: 2.9073 2020-08-13 12:53:57,940 - mmaction - INFO - Epoch [38][280/940] lr: 4.000e-02, eta: 15:28:09, time: 1.020, data_time: 0.005, memory: 6440, top1_acc: 0.5678, top5_acc: 0.7854, loss_cls: 1.8464, loss: 1.8464, grad_norm: 2.9091 2020-08-13 12:54:15,648 - mmaction - INFO - Epoch [38][300/940] lr: 4.000e-02, eta: 15:27:48, time: 0.884, data_time: 0.006, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7816, loss_cls: 1.8871, loss: 1.8871, grad_norm: 2.9347 2020-08-13 12:54:33,982 - mmaction - INFO - Epoch [38][320/940] lr: 4.000e-02, eta: 15:27:28, time: 0.918, data_time: 0.006, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7803, loss_cls: 1.9219, loss: 1.9219, grad_norm: 2.9159 2020-08-13 12:54:51,329 - mmaction - INFO - Epoch [38][340/940] lr: 4.000e-02, eta: 15:27:06, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.5514, top5_acc: 0.7750, loss_cls: 1.9279, loss: 1.9279, grad_norm: 2.9023 2020-08-13 12:55:09,241 - mmaction - INFO - Epoch [38][360/940] lr: 4.000e-02, eta: 15:26:46, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.5512, top5_acc: 0.7949, loss_cls: 1.8519, loss: 1.8519, grad_norm: 2.9160 2020-08-13 12:55:29,406 - mmaction - INFO - Epoch [38][380/940] lr: 4.000e-02, eta: 15:26:29, time: 1.009, data_time: 0.005, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7814, loss_cls: 1.9106, loss: 1.9106, grad_norm: 2.9135 2020-08-13 12:55:46,521 - mmaction - INFO - Epoch [38][400/940] lr: 4.000e-02, eta: 15:26:07, time: 0.854, data_time: 0.010, memory: 6440, top1_acc: 0.5557, top5_acc: 0.7887, loss_cls: 1.8690, loss: 1.8690, grad_norm: 2.9516 2020-08-13 12:56:05,193 - mmaction - INFO - Epoch [38][420/940] lr: 4.000e-02, eta: 15:25:48, time: 0.937, data_time: 0.007, memory: 6440, top1_acc: 0.5479, top5_acc: 0.7809, loss_cls: 1.9008, loss: 1.9008, grad_norm: 2.9378 2020-08-13 12:56:24,939 - mmaction - INFO - Epoch [38][440/940] lr: 4.000e-02, eta: 15:25:30, time: 0.986, data_time: 0.006, memory: 6440, top1_acc: 0.5453, top5_acc: 0.7770, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.9280 2020-08-13 12:56:43,897 - mmaction - INFO - Epoch [38][460/940] lr: 4.000e-02, eta: 15:25:12, time: 0.949, data_time: 0.005, memory: 6440, top1_acc: 0.5436, top5_acc: 0.7779, loss_cls: 1.9372, loss: 1.9372, grad_norm: 2.9265 2020-08-13 12:57:01,753 - mmaction - INFO - Epoch [38][480/940] lr: 4.000e-02, eta: 15:24:51, time: 0.890, data_time: 0.006, memory: 6440, top1_acc: 0.5432, top5_acc: 0.7795, loss_cls: 1.9085, loss: 1.9085, grad_norm: 2.9326 2020-08-13 12:57:21,545 - mmaction - INFO - Epoch [38][500/940] lr: 4.000e-02, eta: 15:24:34, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.5639, top5_acc: 0.7826, loss_cls: 1.8754, loss: 1.8754, grad_norm: 2.9322 2020-08-13 12:57:41,217 - mmaction - INFO - Epoch [38][520/940] lr: 4.000e-02, eta: 15:24:16, time: 0.981, data_time: 0.007, memory: 6440, top1_acc: 0.5525, top5_acc: 0.7783, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.8804 2020-08-13 12:58:01,300 - mmaction - INFO - Epoch [38][540/940] lr: 4.000e-02, eta: 15:23:59, time: 1.007, data_time: 0.006, memory: 6440, top1_acc: 0.5441, top5_acc: 0.7766, loss_cls: 1.9356, loss: 1.9356, grad_norm: 3.0196 2020-08-13 12:58:18,381 - mmaction - INFO - Epoch [38][560/940] lr: 4.000e-02, eta: 15:23:37, time: 0.852, data_time: 0.007, memory: 6440, top1_acc: 0.5418, top5_acc: 0.7838, loss_cls: 1.8999, loss: 1.8999, grad_norm: 2.8386 2020-08-13 12:58:37,139 - mmaction - INFO - Epoch [38][580/940] lr: 4.000e-02, eta: 15:23:18, time: 0.936, data_time: 0.007, memory: 6440, top1_acc: 0.5488, top5_acc: 0.7773, loss_cls: 1.9000, loss: 1.9000, grad_norm: 2.9085 2020-08-13 12:58:57,559 - mmaction - INFO - Epoch [38][600/940] lr: 4.000e-02, eta: 15:23:02, time: 1.024, data_time: 0.009, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7807, loss_cls: 1.8874, loss: 1.8874, grad_norm: 2.8961 2020-08-13 12:59:15,401 - mmaction - INFO - Epoch [38][620/940] lr: 4.000e-02, eta: 15:22:41, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.5584, top5_acc: 0.7852, loss_cls: 1.8999, loss: 1.8999, grad_norm: 2.9158 2020-08-13 12:59:35,115 - mmaction - INFO - Epoch [38][640/940] lr: 4.000e-02, eta: 15:22:23, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.5588, top5_acc: 0.7879, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.8374 2020-08-13 12:59:54,429 - mmaction - INFO - Epoch [38][660/940] lr: 4.000e-02, eta: 15:22:05, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.5596, top5_acc: 0.7875, loss_cls: 1.8714, loss: 1.8714, grad_norm: 2.7746 2020-08-13 13:00:19,403 - mmaction - INFO - Epoch [38][680/940] lr: 4.000e-02, eta: 15:21:56, time: 1.238, data_time: 0.006, memory: 6440, top1_acc: 0.5561, top5_acc: 0.7816, loss_cls: 1.9168, loss: 1.9168, grad_norm: 2.8936 2020-08-13 13:00:36,644 - mmaction - INFO - Epoch [38][700/940] lr: 4.000e-02, eta: 15:21:35, time: 0.873, data_time: 0.028, memory: 6440, top1_acc: 0.5537, top5_acc: 0.7877, loss_cls: 1.8919, loss: 1.8919, grad_norm: 2.9482 2020-08-13 13:00:55,682 - mmaction - INFO - Epoch [38][720/940] lr: 4.000e-02, eta: 15:21:16, time: 0.951, data_time: 0.007, memory: 6440, top1_acc: 0.5475, top5_acc: 0.7789, loss_cls: 1.9252, loss: 1.9252, grad_norm: 2.9059 2020-08-13 13:01:16,217 - mmaction - INFO - Epoch [38][740/940] lr: 4.000e-02, eta: 15:21:00, time: 1.028, data_time: 0.005, memory: 6440, top1_acc: 0.5459, top5_acc: 0.7748, loss_cls: 1.9290, loss: 1.9290, grad_norm: 2.9614 2020-08-13 13:01:36,815 - mmaction - INFO - Epoch [38][760/940] lr: 4.000e-02, eta: 15:20:44, time: 1.030, data_time: 0.003, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7867, loss_cls: 1.8634, loss: 1.8634, grad_norm: 2.8718 2020-08-13 13:01:55,118 - mmaction - INFO - Epoch [38][780/940] lr: 4.000e-02, eta: 15:20:24, time: 0.913, data_time: 0.006, memory: 6440, top1_acc: 0.5355, top5_acc: 0.7756, loss_cls: 1.9310, loss: 1.9310, grad_norm: 2.9161 2020-08-13 13:02:14,175 - mmaction - INFO - Epoch [38][800/940] lr: 4.000e-02, eta: 15:20:05, time: 0.953, data_time: 0.006, memory: 6440, top1_acc: 0.5543, top5_acc: 0.7863, loss_cls: 1.8769, loss: 1.8769, grad_norm: 2.9291 2020-08-13 13:02:33,839 - mmaction - INFO - Epoch [38][820/940] lr: 4.000e-02, eta: 15:19:48, time: 0.985, data_time: 0.008, memory: 6440, top1_acc: 0.5451, top5_acc: 0.7844, loss_cls: 1.9237, loss: 1.9237, grad_norm: 2.9486 2020-08-13 13:02:55,276 - mmaction - INFO - Epoch [38][840/940] lr: 4.000e-02, eta: 15:19:33, time: 1.069, data_time: 0.005, memory: 6440, top1_acc: 0.5590, top5_acc: 0.7732, loss_cls: 1.8921, loss: 1.8921, grad_norm: 2.8515 2020-08-13 13:03:15,691 - mmaction - INFO - Epoch [38][860/940] lr: 4.000e-02, eta: 15:19:16, time: 1.021, data_time: 0.007, memory: 6440, top1_acc: 0.5416, top5_acc: 0.7740, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.8990 2020-08-13 13:03:34,540 - mmaction - INFO - Epoch [38][880/940] lr: 4.000e-02, eta: 15:18:57, time: 0.944, data_time: 0.004, memory: 6440, top1_acc: 0.5473, top5_acc: 0.7777, loss_cls: 1.9290, loss: 1.9290, grad_norm: 2.8972 2020-08-13 13:03:53,268 - mmaction - INFO - Epoch [38][900/940] lr: 4.000e-02, eta: 15:18:38, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7816, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.8615 2020-08-13 13:04:12,388 - mmaction - INFO - Epoch [38][920/940] lr: 4.000e-02, eta: 15:18:20, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.5592, top5_acc: 0.7826, loss_cls: 1.9052, loss: 1.9052, grad_norm: 2.9156 2020-08-13 13:04:29,885 - mmaction - INFO - Epoch [38][940/940] lr: 4.000e-02, eta: 15:17:59, time: 0.877, data_time: 0.008, memory: 6440, top1_acc: 0.5574, top5_acc: 0.7918, loss_cls: 1.8683, loss: 1.8683, grad_norm: 2.9405 2020-08-13 13:04:30,324 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-08-13 13:04:59,986 - mmaction - INFO - Epoch [39][20/940] lr: 4.000e-02, eta: 15:17:56, time: 1.451, data_time: 0.639, memory: 6440, top1_acc: 0.5465, top5_acc: 0.7811, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.9073 2020-08-13 13:05:18,387 - mmaction - INFO - Epoch [39][40/940] lr: 4.000e-02, eta: 15:17:36, time: 0.921, data_time: 0.004, memory: 6440, top1_acc: 0.5674, top5_acc: 0.7887, loss_cls: 1.8622, loss: 1.8622, grad_norm: 2.9339 2020-08-13 13:05:38,252 - mmaction - INFO - Epoch [39][60/940] lr: 4.000e-02, eta: 15:17:19, time: 0.978, data_time: 0.006, memory: 6440, top1_acc: 0.5590, top5_acc: 0.7967, loss_cls: 1.8377, loss: 1.8377, grad_norm: 2.8442 2020-08-13 13:05:55,659 - mmaction - INFO - Epoch [39][80/940] lr: 4.000e-02, eta: 15:16:57, time: 0.876, data_time: 0.021, memory: 6440, top1_acc: 0.5617, top5_acc: 0.7916, loss_cls: 1.8408, loss: 1.8408, grad_norm: 2.8542 2020-08-13 13:06:15,543 - mmaction - INFO - Epoch [39][100/940] lr: 4.000e-02, eta: 15:16:40, time: 1.002, data_time: 0.013, memory: 6440, top1_acc: 0.5600, top5_acc: 0.7863, loss_cls: 1.8623, loss: 1.8623, grad_norm: 2.8757 2020-08-13 13:06:34,027 - mmaction - INFO - Epoch [39][120/940] lr: 4.000e-02, eta: 15:16:21, time: 0.924, data_time: 0.003, memory: 6440, top1_acc: 0.5594, top5_acc: 0.7906, loss_cls: 1.8481, loss: 1.8481, grad_norm: 2.9526 2020-08-13 13:06:51,162 - mmaction - INFO - Epoch [39][140/940] lr: 4.000e-02, eta: 15:15:59, time: 0.858, data_time: 0.005, memory: 6440, top1_acc: 0.5691, top5_acc: 0.7893, loss_cls: 1.8354, loss: 1.8354, grad_norm: 2.9100 2020-08-13 13:07:10,554 - mmaction - INFO - Epoch [39][160/940] lr: 4.000e-02, eta: 15:15:41, time: 0.967, data_time: 0.006, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7842, loss_cls: 1.8882, loss: 1.8882, grad_norm: 2.9207 2020-08-13 13:07:29,340 - mmaction - INFO - Epoch [39][180/940] lr: 4.000e-02, eta: 15:15:22, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.5619, top5_acc: 0.7910, loss_cls: 1.8538, loss: 1.8538, grad_norm: 2.9158 2020-08-13 13:07:47,922 - mmaction - INFO - Epoch [39][200/940] lr: 4.000e-02, eta: 15:15:02, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.5582, top5_acc: 0.7797, loss_cls: 1.8949, loss: 1.8949, grad_norm: 2.9375 2020-08-13 13:08:07,312 - mmaction - INFO - Epoch [39][220/940] lr: 4.000e-02, eta: 15:14:44, time: 0.971, data_time: 0.010, memory: 6440, top1_acc: 0.5686, top5_acc: 0.7850, loss_cls: 1.8692, loss: 1.8692, grad_norm: 2.8948 2020-08-13 13:08:26,515 - mmaction - INFO - Epoch [39][240/940] lr: 4.000e-02, eta: 15:14:26, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7818, loss_cls: 1.9259, loss: 1.9259, grad_norm: 2.9726 2020-08-13 13:08:43,521 - mmaction - INFO - Epoch [39][260/940] lr: 4.000e-02, eta: 15:14:04, time: 0.850, data_time: 0.005, memory: 6440, top1_acc: 0.5535, top5_acc: 0.7807, loss_cls: 1.8999, loss: 1.8999, grad_norm: 2.9166 2020-08-13 13:09:03,539 - mmaction - INFO - Epoch [39][280/940] lr: 4.000e-02, eta: 15:13:47, time: 0.999, data_time: 0.005, memory: 6440, top1_acc: 0.5621, top5_acc: 0.7914, loss_cls: 1.8571, loss: 1.8571, grad_norm: 2.8797 2020-08-13 13:09:23,428 - mmaction - INFO - Epoch [39][300/940] lr: 4.000e-02, eta: 15:13:29, time: 0.997, data_time: 0.006, memory: 6440, top1_acc: 0.5604, top5_acc: 0.7854, loss_cls: 1.8727, loss: 1.8727, grad_norm: 2.9271 2020-08-13 13:09:41,684 - mmaction - INFO - Epoch [39][320/940] lr: 4.000e-02, eta: 15:13:10, time: 0.913, data_time: 0.002, memory: 6440, top1_acc: 0.5572, top5_acc: 0.7889, loss_cls: 1.8672, loss: 1.8672, grad_norm: 2.9087 2020-08-13 13:10:00,840 - mmaction - INFO - Epoch [39][340/940] lr: 4.000e-02, eta: 15:12:51, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.5545, top5_acc: 0.7811, loss_cls: 1.9046, loss: 1.9046, grad_norm: 2.9568 2020-08-13 13:10:20,956 - mmaction - INFO - Epoch [39][360/940] lr: 4.000e-02, eta: 15:12:34, time: 1.008, data_time: 0.007, memory: 6440, top1_acc: 0.5654, top5_acc: 0.7871, loss_cls: 1.8570, loss: 1.8570, grad_norm: 2.8296 2020-08-13 13:10:38,315 - mmaction - INFO - Epoch [39][380/940] lr: 4.000e-02, eta: 15:12:13, time: 0.865, data_time: 0.005, memory: 6440, top1_acc: 0.5490, top5_acc: 0.7822, loss_cls: 1.8734, loss: 1.8734, grad_norm: 2.9259 2020-08-13 13:10:58,870 - mmaction - INFO - Epoch [39][400/940] lr: 4.000e-02, eta: 15:11:56, time: 1.029, data_time: 0.007, memory: 6440, top1_acc: 0.5514, top5_acc: 0.7758, loss_cls: 1.9416, loss: 1.9416, grad_norm: 2.9663 2020-08-13 13:11:17,460 - mmaction - INFO - Epoch [39][420/940] lr: 4.000e-02, eta: 15:11:37, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.5674, top5_acc: 0.7939, loss_cls: 1.8379, loss: 1.8379, grad_norm: 2.8543 2020-08-13 13:11:36,409 - mmaction - INFO - Epoch [39][440/940] lr: 4.000e-02, eta: 15:11:18, time: 0.948, data_time: 0.010, memory: 6440, top1_acc: 0.5539, top5_acc: 0.7820, loss_cls: 1.8885, loss: 1.8885, grad_norm: 2.9261 2020-08-13 13:11:55,318 - mmaction - INFO - Epoch [39][460/940] lr: 4.000e-02, eta: 15:10:59, time: 0.948, data_time: 0.007, memory: 6440, top1_acc: 0.5572, top5_acc: 0.7818, loss_cls: 1.8917, loss: 1.8917, grad_norm: 2.8925 2020-08-13 13:12:13,596 - mmaction - INFO - Epoch [39][480/940] lr: 4.000e-02, eta: 15:10:39, time: 0.912, data_time: 0.002, memory: 6440, top1_acc: 0.5602, top5_acc: 0.7826, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.9603 2020-08-13 13:12:31,706 - mmaction - INFO - Epoch [39][500/940] lr: 4.000e-02, eta: 15:10:19, time: 0.905, data_time: 0.009, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7701, loss_cls: 1.9485, loss: 1.9485, grad_norm: 2.9135 2020-08-13 13:12:50,219 - mmaction - INFO - Epoch [39][520/940] lr: 4.000e-02, eta: 15:10:00, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.5564, top5_acc: 0.7895, loss_cls: 1.8839, loss: 1.8839, grad_norm: 2.8856 2020-08-13 13:13:09,194 - mmaction - INFO - Epoch [39][540/940] lr: 4.000e-02, eta: 15:09:41, time: 0.947, data_time: 0.006, memory: 6440, top1_acc: 0.5551, top5_acc: 0.7805, loss_cls: 1.9053, loss: 1.9053, grad_norm: 2.8806 2020-08-13 13:13:28,461 - mmaction - INFO - Epoch [39][560/940] lr: 4.000e-02, eta: 15:09:22, time: 0.966, data_time: 0.007, memory: 6440, top1_acc: 0.5561, top5_acc: 0.7838, loss_cls: 1.8694, loss: 1.8694, grad_norm: 2.9253 2020-08-13 13:13:46,191 - mmaction - INFO - Epoch [39][580/940] lr: 4.000e-02, eta: 15:09:02, time: 0.882, data_time: 0.005, memory: 6440, top1_acc: 0.5533, top5_acc: 0.7777, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.9126 2020-08-13 13:14:05,280 - mmaction - INFO - Epoch [39][600/940] lr: 4.000e-02, eta: 15:08:43, time: 0.959, data_time: 0.008, memory: 6440, top1_acc: 0.5523, top5_acc: 0.7904, loss_cls: 1.8847, loss: 1.8847, grad_norm: 2.9527 2020-08-13 13:14:24,227 - mmaction - INFO - Epoch [39][620/940] lr: 4.000e-02, eta: 15:08:24, time: 0.944, data_time: 0.005, memory: 6440, top1_acc: 0.5521, top5_acc: 0.7857, loss_cls: 1.8880, loss: 1.8880, grad_norm: 2.9152 2020-08-13 13:14:44,055 - mmaction - INFO - Epoch [39][640/940] lr: 4.000e-02, eta: 15:08:07, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.5531, top5_acc: 0.7891, loss_cls: 1.8773, loss: 1.8773, grad_norm: 2.9535 2020-08-13 13:15:03,302 - mmaction - INFO - Epoch [39][660/940] lr: 4.000e-02, eta: 15:07:48, time: 0.964, data_time: 0.008, memory: 6440, top1_acc: 0.5461, top5_acc: 0.7893, loss_cls: 1.9048, loss: 1.9048, grad_norm: 2.9327 2020-08-13 13:15:23,427 - mmaction - INFO - Epoch [39][680/940] lr: 4.000e-02, eta: 15:07:31, time: 1.007, data_time: 0.003, memory: 6440, top1_acc: 0.5646, top5_acc: 0.7895, loss_cls: 1.8656, loss: 1.8656, grad_norm: 2.8431 2020-08-13 13:15:40,969 - mmaction - INFO - Epoch [39][700/940] lr: 4.000e-02, eta: 15:07:10, time: 0.878, data_time: 0.008, memory: 6440, top1_acc: 0.5654, top5_acc: 0.7875, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.8716 2020-08-13 13:16:00,166 - mmaction - INFO - Epoch [39][720/940] lr: 4.000e-02, eta: 15:06:52, time: 0.957, data_time: 0.003, memory: 6440, top1_acc: 0.5574, top5_acc: 0.7916, loss_cls: 1.8723, loss: 1.8723, grad_norm: 2.9105 2020-08-13 13:16:18,092 - mmaction - INFO - Epoch [39][740/940] lr: 4.000e-02, eta: 15:06:32, time: 0.899, data_time: 0.009, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7830, loss_cls: 1.9102, loss: 1.9102, grad_norm: 2.9925 2020-08-13 13:16:39,596 - mmaction - INFO - Epoch [39][760/940] lr: 4.000e-02, eta: 15:06:17, time: 1.072, data_time: 0.005, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7797, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.9310 2020-08-13 13:16:56,427 - mmaction - INFO - Epoch [39][780/940] lr: 4.000e-02, eta: 15:05:54, time: 0.842, data_time: 0.007, memory: 6440, top1_acc: 0.5406, top5_acc: 0.7840, loss_cls: 1.9231, loss: 1.9231, grad_norm: 2.9494 2020-08-13 13:17:16,181 - mmaction - INFO - Epoch [39][800/940] lr: 4.000e-02, eta: 15:05:37, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.5477, top5_acc: 0.7844, loss_cls: 1.8893, loss: 1.8893, grad_norm: 2.8981 2020-08-13 13:17:35,500 - mmaction - INFO - Epoch [39][820/940] lr: 4.000e-02, eta: 15:05:19, time: 0.968, data_time: 0.004, memory: 6440, top1_acc: 0.5494, top5_acc: 0.7764, loss_cls: 1.9313, loss: 1.9313, grad_norm: 2.8923 2020-08-13 13:17:54,435 - mmaction - INFO - Epoch [39][840/940] lr: 4.000e-02, eta: 15:05:00, time: 0.944, data_time: 0.006, memory: 6440, top1_acc: 0.5586, top5_acc: 0.7830, loss_cls: 1.8769, loss: 1.8769, grad_norm: 2.8465 2020-08-13 13:18:13,474 - mmaction - INFO - Epoch [39][860/940] lr: 4.000e-02, eta: 15:04:41, time: 0.953, data_time: 0.007, memory: 6440, top1_acc: 0.5420, top5_acc: 0.7838, loss_cls: 1.9276, loss: 1.9276, grad_norm: 2.8621 2020-08-13 13:18:33,500 - mmaction - INFO - Epoch [39][880/940] lr: 4.000e-02, eta: 15:04:24, time: 0.999, data_time: 0.008, memory: 6440, top1_acc: 0.5518, top5_acc: 0.7764, loss_cls: 1.9183, loss: 1.9183, grad_norm: 2.8687 2020-08-13 13:18:53,540 - mmaction - INFO - Epoch [39][900/940] lr: 4.000e-02, eta: 15:04:07, time: 1.005, data_time: 0.007, memory: 6440, top1_acc: 0.5551, top5_acc: 0.7797, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.9088 2020-08-13 13:19:12,027 - mmaction - INFO - Epoch [39][920/940] lr: 4.000e-02, eta: 15:03:47, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7773, loss_cls: 1.9357, loss: 1.9357, grad_norm: 2.9462 2020-08-13 13:19:30,889 - mmaction - INFO - Epoch [39][940/940] lr: 4.000e-02, eta: 15:03:28, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.5674, top5_acc: 0.7920, loss_cls: 1.8545, loss: 1.8545, grad_norm: 2.8537 2020-08-13 13:19:31,098 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-08-13 13:19:56,807 - mmaction - INFO - Epoch [40][20/940] lr: 4.000e-02, eta: 15:03:19, time: 1.258, data_time: 0.463, memory: 6440, top1_acc: 0.5672, top5_acc: 0.7869, loss_cls: 1.8374, loss: 1.8374, grad_norm: 2.9196 2020-08-13 13:20:14,460 - mmaction - INFO - Epoch [40][40/940] lr: 4.000e-02, eta: 15:02:58, time: 0.879, data_time: 0.005, memory: 6440, top1_acc: 0.5564, top5_acc: 0.7875, loss_cls: 1.8412, loss: 1.8412, grad_norm: 2.9264 2020-08-13 13:20:33,213 - mmaction - INFO - Epoch [40][60/940] lr: 4.000e-02, eta: 15:02:39, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.5639, top5_acc: 0.7902, loss_cls: 1.8771, loss: 1.8771, grad_norm: 3.0037 2020-08-13 13:20:52,819 - mmaction - INFO - Epoch [40][80/940] lr: 4.000e-02, eta: 15:02:21, time: 0.979, data_time: 0.005, memory: 6440, top1_acc: 0.5742, top5_acc: 0.7881, loss_cls: 1.8467, loss: 1.8467, grad_norm: 2.8605 2020-08-13 13:21:12,154 - mmaction - INFO - Epoch [40][100/940] lr: 4.000e-02, eta: 15:02:03, time: 0.968, data_time: 0.005, memory: 6440, top1_acc: 0.5547, top5_acc: 0.7848, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.8767 2020-08-13 13:21:30,339 - mmaction - INFO - Epoch [40][120/940] lr: 4.000e-02, eta: 15:01:43, time: 0.907, data_time: 0.006, memory: 6440, top1_acc: 0.5539, top5_acc: 0.7867, loss_cls: 1.9043, loss: 1.9043, grad_norm: 2.9241 2020-08-13 13:21:50,904 - mmaction - INFO - Epoch [40][140/940] lr: 4.000e-02, eta: 15:01:27, time: 1.031, data_time: 0.007, memory: 6440, top1_acc: 0.5564, top5_acc: 0.7896, loss_cls: 1.8709, loss: 1.8709, grad_norm: 2.9807 2020-08-13 13:22:09,703 - mmaction - INFO - Epoch [40][160/940] lr: 4.000e-02, eta: 15:01:07, time: 0.937, data_time: 0.004, memory: 6440, top1_acc: 0.5590, top5_acc: 0.7912, loss_cls: 1.8530, loss: 1.8530, grad_norm: 3.0299 2020-08-13 13:22:28,314 - mmaction - INFO - Epoch [40][180/940] lr: 4.000e-02, eta: 15:00:48, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.5611, top5_acc: 0.7951, loss_cls: 1.8487, loss: 1.8487, grad_norm: 2.9412 2020-08-13 13:22:46,761 - mmaction - INFO - Epoch [40][200/940] lr: 4.000e-02, eta: 15:00:28, time: 0.923, data_time: 0.004, memory: 6440, top1_acc: 0.5646, top5_acc: 0.7850, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.8981 2020-08-13 13:23:07,701 - mmaction - INFO - Epoch [40][220/940] lr: 4.000e-02, eta: 15:00:13, time: 1.049, data_time: 0.006, memory: 6440, top1_acc: 0.5701, top5_acc: 0.7930, loss_cls: 1.8379, loss: 1.8379, grad_norm: 2.9110 2020-08-13 13:23:25,383 - mmaction - INFO - Epoch [40][240/940] lr: 4.000e-02, eta: 14:59:52, time: 0.884, data_time: 0.002, memory: 6440, top1_acc: 0.5463, top5_acc: 0.7850, loss_cls: 1.8920, loss: 1.8920, grad_norm: 2.9197 2020-08-13 13:23:44,708 - mmaction - INFO - Epoch [40][260/940] lr: 4.000e-02, eta: 14:59:34, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.5582, top5_acc: 0.7762, loss_cls: 1.8998, loss: 1.8998, grad_norm: 2.9057 2020-08-13 13:24:02,952 - mmaction - INFO - Epoch [40][280/940] lr: 4.000e-02, eta: 14:59:14, time: 0.911, data_time: 0.005, memory: 6440, top1_acc: 0.5633, top5_acc: 0.7943, loss_cls: 1.8363, loss: 1.8363, grad_norm: 2.9560 2020-08-13 13:24:20,326 - mmaction - INFO - Epoch [40][300/940] lr: 4.000e-02, eta: 14:58:52, time: 0.868, data_time: 0.009, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7812, loss_cls: 1.8786, loss: 1.8786, grad_norm: 2.8747 2020-08-13 13:24:40,286 - mmaction - INFO - Epoch [40][320/940] lr: 4.000e-02, eta: 14:58:35, time: 1.001, data_time: 0.007, memory: 6440, top1_acc: 0.5645, top5_acc: 0.7914, loss_cls: 1.8851, loss: 1.8851, grad_norm: 2.9585 2020-08-13 13:25:00,666 - mmaction - INFO - Epoch [40][340/940] lr: 4.000e-02, eta: 14:58:18, time: 1.017, data_time: 0.006, memory: 6440, top1_acc: 0.5484, top5_acc: 0.7816, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.9466 2020-08-13 13:25:18,598 - mmaction - INFO - Epoch [40][360/940] lr: 4.000e-02, eta: 14:57:58, time: 0.899, data_time: 0.006, memory: 6440, top1_acc: 0.5768, top5_acc: 0.7885, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.8780 2020-08-13 13:25:36,783 - mmaction - INFO - Epoch [40][380/940] lr: 4.000e-02, eta: 14:57:38, time: 0.906, data_time: 0.005, memory: 6440, top1_acc: 0.5576, top5_acc: 0.7824, loss_cls: 1.8873, loss: 1.8873, grad_norm: 2.9487 2020-08-13 13:25:57,121 - mmaction - INFO - Epoch [40][400/940] lr: 4.000e-02, eta: 14:57:21, time: 1.018, data_time: 0.007, memory: 6440, top1_acc: 0.5604, top5_acc: 0.7811, loss_cls: 1.8824, loss: 1.8824, grad_norm: 2.9267 2020-08-13 13:26:16,166 - mmaction - INFO - Epoch [40][420/940] lr: 4.000e-02, eta: 14:57:03, time: 0.955, data_time: 0.009, memory: 6440, top1_acc: 0.5496, top5_acc: 0.7834, loss_cls: 1.8811, loss: 1.8811, grad_norm: 2.9535 2020-08-13 13:26:34,630 - mmaction - INFO - Epoch [40][440/940] lr: 4.000e-02, eta: 14:56:43, time: 0.922, data_time: 0.002, memory: 6440, top1_acc: 0.5510, top5_acc: 0.7795, loss_cls: 1.9217, loss: 1.9217, grad_norm: 2.8765 2020-08-13 13:26:52,279 - mmaction - INFO - Epoch [40][460/940] lr: 4.000e-02, eta: 14:56:22, time: 0.882, data_time: 0.006, memory: 6440, top1_acc: 0.5705, top5_acc: 0.7992, loss_cls: 1.8210, loss: 1.8210, grad_norm: 2.8992 2020-08-13 13:27:09,364 - mmaction - INFO - Epoch [40][480/940] lr: 4.000e-02, eta: 14:56:00, time: 0.856, data_time: 0.006, memory: 6440, top1_acc: 0.5510, top5_acc: 0.7799, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.9245 2020-08-13 13:27:29,572 - mmaction - INFO - Epoch [40][500/940] lr: 4.000e-02, eta: 14:55:43, time: 1.008, data_time: 0.005, memory: 6440, top1_acc: 0.5496, top5_acc: 0.7855, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.9470 2020-08-13 13:27:46,541 - mmaction - INFO - Epoch [40][520/940] lr: 4.000e-02, eta: 14:55:22, time: 0.850, data_time: 0.006, memory: 6440, top1_acc: 0.5641, top5_acc: 0.7883, loss_cls: 1.8833, loss: 1.8833, grad_norm: 2.9307 2020-08-13 13:28:05,275 - mmaction - INFO - Epoch [40][540/940] lr: 4.000e-02, eta: 14:55:02, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.5514, top5_acc: 0.7852, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.9553 2020-08-13 13:28:24,765 - mmaction - INFO - Epoch [40][560/940] lr: 4.000e-02, eta: 14:54:44, time: 0.978, data_time: 0.008, memory: 6440, top1_acc: 0.5547, top5_acc: 0.7832, loss_cls: 1.9239, loss: 1.9239, grad_norm: 2.9007 2020-08-13 13:28:42,813 - mmaction - INFO - Epoch [40][580/940] lr: 4.000e-02, eta: 14:54:24, time: 0.901, data_time: 0.007, memory: 6440, top1_acc: 0.5656, top5_acc: 0.7947, loss_cls: 1.8438, loss: 1.8438, grad_norm: 2.8388 2020-08-13 13:29:02,832 - mmaction - INFO - Epoch [40][600/940] lr: 4.000e-02, eta: 14:54:07, time: 1.005, data_time: 0.008, memory: 6440, top1_acc: 0.5480, top5_acc: 0.7850, loss_cls: 1.8815, loss: 1.8815, grad_norm: 2.8914 2020-08-13 13:29:21,050 - mmaction - INFO - Epoch [40][620/940] lr: 4.000e-02, eta: 14:53:47, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.5539, top5_acc: 0.7939, loss_cls: 1.8695, loss: 1.8695, grad_norm: 2.9328 2020-08-13 13:29:38,999 - mmaction - INFO - Epoch [40][640/940] lr: 4.000e-02, eta: 14:53:27, time: 0.902, data_time: 0.009, memory: 6440, top1_acc: 0.5627, top5_acc: 0.7928, loss_cls: 1.8658, loss: 1.8658, grad_norm: 2.9033 2020-08-13 13:29:57,094 - mmaction - INFO - Epoch [40][660/940] lr: 4.000e-02, eta: 14:53:07, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.5566, top5_acc: 0.7891, loss_cls: 1.8783, loss: 1.8783, grad_norm: 2.8862 2020-08-13 13:30:12,903 - mmaction - INFO - Epoch [40][680/940] lr: 4.000e-02, eta: 14:52:43, time: 0.790, data_time: 0.002, memory: 6440, top1_acc: 0.5428, top5_acc: 0.7768, loss_cls: 1.9239, loss: 1.9239, grad_norm: 2.9330 2020-08-13 13:30:30,612 - mmaction - INFO - Epoch [40][700/940] lr: 4.000e-02, eta: 14:52:22, time: 0.882, data_time: 0.006, memory: 6440, top1_acc: 0.5604, top5_acc: 0.7814, loss_cls: 1.8710, loss: 1.8710, grad_norm: 2.8961 2020-08-13 13:30:50,058 - mmaction - INFO - Epoch [40][720/940] lr: 4.000e-02, eta: 14:52:04, time: 0.976, data_time: 0.009, memory: 6440, top1_acc: 0.5563, top5_acc: 0.7937, loss_cls: 1.8432, loss: 1.8432, grad_norm: 2.8893 2020-08-13 13:31:07,221 - mmaction - INFO - Epoch [40][740/940] lr: 4.000e-02, eta: 14:51:42, time: 0.854, data_time: 0.006, memory: 6440, top1_acc: 0.5559, top5_acc: 0.7896, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.8828 2020-08-13 13:31:25,299 - mmaction - INFO - Epoch [40][760/940] lr: 4.000e-02, eta: 14:51:22, time: 0.904, data_time: 0.008, memory: 6440, top1_acc: 0.5557, top5_acc: 0.7846, loss_cls: 1.8956, loss: 1.8956, grad_norm: 2.9544 2020-08-13 13:31:45,435 - mmaction - INFO - Epoch [40][780/940] lr: 4.000e-02, eta: 14:51:05, time: 1.008, data_time: 0.011, memory: 6440, top1_acc: 0.5574, top5_acc: 0.7887, loss_cls: 1.8784, loss: 1.8784, grad_norm: 2.9789 2020-08-13 13:32:03,378 - mmaction - INFO - Epoch [40][800/940] lr: 4.000e-02, eta: 14:50:45, time: 0.899, data_time: 0.005, memory: 6440, top1_acc: 0.5379, top5_acc: 0.7820, loss_cls: 1.9195, loss: 1.9195, grad_norm: 2.9589 2020-08-13 13:32:22,757 - mmaction - INFO - Epoch [40][820/940] lr: 4.000e-02, eta: 14:50:27, time: 0.968, data_time: 0.009, memory: 6440, top1_acc: 0.5539, top5_acc: 0.7805, loss_cls: 1.9156, loss: 1.9156, grad_norm: 2.8800 2020-08-13 13:32:42,385 - mmaction - INFO - Epoch [40][840/940] lr: 4.000e-02, eta: 14:50:09, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.5568, top5_acc: 0.7797, loss_cls: 1.9079, loss: 1.9079, grad_norm: 2.9299 2020-08-13 13:33:00,544 - mmaction - INFO - Epoch [40][860/940] lr: 4.000e-02, eta: 14:49:49, time: 0.909, data_time: 0.010, memory: 6440, top1_acc: 0.5516, top5_acc: 0.7879, loss_cls: 1.9016, loss: 1.9016, grad_norm: 2.9428 2020-08-13 13:33:20,693 - mmaction - INFO - Epoch [40][880/940] lr: 4.000e-02, eta: 14:49:32, time: 1.007, data_time: 0.002, memory: 6440, top1_acc: 0.5545, top5_acc: 0.7836, loss_cls: 1.8906, loss: 1.8906, grad_norm: 2.9185 2020-08-13 13:33:38,589 - mmaction - INFO - Epoch [40][900/940] lr: 4.000e-02, eta: 14:49:11, time: 0.894, data_time: 0.002, memory: 6440, top1_acc: 0.5482, top5_acc: 0.7869, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.9326 2020-08-13 13:33:57,682 - mmaction - INFO - Epoch [40][920/940] lr: 4.000e-02, eta: 14:48:53, time: 0.954, data_time: 0.003, memory: 6440, top1_acc: 0.5557, top5_acc: 0.7906, loss_cls: 1.9018, loss: 1.9018, grad_norm: 2.9306 2020-08-13 13:34:13,848 - mmaction - INFO - Epoch [40][940/940] lr: 4.000e-02, eta: 14:48:30, time: 0.810, data_time: 0.006, memory: 6440, top1_acc: 0.5412, top5_acc: 0.7754, loss_cls: 1.9524, loss: 1.9524, grad_norm: 3.0211 2020-08-13 13:34:14,150 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-08-13 13:34:38,694 - mmaction - INFO - Epoch [41][20/940] lr: 4.000e-03, eta: 14:48:19, time: 1.199, data_time: 0.446, memory: 6440, top1_acc: 0.5850, top5_acc: 0.7979, loss_cls: 1.7900, loss: 1.7900, grad_norm: 2.7923 2020-08-13 13:34:57,361 - mmaction - INFO - Epoch [41][40/940] lr: 4.000e-03, eta: 14:47:59, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.5887, top5_acc: 0.8012, loss_cls: 1.7670, loss: 1.7670, grad_norm: 2.7493 2020-08-13 13:35:17,765 - mmaction - INFO - Epoch [41][60/940] lr: 4.000e-03, eta: 14:47:43, time: 1.019, data_time: 0.006, memory: 6440, top1_acc: 0.5867, top5_acc: 0.8152, loss_cls: 1.7419, loss: 1.7419, grad_norm: 2.7563 2020-08-13 13:35:35,391 - mmaction - INFO - Epoch [41][80/940] lr: 4.000e-03, eta: 14:47:22, time: 0.879, data_time: 0.009, memory: 6440, top1_acc: 0.6068, top5_acc: 0.8152, loss_cls: 1.6847, loss: 1.6847, grad_norm: 2.7362 2020-08-13 13:35:53,749 - mmaction - INFO - Epoch [41][100/940] lr: 4.000e-03, eta: 14:47:02, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.6010, top5_acc: 0.8258, loss_cls: 1.6518, loss: 1.6518, grad_norm: 2.7363 2020-08-13 13:36:16,241 - mmaction - INFO - Epoch [41][120/940] lr: 4.000e-03, eta: 14:46:49, time: 1.125, data_time: 0.008, memory: 6440, top1_acc: 0.6229, top5_acc: 0.8299, loss_cls: 1.5969, loss: 1.5969, grad_norm: 2.6935 2020-08-13 13:36:36,220 - mmaction - INFO - Epoch [41][140/940] lr: 4.000e-03, eta: 14:46:31, time: 1.002, data_time: 0.006, memory: 6440, top1_acc: 0.6086, top5_acc: 0.8211, loss_cls: 1.6443, loss: 1.6443, grad_norm: 2.7473 2020-08-13 13:36:54,976 - mmaction - INFO - Epoch [41][160/940] lr: 4.000e-03, eta: 14:46:12, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.6076, top5_acc: 0.8158, loss_cls: 1.6509, loss: 1.6509, grad_norm: 2.7371 2020-08-13 13:37:14,879 - mmaction - INFO - Epoch [41][180/940] lr: 4.000e-03, eta: 14:45:55, time: 0.999, data_time: 0.007, memory: 6440, top1_acc: 0.6094, top5_acc: 0.8246, loss_cls: 1.6276, loss: 1.6276, grad_norm: 2.7020 2020-08-13 13:37:32,036 - mmaction - INFO - Epoch [41][200/940] lr: 4.000e-03, eta: 14:45:33, time: 0.854, data_time: 0.005, memory: 6440, top1_acc: 0.6174, top5_acc: 0.8266, loss_cls: 1.6187, loss: 1.6187, grad_norm: 2.7461 2020-08-13 13:37:51,409 - mmaction - INFO - Epoch [41][220/940] lr: 4.000e-03, eta: 14:45:15, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.6158, top5_acc: 0.8301, loss_cls: 1.6083, loss: 1.6083, grad_norm: 2.7557 2020-08-13 13:38:09,778 - mmaction - INFO - Epoch [41][240/940] lr: 4.000e-03, eta: 14:44:55, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.6105, top5_acc: 0.8301, loss_cls: 1.6051, loss: 1.6051, grad_norm: 2.7961 2020-08-13 13:38:30,740 - mmaction - INFO - Epoch [41][260/940] lr: 4.000e-03, eta: 14:44:39, time: 1.049, data_time: 0.007, memory: 6440, top1_acc: 0.6168, top5_acc: 0.8250, loss_cls: 1.6053, loss: 1.6053, grad_norm: 2.7794 2020-08-13 13:38:48,963 - mmaction - INFO - Epoch [41][280/940] lr: 4.000e-03, eta: 14:44:19, time: 0.913, data_time: 0.009, memory: 6440, top1_acc: 0.6131, top5_acc: 0.8229, loss_cls: 1.5996, loss: 1.5996, grad_norm: 2.7213 2020-08-13 13:39:06,587 - mmaction - INFO - Epoch [41][300/940] lr: 4.000e-03, eta: 14:43:59, time: 0.883, data_time: 0.009, memory: 6440, top1_acc: 0.6209, top5_acc: 0.8367, loss_cls: 1.5851, loss: 1.5851, grad_norm: 2.7711 2020-08-13 13:39:25,529 - mmaction - INFO - Epoch [41][320/940] lr: 4.000e-03, eta: 14:43:40, time: 0.945, data_time: 0.005, memory: 6440, top1_acc: 0.6189, top5_acc: 0.8258, loss_cls: 1.6011, loss: 1.6011, grad_norm: 2.7566 2020-08-13 13:39:45,751 - mmaction - INFO - Epoch [41][340/940] lr: 4.000e-03, eta: 14:43:23, time: 1.014, data_time: 0.007, memory: 6440, top1_acc: 0.6188, top5_acc: 0.8211, loss_cls: 1.6022, loss: 1.6022, grad_norm: 2.7829 2020-08-13 13:40:03,686 - mmaction - INFO - Epoch [41][360/940] lr: 4.000e-03, eta: 14:43:02, time: 0.897, data_time: 0.008, memory: 6440, top1_acc: 0.6193, top5_acc: 0.8240, loss_cls: 1.6096, loss: 1.6096, grad_norm: 2.7734 2020-08-13 13:40:23,040 - mmaction - INFO - Epoch [41][380/940] lr: 4.000e-03, eta: 14:42:44, time: 0.967, data_time: 0.002, memory: 6440, top1_acc: 0.6285, top5_acc: 0.8309, loss_cls: 1.5500, loss: 1.5500, grad_norm: 2.7494 2020-08-13 13:40:41,547 - mmaction - INFO - Epoch [41][400/940] lr: 4.000e-03, eta: 14:42:25, time: 0.926, data_time: 0.007, memory: 6440, top1_acc: 0.6156, top5_acc: 0.8322, loss_cls: 1.5701, loss: 1.5701, grad_norm: 2.8125 2020-08-13 13:40:59,850 - mmaction - INFO - Epoch [41][420/940] lr: 4.000e-03, eta: 14:42:05, time: 0.913, data_time: 0.002, memory: 6440, top1_acc: 0.6172, top5_acc: 0.8271, loss_cls: 1.5881, loss: 1.5881, grad_norm: 2.8255 2020-08-13 13:41:18,740 - mmaction - INFO - Epoch [41][440/940] lr: 4.000e-03, eta: 14:41:46, time: 0.946, data_time: 0.008, memory: 6440, top1_acc: 0.6273, top5_acc: 0.8396, loss_cls: 1.5447, loss: 1.5447, grad_norm: 2.7901 2020-08-13 13:41:38,313 - mmaction - INFO - Epoch [41][460/940] lr: 4.000e-03, eta: 14:41:28, time: 0.976, data_time: 0.006, memory: 6440, top1_acc: 0.6299, top5_acc: 0.8316, loss_cls: 1.5513, loss: 1.5513, grad_norm: 2.7856 2020-08-13 13:41:56,519 - mmaction - INFO - Epoch [41][480/940] lr: 4.000e-03, eta: 14:41:08, time: 0.912, data_time: 0.007, memory: 6440, top1_acc: 0.6176, top5_acc: 0.8199, loss_cls: 1.6210, loss: 1.6210, grad_norm: 2.8350 2020-08-13 13:42:15,014 - mmaction - INFO - Epoch [41][500/940] lr: 4.000e-03, eta: 14:40:49, time: 0.923, data_time: 0.006, memory: 6440, top1_acc: 0.6234, top5_acc: 0.8287, loss_cls: 1.5639, loss: 1.5639, grad_norm: 2.8101 2020-08-13 13:42:34,068 - mmaction - INFO - Epoch [41][520/940] lr: 4.000e-03, eta: 14:40:30, time: 0.955, data_time: 0.008, memory: 6440, top1_acc: 0.6143, top5_acc: 0.8193, loss_cls: 1.6273, loss: 1.6273, grad_norm: 2.8651 2020-08-13 13:42:53,410 - mmaction - INFO - Epoch [41][540/940] lr: 4.000e-03, eta: 14:40:12, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.6283, top5_acc: 0.8355, loss_cls: 1.5506, loss: 1.5506, grad_norm: 2.7887 2020-08-13 13:43:12,996 - mmaction - INFO - Epoch [41][560/940] lr: 4.000e-03, eta: 14:39:54, time: 0.981, data_time: 0.007, memory: 6440, top1_acc: 0.6268, top5_acc: 0.8385, loss_cls: 1.5499, loss: 1.5499, grad_norm: 2.8157 2020-08-13 13:43:30,449 - mmaction - INFO - Epoch [41][580/940] lr: 4.000e-03, eta: 14:39:33, time: 0.873, data_time: 0.006, memory: 6440, top1_acc: 0.6186, top5_acc: 0.8275, loss_cls: 1.5577, loss: 1.5577, grad_norm: 2.8060 2020-08-13 13:43:50,358 - mmaction - INFO - Epoch [41][600/940] lr: 4.000e-03, eta: 14:39:15, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.6322, top5_acc: 0.8350, loss_cls: 1.5411, loss: 1.5411, grad_norm: 2.7981 2020-08-13 13:44:08,039 - mmaction - INFO - Epoch [41][620/940] lr: 4.000e-03, eta: 14:38:54, time: 0.880, data_time: 0.006, memory: 6440, top1_acc: 0.6164, top5_acc: 0.8242, loss_cls: 1.6025, loss: 1.6025, grad_norm: 2.7896 2020-08-13 13:44:28,829 - mmaction - INFO - Epoch [41][640/940] lr: 4.000e-03, eta: 14:38:38, time: 1.039, data_time: 0.007, memory: 6440, top1_acc: 0.6266, top5_acc: 0.8324, loss_cls: 1.5560, loss: 1.5560, grad_norm: 2.8066 2020-08-13 13:44:47,318 - mmaction - INFO - Epoch [41][660/940] lr: 4.000e-03, eta: 14:38:19, time: 0.924, data_time: 0.010, memory: 6440, top1_acc: 0.6248, top5_acc: 0.8322, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.7966 2020-08-13 13:45:04,819 - mmaction - INFO - Epoch [41][680/940] lr: 4.000e-03, eta: 14:37:58, time: 0.878, data_time: 0.008, memory: 6440, top1_acc: 0.6238, top5_acc: 0.8357, loss_cls: 1.5486, loss: 1.5486, grad_norm: 2.8134 2020-08-13 13:45:23,685 - mmaction - INFO - Epoch [41][700/940] lr: 4.000e-03, eta: 14:37:39, time: 0.945, data_time: 0.004, memory: 6440, top1_acc: 0.6357, top5_acc: 0.8346, loss_cls: 1.5343, loss: 1.5343, grad_norm: 2.7633 2020-08-13 13:45:43,483 - mmaction - INFO - Epoch [41][720/940] lr: 4.000e-03, eta: 14:37:21, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.6330, top5_acc: 0.8357, loss_cls: 1.5315, loss: 1.5315, grad_norm: 2.7900 2020-08-13 13:46:01,786 - mmaction - INFO - Epoch [41][740/940] lr: 4.000e-03, eta: 14:37:01, time: 0.917, data_time: 0.007, memory: 6440, top1_acc: 0.6328, top5_acc: 0.8369, loss_cls: 1.5331, loss: 1.5331, grad_norm: 2.7962 2020-08-13 13:46:22,114 - mmaction - INFO - Epoch [41][760/940] lr: 4.000e-03, eta: 14:36:45, time: 1.013, data_time: 0.006, memory: 6440, top1_acc: 0.6303, top5_acc: 0.8377, loss_cls: 1.5334, loss: 1.5334, grad_norm: 2.8672 2020-08-13 13:46:40,163 - mmaction - INFO - Epoch [41][780/940] lr: 4.000e-03, eta: 14:36:24, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.6387, top5_acc: 0.8471, loss_cls: 1.4782, loss: 1.4782, grad_norm: 2.8066 2020-08-13 13:46:58,972 - mmaction - INFO - Epoch [41][800/940] lr: 4.000e-03, eta: 14:36:05, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.6221, top5_acc: 0.8387, loss_cls: 1.5268, loss: 1.5268, grad_norm: 2.8187 2020-08-13 13:47:17,416 - mmaction - INFO - Epoch [41][820/940] lr: 4.000e-03, eta: 14:35:46, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.6201, top5_acc: 0.8320, loss_cls: 1.5704, loss: 1.5704, grad_norm: 2.8621 2020-08-13 13:47:36,419 - mmaction - INFO - Epoch [41][840/940] lr: 4.000e-03, eta: 14:35:27, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.6252, top5_acc: 0.8328, loss_cls: 1.5585, loss: 1.5585, grad_norm: 2.8223 2020-08-13 13:47:54,776 - mmaction - INFO - Epoch [41][860/940] lr: 4.000e-03, eta: 14:35:07, time: 0.914, data_time: 0.005, memory: 6440, top1_acc: 0.6289, top5_acc: 0.8369, loss_cls: 1.5374, loss: 1.5374, grad_norm: 2.8597 2020-08-13 13:48:13,405 - mmaction - INFO - Epoch [41][880/940] lr: 4.000e-03, eta: 14:34:48, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.6354, top5_acc: 0.8385, loss_cls: 1.5103, loss: 1.5103, grad_norm: 2.8577 2020-08-13 13:48:29,976 - mmaction - INFO - Epoch [41][900/940] lr: 4.000e-03, eta: 14:34:26, time: 0.828, data_time: 0.002, memory: 6440, top1_acc: 0.6293, top5_acc: 0.8354, loss_cls: 1.5461, loss: 1.5461, grad_norm: 2.8271 2020-08-13 13:48:48,659 - mmaction - INFO - Epoch [41][920/940] lr: 4.000e-03, eta: 14:34:06, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.6326, top5_acc: 0.8373, loss_cls: 1.5310, loss: 1.5310, grad_norm: 2.8253 2020-08-13 13:49:07,664 - mmaction - INFO - Epoch [41][940/940] lr: 4.000e-03, eta: 14:33:48, time: 0.954, data_time: 0.008, memory: 6440, top1_acc: 0.6276, top5_acc: 0.8346, loss_cls: 1.5429, loss: 1.5429, grad_norm: 2.8563 2020-08-13 13:49:07,970 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-08-13 13:49:32,643 - mmaction - INFO - Epoch [42][20/940] lr: 4.000e-03, eta: 14:33:36, time: 1.205, data_time: 0.420, memory: 6440, top1_acc: 0.6342, top5_acc: 0.8400, loss_cls: 1.5002, loss: 1.5002, grad_norm: 2.7954 2020-08-13 13:49:51,004 - mmaction - INFO - Epoch [42][40/940] lr: 4.000e-03, eta: 14:33:17, time: 0.922, data_time: 0.009, memory: 6440, top1_acc: 0.6463, top5_acc: 0.8457, loss_cls: 1.4785, loss: 1.4785, grad_norm: 2.8052 2020-08-13 13:50:11,028 - mmaction - INFO - Epoch [42][60/940] lr: 4.000e-03, eta: 14:32:59, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.6389, top5_acc: 0.8402, loss_cls: 1.4777, loss: 1.4777, grad_norm: 2.8524 2020-08-13 13:50:29,091 - mmaction - INFO - Epoch [42][80/940] lr: 4.000e-03, eta: 14:32:39, time: 0.902, data_time: 0.002, memory: 6440, top1_acc: 0.6318, top5_acc: 0.8391, loss_cls: 1.5198, loss: 1.5198, grad_norm: 2.8498 2020-08-13 13:50:48,497 - mmaction - INFO - Epoch [42][100/940] lr: 4.000e-03, eta: 14:32:21, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.6318, top5_acc: 0.8402, loss_cls: 1.5206, loss: 1.5206, grad_norm: 2.8420 2020-08-13 13:51:08,794 - mmaction - INFO - Epoch [42][120/940] lr: 4.000e-03, eta: 14:32:04, time: 1.019, data_time: 0.008, memory: 6440, top1_acc: 0.6262, top5_acc: 0.8359, loss_cls: 1.5312, loss: 1.5312, grad_norm: 2.8930 2020-08-13 13:51:26,339 - mmaction - INFO - Epoch [42][140/940] lr: 4.000e-03, eta: 14:31:43, time: 0.878, data_time: 0.003, memory: 6440, top1_acc: 0.6324, top5_acc: 0.8387, loss_cls: 1.5128, loss: 1.5128, grad_norm: 2.8506 2020-08-13 13:51:44,535 - mmaction - INFO - Epoch [42][160/940] lr: 4.000e-03, eta: 14:31:23, time: 0.908, data_time: 0.007, memory: 6440, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.5278, loss: 1.5278, grad_norm: 2.8448 2020-08-13 13:52:02,679 - mmaction - INFO - Epoch [42][180/940] lr: 4.000e-03, eta: 14:31:03, time: 0.908, data_time: 0.004, memory: 6440, top1_acc: 0.6312, top5_acc: 0.8352, loss_cls: 1.5358, loss: 1.5358, grad_norm: 2.8881 2020-08-13 13:52:21,090 - mmaction - INFO - Epoch [42][200/940] lr: 4.000e-03, eta: 14:30:44, time: 0.916, data_time: 0.007, memory: 6440, top1_acc: 0.6428, top5_acc: 0.8402, loss_cls: 1.5041, loss: 1.5041, grad_norm: 2.8497 2020-08-13 13:52:40,767 - mmaction - INFO - Epoch [42][220/940] lr: 4.000e-03, eta: 14:30:26, time: 0.989, data_time: 0.007, memory: 6440, top1_acc: 0.6367, top5_acc: 0.8363, loss_cls: 1.5043, loss: 1.5043, grad_norm: 2.8592 2020-08-13 13:52:59,532 - mmaction - INFO - Epoch [42][240/940] lr: 4.000e-03, eta: 14:30:07, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.6334, top5_acc: 0.8404, loss_cls: 1.5297, loss: 1.5297, grad_norm: 2.8719 2020-08-13 13:53:16,997 - mmaction - INFO - Epoch [42][260/940] lr: 4.000e-03, eta: 14:29:46, time: 0.873, data_time: 0.002, memory: 6440, top1_acc: 0.6422, top5_acc: 0.8443, loss_cls: 1.4463, loss: 1.4463, grad_norm: 2.8086 2020-08-13 13:53:35,876 - mmaction - INFO - Epoch [42][280/940] lr: 4.000e-03, eta: 14:29:27, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.6312, top5_acc: 0.8404, loss_cls: 1.5053, loss: 1.5053, grad_norm: 2.8660 2020-08-13 13:53:55,893 - mmaction - INFO - Epoch [42][300/940] lr: 4.000e-03, eta: 14:29:10, time: 1.002, data_time: 0.008, memory: 6440, top1_acc: 0.6281, top5_acc: 0.8350, loss_cls: 1.5514, loss: 1.5514, grad_norm: 2.9229 2020-08-13 13:54:15,306 - mmaction - INFO - Epoch [42][320/940] lr: 4.000e-03, eta: 14:28:51, time: 0.974, data_time: 0.008, memory: 6440, top1_acc: 0.6295, top5_acc: 0.8381, loss_cls: 1.5306, loss: 1.5306, grad_norm: 2.8919 2020-08-13 13:54:33,666 - mmaction - INFO - Epoch [42][340/940] lr: 4.000e-03, eta: 14:28:32, time: 0.917, data_time: 0.002, memory: 6440, top1_acc: 0.6434, top5_acc: 0.8492, loss_cls: 1.4389, loss: 1.4389, grad_norm: 2.8152 2020-08-13 13:54:52,002 - mmaction - INFO - Epoch [42][360/940] lr: 4.000e-03, eta: 14:28:12, time: 0.916, data_time: 0.008, memory: 6440, top1_acc: 0.6438, top5_acc: 0.8373, loss_cls: 1.4928, loss: 1.4928, grad_norm: 2.8713 2020-08-13 13:55:11,056 - mmaction - INFO - Epoch [42][380/940] lr: 4.000e-03, eta: 14:27:53, time: 0.954, data_time: 0.005, memory: 6440, top1_acc: 0.6377, top5_acc: 0.8430, loss_cls: 1.5025, loss: 1.5025, grad_norm: 2.9125 2020-08-13 13:55:30,591 - mmaction - INFO - Epoch [42][400/940] lr: 4.000e-03, eta: 14:27:35, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.6441, top5_acc: 0.8313, loss_cls: 1.5182, loss: 1.5182, grad_norm: 2.9102 2020-08-13 13:55:48,004 - mmaction - INFO - Epoch [42][420/940] lr: 4.000e-03, eta: 14:27:14, time: 0.874, data_time: 0.007, memory: 6440, top1_acc: 0.6217, top5_acc: 0.8324, loss_cls: 1.5454, loss: 1.5454, grad_norm: 2.8608 2020-08-13 13:56:06,211 - mmaction - INFO - Epoch [42][440/940] lr: 4.000e-03, eta: 14:26:54, time: 0.907, data_time: 0.006, memory: 6440, top1_acc: 0.6369, top5_acc: 0.8406, loss_cls: 1.5158, loss: 1.5158, grad_norm: 2.8570 2020-08-13 13:56:22,693 - mmaction - INFO - Epoch [42][460/940] lr: 4.000e-03, eta: 14:26:32, time: 0.827, data_time: 0.007, memory: 6440, top1_acc: 0.6367, top5_acc: 0.8365, loss_cls: 1.5117, loss: 1.5117, grad_norm: 2.8666 2020-08-13 13:56:41,877 - mmaction - INFO - Epoch [42][480/940] lr: 4.000e-03, eta: 14:26:14, time: 0.960, data_time: 0.003, memory: 6440, top1_acc: 0.6342, top5_acc: 0.8375, loss_cls: 1.5195, loss: 1.5195, grad_norm: 2.8570 2020-08-13 13:56:59,920 - mmaction - INFO - Epoch [42][500/940] lr: 4.000e-03, eta: 14:25:53, time: 0.900, data_time: 0.006, memory: 6440, top1_acc: 0.6375, top5_acc: 0.8424, loss_cls: 1.4831, loss: 1.4831, grad_norm: 2.8629 2020-08-13 13:57:19,900 - mmaction - INFO - Epoch [42][520/940] lr: 4.000e-03, eta: 14:25:36, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.6383, top5_acc: 0.8426, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.8883 2020-08-13 13:57:37,993 - mmaction - INFO - Epoch [42][540/940] lr: 4.000e-03, eta: 14:25:16, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.6416, top5_acc: 0.8436, loss_cls: 1.4981, loss: 1.4981, grad_norm: 2.8458 2020-08-13 13:57:58,873 - mmaction - INFO - Epoch [42][560/940] lr: 4.000e-03, eta: 14:25:00, time: 1.047, data_time: 0.006, memory: 6440, top1_acc: 0.6424, top5_acc: 0.8404, loss_cls: 1.4900, loss: 1.4900, grad_norm: 2.8783 2020-08-13 13:58:16,047 - mmaction - INFO - Epoch [42][580/940] lr: 4.000e-03, eta: 14:24:38, time: 0.854, data_time: 0.006, memory: 6440, top1_acc: 0.6232, top5_acc: 0.8418, loss_cls: 1.5205, loss: 1.5205, grad_norm: 2.9289 2020-08-13 13:58:34,451 - mmaction - INFO - Epoch [42][600/940] lr: 4.000e-03, eta: 14:24:19, time: 0.925, data_time: 0.008, memory: 6440, top1_acc: 0.6430, top5_acc: 0.8445, loss_cls: 1.4611, loss: 1.4611, grad_norm: 2.8438 2020-08-13 13:58:53,317 - mmaction - INFO - Epoch [42][620/940] lr: 4.000e-03, eta: 14:24:00, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.6398, top5_acc: 0.8455, loss_cls: 1.4732, loss: 1.4732, grad_norm: 2.8400 2020-08-13 13:59:13,419 - mmaction - INFO - Epoch [42][640/940] lr: 4.000e-03, eta: 14:23:43, time: 1.007, data_time: 0.005, memory: 6440, top1_acc: 0.6361, top5_acc: 0.8426, loss_cls: 1.4906, loss: 1.4906, grad_norm: 2.9023 2020-08-13 13:59:30,058 - mmaction - INFO - Epoch [42][660/940] lr: 4.000e-03, eta: 14:23:21, time: 0.831, data_time: 0.004, memory: 6440, top1_acc: 0.6414, top5_acc: 0.8438, loss_cls: 1.4659, loss: 1.4659, grad_norm: 2.8895 2020-08-13 13:59:49,966 - mmaction - INFO - Epoch [42][680/940] lr: 4.000e-03, eta: 14:23:03, time: 0.996, data_time: 0.003, memory: 6440, top1_acc: 0.6359, top5_acc: 0.8352, loss_cls: 1.5115, loss: 1.5115, grad_norm: 2.8995 2020-08-13 14:00:15,400 - mmaction - INFO - Epoch [42][700/940] lr: 4.000e-03, eta: 14:22:53, time: 1.254, data_time: 0.006, memory: 6440, top1_acc: 0.6510, top5_acc: 0.8430, loss_cls: 1.4659, loss: 1.4659, grad_norm: 2.9099 2020-08-13 14:00:31,403 - mmaction - INFO - Epoch [42][720/940] lr: 4.000e-03, eta: 14:22:30, time: 0.818, data_time: 0.029, memory: 6440, top1_acc: 0.6395, top5_acc: 0.8424, loss_cls: 1.4991, loss: 1.4991, grad_norm: 2.8844 2020-08-13 14:00:48,933 - mmaction - INFO - Epoch [42][740/940] lr: 4.000e-03, eta: 14:22:09, time: 0.874, data_time: 0.005, memory: 6440, top1_acc: 0.6232, top5_acc: 0.8320, loss_cls: 1.5292, loss: 1.5292, grad_norm: 2.8267 2020-08-13 14:01:08,046 - mmaction - INFO - Epoch [42][760/940] lr: 4.000e-03, eta: 14:21:51, time: 0.958, data_time: 0.008, memory: 6440, top1_acc: 0.6535, top5_acc: 0.8447, loss_cls: 1.4572, loss: 1.4572, grad_norm: 2.8968 2020-08-13 14:01:27,749 - mmaction - INFO - Epoch [42][780/940] lr: 4.000e-03, eta: 14:21:33, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.6377, top5_acc: 0.8414, loss_cls: 1.5101, loss: 1.5101, grad_norm: 2.9441 2020-08-13 14:01:45,832 - mmaction - INFO - Epoch [42][800/940] lr: 4.000e-03, eta: 14:21:13, time: 0.906, data_time: 0.005, memory: 6440, top1_acc: 0.6324, top5_acc: 0.8432, loss_cls: 1.4931, loss: 1.4931, grad_norm: 2.9271 2020-08-13 14:02:05,140 - mmaction - INFO - Epoch [42][820/940] lr: 4.000e-03, eta: 14:20:55, time: 0.963, data_time: 0.005, memory: 6440, top1_acc: 0.6367, top5_acc: 0.8443, loss_cls: 1.4938, loss: 1.4938, grad_norm: 2.9298 2020-08-13 14:02:25,965 - mmaction - INFO - Epoch [42][840/940] lr: 4.000e-03, eta: 14:20:38, time: 1.043, data_time: 0.007, memory: 6440, top1_acc: 0.6406, top5_acc: 0.8447, loss_cls: 1.4807, loss: 1.4807, grad_norm: 2.8926 2020-08-13 14:02:45,061 - mmaction - INFO - Epoch [42][860/940] lr: 4.000e-03, eta: 14:20:20, time: 0.953, data_time: 0.006, memory: 6440, top1_acc: 0.6432, top5_acc: 0.8436, loss_cls: 1.4682, loss: 1.4682, grad_norm: 2.9363 2020-08-13 14:03:04,667 - mmaction - INFO - Epoch [42][880/940] lr: 4.000e-03, eta: 14:20:02, time: 0.982, data_time: 0.007, memory: 6440, top1_acc: 0.6490, top5_acc: 0.8480, loss_cls: 1.4649, loss: 1.4649, grad_norm: 2.8932 2020-08-13 14:03:24,065 - mmaction - INFO - Epoch [42][900/940] lr: 4.000e-03, eta: 14:19:44, time: 0.969, data_time: 0.003, memory: 6440, top1_acc: 0.6412, top5_acc: 0.8406, loss_cls: 1.4887, loss: 1.4887, grad_norm: 2.8977 2020-08-13 14:03:44,537 - mmaction - INFO - Epoch [42][920/940] lr: 4.000e-03, eta: 14:19:27, time: 1.023, data_time: 0.008, memory: 6440, top1_acc: 0.6400, top5_acc: 0.8420, loss_cls: 1.4899, loss: 1.4899, grad_norm: 2.9271 2020-08-13 14:04:02,207 - mmaction - INFO - Epoch [42][940/940] lr: 4.000e-03, eta: 14:19:06, time: 0.886, data_time: 0.007, memory: 6440, top1_acc: 0.6457, top5_acc: 0.8494, loss_cls: 1.4585, loss: 1.4585, grad_norm: 2.9460 2020-08-13 14:04:02,545 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-08-13 14:04:32,051 - mmaction - INFO - Epoch [43][20/940] lr: 4.000e-03, eta: 14:19:01, time: 1.434, data_time: 0.546, memory: 6440, top1_acc: 0.6463, top5_acc: 0.8504, loss_cls: 1.4289, loss: 1.4289, grad_norm: 2.9136 2020-08-13 14:04:48,632 - mmaction - INFO - Epoch [43][40/940] lr: 4.000e-03, eta: 14:18:39, time: 0.828, data_time: 0.002, memory: 6440, top1_acc: 0.6453, top5_acc: 0.8465, loss_cls: 1.4724, loss: 1.4724, grad_norm: 2.9332 2020-08-13 14:05:07,528 - mmaction - INFO - Epoch [43][60/940] lr: 4.000e-03, eta: 14:18:20, time: 0.946, data_time: 0.003, memory: 6440, top1_acc: 0.6459, top5_acc: 0.8480, loss_cls: 1.4553, loss: 1.4553, grad_norm: 2.8975 2020-08-13 14:05:25,666 - mmaction - INFO - Epoch [43][80/940] lr: 4.000e-03, eta: 14:18:00, time: 0.906, data_time: 0.002, memory: 6440, top1_acc: 0.6393, top5_acc: 0.8391, loss_cls: 1.5074, loss: 1.5074, grad_norm: 2.9400 2020-08-13 14:05:45,645 - mmaction - INFO - Epoch [43][100/940] lr: 4.000e-03, eta: 14:17:42, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.6439, top5_acc: 0.8445, loss_cls: 1.4699, loss: 1.4699, grad_norm: 2.8744 2020-08-13 14:06:04,885 - mmaction - INFO - Epoch [43][120/940] lr: 4.000e-03, eta: 14:17:24, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.6506, top5_acc: 0.8551, loss_cls: 1.4328, loss: 1.4328, grad_norm: 2.9168 2020-08-13 14:06:22,143 - mmaction - INFO - Epoch [43][140/940] lr: 4.000e-03, eta: 14:17:03, time: 0.866, data_time: 0.011, memory: 6440, top1_acc: 0.6457, top5_acc: 0.8473, loss_cls: 1.4466, loss: 1.4466, grad_norm: 2.8889 2020-08-13 14:06:42,609 - mmaction - INFO - Epoch [43][160/940] lr: 4.000e-03, eta: 14:16:46, time: 1.025, data_time: 0.009, memory: 6440, top1_acc: 0.6461, top5_acc: 0.8496, loss_cls: 1.4438, loss: 1.4438, grad_norm: 2.8839 2020-08-13 14:07:00,121 - mmaction - INFO - Epoch [43][180/940] lr: 4.000e-03, eta: 14:16:25, time: 0.872, data_time: 0.008, memory: 6440, top1_acc: 0.6543, top5_acc: 0.8488, loss_cls: 1.4230, loss: 1.4230, grad_norm: 2.8994 2020-08-13 14:07:18,776 - mmaction - INFO - Epoch [43][200/940] lr: 4.000e-03, eta: 14:16:06, time: 0.936, data_time: 0.007, memory: 6440, top1_acc: 0.6506, top5_acc: 0.8498, loss_cls: 1.4458, loss: 1.4458, grad_norm: 2.8890 2020-08-13 14:07:39,023 - mmaction - INFO - Epoch [43][220/940] lr: 4.000e-03, eta: 14:15:49, time: 1.011, data_time: 0.005, memory: 6440, top1_acc: 0.6445, top5_acc: 0.8479, loss_cls: 1.4733, loss: 1.4733, grad_norm: 2.9245 2020-08-13 14:07:55,829 - mmaction - INFO - Epoch [43][240/940] lr: 4.000e-03, eta: 14:15:27, time: 0.840, data_time: 0.005, memory: 6440, top1_acc: 0.6434, top5_acc: 0.8424, loss_cls: 1.4984, loss: 1.4984, grad_norm: 2.9467 2020-08-13 14:08:15,932 - mmaction - INFO - Epoch [43][260/940] lr: 4.000e-03, eta: 14:15:10, time: 1.007, data_time: 0.008, memory: 6440, top1_acc: 0.6561, top5_acc: 0.8389, loss_cls: 1.4634, loss: 1.4634, grad_norm: 2.9344 2020-08-13 14:08:36,465 - mmaction - INFO - Epoch [43][280/940] lr: 4.000e-03, eta: 14:14:53, time: 1.025, data_time: 0.005, memory: 6440, top1_acc: 0.6482, top5_acc: 0.8514, loss_cls: 1.4499, loss: 1.4499, grad_norm: 2.9353 2020-08-13 14:08:55,976 - mmaction - INFO - Epoch [43][300/940] lr: 4.000e-03, eta: 14:14:35, time: 0.977, data_time: 0.006, memory: 6440, top1_acc: 0.6328, top5_acc: 0.8424, loss_cls: 1.5109, loss: 1.5109, grad_norm: 2.9283 2020-08-13 14:09:14,403 - mmaction - INFO - Epoch [43][320/940] lr: 4.000e-03, eta: 14:14:15, time: 0.919, data_time: 0.009, memory: 6440, top1_acc: 0.6359, top5_acc: 0.8373, loss_cls: 1.4933, loss: 1.4933, grad_norm: 2.9055 2020-08-13 14:09:34,031 - mmaction - INFO - Epoch [43][340/940] lr: 4.000e-03, eta: 14:13:57, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.6512, top5_acc: 0.8451, loss_cls: 1.4549, loss: 1.4549, grad_norm: 2.9231 2020-08-13 14:09:54,225 - mmaction - INFO - Epoch [43][360/940] lr: 4.000e-03, eta: 14:13:40, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.6412, top5_acc: 0.8436, loss_cls: 1.4779, loss: 1.4779, grad_norm: 2.9596 2020-08-13 14:10:12,913 - mmaction - INFO - Epoch [43][380/940] lr: 4.000e-03, eta: 14:13:21, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.6332, top5_acc: 0.8398, loss_cls: 1.5282, loss: 1.5282, grad_norm: 2.9746 2020-08-13 14:10:31,933 - mmaction - INFO - Epoch [43][400/940] lr: 4.000e-03, eta: 14:13:02, time: 0.948, data_time: 0.006, memory: 6440, top1_acc: 0.6529, top5_acc: 0.8521, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.9467 2020-08-13 14:10:50,569 - mmaction - INFO - Epoch [43][420/940] lr: 4.000e-03, eta: 14:12:43, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.6557, top5_acc: 0.8414, loss_cls: 1.4567, loss: 1.4567, grad_norm: 2.9122 2020-08-13 14:11:10,414 - mmaction - INFO - Epoch [43][440/940] lr: 4.000e-03, eta: 14:12:25, time: 0.991, data_time: 0.006, memory: 6440, top1_acc: 0.6283, top5_acc: 0.8355, loss_cls: 1.5104, loss: 1.5104, grad_norm: 2.9783 2020-08-13 14:11:29,798 - mmaction - INFO - Epoch [43][460/940] lr: 4.000e-03, eta: 14:12:07, time: 0.971, data_time: 0.005, memory: 6440, top1_acc: 0.6270, top5_acc: 0.8357, loss_cls: 1.5321, loss: 1.5321, grad_norm: 2.9327 2020-08-13 14:11:48,124 - mmaction - INFO - Epoch [43][480/940] lr: 4.000e-03, eta: 14:11:47, time: 0.915, data_time: 0.002, memory: 6440, top1_acc: 0.6439, top5_acc: 0.8443, loss_cls: 1.4645, loss: 1.4645, grad_norm: 2.9066 2020-08-13 14:12:06,139 - mmaction - INFO - Epoch [43][500/940] lr: 4.000e-03, eta: 14:11:27, time: 0.898, data_time: 0.006, memory: 6440, top1_acc: 0.6465, top5_acc: 0.8451, loss_cls: 1.4669, loss: 1.4669, grad_norm: 2.9628 2020-08-13 14:12:24,012 - mmaction - INFO - Epoch [43][520/940] lr: 4.000e-03, eta: 14:11:07, time: 0.897, data_time: 0.007, memory: 6440, top1_acc: 0.6414, top5_acc: 0.8398, loss_cls: 1.4995, loss: 1.4995, grad_norm: 3.0070 2020-08-13 14:12:43,297 - mmaction - INFO - Epoch [43][540/940] lr: 4.000e-03, eta: 14:10:48, time: 0.959, data_time: 0.005, memory: 6440, top1_acc: 0.6459, top5_acc: 0.8410, loss_cls: 1.4656, loss: 1.4656, grad_norm: 2.9413 2020-08-13 14:13:03,119 - mmaction - INFO - Epoch [43][560/940] lr: 4.000e-03, eta: 14:10:31, time: 0.996, data_time: 0.009, memory: 6440, top1_acc: 0.6441, top5_acc: 0.8443, loss_cls: 1.4871, loss: 1.4871, grad_norm: 2.9440 2020-08-13 14:13:21,979 - mmaction - INFO - Epoch [43][580/940] lr: 4.000e-03, eta: 14:10:12, time: 0.943, data_time: 0.003, memory: 6440, top1_acc: 0.6488, top5_acc: 0.8471, loss_cls: 1.4673, loss: 1.4673, grad_norm: 2.9407 2020-08-13 14:13:42,338 - mmaction - INFO - Epoch [43][600/940] lr: 4.000e-03, eta: 14:09:55, time: 1.016, data_time: 0.006, memory: 6440, top1_acc: 0.6549, top5_acc: 0.8502, loss_cls: 1.4394, loss: 1.4394, grad_norm: 2.8907 2020-08-13 14:14:00,366 - mmaction - INFO - Epoch [43][620/940] lr: 4.000e-03, eta: 14:09:35, time: 0.904, data_time: 0.006, memory: 6440, top1_acc: 0.6414, top5_acc: 0.8414, loss_cls: 1.4861, loss: 1.4861, grad_norm: 3.0071 2020-08-13 14:14:18,511 - mmaction - INFO - Epoch [43][640/940] lr: 4.000e-03, eta: 14:09:15, time: 0.902, data_time: 0.006, memory: 6440, top1_acc: 0.6404, top5_acc: 0.8486, loss_cls: 1.4695, loss: 1.4695, grad_norm: 2.9501 2020-08-13 14:14:38,155 - mmaction - INFO - Epoch [43][660/940] lr: 4.000e-03, eta: 14:08:57, time: 0.988, data_time: 0.009, memory: 6440, top1_acc: 0.6541, top5_acc: 0.8508, loss_cls: 1.4213, loss: 1.4213, grad_norm: 2.9266 2020-08-13 14:14:55,350 - mmaction - INFO - Epoch [43][680/940] lr: 4.000e-03, eta: 14:08:35, time: 0.857, data_time: 0.006, memory: 6440, top1_acc: 0.6518, top5_acc: 0.8502, loss_cls: 1.4400, loss: 1.4400, grad_norm: 2.9399 2020-08-13 14:15:15,063 - mmaction - INFO - Epoch [43][700/940] lr: 4.000e-03, eta: 14:08:18, time: 0.985, data_time: 0.007, memory: 6440, top1_acc: 0.6594, top5_acc: 0.8531, loss_cls: 1.4073, loss: 1.4073, grad_norm: 2.9942 2020-08-13 14:15:34,584 - mmaction - INFO - Epoch [43][720/940] lr: 4.000e-03, eta: 14:07:59, time: 0.976, data_time: 0.009, memory: 6440, top1_acc: 0.6469, top5_acc: 0.8428, loss_cls: 1.4811, loss: 1.4811, grad_norm: 2.9903 2020-08-13 14:15:55,540 - mmaction - INFO - Epoch [43][740/940] lr: 4.000e-03, eta: 14:07:43, time: 1.051, data_time: 0.007, memory: 6440, top1_acc: 0.6529, top5_acc: 0.8465, loss_cls: 1.4558, loss: 1.4558, grad_norm: 2.9485 2020-08-13 14:16:13,201 - mmaction - INFO - Epoch [43][760/940] lr: 4.000e-03, eta: 14:07:23, time: 0.880, data_time: 0.006, memory: 6440, top1_acc: 0.6371, top5_acc: 0.8387, loss_cls: 1.5032, loss: 1.5032, grad_norm: 2.9966 2020-08-13 14:16:33,826 - mmaction - INFO - Epoch [43][780/940] lr: 4.000e-03, eta: 14:07:06, time: 1.034, data_time: 0.008, memory: 6440, top1_acc: 0.6521, top5_acc: 0.8480, loss_cls: 1.4317, loss: 1.4317, grad_norm: 2.9649 2020-08-13 14:16:52,728 - mmaction - INFO - Epoch [43][800/940] lr: 4.000e-03, eta: 14:06:47, time: 0.941, data_time: 0.008, memory: 6440, top1_acc: 0.6512, top5_acc: 0.8463, loss_cls: 1.4616, loss: 1.4616, grad_norm: 2.9953 2020-08-13 14:17:11,545 - mmaction - INFO - Epoch [43][820/940] lr: 4.000e-03, eta: 14:06:28, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.6459, top5_acc: 0.8500, loss_cls: 1.4531, loss: 1.4531, grad_norm: 2.9160 2020-08-13 14:17:32,571 - mmaction - INFO - Epoch [43][840/940] lr: 4.000e-03, eta: 14:06:12, time: 1.049, data_time: 0.006, memory: 6440, top1_acc: 0.6400, top5_acc: 0.8420, loss_cls: 1.4754, loss: 1.4754, grad_norm: 2.9096 2020-08-13 14:17:51,614 - mmaction - INFO - Epoch [43][860/940] lr: 4.000e-03, eta: 14:05:53, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.6395, top5_acc: 0.8387, loss_cls: 1.4795, loss: 1.4795, grad_norm: 3.0128 2020-08-13 14:18:10,647 - mmaction - INFO - Epoch [43][880/940] lr: 4.000e-03, eta: 14:05:35, time: 0.955, data_time: 0.009, memory: 6440, top1_acc: 0.6414, top5_acc: 0.8404, loss_cls: 1.4788, loss: 1.4788, grad_norm: 2.9929 2020-08-13 14:18:28,381 - mmaction - INFO - Epoch [43][900/940] lr: 4.000e-03, eta: 14:05:14, time: 0.882, data_time: 0.005, memory: 6440, top1_acc: 0.6527, top5_acc: 0.8438, loss_cls: 1.4609, loss: 1.4609, grad_norm: 2.8885 2020-08-13 14:18:46,938 - mmaction - INFO - Epoch [43][920/940] lr: 4.000e-03, eta: 14:04:55, time: 0.932, data_time: 0.009, memory: 6440, top1_acc: 0.6449, top5_acc: 0.8494, loss_cls: 1.4543, loss: 1.4543, grad_norm: 2.9451 2020-08-13 14:19:05,745 - mmaction - INFO - Epoch [43][940/940] lr: 4.000e-03, eta: 14:04:36, time: 0.938, data_time: 0.006, memory: 6440, top1_acc: 0.6394, top5_acc: 0.8440, loss_cls: 1.4950, loss: 1.4950, grad_norm: 3.0625 2020-08-13 14:19:06,026 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-08-13 14:19:31,979 - mmaction - INFO - Epoch [44][20/940] lr: 4.000e-03, eta: 14:04:25, time: 1.271, data_time: 0.447, memory: 6440, top1_acc: 0.6551, top5_acc: 0.8547, loss_cls: 1.4237, loss: 1.4237, grad_norm: 2.9562 2020-08-13 14:19:49,731 - mmaction - INFO - Epoch [44][40/940] lr: 4.000e-03, eta: 14:04:05, time: 0.888, data_time: 0.002, memory: 6440, top1_acc: 0.6564, top5_acc: 0.8492, loss_cls: 1.4174, loss: 1.4174, grad_norm: 2.9404 2020-08-13 14:20:09,053 - mmaction - INFO - Epoch [44][60/940] lr: 4.000e-03, eta: 14:03:46, time: 0.966, data_time: 0.005, memory: 6440, top1_acc: 0.6434, top5_acc: 0.8461, loss_cls: 1.4680, loss: 1.4680, grad_norm: 2.9687 2020-08-13 14:20:28,272 - mmaction - INFO - Epoch [44][80/940] lr: 4.000e-03, eta: 14:03:28, time: 0.961, data_time: 0.002, memory: 6440, top1_acc: 0.6445, top5_acc: 0.8361, loss_cls: 1.4692, loss: 1.4692, grad_norm: 2.9411 2020-08-13 14:20:47,905 - mmaction - INFO - Epoch [44][100/940] lr: 4.000e-03, eta: 14:03:10, time: 0.978, data_time: 0.004, memory: 6440, top1_acc: 0.6510, top5_acc: 0.8543, loss_cls: 1.4282, loss: 1.4282, grad_norm: 2.9835 2020-08-13 14:21:09,313 - mmaction - INFO - Epoch [44][120/940] lr: 4.000e-03, eta: 14:02:54, time: 1.072, data_time: 0.008, memory: 6440, top1_acc: 0.6615, top5_acc: 0.8580, loss_cls: 1.3674, loss: 1.3674, grad_norm: 2.9242 2020-08-13 14:21:28,273 - mmaction - INFO - Epoch [44][140/940] lr: 4.000e-03, eta: 14:02:35, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.6506, top5_acc: 0.8549, loss_cls: 1.4108, loss: 1.4108, grad_norm: 2.9120 2020-08-13 14:21:45,935 - mmaction - INFO - Epoch [44][160/940] lr: 4.000e-03, eta: 14:02:15, time: 0.883, data_time: 0.010, memory: 6440, top1_acc: 0.6635, top5_acc: 0.8572, loss_cls: 1.3727, loss: 1.3727, grad_norm: 2.9026 2020-08-13 14:22:05,578 - mmaction - INFO - Epoch [44][180/940] lr: 4.000e-03, eta: 14:01:57, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.6504, top5_acc: 0.8523, loss_cls: 1.4265, loss: 1.4265, grad_norm: 3.0165 2020-08-13 14:22:25,725 - mmaction - INFO - Epoch [44][200/940] lr: 4.000e-03, eta: 14:01:39, time: 1.007, data_time: 0.006, memory: 6440, top1_acc: 0.6572, top5_acc: 0.8543, loss_cls: 1.4203, loss: 1.4203, grad_norm: 2.9681 2020-08-13 14:22:44,746 - mmaction - INFO - Epoch [44][220/940] lr: 4.000e-03, eta: 14:01:21, time: 0.953, data_time: 0.005, memory: 6440, top1_acc: 0.6506, top5_acc: 0.8463, loss_cls: 1.4345, loss: 1.4345, grad_norm: 3.0052 2020-08-13 14:23:04,047 - mmaction - INFO - Epoch [44][240/940] lr: 4.000e-03, eta: 14:01:02, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.6447, top5_acc: 0.8479, loss_cls: 1.4704, loss: 1.4704, grad_norm: 2.9827 2020-08-13 14:23:22,743 - mmaction - INFO - Epoch [44][260/940] lr: 4.000e-03, eta: 14:00:43, time: 0.934, data_time: 0.002, memory: 6440, top1_acc: 0.6549, top5_acc: 0.8482, loss_cls: 1.4237, loss: 1.4237, grad_norm: 2.9818 2020-08-13 14:23:42,858 - mmaction - INFO - Epoch [44][280/940] lr: 4.000e-03, eta: 14:00:26, time: 1.002, data_time: 0.005, memory: 6440, top1_acc: 0.6525, top5_acc: 0.8529, loss_cls: 1.4308, loss: 1.4308, grad_norm: 2.9901 2020-08-13 14:24:03,013 - mmaction - INFO - Epoch [44][300/940] lr: 4.000e-03, eta: 14:00:08, time: 1.011, data_time: 0.007, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8463, loss_cls: 1.4427, loss: 1.4427, grad_norm: 2.9345 2020-08-13 14:24:21,472 - mmaction - INFO - Epoch [44][320/940] lr: 4.000e-03, eta: 13:59:49, time: 0.918, data_time: 0.005, memory: 6440, top1_acc: 0.6486, top5_acc: 0.8447, loss_cls: 1.4466, loss: 1.4466, grad_norm: 2.9509 2020-08-13 14:24:41,401 - mmaction - INFO - Epoch [44][340/940] lr: 4.000e-03, eta: 13:59:31, time: 1.000, data_time: 0.008, memory: 6440, top1_acc: 0.6539, top5_acc: 0.8467, loss_cls: 1.4297, loss: 1.4297, grad_norm: 2.9572 2020-08-13 14:25:00,822 - mmaction - INFO - Epoch [44][360/940] lr: 4.000e-03, eta: 13:59:13, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.6566, top5_acc: 0.8500, loss_cls: 1.4154, loss: 1.4154, grad_norm: 2.9105 2020-08-13 14:25:20,465 - mmaction - INFO - Epoch [44][380/940] lr: 4.000e-03, eta: 13:58:55, time: 0.981, data_time: 0.004, memory: 6440, top1_acc: 0.6553, top5_acc: 0.8465, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.9666 2020-08-13 14:25:39,059 - mmaction - INFO - Epoch [44][400/940] lr: 4.000e-03, eta: 13:58:36, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.6508, top5_acc: 0.8359, loss_cls: 1.4606, loss: 1.4606, grad_norm: 3.0156 2020-08-13 14:25:57,491 - mmaction - INFO - Epoch [44][420/940] lr: 4.000e-03, eta: 13:58:16, time: 0.922, data_time: 0.003, memory: 6440, top1_acc: 0.6432, top5_acc: 0.8426, loss_cls: 1.4533, loss: 1.4533, grad_norm: 2.9839 2020-08-13 14:26:16,661 - mmaction - INFO - Epoch [44][440/940] lr: 4.000e-03, eta: 13:57:58, time: 0.959, data_time: 0.002, memory: 6440, top1_acc: 0.6395, top5_acc: 0.8422, loss_cls: 1.4812, loss: 1.4812, grad_norm: 3.0612 2020-08-13 14:26:36,975 - mmaction - INFO - Epoch [44][460/940] lr: 4.000e-03, eta: 13:57:40, time: 1.013, data_time: 0.006, memory: 6440, top1_acc: 0.6324, top5_acc: 0.8285, loss_cls: 1.5331, loss: 1.5331, grad_norm: 3.0894 2020-08-13 14:26:57,977 - mmaction - INFO - Epoch [44][480/940] lr: 4.000e-03, eta: 13:57:24, time: 1.052, data_time: 0.008, memory: 6440, top1_acc: 0.6477, top5_acc: 0.8426, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.0494 2020-08-13 14:27:15,889 - mmaction - INFO - Epoch [44][500/940] lr: 4.000e-03, eta: 13:57:04, time: 0.894, data_time: 0.008, memory: 6440, top1_acc: 0.6543, top5_acc: 0.8551, loss_cls: 1.4279, loss: 1.4279, grad_norm: 2.9774 2020-08-13 14:27:35,970 - mmaction - INFO - Epoch [44][520/940] lr: 4.000e-03, eta: 13:56:47, time: 1.006, data_time: 0.006, memory: 6440, top1_acc: 0.6479, top5_acc: 0.8436, loss_cls: 1.4641, loss: 1.4641, grad_norm: 2.9974 2020-08-13 14:27:56,333 - mmaction - INFO - Epoch [44][540/940] lr: 4.000e-03, eta: 13:56:29, time: 1.017, data_time: 0.009, memory: 6440, top1_acc: 0.6686, top5_acc: 0.8596, loss_cls: 1.3680, loss: 1.3680, grad_norm: 2.9189 2020-08-13 14:28:15,950 - mmaction - INFO - Epoch [44][560/940] lr: 4.000e-03, eta: 13:56:11, time: 0.983, data_time: 0.006, memory: 6440, top1_acc: 0.6502, top5_acc: 0.8467, loss_cls: 1.4538, loss: 1.4538, grad_norm: 3.0020 2020-08-13 14:28:33,929 - mmaction - INFO - Epoch [44][580/940] lr: 4.000e-03, eta: 13:55:51, time: 0.899, data_time: 0.002, memory: 6440, top1_acc: 0.6469, top5_acc: 0.8570, loss_cls: 1.4315, loss: 1.4315, grad_norm: 2.9711 2020-08-13 14:28:56,034 - mmaction - INFO - Epoch [44][600/940] lr: 4.000e-03, eta: 13:55:36, time: 1.104, data_time: 0.005, memory: 6440, top1_acc: 0.6451, top5_acc: 0.8477, loss_cls: 1.4510, loss: 1.4510, grad_norm: 3.0088 2020-08-13 14:29:12,940 - mmaction - INFO - Epoch [44][620/940] lr: 4.000e-03, eta: 13:55:15, time: 0.846, data_time: 0.005, memory: 6440, top1_acc: 0.6492, top5_acc: 0.8432, loss_cls: 1.4604, loss: 1.4604, grad_norm: 3.0708 2020-08-13 14:29:32,398 - mmaction - INFO - Epoch [44][640/940] lr: 4.000e-03, eta: 13:54:57, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.6520, top5_acc: 0.8535, loss_cls: 1.4183, loss: 1.4183, grad_norm: 3.0249 2020-08-13 14:29:50,891 - mmaction - INFO - Epoch [44][660/940] lr: 4.000e-03, eta: 13:54:37, time: 0.927, data_time: 0.007, memory: 6440, top1_acc: 0.6395, top5_acc: 0.8383, loss_cls: 1.4998, loss: 1.4998, grad_norm: 3.0308 2020-08-13 14:30:10,848 - mmaction - INFO - Epoch [44][680/940] lr: 4.000e-03, eta: 13:54:20, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.6559, top5_acc: 0.8488, loss_cls: 1.4069, loss: 1.4069, grad_norm: 2.9446 2020-08-13 14:30:30,992 - mmaction - INFO - Epoch [44][700/940] lr: 4.000e-03, eta: 13:54:02, time: 1.006, data_time: 0.003, memory: 6440, top1_acc: 0.6510, top5_acc: 0.8541, loss_cls: 1.4121, loss: 1.4121, grad_norm: 2.9866 2020-08-13 14:30:52,372 - mmaction - INFO - Epoch [44][720/940] lr: 4.000e-03, eta: 13:53:46, time: 1.070, data_time: 0.009, memory: 6440, top1_acc: 0.6467, top5_acc: 0.8494, loss_cls: 1.4535, loss: 1.4535, grad_norm: 3.0397 2020-08-13 14:31:11,007 - mmaction - INFO - Epoch [44][740/940] lr: 4.000e-03, eta: 13:53:27, time: 0.932, data_time: 0.003, memory: 6440, top1_acc: 0.6535, top5_acc: 0.8459, loss_cls: 1.4265, loss: 1.4265, grad_norm: 3.0213 2020-08-13 14:31:28,747 - mmaction - INFO - Epoch [44][760/940] lr: 4.000e-03, eta: 13:53:07, time: 0.886, data_time: 0.002, memory: 6440, top1_acc: 0.6637, top5_acc: 0.8533, loss_cls: 1.3972, loss: 1.3972, grad_norm: 3.0227 2020-08-13 14:31:47,673 - mmaction - INFO - Epoch [44][780/940] lr: 4.000e-03, eta: 13:52:48, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.6455, top5_acc: 0.8455, loss_cls: 1.4871, loss: 1.4871, grad_norm: 3.1082 2020-08-13 14:32:06,260 - mmaction - INFO - Epoch [44][800/940] lr: 4.000e-03, eta: 13:52:28, time: 0.931, data_time: 0.008, memory: 6440, top1_acc: 0.6508, top5_acc: 0.8445, loss_cls: 1.4436, loss: 1.4436, grad_norm: 2.9920 2020-08-13 14:32:26,660 - mmaction - INFO - Epoch [44][820/940] lr: 4.000e-03, eta: 13:52:11, time: 1.020, data_time: 0.007, memory: 6440, top1_acc: 0.6479, top5_acc: 0.8539, loss_cls: 1.4217, loss: 1.4217, grad_norm: 3.0154 2020-08-13 14:32:44,920 - mmaction - INFO - Epoch [44][840/940] lr: 4.000e-03, eta: 13:51:52, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.6545, top5_acc: 0.8471, loss_cls: 1.4436, loss: 1.4436, grad_norm: 3.0569 2020-08-13 14:33:05,930 - mmaction - INFO - Epoch [44][860/940] lr: 4.000e-03, eta: 13:51:35, time: 1.052, data_time: 0.004, memory: 6440, top1_acc: 0.6578, top5_acc: 0.8465, loss_cls: 1.4259, loss: 1.4259, grad_norm: 3.0164 2020-08-13 14:33:25,457 - mmaction - INFO - Epoch [44][880/940] lr: 4.000e-03, eta: 13:51:17, time: 0.977, data_time: 0.003, memory: 6440, top1_acc: 0.6471, top5_acc: 0.8514, loss_cls: 1.4466, loss: 1.4466, grad_norm: 3.0674 2020-08-13 14:33:44,410 - mmaction - INFO - Epoch [44][900/940] lr: 4.000e-03, eta: 13:50:58, time: 0.948, data_time: 0.002, memory: 6440, top1_acc: 0.6652, top5_acc: 0.8562, loss_cls: 1.3782, loss: 1.3782, grad_norm: 2.9685 2020-08-13 14:34:03,619 - mmaction - INFO - Epoch [44][920/940] lr: 4.000e-03, eta: 13:50:40, time: 0.958, data_time: 0.006, memory: 6440, top1_acc: 0.6424, top5_acc: 0.8414, loss_cls: 1.4785, loss: 1.4785, grad_norm: 3.0096 2020-08-13 14:34:21,148 - mmaction - INFO - Epoch [44][940/940] lr: 4.000e-03, eta: 13:50:19, time: 0.877, data_time: 0.007, memory: 6440, top1_acc: 0.6522, top5_acc: 0.8484, loss_cls: 1.4407, loss: 1.4407, grad_norm: 2.9913 2020-08-13 14:34:21,423 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-08-13 14:34:45,315 - mmaction - INFO - Epoch [45][20/940] lr: 4.000e-03, eta: 13:50:06, time: 1.165, data_time: 0.416, memory: 6440, top1_acc: 0.6381, top5_acc: 0.8432, loss_cls: 1.4968, loss: 1.4968, grad_norm: 3.0301 2020-08-13 14:35:04,412 - mmaction - INFO - Epoch [45][40/940] lr: 4.000e-03, eta: 13:49:47, time: 0.953, data_time: 0.010, memory: 6440, top1_acc: 0.6537, top5_acc: 0.8551, loss_cls: 1.4135, loss: 1.4135, grad_norm: 2.9683 2020-08-13 14:35:24,061 - mmaction - INFO - Epoch [45][60/940] lr: 4.000e-03, eta: 13:49:29, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.6562, top5_acc: 0.8445, loss_cls: 1.4323, loss: 1.4323, grad_norm: 2.9997 2020-08-13 14:35:42,010 - mmaction - INFO - Epoch [45][80/940] lr: 4.000e-03, eta: 13:49:09, time: 0.895, data_time: 0.005, memory: 6440, top1_acc: 0.6518, top5_acc: 0.8529, loss_cls: 1.4199, loss: 1.4199, grad_norm: 3.0136 2020-08-13 14:36:00,131 - mmaction - INFO - Epoch [45][100/940] lr: 4.000e-03, eta: 13:48:49, time: 0.909, data_time: 0.007, memory: 6440, top1_acc: 0.6529, top5_acc: 0.8541, loss_cls: 1.4278, loss: 1.4278, grad_norm: 3.0653 2020-08-13 14:36:20,951 - mmaction - INFO - Epoch [45][120/940] lr: 4.000e-03, eta: 13:48:32, time: 1.038, data_time: 0.006, memory: 6440, top1_acc: 0.6555, top5_acc: 0.8551, loss_cls: 1.4052, loss: 1.4052, grad_norm: 3.0145 2020-08-13 14:36:39,658 - mmaction - INFO - Epoch [45][140/940] lr: 4.000e-03, eta: 13:48:13, time: 0.939, data_time: 0.007, memory: 6440, top1_acc: 0.6463, top5_acc: 0.8475, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.0102 2020-08-13 14:36:59,039 - mmaction - INFO - Epoch [45][160/940] lr: 4.000e-03, eta: 13:47:55, time: 0.968, data_time: 0.002, memory: 6440, top1_acc: 0.6475, top5_acc: 0.8516, loss_cls: 1.4351, loss: 1.4351, grad_norm: 3.0464 2020-08-13 14:37:18,914 - mmaction - INFO - Epoch [45][180/940] lr: 4.000e-03, eta: 13:47:37, time: 0.991, data_time: 0.006, memory: 6440, top1_acc: 0.6457, top5_acc: 0.8408, loss_cls: 1.4783, loss: 1.4783, grad_norm: 3.0722 2020-08-13 14:37:39,237 - mmaction - INFO - Epoch [45][200/940] lr: 4.000e-03, eta: 13:47:20, time: 1.019, data_time: 0.008, memory: 6440, top1_acc: 0.6471, top5_acc: 0.8482, loss_cls: 1.4521, loss: 1.4521, grad_norm: 3.0906 2020-08-13 14:37:57,939 - mmaction - INFO - Epoch [45][220/940] lr: 4.000e-03, eta: 13:47:00, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.6488, top5_acc: 0.8570, loss_cls: 1.4090, loss: 1.4090, grad_norm: 3.0121 2020-08-13 14:38:17,289 - mmaction - INFO - Epoch [45][240/940] lr: 4.000e-03, eta: 13:46:42, time: 0.970, data_time: 0.006, memory: 6440, top1_acc: 0.6611, top5_acc: 0.8539, loss_cls: 1.3986, loss: 1.3986, grad_norm: 3.0142 2020-08-13 14:38:36,827 - mmaction - INFO - Epoch [45][260/940] lr: 4.000e-03, eta: 13:46:24, time: 0.973, data_time: 0.004, memory: 6440, top1_acc: 0.6473, top5_acc: 0.8438, loss_cls: 1.4603, loss: 1.4603, grad_norm: 3.0728 2020-08-13 14:38:56,509 - mmaction - INFO - Epoch [45][280/940] lr: 4.000e-03, eta: 13:46:06, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.6572, top5_acc: 0.8469, loss_cls: 1.4051, loss: 1.4051, grad_norm: 3.0057 2020-08-13 14:39:14,071 - mmaction - INFO - Epoch [45][300/940] lr: 4.000e-03, eta: 13:45:45, time: 0.876, data_time: 0.005, memory: 6440, top1_acc: 0.6438, top5_acc: 0.8455, loss_cls: 1.4803, loss: 1.4803, grad_norm: 3.1144 2020-08-13 14:39:34,305 - mmaction - INFO - Epoch [45][320/940] lr: 4.000e-03, eta: 13:45:28, time: 1.014, data_time: 0.007, memory: 6440, top1_acc: 0.6506, top5_acc: 0.8486, loss_cls: 1.4292, loss: 1.4292, grad_norm: 3.0696 2020-08-13 14:39:54,158 - mmaction - INFO - Epoch [45][340/940] lr: 4.000e-03, eta: 13:45:10, time: 0.990, data_time: 0.005, memory: 6440, top1_acc: 0.6508, top5_acc: 0.8494, loss_cls: 1.4376, loss: 1.4376, grad_norm: 3.0264 2020-08-13 14:40:14,797 - mmaction - INFO - Epoch [45][360/940] lr: 4.000e-03, eta: 13:44:53, time: 1.034, data_time: 0.008, memory: 6440, top1_acc: 0.6570, top5_acc: 0.8514, loss_cls: 1.4223, loss: 1.4223, grad_norm: 3.0039 2020-08-13 14:40:33,665 - mmaction - INFO - Epoch [45][380/940] lr: 4.000e-03, eta: 13:44:34, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.6486, top5_acc: 0.8518, loss_cls: 1.4312, loss: 1.4312, grad_norm: 3.0601 2020-08-13 14:40:52,190 - mmaction - INFO - Epoch [45][400/940] lr: 4.000e-03, eta: 13:44:15, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.6574, top5_acc: 0.8553, loss_cls: 1.4223, loss: 1.4223, grad_norm: 3.0947 2020-08-13 14:41:09,680 - mmaction - INFO - Epoch [45][420/940] lr: 4.000e-03, eta: 13:43:54, time: 0.871, data_time: 0.007, memory: 6440, top1_acc: 0.6518, top5_acc: 0.8582, loss_cls: 1.3948, loss: 1.3948, grad_norm: 3.0743 2020-08-13 14:41:29,806 - mmaction - INFO - Epoch [45][440/940] lr: 4.000e-03, eta: 13:43:37, time: 1.009, data_time: 0.007, memory: 6440, top1_acc: 0.6525, top5_acc: 0.8504, loss_cls: 1.4271, loss: 1.4271, grad_norm: 3.0611 2020-08-13 14:41:48,790 - mmaction - INFO - Epoch [45][460/940] lr: 4.000e-03, eta: 13:43:18, time: 0.947, data_time: 0.006, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8496, loss_cls: 1.4009, loss: 1.4009, grad_norm: 3.0353 2020-08-13 14:42:06,839 - mmaction - INFO - Epoch [45][480/940] lr: 4.000e-03, eta: 13:42:58, time: 0.905, data_time: 0.007, memory: 6440, top1_acc: 0.6680, top5_acc: 0.8521, loss_cls: 1.3967, loss: 1.3967, grad_norm: 3.0131 2020-08-13 14:42:25,683 - mmaction - INFO - Epoch [45][500/940] lr: 4.000e-03, eta: 13:42:39, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.6613, top5_acc: 0.8484, loss_cls: 1.4139, loss: 1.4139, grad_norm: 3.0447 2020-08-13 14:42:46,784 - mmaction - INFO - Epoch [45][520/940] lr: 4.000e-03, eta: 13:42:23, time: 1.058, data_time: 0.009, memory: 6440, top1_acc: 0.6607, top5_acc: 0.8514, loss_cls: 1.4020, loss: 1.4020, grad_norm: 3.0200 2020-08-13 14:43:04,421 - mmaction - INFO - Epoch [45][540/940] lr: 4.000e-03, eta: 13:42:02, time: 0.883, data_time: 0.005, memory: 6440, top1_acc: 0.6611, top5_acc: 0.8500, loss_cls: 1.3989, loss: 1.3989, grad_norm: 3.0319 2020-08-13 14:43:25,189 - mmaction - INFO - Epoch [45][560/940] lr: 4.000e-03, eta: 13:41:45, time: 1.038, data_time: 0.002, memory: 6440, top1_acc: 0.6596, top5_acc: 0.8488, loss_cls: 1.4330, loss: 1.4330, grad_norm: 3.1080 2020-08-13 14:43:43,024 - mmaction - INFO - Epoch [45][580/940] lr: 4.000e-03, eta: 13:41:25, time: 0.889, data_time: 0.006, memory: 6440, top1_acc: 0.6400, top5_acc: 0.8506, loss_cls: 1.4395, loss: 1.4395, grad_norm: 3.0501 2020-08-13 14:44:01,009 - mmaction - INFO - Epoch [45][600/940] lr: 4.000e-03, eta: 13:41:05, time: 0.903, data_time: 0.008, memory: 6440, top1_acc: 0.6457, top5_acc: 0.8564, loss_cls: 1.4274, loss: 1.4274, grad_norm: 3.1007 2020-08-13 14:44:19,863 - mmaction - INFO - Epoch [45][620/940] lr: 4.000e-03, eta: 13:40:46, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.6607, top5_acc: 0.8459, loss_cls: 1.4205, loss: 1.4205, grad_norm: 3.0041 2020-08-13 14:44:38,532 - mmaction - INFO - Epoch [45][640/940] lr: 4.000e-03, eta: 13:40:27, time: 0.935, data_time: 0.004, memory: 6440, top1_acc: 0.6625, top5_acc: 0.8543, loss_cls: 1.3755, loss: 1.3755, grad_norm: 3.0088 2020-08-13 14:44:57,428 - mmaction - INFO - Epoch [45][660/940] lr: 4.000e-03, eta: 13:40:08, time: 0.943, data_time: 0.005, memory: 6440, top1_acc: 0.6627, top5_acc: 0.8545, loss_cls: 1.3985, loss: 1.3985, grad_norm: 3.0719 2020-08-13 14:45:16,325 - mmaction - INFO - Epoch [45][680/940] lr: 4.000e-03, eta: 13:39:49, time: 0.947, data_time: 0.006, memory: 6440, top1_acc: 0.6617, top5_acc: 0.8518, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.9832 2020-08-13 14:45:33,152 - mmaction - INFO - Epoch [45][700/940] lr: 4.000e-03, eta: 13:39:27, time: 0.841, data_time: 0.002, memory: 6440, top1_acc: 0.6566, top5_acc: 0.8547, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.0679 2020-08-13 14:45:52,780 - mmaction - INFO - Epoch [45][720/940] lr: 4.000e-03, eta: 13:39:09, time: 0.981, data_time: 0.004, memory: 6440, top1_acc: 0.6508, top5_acc: 0.8496, loss_cls: 1.4515, loss: 1.4515, grad_norm: 3.0986 2020-08-13 14:46:11,120 - mmaction - INFO - Epoch [45][740/940] lr: 4.000e-03, eta: 13:38:49, time: 0.917, data_time: 0.002, memory: 6440, top1_acc: 0.6436, top5_acc: 0.8438, loss_cls: 1.4632, loss: 1.4632, grad_norm: 3.1224 2020-08-13 14:46:28,318 - mmaction - INFO - Epoch [45][760/940] lr: 4.000e-03, eta: 13:38:28, time: 0.856, data_time: 0.005, memory: 6440, top1_acc: 0.6598, top5_acc: 0.8508, loss_cls: 1.4144, loss: 1.4144, grad_norm: 3.0600 2020-08-13 14:46:47,480 - mmaction - INFO - Epoch [45][780/940] lr: 4.000e-03, eta: 13:38:10, time: 0.962, data_time: 0.008, memory: 6440, top1_acc: 0.6533, top5_acc: 0.8443, loss_cls: 1.4477, loss: 1.4477, grad_norm: 3.0169 2020-08-13 14:47:07,743 - mmaction - INFO - Epoch [45][800/940] lr: 4.000e-03, eta: 13:37:52, time: 1.011, data_time: 0.007, memory: 6440, top1_acc: 0.6467, top5_acc: 0.8461, loss_cls: 1.4325, loss: 1.4325, grad_norm: 3.0878 2020-08-13 14:47:25,973 - mmaction - INFO - Epoch [45][820/940] lr: 4.000e-03, eta: 13:37:33, time: 0.915, data_time: 0.005, memory: 6440, top1_acc: 0.6463, top5_acc: 0.8490, loss_cls: 1.4626, loss: 1.4626, grad_norm: 3.0775 2020-08-13 14:47:44,417 - mmaction - INFO - Epoch [45][840/940] lr: 4.000e-03, eta: 13:37:13, time: 0.920, data_time: 0.004, memory: 6440, top1_acc: 0.6584, top5_acc: 0.8533, loss_cls: 1.4367, loss: 1.4367, grad_norm: 3.1070 2020-08-13 14:48:03,030 - mmaction - INFO - Epoch [45][860/940] lr: 4.000e-03, eta: 13:36:54, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.6510, top5_acc: 0.8406, loss_cls: 1.4538, loss: 1.4538, grad_norm: 3.0738 2020-08-13 14:48:22,122 - mmaction - INFO - Epoch [45][880/940] lr: 4.000e-03, eta: 13:36:35, time: 0.953, data_time: 0.006, memory: 6440, top1_acc: 0.6486, top5_acc: 0.8455, loss_cls: 1.4237, loss: 1.4237, grad_norm: 3.0740 2020-08-13 14:48:41,717 - mmaction - INFO - Epoch [45][900/940] lr: 4.000e-03, eta: 13:36:17, time: 0.980, data_time: 0.006, memory: 6440, top1_acc: 0.6555, top5_acc: 0.8557, loss_cls: 1.3981, loss: 1.3981, grad_norm: 3.0341 2020-08-13 14:49:00,809 - mmaction - INFO - Epoch [45][920/940] lr: 4.000e-03, eta: 13:35:58, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.6545, top5_acc: 0.8514, loss_cls: 1.4139, loss: 1.4139, grad_norm: 3.0248 2020-08-13 14:49:17,950 - mmaction - INFO - Epoch [45][940/940] lr: 4.000e-03, eta: 13:35:37, time: 0.859, data_time: 0.007, memory: 6440, top1_acc: 0.6522, top5_acc: 0.8515, loss_cls: 1.4329, loss: 1.4329, grad_norm: 3.0886 2020-08-13 14:49:18,219 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-08-13 14:49:42,820 - mmaction - INFO - Epoch [46][20/940] lr: 4.000e-03, eta: 13:35:24, time: 1.205, data_time: 0.428, memory: 6440, top1_acc: 0.6572, top5_acc: 0.8580, loss_cls: 1.3829, loss: 1.3829, grad_norm: 3.0355 2020-08-13 14:50:01,965 - mmaction - INFO - Epoch [46][40/940] lr: 4.000e-03, eta: 13:35:06, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.6652, top5_acc: 0.8621, loss_cls: 1.3675, loss: 1.3675, grad_norm: 3.0577 2020-08-13 14:50:21,890 - mmaction - INFO - Epoch [46][60/940] lr: 4.000e-03, eta: 13:34:48, time: 0.996, data_time: 0.002, memory: 6440, top1_acc: 0.6514, top5_acc: 0.8457, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.0796 2020-08-13 14:50:40,159 - mmaction - INFO - Epoch [46][80/940] lr: 4.000e-03, eta: 13:34:28, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.6652, top5_acc: 0.8594, loss_cls: 1.3739, loss: 1.3739, grad_norm: 3.0577 2020-08-13 14:51:00,066 - mmaction - INFO - Epoch [46][100/940] lr: 4.000e-03, eta: 13:34:10, time: 0.999, data_time: 0.007, memory: 6440, top1_acc: 0.6672, top5_acc: 0.8529, loss_cls: 1.4133, loss: 1.4133, grad_norm: 3.0022 2020-08-13 14:51:19,818 - mmaction - INFO - Epoch [46][120/940] lr: 4.000e-03, eta: 13:33:52, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.6648, top5_acc: 0.8557, loss_cls: 1.3883, loss: 1.3883, grad_norm: 3.0813 2020-08-13 14:51:38,434 - mmaction - INFO - Epoch [46][140/940] lr: 4.000e-03, eta: 13:33:33, time: 0.937, data_time: 0.009, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8523, loss_cls: 1.4031, loss: 1.4031, grad_norm: 3.0504 2020-08-13 14:51:57,882 - mmaction - INFO - Epoch [46][160/940] lr: 4.000e-03, eta: 13:33:15, time: 0.970, data_time: 0.006, memory: 6440, top1_acc: 0.6566, top5_acc: 0.8525, loss_cls: 1.4080, loss: 1.4080, grad_norm: 3.0871 2020-08-13 14:52:18,631 - mmaction - INFO - Epoch [46][180/940] lr: 4.000e-03, eta: 13:32:58, time: 1.038, data_time: 0.004, memory: 6440, top1_acc: 0.6572, top5_acc: 0.8461, loss_cls: 1.4314, loss: 1.4314, grad_norm: 3.0419 2020-08-13 14:52:34,881 - mmaction - INFO - Epoch [46][200/940] lr: 4.000e-03, eta: 13:32:36, time: 0.811, data_time: 0.009, memory: 6440, top1_acc: 0.6557, top5_acc: 0.8486, loss_cls: 1.4241, loss: 1.4241, grad_norm: 3.1177 2020-08-13 14:52:56,285 - mmaction - INFO - Epoch [46][220/940] lr: 4.000e-03, eta: 13:32:20, time: 1.073, data_time: 0.007, memory: 6440, top1_acc: 0.6590, top5_acc: 0.8482, loss_cls: 1.4025, loss: 1.4025, grad_norm: 3.0621 2020-08-13 14:53:14,894 - mmaction - INFO - Epoch [46][240/940] lr: 4.000e-03, eta: 13:32:01, time: 0.927, data_time: 0.006, memory: 6440, top1_acc: 0.6438, top5_acc: 0.8439, loss_cls: 1.4598, loss: 1.4598, grad_norm: 3.1562 2020-08-13 14:53:34,118 - mmaction - INFO - Epoch [46][260/940] lr: 4.000e-03, eta: 13:31:42, time: 0.964, data_time: 0.007, memory: 6440, top1_acc: 0.6576, top5_acc: 0.8576, loss_cls: 1.3759, loss: 1.3759, grad_norm: 3.0572 2020-08-13 14:53:54,140 - mmaction - INFO - Epoch [46][280/940] lr: 4.000e-03, eta: 13:31:24, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.6527, top5_acc: 0.8504, loss_cls: 1.4215, loss: 1.4215, grad_norm: 3.1264 2020-08-13 14:54:13,654 - mmaction - INFO - Epoch [46][300/940] lr: 4.000e-03, eta: 13:31:06, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.6572, top5_acc: 0.8572, loss_cls: 1.3760, loss: 1.3760, grad_norm: 3.1064 2020-08-13 14:54:34,298 - mmaction - INFO - Epoch [46][320/940] lr: 4.000e-03, eta: 13:30:49, time: 1.029, data_time: 0.005, memory: 6440, top1_acc: 0.6467, top5_acc: 0.8604, loss_cls: 1.4241, loss: 1.4241, grad_norm: 3.1501 2020-08-13 14:54:50,895 - mmaction - INFO - Epoch [46][340/940] lr: 4.000e-03, eta: 13:30:28, time: 0.833, data_time: 0.008, memory: 6440, top1_acc: 0.6617, top5_acc: 0.8529, loss_cls: 1.4155, loss: 1.4155, grad_norm: 3.1291 2020-08-13 14:55:10,248 - mmaction - INFO - Epoch [46][360/940] lr: 4.000e-03, eta: 13:30:09, time: 0.967, data_time: 0.005, memory: 6440, top1_acc: 0.6604, top5_acc: 0.8520, loss_cls: 1.4021, loss: 1.4021, grad_norm: 3.0969 2020-08-13 14:55:30,337 - mmaction - INFO - Epoch [46][380/940] lr: 4.000e-03, eta: 13:29:52, time: 1.005, data_time: 0.003, memory: 6440, top1_acc: 0.6482, top5_acc: 0.8443, loss_cls: 1.4379, loss: 1.4379, grad_norm: 3.1330 2020-08-13 14:55:49,628 - mmaction - INFO - Epoch [46][400/940] lr: 4.000e-03, eta: 13:29:33, time: 0.965, data_time: 0.003, memory: 6440, top1_acc: 0.6592, top5_acc: 0.8551, loss_cls: 1.3953, loss: 1.3953, grad_norm: 3.0789 2020-08-13 14:56:07,351 - mmaction - INFO - Epoch [46][420/940] lr: 4.000e-03, eta: 13:29:13, time: 0.884, data_time: 0.005, memory: 6440, top1_acc: 0.6730, top5_acc: 0.8664, loss_cls: 1.3182, loss: 1.3182, grad_norm: 3.0273 2020-08-13 14:56:25,804 - mmaction - INFO - Epoch [46][440/940] lr: 4.000e-03, eta: 13:28:53, time: 0.924, data_time: 0.007, memory: 6440, top1_acc: 0.6514, top5_acc: 0.8535, loss_cls: 1.4375, loss: 1.4375, grad_norm: 3.1418 2020-08-13 14:56:46,364 - mmaction - INFO - Epoch [46][460/940] lr: 4.000e-03, eta: 13:28:36, time: 1.024, data_time: 0.007, memory: 6440, top1_acc: 0.6754, top5_acc: 0.8588, loss_cls: 1.3699, loss: 1.3699, grad_norm: 3.0337 2020-08-13 14:57:06,269 - mmaction - INFO - Epoch [46][480/940] lr: 4.000e-03, eta: 13:28:18, time: 0.997, data_time: 0.008, memory: 6440, top1_acc: 0.6529, top5_acc: 0.8506, loss_cls: 1.4372, loss: 1.4372, grad_norm: 3.1644 2020-08-13 14:57:25,422 - mmaction - INFO - Epoch [46][500/940] lr: 4.000e-03, eta: 13:28:00, time: 0.959, data_time: 0.010, memory: 6440, top1_acc: 0.6592, top5_acc: 0.8574, loss_cls: 1.4010, loss: 1.4010, grad_norm: 3.1450 2020-08-13 14:57:44,659 - mmaction - INFO - Epoch [46][520/940] lr: 4.000e-03, eta: 13:27:41, time: 0.964, data_time: 0.009, memory: 6440, top1_acc: 0.6604, top5_acc: 0.8514, loss_cls: 1.4184, loss: 1.4184, grad_norm: 3.1479 2020-08-13 14:58:02,801 - mmaction - INFO - Epoch [46][540/940] lr: 4.000e-03, eta: 13:27:21, time: 0.907, data_time: 0.002, memory: 6440, top1_acc: 0.6582, top5_acc: 0.8584, loss_cls: 1.3859, loss: 1.3859, grad_norm: 3.1216 2020-08-13 14:58:24,162 - mmaction - INFO - Epoch [46][560/940] lr: 4.000e-03, eta: 13:27:05, time: 1.065, data_time: 0.007, memory: 6440, top1_acc: 0.6514, top5_acc: 0.8523, loss_cls: 1.4180, loss: 1.4180, grad_norm: 3.1199 2020-08-13 14:58:42,943 - mmaction - INFO - Epoch [46][580/940] lr: 4.000e-03, eta: 13:26:46, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.6613, top5_acc: 0.8562, loss_cls: 1.4010, loss: 1.4010, grad_norm: 3.1267 2020-08-13 14:59:00,767 - mmaction - INFO - Epoch [46][600/940] lr: 4.000e-03, eta: 13:26:26, time: 0.888, data_time: 0.005, memory: 6440, top1_acc: 0.6494, top5_acc: 0.8486, loss_cls: 1.4315, loss: 1.4315, grad_norm: 3.1089 2020-08-13 14:59:19,478 - mmaction - INFO - Epoch [46][620/940] lr: 4.000e-03, eta: 13:26:07, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.6537, top5_acc: 0.8553, loss_cls: 1.4180, loss: 1.4180, grad_norm: 3.1592 2020-08-13 14:59:37,448 - mmaction - INFO - Epoch [46][640/940] lr: 4.000e-03, eta: 13:25:47, time: 0.898, data_time: 0.006, memory: 6440, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.3980, loss: 1.3980, grad_norm: 3.1442 2020-08-13 14:59:57,771 - mmaction - INFO - Epoch [46][660/940] lr: 4.000e-03, eta: 13:25:29, time: 1.015, data_time: 0.005, memory: 6440, top1_acc: 0.6506, top5_acc: 0.8469, loss_cls: 1.4337, loss: 1.4337, grad_norm: 3.2061 2020-08-13 15:00:22,893 - mmaction - INFO - Epoch [46][680/940] lr: 4.000e-03, eta: 13:25:18, time: 1.254, data_time: 0.007, memory: 6440, top1_acc: 0.6650, top5_acc: 0.8631, loss_cls: 1.3728, loss: 1.3728, grad_norm: 3.0917 2020-08-13 15:00:42,337 - mmaction - INFO - Epoch [46][700/940] lr: 4.000e-03, eta: 13:24:59, time: 0.977, data_time: 0.018, memory: 6440, top1_acc: 0.6508, top5_acc: 0.8490, loss_cls: 1.4166, loss: 1.4166, grad_norm: 3.0850 2020-08-13 15:01:00,665 - mmaction - INFO - Epoch [46][720/940] lr: 4.000e-03, eta: 13:24:40, time: 0.914, data_time: 0.004, memory: 6440, top1_acc: 0.6662, top5_acc: 0.8609, loss_cls: 1.3801, loss: 1.3801, grad_norm: 3.0790 2020-08-13 15:01:18,801 - mmaction - INFO - Epoch [46][740/940] lr: 4.000e-03, eta: 13:24:20, time: 0.908, data_time: 0.007, memory: 6440, top1_acc: 0.6518, top5_acc: 0.8482, loss_cls: 1.4327, loss: 1.4327, grad_norm: 3.2245 2020-08-13 15:01:37,596 - mmaction - INFO - Epoch [46][760/940] lr: 4.000e-03, eta: 13:24:01, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.6641, top5_acc: 0.8562, loss_cls: 1.3683, loss: 1.3683, grad_norm: 3.0176 2020-08-13 15:01:57,706 - mmaction - INFO - Epoch [46][780/940] lr: 4.000e-03, eta: 13:23:43, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.6596, top5_acc: 0.8562, loss_cls: 1.3692, loss: 1.3692, grad_norm: 3.1617 2020-08-13 15:02:15,639 - mmaction - INFO - Epoch [46][800/940] lr: 4.000e-03, eta: 13:23:23, time: 0.894, data_time: 0.009, memory: 6440, top1_acc: 0.6531, top5_acc: 0.8541, loss_cls: 1.4058, loss: 1.4058, grad_norm: 3.1118 2020-08-13 15:02:33,206 - mmaction - INFO - Epoch [46][820/940] lr: 4.000e-03, eta: 13:23:02, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.6537, top5_acc: 0.8535, loss_cls: 1.4170, loss: 1.4170, grad_norm: 3.1364 2020-08-13 15:02:53,362 - mmaction - INFO - Epoch [46][840/940] lr: 4.000e-03, eta: 13:22:45, time: 1.010, data_time: 0.010, memory: 6440, top1_acc: 0.6480, top5_acc: 0.8510, loss_cls: 1.4231, loss: 1.4231, grad_norm: 3.1563 2020-08-13 15:03:10,492 - mmaction - INFO - Epoch [46][860/940] lr: 4.000e-03, eta: 13:22:24, time: 0.859, data_time: 0.007, memory: 6440, top1_acc: 0.6590, top5_acc: 0.8479, loss_cls: 1.4330, loss: 1.4330, grad_norm: 3.1679 2020-08-13 15:03:30,125 - mmaction - INFO - Epoch [46][880/940] lr: 4.000e-03, eta: 13:22:06, time: 0.979, data_time: 0.006, memory: 6440, top1_acc: 0.6555, top5_acc: 0.8562, loss_cls: 1.3996, loss: 1.3996, grad_norm: 3.0899 2020-08-13 15:03:51,009 - mmaction - INFO - Epoch [46][900/940] lr: 4.000e-03, eta: 13:21:49, time: 1.045, data_time: 0.008, memory: 6440, top1_acc: 0.6598, top5_acc: 0.8547, loss_cls: 1.4030, loss: 1.4030, grad_norm: 3.1299 2020-08-13 15:04:09,514 - mmaction - INFO - Epoch [46][920/940] lr: 4.000e-03, eta: 13:21:30, time: 0.925, data_time: 0.009, memory: 6440, top1_acc: 0.6598, top5_acc: 0.8570, loss_cls: 1.3895, loss: 1.3895, grad_norm: 3.1137 2020-08-13 15:04:27,303 - mmaction - INFO - Epoch [46][940/940] lr: 4.000e-03, eta: 13:21:09, time: 0.892, data_time: 0.007, memory: 6440, top1_acc: 0.6581, top5_acc: 0.8460, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.1646 2020-08-13 15:04:27,724 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-08-13 15:04:54,250 - mmaction - INFO - Epoch [47][20/940] lr: 4.000e-03, eta: 13:20:58, time: 1.288, data_time: 0.509, memory: 6440, top1_acc: 0.6547, top5_acc: 0.8527, loss_cls: 1.3949, loss: 1.3949, grad_norm: 3.0506 2020-08-13 15:05:13,347 - mmaction - INFO - Epoch [47][40/940] lr: 4.000e-03, eta: 13:20:40, time: 0.955, data_time: 0.005, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8564, loss_cls: 1.3852, loss: 1.3852, grad_norm: 3.1004 2020-08-13 15:05:30,582 - mmaction - INFO - Epoch [47][60/940] lr: 4.000e-03, eta: 13:20:19, time: 0.863, data_time: 0.009, memory: 6440, top1_acc: 0.6637, top5_acc: 0.8576, loss_cls: 1.3722, loss: 1.3722, grad_norm: 3.1452 2020-08-13 15:05:48,503 - mmaction - INFO - Epoch [47][80/940] lr: 4.000e-03, eta: 13:19:59, time: 0.895, data_time: 0.006, memory: 6440, top1_acc: 0.6611, top5_acc: 0.8582, loss_cls: 1.3944, loss: 1.3944, grad_norm: 3.0883 2020-08-13 15:06:08,829 - mmaction - INFO - Epoch [47][100/940] lr: 4.000e-03, eta: 13:19:41, time: 1.017, data_time: 0.004, memory: 6440, top1_acc: 0.6553, top5_acc: 0.8527, loss_cls: 1.4090, loss: 1.4090, grad_norm: 3.1838 2020-08-13 15:06:26,570 - mmaction - INFO - Epoch [47][120/940] lr: 4.000e-03, eta: 13:19:21, time: 0.883, data_time: 0.005, memory: 6440, top1_acc: 0.6549, top5_acc: 0.8512, loss_cls: 1.3881, loss: 1.3881, grad_norm: 3.0938 2020-08-13 15:06:45,062 - mmaction - INFO - Epoch [47][140/940] lr: 4.000e-03, eta: 13:19:01, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.6609, top5_acc: 0.8490, loss_cls: 1.4118, loss: 1.4118, grad_norm: 3.0976 2020-08-13 15:07:03,458 - mmaction - INFO - Epoch [47][160/940] lr: 4.000e-03, eta: 13:18:42, time: 0.917, data_time: 0.005, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8652, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.0831 2020-08-13 15:07:23,398 - mmaction - INFO - Epoch [47][180/940] lr: 4.000e-03, eta: 13:18:24, time: 0.997, data_time: 0.007, memory: 6440, top1_acc: 0.6695, top5_acc: 0.8605, loss_cls: 1.3687, loss: 1.3687, grad_norm: 3.0526 2020-08-13 15:07:41,080 - mmaction - INFO - Epoch [47][200/940] lr: 4.000e-03, eta: 13:18:04, time: 0.887, data_time: 0.011, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8572, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.0700 2020-08-13 15:07:59,886 - mmaction - INFO - Epoch [47][220/940] lr: 4.000e-03, eta: 13:17:45, time: 0.937, data_time: 0.008, memory: 6440, top1_acc: 0.6518, top5_acc: 0.8498, loss_cls: 1.4494, loss: 1.4494, grad_norm: 3.1604 2020-08-13 15:08:18,800 - mmaction - INFO - Epoch [47][240/940] lr: 4.000e-03, eta: 13:17:26, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.6721, top5_acc: 0.8611, loss_cls: 1.3528, loss: 1.3528, grad_norm: 3.1144 2020-08-13 15:08:38,100 - mmaction - INFO - Epoch [47][260/940] lr: 4.000e-03, eta: 13:17:07, time: 0.965, data_time: 0.002, memory: 6440, top1_acc: 0.6447, top5_acc: 0.8562, loss_cls: 1.4326, loss: 1.4326, grad_norm: 3.2111 2020-08-13 15:08:57,864 - mmaction - INFO - Epoch [47][280/940] lr: 4.000e-03, eta: 13:16:49, time: 0.987, data_time: 0.006, memory: 6440, top1_acc: 0.6516, top5_acc: 0.8510, loss_cls: 1.4221, loss: 1.4221, grad_norm: 3.1348 2020-08-13 15:09:16,064 - mmaction - INFO - Epoch [47][300/940] lr: 4.000e-03, eta: 13:16:29, time: 0.910, data_time: 0.005, memory: 6440, top1_acc: 0.6652, top5_acc: 0.8605, loss_cls: 1.3604, loss: 1.3604, grad_norm: 3.1515 2020-08-13 15:09:34,493 - mmaction - INFO - Epoch [47][320/940] lr: 4.000e-03, eta: 13:16:10, time: 0.924, data_time: 0.004, memory: 6440, top1_acc: 0.6680, top5_acc: 0.8547, loss_cls: 1.3632, loss: 1.3632, grad_norm: 3.0526 2020-08-13 15:09:52,670 - mmaction - INFO - Epoch [47][340/940] lr: 4.000e-03, eta: 13:15:50, time: 0.908, data_time: 0.002, memory: 6440, top1_acc: 0.6686, top5_acc: 0.8639, loss_cls: 1.3499, loss: 1.3499, grad_norm: 3.1621 2020-08-13 15:10:11,937 - mmaction - INFO - Epoch [47][360/940] lr: 4.000e-03, eta: 13:15:31, time: 0.958, data_time: 0.009, memory: 6440, top1_acc: 0.6584, top5_acc: 0.8518, loss_cls: 1.4189, loss: 1.4189, grad_norm: 3.1812 2020-08-13 15:10:30,209 - mmaction - INFO - Epoch [47][380/940] lr: 4.000e-03, eta: 13:15:12, time: 0.920, data_time: 0.008, memory: 6440, top1_acc: 0.6496, top5_acc: 0.8492, loss_cls: 1.4309, loss: 1.4309, grad_norm: 3.1548 2020-08-13 15:10:52,144 - mmaction - INFO - Epoch [47][400/940] lr: 4.000e-03, eta: 13:14:56, time: 1.095, data_time: 0.007, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8545, loss_cls: 1.3795, loss: 1.3795, grad_norm: 3.1527 2020-08-13 15:11:10,413 - mmaction - INFO - Epoch [47][420/940] lr: 4.000e-03, eta: 13:14:36, time: 0.913, data_time: 0.006, memory: 6440, top1_acc: 0.6531, top5_acc: 0.8475, loss_cls: 1.4418, loss: 1.4418, grad_norm: 3.2112 2020-08-13 15:11:29,278 - mmaction - INFO - Epoch [47][440/940] lr: 4.000e-03, eta: 13:14:17, time: 0.942, data_time: 0.007, memory: 6440, top1_acc: 0.6572, top5_acc: 0.8535, loss_cls: 1.4020, loss: 1.4020, grad_norm: 3.1491 2020-08-13 15:11:49,232 - mmaction - INFO - Epoch [47][460/940] lr: 4.000e-03, eta: 13:14:00, time: 1.001, data_time: 0.007, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8555, loss_cls: 1.3783, loss: 1.3783, grad_norm: 3.1471 2020-08-13 15:12:09,140 - mmaction - INFO - Epoch [47][480/940] lr: 4.000e-03, eta: 13:13:42, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.6508, top5_acc: 0.8574, loss_cls: 1.4043, loss: 1.4043, grad_norm: 3.1910 2020-08-13 15:12:27,702 - mmaction - INFO - Epoch [47][500/940] lr: 4.000e-03, eta: 13:13:22, time: 0.933, data_time: 0.007, memory: 6440, top1_acc: 0.6504, top5_acc: 0.8482, loss_cls: 1.4215, loss: 1.4215, grad_norm: 3.1951 2020-08-13 15:12:48,021 - mmaction - INFO - Epoch [47][520/940] lr: 4.000e-03, eta: 13:13:05, time: 1.013, data_time: 0.006, memory: 6440, top1_acc: 0.6535, top5_acc: 0.8541, loss_cls: 1.4021, loss: 1.4021, grad_norm: 3.1601 2020-08-13 15:13:07,456 - mmaction - INFO - Epoch [47][540/940] lr: 4.000e-03, eta: 13:12:47, time: 0.975, data_time: 0.006, memory: 6440, top1_acc: 0.6654, top5_acc: 0.8605, loss_cls: 1.3634, loss: 1.3634, grad_norm: 3.1614 2020-08-13 15:13:25,777 - mmaction - INFO - Epoch [47][560/940] lr: 4.000e-03, eta: 13:12:27, time: 0.916, data_time: 0.002, memory: 6440, top1_acc: 0.6592, top5_acc: 0.8467, loss_cls: 1.3986, loss: 1.3986, grad_norm: 3.1393 2020-08-13 15:13:45,136 - mmaction - INFO - Epoch [47][580/940] lr: 4.000e-03, eta: 13:12:08, time: 0.965, data_time: 0.006, memory: 6440, top1_acc: 0.6637, top5_acc: 0.8553, loss_cls: 1.3833, loss: 1.3833, grad_norm: 3.1249 2020-08-13 15:14:04,706 - mmaction - INFO - Epoch [47][600/940] lr: 4.000e-03, eta: 13:11:50, time: 0.982, data_time: 0.007, memory: 6440, top1_acc: 0.6584, top5_acc: 0.8580, loss_cls: 1.3783, loss: 1.3783, grad_norm: 3.1472 2020-08-13 15:14:23,105 - mmaction - INFO - Epoch [47][620/940] lr: 4.000e-03, eta: 13:11:31, time: 0.917, data_time: 0.002, memory: 6440, top1_acc: 0.6555, top5_acc: 0.8605, loss_cls: 1.3862, loss: 1.3862, grad_norm: 3.2038 2020-08-13 15:14:42,812 - mmaction - INFO - Epoch [47][640/940] lr: 4.000e-03, eta: 13:11:13, time: 0.987, data_time: 0.009, memory: 6440, top1_acc: 0.6564, top5_acc: 0.8498, loss_cls: 1.4128, loss: 1.4128, grad_norm: 3.1735 2020-08-13 15:15:01,094 - mmaction - INFO - Epoch [47][660/940] lr: 4.000e-03, eta: 13:10:53, time: 0.915, data_time: 0.005, memory: 6440, top1_acc: 0.6609, top5_acc: 0.8674, loss_cls: 1.3508, loss: 1.3508, grad_norm: 3.1344 2020-08-13 15:15:21,273 - mmaction - INFO - Epoch [47][680/940] lr: 4.000e-03, eta: 13:10:35, time: 1.007, data_time: 0.005, memory: 6440, top1_acc: 0.6646, top5_acc: 0.8537, loss_cls: 1.3879, loss: 1.3879, grad_norm: 3.0992 2020-08-13 15:15:41,006 - mmaction - INFO - Epoch [47][700/940] lr: 4.000e-03, eta: 13:10:17, time: 0.988, data_time: 0.006, memory: 6440, top1_acc: 0.6566, top5_acc: 0.8553, loss_cls: 1.4066, loss: 1.4066, grad_norm: 3.1704 2020-08-13 15:16:01,496 - mmaction - INFO - Epoch [47][720/940] lr: 4.000e-03, eta: 13:10:00, time: 1.022, data_time: 0.007, memory: 6440, top1_acc: 0.6658, top5_acc: 0.8514, loss_cls: 1.3855, loss: 1.3855, grad_norm: 3.1242 2020-08-13 15:16:19,358 - mmaction - INFO - Epoch [47][740/940] lr: 4.000e-03, eta: 13:09:40, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.6645, top5_acc: 0.8604, loss_cls: 1.3895, loss: 1.3895, grad_norm: 3.1957 2020-08-13 15:16:37,578 - mmaction - INFO - Epoch [47][760/940] lr: 4.000e-03, eta: 13:09:20, time: 0.909, data_time: 0.006, memory: 6440, top1_acc: 0.6600, top5_acc: 0.8568, loss_cls: 1.3902, loss: 1.3902, grad_norm: 3.1780 2020-08-13 15:16:57,900 - mmaction - INFO - Epoch [47][780/940] lr: 4.000e-03, eta: 13:09:03, time: 1.018, data_time: 0.008, memory: 6440, top1_acc: 0.6553, top5_acc: 0.8531, loss_cls: 1.3993, loss: 1.3993, grad_norm: 3.2114 2020-08-13 15:17:17,649 - mmaction - INFO - Epoch [47][800/940] lr: 4.000e-03, eta: 13:08:45, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.6574, top5_acc: 0.8504, loss_cls: 1.4050, loss: 1.4050, grad_norm: 3.1837 2020-08-13 15:17:36,307 - mmaction - INFO - Epoch [47][820/940] lr: 4.000e-03, eta: 13:08:26, time: 0.933, data_time: 0.003, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8566, loss_cls: 1.3804, loss: 1.3804, grad_norm: 3.1512 2020-08-13 15:17:53,117 - mmaction - INFO - Epoch [47][840/940] lr: 4.000e-03, eta: 13:08:04, time: 0.838, data_time: 0.005, memory: 6440, top1_acc: 0.6611, top5_acc: 0.8539, loss_cls: 1.3821, loss: 1.3821, grad_norm: 3.2016 2020-08-13 15:18:11,769 - mmaction - INFO - Epoch [47][860/940] lr: 4.000e-03, eta: 13:07:45, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.6631, top5_acc: 0.8602, loss_cls: 1.3695, loss: 1.3695, grad_norm: 3.1696 2020-08-13 15:18:31,059 - mmaction - INFO - Epoch [47][880/940] lr: 4.000e-03, eta: 13:07:26, time: 0.963, data_time: 0.006, memory: 6440, top1_acc: 0.6592, top5_acc: 0.8594, loss_cls: 1.3810, loss: 1.3810, grad_norm: 3.1573 2020-08-13 15:18:50,826 - mmaction - INFO - Epoch [47][900/940] lr: 4.000e-03, eta: 13:07:08, time: 0.986, data_time: 0.006, memory: 6440, top1_acc: 0.6658, top5_acc: 0.8564, loss_cls: 1.3604, loss: 1.3604, grad_norm: 3.1478 2020-08-13 15:19:10,960 - mmaction - INFO - Epoch [47][920/940] lr: 4.000e-03, eta: 13:06:51, time: 1.011, data_time: 0.010, memory: 6440, top1_acc: 0.6723, top5_acc: 0.8617, loss_cls: 1.3546, loss: 1.3546, grad_norm: 3.1394 2020-08-13 15:19:27,512 - mmaction - INFO - Epoch [47][940/940] lr: 4.000e-03, eta: 13:06:29, time: 0.824, data_time: 0.005, memory: 6440, top1_acc: 0.6577, top5_acc: 0.8498, loss_cls: 1.4060, loss: 1.4060, grad_norm: 3.2354 2020-08-13 15:19:27,754 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-08-13 15:19:51,701 - mmaction - INFO - Epoch [48][20/940] lr: 4.000e-03, eta: 13:06:15, time: 1.171, data_time: 0.441, memory: 6440, top1_acc: 0.6641, top5_acc: 0.8592, loss_cls: 1.3606, loss: 1.3606, grad_norm: 3.2013 2020-08-13 15:20:10,357 - mmaction - INFO - Epoch [48][40/940] lr: 4.000e-03, eta: 13:05:56, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.6525, top5_acc: 0.8611, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.2192 2020-08-13 15:20:28,184 - mmaction - INFO - Epoch [48][60/940] lr: 4.000e-03, eta: 13:05:36, time: 0.890, data_time: 0.002, memory: 6440, top1_acc: 0.6689, top5_acc: 0.8646, loss_cls: 1.3567, loss: 1.3567, grad_norm: 3.0937 2020-08-13 15:20:47,365 - mmaction - INFO - Epoch [48][80/940] lr: 4.000e-03, eta: 13:05:17, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.6604, top5_acc: 0.8535, loss_cls: 1.3841, loss: 1.3841, grad_norm: 3.2108 2020-08-13 15:21:06,799 - mmaction - INFO - Epoch [48][100/940] lr: 4.000e-03, eta: 13:04:59, time: 0.973, data_time: 0.008, memory: 6440, top1_acc: 0.6836, top5_acc: 0.8709, loss_cls: 1.3044, loss: 1.3044, grad_norm: 3.0971 2020-08-13 15:21:25,906 - mmaction - INFO - Epoch [48][120/940] lr: 4.000e-03, eta: 13:04:40, time: 0.955, data_time: 0.010, memory: 6440, top1_acc: 0.6678, top5_acc: 0.8551, loss_cls: 1.3697, loss: 1.3697, grad_norm: 3.1756 2020-08-13 15:21:46,164 - mmaction - INFO - Epoch [48][140/940] lr: 4.000e-03, eta: 13:04:22, time: 1.015, data_time: 0.006, memory: 6440, top1_acc: 0.6676, top5_acc: 0.8600, loss_cls: 1.3698, loss: 1.3698, grad_norm: 3.2145 2020-08-13 15:22:04,565 - mmaction - INFO - Epoch [48][160/940] lr: 4.000e-03, eta: 13:04:03, time: 0.918, data_time: 0.008, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8654, loss_cls: 1.3468, loss: 1.3468, grad_norm: 3.1693 2020-08-13 15:22:24,269 - mmaction - INFO - Epoch [48][180/940] lr: 4.000e-03, eta: 13:03:45, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.6713, top5_acc: 0.8574, loss_cls: 1.3479, loss: 1.3479, grad_norm: 3.1069 2020-08-13 15:22:44,991 - mmaction - INFO - Epoch [48][200/940] lr: 4.000e-03, eta: 13:03:28, time: 1.036, data_time: 0.005, memory: 6440, top1_acc: 0.6707, top5_acc: 0.8572, loss_cls: 1.3664, loss: 1.3664, grad_norm: 3.1563 2020-08-13 15:23:03,478 - mmaction - INFO - Epoch [48][220/940] lr: 4.000e-03, eta: 13:03:08, time: 0.924, data_time: 0.002, memory: 6440, top1_acc: 0.6518, top5_acc: 0.8547, loss_cls: 1.4117, loss: 1.4117, grad_norm: 3.2480 2020-08-13 15:23:21,656 - mmaction - INFO - Epoch [48][240/940] lr: 4.000e-03, eta: 13:02:48, time: 0.908, data_time: 0.002, memory: 6440, top1_acc: 0.6654, top5_acc: 0.8576, loss_cls: 1.3826, loss: 1.3826, grad_norm: 3.1921 2020-08-13 15:23:42,507 - mmaction - INFO - Epoch [48][260/940] lr: 4.000e-03, eta: 13:02:32, time: 1.039, data_time: 0.005, memory: 6440, top1_acc: 0.6514, top5_acc: 0.8467, loss_cls: 1.4134, loss: 1.4134, grad_norm: 3.2267 2020-08-13 15:24:00,781 - mmaction - INFO - Epoch [48][280/940] lr: 4.000e-03, eta: 13:02:12, time: 0.918, data_time: 0.007, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8570, loss_cls: 1.3886, loss: 1.3886, grad_norm: 3.1409 2020-08-13 15:24:21,179 - mmaction - INFO - Epoch [48][300/940] lr: 4.000e-03, eta: 13:01:55, time: 1.019, data_time: 0.005, memory: 6440, top1_acc: 0.6613, top5_acc: 0.8568, loss_cls: 1.3719, loss: 1.3719, grad_norm: 3.1952 2020-08-13 15:24:39,253 - mmaction - INFO - Epoch [48][320/940] lr: 4.000e-03, eta: 13:01:35, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.6758, top5_acc: 0.8625, loss_cls: 1.3311, loss: 1.3311, grad_norm: 3.1751 2020-08-13 15:25:01,137 - mmaction - INFO - Epoch [48][340/940] lr: 4.000e-03, eta: 13:01:19, time: 1.092, data_time: 0.006, memory: 6440, top1_acc: 0.6617, top5_acc: 0.8596, loss_cls: 1.4027, loss: 1.4027, grad_norm: 3.2134 2020-08-13 15:25:19,812 - mmaction - INFO - Epoch [48][360/940] lr: 4.000e-03, eta: 13:01:00, time: 0.935, data_time: 0.006, memory: 6440, top1_acc: 0.6695, top5_acc: 0.8613, loss_cls: 1.3772, loss: 1.3772, grad_norm: 3.2593 2020-08-13 15:25:38,772 - mmaction - INFO - Epoch [48][380/940] lr: 4.000e-03, eta: 13:00:41, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.6557, top5_acc: 0.8549, loss_cls: 1.4232, loss: 1.4232, grad_norm: 3.2475 2020-08-13 15:25:58,815 - mmaction - INFO - Epoch [48][400/940] lr: 4.000e-03, eta: 13:00:23, time: 1.005, data_time: 0.006, memory: 6440, top1_acc: 0.6654, top5_acc: 0.8551, loss_cls: 1.3794, loss: 1.3794, grad_norm: 3.2058 2020-08-13 15:26:17,896 - mmaction - INFO - Epoch [48][420/940] lr: 4.000e-03, eta: 13:00:04, time: 0.952, data_time: 0.006, memory: 6440, top1_acc: 0.6604, top5_acc: 0.8494, loss_cls: 1.4105, loss: 1.4105, grad_norm: 3.2047 2020-08-13 15:26:36,781 - mmaction - INFO - Epoch [48][440/940] lr: 4.000e-03, eta: 12:59:45, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8600, loss_cls: 1.3566, loss: 1.3566, grad_norm: 3.1364 2020-08-13 15:26:56,670 - mmaction - INFO - Epoch [48][460/940] lr: 4.000e-03, eta: 12:59:27, time: 0.992, data_time: 0.005, memory: 6440, top1_acc: 0.6604, top5_acc: 0.8502, loss_cls: 1.4043, loss: 1.4043, grad_norm: 3.2090 2020-08-13 15:27:15,874 - mmaction - INFO - Epoch [48][480/940] lr: 4.000e-03, eta: 12:59:09, time: 0.961, data_time: 0.004, memory: 6440, top1_acc: 0.6535, top5_acc: 0.8539, loss_cls: 1.4201, loss: 1.4201, grad_norm: 3.2091 2020-08-13 15:27:33,705 - mmaction - INFO - Epoch [48][500/940] lr: 4.000e-03, eta: 12:58:48, time: 0.890, data_time: 0.010, memory: 6440, top1_acc: 0.6615, top5_acc: 0.8555, loss_cls: 1.3766, loss: 1.3766, grad_norm: 3.1302 2020-08-13 15:27:52,878 - mmaction - INFO - Epoch [48][520/940] lr: 4.000e-03, eta: 12:58:30, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.6633, top5_acc: 0.8572, loss_cls: 1.3726, loss: 1.3726, grad_norm: 3.2330 2020-08-13 15:28:11,661 - mmaction - INFO - Epoch [48][540/940] lr: 4.000e-03, eta: 12:58:11, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.6687, top5_acc: 0.8631, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.1837 2020-08-13 15:28:34,051 - mmaction - INFO - Epoch [48][560/940] lr: 4.000e-03, eta: 12:57:56, time: 1.121, data_time: 0.005, memory: 6440, top1_acc: 0.6568, top5_acc: 0.8518, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.2525 2020-08-13 15:28:52,424 - mmaction - INFO - Epoch [48][580/940] lr: 4.000e-03, eta: 12:57:36, time: 0.917, data_time: 0.005, memory: 6440, top1_acc: 0.6555, top5_acc: 0.8490, loss_cls: 1.4237, loss: 1.4237, grad_norm: 3.2703 2020-08-13 15:29:10,929 - mmaction - INFO - Epoch [48][600/940] lr: 4.000e-03, eta: 12:57:16, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.6600, top5_acc: 0.8555, loss_cls: 1.3776, loss: 1.3776, grad_norm: 3.2296 2020-08-13 15:29:30,174 - mmaction - INFO - Epoch [48][620/940] lr: 4.000e-03, eta: 12:56:58, time: 0.964, data_time: 0.009, memory: 6440, top1_acc: 0.6641, top5_acc: 0.8559, loss_cls: 1.3813, loss: 1.3813, grad_norm: 3.1858 2020-08-13 15:29:51,308 - mmaction - INFO - Epoch [48][640/940] lr: 4.000e-03, eta: 12:56:41, time: 1.057, data_time: 0.002, memory: 6440, top1_acc: 0.6654, top5_acc: 0.8578, loss_cls: 1.3693, loss: 1.3693, grad_norm: 3.1858 2020-08-13 15:30:09,910 - mmaction - INFO - Epoch [48][660/940] lr: 4.000e-03, eta: 12:56:22, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.6662, top5_acc: 0.8578, loss_cls: 1.3653, loss: 1.3653, grad_norm: 3.2140 2020-08-13 15:30:29,158 - mmaction - INFO - Epoch [48][680/940] lr: 4.000e-03, eta: 12:56:03, time: 0.963, data_time: 0.003, memory: 6440, top1_acc: 0.6760, top5_acc: 0.8584, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.1783 2020-08-13 15:30:47,594 - mmaction - INFO - Epoch [48][700/940] lr: 4.000e-03, eta: 12:55:44, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.6607, top5_acc: 0.8643, loss_cls: 1.3631, loss: 1.3631, grad_norm: 3.1719 2020-08-13 15:31:05,547 - mmaction - INFO - Epoch [48][720/940] lr: 4.000e-03, eta: 12:55:24, time: 0.896, data_time: 0.006, memory: 6440, top1_acc: 0.6619, top5_acc: 0.8598, loss_cls: 1.3978, loss: 1.3978, grad_norm: 3.2206 2020-08-13 15:31:23,810 - mmaction - INFO - Epoch [48][740/940] lr: 4.000e-03, eta: 12:55:04, time: 0.913, data_time: 0.006, memory: 6440, top1_acc: 0.6646, top5_acc: 0.8566, loss_cls: 1.3835, loss: 1.3835, grad_norm: 3.2082 2020-08-13 15:31:43,102 - mmaction - INFO - Epoch [48][760/940] lr: 4.000e-03, eta: 12:54:46, time: 0.966, data_time: 0.009, memory: 6440, top1_acc: 0.6529, top5_acc: 0.8482, loss_cls: 1.4338, loss: 1.4338, grad_norm: 3.2431 2020-08-13 15:32:01,654 - mmaction - INFO - Epoch [48][780/940] lr: 4.000e-03, eta: 12:54:26, time: 0.927, data_time: 0.002, memory: 6440, top1_acc: 0.6668, top5_acc: 0.8670, loss_cls: 1.3709, loss: 1.3709, grad_norm: 3.2204 2020-08-13 15:32:20,555 - mmaction - INFO - Epoch [48][800/940] lr: 4.000e-03, eta: 12:54:07, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.6645, top5_acc: 0.8549, loss_cls: 1.4050, loss: 1.4050, grad_norm: 3.3030 2020-08-13 15:32:39,669 - mmaction - INFO - Epoch [48][820/940] lr: 4.000e-03, eta: 12:53:48, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.6623, top5_acc: 0.8547, loss_cls: 1.3975, loss: 1.3975, grad_norm: 3.2582 2020-08-13 15:33:00,412 - mmaction - INFO - Epoch [48][840/940] lr: 4.000e-03, eta: 12:53:31, time: 1.037, data_time: 0.010, memory: 6440, top1_acc: 0.6602, top5_acc: 0.8551, loss_cls: 1.3939, loss: 1.3939, grad_norm: 3.2135 2020-08-13 15:33:17,600 - mmaction - INFO - Epoch [48][860/940] lr: 4.000e-03, eta: 12:53:10, time: 0.857, data_time: 0.002, memory: 6440, top1_acc: 0.6621, top5_acc: 0.8531, loss_cls: 1.3840, loss: 1.3840, grad_norm: 3.2155 2020-08-13 15:33:38,036 - mmaction - INFO - Epoch [48][880/940] lr: 4.000e-03, eta: 12:52:53, time: 1.024, data_time: 0.014, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8582, loss_cls: 1.3601, loss: 1.3601, grad_norm: 3.2733 2020-08-13 15:33:57,235 - mmaction - INFO - Epoch [48][900/940] lr: 4.000e-03, eta: 12:52:34, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.6574, top5_acc: 0.8506, loss_cls: 1.4039, loss: 1.4039, grad_norm: 3.1951 2020-08-13 15:34:14,919 - mmaction - INFO - Epoch [48][920/940] lr: 4.000e-03, eta: 12:52:14, time: 0.885, data_time: 0.006, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8590, loss_cls: 1.3640, loss: 1.3640, grad_norm: 3.2326 2020-08-13 15:34:33,816 - mmaction - INFO - Epoch [48][940/940] lr: 4.000e-03, eta: 12:51:55, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.6542, top5_acc: 0.8535, loss_cls: 1.4171, loss: 1.4171, grad_norm: 3.2626 2020-08-13 15:34:34,047 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-08-13 15:34:57,578 - mmaction - INFO - Epoch [49][20/940] lr: 4.000e-03, eta: 12:51:41, time: 1.150, data_time: 0.427, memory: 6440, top1_acc: 0.6768, top5_acc: 0.8580, loss_cls: 1.3426, loss: 1.3426, grad_norm: 3.1806 2020-08-13 15:35:17,567 - mmaction - INFO - Epoch [49][40/940] lr: 4.000e-03, eta: 12:51:23, time: 0.997, data_time: 0.005, memory: 6440, top1_acc: 0.6533, top5_acc: 0.8551, loss_cls: 1.4196, loss: 1.4196, grad_norm: 3.3067 2020-08-13 15:35:36,424 - mmaction - INFO - Epoch [49][60/940] lr: 4.000e-03, eta: 12:51:04, time: 0.946, data_time: 0.007, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8670, loss_cls: 1.3110, loss: 1.3110, grad_norm: 3.1425 2020-08-13 15:35:55,671 - mmaction - INFO - Epoch [49][80/940] lr: 4.000e-03, eta: 12:50:45, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.6691, top5_acc: 0.8666, loss_cls: 1.3380, loss: 1.3380, grad_norm: 3.1950 2020-08-13 15:36:14,985 - mmaction - INFO - Epoch [49][100/940] lr: 4.000e-03, eta: 12:50:26, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.6650, top5_acc: 0.8568, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.2433 2020-08-13 15:36:34,545 - mmaction - INFO - Epoch [49][120/940] lr: 4.000e-03, eta: 12:50:08, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.6602, top5_acc: 0.8586, loss_cls: 1.3766, loss: 1.3766, grad_norm: 3.2560 2020-08-13 15:36:53,401 - mmaction - INFO - Epoch [49][140/940] lr: 4.000e-03, eta: 12:49:49, time: 0.945, data_time: 0.006, memory: 6440, top1_acc: 0.6586, top5_acc: 0.8520, loss_cls: 1.4101, loss: 1.4101, grad_norm: 3.2420 2020-08-13 15:37:14,244 - mmaction - INFO - Epoch [49][160/940] lr: 4.000e-03, eta: 12:49:32, time: 1.040, data_time: 0.005, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8664, loss_cls: 1.3482, loss: 1.3482, grad_norm: 3.1743 2020-08-13 15:37:32,147 - mmaction - INFO - Epoch [49][180/940] lr: 4.000e-03, eta: 12:49:12, time: 0.898, data_time: 0.006, memory: 6440, top1_acc: 0.6605, top5_acc: 0.8559, loss_cls: 1.3670, loss: 1.3670, grad_norm: 3.1889 2020-08-13 15:37:51,456 - mmaction - INFO - Epoch [49][200/940] lr: 4.000e-03, eta: 12:48:53, time: 0.964, data_time: 0.004, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8613, loss_cls: 1.3705, loss: 1.3705, grad_norm: 3.2354 2020-08-13 15:38:12,173 - mmaction - INFO - Epoch [49][220/940] lr: 4.000e-03, eta: 12:48:36, time: 1.037, data_time: 0.005, memory: 6440, top1_acc: 0.6580, top5_acc: 0.8568, loss_cls: 1.3810, loss: 1.3810, grad_norm: 3.2814 2020-08-13 15:38:30,610 - mmaction - INFO - Epoch [49][240/940] lr: 4.000e-03, eta: 12:48:17, time: 0.918, data_time: 0.006, memory: 6440, top1_acc: 0.6639, top5_acc: 0.8574, loss_cls: 1.3815, loss: 1.3815, grad_norm: 3.2421 2020-08-13 15:38:49,774 - mmaction - INFO - Epoch [49][260/940] lr: 4.000e-03, eta: 12:47:58, time: 0.962, data_time: 0.007, memory: 6440, top1_acc: 0.6582, top5_acc: 0.8535, loss_cls: 1.4076, loss: 1.4076, grad_norm: 3.2830 2020-08-13 15:39:08,861 - mmaction - INFO - Epoch [49][280/940] lr: 4.000e-03, eta: 12:47:39, time: 0.951, data_time: 0.005, memory: 6440, top1_acc: 0.6789, top5_acc: 0.8631, loss_cls: 1.3378, loss: 1.3378, grad_norm: 3.1490 2020-08-13 15:39:29,111 - mmaction - INFO - Epoch [49][300/940] lr: 4.000e-03, eta: 12:47:22, time: 1.016, data_time: 0.008, memory: 6440, top1_acc: 0.6641, top5_acc: 0.8621, loss_cls: 1.3662, loss: 1.3662, grad_norm: 3.2407 2020-08-13 15:39:46,340 - mmaction - INFO - Epoch [49][320/940] lr: 4.000e-03, eta: 12:47:01, time: 0.860, data_time: 0.006, memory: 6440, top1_acc: 0.6658, top5_acc: 0.8570, loss_cls: 1.3695, loss: 1.3695, grad_norm: 3.2276 2020-08-13 15:40:06,148 - mmaction - INFO - Epoch [49][340/940] lr: 4.000e-03, eta: 12:46:43, time: 0.991, data_time: 0.009, memory: 6440, top1_acc: 0.6586, top5_acc: 0.8525, loss_cls: 1.3973, loss: 1.3973, grad_norm: 3.2758 2020-08-13 15:40:24,579 - mmaction - INFO - Epoch [49][360/940] lr: 4.000e-03, eta: 12:46:23, time: 0.922, data_time: 0.003, memory: 6440, top1_acc: 0.6740, top5_acc: 0.8611, loss_cls: 1.3523, loss: 1.3523, grad_norm: 3.1994 2020-08-13 15:40:44,250 - mmaction - INFO - Epoch [49][380/940] lr: 4.000e-03, eta: 12:46:05, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.6668, top5_acc: 0.8682, loss_cls: 1.3488, loss: 1.3488, grad_norm: 3.1976 2020-08-13 15:41:02,661 - mmaction - INFO - Epoch [49][400/940] lr: 4.000e-03, eta: 12:45:46, time: 0.922, data_time: 0.008, memory: 6440, top1_acc: 0.6764, top5_acc: 0.8650, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.2583 2020-08-13 15:41:21,704 - mmaction - INFO - Epoch [49][420/940] lr: 4.000e-03, eta: 12:45:27, time: 0.953, data_time: 0.009, memory: 6440, top1_acc: 0.6594, top5_acc: 0.8553, loss_cls: 1.3868, loss: 1.3868, grad_norm: 3.2754 2020-08-13 15:41:40,012 - mmaction - INFO - Epoch [49][440/940] lr: 4.000e-03, eta: 12:45:07, time: 0.916, data_time: 0.006, memory: 6440, top1_acc: 0.6660, top5_acc: 0.8609, loss_cls: 1.3802, loss: 1.3802, grad_norm: 3.2795 2020-08-13 15:41:58,814 - mmaction - INFO - Epoch [49][460/940] lr: 4.000e-03, eta: 12:44:48, time: 0.940, data_time: 0.003, memory: 6440, top1_acc: 0.6787, top5_acc: 0.8658, loss_cls: 1.3206, loss: 1.3206, grad_norm: 3.1631 2020-08-13 15:42:16,075 - mmaction - INFO - Epoch [49][480/940] lr: 4.000e-03, eta: 12:44:27, time: 0.861, data_time: 0.002, memory: 6440, top1_acc: 0.6621, top5_acc: 0.8570, loss_cls: 1.3896, loss: 1.3896, grad_norm: 3.2966 2020-08-13 15:42:36,507 - mmaction - INFO - Epoch [49][500/940] lr: 4.000e-03, eta: 12:44:10, time: 1.023, data_time: 0.006, memory: 6440, top1_acc: 0.6566, top5_acc: 0.8600, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.2167 2020-08-13 15:42:54,581 - mmaction - INFO - Epoch [49][520/940] lr: 4.000e-03, eta: 12:43:50, time: 0.904, data_time: 0.005, memory: 6440, top1_acc: 0.6502, top5_acc: 0.8596, loss_cls: 1.3744, loss: 1.3744, grad_norm: 3.3093 2020-08-13 15:43:11,967 - mmaction - INFO - Epoch [49][540/940] lr: 4.000e-03, eta: 12:43:29, time: 0.869, data_time: 0.003, memory: 6440, top1_acc: 0.6730, top5_acc: 0.8598, loss_cls: 1.3401, loss: 1.3401, grad_norm: 3.2186 2020-08-13 15:43:29,891 - mmaction - INFO - Epoch [49][560/940] lr: 4.000e-03, eta: 12:43:09, time: 0.892, data_time: 0.007, memory: 6440, top1_acc: 0.6658, top5_acc: 0.8580, loss_cls: 1.3604, loss: 1.3604, grad_norm: 3.1639 2020-08-13 15:43:50,070 - mmaction - INFO - Epoch [49][580/940] lr: 4.000e-03, eta: 12:42:52, time: 1.012, data_time: 0.008, memory: 6440, top1_acc: 0.6645, top5_acc: 0.8561, loss_cls: 1.3825, loss: 1.3825, grad_norm: 3.2606 2020-08-13 15:44:07,748 - mmaction - INFO - Epoch [49][600/940] lr: 4.000e-03, eta: 12:42:31, time: 0.880, data_time: 0.007, memory: 6440, top1_acc: 0.6600, top5_acc: 0.8504, loss_cls: 1.4075, loss: 1.4075, grad_norm: 3.2542 2020-08-13 15:44:25,729 - mmaction - INFO - Epoch [49][620/940] lr: 4.000e-03, eta: 12:42:11, time: 0.904, data_time: 0.007, memory: 6440, top1_acc: 0.6594, top5_acc: 0.8596, loss_cls: 1.3862, loss: 1.3862, grad_norm: 3.2556 2020-08-13 15:44:44,264 - mmaction - INFO - Epoch [49][640/940] lr: 4.000e-03, eta: 12:41:52, time: 0.924, data_time: 0.005, memory: 6440, top1_acc: 0.6721, top5_acc: 0.8570, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.1705 2020-08-13 15:45:01,236 - mmaction - INFO - Epoch [49][660/940] lr: 4.000e-03, eta: 12:41:31, time: 0.850, data_time: 0.007, memory: 6440, top1_acc: 0.6559, top5_acc: 0.8490, loss_cls: 1.4005, loss: 1.4005, grad_norm: 3.2500 2020-08-13 15:45:19,732 - mmaction - INFO - Epoch [49][680/940] lr: 4.000e-03, eta: 12:41:12, time: 0.923, data_time: 0.009, memory: 6440, top1_acc: 0.6762, top5_acc: 0.8682, loss_cls: 1.3158, loss: 1.3158, grad_norm: 3.2957 2020-08-13 15:45:39,120 - mmaction - INFO - Epoch [49][700/940] lr: 4.000e-03, eta: 12:40:53, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.6646, top5_acc: 0.8678, loss_cls: 1.3634, loss: 1.3634, grad_norm: 3.2485 2020-08-13 15:45:57,254 - mmaction - INFO - Epoch [49][720/940] lr: 4.000e-03, eta: 12:40:33, time: 0.902, data_time: 0.001, memory: 6440, top1_acc: 0.6670, top5_acc: 0.8494, loss_cls: 1.4064, loss: 1.4064, grad_norm: 3.2807 2020-08-13 15:46:16,178 - mmaction - INFO - Epoch [49][740/940] lr: 4.000e-03, eta: 12:40:14, time: 0.948, data_time: 0.009, memory: 6440, top1_acc: 0.6752, top5_acc: 0.8664, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.2374 2020-08-13 15:46:34,916 - mmaction - INFO - Epoch [49][760/940] lr: 4.000e-03, eta: 12:39:55, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.6609, top5_acc: 0.8551, loss_cls: 1.3966, loss: 1.3966, grad_norm: 3.2521 2020-08-13 15:46:53,556 - mmaction - INFO - Epoch [49][780/940] lr: 4.000e-03, eta: 12:39:36, time: 0.931, data_time: 0.002, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8588, loss_cls: 1.3189, loss: 1.3189, grad_norm: 3.1621 2020-08-13 15:47:12,082 - mmaction - INFO - Epoch [49][800/940] lr: 4.000e-03, eta: 12:39:17, time: 0.928, data_time: 0.005, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8541, loss_cls: 1.3835, loss: 1.3835, grad_norm: 3.3239 2020-08-13 15:47:31,034 - mmaction - INFO - Epoch [49][820/940] lr: 4.000e-03, eta: 12:38:58, time: 0.948, data_time: 0.002, memory: 6440, top1_acc: 0.6676, top5_acc: 0.8541, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.2813 2020-08-13 15:47:50,171 - mmaction - INFO - Epoch [49][840/940] lr: 4.000e-03, eta: 12:38:39, time: 0.956, data_time: 0.002, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8590, loss_cls: 1.3319, loss: 1.3319, grad_norm: 3.2552 2020-08-13 15:48:08,246 - mmaction - INFO - Epoch [49][860/940] lr: 4.000e-03, eta: 12:38:19, time: 0.903, data_time: 0.008, memory: 6440, top1_acc: 0.6664, top5_acc: 0.8627, loss_cls: 1.3527, loss: 1.3527, grad_norm: 3.2843 2020-08-13 15:48:26,780 - mmaction - INFO - Epoch [49][880/940] lr: 4.000e-03, eta: 12:38:00, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8578, loss_cls: 1.3705, loss: 1.3705, grad_norm: 3.2774 2020-08-13 15:48:45,251 - mmaction - INFO - Epoch [49][900/940] lr: 4.000e-03, eta: 12:37:40, time: 0.924, data_time: 0.002, memory: 6440, top1_acc: 0.6520, top5_acc: 0.8547, loss_cls: 1.4161, loss: 1.4161, grad_norm: 3.4098 2020-08-13 15:49:05,065 - mmaction - INFO - Epoch [49][920/940] lr: 4.000e-03, eta: 12:37:22, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.6713, top5_acc: 0.8537, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.2147 2020-08-13 15:49:23,220 - mmaction - INFO - Epoch [49][940/940] lr: 4.000e-03, eta: 12:37:02, time: 0.911, data_time: 0.008, memory: 6440, top1_acc: 0.6668, top5_acc: 0.8559, loss_cls: 1.3844, loss: 1.3844, grad_norm: 3.2417 2020-08-13 15:49:23,480 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-08-13 15:49:48,326 - mmaction - INFO - Epoch [50][20/940] lr: 4.000e-03, eta: 12:36:49, time: 1.216, data_time: 0.405, memory: 6440, top1_acc: 0.6732, top5_acc: 0.8590, loss_cls: 1.3513, loss: 1.3513, grad_norm: 3.2537 2020-08-13 15:50:05,812 - mmaction - INFO - Epoch [50][40/940] lr: 4.000e-03, eta: 12:36:28, time: 0.874, data_time: 0.006, memory: 6440, top1_acc: 0.6674, top5_acc: 0.8562, loss_cls: 1.3524, loss: 1.3524, grad_norm: 3.2148 2020-08-13 15:50:23,671 - mmaction - INFO - Epoch [50][60/940] lr: 4.000e-03, eta: 12:36:08, time: 0.893, data_time: 0.002, memory: 6440, top1_acc: 0.6807, top5_acc: 0.8758, loss_cls: 1.2795, loss: 1.2795, grad_norm: 3.1634 2020-08-13 15:50:42,957 - mmaction - INFO - Epoch [50][80/940] lr: 4.000e-03, eta: 12:35:50, time: 0.964, data_time: 0.002, memory: 6440, top1_acc: 0.6707, top5_acc: 0.8658, loss_cls: 1.3237, loss: 1.3237, grad_norm: 3.2410 2020-08-13 15:51:02,142 - mmaction - INFO - Epoch [50][100/940] lr: 4.000e-03, eta: 12:35:31, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.6740, top5_acc: 0.8611, loss_cls: 1.3316, loss: 1.3316, grad_norm: 3.2030 2020-08-13 15:51:20,951 - mmaction - INFO - Epoch [50][120/940] lr: 4.000e-03, eta: 12:35:12, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.6711, top5_acc: 0.8605, loss_cls: 1.3692, loss: 1.3692, grad_norm: 3.3356 2020-08-13 15:51:40,609 - mmaction - INFO - Epoch [50][140/940] lr: 4.000e-03, eta: 12:34:54, time: 0.983, data_time: 0.003, memory: 6440, top1_acc: 0.6621, top5_acc: 0.8592, loss_cls: 1.3829, loss: 1.3829, grad_norm: 3.2729 2020-08-13 15:51:59,894 - mmaction - INFO - Epoch [50][160/940] lr: 4.000e-03, eta: 12:34:35, time: 0.964, data_time: 0.006, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8562, loss_cls: 1.3776, loss: 1.3776, grad_norm: 3.2468 2020-08-13 15:52:18,939 - mmaction - INFO - Epoch [50][180/940] lr: 4.000e-03, eta: 12:34:16, time: 0.950, data_time: 0.007, memory: 6440, top1_acc: 0.6686, top5_acc: 0.8555, loss_cls: 1.3587, loss: 1.3587, grad_norm: 3.2787 2020-08-13 15:52:37,426 - mmaction - INFO - Epoch [50][200/940] lr: 4.000e-03, eta: 12:33:57, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.6709, top5_acc: 0.8600, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.2856 2020-08-13 15:52:55,891 - mmaction - INFO - Epoch [50][220/940] lr: 4.000e-03, eta: 12:33:37, time: 0.923, data_time: 0.002, memory: 6440, top1_acc: 0.6615, top5_acc: 0.8520, loss_cls: 1.3977, loss: 1.3977, grad_norm: 3.3129 2020-08-13 15:53:14,186 - mmaction - INFO - Epoch [50][240/940] lr: 4.000e-03, eta: 12:33:18, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.6730, top5_acc: 0.8594, loss_cls: 1.3372, loss: 1.3372, grad_norm: 3.2581 2020-08-13 15:53:31,477 - mmaction - INFO - Epoch [50][260/940] lr: 4.000e-03, eta: 12:32:57, time: 0.865, data_time: 0.002, memory: 6440, top1_acc: 0.6639, top5_acc: 0.8582, loss_cls: 1.3606, loss: 1.3606, grad_norm: 3.2782 2020-08-13 15:53:49,883 - mmaction - INFO - Epoch [50][280/940] lr: 4.000e-03, eta: 12:32:38, time: 0.920, data_time: 0.004, memory: 6440, top1_acc: 0.6732, top5_acc: 0.8580, loss_cls: 1.3424, loss: 1.3424, grad_norm: 3.2700 2020-08-13 15:54:08,560 - mmaction - INFO - Epoch [50][300/940] lr: 4.000e-03, eta: 12:32:18, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.6697, top5_acc: 0.8594, loss_cls: 1.3447, loss: 1.3447, grad_norm: 3.2640 2020-08-13 15:54:26,862 - mmaction - INFO - Epoch [50][320/940] lr: 4.000e-03, eta: 12:31:59, time: 0.915, data_time: 0.002, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8590, loss_cls: 1.3584, loss: 1.3584, grad_norm: 3.2009 2020-08-13 15:54:47,503 - mmaction - INFO - Epoch [50][340/940] lr: 4.000e-03, eta: 12:31:42, time: 1.031, data_time: 0.005, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8607, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.2600 2020-08-13 15:55:05,185 - mmaction - INFO - Epoch [50][360/940] lr: 4.000e-03, eta: 12:31:21, time: 0.882, data_time: 0.003, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8645, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.3189 2020-08-13 15:55:25,069 - mmaction - INFO - Epoch [50][380/940] lr: 4.000e-03, eta: 12:31:03, time: 0.996, data_time: 0.006, memory: 6440, top1_acc: 0.6748, top5_acc: 0.8662, loss_cls: 1.3314, loss: 1.3314, grad_norm: 3.2389 2020-08-13 15:55:44,872 - mmaction - INFO - Epoch [50][400/940] lr: 4.000e-03, eta: 12:30:45, time: 0.987, data_time: 0.006, memory: 6440, top1_acc: 0.6652, top5_acc: 0.8570, loss_cls: 1.3764, loss: 1.3764, grad_norm: 3.2723 2020-08-13 15:56:03,546 - mmaction - INFO - Epoch [50][420/940] lr: 4.000e-03, eta: 12:30:26, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.6703, top5_acc: 0.8631, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.2752 2020-08-13 15:56:23,954 - mmaction - INFO - Epoch [50][440/940] lr: 4.000e-03, eta: 12:30:08, time: 1.020, data_time: 0.002, memory: 6440, top1_acc: 0.6658, top5_acc: 0.8555, loss_cls: 1.3657, loss: 1.3657, grad_norm: 3.3075 2020-08-13 15:56:43,317 - mmaction - INFO - Epoch [50][460/940] lr: 4.000e-03, eta: 12:29:50, time: 0.963, data_time: 0.006, memory: 6440, top1_acc: 0.6686, top5_acc: 0.8588, loss_cls: 1.3528, loss: 1.3528, grad_norm: 3.2679 2020-08-13 15:57:00,922 - mmaction - INFO - Epoch [50][480/940] lr: 4.000e-03, eta: 12:29:30, time: 0.885, data_time: 0.008, memory: 6440, top1_acc: 0.6748, top5_acc: 0.8619, loss_cls: 1.3381, loss: 1.3381, grad_norm: 3.1985 2020-08-13 15:57:23,456 - mmaction - INFO - Epoch [50][500/940] lr: 4.000e-03, eta: 12:29:14, time: 1.127, data_time: 0.002, memory: 6440, top1_acc: 0.6668, top5_acc: 0.8596, loss_cls: 1.3662, loss: 1.3662, grad_norm: 3.2604 2020-08-13 15:57:42,671 - mmaction - INFO - Epoch [50][520/940] lr: 4.000e-03, eta: 12:28:56, time: 0.959, data_time: 0.005, memory: 6440, top1_acc: 0.6674, top5_acc: 0.8559, loss_cls: 1.3734, loss: 1.3734, grad_norm: 3.2495 2020-08-13 15:58:00,302 - mmaction - INFO - Epoch [50][540/940] lr: 4.000e-03, eta: 12:28:35, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.6813, top5_acc: 0.8662, loss_cls: 1.3106, loss: 1.3106, grad_norm: 3.2610 2020-08-13 15:58:19,527 - mmaction - INFO - Epoch [50][560/940] lr: 4.000e-03, eta: 12:28:17, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.6779, top5_acc: 0.8576, loss_cls: 1.3453, loss: 1.3453, grad_norm: 3.2195 2020-08-13 15:58:39,045 - mmaction - INFO - Epoch [50][580/940] lr: 4.000e-03, eta: 12:27:58, time: 0.972, data_time: 0.004, memory: 6440, top1_acc: 0.6637, top5_acc: 0.8580, loss_cls: 1.3787, loss: 1.3787, grad_norm: 3.2522 2020-08-13 15:59:00,166 - mmaction - INFO - Epoch [50][600/940] lr: 4.000e-03, eta: 12:27:42, time: 1.060, data_time: 0.011, memory: 6440, top1_acc: 0.6787, top5_acc: 0.8643, loss_cls: 1.3150, loss: 1.3150, grad_norm: 3.2648 2020-08-13 15:59:19,221 - mmaction - INFO - Epoch [50][620/940] lr: 4.000e-03, eta: 12:27:23, time: 0.953, data_time: 0.002, memory: 6440, top1_acc: 0.6590, top5_acc: 0.8602, loss_cls: 1.3606, loss: 1.3606, grad_norm: 3.3034 2020-08-13 15:59:37,831 - mmaction - INFO - Epoch [50][640/940] lr: 4.000e-03, eta: 12:27:03, time: 0.927, data_time: 0.005, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8611, loss_cls: 1.3519, loss: 1.3519, grad_norm: 3.2644 2020-08-13 15:59:56,404 - mmaction - INFO - Epoch [50][660/940] lr: 4.000e-03, eta: 12:26:44, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8670, loss_cls: 1.3527, loss: 1.3527, grad_norm: 3.3337 2020-08-13 16:00:19,424 - mmaction - INFO - Epoch [50][680/940] lr: 4.000e-03, eta: 12:26:29, time: 1.145, data_time: 0.007, memory: 6440, top1_acc: 0.6680, top5_acc: 0.8592, loss_cls: 1.3681, loss: 1.3681, grad_norm: 3.2788 2020-08-13 16:00:36,871 - mmaction - INFO - Epoch [50][700/940] lr: 4.000e-03, eta: 12:26:09, time: 0.879, data_time: 0.017, memory: 6440, top1_acc: 0.6682, top5_acc: 0.8611, loss_cls: 1.3538, loss: 1.3538, grad_norm: 3.2815 2020-08-13 16:00:54,569 - mmaction - INFO - Epoch [50][720/940] lr: 4.000e-03, eta: 12:25:48, time: 0.883, data_time: 0.005, memory: 6440, top1_acc: 0.6594, top5_acc: 0.8580, loss_cls: 1.3778, loss: 1.3778, grad_norm: 3.3424 2020-08-13 16:01:14,509 - mmaction - INFO - Epoch [50][740/940] lr: 4.000e-03, eta: 12:25:31, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8662, loss_cls: 1.3412, loss: 1.3412, grad_norm: 3.2687 2020-08-13 16:01:33,505 - mmaction - INFO - Epoch [50][760/940] lr: 4.000e-03, eta: 12:25:12, time: 0.951, data_time: 0.004, memory: 6440, top1_acc: 0.6687, top5_acc: 0.8557, loss_cls: 1.3813, loss: 1.3813, grad_norm: 3.2843 2020-08-13 16:01:51,395 - mmaction - INFO - Epoch [50][780/940] lr: 4.000e-03, eta: 12:24:52, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.6623, top5_acc: 0.8619, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.3375 2020-08-13 16:02:09,462 - mmaction - INFO - Epoch [50][800/940] lr: 4.000e-03, eta: 12:24:32, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.6711, top5_acc: 0.8658, loss_cls: 1.3233, loss: 1.3233, grad_norm: 3.2863 2020-08-13 16:02:27,620 - mmaction - INFO - Epoch [50][820/940] lr: 4.000e-03, eta: 12:24:12, time: 0.906, data_time: 0.002, memory: 6440, top1_acc: 0.6660, top5_acc: 0.8551, loss_cls: 1.3794, loss: 1.3794, grad_norm: 3.3638 2020-08-13 16:02:47,560 - mmaction - INFO - Epoch [50][840/940] lr: 4.000e-03, eta: 12:23:54, time: 0.996, data_time: 0.006, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8609, loss_cls: 1.3429, loss: 1.3429, grad_norm: 3.2842 2020-08-13 16:03:05,678 - mmaction - INFO - Epoch [50][860/940] lr: 4.000e-03, eta: 12:23:34, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.6711, top5_acc: 0.8660, loss_cls: 1.3492, loss: 1.3492, grad_norm: 3.2937 2020-08-13 16:03:23,216 - mmaction - INFO - Epoch [50][880/940] lr: 4.000e-03, eta: 12:23:14, time: 0.877, data_time: 0.003, memory: 6440, top1_acc: 0.6783, top5_acc: 0.8582, loss_cls: 1.3211, loss: 1.3211, grad_norm: 3.2166 2020-08-13 16:03:44,058 - mmaction - INFO - Epoch [50][900/940] lr: 4.000e-03, eta: 12:22:57, time: 1.042, data_time: 0.006, memory: 6440, top1_acc: 0.6738, top5_acc: 0.8631, loss_cls: 1.3244, loss: 1.3244, grad_norm: 3.2986 2020-08-13 16:04:02,180 - mmaction - INFO - Epoch [50][920/940] lr: 4.000e-03, eta: 12:22:37, time: 0.906, data_time: 0.006, memory: 6440, top1_acc: 0.6668, top5_acc: 0.8633, loss_cls: 1.3678, loss: 1.3678, grad_norm: 3.4032 2020-08-13 16:04:19,041 - mmaction - INFO - Epoch [50][940/940] lr: 4.000e-03, eta: 12:22:16, time: 0.841, data_time: 0.005, memory: 6440, top1_acc: 0.6660, top5_acc: 0.8551, loss_cls: 1.3831, loss: 1.3831, grad_norm: 3.3521 2020-08-13 16:04:19,370 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-08-13 16:04:46,179 - mmaction - INFO - Epoch [51][20/940] lr: 4.000e-03, eta: 12:22:04, time: 1.303, data_time: 0.569, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8605, loss_cls: 1.3337, loss: 1.3337, grad_norm: 3.2904 2020-08-13 16:05:04,336 - mmaction - INFO - Epoch [51][40/940] lr: 4.000e-03, eta: 12:21:44, time: 0.908, data_time: 0.002, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8645, loss_cls: 1.3076, loss: 1.3076, grad_norm: 3.2708 2020-08-13 16:05:22,853 - mmaction - INFO - Epoch [51][60/940] lr: 4.000e-03, eta: 12:21:25, time: 0.926, data_time: 0.002, memory: 6440, top1_acc: 0.6740, top5_acc: 0.8635, loss_cls: 1.3300, loss: 1.3300, grad_norm: 3.2453 2020-08-13 16:05:41,186 - mmaction - INFO - Epoch [51][80/940] lr: 4.000e-03, eta: 12:21:05, time: 0.915, data_time: 0.005, memory: 6440, top1_acc: 0.6639, top5_acc: 0.8576, loss_cls: 1.3612, loss: 1.3612, grad_norm: 3.2979 2020-08-13 16:06:00,765 - mmaction - INFO - Epoch [51][100/940] lr: 4.000e-03, eta: 12:20:47, time: 0.980, data_time: 0.004, memory: 6440, top1_acc: 0.6588, top5_acc: 0.8633, loss_cls: 1.3732, loss: 1.3732, grad_norm: 3.3551 2020-08-13 16:06:18,319 - mmaction - INFO - Epoch [51][120/940] lr: 4.000e-03, eta: 12:20:27, time: 0.875, data_time: 0.005, memory: 6440, top1_acc: 0.6609, top5_acc: 0.8549, loss_cls: 1.3872, loss: 1.3872, grad_norm: 3.3554 2020-08-13 16:06:37,107 - mmaction - INFO - Epoch [51][140/940] lr: 4.000e-03, eta: 12:20:08, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8598, loss_cls: 1.3576, loss: 1.3576, grad_norm: 3.3105 2020-08-13 16:06:56,337 - mmaction - INFO - Epoch [51][160/940] lr: 4.000e-03, eta: 12:19:49, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.6602, top5_acc: 0.8545, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.2599 2020-08-13 16:07:12,878 - mmaction - INFO - Epoch [51][180/940] lr: 4.000e-03, eta: 12:19:28, time: 0.829, data_time: 0.006, memory: 6440, top1_acc: 0.6820, top5_acc: 0.8615, loss_cls: 1.3357, loss: 1.3357, grad_norm: 3.2556 2020-08-13 16:07:32,834 - mmaction - INFO - Epoch [51][200/940] lr: 4.000e-03, eta: 12:19:10, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.6713, top5_acc: 0.8588, loss_cls: 1.3384, loss: 1.3384, grad_norm: 3.2905 2020-08-13 16:07:51,545 - mmaction - INFO - Epoch [51][220/940] lr: 4.000e-03, eta: 12:18:50, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8658, loss_cls: 1.3204, loss: 1.3204, grad_norm: 3.3566 2020-08-13 16:08:12,979 - mmaction - INFO - Epoch [51][240/940] lr: 4.000e-03, eta: 12:18:34, time: 1.071, data_time: 0.006, memory: 6440, top1_acc: 0.6588, top5_acc: 0.8539, loss_cls: 1.3841, loss: 1.3841, grad_norm: 3.3376 2020-08-13 16:08:30,452 - mmaction - INFO - Epoch [51][260/940] lr: 4.000e-03, eta: 12:18:14, time: 0.875, data_time: 0.007, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8619, loss_cls: 1.3477, loss: 1.3477, grad_norm: 3.2884 2020-08-13 16:08:49,204 - mmaction - INFO - Epoch [51][280/940] lr: 4.000e-03, eta: 12:17:54, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.6758, top5_acc: 0.8574, loss_cls: 1.3505, loss: 1.3505, grad_norm: 3.2706 2020-08-13 16:09:07,179 - mmaction - INFO - Epoch [51][300/940] lr: 4.000e-03, eta: 12:17:34, time: 0.901, data_time: 0.004, memory: 6440, top1_acc: 0.6699, top5_acc: 0.8508, loss_cls: 1.3767, loss: 1.3767, grad_norm: 3.2908 2020-08-13 16:09:27,578 - mmaction - INFO - Epoch [51][320/940] lr: 4.000e-03, eta: 12:17:17, time: 1.017, data_time: 0.005, memory: 6440, top1_acc: 0.6744, top5_acc: 0.8639, loss_cls: 1.3437, loss: 1.3437, grad_norm: 3.3410 2020-08-13 16:09:45,429 - mmaction - INFO - Epoch [51][340/940] lr: 4.000e-03, eta: 12:16:57, time: 0.892, data_time: 0.005, memory: 6440, top1_acc: 0.6736, top5_acc: 0.8611, loss_cls: 1.3362, loss: 1.3362, grad_norm: 3.2664 2020-08-13 16:10:05,271 - mmaction - INFO - Epoch [51][360/940] lr: 4.000e-03, eta: 12:16:39, time: 0.994, data_time: 0.009, memory: 6440, top1_acc: 0.6738, top5_acc: 0.8596, loss_cls: 1.3326, loss: 1.3326, grad_norm: 3.3072 2020-08-13 16:10:22,593 - mmaction - INFO - Epoch [51][380/940] lr: 4.000e-03, eta: 12:16:18, time: 0.865, data_time: 0.003, memory: 6440, top1_acc: 0.6684, top5_acc: 0.8609, loss_cls: 1.3334, loss: 1.3334, grad_norm: 3.2624 2020-08-13 16:10:44,150 - mmaction - INFO - Epoch [51][400/940] lr: 4.000e-03, eta: 12:16:02, time: 1.076, data_time: 0.005, memory: 6440, top1_acc: 0.6752, top5_acc: 0.8646, loss_cls: 1.3291, loss: 1.3291, grad_norm: 3.2861 2020-08-13 16:11:03,221 - mmaction - INFO - Epoch [51][420/940] lr: 4.000e-03, eta: 12:15:43, time: 0.957, data_time: 0.007, memory: 6440, top1_acc: 0.6676, top5_acc: 0.8617, loss_cls: 1.3482, loss: 1.3482, grad_norm: 3.3570 2020-08-13 16:11:21,889 - mmaction - INFO - Epoch [51][440/940] lr: 4.000e-03, eta: 12:15:24, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.6682, top5_acc: 0.8645, loss_cls: 1.3343, loss: 1.3343, grad_norm: 3.3236 2020-08-13 16:11:41,165 - mmaction - INFO - Epoch [51][460/940] lr: 4.000e-03, eta: 12:15:05, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.6730, top5_acc: 0.8578, loss_cls: 1.3411, loss: 1.3411, grad_norm: 3.3196 2020-08-13 16:11:59,254 - mmaction - INFO - Epoch [51][480/940] lr: 4.000e-03, eta: 12:14:45, time: 0.904, data_time: 0.003, memory: 6440, top1_acc: 0.6783, top5_acc: 0.8617, loss_cls: 1.3364, loss: 1.3364, grad_norm: 3.3406 2020-08-13 16:12:18,809 - mmaction - INFO - Epoch [51][500/940] lr: 4.000e-03, eta: 12:14:27, time: 0.975, data_time: 0.009, memory: 6440, top1_acc: 0.6672, top5_acc: 0.8645, loss_cls: 1.3506, loss: 1.3506, grad_norm: 3.3793 2020-08-13 16:12:38,942 - mmaction - INFO - Epoch [51][520/940] lr: 4.000e-03, eta: 12:14:09, time: 1.007, data_time: 0.007, memory: 6440, top1_acc: 0.6703, top5_acc: 0.8689, loss_cls: 1.3257, loss: 1.3257, grad_norm: 3.3160 2020-08-13 16:12:57,502 - mmaction - INFO - Epoch [51][540/940] lr: 4.000e-03, eta: 12:13:50, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.6687, top5_acc: 0.8664, loss_cls: 1.3299, loss: 1.3299, grad_norm: 3.3200 2020-08-13 16:13:17,378 - mmaction - INFO - Epoch [51][560/940] lr: 4.000e-03, eta: 12:13:32, time: 0.990, data_time: 0.002, memory: 6440, top1_acc: 0.6604, top5_acc: 0.8602, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.3301 2020-08-13 16:13:36,278 - mmaction - INFO - Epoch [51][580/940] lr: 4.000e-03, eta: 12:13:13, time: 0.947, data_time: 0.009, memory: 6440, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3525, loss: 1.3525, grad_norm: 3.3193 2020-08-13 16:13:57,354 - mmaction - INFO - Epoch [51][600/940] lr: 4.000e-03, eta: 12:12:56, time: 1.056, data_time: 0.006, memory: 6440, top1_acc: 0.6709, top5_acc: 0.8625, loss_cls: 1.3231, loss: 1.3231, grad_norm: 3.3308 2020-08-13 16:14:16,332 - mmaction - INFO - Epoch [51][620/940] lr: 4.000e-03, eta: 12:12:37, time: 0.945, data_time: 0.005, memory: 6440, top1_acc: 0.6680, top5_acc: 0.8645, loss_cls: 1.3243, loss: 1.3243, grad_norm: 3.3203 2020-08-13 16:14:37,806 - mmaction - INFO - Epoch [51][640/940] lr: 4.000e-03, eta: 12:12:20, time: 1.078, data_time: 0.007, memory: 6440, top1_acc: 0.6586, top5_acc: 0.8568, loss_cls: 1.3949, loss: 1.3949, grad_norm: 3.3736 2020-08-13 16:14:55,636 - mmaction - INFO - Epoch [51][660/940] lr: 4.000e-03, eta: 12:12:00, time: 0.888, data_time: 0.010, memory: 6440, top1_acc: 0.6730, top5_acc: 0.8676, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.3347 2020-08-13 16:15:14,684 - mmaction - INFO - Epoch [51][680/940] lr: 4.000e-03, eta: 12:11:42, time: 0.954, data_time: 0.008, memory: 6440, top1_acc: 0.6803, top5_acc: 0.8699, loss_cls: 1.3048, loss: 1.3048, grad_norm: 3.2811 2020-08-13 16:15:34,590 - mmaction - INFO - Epoch [51][700/940] lr: 4.000e-03, eta: 12:11:24, time: 0.997, data_time: 0.004, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8607, loss_cls: 1.3544, loss: 1.3544, grad_norm: 3.3604 2020-08-13 16:15:54,424 - mmaction - INFO - Epoch [51][720/940] lr: 4.000e-03, eta: 12:11:05, time: 0.989, data_time: 0.006, memory: 6440, top1_acc: 0.6650, top5_acc: 0.8623, loss_cls: 1.3727, loss: 1.3727, grad_norm: 3.4395 2020-08-13 16:16:10,763 - mmaction - INFO - Epoch [51][740/940] lr: 4.000e-03, eta: 12:10:44, time: 0.817, data_time: 0.008, memory: 6440, top1_acc: 0.6707, top5_acc: 0.8607, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.3767 2020-08-13 16:16:30,485 - mmaction - INFO - Epoch [51][760/940] lr: 4.000e-03, eta: 12:10:26, time: 0.988, data_time: 0.010, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8658, loss_cls: 1.3002, loss: 1.3002, grad_norm: 3.2501 2020-08-13 16:16:49,164 - mmaction - INFO - Epoch [51][780/940] lr: 4.000e-03, eta: 12:10:06, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.6664, top5_acc: 0.8604, loss_cls: 1.3569, loss: 1.3569, grad_norm: 3.4130 2020-08-13 16:17:08,652 - mmaction - INFO - Epoch [51][800/940] lr: 4.000e-03, eta: 12:09:48, time: 0.970, data_time: 0.004, memory: 6440, top1_acc: 0.6684, top5_acc: 0.8578, loss_cls: 1.3834, loss: 1.3834, grad_norm: 3.3544 2020-08-13 16:17:26,941 - mmaction - INFO - Epoch [51][820/940] lr: 4.000e-03, eta: 12:09:28, time: 0.919, data_time: 0.007, memory: 6440, top1_acc: 0.6623, top5_acc: 0.8646, loss_cls: 1.3504, loss: 1.3504, grad_norm: 3.3921 2020-08-13 16:17:46,433 - mmaction - INFO - Epoch [51][840/940] lr: 4.000e-03, eta: 12:09:10, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8621, loss_cls: 1.3234, loss: 1.3234, grad_norm: 3.3257 2020-08-13 16:18:07,542 - mmaction - INFO - Epoch [51][860/940] lr: 4.000e-03, eta: 12:08:53, time: 1.055, data_time: 0.007, memory: 6440, top1_acc: 0.6705, top5_acc: 0.8633, loss_cls: 1.3361, loss: 1.3361, grad_norm: 3.2881 2020-08-13 16:18:24,790 - mmaction - INFO - Epoch [51][880/940] lr: 4.000e-03, eta: 12:08:32, time: 0.862, data_time: 0.008, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8488, loss_cls: 1.4142, loss: 1.4142, grad_norm: 3.4104 2020-08-13 16:18:45,071 - mmaction - INFO - Epoch [51][900/940] lr: 4.000e-03, eta: 12:08:15, time: 1.015, data_time: 0.005, memory: 6440, top1_acc: 0.6723, top5_acc: 0.8682, loss_cls: 1.3422, loss: 1.3422, grad_norm: 3.3922 2020-08-13 16:19:03,681 - mmaction - INFO - Epoch [51][920/940] lr: 4.000e-03, eta: 12:07:55, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.6721, top5_acc: 0.8594, loss_cls: 1.3279, loss: 1.3279, grad_norm: 3.3814 2020-08-13 16:19:20,144 - mmaction - INFO - Epoch [51][940/940] lr: 4.000e-03, eta: 12:07:34, time: 0.827, data_time: 0.009, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8580, loss_cls: 1.3706, loss: 1.3706, grad_norm: 3.3494 2020-08-13 16:19:20,376 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-08-13 16:19:46,808 - mmaction - INFO - Epoch [52][20/940] lr: 4.000e-03, eta: 12:07:22, time: 1.296, data_time: 0.437, memory: 6440, top1_acc: 0.6750, top5_acc: 0.8598, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.2806 2020-08-13 16:20:05,429 - mmaction - INFO - Epoch [52][40/940] lr: 4.000e-03, eta: 12:07:03, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8639, loss_cls: 1.3237, loss: 1.3237, grad_norm: 3.2948 2020-08-13 16:20:25,068 - mmaction - INFO - Epoch [52][60/940] lr: 4.000e-03, eta: 12:06:44, time: 0.979, data_time: 0.002, memory: 6440, top1_acc: 0.6662, top5_acc: 0.8520, loss_cls: 1.3831, loss: 1.3831, grad_norm: 3.3643 2020-08-13 16:20:43,174 - mmaction - INFO - Epoch [52][80/940] lr: 4.000e-03, eta: 12:06:24, time: 0.904, data_time: 0.009, memory: 6440, top1_acc: 0.6682, top5_acc: 0.8531, loss_cls: 1.3661, loss: 1.3661, grad_norm: 3.3409 2020-08-13 16:21:02,136 - mmaction - INFO - Epoch [52][100/940] lr: 4.000e-03, eta: 12:06:06, time: 0.951, data_time: 0.008, memory: 6440, top1_acc: 0.6789, top5_acc: 0.8607, loss_cls: 1.3229, loss: 1.3229, grad_norm: 3.3475 2020-08-13 16:21:21,545 - mmaction - INFO - Epoch [52][120/940] lr: 4.000e-03, eta: 12:05:47, time: 0.969, data_time: 0.003, memory: 6440, top1_acc: 0.6771, top5_acc: 0.8555, loss_cls: 1.3538, loss: 1.3538, grad_norm: 3.2791 2020-08-13 16:21:42,754 - mmaction - INFO - Epoch [52][140/940] lr: 4.000e-03, eta: 12:05:30, time: 1.061, data_time: 0.009, memory: 6440, top1_acc: 0.6717, top5_acc: 0.8607, loss_cls: 1.3466, loss: 1.3466, grad_norm: 3.3914 2020-08-13 16:22:01,487 - mmaction - INFO - Epoch [52][160/940] lr: 4.000e-03, eta: 12:05:11, time: 0.938, data_time: 0.003, memory: 6440, top1_acc: 0.6707, top5_acc: 0.8629, loss_cls: 1.3337, loss: 1.3337, grad_norm: 3.3302 2020-08-13 16:22:21,294 - mmaction - INFO - Epoch [52][180/940] lr: 4.000e-03, eta: 12:04:53, time: 0.990, data_time: 0.004, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8564, loss_cls: 1.3711, loss: 1.3711, grad_norm: 3.3456 2020-08-13 16:22:40,584 - mmaction - INFO - Epoch [52][200/940] lr: 4.000e-03, eta: 12:04:34, time: 0.965, data_time: 0.003, memory: 6440, top1_acc: 0.6678, top5_acc: 0.8594, loss_cls: 1.3671, loss: 1.3671, grad_norm: 3.4115 2020-08-13 16:22:58,754 - mmaction - INFO - Epoch [52][220/940] lr: 4.000e-03, eta: 12:04:15, time: 0.909, data_time: 0.008, memory: 6440, top1_acc: 0.6717, top5_acc: 0.8682, loss_cls: 1.3085, loss: 1.3085, grad_norm: 3.3291 2020-08-13 16:23:18,819 - mmaction - INFO - Epoch [52][240/940] lr: 4.000e-03, eta: 12:03:57, time: 1.004, data_time: 0.003, memory: 6440, top1_acc: 0.6730, top5_acc: 0.8654, loss_cls: 1.3306, loss: 1.3306, grad_norm: 3.3191 2020-08-13 16:23:36,861 - mmaction - INFO - Epoch [52][260/940] lr: 4.000e-03, eta: 12:03:37, time: 0.898, data_time: 0.004, memory: 6440, top1_acc: 0.6584, top5_acc: 0.8547, loss_cls: 1.3877, loss: 1.3877, grad_norm: 3.4052 2020-08-13 16:23:55,741 - mmaction - INFO - Epoch [52][280/940] lr: 4.000e-03, eta: 12:03:18, time: 0.948, data_time: 0.007, memory: 6440, top1_acc: 0.6783, top5_acc: 0.8670, loss_cls: 1.3054, loss: 1.3054, grad_norm: 3.3569 2020-08-13 16:24:15,766 - mmaction - INFO - Epoch [52][300/940] lr: 4.000e-03, eta: 12:03:00, time: 0.998, data_time: 0.005, memory: 6440, top1_acc: 0.6830, top5_acc: 0.8684, loss_cls: 1.3343, loss: 1.3343, grad_norm: 3.3620 2020-08-13 16:24:34,316 - mmaction - INFO - Epoch [52][320/940] lr: 4.000e-03, eta: 12:02:40, time: 0.930, data_time: 0.006, memory: 6440, top1_acc: 0.6773, top5_acc: 0.8682, loss_cls: 1.3074, loss: 1.3074, grad_norm: 3.3892 2020-08-13 16:24:53,587 - mmaction - INFO - Epoch [52][340/940] lr: 4.000e-03, eta: 12:02:22, time: 0.961, data_time: 0.005, memory: 6440, top1_acc: 0.6709, top5_acc: 0.8639, loss_cls: 1.3390, loss: 1.3390, grad_norm: 3.3660 2020-08-13 16:25:13,454 - mmaction - INFO - Epoch [52][360/940] lr: 4.000e-03, eta: 12:02:04, time: 0.996, data_time: 0.007, memory: 6440, top1_acc: 0.6887, top5_acc: 0.8734, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.3053 2020-08-13 16:25:33,130 - mmaction - INFO - Epoch [52][380/940] lr: 4.000e-03, eta: 12:01:45, time: 0.980, data_time: 0.003, memory: 6440, top1_acc: 0.6695, top5_acc: 0.8625, loss_cls: 1.3399, loss: 1.3399, grad_norm: 3.3750 2020-08-13 16:25:50,906 - mmaction - INFO - Epoch [52][400/940] lr: 4.000e-03, eta: 12:01:25, time: 0.889, data_time: 0.009, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8613, loss_cls: 1.3445, loss: 1.3445, grad_norm: 3.3906 2020-08-13 16:26:11,523 - mmaction - INFO - Epoch [52][420/940] lr: 4.000e-03, eta: 12:01:08, time: 1.034, data_time: 0.007, memory: 6440, top1_acc: 0.6773, top5_acc: 0.8635, loss_cls: 1.3175, loss: 1.3175, grad_norm: 3.3745 2020-08-13 16:26:30,601 - mmaction - INFO - Epoch [52][440/940] lr: 4.000e-03, eta: 12:00:49, time: 0.950, data_time: 0.005, memory: 6440, top1_acc: 0.6756, top5_acc: 0.8729, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.3746 2020-08-13 16:26:49,657 - mmaction - INFO - Epoch [52][460/940] lr: 4.000e-03, eta: 12:00:30, time: 0.956, data_time: 0.007, memory: 6440, top1_acc: 0.6736, top5_acc: 0.8541, loss_cls: 1.3474, loss: 1.3474, grad_norm: 3.3652 2020-08-13 16:27:08,314 - mmaction - INFO - Epoch [52][480/940] lr: 4.000e-03, eta: 12:00:11, time: 0.931, data_time: 0.006, memory: 6440, top1_acc: 0.6643, top5_acc: 0.8568, loss_cls: 1.3623, loss: 1.3623, grad_norm: 3.2952 2020-08-13 16:27:28,587 - mmaction - INFO - Epoch [52][500/940] lr: 4.000e-03, eta: 11:59:53, time: 1.015, data_time: 0.007, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8596, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.4058 2020-08-13 16:27:47,744 - mmaction - INFO - Epoch [52][520/940] lr: 4.000e-03, eta: 11:59:34, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.6729, top5_acc: 0.8557, loss_cls: 1.3735, loss: 1.3735, grad_norm: 3.4501 2020-08-13 16:28:07,279 - mmaction - INFO - Epoch [52][540/940] lr: 4.000e-03, eta: 11:59:16, time: 0.979, data_time: 0.006, memory: 6440, top1_acc: 0.6682, top5_acc: 0.8666, loss_cls: 1.3376, loss: 1.3376, grad_norm: 3.3571 2020-08-13 16:28:26,247 - mmaction - INFO - Epoch [52][560/940] lr: 4.000e-03, eta: 11:58:57, time: 0.944, data_time: 0.007, memory: 6440, top1_acc: 0.6736, top5_acc: 0.8604, loss_cls: 1.3536, loss: 1.3536, grad_norm: 3.3549 2020-08-13 16:28:45,353 - mmaction - INFO - Epoch [52][580/940] lr: 4.000e-03, eta: 11:58:38, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.6807, top5_acc: 0.8637, loss_cls: 1.3126, loss: 1.3126, grad_norm: 3.3823 2020-08-13 16:29:06,859 - mmaction - INFO - Epoch [52][600/940] lr: 4.000e-03, eta: 11:58:22, time: 1.074, data_time: 0.005, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8785, loss_cls: 1.2568, loss: 1.2568, grad_norm: 3.3183 2020-08-13 16:29:26,951 - mmaction - INFO - Epoch [52][620/940] lr: 4.000e-03, eta: 11:58:04, time: 1.005, data_time: 0.007, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8654, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.4160 2020-08-13 16:29:46,442 - mmaction - INFO - Epoch [52][640/940] lr: 4.000e-03, eta: 11:57:45, time: 0.973, data_time: 0.006, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8631, loss_cls: 1.3293, loss: 1.3293, grad_norm: 3.4043 2020-08-13 16:30:05,935 - mmaction - INFO - Epoch [52][660/940] lr: 4.000e-03, eta: 11:57:27, time: 0.977, data_time: 0.007, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8689, loss_cls: 1.3089, loss: 1.3089, grad_norm: 3.3402 2020-08-13 16:30:25,640 - mmaction - INFO - Epoch [52][680/940] lr: 4.000e-03, eta: 11:57:09, time: 0.983, data_time: 0.002, memory: 6440, top1_acc: 0.6613, top5_acc: 0.8631, loss_cls: 1.3503, loss: 1.3503, grad_norm: 3.4084 2020-08-13 16:30:45,422 - mmaction - INFO - Epoch [52][700/940] lr: 4.000e-03, eta: 11:56:50, time: 0.989, data_time: 0.008, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8701, loss_cls: 1.3117, loss: 1.3117, grad_norm: 3.4218 2020-08-13 16:31:04,185 - mmaction - INFO - Epoch [52][720/940] lr: 4.000e-03, eta: 11:56:31, time: 0.938, data_time: 0.006, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8666, loss_cls: 1.2917, loss: 1.2917, grad_norm: 3.3558 2020-08-13 16:31:22,206 - mmaction - INFO - Epoch [52][740/940] lr: 4.000e-03, eta: 11:56:11, time: 0.901, data_time: 0.009, memory: 6440, top1_acc: 0.6717, top5_acc: 0.8613, loss_cls: 1.3431, loss: 1.3431, grad_norm: 3.4544 2020-08-13 16:31:41,074 - mmaction - INFO - Epoch [52][760/940] lr: 4.000e-03, eta: 11:55:52, time: 0.943, data_time: 0.008, memory: 6440, top1_acc: 0.6686, top5_acc: 0.8588, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.4696 2020-08-13 16:32:02,781 - mmaction - INFO - Epoch [52][780/940] lr: 4.000e-03, eta: 11:55:36, time: 1.088, data_time: 0.007, memory: 6440, top1_acc: 0.6734, top5_acc: 0.8676, loss_cls: 1.3235, loss: 1.3235, grad_norm: 3.4388 2020-08-13 16:32:21,459 - mmaction - INFO - Epoch [52][800/940] lr: 4.000e-03, eta: 11:55:17, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.6717, top5_acc: 0.8664, loss_cls: 1.3383, loss: 1.3383, grad_norm: 3.4451 2020-08-13 16:32:42,094 - mmaction - INFO - Epoch [52][820/940] lr: 4.000e-03, eta: 11:54:59, time: 1.033, data_time: 0.005, memory: 6440, top1_acc: 0.6779, top5_acc: 0.8604, loss_cls: 1.3335, loss: 1.3335, grad_norm: 3.3788 2020-08-13 16:33:00,177 - mmaction - INFO - Epoch [52][840/940] lr: 4.000e-03, eta: 11:54:39, time: 0.905, data_time: 0.009, memory: 6440, top1_acc: 0.6715, top5_acc: 0.8641, loss_cls: 1.3473, loss: 1.3473, grad_norm: 3.4426 2020-08-13 16:33:19,869 - mmaction - INFO - Epoch [52][860/940] lr: 4.000e-03, eta: 11:54:21, time: 0.985, data_time: 0.002, memory: 6440, top1_acc: 0.6648, top5_acc: 0.8629, loss_cls: 1.3626, loss: 1.3626, grad_norm: 3.4457 2020-08-13 16:33:37,270 - mmaction - INFO - Epoch [52][880/940] lr: 4.000e-03, eta: 11:54:01, time: 0.870, data_time: 0.004, memory: 6440, top1_acc: 0.6768, top5_acc: 0.8645, loss_cls: 1.3296, loss: 1.3296, grad_norm: 3.4381 2020-08-13 16:33:58,374 - mmaction - INFO - Epoch [52][900/940] lr: 4.000e-03, eta: 11:53:44, time: 1.053, data_time: 0.006, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8641, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.4640 2020-08-13 16:34:15,241 - mmaction - INFO - Epoch [52][920/940] lr: 4.000e-03, eta: 11:53:23, time: 0.845, data_time: 0.007, memory: 6440, top1_acc: 0.6689, top5_acc: 0.8596, loss_cls: 1.3342, loss: 1.3342, grad_norm: 3.4338 2020-08-13 16:34:33,406 - mmaction - INFO - Epoch [52][940/940] lr: 4.000e-03, eta: 11:53:03, time: 0.905, data_time: 0.007, memory: 6440, top1_acc: 0.6711, top5_acc: 0.8606, loss_cls: 1.3423, loss: 1.3423, grad_norm: 3.4189 2020-08-13 16:34:33,656 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-08-13 16:34:57,273 - mmaction - INFO - Epoch [53][20/940] lr: 4.000e-03, eta: 11:52:48, time: 1.155, data_time: 0.420, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8641, loss_cls: 1.3012, loss: 1.3012, grad_norm: 3.2775 2020-08-13 16:35:17,433 - mmaction - INFO - Epoch [53][40/940] lr: 4.000e-03, eta: 11:52:30, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8551, loss_cls: 1.3566, loss: 1.3566, grad_norm: 3.3888 2020-08-13 16:35:35,675 - mmaction - INFO - Epoch [53][60/940] lr: 4.000e-03, eta: 11:52:10, time: 0.917, data_time: 0.008, memory: 6440, top1_acc: 0.6740, top5_acc: 0.8582, loss_cls: 1.3535, loss: 1.3535, grad_norm: 3.3995 2020-08-13 16:35:54,120 - mmaction - INFO - Epoch [53][80/940] lr: 4.000e-03, eta: 11:51:51, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.6734, top5_acc: 0.8631, loss_cls: 1.3135, loss: 1.3135, grad_norm: 3.3911 2020-08-13 16:36:12,662 - mmaction - INFO - Epoch [53][100/940] lr: 4.000e-03, eta: 11:51:32, time: 0.928, data_time: 0.005, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8701, loss_cls: 1.2716, loss: 1.2716, grad_norm: 3.4155 2020-08-13 16:36:32,343 - mmaction - INFO - Epoch [53][120/940] lr: 4.000e-03, eta: 11:51:13, time: 0.982, data_time: 0.004, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8715, loss_cls: 1.2965, loss: 1.2965, grad_norm: 3.3849 2020-08-13 16:36:51,557 - mmaction - INFO - Epoch [53][140/940] lr: 4.000e-03, eta: 11:50:55, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.6902, top5_acc: 0.8695, loss_cls: 1.2886, loss: 1.2886, grad_norm: 3.3640 2020-08-13 16:37:11,204 - mmaction - INFO - Epoch [53][160/940] lr: 4.000e-03, eta: 11:50:36, time: 0.981, data_time: 0.007, memory: 6440, top1_acc: 0.6793, top5_acc: 0.8709, loss_cls: 1.3106, loss: 1.3106, grad_norm: 3.3810 2020-08-13 16:37:31,039 - mmaction - INFO - Epoch [53][180/940] lr: 4.000e-03, eta: 11:50:18, time: 0.995, data_time: 0.006, memory: 6440, top1_acc: 0.6859, top5_acc: 0.8727, loss_cls: 1.2828, loss: 1.2828, grad_norm: 3.3842 2020-08-13 16:37:51,038 - mmaction - INFO - Epoch [53][200/940] lr: 4.000e-03, eta: 11:50:00, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.6734, top5_acc: 0.8621, loss_cls: 1.3354, loss: 1.3354, grad_norm: 3.5145 2020-08-13 16:38:08,879 - mmaction - INFO - Epoch [53][220/940] lr: 4.000e-03, eta: 11:49:40, time: 0.895, data_time: 0.006, memory: 6440, top1_acc: 0.6779, top5_acc: 0.8701, loss_cls: 1.3030, loss: 1.3030, grad_norm: 3.3940 2020-08-13 16:38:28,556 - mmaction - INFO - Epoch [53][240/940] lr: 4.000e-03, eta: 11:49:22, time: 0.981, data_time: 0.004, memory: 6440, top1_acc: 0.6699, top5_acc: 0.8623, loss_cls: 1.3449, loss: 1.3449, grad_norm: 3.3311 2020-08-13 16:38:47,485 - mmaction - INFO - Epoch [53][260/940] lr: 4.000e-03, eta: 11:49:03, time: 0.945, data_time: 0.006, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8695, loss_cls: 1.2765, loss: 1.2765, grad_norm: 3.3397 2020-08-13 16:39:07,704 - mmaction - INFO - Epoch [53][280/940] lr: 4.000e-03, eta: 11:48:45, time: 1.012, data_time: 0.008, memory: 6440, top1_acc: 0.6789, top5_acc: 0.8660, loss_cls: 1.3227, loss: 1.3227, grad_norm: 3.4615 2020-08-13 16:39:26,384 - mmaction - INFO - Epoch [53][300/940] lr: 4.000e-03, eta: 11:48:26, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.6715, top5_acc: 0.8678, loss_cls: 1.3383, loss: 1.3383, grad_norm: 3.4905 2020-08-13 16:39:46,200 - mmaction - INFO - Epoch [53][320/940] lr: 4.000e-03, eta: 11:48:07, time: 0.987, data_time: 0.004, memory: 6440, top1_acc: 0.6703, top5_acc: 0.8635, loss_cls: 1.3375, loss: 1.3375, grad_norm: 3.4699 2020-08-13 16:40:04,533 - mmaction - INFO - Epoch [53][340/940] lr: 4.000e-03, eta: 11:47:48, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.6729, top5_acc: 0.8656, loss_cls: 1.3165, loss: 1.3165, grad_norm: 3.4410 2020-08-13 16:40:25,569 - mmaction - INFO - Epoch [53][360/940] lr: 4.000e-03, eta: 11:47:31, time: 1.052, data_time: 0.002, memory: 6440, top1_acc: 0.6729, top5_acc: 0.8613, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.3725 2020-08-13 16:40:43,650 - mmaction - INFO - Epoch [53][380/940] lr: 4.000e-03, eta: 11:47:11, time: 0.904, data_time: 0.005, memory: 6440, top1_acc: 0.6635, top5_acc: 0.8523, loss_cls: 1.3793, loss: 1.3793, grad_norm: 3.4495 2020-08-13 16:41:03,512 - mmaction - INFO - Epoch [53][400/940] lr: 4.000e-03, eta: 11:46:53, time: 0.991, data_time: 0.004, memory: 6440, top1_acc: 0.6867, top5_acc: 0.8629, loss_cls: 1.2956, loss: 1.2956, grad_norm: 3.3303 2020-08-13 16:41:22,727 - mmaction - INFO - Epoch [53][420/940] lr: 4.000e-03, eta: 11:46:34, time: 0.960, data_time: 0.009, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8654, loss_cls: 1.3104, loss: 1.3104, grad_norm: 3.4098 2020-08-13 16:41:40,680 - mmaction - INFO - Epoch [53][440/940] lr: 4.000e-03, eta: 11:46:14, time: 0.899, data_time: 0.005, memory: 6440, top1_acc: 0.6811, top5_acc: 0.8662, loss_cls: 1.3236, loss: 1.3236, grad_norm: 3.4089 2020-08-13 16:41:59,216 - mmaction - INFO - Epoch [53][460/940] lr: 4.000e-03, eta: 11:45:55, time: 0.927, data_time: 0.003, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8617, loss_cls: 1.3419, loss: 1.3419, grad_norm: 3.3988 2020-08-13 16:42:18,251 - mmaction - INFO - Epoch [53][480/940] lr: 4.000e-03, eta: 11:45:36, time: 0.951, data_time: 0.004, memory: 6440, top1_acc: 0.6666, top5_acc: 0.8527, loss_cls: 1.3655, loss: 1.3655, grad_norm: 3.4162 2020-08-13 16:42:37,674 - mmaction - INFO - Epoch [53][500/940] lr: 4.000e-03, eta: 11:45:17, time: 0.973, data_time: 0.004, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8707, loss_cls: 1.2933, loss: 1.2933, grad_norm: 3.3817 2020-08-13 16:42:58,893 - mmaction - INFO - Epoch [53][520/940] lr: 4.000e-03, eta: 11:45:01, time: 1.061, data_time: 0.005, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8613, loss_cls: 1.3556, loss: 1.3556, grad_norm: 3.4449 2020-08-13 16:43:17,356 - mmaction - INFO - Epoch [53][540/940] lr: 4.000e-03, eta: 11:44:41, time: 0.923, data_time: 0.003, memory: 6440, top1_acc: 0.6760, top5_acc: 0.8703, loss_cls: 1.3212, loss: 1.3212, grad_norm: 3.4276 2020-08-13 16:43:37,281 - mmaction - INFO - Epoch [53][560/940] lr: 4.000e-03, eta: 11:44:23, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.6709, top5_acc: 0.8625, loss_cls: 1.3223, loss: 1.3223, grad_norm: 3.4087 2020-08-13 16:43:54,319 - mmaction - INFO - Epoch [53][580/940] lr: 4.000e-03, eta: 11:44:02, time: 0.852, data_time: 0.002, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8703, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.3620 2020-08-13 16:44:14,699 - mmaction - INFO - Epoch [53][600/940] lr: 4.000e-03, eta: 11:43:45, time: 1.019, data_time: 0.005, memory: 6440, top1_acc: 0.6762, top5_acc: 0.8629, loss_cls: 1.3175, loss: 1.3175, grad_norm: 3.3569 2020-08-13 16:44:34,591 - mmaction - INFO - Epoch [53][620/940] lr: 4.000e-03, eta: 11:43:26, time: 0.993, data_time: 0.006, memory: 6440, top1_acc: 0.6803, top5_acc: 0.8527, loss_cls: 1.3444, loss: 1.3444, grad_norm: 3.4120 2020-08-13 16:44:53,631 - mmaction - INFO - Epoch [53][640/940] lr: 4.000e-03, eta: 11:43:08, time: 0.953, data_time: 0.008, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8635, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.4105 2020-08-13 16:45:13,512 - mmaction - INFO - Epoch [53][660/940] lr: 4.000e-03, eta: 11:42:49, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.6826, top5_acc: 0.8689, loss_cls: 1.3132, loss: 1.3132, grad_norm: 3.3887 2020-08-13 16:45:33,578 - mmaction - INFO - Epoch [53][680/940] lr: 4.000e-03, eta: 11:42:31, time: 1.008, data_time: 0.009, memory: 6440, top1_acc: 0.6699, top5_acc: 0.8605, loss_cls: 1.3540, loss: 1.3540, grad_norm: 3.4685 2020-08-13 16:45:51,877 - mmaction - INFO - Epoch [53][700/940] lr: 4.000e-03, eta: 11:42:12, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.4398 2020-08-13 16:46:11,586 - mmaction - INFO - Epoch [53][720/940] lr: 4.000e-03, eta: 11:41:53, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8732, loss_cls: 1.3335, loss: 1.3335, grad_norm: 3.4799 2020-08-13 16:46:31,032 - mmaction - INFO - Epoch [53][740/940] lr: 4.000e-03, eta: 11:41:35, time: 0.975, data_time: 0.008, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8611, loss_cls: 1.3322, loss: 1.3322, grad_norm: 3.4367 2020-08-13 16:46:50,909 - mmaction - INFO - Epoch [53][760/940] lr: 4.000e-03, eta: 11:41:17, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.6742, top5_acc: 0.8607, loss_cls: 1.3328, loss: 1.3328, grad_norm: 3.4082 2020-08-13 16:47:12,151 - mmaction - INFO - Epoch [53][780/940] lr: 4.000e-03, eta: 11:41:00, time: 1.064, data_time: 0.006, memory: 6440, top1_acc: 0.6822, top5_acc: 0.8656, loss_cls: 1.3201, loss: 1.3201, grad_norm: 3.4411 2020-08-13 16:47:29,329 - mmaction - INFO - Epoch [53][800/940] lr: 4.000e-03, eta: 11:40:39, time: 0.857, data_time: 0.008, memory: 6440, top1_acc: 0.6783, top5_acc: 0.8652, loss_cls: 1.3020, loss: 1.3020, grad_norm: 3.4218 2020-08-13 16:47:48,602 - mmaction - INFO - Epoch [53][820/940] lr: 4.000e-03, eta: 11:40:21, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.6771, top5_acc: 0.8678, loss_cls: 1.3024, loss: 1.3024, grad_norm: 3.4484 2020-08-13 16:48:05,801 - mmaction - INFO - Epoch [53][840/940] lr: 4.000e-03, eta: 11:40:00, time: 0.854, data_time: 0.005, memory: 6440, top1_acc: 0.6713, top5_acc: 0.8629, loss_cls: 1.3434, loss: 1.3434, grad_norm: 3.4642 2020-08-13 16:48:25,103 - mmaction - INFO - Epoch [53][860/940] lr: 4.000e-03, eta: 11:39:41, time: 0.971, data_time: 0.008, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8566, loss_cls: 1.3671, loss: 1.3671, grad_norm: 3.4887 2020-08-13 16:48:45,202 - mmaction - INFO - Epoch [53][880/940] lr: 4.000e-03, eta: 11:39:23, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.6771, top5_acc: 0.8611, loss_cls: 1.3345, loss: 1.3345, grad_norm: 3.4250 2020-08-13 16:49:06,106 - mmaction - INFO - Epoch [53][900/940] lr: 4.000e-03, eta: 11:39:06, time: 1.045, data_time: 0.005, memory: 6440, top1_acc: 0.6637, top5_acc: 0.8559, loss_cls: 1.3637, loss: 1.3637, grad_norm: 3.4986 2020-08-13 16:49:24,332 - mmaction - INFO - Epoch [53][920/940] lr: 4.000e-03, eta: 11:38:46, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8641, loss_cls: 1.3237, loss: 1.3237, grad_norm: 3.4862 2020-08-13 16:49:42,852 - mmaction - INFO - Epoch [53][940/940] lr: 4.000e-03, eta: 11:38:27, time: 0.932, data_time: 0.008, memory: 6440, top1_acc: 0.6611, top5_acc: 0.8541, loss_cls: 1.4117, loss: 1.4117, grad_norm: 3.5420 2020-08-13 16:49:43,138 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-08-13 16:50:08,422 - mmaction - INFO - Epoch [54][20/940] lr: 4.000e-03, eta: 11:38:13, time: 1.232, data_time: 0.439, memory: 6440, top1_acc: 0.6670, top5_acc: 0.8531, loss_cls: 1.3780, loss: 1.3780, grad_norm: 3.4026 2020-08-13 16:50:27,360 - mmaction - INFO - Epoch [54][40/940] lr: 4.000e-03, eta: 11:37:54, time: 0.945, data_time: 0.002, memory: 6440, top1_acc: 0.6703, top5_acc: 0.8568, loss_cls: 1.3455, loss: 1.3455, grad_norm: 3.4301 2020-08-13 16:50:46,785 - mmaction - INFO - Epoch [54][60/940] lr: 4.000e-03, eta: 11:37:36, time: 0.973, data_time: 0.008, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8678, loss_cls: 1.3039, loss: 1.3039, grad_norm: 3.4081 2020-08-13 16:51:07,298 - mmaction - INFO - Epoch [54][80/940] lr: 4.000e-03, eta: 11:37:18, time: 1.023, data_time: 0.006, memory: 6440, top1_acc: 0.6740, top5_acc: 0.8645, loss_cls: 1.3235, loss: 1.3235, grad_norm: 3.4255 2020-08-13 16:51:26,777 - mmaction - INFO - Epoch [54][100/940] lr: 4.000e-03, eta: 11:37:00, time: 0.977, data_time: 0.006, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8662, loss_cls: 1.2945, loss: 1.2945, grad_norm: 3.3755 2020-08-13 16:51:45,771 - mmaction - INFO - Epoch [54][120/940] lr: 4.000e-03, eta: 11:36:41, time: 0.947, data_time: 0.004, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8564, loss_cls: 1.3612, loss: 1.3612, grad_norm: 3.4719 2020-08-13 16:52:05,478 - mmaction - INFO - Epoch [54][140/940] lr: 4.000e-03, eta: 11:36:22, time: 0.986, data_time: 0.006, memory: 6440, top1_acc: 0.6867, top5_acc: 0.8699, loss_cls: 1.2971, loss: 1.2971, grad_norm: 3.3768 2020-08-13 16:52:24,374 - mmaction - INFO - Epoch [54][160/940] lr: 4.000e-03, eta: 11:36:03, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.6727, top5_acc: 0.8607, loss_cls: 1.3320, loss: 1.3320, grad_norm: 3.4066 2020-08-13 16:52:45,530 - mmaction - INFO - Epoch [54][180/940] lr: 4.000e-03, eta: 11:35:46, time: 1.062, data_time: 0.007, memory: 6440, top1_acc: 0.6789, top5_acc: 0.8564, loss_cls: 1.3459, loss: 1.3459, grad_norm: 3.4276 2020-08-13 16:53:04,145 - mmaction - INFO - Epoch [54][200/940] lr: 4.000e-03, eta: 11:35:27, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8582, loss_cls: 1.3604, loss: 1.3604, grad_norm: 3.4426 2020-08-13 16:53:22,717 - mmaction - INFO - Epoch [54][220/940] lr: 4.000e-03, eta: 11:35:08, time: 0.929, data_time: 0.002, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8764, loss_cls: 1.2739, loss: 1.2739, grad_norm: 3.3671 2020-08-13 16:53:43,947 - mmaction - INFO - Epoch [54][240/940] lr: 4.000e-03, eta: 11:34:50, time: 1.059, data_time: 0.006, memory: 6440, top1_acc: 0.6752, top5_acc: 0.8666, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.4853 2020-08-13 16:54:01,389 - mmaction - INFO - Epoch [54][260/940] lr: 4.000e-03, eta: 11:34:30, time: 0.874, data_time: 0.007, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8666, loss_cls: 1.2874, loss: 1.2874, grad_norm: 3.4326 2020-08-13 16:54:20,933 - mmaction - INFO - Epoch [54][280/940] lr: 4.000e-03, eta: 11:34:12, time: 0.977, data_time: 0.005, memory: 6440, top1_acc: 0.6836, top5_acc: 0.8639, loss_cls: 1.3132, loss: 1.3132, grad_norm: 3.3702 2020-08-13 16:54:41,037 - mmaction - INFO - Epoch [54][300/940] lr: 4.000e-03, eta: 11:33:54, time: 1.005, data_time: 0.008, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8748, loss_cls: 1.2442, loss: 1.2442, grad_norm: 3.3141 2020-08-13 16:54:59,390 - mmaction - INFO - Epoch [54][320/940] lr: 4.000e-03, eta: 11:33:34, time: 0.917, data_time: 0.003, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8686, loss_cls: 1.2959, loss: 1.2959, grad_norm: 3.4337 2020-08-13 16:55:18,770 - mmaction - INFO - Epoch [54][340/940] lr: 4.000e-03, eta: 11:33:16, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.6697, top5_acc: 0.8602, loss_cls: 1.3469, loss: 1.3469, grad_norm: 3.4812 2020-08-13 16:55:40,572 - mmaction - INFO - Epoch [54][360/940] lr: 4.000e-03, eta: 11:32:59, time: 1.094, data_time: 0.007, memory: 6440, top1_acc: 0.6791, top5_acc: 0.8621, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.4666 2020-08-13 16:55:58,848 - mmaction - INFO - Epoch [54][380/940] lr: 4.000e-03, eta: 11:32:39, time: 0.911, data_time: 0.005, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8701, loss_cls: 1.3013, loss: 1.3013, grad_norm: 3.4951 2020-08-13 16:56:17,533 - mmaction - INFO - Epoch [54][400/940] lr: 4.000e-03, eta: 11:32:20, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8717, loss_cls: 1.2906, loss: 1.2906, grad_norm: 3.4384 2020-08-13 16:56:36,622 - mmaction - INFO - Epoch [54][420/940] lr: 4.000e-03, eta: 11:32:01, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.6742, top5_acc: 0.8691, loss_cls: 1.3130, loss: 1.3130, grad_norm: 3.5264 2020-08-13 16:56:54,651 - mmaction - INFO - Epoch [54][440/940] lr: 4.000e-03, eta: 11:31:41, time: 0.900, data_time: 0.007, memory: 6440, top1_acc: 0.6779, top5_acc: 0.8715, loss_cls: 1.2992, loss: 1.2992, grad_norm: 3.4698 2020-08-13 16:57:13,504 - mmaction - INFO - Epoch [54][460/940] lr: 4.000e-03, eta: 11:31:22, time: 0.946, data_time: 0.011, memory: 6440, top1_acc: 0.6689, top5_acc: 0.8619, loss_cls: 1.3529, loss: 1.3529, grad_norm: 3.4640 2020-08-13 16:57:31,453 - mmaction - INFO - Epoch [54][480/940] lr: 4.000e-03, eta: 11:31:03, time: 0.898, data_time: 0.004, memory: 6440, top1_acc: 0.6629, top5_acc: 0.8533, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.5012 2020-08-13 16:57:50,785 - mmaction - INFO - Epoch [54][500/940] lr: 4.000e-03, eta: 11:30:44, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8662, loss_cls: 1.3024, loss: 1.3024, grad_norm: 3.4637 2020-08-13 16:58:09,998 - mmaction - INFO - Epoch [54][520/940] lr: 4.000e-03, eta: 11:30:25, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.6748, top5_acc: 0.8688, loss_cls: 1.3212, loss: 1.3212, grad_norm: 3.4253 2020-08-13 16:58:28,713 - mmaction - INFO - Epoch [54][540/940] lr: 4.000e-03, eta: 11:30:06, time: 0.932, data_time: 0.005, memory: 6440, top1_acc: 0.6813, top5_acc: 0.8682, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.4404 2020-08-13 16:58:46,191 - mmaction - INFO - Epoch [54][560/940] lr: 4.000e-03, eta: 11:29:46, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.6777, top5_acc: 0.8598, loss_cls: 1.3391, loss: 1.3391, grad_norm: 3.4772 2020-08-13 16:59:04,394 - mmaction - INFO - Epoch [54][580/940] lr: 4.000e-03, eta: 11:29:26, time: 0.909, data_time: 0.007, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8707, loss_cls: 1.2734, loss: 1.2734, grad_norm: 3.4688 2020-08-13 16:59:24,093 - mmaction - INFO - Epoch [54][600/940] lr: 4.000e-03, eta: 11:29:08, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.6646, top5_acc: 0.8623, loss_cls: 1.3547, loss: 1.3547, grad_norm: 3.5239 2020-08-13 16:59:42,968 - mmaction - INFO - Epoch [54][620/940] lr: 4.000e-03, eta: 11:28:49, time: 0.940, data_time: 0.005, memory: 6440, top1_acc: 0.6777, top5_acc: 0.8705, loss_cls: 1.3032, loss: 1.3032, grad_norm: 3.4341 2020-08-13 17:00:01,134 - mmaction - INFO - Epoch [54][640/940] lr: 4.000e-03, eta: 11:28:29, time: 0.912, data_time: 0.007, memory: 6440, top1_acc: 0.6869, top5_acc: 0.8666, loss_cls: 1.2832, loss: 1.2832, grad_norm: 3.4091 2020-08-13 17:00:22,083 - mmaction - INFO - Epoch [54][660/940] lr: 4.000e-03, eta: 11:28:12, time: 1.037, data_time: 0.005, memory: 6440, top1_acc: 0.6777, top5_acc: 0.8693, loss_cls: 1.3104, loss: 1.3104, grad_norm: 3.4663 2020-08-13 17:00:41,124 - mmaction - INFO - Epoch [54][680/940] lr: 4.000e-03, eta: 11:27:53, time: 0.962, data_time: 0.025, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8729, loss_cls: 1.2934, loss: 1.2934, grad_norm: 3.5039 2020-08-13 17:00:59,367 - mmaction - INFO - Epoch [54][700/940] lr: 4.000e-03, eta: 11:27:33, time: 0.909, data_time: 0.005, memory: 6440, top1_acc: 0.6773, top5_acc: 0.8609, loss_cls: 1.3292, loss: 1.3292, grad_norm: 3.5221 2020-08-13 17:01:19,469 - mmaction - INFO - Epoch [54][720/940] lr: 4.000e-03, eta: 11:27:15, time: 1.008, data_time: 0.007, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8695, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.4525 2020-08-13 17:01:38,153 - mmaction - INFO - Epoch [54][740/940] lr: 4.000e-03, eta: 11:26:56, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8668, loss_cls: 1.3454, loss: 1.3454, grad_norm: 3.5853 2020-08-13 17:01:56,686 - mmaction - INFO - Epoch [54][760/940] lr: 4.000e-03, eta: 11:26:37, time: 0.929, data_time: 0.008, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8658, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.4717 2020-08-13 17:02:16,822 - mmaction - INFO - Epoch [54][780/940] lr: 4.000e-03, eta: 11:26:19, time: 1.004, data_time: 0.006, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8660, loss_cls: 1.2928, loss: 1.2928, grad_norm: 3.4005 2020-08-13 17:02:34,351 - mmaction - INFO - Epoch [54][800/940] lr: 4.000e-03, eta: 11:25:58, time: 0.880, data_time: 0.007, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8658, loss_cls: 1.3074, loss: 1.3074, grad_norm: 3.4763 2020-08-13 17:02:55,041 - mmaction - INFO - Epoch [54][820/940] lr: 4.000e-03, eta: 11:25:41, time: 1.031, data_time: 0.005, memory: 6440, top1_acc: 0.6889, top5_acc: 0.8699, loss_cls: 1.2748, loss: 1.2748, grad_norm: 3.4584 2020-08-13 17:03:14,131 - mmaction - INFO - Epoch [54][840/940] lr: 4.000e-03, eta: 11:25:22, time: 0.957, data_time: 0.007, memory: 6440, top1_acc: 0.6766, top5_acc: 0.8629, loss_cls: 1.3269, loss: 1.3269, grad_norm: 3.4339 2020-08-13 17:03:33,587 - mmaction - INFO - Epoch [54][860/940] lr: 4.000e-03, eta: 11:25:03, time: 0.972, data_time: 0.005, memory: 6440, top1_acc: 0.6660, top5_acc: 0.8576, loss_cls: 1.3850, loss: 1.3850, grad_norm: 3.4673 2020-08-13 17:03:53,760 - mmaction - INFO - Epoch [54][880/940] lr: 4.000e-03, eta: 11:24:45, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.6898, top5_acc: 0.8668, loss_cls: 1.2906, loss: 1.2906, grad_norm: 3.3438 2020-08-13 17:04:12,602 - mmaction - INFO - Epoch [54][900/940] lr: 4.000e-03, eta: 11:24:26, time: 0.944, data_time: 0.005, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8652, loss_cls: 1.3125, loss: 1.3125, grad_norm: 3.4321 2020-08-13 17:04:32,599 - mmaction - INFO - Epoch [54][920/940] lr: 4.000e-03, eta: 11:24:08, time: 0.998, data_time: 0.005, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8688, loss_cls: 1.3219, loss: 1.3219, grad_norm: 3.5274 2020-08-13 17:04:49,813 - mmaction - INFO - Epoch [54][940/940] lr: 4.000e-03, eta: 11:23:48, time: 0.863, data_time: 0.008, memory: 6440, top1_acc: 0.6763, top5_acc: 0.8608, loss_cls: 1.3345, loss: 1.3345, grad_norm: 3.4978 2020-08-13 17:04:50,178 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-08-13 17:05:17,059 - mmaction - INFO - Epoch [55][20/940] lr: 4.000e-03, eta: 11:23:35, time: 1.309, data_time: 0.577, memory: 6440, top1_acc: 0.6787, top5_acc: 0.8615, loss_cls: 1.3342, loss: 1.3342, grad_norm: 3.4594 2020-08-13 17:05:33,824 - mmaction - INFO - Epoch [55][40/940] lr: 4.000e-03, eta: 11:23:14, time: 0.840, data_time: 0.004, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8691, loss_cls: 1.2803, loss: 1.2803, grad_norm: 3.3651 2020-08-13 17:05:53,341 - mmaction - INFO - Epoch [55][60/940] lr: 4.000e-03, eta: 11:22:56, time: 0.973, data_time: 0.005, memory: 6440, top1_acc: 0.6762, top5_acc: 0.8617, loss_cls: 1.3303, loss: 1.3303, grad_norm: 3.4757 2020-08-13 17:06:13,516 - mmaction - INFO - Epoch [55][80/940] lr: 4.000e-03, eta: 11:22:38, time: 1.011, data_time: 0.007, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8660, loss_cls: 1.3220, loss: 1.3220, grad_norm: 3.4536 2020-08-13 17:06:33,772 - mmaction - INFO - Epoch [55][100/940] lr: 4.000e-03, eta: 11:22:20, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.6771, top5_acc: 0.8658, loss_cls: 1.3182, loss: 1.3182, grad_norm: 3.4397 2020-08-13 17:06:51,919 - mmaction - INFO - Epoch [55][120/940] lr: 4.000e-03, eta: 11:22:00, time: 0.905, data_time: 0.008, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8641, loss_cls: 1.3017, loss: 1.3017, grad_norm: 3.4189 2020-08-13 17:07:10,548 - mmaction - INFO - Epoch [55][140/940] lr: 4.000e-03, eta: 11:21:41, time: 0.931, data_time: 0.007, memory: 6440, top1_acc: 0.6803, top5_acc: 0.8688, loss_cls: 1.2949, loss: 1.2949, grad_norm: 3.4885 2020-08-13 17:07:30,350 - mmaction - INFO - Epoch [55][160/940] lr: 4.000e-03, eta: 11:21:22, time: 0.992, data_time: 0.008, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8660, loss_cls: 1.2873, loss: 1.2873, grad_norm: 3.5022 2020-08-13 17:07:48,635 - mmaction - INFO - Epoch [55][180/940] lr: 4.000e-03, eta: 11:21:03, time: 0.913, data_time: 0.008, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8633, loss_cls: 1.3248, loss: 1.3248, grad_norm: 3.4946 2020-08-13 17:08:10,110 - mmaction - INFO - Epoch [55][200/940] lr: 4.000e-03, eta: 11:20:46, time: 1.076, data_time: 0.007, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8668, loss_cls: 1.3110, loss: 1.3110, grad_norm: 3.5075 2020-08-13 17:08:30,839 - mmaction - INFO - Epoch [55][220/940] lr: 4.000e-03, eta: 11:20:29, time: 1.035, data_time: 0.005, memory: 6440, top1_acc: 0.6830, top5_acc: 0.8693, loss_cls: 1.2888, loss: 1.2888, grad_norm: 3.4864 2020-08-13 17:08:47,982 - mmaction - INFO - Epoch [55][240/940] lr: 4.000e-03, eta: 11:20:08, time: 0.857, data_time: 0.005, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8781, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.4947 2020-08-13 17:09:06,982 - mmaction - INFO - Epoch [55][260/940] lr: 4.000e-03, eta: 11:19:49, time: 0.948, data_time: 0.004, memory: 6440, top1_acc: 0.6693, top5_acc: 0.8666, loss_cls: 1.3320, loss: 1.3320, grad_norm: 3.4987 2020-08-13 17:09:27,179 - mmaction - INFO - Epoch [55][280/940] lr: 4.000e-03, eta: 11:19:31, time: 1.011, data_time: 0.008, memory: 6440, top1_acc: 0.6832, top5_acc: 0.8645, loss_cls: 1.3049, loss: 1.3049, grad_norm: 3.4616 2020-08-13 17:09:46,749 - mmaction - INFO - Epoch [55][300/940] lr: 4.000e-03, eta: 11:19:13, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.6832, top5_acc: 0.8699, loss_cls: 1.3046, loss: 1.3046, grad_norm: 3.4997 2020-08-13 17:10:06,247 - mmaction - INFO - Epoch [55][320/940] lr: 4.000e-03, eta: 11:18:54, time: 0.975, data_time: 0.004, memory: 6440, top1_acc: 0.6799, top5_acc: 0.8590, loss_cls: 1.3590, loss: 1.3590, grad_norm: 3.5346 2020-08-13 17:10:25,815 - mmaction - INFO - Epoch [55][340/940] lr: 4.000e-03, eta: 11:18:36, time: 0.977, data_time: 0.002, memory: 6440, top1_acc: 0.6865, top5_acc: 0.8738, loss_cls: 1.2781, loss: 1.2781, grad_norm: 3.4972 2020-08-13 17:10:46,002 - mmaction - INFO - Epoch [55][360/940] lr: 4.000e-03, eta: 11:18:18, time: 1.009, data_time: 0.007, memory: 6440, top1_acc: 0.6748, top5_acc: 0.8709, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.4392 2020-08-13 17:11:06,025 - mmaction - INFO - Epoch [55][380/940] lr: 4.000e-03, eta: 11:17:59, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.6816, top5_acc: 0.8764, loss_cls: 1.2748, loss: 1.2748, grad_norm: 3.4523 2020-08-13 17:11:22,572 - mmaction - INFO - Epoch [55][400/940] lr: 4.000e-03, eta: 11:17:38, time: 0.826, data_time: 0.007, memory: 6440, top1_acc: 0.6709, top5_acc: 0.8650, loss_cls: 1.3312, loss: 1.3312, grad_norm: 3.5108 2020-08-13 17:11:41,984 - mmaction - INFO - Epoch [55][420/940] lr: 4.000e-03, eta: 11:17:20, time: 0.974, data_time: 0.008, memory: 6440, top1_acc: 0.6664, top5_acc: 0.8609, loss_cls: 1.3560, loss: 1.3560, grad_norm: 3.5664 2020-08-13 17:12:01,750 - mmaction - INFO - Epoch [55][440/940] lr: 4.000e-03, eta: 11:17:01, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.6773, top5_acc: 0.8588, loss_cls: 1.3276, loss: 1.3276, grad_norm: 3.4817 2020-08-13 17:12:20,573 - mmaction - INFO - Epoch [55][460/940] lr: 4.000e-03, eta: 11:16:42, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.6865, top5_acc: 0.8688, loss_cls: 1.3071, loss: 1.3071, grad_norm: 3.5006 2020-08-13 17:12:40,905 - mmaction - INFO - Epoch [55][480/940] lr: 4.000e-03, eta: 11:16:24, time: 1.012, data_time: 0.006, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.3028, loss: 1.3028, grad_norm: 3.4989 2020-08-13 17:13:01,427 - mmaction - INFO - Epoch [55][500/940] lr: 4.000e-03, eta: 11:16:07, time: 1.031, data_time: 0.009, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8703, loss_cls: 1.2870, loss: 1.2870, grad_norm: 3.4592 2020-08-13 17:13:21,538 - mmaction - INFO - Epoch [55][520/940] lr: 4.000e-03, eta: 11:15:49, time: 1.006, data_time: 0.002, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8621, loss_cls: 1.3058, loss: 1.3058, grad_norm: 3.5178 2020-08-13 17:13:39,804 - mmaction - INFO - Epoch [55][540/940] lr: 4.000e-03, eta: 11:15:29, time: 0.912, data_time: 0.004, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8641, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.5221 2020-08-13 17:13:58,933 - mmaction - INFO - Epoch [55][560/940] lr: 4.000e-03, eta: 11:15:10, time: 0.957, data_time: 0.006, memory: 6440, top1_acc: 0.6928, top5_acc: 0.8658, loss_cls: 1.2945, loss: 1.2945, grad_norm: 3.4488 2020-08-13 17:14:18,644 - mmaction - INFO - Epoch [55][580/940] lr: 4.000e-03, eta: 11:14:52, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8795, loss_cls: 1.2607, loss: 1.2607, grad_norm: 3.4411 2020-08-13 17:14:38,644 - mmaction - INFO - Epoch [55][600/940] lr: 4.000e-03, eta: 11:14:34, time: 0.997, data_time: 0.008, memory: 6440, top1_acc: 0.6758, top5_acc: 0.8580, loss_cls: 1.3229, loss: 1.3229, grad_norm: 3.5129 2020-08-13 17:14:58,604 - mmaction - INFO - Epoch [55][620/940] lr: 4.000e-03, eta: 11:14:16, time: 1.000, data_time: 0.007, memory: 6440, top1_acc: 0.6764, top5_acc: 0.8625, loss_cls: 1.3369, loss: 1.3369, grad_norm: 3.4874 2020-08-13 17:15:18,677 - mmaction - INFO - Epoch [55][640/940] lr: 4.000e-03, eta: 11:13:58, time: 1.003, data_time: 0.009, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8611, loss_cls: 1.3334, loss: 1.3334, grad_norm: 3.5071 2020-08-13 17:15:36,437 - mmaction - INFO - Epoch [55][660/940] lr: 4.000e-03, eta: 11:13:38, time: 0.890, data_time: 0.004, memory: 6440, top1_acc: 0.6709, top5_acc: 0.8625, loss_cls: 1.3277, loss: 1.3277, grad_norm: 3.5655 2020-08-13 17:15:57,346 - mmaction - INFO - Epoch [55][680/940] lr: 4.000e-03, eta: 11:13:20, time: 1.042, data_time: 0.006, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8686, loss_cls: 1.2788, loss: 1.2788, grad_norm: 3.4688 2020-08-13 17:16:16,634 - mmaction - INFO - Epoch [55][700/940] lr: 4.000e-03, eta: 11:13:01, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.6795, top5_acc: 0.8609, loss_cls: 1.3182, loss: 1.3182, grad_norm: 3.5532 2020-08-13 17:16:37,058 - mmaction - INFO - Epoch [55][720/940] lr: 4.000e-03, eta: 11:12:44, time: 1.022, data_time: 0.005, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8617, loss_cls: 1.3464, loss: 1.3464, grad_norm: 3.5589 2020-08-13 17:16:57,496 - mmaction - INFO - Epoch [55][740/940] lr: 4.000e-03, eta: 11:12:26, time: 1.020, data_time: 0.006, memory: 6440, top1_acc: 0.6719, top5_acc: 0.8590, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.5069 2020-08-13 17:17:17,212 - mmaction - INFO - Epoch [55][760/940] lr: 4.000e-03, eta: 11:12:07, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8660, loss_cls: 1.3197, loss: 1.3197, grad_norm: 3.5182 2020-08-13 17:17:35,920 - mmaction - INFO - Epoch [55][780/940] lr: 4.000e-03, eta: 11:11:48, time: 0.933, data_time: 0.010, memory: 6440, top1_acc: 0.6752, top5_acc: 0.8627, loss_cls: 1.3238, loss: 1.3238, grad_norm: 3.5209 2020-08-13 17:17:54,041 - mmaction - INFO - Epoch [55][800/940] lr: 4.000e-03, eta: 11:11:29, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8730, loss_cls: 1.2737, loss: 1.2737, grad_norm: 3.4766 2020-08-13 17:18:14,644 - mmaction - INFO - Epoch [55][820/940] lr: 4.000e-03, eta: 11:11:11, time: 1.029, data_time: 0.007, memory: 6440, top1_acc: 0.6787, top5_acc: 0.8643, loss_cls: 1.3029, loss: 1.3029, grad_norm: 3.4864 2020-08-13 17:18:34,894 - mmaction - INFO - Epoch [55][840/940] lr: 4.000e-03, eta: 11:10:53, time: 1.011, data_time: 0.005, memory: 6440, top1_acc: 0.6656, top5_acc: 0.8559, loss_cls: 1.3706, loss: 1.3706, grad_norm: 3.5619 2020-08-13 17:18:54,569 - mmaction - INFO - Epoch [55][860/940] lr: 4.000e-03, eta: 11:10:35, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.6777, top5_acc: 0.8738, loss_cls: 1.2849, loss: 1.2849, grad_norm: 3.5069 2020-08-13 17:19:15,437 - mmaction - INFO - Epoch [55][880/940] lr: 4.000e-03, eta: 11:10:17, time: 1.042, data_time: 0.008, memory: 6440, top1_acc: 0.6760, top5_acc: 0.8650, loss_cls: 1.3179, loss: 1.3179, grad_norm: 3.5286 2020-08-13 17:19:32,324 - mmaction - INFO - Epoch [55][900/940] lr: 4.000e-03, eta: 11:09:56, time: 0.846, data_time: 0.005, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8607, loss_cls: 1.3065, loss: 1.3065, grad_norm: 3.4916 2020-08-13 17:19:53,965 - mmaction - INFO - Epoch [55][920/940] lr: 4.000e-03, eta: 11:09:40, time: 1.081, data_time: 0.005, memory: 6440, top1_acc: 0.6791, top5_acc: 0.8666, loss_cls: 1.3133, loss: 1.3133, grad_norm: 3.4968 2020-08-13 17:20:10,222 - mmaction - INFO - Epoch [55][940/940] lr: 4.000e-03, eta: 11:09:18, time: 0.814, data_time: 0.005, memory: 6440, top1_acc: 0.6747, top5_acc: 0.8732, loss_cls: 1.3089, loss: 1.3089, grad_norm: 3.5550 2020-08-13 17:20:10,491 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-08-13 17:20:35,699 - mmaction - INFO - Epoch [56][20/940] lr: 4.000e-03, eta: 11:09:04, time: 1.231, data_time: 0.404, memory: 6440, top1_acc: 0.6746, top5_acc: 0.8639, loss_cls: 1.3373, loss: 1.3373, grad_norm: 3.5115 2020-08-13 17:20:54,393 - mmaction - INFO - Epoch [56][40/940] lr: 4.000e-03, eta: 11:08:45, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.6775, top5_acc: 0.8711, loss_cls: 1.2949, loss: 1.2949, grad_norm: 3.4589 2020-08-13 17:21:14,266 - mmaction - INFO - Epoch [56][60/940] lr: 4.000e-03, eta: 11:08:26, time: 0.989, data_time: 0.005, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8707, loss_cls: 1.2643, loss: 1.2643, grad_norm: 3.4572 2020-08-13 17:21:32,414 - mmaction - INFO - Epoch [56][80/940] lr: 4.000e-03, eta: 11:08:07, time: 0.912, data_time: 0.009, memory: 6440, top1_acc: 0.6908, top5_acc: 0.8779, loss_cls: 1.2689, loss: 1.2689, grad_norm: 3.4674 2020-08-13 17:21:51,504 - mmaction - INFO - Epoch [56][100/940] lr: 4.000e-03, eta: 11:07:48, time: 0.948, data_time: 0.005, memory: 6440, top1_acc: 0.6869, top5_acc: 0.8689, loss_cls: 1.2800, loss: 1.2800, grad_norm: 3.4760 2020-08-13 17:22:11,264 - mmaction - INFO - Epoch [56][120/940] lr: 4.000e-03, eta: 11:07:30, time: 0.994, data_time: 0.009, memory: 6440, top1_acc: 0.6740, top5_acc: 0.8643, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.5608 2020-08-13 17:22:27,563 - mmaction - INFO - Epoch [56][140/940] lr: 4.000e-03, eta: 11:07:08, time: 0.810, data_time: 0.007, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8654, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.5588 2020-08-13 17:22:46,722 - mmaction - INFO - Epoch [56][160/940] lr: 4.000e-03, eta: 11:06:50, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.6838, top5_acc: 0.8660, loss_cls: 1.3116, loss: 1.3116, grad_norm: 3.5318 2020-08-13 17:23:06,274 - mmaction - INFO - Epoch [56][180/940] lr: 4.000e-03, eta: 11:06:31, time: 0.977, data_time: 0.002, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8596, loss_cls: 1.3246, loss: 1.3246, grad_norm: 3.4433 2020-08-13 17:23:25,576 - mmaction - INFO - Epoch [56][200/940] lr: 4.000e-03, eta: 11:06:12, time: 0.963, data_time: 0.002, memory: 6440, top1_acc: 0.6760, top5_acc: 0.8643, loss_cls: 1.3265, loss: 1.3265, grad_norm: 3.4800 2020-08-13 17:23:42,944 - mmaction - INFO - Epoch [56][220/940] lr: 4.000e-03, eta: 11:05:52, time: 0.871, data_time: 0.005, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8684, loss_cls: 1.2910, loss: 1.2910, grad_norm: 3.5589 2020-08-13 17:24:04,202 - mmaction - INFO - Epoch [56][240/940] lr: 4.000e-03, eta: 11:05:35, time: 1.060, data_time: 0.005, memory: 6440, top1_acc: 0.6686, top5_acc: 0.8621, loss_cls: 1.3321, loss: 1.3321, grad_norm: 3.5625 2020-08-13 17:24:24,867 - mmaction - INFO - Epoch [56][260/940] lr: 4.000e-03, eta: 11:05:17, time: 1.035, data_time: 0.008, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2607, loss: 1.2607, grad_norm: 3.4697 2020-08-13 17:24:43,719 - mmaction - INFO - Epoch [56][280/940] lr: 4.000e-03, eta: 11:04:58, time: 0.943, data_time: 0.006, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8746, loss_cls: 1.2453, loss: 1.2453, grad_norm: 3.5047 2020-08-13 17:25:04,094 - mmaction - INFO - Epoch [56][300/940] lr: 4.000e-03, eta: 11:04:40, time: 1.016, data_time: 0.007, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8736, loss_cls: 1.2608, loss: 1.2608, grad_norm: 3.4352 2020-08-13 17:25:21,888 - mmaction - INFO - Epoch [56][320/940] lr: 4.000e-03, eta: 11:04:20, time: 0.891, data_time: 0.006, memory: 6440, top1_acc: 0.6717, top5_acc: 0.8658, loss_cls: 1.3170, loss: 1.3170, grad_norm: 3.5427 2020-08-13 17:25:42,564 - mmaction - INFO - Epoch [56][340/940] lr: 4.000e-03, eta: 11:04:03, time: 1.036, data_time: 0.007, memory: 6440, top1_acc: 0.6789, top5_acc: 0.8627, loss_cls: 1.3210, loss: 1.3210, grad_norm: 3.5271 2020-08-13 17:26:01,036 - mmaction - INFO - Epoch [56][360/940] lr: 4.000e-03, eta: 11:03:43, time: 0.922, data_time: 0.008, memory: 6440, top1_acc: 0.6725, top5_acc: 0.8621, loss_cls: 1.3177, loss: 1.3177, grad_norm: 3.5791 2020-08-13 17:26:21,395 - mmaction - INFO - Epoch [56][380/940] lr: 4.000e-03, eta: 11:03:25, time: 1.018, data_time: 0.007, memory: 6440, top1_acc: 0.6672, top5_acc: 0.8635, loss_cls: 1.3381, loss: 1.3381, grad_norm: 3.5609 2020-08-13 17:26:40,781 - mmaction - INFO - Epoch [56][400/940] lr: 4.000e-03, eta: 11:03:07, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8691, loss_cls: 1.2806, loss: 1.2806, grad_norm: 3.5228 2020-08-13 17:27:00,677 - mmaction - INFO - Epoch [56][420/940] lr: 4.000e-03, eta: 11:02:48, time: 0.995, data_time: 0.006, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8580, loss_cls: 1.3373, loss: 1.3373, grad_norm: 3.5695 2020-08-13 17:27:19,529 - mmaction - INFO - Epoch [56][440/940] lr: 4.000e-03, eta: 11:02:29, time: 0.942, data_time: 0.009, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8686, loss_cls: 1.2994, loss: 1.2994, grad_norm: 3.5373 2020-08-13 17:27:39,233 - mmaction - INFO - Epoch [56][460/940] lr: 4.000e-03, eta: 11:02:11, time: 0.988, data_time: 0.010, memory: 6440, top1_acc: 0.6713, top5_acc: 0.8711, loss_cls: 1.3199, loss: 1.3199, grad_norm: 3.6624 2020-08-13 17:27:59,360 - mmaction - INFO - Epoch [56][480/940] lr: 4.000e-03, eta: 11:01:53, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.6863, top5_acc: 0.8699, loss_cls: 1.2807, loss: 1.2807, grad_norm: 3.5819 2020-08-13 17:28:20,222 - mmaction - INFO - Epoch [56][500/940] lr: 4.000e-03, eta: 11:01:35, time: 1.047, data_time: 0.007, memory: 6440, top1_acc: 0.6914, top5_acc: 0.8744, loss_cls: 1.2753, loss: 1.2753, grad_norm: 3.5448 2020-08-13 17:28:39,033 - mmaction - INFO - Epoch [56][520/940] lr: 4.000e-03, eta: 11:01:16, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.6887, top5_acc: 0.8623, loss_cls: 1.3167, loss: 1.3167, grad_norm: 3.5324 2020-08-13 17:28:59,090 - mmaction - INFO - Epoch [56][540/940] lr: 4.000e-03, eta: 11:00:58, time: 1.004, data_time: 0.008, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8732, loss_cls: 1.2436, loss: 1.2436, grad_norm: 3.4330 2020-08-13 17:29:18,125 - mmaction - INFO - Epoch [56][560/940] lr: 4.000e-03, eta: 11:00:39, time: 0.949, data_time: 0.006, memory: 6440, top1_acc: 0.6832, top5_acc: 0.8670, loss_cls: 1.2865, loss: 1.2865, grad_norm: 3.6149 2020-08-13 17:29:36,456 - mmaction - INFO - Epoch [56][580/940] lr: 4.000e-03, eta: 11:00:19, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8617, loss_cls: 1.3282, loss: 1.3282, grad_norm: 3.5864 2020-08-13 17:29:56,698 - mmaction - INFO - Epoch [56][600/940] lr: 4.000e-03, eta: 11:00:01, time: 1.011, data_time: 0.005, memory: 6440, top1_acc: 0.6785, top5_acc: 0.8705, loss_cls: 1.2771, loss: 1.2771, grad_norm: 3.5401 2020-08-13 17:30:18,069 - mmaction - INFO - Epoch [56][620/940] lr: 4.000e-03, eta: 10:59:44, time: 1.070, data_time: 0.005, memory: 6440, top1_acc: 0.6854, top5_acc: 0.8680, loss_cls: 1.2970, loss: 1.2970, grad_norm: 3.5667 2020-08-13 17:30:37,587 - mmaction - INFO - Epoch [56][640/940] lr: 4.000e-03, eta: 10:59:26, time: 0.973, data_time: 0.005, memory: 6440, top1_acc: 0.6803, top5_acc: 0.8746, loss_cls: 1.2827, loss: 1.2827, grad_norm: 3.5588 2020-08-13 17:30:55,043 - mmaction - INFO - Epoch [56][660/940] lr: 4.000e-03, eta: 10:59:06, time: 0.876, data_time: 0.007, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8771, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.5583 2020-08-13 17:31:13,847 - mmaction - INFO - Epoch [56][680/940] lr: 4.000e-03, eta: 10:58:46, time: 0.936, data_time: 0.005, memory: 6440, top1_acc: 0.6836, top5_acc: 0.8744, loss_cls: 1.2737, loss: 1.2737, grad_norm: 3.6456 2020-08-13 17:31:32,887 - mmaction - INFO - Epoch [56][700/940] lr: 4.000e-03, eta: 10:58:27, time: 0.956, data_time: 0.007, memory: 6440, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3772, loss: 1.3772, grad_norm: 3.6461 2020-08-13 17:31:54,274 - mmaction - INFO - Epoch [56][720/940] lr: 4.000e-03, eta: 10:58:10, time: 1.068, data_time: 0.005, memory: 6440, top1_acc: 0.6803, top5_acc: 0.8699, loss_cls: 1.3117, loss: 1.3117, grad_norm: 3.5472 2020-08-13 17:32:13,094 - mmaction - INFO - Epoch [56][740/940] lr: 4.000e-03, eta: 10:57:51, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.6826, top5_acc: 0.8725, loss_cls: 1.2662, loss: 1.2662, grad_norm: 3.5259 2020-08-13 17:32:31,703 - mmaction - INFO - Epoch [56][760/940] lr: 4.000e-03, eta: 10:57:32, time: 0.929, data_time: 0.003, memory: 6440, top1_acc: 0.6826, top5_acc: 0.8701, loss_cls: 1.2829, loss: 1.2829, grad_norm: 3.5319 2020-08-13 17:32:49,722 - mmaction - INFO - Epoch [56][780/940] lr: 4.000e-03, eta: 10:57:12, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8602, loss_cls: 1.3109, loss: 1.3109, grad_norm: 3.5400 2020-08-13 17:33:08,746 - mmaction - INFO - Epoch [56][800/940] lr: 4.000e-03, eta: 10:56:53, time: 0.949, data_time: 0.005, memory: 6440, top1_acc: 0.6707, top5_acc: 0.8652, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.6356 2020-08-13 17:33:27,526 - mmaction - INFO - Epoch [56][820/940] lr: 4.000e-03, eta: 10:56:34, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8752, loss_cls: 1.2528, loss: 1.2528, grad_norm: 3.5197 2020-08-13 17:33:47,535 - mmaction - INFO - Epoch [56][840/940] lr: 4.000e-03, eta: 10:56:16, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.6701, top5_acc: 0.8656, loss_cls: 1.3206, loss: 1.3206, grad_norm: 3.6390 2020-08-13 17:34:07,143 - mmaction - INFO - Epoch [56][860/940] lr: 4.000e-03, eta: 10:55:57, time: 0.983, data_time: 0.008, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8688, loss_cls: 1.3170, loss: 1.3170, grad_norm: 3.6076 2020-08-13 17:34:26,650 - mmaction - INFO - Epoch [56][880/940] lr: 4.000e-03, eta: 10:55:39, time: 0.973, data_time: 0.008, memory: 6440, top1_acc: 0.6773, top5_acc: 0.8678, loss_cls: 1.3099, loss: 1.3099, grad_norm: 3.5781 2020-08-13 17:34:46,462 - mmaction - INFO - Epoch [56][900/940] lr: 4.000e-03, eta: 10:55:20, time: 0.993, data_time: 0.007, memory: 6440, top1_acc: 0.6764, top5_acc: 0.8660, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.6043 2020-08-13 17:35:06,148 - mmaction - INFO - Epoch [56][920/940] lr: 4.000e-03, eta: 10:55:02, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.6768, top5_acc: 0.8652, loss_cls: 1.3233, loss: 1.3233, grad_norm: 3.6132 2020-08-13 17:35:22,267 - mmaction - INFO - Epoch [56][940/940] lr: 4.000e-03, eta: 10:54:41, time: 0.806, data_time: 0.002, memory: 6440, top1_acc: 0.6763, top5_acc: 0.8586, loss_cls: 1.3401, loss: 1.3401, grad_norm: 3.6429 2020-08-13 17:35:22,573 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-08-13 17:35:46,353 - mmaction - INFO - Epoch [57][20/940] lr: 4.000e-03, eta: 10:54:25, time: 1.162, data_time: 0.395, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8680, loss_cls: 1.2859, loss: 1.2859, grad_norm: 3.5107 2020-08-13 17:36:05,071 - mmaction - INFO - Epoch [57][40/940] lr: 4.000e-03, eta: 10:54:06, time: 0.932, data_time: 0.006, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8736, loss_cls: 1.2616, loss: 1.2616, grad_norm: 3.5427 2020-08-13 17:36:24,459 - mmaction - INFO - Epoch [57][60/940] lr: 4.000e-03, eta: 10:53:47, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.6799, top5_acc: 0.8713, loss_cls: 1.2892, loss: 1.2892, grad_norm: 3.6213 2020-08-13 17:36:44,719 - mmaction - INFO - Epoch [57][80/940] lr: 4.000e-03, eta: 10:53:29, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8709, loss_cls: 1.2728, loss: 1.2728, grad_norm: 3.4961 2020-08-13 17:37:03,251 - mmaction - INFO - Epoch [57][100/940] lr: 4.000e-03, eta: 10:53:10, time: 0.932, data_time: 0.008, memory: 6440, top1_acc: 0.6768, top5_acc: 0.8609, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.6174 2020-08-13 17:37:24,471 - mmaction - INFO - Epoch [57][120/940] lr: 4.000e-03, eta: 10:52:52, time: 1.058, data_time: 0.006, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8773, loss_cls: 1.2456, loss: 1.2456, grad_norm: 3.6290 2020-08-13 17:37:42,466 - mmaction - INFO - Epoch [57][140/940] lr: 4.000e-03, eta: 10:52:33, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.6783, top5_acc: 0.8730, loss_cls: 1.2990, loss: 1.2990, grad_norm: 3.5994 2020-08-13 17:38:01,950 - mmaction - INFO - Epoch [57][160/940] lr: 4.000e-03, eta: 10:52:14, time: 0.974, data_time: 0.006, memory: 6440, top1_acc: 0.6816, top5_acc: 0.8693, loss_cls: 1.2836, loss: 1.2836, grad_norm: 3.5773 2020-08-13 17:38:20,361 - mmaction - INFO - Epoch [57][180/940] lr: 4.000e-03, eta: 10:51:55, time: 0.920, data_time: 0.005, memory: 6440, top1_acc: 0.6895, top5_acc: 0.8719, loss_cls: 1.2913, loss: 1.2913, grad_norm: 3.5347 2020-08-13 17:38:39,857 - mmaction - INFO - Epoch [57][200/940] lr: 4.000e-03, eta: 10:51:36, time: 0.976, data_time: 0.009, memory: 6440, top1_acc: 0.6803, top5_acc: 0.8693, loss_cls: 1.2879, loss: 1.2879, grad_norm: 3.6276 2020-08-13 17:38:58,545 - mmaction - INFO - Epoch [57][220/940] lr: 4.000e-03, eta: 10:51:17, time: 0.931, data_time: 0.006, memory: 6440, top1_acc: 0.6791, top5_acc: 0.8715, loss_cls: 1.3021, loss: 1.3021, grad_norm: 3.5859 2020-08-13 17:39:16,993 - mmaction - INFO - Epoch [57][240/940] lr: 4.000e-03, eta: 10:50:57, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.6928, top5_acc: 0.8752, loss_cls: 1.2633, loss: 1.2633, grad_norm: 3.5787 2020-08-13 17:39:37,219 - mmaction - INFO - Epoch [57][260/940] lr: 4.000e-03, eta: 10:50:39, time: 1.009, data_time: 0.006, memory: 6440, top1_acc: 0.6873, top5_acc: 0.8676, loss_cls: 1.2740, loss: 1.2740, grad_norm: 3.5809 2020-08-13 17:39:56,590 - mmaction - INFO - Epoch [57][280/940] lr: 4.000e-03, eta: 10:50:21, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.6799, top5_acc: 0.8723, loss_cls: 1.2941, loss: 1.2941, grad_norm: 3.5949 2020-08-13 17:40:15,218 - mmaction - INFO - Epoch [57][300/940] lr: 4.000e-03, eta: 10:50:01, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8666, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.5862 2020-08-13 17:40:36,286 - mmaction - INFO - Epoch [57][320/940] lr: 4.000e-03, eta: 10:49:44, time: 1.057, data_time: 0.008, memory: 6440, top1_acc: 0.6738, top5_acc: 0.8656, loss_cls: 1.2967, loss: 1.2967, grad_norm: 3.6200 2020-08-13 17:40:52,307 - mmaction - INFO - Epoch [57][340/940] lr: 4.000e-03, eta: 10:49:23, time: 0.798, data_time: 0.005, memory: 6440, top1_acc: 0.6793, top5_acc: 0.8693, loss_cls: 1.2908, loss: 1.2908, grad_norm: 3.5683 2020-08-13 17:41:11,248 - mmaction - INFO - Epoch [57][360/940] lr: 4.000e-03, eta: 10:49:04, time: 0.950, data_time: 0.007, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8605, loss_cls: 1.3170, loss: 1.3170, grad_norm: 3.6285 2020-08-13 17:41:31,345 - mmaction - INFO - Epoch [57][380/940] lr: 4.000e-03, eta: 10:48:45, time: 1.001, data_time: 0.007, memory: 6440, top1_acc: 0.6854, top5_acc: 0.8672, loss_cls: 1.2842, loss: 1.2842, grad_norm: 3.5131 2020-08-13 17:41:48,480 - mmaction - INFO - Epoch [57][400/940] lr: 4.000e-03, eta: 10:48:25, time: 0.861, data_time: 0.008, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8650, loss_cls: 1.2953, loss: 1.2953, grad_norm: 3.5494 2020-08-13 17:42:09,740 - mmaction - INFO - Epoch [57][420/940] lr: 4.000e-03, eta: 10:48:08, time: 1.060, data_time: 0.004, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8664, loss_cls: 1.3096, loss: 1.3096, grad_norm: 3.5677 2020-08-13 17:42:28,966 - mmaction - INFO - Epoch [57][440/940] lr: 4.000e-03, eta: 10:47:49, time: 0.964, data_time: 0.007, memory: 6440, top1_acc: 0.6771, top5_acc: 0.8611, loss_cls: 1.3191, loss: 1.3191, grad_norm: 3.5833 2020-08-13 17:42:47,536 - mmaction - INFO - Epoch [57][460/940] lr: 4.000e-03, eta: 10:47:30, time: 0.926, data_time: 0.005, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8635, loss_cls: 1.2918, loss: 1.2918, grad_norm: 3.5649 2020-08-13 17:43:05,702 - mmaction - INFO - Epoch [57][480/940] lr: 4.000e-03, eta: 10:47:10, time: 0.911, data_time: 0.008, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8646, loss_cls: 1.3072, loss: 1.3072, grad_norm: 3.5479 2020-08-13 17:43:23,423 - mmaction - INFO - Epoch [57][500/940] lr: 4.000e-03, eta: 10:46:50, time: 0.886, data_time: 0.002, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8689, loss_cls: 1.2502, loss: 1.2502, grad_norm: 3.4499 2020-08-13 17:43:42,628 - mmaction - INFO - Epoch [57][520/940] lr: 4.000e-03, eta: 10:46:31, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.6783, top5_acc: 0.8699, loss_cls: 1.2979, loss: 1.2979, grad_norm: 3.5408 2020-08-13 17:44:02,217 - mmaction - INFO - Epoch [57][540/940] lr: 4.000e-03, eta: 10:46:13, time: 0.981, data_time: 0.005, memory: 6440, top1_acc: 0.6744, top5_acc: 0.8668, loss_cls: 1.3140, loss: 1.3140, grad_norm: 3.6549 2020-08-13 17:44:19,957 - mmaction - INFO - Epoch [57][560/940] lr: 4.000e-03, eta: 10:45:53, time: 0.885, data_time: 0.005, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8711, loss_cls: 1.2669, loss: 1.2669, grad_norm: 3.5936 2020-08-13 17:44:38,961 - mmaction - INFO - Epoch [57][580/940] lr: 4.000e-03, eta: 10:45:34, time: 0.951, data_time: 0.006, memory: 6440, top1_acc: 0.6750, top5_acc: 0.8686, loss_cls: 1.2946, loss: 1.2946, grad_norm: 3.5577 2020-08-13 17:44:58,502 - mmaction - INFO - Epoch [57][600/940] lr: 4.000e-03, eta: 10:45:15, time: 0.975, data_time: 0.008, memory: 6440, top1_acc: 0.6779, top5_acc: 0.8631, loss_cls: 1.3155, loss: 1.3155, grad_norm: 3.5514 2020-08-13 17:45:17,031 - mmaction - INFO - Epoch [57][620/940] lr: 4.000e-03, eta: 10:44:56, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.6857, top5_acc: 0.8611, loss_cls: 1.3214, loss: 1.3214, grad_norm: 3.5566 2020-08-13 17:45:35,436 - mmaction - INFO - Epoch [57][640/940] lr: 4.000e-03, eta: 10:44:36, time: 0.920, data_time: 0.010, memory: 6440, top1_acc: 0.6848, top5_acc: 0.8740, loss_cls: 1.2818, loss: 1.2818, grad_norm: 3.6113 2020-08-13 17:45:54,325 - mmaction - INFO - Epoch [57][660/940] lr: 4.000e-03, eta: 10:44:17, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.6811, top5_acc: 0.8732, loss_cls: 1.2784, loss: 1.2784, grad_norm: 3.6000 2020-08-13 17:46:14,968 - mmaction - INFO - Epoch [57][680/940] lr: 4.000e-03, eta: 10:43:59, time: 1.029, data_time: 0.005, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8732, loss_cls: 1.2755, loss: 1.2755, grad_norm: 3.5724 2020-08-13 17:46:34,219 - mmaction - INFO - Epoch [57][700/940] lr: 4.000e-03, eta: 10:43:41, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.6738, top5_acc: 0.8637, loss_cls: 1.3365, loss: 1.3365, grad_norm: 3.6506 2020-08-13 17:46:55,142 - mmaction - INFO - Epoch [57][720/940] lr: 4.000e-03, eta: 10:43:23, time: 1.040, data_time: 0.007, memory: 6440, top1_acc: 0.6721, top5_acc: 0.8637, loss_cls: 1.3353, loss: 1.3353, grad_norm: 3.6130 2020-08-13 17:47:13,134 - mmaction - INFO - Epoch [57][740/940] lr: 4.000e-03, eta: 10:43:03, time: 0.905, data_time: 0.008, memory: 6440, top1_acc: 0.6863, top5_acc: 0.8699, loss_cls: 1.2771, loss: 1.2771, grad_norm: 3.5578 2020-08-13 17:47:32,753 - mmaction - INFO - Epoch [57][760/940] lr: 4.000e-03, eta: 10:42:45, time: 0.975, data_time: 0.006, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8697, loss_cls: 1.2798, loss: 1.2798, grad_norm: 3.6215 2020-08-13 17:47:53,196 - mmaction - INFO - Epoch [57][780/940] lr: 4.000e-03, eta: 10:42:27, time: 1.028, data_time: 0.008, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8668, loss_cls: 1.3014, loss: 1.3014, grad_norm: 3.6766 2020-08-13 17:48:10,788 - mmaction - INFO - Epoch [57][800/940] lr: 4.000e-03, eta: 10:42:07, time: 0.876, data_time: 0.005, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8719, loss_cls: 1.2745, loss: 1.2745, grad_norm: 3.5643 2020-08-13 17:48:30,963 - mmaction - INFO - Epoch [57][820/940] lr: 4.000e-03, eta: 10:41:49, time: 1.012, data_time: 0.007, memory: 6440, top1_acc: 0.6826, top5_acc: 0.8617, loss_cls: 1.2991, loss: 1.2991, grad_norm: 3.5429 2020-08-13 17:48:50,726 - mmaction - INFO - Epoch [57][840/940] lr: 4.000e-03, eta: 10:41:30, time: 0.987, data_time: 0.009, memory: 6440, top1_acc: 0.6799, top5_acc: 0.8637, loss_cls: 1.3136, loss: 1.3136, grad_norm: 3.6341 2020-08-13 17:49:09,716 - mmaction - INFO - Epoch [57][860/940] lr: 4.000e-03, eta: 10:41:11, time: 0.951, data_time: 0.005, memory: 6440, top1_acc: 0.6822, top5_acc: 0.8666, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.6494 2020-08-13 17:49:28,915 - mmaction - INFO - Epoch [57][880/940] lr: 4.000e-03, eta: 10:40:52, time: 0.955, data_time: 0.006, memory: 6440, top1_acc: 0.6813, top5_acc: 0.8629, loss_cls: 1.3033, loss: 1.3033, grad_norm: 3.5657 2020-08-13 17:49:48,070 - mmaction - INFO - Epoch [57][900/940] lr: 4.000e-03, eta: 10:40:34, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8637, loss_cls: 1.3129, loss: 1.3129, grad_norm: 3.5617 2020-08-13 17:50:07,632 - mmaction - INFO - Epoch [57][920/940] lr: 4.000e-03, eta: 10:40:15, time: 0.977, data_time: 0.004, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8676, loss_cls: 1.2790, loss: 1.2790, grad_norm: 3.4953 2020-08-13 17:50:25,790 - mmaction - INFO - Epoch [57][940/940] lr: 4.000e-03, eta: 10:39:55, time: 0.906, data_time: 0.003, memory: 6440, top1_acc: 0.6759, top5_acc: 0.8604, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.6268 2020-08-13 17:50:26,116 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-08-13 17:50:51,719 - mmaction - INFO - Epoch [58][20/940] lr: 4.000e-03, eta: 10:39:41, time: 1.254, data_time: 0.404, memory: 6440, top1_acc: 0.6822, top5_acc: 0.8684, loss_cls: 1.2901, loss: 1.2901, grad_norm: 3.5903 2020-08-13 17:51:11,034 - mmaction - INFO - Epoch [58][40/940] lr: 4.000e-03, eta: 10:39:22, time: 0.964, data_time: 0.006, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8648, loss_cls: 1.3009, loss: 1.3009, grad_norm: 3.6310 2020-08-13 17:51:28,319 - mmaction - INFO - Epoch [58][60/940] lr: 4.000e-03, eta: 10:39:02, time: 0.866, data_time: 0.005, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.2755, loss: 1.2755, grad_norm: 3.5850 2020-08-13 17:51:46,191 - mmaction - INFO - Epoch [58][80/940] lr: 4.000e-03, eta: 10:38:42, time: 0.890, data_time: 0.005, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8676, loss_cls: 1.3169, loss: 1.3169, grad_norm: 3.5976 2020-08-13 17:52:07,454 - mmaction - INFO - Epoch [58][100/940] lr: 4.000e-03, eta: 10:38:25, time: 1.067, data_time: 0.010, memory: 6440, top1_acc: 0.6848, top5_acc: 0.8656, loss_cls: 1.2975, loss: 1.2975, grad_norm: 3.6545 2020-08-13 17:52:25,532 - mmaction - INFO - Epoch [58][120/940] lr: 4.000e-03, eta: 10:38:05, time: 0.904, data_time: 0.002, memory: 6440, top1_acc: 0.6867, top5_acc: 0.8709, loss_cls: 1.2683, loss: 1.2683, grad_norm: 3.5482 2020-08-13 17:52:45,105 - mmaction - INFO - Epoch [58][140/940] lr: 4.000e-03, eta: 10:37:46, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.6889, top5_acc: 0.8783, loss_cls: 1.2579, loss: 1.2579, grad_norm: 3.6202 2020-08-13 17:53:05,746 - mmaction - INFO - Epoch [58][160/940] lr: 4.000e-03, eta: 10:37:29, time: 1.036, data_time: 0.007, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8674, loss_cls: 1.2798, loss: 1.2798, grad_norm: 3.6667 2020-08-13 17:53:23,829 - mmaction - INFO - Epoch [58][180/940] lr: 4.000e-03, eta: 10:37:09, time: 0.902, data_time: 0.002, memory: 6440, top1_acc: 0.6820, top5_acc: 0.8584, loss_cls: 1.3314, loss: 1.3314, grad_norm: 3.6091 2020-08-13 17:53:43,264 - mmaction - INFO - Epoch [58][200/940] lr: 4.000e-03, eta: 10:36:50, time: 0.974, data_time: 0.006, memory: 6440, top1_acc: 0.6916, top5_acc: 0.8752, loss_cls: 1.2473, loss: 1.2473, grad_norm: 3.5630 2020-08-13 17:54:01,808 - mmaction - INFO - Epoch [58][220/940] lr: 4.000e-03, eta: 10:36:31, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.6914, top5_acc: 0.8695, loss_cls: 1.2868, loss: 1.2868, grad_norm: 3.5737 2020-08-13 17:54:19,663 - mmaction - INFO - Epoch [58][240/940] lr: 4.000e-03, eta: 10:36:11, time: 0.899, data_time: 0.008, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8670, loss_cls: 1.3119, loss: 1.3119, grad_norm: 3.6754 2020-08-13 17:54:39,147 - mmaction - INFO - Epoch [58][260/940] lr: 4.000e-03, eta: 10:35:53, time: 0.973, data_time: 0.004, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8686, loss_cls: 1.2793, loss: 1.2793, grad_norm: 3.6635 2020-08-13 17:54:58,590 - mmaction - INFO - Epoch [58][280/940] lr: 4.000e-03, eta: 10:35:34, time: 0.971, data_time: 0.008, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8732, loss_cls: 1.2731, loss: 1.2731, grad_norm: 3.5671 2020-08-13 17:55:17,468 - mmaction - INFO - Epoch [58][300/940] lr: 4.000e-03, eta: 10:35:15, time: 0.939, data_time: 0.008, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8684, loss_cls: 1.2795, loss: 1.2795, grad_norm: 3.5834 2020-08-13 17:55:36,206 - mmaction - INFO - Epoch [58][320/940] lr: 4.000e-03, eta: 10:34:56, time: 0.943, data_time: 0.009, memory: 6440, top1_acc: 0.6887, top5_acc: 0.8686, loss_cls: 1.2859, loss: 1.2859, grad_norm: 3.6369 2020-08-13 17:55:55,064 - mmaction - INFO - Epoch [58][340/940] lr: 4.000e-03, eta: 10:34:36, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.6867, top5_acc: 0.8656, loss_cls: 1.2869, loss: 1.2869, grad_norm: 3.5791 2020-08-13 17:56:12,929 - mmaction - INFO - Epoch [58][360/940] lr: 4.000e-03, eta: 10:34:17, time: 0.896, data_time: 0.008, memory: 6440, top1_acc: 0.6908, top5_acc: 0.8646, loss_cls: 1.2775, loss: 1.2775, grad_norm: 3.5277 2020-08-13 17:56:32,453 - mmaction - INFO - Epoch [58][380/940] lr: 4.000e-03, eta: 10:33:58, time: 0.976, data_time: 0.009, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8660, loss_cls: 1.2920, loss: 1.2920, grad_norm: 3.5509 2020-08-13 17:56:50,405 - mmaction - INFO - Epoch [58][400/940] lr: 4.000e-03, eta: 10:33:38, time: 0.901, data_time: 0.007, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8762, loss_cls: 1.2332, loss: 1.2332, grad_norm: 3.5147 2020-08-13 17:57:08,668 - mmaction - INFO - Epoch [58][420/940] lr: 4.000e-03, eta: 10:33:19, time: 0.909, data_time: 0.005, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8775, loss_cls: 1.2566, loss: 1.2566, grad_norm: 3.6276 2020-08-13 17:57:27,395 - mmaction - INFO - Epoch [58][440/940] lr: 4.000e-03, eta: 10:32:59, time: 0.940, data_time: 0.007, memory: 6440, top1_acc: 0.6875, top5_acc: 0.8721, loss_cls: 1.2744, loss: 1.2744, grad_norm: 3.6025 2020-08-13 17:57:45,581 - mmaction - INFO - Epoch [58][460/940] lr: 4.000e-03, eta: 10:32:40, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8742, loss_cls: 1.2674, loss: 1.2674, grad_norm: 3.5612 2020-08-13 17:58:03,680 - mmaction - INFO - Epoch [58][480/940] lr: 4.000e-03, eta: 10:32:20, time: 0.904, data_time: 0.007, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8729, loss_cls: 1.2885, loss: 1.2885, grad_norm: 3.6532 2020-08-13 17:58:22,455 - mmaction - INFO - Epoch [58][500/940] lr: 4.000e-03, eta: 10:32:01, time: 0.938, data_time: 0.009, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8811, loss_cls: 1.2473, loss: 1.2473, grad_norm: 3.5969 2020-08-13 17:58:41,067 - mmaction - INFO - Epoch [58][520/940] lr: 4.000e-03, eta: 10:31:42, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.6748, top5_acc: 0.8629, loss_cls: 1.3294, loss: 1.3294, grad_norm: 3.6597 2020-08-13 17:59:00,834 - mmaction - INFO - Epoch [58][540/940] lr: 4.000e-03, eta: 10:31:23, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8762, loss_cls: 1.2283, loss: 1.2283, grad_norm: 3.4652 2020-08-13 17:59:18,212 - mmaction - INFO - Epoch [58][560/940] lr: 4.000e-03, eta: 10:31:03, time: 0.871, data_time: 0.007, memory: 6440, top1_acc: 0.6844, top5_acc: 0.8658, loss_cls: 1.3086, loss: 1.3086, grad_norm: 3.6357 2020-08-13 17:59:36,804 - mmaction - INFO - Epoch [58][580/940] lr: 4.000e-03, eta: 10:30:44, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.6795, top5_acc: 0.8670, loss_cls: 1.3177, loss: 1.3177, grad_norm: 3.6440 2020-08-13 17:59:55,557 - mmaction - INFO - Epoch [58][600/940] lr: 4.000e-03, eta: 10:30:25, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.6795, top5_acc: 0.8725, loss_cls: 1.2732, loss: 1.2732, grad_norm: 3.6349 2020-08-13 18:00:18,841 - mmaction - INFO - Epoch [58][620/940] lr: 4.000e-03, eta: 10:30:09, time: 1.160, data_time: 0.009, memory: 6440, top1_acc: 0.6777, top5_acc: 0.8688, loss_cls: 1.2793, loss: 1.2793, grad_norm: 3.6846 2020-08-13 18:00:37,654 - mmaction - INFO - Epoch [58][640/940] lr: 4.000e-03, eta: 10:29:50, time: 0.949, data_time: 0.018, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8613, loss_cls: 1.3129, loss: 1.3129, grad_norm: 3.7421 2020-08-13 18:00:56,845 - mmaction - INFO - Epoch [58][660/940] lr: 4.000e-03, eta: 10:29:31, time: 0.957, data_time: 0.006, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8725, loss_cls: 1.2645, loss: 1.2645, grad_norm: 3.5787 2020-08-13 18:01:15,467 - mmaction - INFO - Epoch [58][680/940] lr: 4.000e-03, eta: 10:29:12, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8699, loss_cls: 1.2866, loss: 1.2866, grad_norm: 3.5695 2020-08-13 18:01:37,480 - mmaction - INFO - Epoch [58][700/940] lr: 4.000e-03, eta: 10:28:55, time: 1.102, data_time: 0.009, memory: 6440, top1_acc: 0.6807, top5_acc: 0.8699, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.6570 2020-08-13 18:01:56,648 - mmaction - INFO - Epoch [58][720/940] lr: 4.000e-03, eta: 10:28:36, time: 0.961, data_time: 0.008, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8648, loss_cls: 1.3102, loss: 1.3102, grad_norm: 3.6503 2020-08-13 18:02:14,304 - mmaction - INFO - Epoch [58][740/940] lr: 4.000e-03, eta: 10:28:16, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8713, loss_cls: 1.2764, loss: 1.2764, grad_norm: 3.6425 2020-08-13 18:02:35,338 - mmaction - INFO - Epoch [58][760/940] lr: 4.000e-03, eta: 10:27:58, time: 1.052, data_time: 0.007, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8686, loss_cls: 1.2863, loss: 1.2863, grad_norm: 3.5868 2020-08-13 18:02:52,559 - mmaction - INFO - Epoch [58][780/940] lr: 4.000e-03, eta: 10:27:38, time: 0.860, data_time: 0.006, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8717, loss_cls: 1.2688, loss: 1.2688, grad_norm: 3.6155 2020-08-13 18:03:12,284 - mmaction - INFO - Epoch [58][800/940] lr: 4.000e-03, eta: 10:27:20, time: 0.989, data_time: 0.007, memory: 6440, top1_acc: 0.6850, top5_acc: 0.8693, loss_cls: 1.2842, loss: 1.2842, grad_norm: 3.6224 2020-08-13 18:03:32,039 - mmaction - INFO - Epoch [58][820/940] lr: 4.000e-03, eta: 10:27:01, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8664, loss_cls: 1.2981, loss: 1.2981, grad_norm: 3.5929 2020-08-13 18:03:50,318 - mmaction - INFO - Epoch [58][840/940] lr: 4.000e-03, eta: 10:26:42, time: 0.917, data_time: 0.007, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8664, loss_cls: 1.2961, loss: 1.2961, grad_norm: 3.6331 2020-08-13 18:04:11,396 - mmaction - INFO - Epoch [58][860/940] lr: 4.000e-03, eta: 10:26:24, time: 1.053, data_time: 0.009, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8725, loss_cls: 1.2523, loss: 1.2523, grad_norm: 3.5583 2020-08-13 18:04:30,795 - mmaction - INFO - Epoch [58][880/940] lr: 4.000e-03, eta: 10:26:05, time: 0.971, data_time: 0.005, memory: 6440, top1_acc: 0.6844, top5_acc: 0.8604, loss_cls: 1.3058, loss: 1.3058, grad_norm: 3.6145 2020-08-13 18:04:49,479 - mmaction - INFO - Epoch [58][900/940] lr: 4.000e-03, eta: 10:25:46, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.6707, top5_acc: 0.8588, loss_cls: 1.3429, loss: 1.3429, grad_norm: 3.7235 2020-08-13 18:05:09,478 - mmaction - INFO - Epoch [58][920/940] lr: 4.000e-03, eta: 10:25:28, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8719, loss_cls: 1.2575, loss: 1.2575, grad_norm: 3.6078 2020-08-13 18:05:26,494 - mmaction - INFO - Epoch [58][940/940] lr: 4.000e-03, eta: 10:25:07, time: 0.849, data_time: 0.002, memory: 6440, top1_acc: 0.6806, top5_acc: 0.8600, loss_cls: 1.3303, loss: 1.3303, grad_norm: 3.6849 2020-08-13 18:05:26,742 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-08-13 18:05:53,875 - mmaction - INFO - Epoch [59][20/940] lr: 4.000e-03, eta: 10:24:54, time: 1.327, data_time: 0.567, memory: 6440, top1_acc: 0.6764, top5_acc: 0.8719, loss_cls: 1.3017, loss: 1.3017, grad_norm: 3.6581 2020-08-13 18:06:11,523 - mmaction - INFO - Epoch [59][40/940] lr: 4.000e-03, eta: 10:24:34, time: 0.885, data_time: 0.004, memory: 6440, top1_acc: 0.6787, top5_acc: 0.8637, loss_cls: 1.3141, loss: 1.3141, grad_norm: 3.7554 2020-08-13 18:06:31,646 - mmaction - INFO - Epoch [59][60/940] lr: 4.000e-03, eta: 10:24:16, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.6893, top5_acc: 0.8709, loss_cls: 1.2817, loss: 1.2817, grad_norm: 3.6347 2020-08-13 18:06:52,311 - mmaction - INFO - Epoch [59][80/940] lr: 4.000e-03, eta: 10:23:58, time: 1.037, data_time: 0.007, memory: 6440, top1_acc: 0.6896, top5_acc: 0.8686, loss_cls: 1.2939, loss: 1.2939, grad_norm: 3.6299 2020-08-13 18:07:09,481 - mmaction - INFO - Epoch [59][100/940] lr: 4.000e-03, eta: 10:23:38, time: 0.855, data_time: 0.004, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8744, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.5512 2020-08-13 18:07:29,776 - mmaction - INFO - Epoch [59][120/940] lr: 4.000e-03, eta: 10:23:20, time: 1.016, data_time: 0.007, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8773, loss_cls: 1.2568, loss: 1.2568, grad_norm: 3.6326 2020-08-13 18:07:49,839 - mmaction - INFO - Epoch [59][140/940] lr: 4.000e-03, eta: 10:23:01, time: 1.005, data_time: 0.009, memory: 6440, top1_acc: 0.6869, top5_acc: 0.8732, loss_cls: 1.2878, loss: 1.2878, grad_norm: 3.6499 2020-08-13 18:08:08,088 - mmaction - INFO - Epoch [59][160/940] lr: 4.000e-03, eta: 10:22:42, time: 0.910, data_time: 0.008, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8719, loss_cls: 1.2428, loss: 1.2428, grad_norm: 3.6300 2020-08-13 18:08:27,420 - mmaction - INFO - Epoch [59][180/940] lr: 4.000e-03, eta: 10:22:23, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.6859, top5_acc: 0.8629, loss_cls: 1.2859, loss: 1.2859, grad_norm: 3.6615 2020-08-13 18:08:47,879 - mmaction - INFO - Epoch [59][200/940] lr: 4.000e-03, eta: 10:22:05, time: 1.024, data_time: 0.009, memory: 6440, top1_acc: 0.6809, top5_acc: 0.8697, loss_cls: 1.3197, loss: 1.3197, grad_norm: 3.6946 2020-08-13 18:09:05,693 - mmaction - INFO - Epoch [59][220/940] lr: 4.000e-03, eta: 10:21:45, time: 0.894, data_time: 0.007, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8709, loss_cls: 1.3016, loss: 1.3016, grad_norm: 3.6251 2020-08-13 18:09:26,212 - mmaction - INFO - Epoch [59][240/940] lr: 4.000e-03, eta: 10:21:27, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8754, loss_cls: 1.2547, loss: 1.2547, grad_norm: 3.5983 2020-08-13 18:09:45,129 - mmaction - INFO - Epoch [59][260/940] lr: 4.000e-03, eta: 10:21:08, time: 0.949, data_time: 0.005, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8791, loss_cls: 1.2315, loss: 1.2315, grad_norm: 3.6392 2020-08-13 18:10:03,732 - mmaction - INFO - Epoch [59][280/940] lr: 4.000e-03, eta: 10:20:49, time: 0.929, data_time: 0.005, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8711, loss_cls: 1.2773, loss: 1.2773, grad_norm: 3.6108 2020-08-13 18:10:23,934 - mmaction - INFO - Epoch [59][300/940] lr: 4.000e-03, eta: 10:20:31, time: 1.011, data_time: 0.003, memory: 6440, top1_acc: 0.6885, top5_acc: 0.8770, loss_cls: 1.2643, loss: 1.2643, grad_norm: 3.6201 2020-08-13 18:10:43,572 - mmaction - INFO - Epoch [59][320/940] lr: 4.000e-03, eta: 10:20:12, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8768, loss_cls: 1.2308, loss: 1.2308, grad_norm: 3.5302 2020-08-13 18:11:02,626 - mmaction - INFO - Epoch [59][340/940] lr: 4.000e-03, eta: 10:19:53, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8631, loss_cls: 1.2981, loss: 1.2981, grad_norm: 3.6701 2020-08-13 18:11:21,294 - mmaction - INFO - Epoch [59][360/940] lr: 4.000e-03, eta: 10:19:34, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.6760, top5_acc: 0.8670, loss_cls: 1.3031, loss: 1.3031, grad_norm: 3.7053 2020-08-13 18:11:39,946 - mmaction - INFO - Epoch [59][380/940] lr: 4.000e-03, eta: 10:19:15, time: 0.936, data_time: 0.008, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8746, loss_cls: 1.2392, loss: 1.2392, grad_norm: 3.6595 2020-08-13 18:11:58,483 - mmaction - INFO - Epoch [59][400/940] lr: 4.000e-03, eta: 10:18:55, time: 0.929, data_time: 0.009, memory: 6440, top1_acc: 0.6836, top5_acc: 0.8666, loss_cls: 1.2949, loss: 1.2949, grad_norm: 3.7425 2020-08-13 18:12:17,530 - mmaction - INFO - Epoch [59][420/940] lr: 4.000e-03, eta: 10:18:36, time: 0.950, data_time: 0.005, memory: 6440, top1_acc: 0.6766, top5_acc: 0.8615, loss_cls: 1.3293, loss: 1.3293, grad_norm: 3.7336 2020-08-13 18:12:37,200 - mmaction - INFO - Epoch [59][440/940] lr: 4.000e-03, eta: 10:18:18, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8742, loss_cls: 1.2516, loss: 1.2516, grad_norm: 3.6274 2020-08-13 18:12:56,790 - mmaction - INFO - Epoch [59][460/940] lr: 4.000e-03, eta: 10:17:59, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8623, loss_cls: 1.2893, loss: 1.2893, grad_norm: 3.6206 2020-08-13 18:13:14,041 - mmaction - INFO - Epoch [59][480/940] lr: 4.000e-03, eta: 10:17:39, time: 0.864, data_time: 0.004, memory: 6440, top1_acc: 0.6973, top5_acc: 0.8752, loss_cls: 1.2541, loss: 1.2541, grad_norm: 3.6241 2020-08-13 18:13:33,550 - mmaction - INFO - Epoch [59][500/940] lr: 4.000e-03, eta: 10:17:20, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.6729, top5_acc: 0.8631, loss_cls: 1.3277, loss: 1.3277, grad_norm: 3.6645 2020-08-13 18:13:53,535 - mmaction - INFO - Epoch [59][520/940] lr: 4.000e-03, eta: 10:17:02, time: 1.002, data_time: 0.008, memory: 6440, top1_acc: 0.6811, top5_acc: 0.8570, loss_cls: 1.3324, loss: 1.3324, grad_norm: 3.5935 2020-08-13 18:14:12,356 - mmaction - INFO - Epoch [59][540/940] lr: 4.000e-03, eta: 10:16:43, time: 0.940, data_time: 0.007, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8775, loss_cls: 1.2492, loss: 1.2492, grad_norm: 3.5993 2020-08-13 18:14:32,431 - mmaction - INFO - Epoch [59][560/940] lr: 4.000e-03, eta: 10:16:25, time: 1.007, data_time: 0.006, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8740, loss_cls: 1.2663, loss: 1.2663, grad_norm: 3.6459 2020-08-13 18:14:53,277 - mmaction - INFO - Epoch [59][580/940] lr: 4.000e-03, eta: 10:16:07, time: 1.040, data_time: 0.006, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8707, loss_cls: 1.2625, loss: 1.2625, grad_norm: 3.6205 2020-08-13 18:15:11,405 - mmaction - INFO - Epoch [59][600/940] lr: 4.000e-03, eta: 10:15:47, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8621, loss_cls: 1.2919, loss: 1.2919, grad_norm: 3.6523 2020-08-13 18:15:29,512 - mmaction - INFO - Epoch [59][620/940] lr: 4.000e-03, eta: 10:15:28, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8645, loss_cls: 1.3054, loss: 1.3054, grad_norm: 3.6908 2020-08-13 18:15:48,242 - mmaction - INFO - Epoch [59][640/940] lr: 4.000e-03, eta: 10:15:09, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.6770, top5_acc: 0.8658, loss_cls: 1.2996, loss: 1.2996, grad_norm: 3.6954 2020-08-13 18:16:07,254 - mmaction - INFO - Epoch [59][660/940] lr: 4.000e-03, eta: 10:14:49, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.6789, top5_acc: 0.8697, loss_cls: 1.3003, loss: 1.3003, grad_norm: 3.7034 2020-08-13 18:16:27,886 - mmaction - INFO - Epoch [59][680/940] lr: 4.000e-03, eta: 10:14:32, time: 1.034, data_time: 0.007, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8678, loss_cls: 1.2890, loss: 1.2890, grad_norm: 3.6448 2020-08-13 18:16:46,976 - mmaction - INFO - Epoch [59][700/940] lr: 4.000e-03, eta: 10:14:13, time: 0.953, data_time: 0.009, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8699, loss_cls: 1.2616, loss: 1.2616, grad_norm: 3.5521 2020-08-13 18:17:07,379 - mmaction - INFO - Epoch [59][720/940] lr: 4.000e-03, eta: 10:13:55, time: 1.020, data_time: 0.006, memory: 6440, top1_acc: 0.6904, top5_acc: 0.8787, loss_cls: 1.2411, loss: 1.2411, grad_norm: 3.6025 2020-08-13 18:17:25,461 - mmaction - INFO - Epoch [59][740/940] lr: 4.000e-03, eta: 10:13:35, time: 0.902, data_time: 0.009, memory: 6440, top1_acc: 0.6768, top5_acc: 0.8660, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.7988 2020-08-13 18:17:44,635 - mmaction - INFO - Epoch [59][760/940] lr: 4.000e-03, eta: 10:13:16, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.6813, top5_acc: 0.8666, loss_cls: 1.2866, loss: 1.2866, grad_norm: 3.6537 2020-08-13 18:18:04,324 - mmaction - INFO - Epoch [59][780/940] lr: 4.000e-03, eta: 10:12:58, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.6826, top5_acc: 0.8705, loss_cls: 1.2886, loss: 1.2886, grad_norm: 3.6523 2020-08-13 18:18:23,444 - mmaction - INFO - Epoch [59][800/940] lr: 4.000e-03, eta: 10:12:39, time: 0.955, data_time: 0.005, memory: 6440, top1_acc: 0.6854, top5_acc: 0.8766, loss_cls: 1.2862, loss: 1.2862, grad_norm: 3.7130 2020-08-13 18:18:44,009 - mmaction - INFO - Epoch [59][820/940] lr: 4.000e-03, eta: 10:12:21, time: 1.030, data_time: 0.008, memory: 6440, top1_acc: 0.6760, top5_acc: 0.8629, loss_cls: 1.3106, loss: 1.3106, grad_norm: 3.7279 2020-08-13 18:19:00,813 - mmaction - INFO - Epoch [59][840/940] lr: 4.000e-03, eta: 10:12:00, time: 0.839, data_time: 0.009, memory: 6440, top1_acc: 0.6867, top5_acc: 0.8725, loss_cls: 1.2640, loss: 1.2640, grad_norm: 3.5996 2020-08-13 18:19:21,089 - mmaction - INFO - Epoch [59][860/940] lr: 4.000e-03, eta: 10:11:42, time: 1.015, data_time: 0.004, memory: 6440, top1_acc: 0.6844, top5_acc: 0.8697, loss_cls: 1.2732, loss: 1.2732, grad_norm: 3.5762 2020-08-13 18:19:40,242 - mmaction - INFO - Epoch [59][880/940] lr: 4.000e-03, eta: 10:11:23, time: 0.955, data_time: 0.006, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8664, loss_cls: 1.2851, loss: 1.2851, grad_norm: 3.6442 2020-08-13 18:19:59,788 - mmaction - INFO - Epoch [59][900/940] lr: 4.000e-03, eta: 10:11:05, time: 0.979, data_time: 0.008, memory: 6440, top1_acc: 0.6895, top5_acc: 0.8756, loss_cls: 1.2599, loss: 1.2599, grad_norm: 3.6400 2020-08-13 18:20:19,066 - mmaction - INFO - Epoch [59][920/940] lr: 4.000e-03, eta: 10:10:46, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8707, loss_cls: 1.2631, loss: 1.2631, grad_norm: 3.6295 2020-08-13 18:20:36,988 - mmaction - INFO - Epoch [59][940/940] lr: 4.000e-03, eta: 10:10:26, time: 0.902, data_time: 0.008, memory: 6440, top1_acc: 0.6778, top5_acc: 0.8630, loss_cls: 1.3398, loss: 1.3398, grad_norm: 3.7096 2020-08-13 18:20:37,246 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-08-13 18:21:01,048 - mmaction - INFO - Epoch [60][20/940] lr: 4.000e-03, eta: 10:10:10, time: 1.163, data_time: 0.425, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8758, loss_cls: 1.2358, loss: 1.2358, grad_norm: 3.5975 2020-08-13 18:21:20,782 - mmaction - INFO - Epoch [60][40/940] lr: 4.000e-03, eta: 10:09:51, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8775, loss_cls: 1.2404, loss: 1.2404, grad_norm: 3.6448 2020-08-13 18:21:40,597 - mmaction - INFO - Epoch [60][60/940] lr: 4.000e-03, eta: 10:09:33, time: 0.994, data_time: 0.005, memory: 6440, top1_acc: 0.6967, top5_acc: 0.8854, loss_cls: 1.2238, loss: 1.2238, grad_norm: 3.6892 2020-08-13 18:21:59,115 - mmaction - INFO - Epoch [60][80/940] lr: 4.000e-03, eta: 10:09:14, time: 0.924, data_time: 0.004, memory: 6440, top1_acc: 0.6822, top5_acc: 0.8670, loss_cls: 1.3076, loss: 1.3076, grad_norm: 3.6527 2020-08-13 18:22:17,559 - mmaction - INFO - Epoch [60][100/940] lr: 4.000e-03, eta: 10:08:54, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8764, loss_cls: 1.2315, loss: 1.2315, grad_norm: 3.6148 2020-08-13 18:22:35,787 - mmaction - INFO - Epoch [60][120/940] lr: 4.000e-03, eta: 10:08:35, time: 0.911, data_time: 0.039, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8781, loss_cls: 1.2480, loss: 1.2480, grad_norm: 3.6532 2020-08-13 18:22:56,073 - mmaction - INFO - Epoch [60][140/940] lr: 4.000e-03, eta: 10:08:17, time: 1.014, data_time: 0.007, memory: 6440, top1_acc: 0.6904, top5_acc: 0.8760, loss_cls: 1.2509, loss: 1.2509, grad_norm: 3.5947 2020-08-13 18:23:12,769 - mmaction - INFO - Epoch [60][160/940] lr: 4.000e-03, eta: 10:07:56, time: 0.832, data_time: 0.009, memory: 6440, top1_acc: 0.6844, top5_acc: 0.8648, loss_cls: 1.2951, loss: 1.2951, grad_norm: 3.7423 2020-08-13 18:23:32,083 - mmaction - INFO - Epoch [60][180/940] lr: 4.000e-03, eta: 10:07:37, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8740, loss_cls: 1.2555, loss: 1.2555, grad_norm: 3.6879 2020-08-13 18:23:52,020 - mmaction - INFO - Epoch [60][200/940] lr: 4.000e-03, eta: 10:07:19, time: 0.993, data_time: 0.006, memory: 6440, top1_acc: 0.6836, top5_acc: 0.8668, loss_cls: 1.2898, loss: 1.2898, grad_norm: 3.7602 2020-08-13 18:24:12,253 - mmaction - INFO - Epoch [60][220/940] lr: 4.000e-03, eta: 10:07:01, time: 1.016, data_time: 0.007, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8719, loss_cls: 1.2656, loss: 1.2656, grad_norm: 3.6456 2020-08-13 18:24:30,805 - mmaction - INFO - Epoch [60][240/940] lr: 4.000e-03, eta: 10:06:41, time: 0.926, data_time: 0.009, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8742, loss_cls: 1.2419, loss: 1.2419, grad_norm: 3.6641 2020-08-13 18:24:49,018 - mmaction - INFO - Epoch [60][260/940] lr: 4.000e-03, eta: 10:06:22, time: 0.912, data_time: 0.005, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2340, loss: 1.2340, grad_norm: 3.6545 2020-08-13 18:25:08,576 - mmaction - INFO - Epoch [60][280/940] lr: 4.000e-03, eta: 10:06:03, time: 0.977, data_time: 0.005, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8766, loss_cls: 1.2615, loss: 1.2615, grad_norm: 3.7439 2020-08-13 18:25:26,648 - mmaction - INFO - Epoch [60][300/940] lr: 4.000e-03, eta: 10:05:43, time: 0.904, data_time: 0.003, memory: 6440, top1_acc: 0.6922, top5_acc: 0.8709, loss_cls: 1.2641, loss: 1.2641, grad_norm: 3.6413 2020-08-13 18:25:47,212 - mmaction - INFO - Epoch [60][320/940] lr: 4.000e-03, eta: 10:05:25, time: 1.025, data_time: 0.006, memory: 6440, top1_acc: 0.6818, top5_acc: 0.8645, loss_cls: 1.3022, loss: 1.3022, grad_norm: 3.8015 2020-08-13 18:26:04,151 - mmaction - INFO - Epoch [60][340/940] lr: 4.000e-03, eta: 10:05:05, time: 0.846, data_time: 0.007, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8738, loss_cls: 1.2229, loss: 1.2229, grad_norm: 3.6508 2020-08-13 18:26:23,048 - mmaction - INFO - Epoch [60][360/940] lr: 4.000e-03, eta: 10:04:46, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8729, loss_cls: 1.2708, loss: 1.2708, grad_norm: 3.7164 2020-08-13 18:26:40,988 - mmaction - INFO - Epoch [60][380/940] lr: 4.000e-03, eta: 10:04:26, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8717, loss_cls: 1.2433, loss: 1.2433, grad_norm: 3.6203 2020-08-13 18:27:00,685 - mmaction - INFO - Epoch [60][400/940] lr: 4.000e-03, eta: 10:04:08, time: 0.981, data_time: 0.002, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8691, loss_cls: 1.2753, loss: 1.2753, grad_norm: 3.6647 2020-08-13 18:27:20,915 - mmaction - INFO - Epoch [60][420/940] lr: 4.000e-03, eta: 10:03:50, time: 1.015, data_time: 0.011, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8756, loss_cls: 1.2537, loss: 1.2537, grad_norm: 3.6698 2020-08-13 18:27:39,995 - mmaction - INFO - Epoch [60][440/940] lr: 4.000e-03, eta: 10:03:31, time: 0.952, data_time: 0.005, memory: 6440, top1_acc: 0.6850, top5_acc: 0.8705, loss_cls: 1.2806, loss: 1.2806, grad_norm: 3.7421 2020-08-13 18:27:58,752 - mmaction - INFO - Epoch [60][460/940] lr: 4.000e-03, eta: 10:03:11, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8623, loss_cls: 1.3031, loss: 1.3031, grad_norm: 3.7188 2020-08-13 18:28:17,877 - mmaction - INFO - Epoch [60][480/940] lr: 4.000e-03, eta: 10:02:52, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.6828, top5_acc: 0.8705, loss_cls: 1.2671, loss: 1.2671, grad_norm: 3.6598 2020-08-13 18:28:38,979 - mmaction - INFO - Epoch [60][500/940] lr: 4.000e-03, eta: 10:02:35, time: 1.058, data_time: 0.007, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8773, loss_cls: 1.2186, loss: 1.2186, grad_norm: 3.6635 2020-08-13 18:28:58,647 - mmaction - INFO - Epoch [60][520/940] lr: 4.000e-03, eta: 10:02:16, time: 0.984, data_time: 0.002, memory: 6440, top1_acc: 0.6652, top5_acc: 0.8646, loss_cls: 1.3329, loss: 1.3329, grad_norm: 3.7203 2020-08-13 18:29:18,673 - mmaction - INFO - Epoch [60][540/940] lr: 4.000e-03, eta: 10:01:58, time: 0.994, data_time: 0.005, memory: 6440, top1_acc: 0.6906, top5_acc: 0.8730, loss_cls: 1.2451, loss: 1.2451, grad_norm: 3.6118 2020-08-13 18:29:37,638 - mmaction - INFO - Epoch [60][560/940] lr: 4.000e-03, eta: 10:01:39, time: 0.952, data_time: 0.009, memory: 6440, top1_acc: 0.6850, top5_acc: 0.8725, loss_cls: 1.2951, loss: 1.2951, grad_norm: 3.8062 2020-08-13 18:29:55,490 - mmaction - INFO - Epoch [60][580/940] lr: 4.000e-03, eta: 10:01:19, time: 0.893, data_time: 0.007, memory: 6440, top1_acc: 0.6818, top5_acc: 0.8684, loss_cls: 1.3032, loss: 1.3032, grad_norm: 3.7200 2020-08-13 18:30:14,613 - mmaction - INFO - Epoch [60][600/940] lr: 4.000e-03, eta: 10:01:00, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.6813, top5_acc: 0.8680, loss_cls: 1.3070, loss: 1.3070, grad_norm: 3.7318 2020-08-13 18:30:32,786 - mmaction - INFO - Epoch [60][620/940] lr: 4.000e-03, eta: 10:00:41, time: 0.906, data_time: 0.008, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8752, loss_cls: 1.2651, loss: 1.2651, grad_norm: 3.7230 2020-08-13 18:30:50,877 - mmaction - INFO - Epoch [60][640/940] lr: 4.000e-03, eta: 10:00:21, time: 0.907, data_time: 0.008, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8705, loss_cls: 1.2486, loss: 1.2486, grad_norm: 3.6624 2020-08-13 18:31:09,106 - mmaction - INFO - Epoch [60][660/940] lr: 4.000e-03, eta: 10:00:02, time: 0.912, data_time: 0.009, memory: 6440, top1_acc: 0.6889, top5_acc: 0.8680, loss_cls: 1.2746, loss: 1.2746, grad_norm: 3.6087 2020-08-13 18:31:30,627 - mmaction - INFO - Epoch [60][680/940] lr: 4.000e-03, eta: 9:59:44, time: 1.075, data_time: 0.009, memory: 6440, top1_acc: 0.6895, top5_acc: 0.8795, loss_cls: 1.2405, loss: 1.2405, grad_norm: 3.6718 2020-08-13 18:31:49,427 - mmaction - INFO - Epoch [60][700/940] lr: 4.000e-03, eta: 9:59:25, time: 0.940, data_time: 0.009, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8752, loss_cls: 1.2543, loss: 1.2543, grad_norm: 3.7258 2020-08-13 18:32:08,674 - mmaction - INFO - Epoch [60][720/940] lr: 4.000e-03, eta: 9:59:06, time: 0.964, data_time: 0.009, memory: 6440, top1_acc: 0.6889, top5_acc: 0.8723, loss_cls: 1.2629, loss: 1.2629, grad_norm: 3.7322 2020-08-13 18:32:28,574 - mmaction - INFO - Epoch [60][740/940] lr: 4.000e-03, eta: 9:58:48, time: 0.993, data_time: 0.007, memory: 6440, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2929, loss: 1.2929, grad_norm: 3.7245 2020-08-13 18:32:46,971 - mmaction - INFO - Epoch [60][760/940] lr: 4.000e-03, eta: 9:58:28, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.6764, top5_acc: 0.8654, loss_cls: 1.3166, loss: 1.3166, grad_norm: 3.7433 2020-08-13 18:33:05,099 - mmaction - INFO - Epoch [60][780/940] lr: 4.000e-03, eta: 9:58:09, time: 0.905, data_time: 0.006, memory: 6440, top1_acc: 0.6793, top5_acc: 0.8748, loss_cls: 1.2970, loss: 1.2970, grad_norm: 3.6828 2020-08-13 18:33:23,868 - mmaction - INFO - Epoch [60][800/940] lr: 4.000e-03, eta: 9:57:50, time: 0.938, data_time: 0.004, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8693, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.7171 2020-08-13 18:33:44,742 - mmaction - INFO - Epoch [60][820/940] lr: 4.000e-03, eta: 9:57:32, time: 1.044, data_time: 0.007, memory: 6440, top1_acc: 0.6752, top5_acc: 0.8662, loss_cls: 1.2976, loss: 1.2976, grad_norm: 3.7992 2020-08-13 18:34:04,064 - mmaction - INFO - Epoch [60][840/940] lr: 4.000e-03, eta: 9:57:13, time: 0.968, data_time: 0.007, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8631, loss_cls: 1.3150, loss: 1.3150, grad_norm: 3.8164 2020-08-13 18:34:23,219 - mmaction - INFO - Epoch [60][860/940] lr: 4.000e-03, eta: 9:56:54, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8768, loss_cls: 1.2668, loss: 1.2668, grad_norm: 3.6778 2020-08-13 18:34:42,413 - mmaction - INFO - Epoch [60][880/940] lr: 4.000e-03, eta: 9:56:35, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.6791, top5_acc: 0.8705, loss_cls: 1.2866, loss: 1.2866, grad_norm: 3.8139 2020-08-13 18:35:00,931 - mmaction - INFO - Epoch [60][900/940] lr: 4.000e-03, eta: 9:56:16, time: 0.923, data_time: 0.005, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8662, loss_cls: 1.3045, loss: 1.3045, grad_norm: 3.7435 2020-08-13 18:35:19,891 - mmaction - INFO - Epoch [60][920/940] lr: 4.000e-03, eta: 9:55:57, time: 0.949, data_time: 0.008, memory: 6440, top1_acc: 0.6859, top5_acc: 0.8664, loss_cls: 1.2863, loss: 1.2863, grad_norm: 3.6739 2020-08-13 18:35:38,040 - mmaction - INFO - Epoch [60][940/940] lr: 4.000e-03, eta: 9:55:37, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.6832, top5_acc: 0.8722, loss_cls: 1.2822, loss: 1.2822, grad_norm: 3.7684 2020-08-13 18:35:38,395 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-08-13 18:36:02,746 - mmaction - INFO - Epoch [61][20/940] lr: 4.000e-03, eta: 9:55:21, time: 1.193, data_time: 0.427, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8775, loss_cls: 1.2390, loss: 1.2390, grad_norm: 3.6036 2020-08-13 18:36:19,826 - mmaction - INFO - Epoch [61][40/940] lr: 4.000e-03, eta: 9:55:01, time: 0.850, data_time: 0.006, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8705, loss_cls: 1.2464, loss: 1.2464, grad_norm: 3.6760 2020-08-13 18:36:37,025 - mmaction - INFO - Epoch [61][60/940] lr: 4.000e-03, eta: 9:54:41, time: 0.864, data_time: 0.008, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8764, loss_cls: 1.2592, loss: 1.2592, grad_norm: 3.7506 2020-08-13 18:36:56,052 - mmaction - INFO - Epoch [61][80/940] lr: 4.000e-03, eta: 9:54:22, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.6832, top5_acc: 0.8695, loss_cls: 1.2754, loss: 1.2754, grad_norm: 3.7064 2020-08-13 18:37:14,336 - mmaction - INFO - Epoch [61][100/940] lr: 4.000e-03, eta: 9:54:02, time: 0.919, data_time: 0.007, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8764, loss_cls: 1.2433, loss: 1.2433, grad_norm: 3.6488 2020-08-13 18:37:34,101 - mmaction - INFO - Epoch [61][120/940] lr: 4.000e-03, eta: 9:53:44, time: 0.986, data_time: 0.005, memory: 6440, top1_acc: 0.7057, top5_acc: 0.8846, loss_cls: 1.2085, loss: 1.2085, grad_norm: 3.6868 2020-08-13 18:37:52,075 - mmaction - INFO - Epoch [61][140/940] lr: 4.000e-03, eta: 9:53:24, time: 0.901, data_time: 0.006, memory: 6440, top1_acc: 0.6908, top5_acc: 0.8658, loss_cls: 1.2777, loss: 1.2777, grad_norm: 3.7386 2020-08-13 18:38:09,683 - mmaction - INFO - Epoch [61][160/940] lr: 4.000e-03, eta: 9:53:04, time: 0.878, data_time: 0.005, memory: 6440, top1_acc: 0.6867, top5_acc: 0.8648, loss_cls: 1.2796, loss: 1.2796, grad_norm: 3.7372 2020-08-13 18:38:27,076 - mmaction - INFO - Epoch [61][180/940] lr: 4.000e-03, eta: 9:52:44, time: 0.872, data_time: 0.008, memory: 6440, top1_acc: 0.6863, top5_acc: 0.8717, loss_cls: 1.2640, loss: 1.2640, grad_norm: 3.7145 2020-08-13 18:38:47,760 - mmaction - INFO - Epoch [61][200/940] lr: 4.000e-03, eta: 9:52:26, time: 1.032, data_time: 0.006, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8699, loss_cls: 1.2495, loss: 1.2495, grad_norm: 3.6903 2020-08-13 18:39:05,612 - mmaction - INFO - Epoch [61][220/940] lr: 4.000e-03, eta: 9:52:07, time: 0.895, data_time: 0.008, memory: 6440, top1_acc: 0.7039, top5_acc: 0.8814, loss_cls: 1.1866, loss: 1.1866, grad_norm: 3.5511 2020-08-13 18:39:24,117 - mmaction - INFO - Epoch [61][240/940] lr: 4.000e-03, eta: 9:51:47, time: 0.923, data_time: 0.006, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8740, loss_cls: 1.2647, loss: 1.2647, grad_norm: 3.6891 2020-08-13 18:39:46,919 - mmaction - INFO - Epoch [61][260/940] lr: 4.000e-03, eta: 9:51:31, time: 1.144, data_time: 0.007, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2499, loss: 1.2499, grad_norm: 3.7783 2020-08-13 18:40:04,104 - mmaction - INFO - Epoch [61][280/940] lr: 4.000e-03, eta: 9:51:10, time: 0.855, data_time: 0.005, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8705, loss_cls: 1.2724, loss: 1.2724, grad_norm: 3.7326 2020-08-13 18:40:24,324 - mmaction - INFO - Epoch [61][300/940] lr: 4.000e-03, eta: 9:50:52, time: 1.016, data_time: 0.006, memory: 6440, top1_acc: 0.7002, top5_acc: 0.8814, loss_cls: 1.2037, loss: 1.2037, grad_norm: 3.6746 2020-08-13 18:40:42,074 - mmaction - INFO - Epoch [61][320/940] lr: 4.000e-03, eta: 9:50:32, time: 0.884, data_time: 0.005, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8789, loss_cls: 1.2276, loss: 1.2276, grad_norm: 3.7358 2020-08-13 18:41:00,902 - mmaction - INFO - Epoch [61][340/940] lr: 4.000e-03, eta: 9:50:13, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8674, loss_cls: 1.2847, loss: 1.2847, grad_norm: 3.7558 2020-08-13 18:41:20,492 - mmaction - INFO - Epoch [61][360/940] lr: 4.000e-03, eta: 9:49:55, time: 0.980, data_time: 0.008, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8719, loss_cls: 1.2429, loss: 1.2429, grad_norm: 3.6581 2020-08-13 18:41:39,295 - mmaction - INFO - Epoch [61][380/940] lr: 4.000e-03, eta: 9:49:36, time: 0.939, data_time: 0.008, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8770, loss_cls: 1.2413, loss: 1.2413, grad_norm: 3.7566 2020-08-13 18:41:57,985 - mmaction - INFO - Epoch [61][400/940] lr: 4.000e-03, eta: 9:49:16, time: 0.936, data_time: 0.004, memory: 6440, top1_acc: 0.6822, top5_acc: 0.8678, loss_cls: 1.3136, loss: 1.3136, grad_norm: 3.7893 2020-08-13 18:42:16,549 - mmaction - INFO - Epoch [61][420/940] lr: 4.000e-03, eta: 9:48:57, time: 0.925, data_time: 0.002, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8672, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.8298 2020-08-13 18:42:35,377 - mmaction - INFO - Epoch [61][440/940] lr: 4.000e-03, eta: 9:48:38, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.6902, top5_acc: 0.8775, loss_cls: 1.2442, loss: 1.2442, grad_norm: 3.7002 2020-08-13 18:42:53,152 - mmaction - INFO - Epoch [61][460/940] lr: 4.000e-03, eta: 9:48:18, time: 0.890, data_time: 0.009, memory: 6440, top1_acc: 0.6898, top5_acc: 0.8799, loss_cls: 1.2421, loss: 1.2421, grad_norm: 3.6836 2020-08-13 18:43:11,303 - mmaction - INFO - Epoch [61][480/940] lr: 4.000e-03, eta: 9:47:59, time: 0.908, data_time: 0.005, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8572, loss_cls: 1.3255, loss: 1.3255, grad_norm: 3.8045 2020-08-13 18:43:30,425 - mmaction - INFO - Epoch [61][500/940] lr: 4.000e-03, eta: 9:47:40, time: 0.954, data_time: 0.003, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8750, loss_cls: 1.2430, loss: 1.2430, grad_norm: 3.6447 2020-08-13 18:43:50,319 - mmaction - INFO - Epoch [61][520/940] lr: 4.000e-03, eta: 9:47:21, time: 0.996, data_time: 0.008, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2871, loss: 1.2871, grad_norm: 3.8213 2020-08-13 18:44:07,603 - mmaction - INFO - Epoch [61][540/940] lr: 4.000e-03, eta: 9:47:01, time: 0.861, data_time: 0.009, memory: 6440, top1_acc: 0.6787, top5_acc: 0.8611, loss_cls: 1.3157, loss: 1.3157, grad_norm: 3.7817 2020-08-13 18:44:26,727 - mmaction - INFO - Epoch [61][560/940] lr: 4.000e-03, eta: 9:46:42, time: 0.959, data_time: 0.009, memory: 6440, top1_acc: 0.6813, top5_acc: 0.8680, loss_cls: 1.2979, loss: 1.2979, grad_norm: 3.7525 2020-08-13 18:44:45,634 - mmaction - INFO - Epoch [61][580/940] lr: 4.000e-03, eta: 9:46:23, time: 0.943, data_time: 0.006, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8725, loss_cls: 1.2504, loss: 1.2504, grad_norm: 3.7298 2020-08-13 18:45:02,807 - mmaction - INFO - Epoch [61][600/940] lr: 4.000e-03, eta: 9:46:03, time: 0.859, data_time: 0.006, memory: 6440, top1_acc: 0.6916, top5_acc: 0.8775, loss_cls: 1.2452, loss: 1.2452, grad_norm: 3.6906 2020-08-13 18:45:21,030 - mmaction - INFO - Epoch [61][620/940] lr: 4.000e-03, eta: 9:45:43, time: 0.910, data_time: 0.004, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8732, loss_cls: 1.2569, loss: 1.2569, grad_norm: 3.7680 2020-08-13 18:45:39,672 - mmaction - INFO - Epoch [61][640/940] lr: 4.000e-03, eta: 9:45:24, time: 0.933, data_time: 0.007, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8752, loss_cls: 1.2604, loss: 1.2604, grad_norm: 3.7561 2020-08-13 18:45:59,563 - mmaction - INFO - Epoch [61][660/940] lr: 4.000e-03, eta: 9:45:06, time: 0.993, data_time: 0.009, memory: 6440, top1_acc: 0.6859, top5_acc: 0.8764, loss_cls: 1.2550, loss: 1.2550, grad_norm: 3.7435 2020-08-13 18:46:17,635 - mmaction - INFO - Epoch [61][680/940] lr: 4.000e-03, eta: 9:44:46, time: 0.907, data_time: 0.007, memory: 6440, top1_acc: 0.6914, top5_acc: 0.8729, loss_cls: 1.2640, loss: 1.2640, grad_norm: 3.7580 2020-08-13 18:46:35,591 - mmaction - INFO - Epoch [61][700/940] lr: 4.000e-03, eta: 9:44:26, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8801, loss_cls: 1.2404, loss: 1.2404, grad_norm: 3.6867 2020-08-13 18:46:54,838 - mmaction - INFO - Epoch [61][720/940] lr: 4.000e-03, eta: 9:44:07, time: 0.967, data_time: 0.008, memory: 6440, top1_acc: 0.6885, top5_acc: 0.8768, loss_cls: 1.2393, loss: 1.2393, grad_norm: 3.8034 2020-08-13 18:47:13,027 - mmaction - INFO - Epoch [61][740/940] lr: 4.000e-03, eta: 9:43:48, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8711, loss_cls: 1.2584, loss: 1.2584, grad_norm: 3.8209 2020-08-13 18:47:32,486 - mmaction - INFO - Epoch [61][760/940] lr: 4.000e-03, eta: 9:43:29, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8705, loss_cls: 1.2678, loss: 1.2678, grad_norm: 3.7475 2020-08-13 18:47:50,482 - mmaction - INFO - Epoch [61][780/940] lr: 4.000e-03, eta: 9:43:10, time: 0.897, data_time: 0.006, memory: 6440, top1_acc: 0.6793, top5_acc: 0.8736, loss_cls: 1.2681, loss: 1.2681, grad_norm: 3.7593 2020-08-13 18:48:11,072 - mmaction - INFO - Epoch [61][800/940] lr: 4.000e-03, eta: 9:42:52, time: 1.029, data_time: 0.008, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8723, loss_cls: 1.2436, loss: 1.2436, grad_norm: 3.6665 2020-08-13 18:48:30,955 - mmaction - INFO - Epoch [61][820/940] lr: 4.000e-03, eta: 9:42:33, time: 0.998, data_time: 0.009, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8709, loss_cls: 1.2720, loss: 1.2720, grad_norm: 3.7350 2020-08-13 18:48:51,326 - mmaction - INFO - Epoch [61][840/940] lr: 4.000e-03, eta: 9:42:15, time: 1.015, data_time: 0.007, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8652, loss_cls: 1.3097, loss: 1.3097, grad_norm: 3.7984 2020-08-13 18:49:09,440 - mmaction - INFO - Epoch [61][860/940] lr: 4.000e-03, eta: 9:41:55, time: 0.909, data_time: 0.006, memory: 6440, top1_acc: 0.6795, top5_acc: 0.8723, loss_cls: 1.2815, loss: 1.2815, grad_norm: 3.8582 2020-08-13 18:49:28,047 - mmaction - INFO - Epoch [61][880/940] lr: 4.000e-03, eta: 9:41:36, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.6902, top5_acc: 0.8662, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.7017 2020-08-13 18:49:48,796 - mmaction - INFO - Epoch [61][900/940] lr: 4.000e-03, eta: 9:41:18, time: 1.040, data_time: 0.008, memory: 6440, top1_acc: 0.6854, top5_acc: 0.8688, loss_cls: 1.3015, loss: 1.3015, grad_norm: 3.8230 2020-08-13 18:50:07,639 - mmaction - INFO - Epoch [61][920/940] lr: 4.000e-03, eta: 9:40:59, time: 0.945, data_time: 0.008, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8729, loss_cls: 1.2516, loss: 1.2516, grad_norm: 3.6903 2020-08-13 18:50:26,459 - mmaction - INFO - Epoch [61][940/940] lr: 4.000e-03, eta: 9:40:40, time: 0.941, data_time: 0.002, memory: 6440, top1_acc: 0.6792, top5_acc: 0.8687, loss_cls: 1.3015, loss: 1.3015, grad_norm: 3.8587 2020-08-13 18:50:26,752 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-08-13 18:50:50,787 - mmaction - INFO - Epoch [62][20/940] lr: 4.000e-03, eta: 9:40:24, time: 1.173, data_time: 0.450, memory: 6440, top1_acc: 0.6914, top5_acc: 0.8770, loss_cls: 1.2344, loss: 1.2344, grad_norm: 3.7275 2020-08-13 18:51:08,849 - mmaction - INFO - Epoch [62][40/940] lr: 4.000e-03, eta: 9:40:04, time: 0.903, data_time: 0.007, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8666, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.7924 2020-08-13 18:51:28,322 - mmaction - INFO - Epoch [62][60/940] lr: 4.000e-03, eta: 9:39:46, time: 0.976, data_time: 0.008, memory: 6440, top1_acc: 0.6875, top5_acc: 0.8676, loss_cls: 1.2799, loss: 1.2799, grad_norm: 3.7769 2020-08-13 18:51:47,614 - mmaction - INFO - Epoch [62][80/940] lr: 4.000e-03, eta: 9:39:27, time: 0.966, data_time: 0.005, memory: 6440, top1_acc: 0.6934, top5_acc: 0.8738, loss_cls: 1.2464, loss: 1.2464, grad_norm: 3.6336 2020-08-13 18:52:07,345 - mmaction - INFO - Epoch [62][100/940] lr: 4.000e-03, eta: 9:39:08, time: 0.986, data_time: 0.002, memory: 6440, top1_acc: 0.6844, top5_acc: 0.8723, loss_cls: 1.2830, loss: 1.2830, grad_norm: 3.8056 2020-08-13 18:52:27,386 - mmaction - INFO - Epoch [62][120/940] lr: 4.000e-03, eta: 9:38:50, time: 0.998, data_time: 0.008, memory: 6440, top1_acc: 0.6930, top5_acc: 0.8748, loss_cls: 1.2510, loss: 1.2510, grad_norm: 3.8057 2020-08-13 18:52:45,667 - mmaction - INFO - Epoch [62][140/940] lr: 4.000e-03, eta: 9:38:30, time: 0.914, data_time: 0.009, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8760, loss_cls: 1.2449, loss: 1.2449, grad_norm: 3.7495 2020-08-13 18:53:06,106 - mmaction - INFO - Epoch [62][160/940] lr: 4.000e-03, eta: 9:38:12, time: 1.026, data_time: 0.008, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8838, loss_cls: 1.2026, loss: 1.2026, grad_norm: 3.7162 2020-08-13 18:53:25,750 - mmaction - INFO - Epoch [62][180/940] lr: 4.000e-03, eta: 9:37:54, time: 0.980, data_time: 0.002, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8760, loss_cls: 1.2252, loss: 1.2252, grad_norm: 3.6859 2020-08-13 18:53:46,034 - mmaction - INFO - Epoch [62][200/940] lr: 4.000e-03, eta: 9:37:35, time: 1.014, data_time: 0.004, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8783, loss_cls: 1.2254, loss: 1.2254, grad_norm: 3.7100 2020-08-13 18:54:04,795 - mmaction - INFO - Epoch [62][220/940] lr: 4.000e-03, eta: 9:37:16, time: 0.936, data_time: 0.009, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8691, loss_cls: 1.2818, loss: 1.2818, grad_norm: 3.7887 2020-08-13 18:54:25,722 - mmaction - INFO - Epoch [62][240/940] lr: 4.000e-03, eta: 9:36:58, time: 1.044, data_time: 0.009, memory: 6440, top1_acc: 0.6957, top5_acc: 0.8787, loss_cls: 1.2373, loss: 1.2373, grad_norm: 3.7250 2020-08-13 18:54:45,156 - mmaction - INFO - Epoch [62][260/940] lr: 4.000e-03, eta: 9:36:40, time: 0.976, data_time: 0.021, memory: 6440, top1_acc: 0.6873, top5_acc: 0.8744, loss_cls: 1.2576, loss: 1.2576, grad_norm: 3.8098 2020-08-13 18:55:04,609 - mmaction - INFO - Epoch [62][280/940] lr: 4.000e-03, eta: 9:36:21, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.6949, top5_acc: 0.8717, loss_cls: 1.2531, loss: 1.2531, grad_norm: 3.7308 2020-08-13 18:55:23,103 - mmaction - INFO - Epoch [62][300/940] lr: 4.000e-03, eta: 9:36:02, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.6859, top5_acc: 0.8779, loss_cls: 1.2334, loss: 1.2334, grad_norm: 3.7252 2020-08-13 18:55:43,942 - mmaction - INFO - Epoch [62][320/940] lr: 4.000e-03, eta: 9:35:44, time: 1.039, data_time: 0.006, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8697, loss_cls: 1.2781, loss: 1.2781, grad_norm: 3.7795 2020-08-13 18:56:03,556 - mmaction - INFO - Epoch [62][340/940] lr: 4.000e-03, eta: 9:35:25, time: 0.983, data_time: 0.007, memory: 6440, top1_acc: 0.6820, top5_acc: 0.8670, loss_cls: 1.2754, loss: 1.2754, grad_norm: 3.8353 2020-08-13 18:56:22,774 - mmaction - INFO - Epoch [62][360/940] lr: 4.000e-03, eta: 9:35:06, time: 0.958, data_time: 0.009, memory: 6440, top1_acc: 0.6967, top5_acc: 0.8750, loss_cls: 1.2306, loss: 1.2306, grad_norm: 3.7352 2020-08-13 18:56:41,893 - mmaction - INFO - Epoch [62][380/940] lr: 4.000e-03, eta: 9:34:47, time: 0.959, data_time: 0.008, memory: 6440, top1_acc: 0.6885, top5_acc: 0.8738, loss_cls: 1.2609, loss: 1.2609, grad_norm: 3.7949 2020-08-13 18:57:00,694 - mmaction - INFO - Epoch [62][400/940] lr: 4.000e-03, eta: 9:34:28, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.6982, top5_acc: 0.8820, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.7631 2020-08-13 18:57:19,536 - mmaction - INFO - Epoch [62][420/940] lr: 4.000e-03, eta: 9:34:09, time: 0.944, data_time: 0.007, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8715, loss_cls: 1.2662, loss: 1.2662, grad_norm: 3.8039 2020-08-13 18:57:39,957 - mmaction - INFO - Epoch [62][440/940] lr: 4.000e-03, eta: 9:33:51, time: 1.019, data_time: 0.009, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8754, loss_cls: 1.2465, loss: 1.2465, grad_norm: 3.6660 2020-08-13 18:57:58,963 - mmaction - INFO - Epoch [62][460/940] lr: 4.000e-03, eta: 9:33:32, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8688, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.8126 2020-08-13 18:58:19,077 - mmaction - INFO - Epoch [62][480/940] lr: 4.000e-03, eta: 9:33:14, time: 1.008, data_time: 0.005, memory: 6440, top1_acc: 0.6852, top5_acc: 0.8678, loss_cls: 1.2973, loss: 1.2973, grad_norm: 3.8138 2020-08-13 18:58:38,126 - mmaction - INFO - Epoch [62][500/940] lr: 4.000e-03, eta: 9:32:55, time: 0.951, data_time: 0.005, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8707, loss_cls: 1.2419, loss: 1.2419, grad_norm: 3.6968 2020-08-13 18:58:55,916 - mmaction - INFO - Epoch [62][520/940] lr: 4.000e-03, eta: 9:32:35, time: 0.887, data_time: 0.004, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8686, loss_cls: 1.2881, loss: 1.2881, grad_norm: 3.8821 2020-08-13 18:59:15,091 - mmaction - INFO - Epoch [62][540/940] lr: 4.000e-03, eta: 9:32:16, time: 0.958, data_time: 0.010, memory: 6440, top1_acc: 0.6854, top5_acc: 0.8729, loss_cls: 1.2639, loss: 1.2639, grad_norm: 3.7923 2020-08-13 18:59:36,775 - mmaction - INFO - Epoch [62][560/940] lr: 4.000e-03, eta: 9:31:59, time: 1.089, data_time: 0.007, memory: 6440, top1_acc: 0.6805, top5_acc: 0.8689, loss_cls: 1.2875, loss: 1.2875, grad_norm: 3.8377 2020-08-13 18:59:55,357 - mmaction - INFO - Epoch [62][580/940] lr: 4.000e-03, eta: 9:31:39, time: 0.926, data_time: 0.005, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8768, loss_cls: 1.2391, loss: 1.2391, grad_norm: 3.7834 2020-08-13 19:00:20,554 - mmaction - INFO - Epoch [62][600/940] lr: 4.000e-03, eta: 9:31:24, time: 1.255, data_time: 0.008, memory: 6440, top1_acc: 0.6875, top5_acc: 0.8699, loss_cls: 1.2777, loss: 1.2777, grad_norm: 3.7466 2020-08-13 19:00:38,106 - mmaction - INFO - Epoch [62][620/940] lr: 4.000e-03, eta: 9:31:04, time: 0.884, data_time: 0.017, memory: 6440, top1_acc: 0.6873, top5_acc: 0.8727, loss_cls: 1.2665, loss: 1.2665, grad_norm: 3.6492 2020-08-13 19:00:57,075 - mmaction - INFO - Epoch [62][640/940] lr: 4.000e-03, eta: 9:30:45, time: 0.951, data_time: 0.007, memory: 6440, top1_acc: 0.6863, top5_acc: 0.8682, loss_cls: 1.2811, loss: 1.2811, grad_norm: 3.7769 2020-08-13 19:01:16,823 - mmaction - INFO - Epoch [62][660/940] lr: 4.000e-03, eta: 9:30:27, time: 0.982, data_time: 0.004, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8746, loss_cls: 1.2394, loss: 1.2394, grad_norm: 3.7368 2020-08-13 19:01:36,200 - mmaction - INFO - Epoch [62][680/940] lr: 4.000e-03, eta: 9:30:08, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.7016, top5_acc: 0.8742, loss_cls: 1.2332, loss: 1.2332, grad_norm: 3.7597 2020-08-13 19:01:57,026 - mmaction - INFO - Epoch [62][700/940] lr: 4.000e-03, eta: 9:29:50, time: 1.039, data_time: 0.005, memory: 6440, top1_acc: 0.6896, top5_acc: 0.8729, loss_cls: 1.2810, loss: 1.2810, grad_norm: 3.8290 2020-08-13 19:02:16,091 - mmaction - INFO - Epoch [62][720/940] lr: 4.000e-03, eta: 9:29:31, time: 0.955, data_time: 0.007, memory: 6440, top1_acc: 0.6793, top5_acc: 0.8645, loss_cls: 1.3169, loss: 1.3169, grad_norm: 3.8909 2020-08-13 19:02:35,444 - mmaction - INFO - Epoch [62][740/940] lr: 4.000e-03, eta: 9:29:12, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.6811, top5_acc: 0.8691, loss_cls: 1.3032, loss: 1.3032, grad_norm: 3.8201 2020-08-13 19:02:55,482 - mmaction - INFO - Epoch [62][760/940] lr: 4.000e-03, eta: 9:28:54, time: 1.004, data_time: 0.010, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8666, loss_cls: 1.3056, loss: 1.3056, grad_norm: 3.8319 2020-08-13 19:03:13,173 - mmaction - INFO - Epoch [62][780/940] lr: 4.000e-03, eta: 9:28:34, time: 0.884, data_time: 0.002, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8650, loss_cls: 1.2750, loss: 1.2750, grad_norm: 3.7565 2020-08-13 19:03:32,454 - mmaction - INFO - Epoch [62][800/940] lr: 4.000e-03, eta: 9:28:15, time: 0.960, data_time: 0.009, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8729, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.7200 2020-08-13 19:03:53,056 - mmaction - INFO - Epoch [62][820/940] lr: 4.000e-03, eta: 9:27:57, time: 1.034, data_time: 0.009, memory: 6440, top1_acc: 0.6957, top5_acc: 0.8756, loss_cls: 1.2535, loss: 1.2535, grad_norm: 3.7290 2020-08-13 19:04:12,791 - mmaction - INFO - Epoch [62][840/940] lr: 4.000e-03, eta: 9:27:38, time: 0.984, data_time: 0.005, memory: 6440, top1_acc: 0.6848, top5_acc: 0.8699, loss_cls: 1.2885, loss: 1.2885, grad_norm: 3.8586 2020-08-13 19:04:31,582 - mmaction - INFO - Epoch [62][860/940] lr: 4.000e-03, eta: 9:27:19, time: 0.940, data_time: 0.007, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8750, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.7989 2020-08-13 19:04:49,306 - mmaction - INFO - Epoch [62][880/940] lr: 4.000e-03, eta: 9:26:59, time: 0.886, data_time: 0.007, memory: 6440, top1_acc: 0.6865, top5_acc: 0.8697, loss_cls: 1.2661, loss: 1.2661, grad_norm: 3.7747 2020-08-13 19:05:09,172 - mmaction - INFO - Epoch [62][900/940] lr: 4.000e-03, eta: 9:26:41, time: 0.993, data_time: 0.007, memory: 6440, top1_acc: 0.6873, top5_acc: 0.8727, loss_cls: 1.2570, loss: 1.2570, grad_norm: 3.7911 2020-08-13 19:05:26,977 - mmaction - INFO - Epoch [62][920/940] lr: 4.000e-03, eta: 9:26:21, time: 0.893, data_time: 0.006, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8725, loss_cls: 1.2893, loss: 1.2893, grad_norm: 3.8151 2020-08-13 19:05:43,793 - mmaction - INFO - Epoch [62][940/940] lr: 4.000e-03, eta: 9:26:01, time: 0.841, data_time: 0.005, memory: 6440, top1_acc: 0.6757, top5_acc: 0.8638, loss_cls: 1.3022, loss: 1.3022, grad_norm: 3.8552 2020-08-13 19:05:44,171 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-08-13 19:06:11,316 - mmaction - INFO - Epoch [63][20/940] lr: 4.000e-03, eta: 9:25:46, time: 1.323, data_time: 0.596, memory: 6440, top1_acc: 0.6934, top5_acc: 0.8770, loss_cls: 1.2570, loss: 1.2570, grad_norm: 3.7739 2020-08-13 19:06:29,710 - mmaction - INFO - Epoch [63][40/940] lr: 4.000e-03, eta: 9:25:27, time: 0.920, data_time: 0.003, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8803, loss_cls: 1.2081, loss: 1.2081, grad_norm: 3.7081 2020-08-13 19:06:49,357 - mmaction - INFO - Epoch [63][60/940] lr: 4.000e-03, eta: 9:25:08, time: 0.980, data_time: 0.006, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8725, loss_cls: 1.2419, loss: 1.2419, grad_norm: 3.7653 2020-08-13 19:07:09,130 - mmaction - INFO - Epoch [63][80/940] lr: 4.000e-03, eta: 9:24:50, time: 0.991, data_time: 0.004, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8730, loss_cls: 1.2236, loss: 1.2236, grad_norm: 3.6763 2020-08-13 19:07:29,578 - mmaction - INFO - Epoch [63][100/940] lr: 4.000e-03, eta: 9:24:32, time: 1.022, data_time: 0.002, memory: 6440, top1_acc: 0.6949, top5_acc: 0.8754, loss_cls: 1.2411, loss: 1.2411, grad_norm: 3.7731 2020-08-13 19:07:48,162 - mmaction - INFO - Epoch [63][120/940] lr: 4.000e-03, eta: 9:24:12, time: 0.927, data_time: 0.005, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8695, loss_cls: 1.2496, loss: 1.2496, grad_norm: 3.7599 2020-08-13 19:08:06,058 - mmaction - INFO - Epoch [63][140/940] lr: 4.000e-03, eta: 9:23:53, time: 0.897, data_time: 0.007, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8750, loss_cls: 1.2131, loss: 1.2131, grad_norm: 3.7741 2020-08-13 19:08:26,080 - mmaction - INFO - Epoch [63][160/940] lr: 4.000e-03, eta: 9:23:34, time: 1.000, data_time: 0.006, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8664, loss_cls: 1.2583, loss: 1.2583, grad_norm: 3.8296 2020-08-13 19:08:46,455 - mmaction - INFO - Epoch [63][180/940] lr: 4.000e-03, eta: 9:23:16, time: 1.018, data_time: 0.005, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8721, loss_cls: 1.2743, loss: 1.2743, grad_norm: 3.8515 2020-08-13 19:09:05,418 - mmaction - INFO - Epoch [63][200/940] lr: 4.000e-03, eta: 9:22:57, time: 0.949, data_time: 0.009, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8734, loss_cls: 1.2397, loss: 1.2397, grad_norm: 3.8290 2020-08-13 19:09:25,139 - mmaction - INFO - Epoch [63][220/940] lr: 4.000e-03, eta: 9:22:38, time: 0.984, data_time: 0.009, memory: 6440, top1_acc: 0.6889, top5_acc: 0.8707, loss_cls: 1.2634, loss: 1.2634, grad_norm: 3.8660 2020-08-13 19:09:44,042 - mmaction - INFO - Epoch [63][240/940] lr: 4.000e-03, eta: 9:22:19, time: 0.948, data_time: 0.007, memory: 6440, top1_acc: 0.6793, top5_acc: 0.8705, loss_cls: 1.2723, loss: 1.2723, grad_norm: 3.8312 2020-08-13 19:10:03,759 - mmaction - INFO - Epoch [63][260/940] lr: 4.000e-03, eta: 9:22:01, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8801, loss_cls: 1.2363, loss: 1.2363, grad_norm: 3.7718 2020-08-13 19:10:23,611 - mmaction - INFO - Epoch [63][280/940] lr: 4.000e-03, eta: 9:21:42, time: 0.995, data_time: 0.005, memory: 6440, top1_acc: 0.6797, top5_acc: 0.8613, loss_cls: 1.3012, loss: 1.3012, grad_norm: 3.8450 2020-08-13 19:10:42,267 - mmaction - INFO - Epoch [63][300/940] lr: 4.000e-03, eta: 9:21:23, time: 0.930, data_time: 0.004, memory: 6440, top1_acc: 0.7059, top5_acc: 0.8803, loss_cls: 1.2052, loss: 1.2052, grad_norm: 3.7626 2020-08-13 19:11:01,581 - mmaction - INFO - Epoch [63][320/940] lr: 4.000e-03, eta: 9:21:04, time: 0.966, data_time: 0.007, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8719, loss_cls: 1.2532, loss: 1.2532, grad_norm: 3.7805 2020-08-13 19:11:20,544 - mmaction - INFO - Epoch [63][340/940] lr: 4.000e-03, eta: 9:20:45, time: 0.950, data_time: 0.008, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8803, loss_cls: 1.2462, loss: 1.2462, grad_norm: 3.7722 2020-08-13 19:11:40,944 - mmaction - INFO - Epoch [63][360/940] lr: 4.000e-03, eta: 9:20:27, time: 1.018, data_time: 0.009, memory: 6440, top1_acc: 0.6914, top5_acc: 0.8723, loss_cls: 1.2680, loss: 1.2680, grad_norm: 3.7954 2020-08-13 19:11:58,483 - mmaction - INFO - Epoch [63][380/940] lr: 4.000e-03, eta: 9:20:07, time: 0.879, data_time: 0.005, memory: 6440, top1_acc: 0.7043, top5_acc: 0.8795, loss_cls: 1.2108, loss: 1.2108, grad_norm: 3.7618 2020-08-13 19:12:17,259 - mmaction - INFO - Epoch [63][400/940] lr: 4.000e-03, eta: 9:19:48, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.7035, top5_acc: 0.8732, loss_cls: 1.2235, loss: 1.2235, grad_norm: 3.7166 2020-08-13 19:12:35,878 - mmaction - INFO - Epoch [63][420/940] lr: 4.000e-03, eta: 9:19:29, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8707, loss_cls: 1.2522, loss: 1.2522, grad_norm: 3.7772 2020-08-13 19:12:57,096 - mmaction - INFO - Epoch [63][440/940] lr: 4.000e-03, eta: 9:19:11, time: 1.059, data_time: 0.006, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8748, loss_cls: 1.2179, loss: 1.2179, grad_norm: 3.7677 2020-08-13 19:13:14,566 - mmaction - INFO - Epoch [63][460/940] lr: 4.000e-03, eta: 9:18:51, time: 0.875, data_time: 0.006, memory: 6440, top1_acc: 0.6949, top5_acc: 0.8734, loss_cls: 1.2528, loss: 1.2528, grad_norm: 3.8253 2020-08-13 19:13:34,242 - mmaction - INFO - Epoch [63][480/940] lr: 4.000e-03, eta: 9:18:32, time: 0.982, data_time: 0.006, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8738, loss_cls: 1.2406, loss: 1.2406, grad_norm: 3.7651 2020-08-13 19:13:55,075 - mmaction - INFO - Epoch [63][500/940] lr: 4.000e-03, eta: 9:18:14, time: 1.044, data_time: 0.006, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8703, loss_cls: 1.2989, loss: 1.2989, grad_norm: 3.8898 2020-08-13 19:14:14,347 - mmaction - INFO - Epoch [63][520/940] lr: 4.000e-03, eta: 9:17:56, time: 0.960, data_time: 0.006, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8711, loss_cls: 1.2415, loss: 1.2415, grad_norm: 3.7596 2020-08-13 19:14:32,406 - mmaction - INFO - Epoch [63][540/940] lr: 4.000e-03, eta: 9:17:36, time: 0.907, data_time: 0.009, memory: 6440, top1_acc: 0.6934, top5_acc: 0.8773, loss_cls: 1.2402, loss: 1.2402, grad_norm: 3.7785 2020-08-13 19:14:52,899 - mmaction - INFO - Epoch [63][560/940] lr: 4.000e-03, eta: 9:17:18, time: 1.022, data_time: 0.006, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8676, loss_cls: 1.2767, loss: 1.2767, grad_norm: 3.8514 2020-08-13 19:15:10,780 - mmaction - INFO - Epoch [63][580/940] lr: 4.000e-03, eta: 9:16:58, time: 0.897, data_time: 0.008, memory: 6440, top1_acc: 0.6957, top5_acc: 0.8740, loss_cls: 1.2428, loss: 1.2428, grad_norm: 3.8107 2020-08-13 19:15:30,832 - mmaction - INFO - Epoch [63][600/940] lr: 4.000e-03, eta: 9:16:40, time: 1.000, data_time: 0.006, memory: 6440, top1_acc: 0.6973, top5_acc: 0.8727, loss_cls: 1.2486, loss: 1.2486, grad_norm: 3.8518 2020-08-13 19:15:50,249 - mmaction - INFO - Epoch [63][620/940] lr: 4.000e-03, eta: 9:16:21, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8758, loss_cls: 1.2564, loss: 1.2564, grad_norm: 3.8886 2020-08-13 19:16:10,365 - mmaction - INFO - Epoch [63][640/940] lr: 4.000e-03, eta: 9:16:02, time: 1.005, data_time: 0.011, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8768, loss_cls: 1.2398, loss: 1.2398, grad_norm: 3.7642 2020-08-13 19:16:29,517 - mmaction - INFO - Epoch [63][660/940] lr: 4.000e-03, eta: 9:15:44, time: 0.960, data_time: 0.008, memory: 6440, top1_acc: 0.6824, top5_acc: 0.8758, loss_cls: 1.2533, loss: 1.2533, grad_norm: 3.8716 2020-08-13 19:16:47,911 - mmaction - INFO - Epoch [63][680/940] lr: 4.000e-03, eta: 9:15:24, time: 0.923, data_time: 0.008, memory: 6440, top1_acc: 0.6928, top5_acc: 0.8736, loss_cls: 1.2534, loss: 1.2534, grad_norm: 3.8149 2020-08-13 19:17:07,366 - mmaction - INFO - Epoch [63][700/940] lr: 4.000e-03, eta: 9:15:05, time: 0.971, data_time: 0.008, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8756, loss_cls: 1.2335, loss: 1.2335, grad_norm: 3.8316 2020-08-13 19:17:26,590 - mmaction - INFO - Epoch [63][720/940] lr: 4.000e-03, eta: 9:14:47, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8742, loss_cls: 1.2648, loss: 1.2648, grad_norm: 3.8060 2020-08-13 19:17:45,366 - mmaction - INFO - Epoch [63][740/940] lr: 4.000e-03, eta: 9:14:27, time: 0.938, data_time: 0.009, memory: 6440, top1_acc: 0.6773, top5_acc: 0.8725, loss_cls: 1.2819, loss: 1.2819, grad_norm: 3.8112 2020-08-13 19:18:04,486 - mmaction - INFO - Epoch [63][760/940] lr: 4.000e-03, eta: 9:14:08, time: 0.957, data_time: 0.008, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8682, loss_cls: 1.2776, loss: 1.2776, grad_norm: 3.8765 2020-08-13 19:18:22,894 - mmaction - INFO - Epoch [63][780/940] lr: 4.000e-03, eta: 9:13:49, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.6846, top5_acc: 0.8678, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.8375 2020-08-13 19:18:41,476 - mmaction - INFO - Epoch [63][800/940] lr: 4.000e-03, eta: 9:13:30, time: 0.927, data_time: 0.002, memory: 6440, top1_acc: 0.6832, top5_acc: 0.8707, loss_cls: 1.2828, loss: 1.2828, grad_norm: 3.8646 2020-08-13 19:19:00,204 - mmaction - INFO - Epoch [63][820/940] lr: 4.000e-03, eta: 9:13:11, time: 0.939, data_time: 0.008, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8752, loss_cls: 1.2517, loss: 1.2517, grad_norm: 3.8149 2020-08-13 19:19:20,738 - mmaction - INFO - Epoch [63][840/940] lr: 4.000e-03, eta: 9:12:52, time: 1.027, data_time: 0.008, memory: 6440, top1_acc: 0.6906, top5_acc: 0.8795, loss_cls: 1.2566, loss: 1.2566, grad_norm: 3.8847 2020-08-13 19:19:40,642 - mmaction - INFO - Epoch [63][860/940] lr: 4.000e-03, eta: 9:12:34, time: 0.993, data_time: 0.005, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8680, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.8152 2020-08-13 19:20:00,196 - mmaction - INFO - Epoch [63][880/940] lr: 4.000e-03, eta: 9:12:15, time: 0.978, data_time: 0.008, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8734, loss_cls: 1.2393, loss: 1.2393, grad_norm: 3.7253 2020-08-13 19:20:19,453 - mmaction - INFO - Epoch [63][900/940] lr: 4.000e-03, eta: 9:11:56, time: 0.965, data_time: 0.008, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8734, loss_cls: 1.2711, loss: 1.2711, grad_norm: 3.8779 2020-08-13 19:20:39,684 - mmaction - INFO - Epoch [63][920/940] lr: 4.000e-03, eta: 9:11:38, time: 1.011, data_time: 0.006, memory: 6440, top1_acc: 0.6791, top5_acc: 0.8658, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.8895 2020-08-13 19:20:57,665 - mmaction - INFO - Epoch [63][940/940] lr: 4.000e-03, eta: 9:11:18, time: 0.898, data_time: 0.010, memory: 6440, top1_acc: 0.6861, top5_acc: 0.8772, loss_cls: 1.2675, loss: 1.2675, grad_norm: 3.8754 2020-08-13 19:20:57,940 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-08-13 19:21:21,315 - mmaction - INFO - Epoch [64][20/940] lr: 4.000e-03, eta: 9:11:02, time: 1.142, data_time: 0.438, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8812, loss_cls: 1.1895, loss: 1.1895, grad_norm: 3.7177 2020-08-13 19:21:41,568 - mmaction - INFO - Epoch [64][40/940] lr: 4.000e-03, eta: 9:10:43, time: 1.013, data_time: 0.003, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8727, loss_cls: 1.2528, loss: 1.2528, grad_norm: 3.9102 2020-08-13 19:21:58,276 - mmaction - INFO - Epoch [64][60/940] lr: 4.000e-03, eta: 9:10:23, time: 0.832, data_time: 0.009, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8734, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.7848 2020-08-13 19:22:16,338 - mmaction - INFO - Epoch [64][80/940] lr: 4.000e-03, eta: 9:10:03, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.7008, top5_acc: 0.8805, loss_cls: 1.2159, loss: 1.2159, grad_norm: 3.7923 2020-08-13 19:22:37,042 - mmaction - INFO - Epoch [64][100/940] lr: 4.000e-03, eta: 9:09:45, time: 1.035, data_time: 0.003, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8805, loss_cls: 1.2133, loss: 1.2133, grad_norm: 3.8474 2020-08-13 19:22:57,872 - mmaction - INFO - Epoch [64][120/940] lr: 4.000e-03, eta: 9:09:27, time: 1.039, data_time: 0.006, memory: 6440, top1_acc: 0.6893, top5_acc: 0.8783, loss_cls: 1.2516, loss: 1.2516, grad_norm: 3.8622 2020-08-13 19:23:18,871 - mmaction - INFO - Epoch [64][140/940] lr: 4.000e-03, eta: 9:09:09, time: 1.053, data_time: 0.008, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8740, loss_cls: 1.2329, loss: 1.2329, grad_norm: 3.9294 2020-08-13 19:23:36,439 - mmaction - INFO - Epoch [64][160/940] lr: 4.000e-03, eta: 9:08:50, time: 0.875, data_time: 0.005, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8635, loss_cls: 1.2735, loss: 1.2735, grad_norm: 3.8277 2020-08-13 19:23:56,574 - mmaction - INFO - Epoch [64][180/940] lr: 4.000e-03, eta: 9:08:31, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8818, loss_cls: 1.2091, loss: 1.2091, grad_norm: 3.8202 2020-08-13 19:24:14,452 - mmaction - INFO - Epoch [64][200/940] lr: 4.000e-03, eta: 9:08:11, time: 0.891, data_time: 0.005, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8715, loss_cls: 1.2595, loss: 1.2595, grad_norm: 3.8471 2020-08-13 19:24:33,278 - mmaction - INFO - Epoch [64][220/940] lr: 4.000e-03, eta: 9:07:52, time: 0.944, data_time: 0.007, memory: 6440, top1_acc: 0.6898, top5_acc: 0.8734, loss_cls: 1.2430, loss: 1.2430, grad_norm: 3.8191 2020-08-13 19:24:52,920 - mmaction - INFO - Epoch [64][240/940] lr: 4.000e-03, eta: 9:07:34, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.6967, top5_acc: 0.8732, loss_cls: 1.2572, loss: 1.2572, grad_norm: 3.8722 2020-08-13 19:25:12,701 - mmaction - INFO - Epoch [64][260/940] lr: 4.000e-03, eta: 9:07:15, time: 0.989, data_time: 0.006, memory: 6440, top1_acc: 0.6943, top5_acc: 0.8783, loss_cls: 1.2448, loss: 1.2448, grad_norm: 3.8743 2020-08-13 19:25:31,617 - mmaction - INFO - Epoch [64][280/940] lr: 4.000e-03, eta: 9:06:56, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8734, loss_cls: 1.2399, loss: 1.2399, grad_norm: 3.8567 2020-08-13 19:25:50,789 - mmaction - INFO - Epoch [64][300/940] lr: 4.000e-03, eta: 9:06:37, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8787, loss_cls: 1.2261, loss: 1.2261, grad_norm: 3.8115 2020-08-13 19:26:10,451 - mmaction - INFO - Epoch [64][320/940] lr: 4.000e-03, eta: 9:06:18, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.6982, top5_acc: 0.8775, loss_cls: 1.2298, loss: 1.2298, grad_norm: 3.8149 2020-08-13 19:26:30,478 - mmaction - INFO - Epoch [64][340/940] lr: 4.000e-03, eta: 9:06:00, time: 0.999, data_time: 0.006, memory: 6440, top1_acc: 0.6842, top5_acc: 0.8736, loss_cls: 1.2744, loss: 1.2744, grad_norm: 3.8598 2020-08-13 19:26:50,723 - mmaction - INFO - Epoch [64][360/940] lr: 4.000e-03, eta: 9:05:42, time: 1.015, data_time: 0.007, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8789, loss_cls: 1.2282, loss: 1.2282, grad_norm: 3.7694 2020-08-13 19:27:08,730 - mmaction - INFO - Epoch [64][380/940] lr: 4.000e-03, eta: 9:05:22, time: 0.898, data_time: 0.005, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8820, loss_cls: 1.2238, loss: 1.2238, grad_norm: 3.8344 2020-08-13 19:27:28,764 - mmaction - INFO - Epoch [64][400/940] lr: 4.000e-03, eta: 9:05:04, time: 1.003, data_time: 0.006, memory: 6440, top1_acc: 0.6896, top5_acc: 0.8762, loss_cls: 1.2534, loss: 1.2534, grad_norm: 3.9077 2020-08-13 19:27:48,569 - mmaction - INFO - Epoch [64][420/940] lr: 4.000e-03, eta: 9:04:45, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8775, loss_cls: 1.2237, loss: 1.2237, grad_norm: 3.8848 2020-08-13 19:28:08,886 - mmaction - INFO - Epoch [64][440/940] lr: 4.000e-03, eta: 9:04:27, time: 1.018, data_time: 0.007, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8709, loss_cls: 1.2700, loss: 1.2700, grad_norm: 3.8896 2020-08-13 19:28:29,429 - mmaction - INFO - Epoch [64][460/940] lr: 4.000e-03, eta: 9:04:09, time: 1.025, data_time: 0.007, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8756, loss_cls: 1.2269, loss: 1.2269, grad_norm: 3.8210 2020-08-13 19:28:47,903 - mmaction - INFO - Epoch [64][480/940] lr: 4.000e-03, eta: 9:03:49, time: 0.927, data_time: 0.009, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8783, loss_cls: 1.2470, loss: 1.2470, grad_norm: 3.9193 2020-08-13 19:29:08,495 - mmaction - INFO - Epoch [64][500/940] lr: 4.000e-03, eta: 9:03:31, time: 1.028, data_time: 0.006, memory: 6440, top1_acc: 0.6881, top5_acc: 0.8709, loss_cls: 1.2613, loss: 1.2613, grad_norm: 3.9299 2020-08-13 19:29:26,005 - mmaction - INFO - Epoch [64][520/940] lr: 4.000e-03, eta: 9:03:11, time: 0.877, data_time: 0.007, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8768, loss_cls: 1.2449, loss: 1.2449, grad_norm: 3.8324 2020-08-13 19:29:47,043 - mmaction - INFO - Epoch [64][540/940] lr: 4.000e-03, eta: 9:02:53, time: 1.047, data_time: 0.006, memory: 6440, top1_acc: 0.6896, top5_acc: 0.8713, loss_cls: 1.2736, loss: 1.2736, grad_norm: 3.7950 2020-08-13 19:30:05,674 - mmaction - INFO - Epoch [64][560/940] lr: 4.000e-03, eta: 9:02:34, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.6887, top5_acc: 0.8766, loss_cls: 1.2410, loss: 1.2410, grad_norm: 3.8316 2020-08-13 19:30:24,153 - mmaction - INFO - Epoch [64][580/940] lr: 4.000e-03, eta: 9:02:15, time: 0.924, data_time: 0.005, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8758, loss_cls: 1.2526, loss: 1.2526, grad_norm: 3.8969 2020-08-13 19:30:43,858 - mmaction - INFO - Epoch [64][600/940] lr: 4.000e-03, eta: 9:01:56, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8717, loss_cls: 1.2386, loss: 1.2386, grad_norm: 3.8250 2020-08-13 19:31:02,461 - mmaction - INFO - Epoch [64][620/940] lr: 4.000e-03, eta: 9:01:37, time: 0.928, data_time: 0.002, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8703, loss_cls: 1.2638, loss: 1.2638, grad_norm: 3.8509 2020-08-13 19:31:22,689 - mmaction - INFO - Epoch [64][640/940] lr: 4.000e-03, eta: 9:01:19, time: 1.014, data_time: 0.007, memory: 6440, top1_acc: 0.6855, top5_acc: 0.8775, loss_cls: 1.2656, loss: 1.2656, grad_norm: 3.8494 2020-08-13 19:31:41,487 - mmaction - INFO - Epoch [64][660/940] lr: 4.000e-03, eta: 9:00:59, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8756, loss_cls: 1.2471, loss: 1.2471, grad_norm: 3.8434 2020-08-13 19:32:00,904 - mmaction - INFO - Epoch [64][680/940] lr: 4.000e-03, eta: 9:00:41, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8789, loss_cls: 1.2147, loss: 1.2147, grad_norm: 3.8303 2020-08-13 19:32:19,564 - mmaction - INFO - Epoch [64][700/940] lr: 4.000e-03, eta: 9:00:21, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.7039, top5_acc: 0.8738, loss_cls: 1.2121, loss: 1.2121, grad_norm: 3.7664 2020-08-13 19:32:39,846 - mmaction - INFO - Epoch [64][720/940] lr: 4.000e-03, eta: 9:00:03, time: 1.012, data_time: 0.005, memory: 6440, top1_acc: 0.6873, top5_acc: 0.8709, loss_cls: 1.2462, loss: 1.2462, grad_norm: 3.8434 2020-08-13 19:33:00,226 - mmaction - INFO - Epoch [64][740/940] lr: 4.000e-03, eta: 8:59:45, time: 1.021, data_time: 0.005, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8729, loss_cls: 1.2591, loss: 1.2591, grad_norm: 3.8486 2020-08-13 19:33:19,633 - mmaction - INFO - Epoch [64][760/940] lr: 4.000e-03, eta: 8:59:26, time: 0.969, data_time: 0.002, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8715, loss_cls: 1.2412, loss: 1.2412, grad_norm: 3.8045 2020-08-13 19:33:38,913 - mmaction - INFO - Epoch [64][780/940] lr: 4.000e-03, eta: 8:59:07, time: 0.965, data_time: 0.006, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8812, loss_cls: 1.2249, loss: 1.2249, grad_norm: 3.8940 2020-08-13 19:33:59,294 - mmaction - INFO - Epoch [64][800/940] lr: 4.000e-03, eta: 8:58:49, time: 1.016, data_time: 0.011, memory: 6440, top1_acc: 0.6826, top5_acc: 0.8641, loss_cls: 1.3077, loss: 1.3077, grad_norm: 3.8801 2020-08-13 19:34:18,636 - mmaction - INFO - Epoch [64][820/940] lr: 4.000e-03, eta: 8:58:30, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8762, loss_cls: 1.2511, loss: 1.2511, grad_norm: 3.8349 2020-08-13 19:34:40,134 - mmaction - INFO - Epoch [64][840/940] lr: 4.000e-03, eta: 8:58:12, time: 1.072, data_time: 0.006, memory: 6440, top1_acc: 0.6869, top5_acc: 0.8672, loss_cls: 1.2679, loss: 1.2679, grad_norm: 3.8398 2020-08-13 19:34:58,484 - mmaction - INFO - Epoch [64][860/940] lr: 4.000e-03, eta: 8:57:53, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8705, loss_cls: 1.2657, loss: 1.2657, grad_norm: 3.8650 2020-08-13 19:35:17,610 - mmaction - INFO - Epoch [64][880/940] lr: 4.000e-03, eta: 8:57:34, time: 0.953, data_time: 0.009, memory: 6440, top1_acc: 0.6875, top5_acc: 0.8758, loss_cls: 1.2489, loss: 1.2489, grad_norm: 3.9157 2020-08-13 19:35:35,814 - mmaction - INFO - Epoch [64][900/940] lr: 4.000e-03, eta: 8:57:14, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.6801, top5_acc: 0.8783, loss_cls: 1.2529, loss: 1.2529, grad_norm: 3.8986 2020-08-13 19:35:56,327 - mmaction - INFO - Epoch [64][920/940] lr: 4.000e-03, eta: 8:56:56, time: 1.025, data_time: 0.006, memory: 6440, top1_acc: 0.6840, top5_acc: 0.8689, loss_cls: 1.2841, loss: 1.2841, grad_norm: 3.8775 2020-08-13 19:36:13,796 - mmaction - INFO - Epoch [64][940/940] lr: 4.000e-03, eta: 8:56:36, time: 0.872, data_time: 0.005, memory: 6440, top1_acc: 0.6899, top5_acc: 0.8703, loss_cls: 1.2979, loss: 1.2979, grad_norm: 3.9047 2020-08-13 19:36:14,056 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-08-13 19:36:37,541 - mmaction - INFO - Epoch [65][20/940] lr: 4.000e-03, eta: 8:56:19, time: 1.147, data_time: 0.413, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8727, loss_cls: 1.2408, loss: 1.2408, grad_norm: 3.8181 2020-08-13 19:36:58,124 - mmaction - INFO - Epoch [65][40/940] lr: 4.000e-03, eta: 8:56:01, time: 1.026, data_time: 0.006, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8836, loss_cls: 1.1790, loss: 1.1790, grad_norm: 3.7612 2020-08-13 19:37:17,971 - mmaction - INFO - Epoch [65][60/940] lr: 4.000e-03, eta: 8:55:43, time: 0.995, data_time: 0.007, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8750, loss_cls: 1.2506, loss: 1.2506, grad_norm: 3.9661 2020-08-13 19:37:38,788 - mmaction - INFO - Epoch [65][80/940] lr: 4.000e-03, eta: 8:55:25, time: 1.038, data_time: 0.006, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8715, loss_cls: 1.2669, loss: 1.2669, grad_norm: 3.9770 2020-08-13 19:37:57,052 - mmaction - INFO - Epoch [65][100/940] lr: 4.000e-03, eta: 8:55:05, time: 0.916, data_time: 0.007, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8748, loss_cls: 1.2246, loss: 1.2246, grad_norm: 3.8155 2020-08-13 19:38:17,811 - mmaction - INFO - Epoch [65][120/940] lr: 4.000e-03, eta: 8:54:47, time: 1.036, data_time: 0.007, memory: 6440, top1_acc: 0.6967, top5_acc: 0.8801, loss_cls: 1.1949, loss: 1.1949, grad_norm: 3.8847 2020-08-13 19:38:36,272 - mmaction - INFO - Epoch [65][140/940] lr: 4.000e-03, eta: 8:54:28, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.6982, top5_acc: 0.8736, loss_cls: 1.2326, loss: 1.2326, grad_norm: 3.8960 2020-08-13 19:38:54,458 - mmaction - INFO - Epoch [65][160/940] lr: 4.000e-03, eta: 8:54:08, time: 0.905, data_time: 0.007, memory: 6440, top1_acc: 0.7080, top5_acc: 0.8846, loss_cls: 1.1815, loss: 1.1815, grad_norm: 3.8427 2020-08-13 19:39:15,246 - mmaction - INFO - Epoch [65][180/940] lr: 4.000e-03, eta: 8:53:50, time: 1.039, data_time: 0.007, memory: 6440, top1_acc: 0.6926, top5_acc: 0.8803, loss_cls: 1.2199, loss: 1.2199, grad_norm: 3.9376 2020-08-13 19:39:32,453 - mmaction - INFO - Epoch [65][200/940] lr: 4.000e-03, eta: 8:53:30, time: 0.863, data_time: 0.010, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8756, loss_cls: 1.2364, loss: 1.2364, grad_norm: 3.9854 2020-08-13 19:39:54,453 - mmaction - INFO - Epoch [65][220/940] lr: 4.000e-03, eta: 8:53:13, time: 1.101, data_time: 0.006, memory: 6440, top1_acc: 0.6977, top5_acc: 0.8750, loss_cls: 1.2344, loss: 1.2344, grad_norm: 3.9022 2020-08-13 19:40:13,464 - mmaction - INFO - Epoch [65][240/940] lr: 4.000e-03, eta: 8:52:54, time: 0.948, data_time: 0.007, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8725, loss_cls: 1.2495, loss: 1.2495, grad_norm: 3.8850 2020-08-13 19:40:31,520 - mmaction - INFO - Epoch [65][260/940] lr: 4.000e-03, eta: 8:52:34, time: 0.907, data_time: 0.007, memory: 6440, top1_acc: 0.6902, top5_acc: 0.8699, loss_cls: 1.2675, loss: 1.2675, grad_norm: 3.9000 2020-08-13 19:40:52,719 - mmaction - INFO - Epoch [65][280/940] lr: 4.000e-03, eta: 8:52:16, time: 1.058, data_time: 0.005, memory: 6440, top1_acc: 0.6934, top5_acc: 0.8764, loss_cls: 1.2319, loss: 1.2319, grad_norm: 3.8230 2020-08-13 19:41:12,898 - mmaction - INFO - Epoch [65][300/940] lr: 4.000e-03, eta: 8:51:58, time: 1.012, data_time: 0.007, memory: 6440, top1_acc: 0.7033, top5_acc: 0.8771, loss_cls: 1.2246, loss: 1.2246, grad_norm: 3.8917 2020-08-13 19:41:32,824 - mmaction - INFO - Epoch [65][320/940] lr: 4.000e-03, eta: 8:51:39, time: 0.995, data_time: 0.005, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8738, loss_cls: 1.2602, loss: 1.2602, grad_norm: 3.9184 2020-08-13 19:41:52,176 - mmaction - INFO - Epoch [65][340/940] lr: 4.000e-03, eta: 8:51:21, time: 0.969, data_time: 0.005, memory: 6440, top1_acc: 0.7025, top5_acc: 0.8764, loss_cls: 1.2239, loss: 1.2239, grad_norm: 3.8041 2020-08-13 19:42:10,651 - mmaction - INFO - Epoch [65][360/940] lr: 4.000e-03, eta: 8:51:01, time: 0.924, data_time: 0.007, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8750, loss_cls: 1.2184, loss: 1.2184, grad_norm: 3.8619 2020-08-13 19:42:31,149 - mmaction - INFO - Epoch [65][380/940] lr: 4.000e-03, eta: 8:50:43, time: 1.024, data_time: 0.003, memory: 6440, top1_acc: 0.6895, top5_acc: 0.8742, loss_cls: 1.2458, loss: 1.2458, grad_norm: 3.9282 2020-08-13 19:42:50,838 - mmaction - INFO - Epoch [65][400/940] lr: 4.000e-03, eta: 8:50:24, time: 0.985, data_time: 0.003, memory: 6440, top1_acc: 0.6814, top5_acc: 0.8709, loss_cls: 1.2785, loss: 1.2785, grad_norm: 4.0165 2020-08-13 19:43:12,198 - mmaction - INFO - Epoch [65][420/940] lr: 4.000e-03, eta: 8:50:07, time: 1.068, data_time: 0.007, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8764, loss_cls: 1.2350, loss: 1.2350, grad_norm: 3.8492 2020-08-13 19:43:31,985 - mmaction - INFO - Epoch [65][440/940] lr: 4.000e-03, eta: 8:49:48, time: 0.986, data_time: 0.003, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8730, loss_cls: 1.2471, loss: 1.2471, grad_norm: 3.9036 2020-08-13 19:43:49,517 - mmaction - INFO - Epoch [65][460/940] lr: 4.000e-03, eta: 8:49:28, time: 0.878, data_time: 0.005, memory: 6440, top1_acc: 0.7043, top5_acc: 0.8846, loss_cls: 1.1910, loss: 1.1910, grad_norm: 3.8810 2020-08-13 19:44:07,815 - mmaction - INFO - Epoch [65][480/940] lr: 4.000e-03, eta: 8:49:09, time: 0.917, data_time: 0.010, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8775, loss_cls: 1.2207, loss: 1.2207, grad_norm: 3.8773 2020-08-13 19:44:27,498 - mmaction - INFO - Epoch [65][500/940] lr: 4.000e-03, eta: 8:48:50, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.6982, top5_acc: 0.8812, loss_cls: 1.2235, loss: 1.2235, grad_norm: 3.8897 2020-08-13 19:44:46,748 - mmaction - INFO - Epoch [65][520/940] lr: 4.000e-03, eta: 8:48:31, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8762, loss_cls: 1.2354, loss: 1.2354, grad_norm: 3.9049 2020-08-13 19:45:06,903 - mmaction - INFO - Epoch [65][540/940] lr: 4.000e-03, eta: 8:48:13, time: 1.007, data_time: 0.008, memory: 6440, top1_acc: 0.6934, top5_acc: 0.8736, loss_cls: 1.2837, loss: 1.2837, grad_norm: 3.9004 2020-08-13 19:45:26,617 - mmaction - INFO - Epoch [65][560/940] lr: 4.000e-03, eta: 8:47:54, time: 0.986, data_time: 0.002, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8764, loss_cls: 1.2399, loss: 1.2399, grad_norm: 3.8087 2020-08-13 19:45:44,271 - mmaction - INFO - Epoch [65][580/940] lr: 4.000e-03, eta: 8:47:34, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8746, loss_cls: 1.2535, loss: 1.2535, grad_norm: 3.9186 2020-08-13 19:46:04,860 - mmaction - INFO - Epoch [65][600/940] lr: 4.000e-03, eta: 8:47:16, time: 1.028, data_time: 0.007, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8803, loss_cls: 1.2223, loss: 1.2223, grad_norm: 3.9080 2020-08-13 19:46:23,677 - mmaction - INFO - Epoch [65][620/940] lr: 4.000e-03, eta: 8:46:57, time: 0.942, data_time: 0.008, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8787, loss_cls: 1.2316, loss: 1.2316, grad_norm: 3.9148 2020-08-13 19:46:44,056 - mmaction - INFO - Epoch [65][640/940] lr: 4.000e-03, eta: 8:46:39, time: 1.021, data_time: 0.007, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8766, loss_cls: 1.2377, loss: 1.2377, grad_norm: 3.9093 2020-08-13 19:47:06,085 - mmaction - INFO - Epoch [65][660/940] lr: 4.000e-03, eta: 8:46:21, time: 1.098, data_time: 0.007, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8738, loss_cls: 1.2522, loss: 1.2522, grad_norm: 3.9170 2020-08-13 19:47:24,958 - mmaction - INFO - Epoch [65][680/940] lr: 4.000e-03, eta: 8:46:02, time: 0.943, data_time: 0.008, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8723, loss_cls: 1.2508, loss: 1.2508, grad_norm: 3.8873 2020-08-13 19:47:46,294 - mmaction - INFO - Epoch [65][700/940] lr: 4.000e-03, eta: 8:45:44, time: 1.069, data_time: 0.008, memory: 6440, top1_acc: 0.6920, top5_acc: 0.8701, loss_cls: 1.2590, loss: 1.2590, grad_norm: 3.9363 2020-08-13 19:48:06,665 - mmaction - INFO - Epoch [65][720/940] lr: 4.000e-03, eta: 8:45:26, time: 1.020, data_time: 0.006, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8824, loss_cls: 1.2269, loss: 1.2269, grad_norm: 3.9094 2020-08-13 19:48:22,873 - mmaction - INFO - Epoch [65][740/940] lr: 4.000e-03, eta: 8:45:05, time: 0.808, data_time: 0.007, memory: 6440, top1_acc: 0.6949, top5_acc: 0.8744, loss_cls: 1.2208, loss: 1.2208, grad_norm: 3.8457 2020-08-13 19:48:42,642 - mmaction - INFO - Epoch [65][760/940] lr: 4.000e-03, eta: 8:44:47, time: 0.988, data_time: 0.006, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8701, loss_cls: 1.2566, loss: 1.2566, grad_norm: 3.8579 2020-08-13 19:49:03,632 - mmaction - INFO - Epoch [65][780/940] lr: 4.000e-03, eta: 8:44:29, time: 1.051, data_time: 0.009, memory: 6440, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2718, loss: 1.2718, grad_norm: 3.9773 2020-08-13 19:49:23,756 - mmaction - INFO - Epoch [65][800/940] lr: 4.000e-03, eta: 8:44:10, time: 1.006, data_time: 0.007, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8727, loss_cls: 1.2513, loss: 1.2513, grad_norm: 3.9039 2020-08-13 19:49:43,369 - mmaction - INFO - Epoch [65][820/940] lr: 4.000e-03, eta: 8:43:52, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.6863, top5_acc: 0.8650, loss_cls: 1.2891, loss: 1.2891, grad_norm: 3.9431 2020-08-13 19:50:03,277 - mmaction - INFO - Epoch [65][840/940] lr: 4.000e-03, eta: 8:43:33, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8775, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.8445 2020-08-13 19:50:21,723 - mmaction - INFO - Epoch [65][860/940] lr: 4.000e-03, eta: 8:43:14, time: 0.922, data_time: 0.004, memory: 6440, top1_acc: 0.6967, top5_acc: 0.8730, loss_cls: 1.2519, loss: 1.2519, grad_norm: 3.8718 2020-08-13 19:50:41,400 - mmaction - INFO - Epoch [65][880/940] lr: 4.000e-03, eta: 8:42:55, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8740, loss_cls: 1.2399, loss: 1.2399, grad_norm: 3.8886 2020-08-13 19:51:00,867 - mmaction - INFO - Epoch [65][900/940] lr: 4.000e-03, eta: 8:42:36, time: 0.977, data_time: 0.007, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8738, loss_cls: 1.2432, loss: 1.2432, grad_norm: 3.8751 2020-08-13 19:51:19,594 - mmaction - INFO - Epoch [65][920/940] lr: 4.000e-03, eta: 8:42:17, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.6943, top5_acc: 0.8729, loss_cls: 1.2556, loss: 1.2556, grad_norm: 3.8959 2020-08-13 19:51:37,379 - mmaction - INFO - Epoch [65][940/940] lr: 4.000e-03, eta: 8:41:57, time: 0.892, data_time: 0.008, memory: 6440, top1_acc: 0.6899, top5_acc: 0.8726, loss_cls: 1.2702, loss: 1.2702, grad_norm: 3.9961 2020-08-13 19:51:37,667 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-08-13 19:52:03,881 - mmaction - INFO - Epoch [66][20/940] lr: 4.000e-03, eta: 8:41:42, time: 1.284, data_time: 0.429, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8852, loss_cls: 1.1876, loss: 1.1876, grad_norm: 3.8638 2020-08-13 19:52:21,074 - mmaction - INFO - Epoch [66][40/940] lr: 4.000e-03, eta: 8:41:22, time: 0.856, data_time: 0.002, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8807, loss_cls: 1.1941, loss: 1.1941, grad_norm: 3.8528 2020-08-13 19:52:38,847 - mmaction - INFO - Epoch [66][60/940] lr: 4.000e-03, eta: 8:41:02, time: 0.889, data_time: 0.008, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.1962, loss: 1.1962, grad_norm: 3.7931 2020-08-13 19:52:58,178 - mmaction - INFO - Epoch [66][80/940] lr: 4.000e-03, eta: 8:40:43, time: 0.966, data_time: 0.009, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8713, loss_cls: 1.2297, loss: 1.2297, grad_norm: 3.9520 2020-08-13 19:53:17,926 - mmaction - INFO - Epoch [66][100/940] lr: 4.000e-03, eta: 8:40:24, time: 0.990, data_time: 0.007, memory: 6440, top1_acc: 0.6930, top5_acc: 0.8744, loss_cls: 1.2440, loss: 1.2440, grad_norm: 3.9502 2020-08-13 19:53:36,528 - mmaction - INFO - Epoch [66][120/940] lr: 4.000e-03, eta: 8:40:05, time: 0.928, data_time: 0.008, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8729, loss_cls: 1.2330, loss: 1.2330, grad_norm: 3.9057 2020-08-13 19:53:56,166 - mmaction - INFO - Epoch [66][140/940] lr: 4.000e-03, eta: 8:39:47, time: 0.985, data_time: 0.007, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8748, loss_cls: 1.2269, loss: 1.2269, grad_norm: 3.9315 2020-08-13 19:54:15,453 - mmaction - INFO - Epoch [66][160/940] lr: 4.000e-03, eta: 8:39:28, time: 0.962, data_time: 0.005, memory: 6440, top1_acc: 0.7000, top5_acc: 0.8785, loss_cls: 1.2142, loss: 1.2142, grad_norm: 3.8844 2020-08-13 19:54:34,440 - mmaction - INFO - Epoch [66][180/940] lr: 4.000e-03, eta: 8:39:09, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.6969, top5_acc: 0.8764, loss_cls: 1.2369, loss: 1.2369, grad_norm: 3.9838 2020-08-13 19:54:53,514 - mmaction - INFO - Epoch [66][200/940] lr: 4.000e-03, eta: 8:38:49, time: 0.951, data_time: 0.007, memory: 6440, top1_acc: 0.7039, top5_acc: 0.8865, loss_cls: 1.1915, loss: 1.1915, grad_norm: 3.8924 2020-08-13 19:55:14,714 - mmaction - INFO - Epoch [66][220/940] lr: 4.000e-03, eta: 8:38:32, time: 1.061, data_time: 0.010, memory: 6440, top1_acc: 0.7027, top5_acc: 0.8729, loss_cls: 1.2105, loss: 1.2105, grad_norm: 3.8471 2020-08-13 19:55:34,370 - mmaction - INFO - Epoch [66][240/940] lr: 4.000e-03, eta: 8:38:13, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.6898, top5_acc: 0.8725, loss_cls: 1.2451, loss: 1.2451, grad_norm: 3.9509 2020-08-13 19:55:55,155 - mmaction - INFO - Epoch [66][260/940] lr: 4.000e-03, eta: 8:37:55, time: 1.035, data_time: 0.004, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8736, loss_cls: 1.2289, loss: 1.2289, grad_norm: 3.8900 2020-08-13 19:56:12,695 - mmaction - INFO - Epoch [66][280/940] lr: 4.000e-03, eta: 8:37:35, time: 0.879, data_time: 0.007, memory: 6440, top1_acc: 0.7029, top5_acc: 0.8746, loss_cls: 1.2349, loss: 1.2349, grad_norm: 3.9135 2020-08-13 19:56:33,847 - mmaction - INFO - Epoch [66][300/940] lr: 4.000e-03, eta: 8:37:17, time: 1.059, data_time: 0.009, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8779, loss_cls: 1.2520, loss: 1.2520, grad_norm: 3.9048 2020-08-13 19:56:53,399 - mmaction - INFO - Epoch [66][320/940] lr: 4.000e-03, eta: 8:36:58, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8703, loss_cls: 1.2679, loss: 1.2679, grad_norm: 4.0067 2020-08-13 19:57:11,809 - mmaction - INFO - Epoch [66][340/940] lr: 4.000e-03, eta: 8:36:39, time: 0.923, data_time: 0.009, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8783, loss_cls: 1.2319, loss: 1.2319, grad_norm: 3.9458 2020-08-13 19:57:33,310 - mmaction - INFO - Epoch [66][360/940] lr: 4.000e-03, eta: 8:36:21, time: 1.077, data_time: 0.010, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8854, loss_cls: 1.1839, loss: 1.1839, grad_norm: 3.8549 2020-08-13 19:57:51,367 - mmaction - INFO - Epoch [66][380/940] lr: 4.000e-03, eta: 8:36:02, time: 0.900, data_time: 0.005, memory: 6440, top1_acc: 0.6973, top5_acc: 0.8807, loss_cls: 1.1989, loss: 1.1989, grad_norm: 3.9786 2020-08-13 19:58:10,285 - mmaction - INFO - Epoch [66][400/940] lr: 4.000e-03, eta: 8:35:42, time: 0.949, data_time: 0.009, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8727, loss_cls: 1.2306, loss: 1.2306, grad_norm: 3.9131 2020-08-13 19:58:29,668 - mmaction - INFO - Epoch [66][420/940] lr: 4.000e-03, eta: 8:35:24, time: 0.967, data_time: 0.005, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8701, loss_cls: 1.2658, loss: 1.2658, grad_norm: 3.8930 2020-08-13 19:58:50,615 - mmaction - INFO - Epoch [66][440/940] lr: 4.000e-03, eta: 8:35:06, time: 1.049, data_time: 0.007, memory: 6440, top1_acc: 0.6994, top5_acc: 0.8795, loss_cls: 1.2102, loss: 1.2102, grad_norm: 3.9385 2020-08-13 19:59:10,605 - mmaction - INFO - Epoch [66][460/940] lr: 4.000e-03, eta: 8:34:47, time: 0.998, data_time: 0.008, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8707, loss_cls: 1.2600, loss: 1.2600, grad_norm: 3.9863 2020-08-13 19:59:29,953 - mmaction - INFO - Epoch [66][480/940] lr: 4.000e-03, eta: 8:34:28, time: 0.968, data_time: 0.006, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8742, loss_cls: 1.2425, loss: 1.2425, grad_norm: 3.8805 2020-08-13 19:59:49,366 - mmaction - INFO - Epoch [66][500/940] lr: 4.000e-03, eta: 8:34:09, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.6908, top5_acc: 0.8699, loss_cls: 1.2645, loss: 1.2645, grad_norm: 3.9759 2020-08-13 20:00:14,339 - mmaction - INFO - Epoch [66][520/940] lr: 4.000e-03, eta: 8:33:53, time: 1.245, data_time: 0.005, memory: 6440, top1_acc: 0.6906, top5_acc: 0.8799, loss_cls: 1.2411, loss: 1.2411, grad_norm: 3.8695 2020-08-13 20:00:32,006 - mmaction - INFO - Epoch [66][540/940] lr: 4.000e-03, eta: 8:33:34, time: 0.889, data_time: 0.017, memory: 6440, top1_acc: 0.7002, top5_acc: 0.8770, loss_cls: 1.2391, loss: 1.2391, grad_norm: 3.8472 2020-08-13 20:00:49,290 - mmaction - INFO - Epoch [66][560/940] lr: 4.000e-03, eta: 8:33:14, time: 0.862, data_time: 0.005, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8799, loss_cls: 1.2125, loss: 1.2125, grad_norm: 3.8348 2020-08-13 20:01:10,238 - mmaction - INFO - Epoch [66][580/940] lr: 4.000e-03, eta: 8:32:56, time: 1.050, data_time: 0.008, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8744, loss_cls: 1.2444, loss: 1.2444, grad_norm: 3.9348 2020-08-13 20:01:31,717 - mmaction - INFO - Epoch [66][600/940] lr: 4.000e-03, eta: 8:32:38, time: 1.070, data_time: 0.005, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8760, loss_cls: 1.2466, loss: 1.2466, grad_norm: 3.9306 2020-08-13 20:01:50,065 - mmaction - INFO - Epoch [66][620/940] lr: 4.000e-03, eta: 8:32:18, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.7033, top5_acc: 0.8814, loss_cls: 1.2094, loss: 1.2094, grad_norm: 3.9066 2020-08-13 20:02:08,516 - mmaction - INFO - Epoch [66][640/940] lr: 4.000e-03, eta: 8:31:59, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8766, loss_cls: 1.2409, loss: 1.2409, grad_norm: 4.0012 2020-08-13 20:02:27,792 - mmaction - INFO - Epoch [66][660/940] lr: 4.000e-03, eta: 8:31:40, time: 0.970, data_time: 0.009, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8795, loss_cls: 1.2351, loss: 1.2351, grad_norm: 3.9530 2020-08-13 20:02:45,543 - mmaction - INFO - Epoch [66][680/940] lr: 4.000e-03, eta: 8:31:20, time: 0.885, data_time: 0.005, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8629, loss_cls: 1.2782, loss: 1.2782, grad_norm: 3.9741 2020-08-13 20:03:05,357 - mmaction - INFO - Epoch [66][700/940] lr: 4.000e-03, eta: 8:31:02, time: 0.993, data_time: 0.006, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8721, loss_cls: 1.2319, loss: 1.2319, grad_norm: 3.9453 2020-08-13 20:03:26,252 - mmaction - INFO - Epoch [66][720/940] lr: 4.000e-03, eta: 8:30:44, time: 1.045, data_time: 0.002, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8760, loss_cls: 1.2395, loss: 1.2395, grad_norm: 3.9878 2020-08-13 20:03:46,444 - mmaction - INFO - Epoch [66][740/940] lr: 4.000e-03, eta: 8:30:25, time: 1.007, data_time: 0.006, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8758, loss_cls: 1.2363, loss: 1.2363, grad_norm: 3.9239 2020-08-13 20:04:06,052 - mmaction - INFO - Epoch [66][760/940] lr: 4.000e-03, eta: 8:30:06, time: 0.983, data_time: 0.008, memory: 6440, top1_acc: 0.7025, top5_acc: 0.8756, loss_cls: 1.2252, loss: 1.2252, grad_norm: 3.8207 2020-08-13 20:04:23,322 - mmaction - INFO - Epoch [66][780/940] lr: 4.000e-03, eta: 8:29:47, time: 0.863, data_time: 0.002, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8729, loss_cls: 1.2662, loss: 1.2662, grad_norm: 4.0103 2020-08-13 20:04:44,543 - mmaction - INFO - Epoch [66][800/940] lr: 4.000e-03, eta: 8:29:29, time: 1.062, data_time: 0.006, memory: 6440, top1_acc: 0.6902, top5_acc: 0.8740, loss_cls: 1.2503, loss: 1.2503, grad_norm: 3.9864 2020-08-13 20:05:03,700 - mmaction - INFO - Epoch [66][820/940] lr: 4.000e-03, eta: 8:29:10, time: 0.958, data_time: 0.002, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8797, loss_cls: 1.2327, loss: 1.2327, grad_norm: 4.0026 2020-08-13 20:05:24,591 - mmaction - INFO - Epoch [66][840/940] lr: 4.000e-03, eta: 8:28:52, time: 1.044, data_time: 0.002, memory: 6440, top1_acc: 0.6969, top5_acc: 0.8807, loss_cls: 1.2080, loss: 1.2080, grad_norm: 3.9466 2020-08-13 20:05:43,288 - mmaction - INFO - Epoch [66][860/940] lr: 4.000e-03, eta: 8:28:32, time: 0.931, data_time: 0.004, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8779, loss_cls: 1.2321, loss: 1.2321, grad_norm: 3.9966 2020-08-13 20:06:01,456 - mmaction - INFO - Epoch [66][880/940] lr: 4.000e-03, eta: 8:28:13, time: 0.912, data_time: 0.008, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8832, loss_cls: 1.2312, loss: 1.2312, grad_norm: 3.9689 2020-08-13 20:06:22,467 - mmaction - INFO - Epoch [66][900/940] lr: 4.000e-03, eta: 8:27:55, time: 1.045, data_time: 0.005, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8709, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.9105 2020-08-13 20:06:40,821 - mmaction - INFO - Epoch [66][920/940] lr: 4.000e-03, eta: 8:27:35, time: 0.923, data_time: 0.008, memory: 6440, top1_acc: 0.6893, top5_acc: 0.8703, loss_cls: 1.2759, loss: 1.2759, grad_norm: 3.9838 2020-08-13 20:06:57,458 - mmaction - INFO - Epoch [66][940/940] lr: 4.000e-03, eta: 8:27:15, time: 0.831, data_time: 0.005, memory: 6440, top1_acc: 0.6952, top5_acc: 0.8764, loss_cls: 1.2493, loss: 1.2493, grad_norm: 3.9709 2020-08-13 20:06:57,840 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-08-13 20:07:24,913 - mmaction - INFO - Epoch [67][20/940] lr: 4.000e-03, eta: 8:27:00, time: 1.315, data_time: 0.568, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8766, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.0015 2020-08-13 20:07:43,274 - mmaction - INFO - Epoch [67][40/940] lr: 4.000e-03, eta: 8:26:40, time: 0.922, data_time: 0.006, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8723, loss_cls: 1.2327, loss: 1.2327, grad_norm: 3.8528 2020-08-13 20:08:02,317 - mmaction - INFO - Epoch [67][60/940] lr: 4.000e-03, eta: 8:26:21, time: 0.948, data_time: 0.006, memory: 6440, top1_acc: 0.7090, top5_acc: 0.8793, loss_cls: 1.1956, loss: 1.1956, grad_norm: 3.9391 2020-08-13 20:08:22,037 - mmaction - INFO - Epoch [67][80/940] lr: 4.000e-03, eta: 8:26:03, time: 0.990, data_time: 0.007, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8809, loss_cls: 1.2068, loss: 1.2068, grad_norm: 3.9426 2020-08-13 20:08:40,532 - mmaction - INFO - Epoch [67][100/940] lr: 4.000e-03, eta: 8:25:43, time: 0.919, data_time: 0.004, memory: 6440, top1_acc: 0.7135, top5_acc: 0.8828, loss_cls: 1.1817, loss: 1.1817, grad_norm: 3.9080 2020-08-13 20:08:58,821 - mmaction - INFO - Epoch [67][120/940] lr: 4.000e-03, eta: 8:25:24, time: 0.920, data_time: 0.008, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8773, loss_cls: 1.2114, loss: 1.2114, grad_norm: 4.0144 2020-08-13 20:09:17,415 - mmaction - INFO - Epoch [67][140/940] lr: 4.000e-03, eta: 8:25:05, time: 0.930, data_time: 0.003, memory: 6440, top1_acc: 0.6857, top5_acc: 0.8713, loss_cls: 1.2730, loss: 1.2730, grad_norm: 4.0780 2020-08-13 20:09:37,883 - mmaction - INFO - Epoch [67][160/940] lr: 4.000e-03, eta: 8:24:46, time: 1.021, data_time: 0.005, memory: 6440, top1_acc: 0.6977, top5_acc: 0.8807, loss_cls: 1.2088, loss: 1.2088, grad_norm: 3.9225 2020-08-13 20:09:57,441 - mmaction - INFO - Epoch [67][180/940] lr: 4.000e-03, eta: 8:24:27, time: 0.980, data_time: 0.007, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8848, loss_cls: 1.1677, loss: 1.1677, grad_norm: 3.8893 2020-08-13 20:10:18,294 - mmaction - INFO - Epoch [67][200/940] lr: 4.000e-03, eta: 8:24:09, time: 1.037, data_time: 0.005, memory: 6440, top1_acc: 0.7002, top5_acc: 0.8791, loss_cls: 1.2272, loss: 1.2272, grad_norm: 3.9457 2020-08-13 20:10:36,290 - mmaction - INFO - Epoch [67][220/940] lr: 4.000e-03, eta: 8:23:50, time: 0.904, data_time: 0.012, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8811, loss_cls: 1.2120, loss: 1.2120, grad_norm: 3.9313 2020-08-13 20:10:54,167 - mmaction - INFO - Epoch [67][240/940] lr: 4.000e-03, eta: 8:23:30, time: 0.894, data_time: 0.006, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8768, loss_cls: 1.2084, loss: 1.2084, grad_norm: 3.9388 2020-08-13 20:11:14,494 - mmaction - INFO - Epoch [67][260/940] lr: 4.000e-03, eta: 8:23:12, time: 1.018, data_time: 0.007, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8822, loss_cls: 1.2046, loss: 1.2046, grad_norm: 3.9938 2020-08-13 20:11:34,868 - mmaction - INFO - Epoch [67][280/940] lr: 4.000e-03, eta: 8:22:53, time: 1.016, data_time: 0.005, memory: 6440, top1_acc: 0.6957, top5_acc: 0.8820, loss_cls: 1.2231, loss: 1.2231, grad_norm: 4.0216 2020-08-13 20:11:52,862 - mmaction - INFO - Epoch [67][300/940] lr: 4.000e-03, eta: 8:22:34, time: 0.902, data_time: 0.007, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8820, loss_cls: 1.2031, loss: 1.2031, grad_norm: 3.9703 2020-08-13 20:12:13,045 - mmaction - INFO - Epoch [67][320/940] lr: 4.000e-03, eta: 8:22:15, time: 1.006, data_time: 0.004, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8887, loss_cls: 1.1672, loss: 1.1672, grad_norm: 3.8999 2020-08-13 20:12:31,320 - mmaction - INFO - Epoch [67][340/940] lr: 4.000e-03, eta: 8:21:56, time: 0.916, data_time: 0.008, memory: 6440, top1_acc: 0.7035, top5_acc: 0.8758, loss_cls: 1.2155, loss: 1.2155, grad_norm: 3.8652 2020-08-13 20:12:50,020 - mmaction - INFO - Epoch [67][360/940] lr: 4.000e-03, eta: 8:21:37, time: 0.932, data_time: 0.005, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8779, loss_cls: 1.2278, loss: 1.2278, grad_norm: 3.9815 2020-08-13 20:13:10,573 - mmaction - INFO - Epoch [67][380/940] lr: 4.000e-03, eta: 8:21:18, time: 1.031, data_time: 0.008, memory: 6440, top1_acc: 0.7055, top5_acc: 0.8832, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.8188 2020-08-13 20:13:31,253 - mmaction - INFO - Epoch [67][400/940] lr: 4.000e-03, eta: 8:21:00, time: 1.032, data_time: 0.005, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8713, loss_cls: 1.2528, loss: 1.2528, grad_norm: 3.9687 2020-08-13 20:13:49,439 - mmaction - INFO - Epoch [67][420/940] lr: 4.000e-03, eta: 8:20:41, time: 0.911, data_time: 0.005, memory: 6440, top1_acc: 0.7080, top5_acc: 0.8832, loss_cls: 1.1993, loss: 1.1993, grad_norm: 3.8930 2020-08-13 20:14:09,111 - mmaction - INFO - Epoch [67][440/940] lr: 4.000e-03, eta: 8:20:22, time: 0.983, data_time: 0.007, memory: 6440, top1_acc: 0.6967, top5_acc: 0.8750, loss_cls: 1.2329, loss: 1.2329, grad_norm: 3.9700 2020-08-13 20:14:26,917 - mmaction - INFO - Epoch [67][460/940] lr: 4.000e-03, eta: 8:20:02, time: 0.889, data_time: 0.006, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8801, loss_cls: 1.2088, loss: 1.2088, grad_norm: 3.9701 2020-08-13 20:14:47,486 - mmaction - INFO - Epoch [67][480/940] lr: 4.000e-03, eta: 8:19:44, time: 1.030, data_time: 0.007, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8805, loss_cls: 1.2202, loss: 1.2202, grad_norm: 3.9893 2020-08-13 20:15:07,760 - mmaction - INFO - Epoch [67][500/940] lr: 4.000e-03, eta: 8:19:25, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8758, loss_cls: 1.2377, loss: 1.2377, grad_norm: 3.9653 2020-08-13 20:15:26,888 - mmaction - INFO - Epoch [67][520/940] lr: 4.000e-03, eta: 8:19:06, time: 0.957, data_time: 0.002, memory: 6440, top1_acc: 0.7029, top5_acc: 0.8852, loss_cls: 1.1834, loss: 1.1834, grad_norm: 3.9111 2020-08-13 20:15:46,123 - mmaction - INFO - Epoch [67][540/940] lr: 4.000e-03, eta: 8:18:47, time: 0.960, data_time: 0.006, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8809, loss_cls: 1.2151, loss: 1.2151, grad_norm: 3.9754 2020-08-13 20:16:05,627 - mmaction - INFO - Epoch [67][560/940] lr: 4.000e-03, eta: 8:18:29, time: 0.977, data_time: 0.006, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8766, loss_cls: 1.2835, loss: 1.2835, grad_norm: 4.1207 2020-08-13 20:16:25,695 - mmaction - INFO - Epoch [67][580/940] lr: 4.000e-03, eta: 8:18:10, time: 1.001, data_time: 0.009, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8660, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.0177 2020-08-13 20:16:44,089 - mmaction - INFO - Epoch [67][600/940] lr: 4.000e-03, eta: 8:17:51, time: 0.921, data_time: 0.006, memory: 6440, top1_acc: 0.6930, top5_acc: 0.8768, loss_cls: 1.2559, loss: 1.2559, grad_norm: 3.9794 2020-08-13 20:17:00,844 - mmaction - INFO - Epoch [67][620/940] lr: 4.000e-03, eta: 8:17:31, time: 0.834, data_time: 0.006, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8730, loss_cls: 1.2591, loss: 1.2591, grad_norm: 3.9696 2020-08-13 20:17:20,862 - mmaction - INFO - Epoch [67][640/940] lr: 4.000e-03, eta: 8:17:12, time: 1.004, data_time: 0.008, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8711, loss_cls: 1.2376, loss: 1.2376, grad_norm: 3.9253 2020-08-13 20:17:40,027 - mmaction - INFO - Epoch [67][660/940] lr: 4.000e-03, eta: 8:16:53, time: 0.955, data_time: 0.006, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8773, loss_cls: 1.2306, loss: 1.2306, grad_norm: 3.9994 2020-08-13 20:17:59,853 - mmaction - INFO - Epoch [67][680/940] lr: 4.000e-03, eta: 8:16:34, time: 0.993, data_time: 0.008, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8730, loss_cls: 1.2552, loss: 1.2552, grad_norm: 3.9859 2020-08-13 20:18:20,830 - mmaction - INFO - Epoch [67][700/940] lr: 4.000e-03, eta: 8:16:16, time: 1.047, data_time: 0.010, memory: 6440, top1_acc: 0.6906, top5_acc: 0.8707, loss_cls: 1.2834, loss: 1.2834, grad_norm: 4.1006 2020-08-13 20:18:38,993 - mmaction - INFO - Epoch [67][720/940] lr: 4.000e-03, eta: 8:15:57, time: 0.912, data_time: 0.009, memory: 6440, top1_acc: 0.7053, top5_acc: 0.8783, loss_cls: 1.2147, loss: 1.2147, grad_norm: 3.9782 2020-08-13 20:18:58,558 - mmaction - INFO - Epoch [67][740/940] lr: 4.000e-03, eta: 8:15:38, time: 0.981, data_time: 0.009, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8715, loss_cls: 1.2252, loss: 1.2252, grad_norm: 3.8960 2020-08-13 20:19:20,084 - mmaction - INFO - Epoch [67][760/940] lr: 4.000e-03, eta: 8:15:20, time: 1.074, data_time: 0.008, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2365, loss: 1.2365, grad_norm: 3.9082 2020-08-13 20:19:40,463 - mmaction - INFO - Epoch [67][780/940] lr: 4.000e-03, eta: 8:15:02, time: 1.021, data_time: 0.005, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8682, loss_cls: 1.2508, loss: 1.2508, grad_norm: 3.9372 2020-08-13 20:19:59,893 - mmaction - INFO - Epoch [67][800/940] lr: 4.000e-03, eta: 8:14:43, time: 0.970, data_time: 0.006, memory: 6440, top1_acc: 0.6973, top5_acc: 0.8727, loss_cls: 1.2628, loss: 1.2628, grad_norm: 3.9532 2020-08-13 20:20:21,031 - mmaction - INFO - Epoch [67][820/940] lr: 4.000e-03, eta: 8:14:25, time: 1.059, data_time: 0.006, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8766, loss_cls: 1.2224, loss: 1.2224, grad_norm: 3.9448 2020-08-13 20:20:42,319 - mmaction - INFO - Epoch [67][840/940] lr: 4.000e-03, eta: 8:14:07, time: 1.063, data_time: 0.005, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8779, loss_cls: 1.2169, loss: 1.2169, grad_norm: 3.9445 2020-08-13 20:21:01,641 - mmaction - INFO - Epoch [67][860/940] lr: 4.000e-03, eta: 8:13:48, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.6875, top5_acc: 0.8730, loss_cls: 1.2597, loss: 1.2597, grad_norm: 4.0587 2020-08-13 20:21:19,190 - mmaction - INFO - Epoch [67][880/940] lr: 4.000e-03, eta: 8:13:28, time: 0.881, data_time: 0.010, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8787, loss_cls: 1.2422, loss: 1.2422, grad_norm: 4.0450 2020-08-13 20:21:40,577 - mmaction - INFO - Epoch [67][900/940] lr: 4.000e-03, eta: 8:13:10, time: 1.068, data_time: 0.004, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8789, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.9904 2020-08-13 20:21:57,948 - mmaction - INFO - Epoch [67][920/940] lr: 4.000e-03, eta: 8:12:50, time: 0.868, data_time: 0.008, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8760, loss_cls: 1.2505, loss: 1.2505, grad_norm: 3.9800 2020-08-13 20:22:15,946 - mmaction - INFO - Epoch [67][940/940] lr: 4.000e-03, eta: 8:12:31, time: 0.902, data_time: 0.006, memory: 6440, top1_acc: 0.6960, top5_acc: 0.8746, loss_cls: 1.2587, loss: 1.2587, grad_norm: 4.0366 2020-08-13 20:22:16,195 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-08-13 20:22:39,879 - mmaction - INFO - Epoch [68][20/940] lr: 4.000e-03, eta: 8:12:14, time: 1.156, data_time: 0.405, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8686, loss_cls: 1.2519, loss: 1.2519, grad_norm: 3.9393 2020-08-13 20:23:00,632 - mmaction - INFO - Epoch [68][40/940] lr: 4.000e-03, eta: 8:11:56, time: 1.039, data_time: 0.005, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8791, loss_cls: 1.2021, loss: 1.2021, grad_norm: 3.9376 2020-08-13 20:23:18,213 - mmaction - INFO - Epoch [68][60/940] lr: 4.000e-03, eta: 8:11:36, time: 0.879, data_time: 0.002, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8828, loss_cls: 1.2199, loss: 1.2199, grad_norm: 3.9561 2020-08-13 20:23:36,744 - mmaction - INFO - Epoch [68][80/940] lr: 4.000e-03, eta: 8:11:16, time: 0.923, data_time: 0.005, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8791, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.9420 2020-08-13 20:23:54,697 - mmaction - INFO - Epoch [68][100/940] lr: 4.000e-03, eta: 8:10:57, time: 0.901, data_time: 0.009, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8838, loss_cls: 1.1942, loss: 1.1942, grad_norm: 3.9720 2020-08-13 20:24:13,805 - mmaction - INFO - Epoch [68][120/940] lr: 4.000e-03, eta: 8:10:38, time: 0.953, data_time: 0.006, memory: 6440, top1_acc: 0.6910, top5_acc: 0.8748, loss_cls: 1.2539, loss: 1.2539, grad_norm: 4.0633 2020-08-13 20:24:32,203 - mmaction - INFO - Epoch [68][140/940] lr: 4.000e-03, eta: 8:10:18, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8766, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.0106 2020-08-13 20:24:50,960 - mmaction - INFO - Epoch [68][160/940] lr: 4.000e-03, eta: 8:09:59, time: 0.939, data_time: 0.010, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8723, loss_cls: 1.2292, loss: 1.2292, grad_norm: 4.0359 2020-08-13 20:25:09,780 - mmaction - INFO - Epoch [68][180/940] lr: 4.000e-03, eta: 8:09:40, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.7076, top5_acc: 0.8830, loss_cls: 1.1928, loss: 1.1928, grad_norm: 3.9480 2020-08-13 20:25:28,126 - mmaction - INFO - Epoch [68][200/940] lr: 4.000e-03, eta: 8:09:21, time: 0.920, data_time: 0.005, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8717, loss_cls: 1.2147, loss: 1.2147, grad_norm: 3.9353 2020-08-13 20:25:47,492 - mmaction - INFO - Epoch [68][220/940] lr: 4.000e-03, eta: 8:09:02, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.7057, top5_acc: 0.8775, loss_cls: 1.2059, loss: 1.2059, grad_norm: 3.9106 2020-08-13 20:26:06,026 - mmaction - INFO - Epoch [68][240/940] lr: 4.000e-03, eta: 8:08:43, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.7033, top5_acc: 0.8824, loss_cls: 1.1923, loss: 1.1923, grad_norm: 3.9653 2020-08-13 20:26:25,187 - mmaction - INFO - Epoch [68][260/940] lr: 4.000e-03, eta: 8:08:24, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8748, loss_cls: 1.2285, loss: 1.2285, grad_norm: 4.0856 2020-08-13 20:26:43,956 - mmaction - INFO - Epoch [68][280/940] lr: 4.000e-03, eta: 8:08:04, time: 0.936, data_time: 0.005, memory: 6440, top1_acc: 0.7037, top5_acc: 0.8820, loss_cls: 1.1916, loss: 1.1916, grad_norm: 3.9656 2020-08-13 20:27:05,874 - mmaction - INFO - Epoch [68][300/940] lr: 4.000e-03, eta: 8:07:47, time: 1.098, data_time: 0.009, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8791, loss_cls: 1.2135, loss: 1.2135, grad_norm: 3.9741 2020-08-13 20:27:25,233 - mmaction - INFO - Epoch [68][320/940] lr: 4.000e-03, eta: 8:07:28, time: 0.969, data_time: 0.008, memory: 6440, top1_acc: 0.7078, top5_acc: 0.8877, loss_cls: 1.1662, loss: 1.1662, grad_norm: 3.9840 2020-08-13 20:27:43,623 - mmaction - INFO - Epoch [68][340/940] lr: 4.000e-03, eta: 8:07:08, time: 0.916, data_time: 0.009, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8775, loss_cls: 1.2394, loss: 1.2394, grad_norm: 4.0606 2020-08-13 20:28:02,375 - mmaction - INFO - Epoch [68][360/940] lr: 4.000e-03, eta: 8:06:49, time: 0.939, data_time: 0.007, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8760, loss_cls: 1.2318, loss: 1.2318, grad_norm: 4.0350 2020-08-13 20:28:22,699 - mmaction - INFO - Epoch [68][380/940] lr: 4.000e-03, eta: 8:06:31, time: 1.015, data_time: 0.007, memory: 6440, top1_acc: 0.6908, top5_acc: 0.8801, loss_cls: 1.1996, loss: 1.1996, grad_norm: 4.0600 2020-08-13 20:28:42,304 - mmaction - INFO - Epoch [68][400/940] lr: 4.000e-03, eta: 8:06:12, time: 0.984, data_time: 0.008, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8828, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.0292 2020-08-13 20:29:02,201 - mmaction - INFO - Epoch [68][420/940] lr: 4.000e-03, eta: 8:05:53, time: 0.989, data_time: 0.005, memory: 6440, top1_acc: 0.6863, top5_acc: 0.8719, loss_cls: 1.2735, loss: 1.2735, grad_norm: 4.0844 2020-08-13 20:29:21,767 - mmaction - INFO - Epoch [68][440/940] lr: 4.000e-03, eta: 8:05:35, time: 0.983, data_time: 0.007, memory: 6440, top1_acc: 0.6979, top5_acc: 0.8795, loss_cls: 1.2254, loss: 1.2254, grad_norm: 3.9883 2020-08-13 20:29:41,710 - mmaction - INFO - Epoch [68][460/940] lr: 4.000e-03, eta: 8:05:16, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.6896, top5_acc: 0.8719, loss_cls: 1.2877, loss: 1.2877, grad_norm: 4.0896 2020-08-13 20:30:01,452 - mmaction - INFO - Epoch [68][480/940] lr: 4.000e-03, eta: 8:04:57, time: 0.985, data_time: 0.002, memory: 6440, top1_acc: 0.6979, top5_acc: 0.8777, loss_cls: 1.2062, loss: 1.2062, grad_norm: 3.9945 2020-08-13 20:30:20,710 - mmaction - INFO - Epoch [68][500/940] lr: 4.000e-03, eta: 8:04:38, time: 0.961, data_time: 0.006, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8715, loss_cls: 1.2401, loss: 1.2401, grad_norm: 3.9780 2020-08-13 20:30:40,928 - mmaction - INFO - Epoch [68][520/940] lr: 4.000e-03, eta: 8:04:20, time: 1.014, data_time: 0.007, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8809, loss_cls: 1.2065, loss: 1.2065, grad_norm: 3.9757 2020-08-13 20:30:59,644 - mmaction - INFO - Epoch [68][540/940] lr: 4.000e-03, eta: 8:04:00, time: 0.936, data_time: 0.005, memory: 6440, top1_acc: 0.6977, top5_acc: 0.8818, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.0561 2020-08-13 20:31:20,272 - mmaction - INFO - Epoch [68][560/940] lr: 4.000e-03, eta: 8:03:42, time: 1.032, data_time: 0.005, memory: 6440, top1_acc: 0.7055, top5_acc: 0.8762, loss_cls: 1.2211, loss: 1.2211, grad_norm: 3.9937 2020-08-13 20:31:39,349 - mmaction - INFO - Epoch [68][580/940] lr: 4.000e-03, eta: 8:03:23, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.6971, top5_acc: 0.8773, loss_cls: 1.2465, loss: 1.2465, grad_norm: 4.0458 2020-08-13 20:31:57,741 - mmaction - INFO - Epoch [68][600/940] lr: 4.000e-03, eta: 8:03:04, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.6834, top5_acc: 0.8762, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.1155 2020-08-13 20:32:18,254 - mmaction - INFO - Epoch [68][620/940] lr: 4.000e-03, eta: 8:02:45, time: 1.023, data_time: 0.006, memory: 6440, top1_acc: 0.6922, top5_acc: 0.8789, loss_cls: 1.2202, loss: 1.2202, grad_norm: 4.0564 2020-08-13 20:32:37,109 - mmaction - INFO - Epoch [68][640/940] lr: 4.000e-03, eta: 8:02:26, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.6908, top5_acc: 0.8734, loss_cls: 1.2508, loss: 1.2508, grad_norm: 4.2050 2020-08-13 20:32:56,773 - mmaction - INFO - Epoch [68][660/940] lr: 4.000e-03, eta: 8:02:07, time: 0.981, data_time: 0.005, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8742, loss_cls: 1.2354, loss: 1.2354, grad_norm: 4.1061 2020-08-13 20:33:17,056 - mmaction - INFO - Epoch [68][680/940] lr: 4.000e-03, eta: 8:01:49, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8777, loss_cls: 1.2176, loss: 1.2176, grad_norm: 4.0385 2020-08-13 20:33:37,346 - mmaction - INFO - Epoch [68][700/940] lr: 4.000e-03, eta: 8:01:31, time: 1.015, data_time: 0.010, memory: 6440, top1_acc: 0.6939, top5_acc: 0.8703, loss_cls: 1.2322, loss: 1.2322, grad_norm: 4.0293 2020-08-13 20:33:55,381 - mmaction - INFO - Epoch [68][720/940] lr: 4.000e-03, eta: 8:01:11, time: 0.903, data_time: 0.005, memory: 6440, top1_acc: 0.6930, top5_acc: 0.8676, loss_cls: 1.2617, loss: 1.2617, grad_norm: 3.9705 2020-08-13 20:34:14,898 - mmaction - INFO - Epoch [68][740/940] lr: 4.000e-03, eta: 8:00:52, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8785, loss_cls: 1.2265, loss: 1.2265, grad_norm: 3.9738 2020-08-13 20:34:34,990 - mmaction - INFO - Epoch [68][760/940] lr: 4.000e-03, eta: 8:00:34, time: 1.005, data_time: 0.004, memory: 6440, top1_acc: 0.6928, top5_acc: 0.8795, loss_cls: 1.2423, loss: 1.2423, grad_norm: 4.0525 2020-08-13 20:34:55,888 - mmaction - INFO - Epoch [68][780/940] lr: 4.000e-03, eta: 8:00:15, time: 1.042, data_time: 0.004, memory: 6440, top1_acc: 0.7014, top5_acc: 0.8779, loss_cls: 1.2162, loss: 1.2162, grad_norm: 4.1121 2020-08-13 20:35:14,909 - mmaction - INFO - Epoch [68][800/940] lr: 4.000e-03, eta: 7:59:56, time: 0.952, data_time: 0.008, memory: 6440, top1_acc: 0.7014, top5_acc: 0.8807, loss_cls: 1.2146, loss: 1.2146, grad_norm: 3.9429 2020-08-13 20:35:34,917 - mmaction - INFO - Epoch [68][820/940] lr: 4.000e-03, eta: 7:59:38, time: 1.000, data_time: 0.007, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8717, loss_cls: 1.2578, loss: 1.2578, grad_norm: 4.0901 2020-08-13 20:35:53,258 - mmaction - INFO - Epoch [68][840/940] lr: 4.000e-03, eta: 7:59:18, time: 0.919, data_time: 0.006, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8727, loss_cls: 1.2422, loss: 1.2422, grad_norm: 4.0406 2020-08-13 20:36:13,298 - mmaction - INFO - Epoch [68][860/940] lr: 4.000e-03, eta: 7:59:00, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.7002, top5_acc: 0.8719, loss_cls: 1.2275, loss: 1.2275, grad_norm: 3.9527 2020-08-13 20:36:31,354 - mmaction - INFO - Epoch [68][880/940] lr: 4.000e-03, eta: 7:58:40, time: 0.903, data_time: 0.005, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8779, loss_cls: 1.2229, loss: 1.2229, grad_norm: 3.9831 2020-08-13 20:36:52,315 - mmaction - INFO - Epoch [68][900/940] lr: 4.000e-03, eta: 7:58:22, time: 1.048, data_time: 0.007, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8795, loss_cls: 1.2237, loss: 1.2237, grad_norm: 4.0318 2020-08-13 20:37:10,958 - mmaction - INFO - Epoch [68][920/940] lr: 4.000e-03, eta: 7:58:03, time: 0.929, data_time: 0.009, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8777, loss_cls: 1.2368, loss: 1.2368, grad_norm: 4.0532 2020-08-13 20:37:30,535 - mmaction - INFO - Epoch [68][940/940] lr: 4.000e-03, eta: 7:57:44, time: 0.984, data_time: 0.009, memory: 6440, top1_acc: 0.7052, top5_acc: 0.8711, loss_cls: 1.2501, loss: 1.2501, grad_norm: 3.9982 2020-08-13 20:37:30,824 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-08-13 20:37:55,799 - mmaction - INFO - Epoch [69][20/940] lr: 4.000e-03, eta: 7:57:27, time: 1.220, data_time: 0.418, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8832, loss_cls: 1.2034, loss: 1.2034, grad_norm: 4.0104 2020-08-13 20:38:13,917 - mmaction - INFO - Epoch [69][40/940] lr: 4.000e-03, eta: 7:57:08, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8779, loss_cls: 1.2070, loss: 1.2070, grad_norm: 4.0197 2020-08-13 20:38:33,229 - mmaction - INFO - Epoch [69][60/940] lr: 4.000e-03, eta: 7:56:49, time: 0.960, data_time: 0.009, memory: 6440, top1_acc: 0.6949, top5_acc: 0.8793, loss_cls: 1.2035, loss: 1.2035, grad_norm: 4.0601 2020-08-13 20:38:52,301 - mmaction - INFO - Epoch [69][80/940] lr: 4.000e-03, eta: 7:56:30, time: 0.959, data_time: 0.008, memory: 6440, top1_acc: 0.6959, top5_acc: 0.8799, loss_cls: 1.2295, loss: 1.2295, grad_norm: 4.0870 2020-08-13 20:39:11,068 - mmaction - INFO - Epoch [69][100/940] lr: 4.000e-03, eta: 7:56:11, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.7070, top5_acc: 0.8848, loss_cls: 1.1844, loss: 1.1844, grad_norm: 3.9885 2020-08-13 20:39:30,522 - mmaction - INFO - Epoch [69][120/940] lr: 4.000e-03, eta: 7:55:52, time: 0.976, data_time: 0.007, memory: 6440, top1_acc: 0.7100, top5_acc: 0.8855, loss_cls: 1.1798, loss: 1.1798, grad_norm: 4.0513 2020-08-13 20:39:49,506 - mmaction - INFO - Epoch [69][140/940] lr: 4.000e-03, eta: 7:55:33, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8795, loss_cls: 1.1808, loss: 1.1808, grad_norm: 3.9481 2020-08-13 20:40:10,945 - mmaction - INFO - Epoch [69][160/940] lr: 4.000e-03, eta: 7:55:15, time: 1.076, data_time: 0.008, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8814, loss_cls: 1.1742, loss: 1.1742, grad_norm: 3.9419 2020-08-13 20:40:30,079 - mmaction - INFO - Epoch [69][180/940] lr: 4.000e-03, eta: 7:54:56, time: 0.957, data_time: 0.002, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8748, loss_cls: 1.2216, loss: 1.2216, grad_norm: 4.0645 2020-08-13 20:40:48,470 - mmaction - INFO - Epoch [69][200/940] lr: 4.000e-03, eta: 7:54:36, time: 0.915, data_time: 0.004, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8828, loss_cls: 1.1790, loss: 1.1790, grad_norm: 3.9845 2020-08-13 20:41:09,145 - mmaction - INFO - Epoch [69][220/940] lr: 4.000e-03, eta: 7:54:18, time: 1.039, data_time: 0.008, memory: 6440, top1_acc: 0.7072, top5_acc: 0.8826, loss_cls: 1.1850, loss: 1.1850, grad_norm: 4.0366 2020-08-13 20:41:28,516 - mmaction - INFO - Epoch [69][240/940] lr: 4.000e-03, eta: 7:53:59, time: 0.967, data_time: 0.009, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8777, loss_cls: 1.2052, loss: 1.2052, grad_norm: 4.0849 2020-08-13 20:41:48,242 - mmaction - INFO - Epoch [69][260/940] lr: 4.000e-03, eta: 7:53:40, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8783, loss_cls: 1.1989, loss: 1.1989, grad_norm: 3.9907 2020-08-13 20:42:07,225 - mmaction - INFO - Epoch [69][280/940] lr: 4.000e-03, eta: 7:53:21, time: 0.952, data_time: 0.006, memory: 6440, top1_acc: 0.7055, top5_acc: 0.8814, loss_cls: 1.2139, loss: 1.2139, grad_norm: 4.1063 2020-08-13 20:42:27,974 - mmaction - INFO - Epoch [69][300/940] lr: 4.000e-03, eta: 7:53:03, time: 1.037, data_time: 0.007, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8699, loss_cls: 1.2414, loss: 1.2414, grad_norm: 4.0747 2020-08-13 20:42:47,476 - mmaction - INFO - Epoch [69][320/940] lr: 4.000e-03, eta: 7:52:44, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8844, loss_cls: 1.1906, loss: 1.1906, grad_norm: 3.9981 2020-08-13 20:43:06,337 - mmaction - INFO - Epoch [69][340/940] lr: 4.000e-03, eta: 7:52:25, time: 0.948, data_time: 0.011, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8680, loss_cls: 1.2713, loss: 1.2713, grad_norm: 4.1140 2020-08-13 20:43:26,082 - mmaction - INFO - Epoch [69][360/940] lr: 4.000e-03, eta: 7:52:06, time: 0.987, data_time: 0.002, memory: 6440, top1_acc: 0.7111, top5_acc: 0.8812, loss_cls: 1.1935, loss: 1.1935, grad_norm: 3.9895 2020-08-13 20:43:46,565 - mmaction - INFO - Epoch [69][380/940] lr: 4.000e-03, eta: 7:51:48, time: 1.020, data_time: 0.005, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8768, loss_cls: 1.2248, loss: 1.2248, grad_norm: 4.0292 2020-08-13 20:44:05,475 - mmaction - INFO - Epoch [69][400/940] lr: 4.000e-03, eta: 7:51:29, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.6900, top5_acc: 0.8736, loss_cls: 1.2520, loss: 1.2520, grad_norm: 4.0496 2020-08-13 20:44:27,800 - mmaction - INFO - Epoch [69][420/940] lr: 4.000e-03, eta: 7:51:11, time: 1.116, data_time: 0.007, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8730, loss_cls: 1.2265, loss: 1.2265, grad_norm: 3.9921 2020-08-13 20:44:45,042 - mmaction - INFO - Epoch [69][440/940] lr: 4.000e-03, eta: 7:50:51, time: 0.862, data_time: 0.005, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8770, loss_cls: 1.2224, loss: 1.2224, grad_norm: 4.0390 2020-08-13 20:45:05,951 - mmaction - INFO - Epoch [69][460/940] lr: 4.000e-03, eta: 7:50:33, time: 1.046, data_time: 0.006, memory: 6440, top1_acc: 0.7029, top5_acc: 0.8895, loss_cls: 1.1761, loss: 1.1761, grad_norm: 4.0014 2020-08-13 20:45:26,204 - mmaction - INFO - Epoch [69][480/940] lr: 4.000e-03, eta: 7:50:15, time: 1.013, data_time: 0.002, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8814, loss_cls: 1.2215, loss: 1.2215, grad_norm: 4.1065 2020-08-13 20:45:45,604 - mmaction - INFO - Epoch [69][500/940] lr: 4.000e-03, eta: 7:49:56, time: 0.967, data_time: 0.006, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8783, loss_cls: 1.2152, loss: 1.2152, grad_norm: 4.0160 2020-08-13 20:46:05,512 - mmaction - INFO - Epoch [69][520/940] lr: 4.000e-03, eta: 7:49:37, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8762, loss_cls: 1.2336, loss: 1.2336, grad_norm: 4.1074 2020-08-13 20:46:25,115 - mmaction - INFO - Epoch [69][540/940] lr: 4.000e-03, eta: 7:49:18, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8744, loss_cls: 1.2100, loss: 1.2100, grad_norm: 3.9065 2020-08-13 20:46:44,563 - mmaction - INFO - Epoch [69][560/940] lr: 4.000e-03, eta: 7:48:59, time: 0.975, data_time: 0.007, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8695, loss_cls: 1.2459, loss: 1.2459, grad_norm: 4.0682 2020-08-13 20:47:03,509 - mmaction - INFO - Epoch [69][580/940] lr: 4.000e-03, eta: 7:48:40, time: 0.945, data_time: 0.006, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8768, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.0458 2020-08-13 20:47:24,002 - mmaction - INFO - Epoch [69][600/940] lr: 4.000e-03, eta: 7:48:22, time: 1.027, data_time: 0.004, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8736, loss_cls: 1.2506, loss: 1.2506, grad_norm: 4.0727 2020-08-13 20:47:42,037 - mmaction - INFO - Epoch [69][620/940] lr: 4.000e-03, eta: 7:48:02, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8773, loss_cls: 1.2273, loss: 1.2273, grad_norm: 4.0583 2020-08-13 20:48:02,461 - mmaction - INFO - Epoch [69][640/940] lr: 4.000e-03, eta: 7:47:44, time: 1.026, data_time: 0.008, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8787, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.0630 2020-08-13 20:48:22,621 - mmaction - INFO - Epoch [69][660/940] lr: 4.000e-03, eta: 7:47:25, time: 1.004, data_time: 0.005, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8742, loss_cls: 1.2347, loss: 1.2347, grad_norm: 4.0723 2020-08-13 20:48:42,901 - mmaction - INFO - Epoch [69][680/940] lr: 4.000e-03, eta: 7:47:07, time: 1.017, data_time: 0.008, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8734, loss_cls: 1.2430, loss: 1.2430, grad_norm: 4.1164 2020-08-13 20:49:01,333 - mmaction - INFO - Epoch [69][700/940] lr: 4.000e-03, eta: 7:46:47, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8764, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.1381 2020-08-13 20:49:21,019 - mmaction - INFO - Epoch [69][720/940] lr: 4.000e-03, eta: 7:46:29, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8742, loss_cls: 1.2212, loss: 1.2212, grad_norm: 4.0766 2020-08-13 20:49:39,888 - mmaction - INFO - Epoch [69][740/940] lr: 4.000e-03, eta: 7:46:09, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.6879, top5_acc: 0.8756, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.0976 2020-08-13 20:49:59,965 - mmaction - INFO - Epoch [69][760/940] lr: 4.000e-03, eta: 7:45:51, time: 1.007, data_time: 0.007, memory: 6440, top1_acc: 0.6887, top5_acc: 0.8695, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.1045 2020-08-13 20:50:19,631 - mmaction - INFO - Epoch [69][780/940] lr: 4.000e-03, eta: 7:45:32, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.6926, top5_acc: 0.8697, loss_cls: 1.2440, loss: 1.2440, grad_norm: 4.0583 2020-08-13 20:50:38,521 - mmaction - INFO - Epoch [69][800/940] lr: 4.000e-03, eta: 7:45:13, time: 0.945, data_time: 0.007, memory: 6440, top1_acc: 0.6873, top5_acc: 0.8748, loss_cls: 1.2565, loss: 1.2565, grad_norm: 4.1561 2020-08-13 20:50:58,338 - mmaction - INFO - Epoch [69][820/940] lr: 4.000e-03, eta: 7:44:54, time: 0.991, data_time: 0.008, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8770, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.0783 2020-08-13 20:51:16,375 - mmaction - INFO - Epoch [69][840/940] lr: 4.000e-03, eta: 7:44:35, time: 0.904, data_time: 0.009, memory: 6440, top1_acc: 0.7025, top5_acc: 0.8811, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.0218 2020-08-13 20:51:36,371 - mmaction - INFO - Epoch [69][860/940] lr: 4.000e-03, eta: 7:44:16, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8721, loss_cls: 1.2469, loss: 1.2469, grad_norm: 4.0809 2020-08-13 20:51:55,678 - mmaction - INFO - Epoch [69][880/940] lr: 4.000e-03, eta: 7:43:57, time: 0.967, data_time: 0.005, memory: 6440, top1_acc: 0.6957, top5_acc: 0.8797, loss_cls: 1.2421, loss: 1.2421, grad_norm: 4.0384 2020-08-13 20:52:16,491 - mmaction - INFO - Epoch [69][900/940] lr: 4.000e-03, eta: 7:43:39, time: 1.036, data_time: 0.005, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8762, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.0006 2020-08-13 20:52:35,714 - mmaction - INFO - Epoch [69][920/940] lr: 4.000e-03, eta: 7:43:20, time: 0.965, data_time: 0.008, memory: 6440, top1_acc: 0.7221, top5_acc: 0.8859, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.0043 2020-08-13 20:52:53,044 - mmaction - INFO - Epoch [69][940/940] lr: 4.000e-03, eta: 7:43:00, time: 0.864, data_time: 0.007, memory: 6440, top1_acc: 0.6857, top5_acc: 0.8720, loss_cls: 1.2713, loss: 1.2713, grad_norm: 4.2483 2020-08-13 20:52:53,329 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-08-13 20:53:19,830 - mmaction - INFO - Epoch [70][20/940] lr: 4.000e-03, eta: 7:42:44, time: 1.299, data_time: 0.426, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8746, loss_cls: 1.2462, loss: 1.2462, grad_norm: 4.0969 2020-08-13 20:53:36,414 - mmaction - INFO - Epoch [70][40/940] lr: 4.000e-03, eta: 7:42:24, time: 0.829, data_time: 0.002, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8783, loss_cls: 1.2325, loss: 1.2325, grad_norm: 4.1147 2020-08-13 20:53:54,793 - mmaction - INFO - Epoch [70][60/940] lr: 4.000e-03, eta: 7:42:04, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8854, loss_cls: 1.1835, loss: 1.1835, grad_norm: 4.0866 2020-08-13 20:54:16,248 - mmaction - INFO - Epoch [70][80/940] lr: 4.000e-03, eta: 7:41:46, time: 1.074, data_time: 0.007, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8775, loss_cls: 1.2010, loss: 1.2010, grad_norm: 4.0785 2020-08-13 20:54:34,852 - mmaction - INFO - Epoch [70][100/940] lr: 4.000e-03, eta: 7:41:27, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.7008, top5_acc: 0.8775, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.0306 2020-08-13 20:54:53,361 - mmaction - INFO - Epoch [70][120/940] lr: 4.000e-03, eta: 7:41:08, time: 0.927, data_time: 0.008, memory: 6440, top1_acc: 0.7029, top5_acc: 0.8787, loss_cls: 1.2193, loss: 1.2193, grad_norm: 4.0493 2020-08-13 20:55:13,510 - mmaction - INFO - Epoch [70][140/940] lr: 4.000e-03, eta: 7:40:49, time: 1.008, data_time: 0.009, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8717, loss_cls: 1.2640, loss: 1.2640, grad_norm: 4.1414 2020-08-13 20:55:32,275 - mmaction - INFO - Epoch [70][160/940] lr: 4.000e-03, eta: 7:40:30, time: 0.940, data_time: 0.008, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8781, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.0612 2020-08-13 20:55:53,011 - mmaction - INFO - Epoch [70][180/940] lr: 4.000e-03, eta: 7:40:12, time: 1.033, data_time: 0.004, memory: 6440, top1_acc: 0.6953, top5_acc: 0.8773, loss_cls: 1.2238, loss: 1.2238, grad_norm: 4.1394 2020-08-13 20:56:11,390 - mmaction - INFO - Epoch [70][200/940] lr: 4.000e-03, eta: 7:39:52, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8848, loss_cls: 1.1798, loss: 1.1798, grad_norm: 4.0683 2020-08-13 20:56:30,620 - mmaction - INFO - Epoch [70][220/940] lr: 4.000e-03, eta: 7:39:33, time: 0.959, data_time: 0.005, memory: 6440, top1_acc: 0.6951, top5_acc: 0.8738, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.0739 2020-08-13 20:56:49,584 - mmaction - INFO - Epoch [70][240/940] lr: 4.000e-03, eta: 7:39:14, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.7164, top5_acc: 0.8828, loss_cls: 1.1562, loss: 1.1562, grad_norm: 3.9024 2020-08-13 20:57:08,986 - mmaction - INFO - Epoch [70][260/940] lr: 4.000e-03, eta: 7:38:55, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.7131, top5_acc: 0.8781, loss_cls: 1.2066, loss: 1.2066, grad_norm: 4.0162 2020-08-13 20:57:28,472 - mmaction - INFO - Epoch [70][280/940] lr: 4.000e-03, eta: 7:38:36, time: 0.969, data_time: 0.005, memory: 6440, top1_acc: 0.6871, top5_acc: 0.8707, loss_cls: 1.2669, loss: 1.2669, grad_norm: 4.1946 2020-08-13 20:57:48,267 - mmaction - INFO - Epoch [70][300/940] lr: 4.000e-03, eta: 7:38:18, time: 0.995, data_time: 0.007, memory: 6440, top1_acc: 0.6930, top5_acc: 0.8744, loss_cls: 1.2537, loss: 1.2537, grad_norm: 4.1124 2020-08-13 20:58:07,001 - mmaction - INFO - Epoch [70][320/940] lr: 4.000e-03, eta: 7:37:58, time: 0.930, data_time: 0.004, memory: 6440, top1_acc: 0.7135, top5_acc: 0.8855, loss_cls: 1.1571, loss: 1.1571, grad_norm: 4.0773 2020-08-13 20:58:27,058 - mmaction - INFO - Epoch [70][340/940] lr: 4.000e-03, eta: 7:37:40, time: 1.009, data_time: 0.009, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8791, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.1016 2020-08-13 20:58:45,699 - mmaction - INFO - Epoch [70][360/940] lr: 4.000e-03, eta: 7:37:20, time: 0.931, data_time: 0.006, memory: 6440, top1_acc: 0.7084, top5_acc: 0.8742, loss_cls: 1.2143, loss: 1.2143, grad_norm: 4.0899 2020-08-13 20:59:05,949 - mmaction - INFO - Epoch [70][380/940] lr: 4.000e-03, eta: 7:37:02, time: 1.014, data_time: 0.005, memory: 6440, top1_acc: 0.7027, top5_acc: 0.8805, loss_cls: 1.2099, loss: 1.2099, grad_norm: 4.0240 2020-08-13 20:59:24,447 - mmaction - INFO - Epoch [70][400/940] lr: 4.000e-03, eta: 7:36:43, time: 0.923, data_time: 0.009, memory: 6440, top1_acc: 0.7133, top5_acc: 0.8875, loss_cls: 1.1601, loss: 1.1601, grad_norm: 3.9303 2020-08-13 20:59:43,321 - mmaction - INFO - Epoch [70][420/940] lr: 4.000e-03, eta: 7:36:23, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.6979, top5_acc: 0.8793, loss_cls: 1.2255, loss: 1.2255, grad_norm: 4.1246 2020-08-13 21:00:10,360 - mmaction - INFO - Epoch [70][440/940] lr: 4.000e-03, eta: 7:36:08, time: 1.316, data_time: 0.007, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8680, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.1254 2020-08-13 21:00:28,211 - mmaction - INFO - Epoch [70][460/940] lr: 4.000e-03, eta: 7:35:48, time: 0.928, data_time: 0.059, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8721, loss_cls: 1.2305, loss: 1.2305, grad_norm: 4.0266 2020-08-13 21:00:47,956 - mmaction - INFO - Epoch [70][480/940] lr: 4.000e-03, eta: 7:35:29, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.7037, top5_acc: 0.8842, loss_cls: 1.2014, loss: 1.2014, grad_norm: 4.0965 2020-08-13 21:01:07,563 - mmaction - INFO - Epoch [70][500/940] lr: 4.000e-03, eta: 7:35:11, time: 0.982, data_time: 0.006, memory: 6440, top1_acc: 0.6896, top5_acc: 0.8713, loss_cls: 1.2537, loss: 1.2537, grad_norm: 4.0596 2020-08-13 21:01:26,742 - mmaction - INFO - Epoch [70][520/940] lr: 4.000e-03, eta: 7:34:52, time: 0.958, data_time: 0.009, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8756, loss_cls: 1.2086, loss: 1.2086, grad_norm: 3.9838 2020-08-13 21:01:45,556 - mmaction - INFO - Epoch [70][540/940] lr: 4.000e-03, eta: 7:34:32, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.7133, top5_acc: 0.8812, loss_cls: 1.1950, loss: 1.1950, grad_norm: 4.0943 2020-08-13 21:02:05,035 - mmaction - INFO - Epoch [70][560/940] lr: 4.000e-03, eta: 7:34:13, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.1557 2020-08-13 21:02:23,688 - mmaction - INFO - Epoch [70][580/940] lr: 4.000e-03, eta: 7:33:54, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8893, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.0314 2020-08-13 21:02:44,378 - mmaction - INFO - Epoch [70][600/940] lr: 4.000e-03, eta: 7:33:36, time: 1.029, data_time: 0.002, memory: 6440, top1_acc: 0.7035, top5_acc: 0.8875, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.1198 2020-08-13 21:03:04,434 - mmaction - INFO - Epoch [70][620/940] lr: 4.000e-03, eta: 7:33:17, time: 1.007, data_time: 0.010, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8801, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.1260 2020-08-13 21:03:24,196 - mmaction - INFO - Epoch [70][640/940] lr: 4.000e-03, eta: 7:32:58, time: 0.988, data_time: 0.003, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8822, loss_cls: 1.2008, loss: 1.2008, grad_norm: 4.1106 2020-08-13 21:03:43,520 - mmaction - INFO - Epoch [70][660/940] lr: 4.000e-03, eta: 7:32:39, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8850, loss_cls: 1.1897, loss: 1.1897, grad_norm: 4.1023 2020-08-13 21:04:01,919 - mmaction - INFO - Epoch [70][680/940] lr: 4.000e-03, eta: 7:32:20, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.6918, top5_acc: 0.8734, loss_cls: 1.2497, loss: 1.2497, grad_norm: 4.1428 2020-08-13 21:04:22,232 - mmaction - INFO - Epoch [70][700/940] lr: 4.000e-03, eta: 7:32:02, time: 1.018, data_time: 0.007, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8836, loss_cls: 1.1965, loss: 1.1965, grad_norm: 4.0404 2020-08-13 21:04:42,519 - mmaction - INFO - Epoch [70][720/940] lr: 4.000e-03, eta: 7:31:43, time: 1.015, data_time: 0.007, memory: 6440, top1_acc: 0.6865, top5_acc: 0.8664, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.1765 2020-08-13 21:05:01,425 - mmaction - INFO - Epoch [70][740/940] lr: 4.000e-03, eta: 7:31:24, time: 0.943, data_time: 0.009, memory: 6440, top1_acc: 0.6943, top5_acc: 0.8748, loss_cls: 1.2379, loss: 1.2379, grad_norm: 4.0921 2020-08-13 21:05:22,102 - mmaction - INFO - Epoch [70][760/940] lr: 4.000e-03, eta: 7:31:06, time: 1.036, data_time: 0.005, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8846, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.0745 2020-08-13 21:05:42,927 - mmaction - INFO - Epoch [70][780/940] lr: 4.000e-03, eta: 7:30:47, time: 1.038, data_time: 0.008, memory: 6440, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.2450, loss: 1.2450, grad_norm: 4.2571 2020-08-13 21:06:00,617 - mmaction - INFO - Epoch [70][800/940] lr: 4.000e-03, eta: 7:30:28, time: 0.887, data_time: 0.007, memory: 6440, top1_acc: 0.7084, top5_acc: 0.8768, loss_cls: 1.1962, loss: 1.1962, grad_norm: 3.9878 2020-08-13 21:06:21,363 - mmaction - INFO - Epoch [70][820/940] lr: 4.000e-03, eta: 7:30:09, time: 1.038, data_time: 0.005, memory: 6440, top1_acc: 0.7016, top5_acc: 0.8758, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.1430 2020-08-13 21:06:40,129 - mmaction - INFO - Epoch [70][840/940] lr: 4.000e-03, eta: 7:29:50, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8787, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.1431 2020-08-13 21:06:59,508 - mmaction - INFO - Epoch [70][860/940] lr: 4.000e-03, eta: 7:29:31, time: 0.973, data_time: 0.009, memory: 6440, top1_acc: 0.7014, top5_acc: 0.8873, loss_cls: 1.1993, loss: 1.1993, grad_norm: 4.2008 2020-08-13 21:07:18,344 - mmaction - INFO - Epoch [70][880/940] lr: 4.000e-03, eta: 7:29:12, time: 0.945, data_time: 0.005, memory: 6440, top1_acc: 0.6994, top5_acc: 0.8754, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.0919 2020-08-13 21:07:37,596 - mmaction - INFO - Epoch [70][900/940] lr: 4.000e-03, eta: 7:28:53, time: 0.958, data_time: 0.006, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8850, loss_cls: 1.1683, loss: 1.1683, grad_norm: 4.0301 2020-08-13 21:07:58,134 - mmaction - INFO - Epoch [70][920/940] lr: 4.000e-03, eta: 7:28:34, time: 1.031, data_time: 0.007, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8814, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.1652 2020-08-13 21:08:18,110 - mmaction - INFO - Epoch [70][940/940] lr: 4.000e-03, eta: 7:28:16, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8768, loss_cls: 1.1944, loss: 1.1944, grad_norm: 3.9971 2020-08-13 21:08:18,811 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-08-13 21:08:46,831 - mmaction - INFO - Epoch [71][20/940] lr: 4.000e-03, eta: 7:28:00, time: 1.355, data_time: 0.597, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8754, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.1784 2020-08-13 21:09:05,049 - mmaction - INFO - Epoch [71][40/940] lr: 4.000e-03, eta: 7:27:41, time: 0.914, data_time: 0.007, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8777, loss_cls: 1.1961, loss: 1.1961, grad_norm: 4.1135 2020-08-13 21:09:23,071 - mmaction - INFO - Epoch [71][60/940] lr: 4.000e-03, eta: 7:27:21, time: 0.901, data_time: 0.004, memory: 6440, top1_acc: 0.7188, top5_acc: 0.8857, loss_cls: 1.1410, loss: 1.1410, grad_norm: 3.9853 2020-08-13 21:09:42,505 - mmaction - INFO - Epoch [71][80/940] lr: 4.000e-03, eta: 7:27:02, time: 0.972, data_time: 0.002, memory: 6440, top1_acc: 0.7137, top5_acc: 0.8832, loss_cls: 1.1678, loss: 1.1678, grad_norm: 4.0475 2020-08-13 21:10:01,973 - mmaction - INFO - Epoch [71][100/940] lr: 4.000e-03, eta: 7:26:43, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8861, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.1315 2020-08-13 21:10:21,538 - mmaction - INFO - Epoch [71][120/940] lr: 4.000e-03, eta: 7:26:24, time: 0.979, data_time: 0.002, memory: 6440, top1_acc: 0.7025, top5_acc: 0.8832, loss_cls: 1.1921, loss: 1.1921, grad_norm: 4.1082 2020-08-13 21:10:40,254 - mmaction - INFO - Epoch [71][140/940] lr: 4.000e-03, eta: 7:26:05, time: 0.932, data_time: 0.005, memory: 6440, top1_acc: 0.7186, top5_acc: 0.8865, loss_cls: 1.1560, loss: 1.1560, grad_norm: 4.0678 2020-08-13 21:11:01,872 - mmaction - INFO - Epoch [71][160/940] lr: 4.000e-03, eta: 7:25:47, time: 1.084, data_time: 0.007, memory: 6440, top1_acc: 0.7107, top5_acc: 0.8834, loss_cls: 1.1712, loss: 1.1712, grad_norm: 4.1140 2020-08-13 21:11:20,989 - mmaction - INFO - Epoch [71][180/940] lr: 4.000e-03, eta: 7:25:28, time: 0.954, data_time: 0.005, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8840, loss_cls: 1.1824, loss: 1.1824, grad_norm: 4.0938 2020-08-13 21:11:41,038 - mmaction - INFO - Epoch [71][200/940] lr: 4.000e-03, eta: 7:25:09, time: 1.004, data_time: 0.006, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8709, loss_cls: 1.2256, loss: 1.2256, grad_norm: 4.1123 2020-08-13 21:12:00,976 - mmaction - INFO - Epoch [71][220/940] lr: 4.000e-03, eta: 7:24:51, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.7107, top5_acc: 0.8828, loss_cls: 1.1754, loss: 1.1754, grad_norm: 4.1241 2020-08-13 21:12:20,455 - mmaction - INFO - Epoch [71][240/940] lr: 4.000e-03, eta: 7:24:32, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.7059, top5_acc: 0.8877, loss_cls: 1.1822, loss: 1.1822, grad_norm: 4.0252 2020-08-13 21:12:40,486 - mmaction - INFO - Epoch [71][260/940] lr: 4.000e-03, eta: 7:24:13, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8832, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.0999 2020-08-13 21:12:59,337 - mmaction - INFO - Epoch [71][280/940] lr: 4.000e-03, eta: 7:23:54, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.6924, top5_acc: 0.8754, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.2655 2020-08-13 21:13:20,188 - mmaction - INFO - Epoch [71][300/940] lr: 4.000e-03, eta: 7:23:36, time: 1.042, data_time: 0.004, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8773, loss_cls: 1.2301, loss: 1.2301, grad_norm: 4.1542 2020-08-13 21:13:40,541 - mmaction - INFO - Epoch [71][320/940] lr: 4.000e-03, eta: 7:23:17, time: 1.018, data_time: 0.009, memory: 6440, top1_acc: 0.6922, top5_acc: 0.8768, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.1496 2020-08-13 21:13:59,914 - mmaction - INFO - Epoch [71][340/940] lr: 4.000e-03, eta: 7:22:58, time: 0.970, data_time: 0.009, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8818, loss_cls: 1.2005, loss: 1.2005, grad_norm: 4.1356 2020-08-13 21:14:18,292 - mmaction - INFO - Epoch [71][360/940] lr: 4.000e-03, eta: 7:22:39, time: 0.914, data_time: 0.004, memory: 6440, top1_acc: 0.7000, top5_acc: 0.8771, loss_cls: 1.2150, loss: 1.2150, grad_norm: 4.1382 2020-08-13 21:14:37,949 - mmaction - INFO - Epoch [71][380/940] lr: 4.000e-03, eta: 7:22:20, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8885, loss_cls: 1.1567, loss: 1.1567, grad_norm: 4.0632 2020-08-13 21:14:57,195 - mmaction - INFO - Epoch [71][400/940] lr: 4.000e-03, eta: 7:22:01, time: 0.961, data_time: 0.009, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8764, loss_cls: 1.2476, loss: 1.2476, grad_norm: 4.1763 2020-08-13 21:15:16,070 - mmaction - INFO - Epoch [71][420/940] lr: 4.000e-03, eta: 7:21:42, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.7002, top5_acc: 0.8730, loss_cls: 1.2170, loss: 1.2170, grad_norm: 4.1778 2020-08-13 21:15:35,620 - mmaction - INFO - Epoch [71][440/940] lr: 4.000e-03, eta: 7:21:23, time: 0.976, data_time: 0.005, memory: 6440, top1_acc: 0.6934, top5_acc: 0.8785, loss_cls: 1.2427, loss: 1.2427, grad_norm: 4.1984 2020-08-13 21:15:53,568 - mmaction - INFO - Epoch [71][460/940] lr: 4.000e-03, eta: 7:21:03, time: 0.897, data_time: 0.006, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8785, loss_cls: 1.2038, loss: 1.2038, grad_norm: 4.0744 2020-08-13 21:16:14,309 - mmaction - INFO - Epoch [71][480/940] lr: 4.000e-03, eta: 7:20:45, time: 1.039, data_time: 0.008, memory: 6440, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.1759 2020-08-13 21:16:32,799 - mmaction - INFO - Epoch [71][500/940] lr: 4.000e-03, eta: 7:20:26, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.7035, top5_acc: 0.8824, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.0706 2020-08-13 21:16:53,727 - mmaction - INFO - Epoch [71][520/940] lr: 4.000e-03, eta: 7:20:07, time: 1.048, data_time: 0.006, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8848, loss_cls: 1.1762, loss: 1.1762, grad_norm: 4.1664 2020-08-13 21:17:13,664 - mmaction - INFO - Epoch [71][540/940] lr: 4.000e-03, eta: 7:19:49, time: 0.995, data_time: 0.005, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8730, loss_cls: 1.2214, loss: 1.2214, grad_norm: 4.1633 2020-08-13 21:17:31,228 - mmaction - INFO - Epoch [71][560/940] lr: 4.000e-03, eta: 7:19:29, time: 0.878, data_time: 0.008, memory: 6440, top1_acc: 0.6973, top5_acc: 0.8893, loss_cls: 1.2028, loss: 1.2028, grad_norm: 4.2071 2020-08-13 21:17:50,556 - mmaction - INFO - Epoch [71][580/940] lr: 4.000e-03, eta: 7:19:10, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8809, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.1508 2020-08-13 21:18:09,251 - mmaction - INFO - Epoch [71][600/940] lr: 4.000e-03, eta: 7:18:51, time: 0.938, data_time: 0.008, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8707, loss_cls: 1.2633, loss: 1.2633, grad_norm: 4.2595 2020-08-13 21:18:29,294 - mmaction - INFO - Epoch [71][620/940] lr: 4.000e-03, eta: 7:18:32, time: 1.001, data_time: 0.005, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8775, loss_cls: 1.2232, loss: 1.2232, grad_norm: 4.0924 2020-08-13 21:18:49,746 - mmaction - INFO - Epoch [71][640/940] lr: 4.000e-03, eta: 7:18:13, time: 1.024, data_time: 0.004, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8789, loss_cls: 1.2174, loss: 1.2174, grad_norm: 4.1055 2020-08-13 21:19:08,418 - mmaction - INFO - Epoch [71][660/940] lr: 4.000e-03, eta: 7:17:54, time: 0.933, data_time: 0.002, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8783, loss_cls: 1.2312, loss: 1.2312, grad_norm: 4.1354 2020-08-13 21:19:29,534 - mmaction - INFO - Epoch [71][680/940] lr: 4.000e-03, eta: 7:17:36, time: 1.056, data_time: 0.009, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8719, loss_cls: 1.2407, loss: 1.2407, grad_norm: 4.1546 2020-08-13 21:19:48,144 - mmaction - INFO - Epoch [71][700/940] lr: 4.000e-03, eta: 7:17:17, time: 0.931, data_time: 0.004, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8721, loss_cls: 1.2552, loss: 1.2552, grad_norm: 4.1338 2020-08-13 21:20:06,662 - mmaction - INFO - Epoch [71][720/940] lr: 4.000e-03, eta: 7:16:57, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.6883, top5_acc: 0.8725, loss_cls: 1.2682, loss: 1.2682, grad_norm: 4.0872 2020-08-13 21:20:25,069 - mmaction - INFO - Epoch [71][740/940] lr: 4.000e-03, eta: 7:16:38, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.7049, top5_acc: 0.8809, loss_cls: 1.2097, loss: 1.2097, grad_norm: 4.1024 2020-08-13 21:20:45,004 - mmaction - INFO - Epoch [71][760/940] lr: 4.000e-03, eta: 7:16:19, time: 0.996, data_time: 0.007, memory: 6440, top1_acc: 0.6889, top5_acc: 0.8754, loss_cls: 1.2499, loss: 1.2499, grad_norm: 4.2103 2020-08-13 21:21:03,917 - mmaction - INFO - Epoch [71][780/940] lr: 4.000e-03, eta: 7:16:00, time: 0.945, data_time: 0.005, memory: 6440, top1_acc: 0.7016, top5_acc: 0.8795, loss_cls: 1.2189, loss: 1.2189, grad_norm: 4.1574 2020-08-13 21:21:22,030 - mmaction - INFO - Epoch [71][800/940] lr: 4.000e-03, eta: 7:15:41, time: 0.907, data_time: 0.009, memory: 6440, top1_acc: 0.7016, top5_acc: 0.8801, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.2020 2020-08-13 21:21:41,906 - mmaction - INFO - Epoch [71][820/940] lr: 4.000e-03, eta: 7:15:22, time: 0.993, data_time: 0.009, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8742, loss_cls: 1.2472, loss: 1.2472, grad_norm: 4.1389 2020-08-13 21:22:01,163 - mmaction - INFO - Epoch [71][840/940] lr: 4.000e-03, eta: 7:15:03, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.7035, top5_acc: 0.8818, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.1207 2020-08-13 21:22:19,494 - mmaction - INFO - Epoch [71][860/940] lr: 4.000e-03, eta: 7:14:44, time: 0.916, data_time: 0.002, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8811, loss_cls: 1.2071, loss: 1.2071, grad_norm: 4.1176 2020-08-13 21:22:37,738 - mmaction - INFO - Epoch [71][880/940] lr: 4.000e-03, eta: 7:14:24, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8785, loss_cls: 1.2158, loss: 1.2158, grad_norm: 4.1773 2020-08-13 21:22:55,807 - mmaction - INFO - Epoch [71][900/940] lr: 4.000e-03, eta: 7:14:05, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8807, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.1502 2020-08-13 21:23:14,312 - mmaction - INFO - Epoch [71][920/940] lr: 4.000e-03, eta: 7:13:45, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8773, loss_cls: 1.2130, loss: 1.2130, grad_norm: 4.0744 2020-08-13 21:23:32,807 - mmaction - INFO - Epoch [71][940/940] lr: 4.000e-03, eta: 7:13:26, time: 0.926, data_time: 0.008, memory: 6440, top1_acc: 0.6985, top5_acc: 0.8780, loss_cls: 1.2244, loss: 1.2244, grad_norm: 4.2310 2020-08-13 21:23:33,189 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-08-13 21:23:58,994 - mmaction - INFO - Epoch [72][20/940] lr: 4.000e-03, eta: 7:13:09, time: 1.263, data_time: 0.417, memory: 6440, top1_acc: 0.7100, top5_acc: 0.8779, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.0577 2020-08-13 21:24:16,230 - mmaction - INFO - Epoch [72][40/940] lr: 4.000e-03, eta: 7:12:50, time: 0.862, data_time: 0.008, memory: 6440, top1_acc: 0.7057, top5_acc: 0.8822, loss_cls: 1.1903, loss: 1.1903, grad_norm: 4.1607 2020-08-13 21:24:37,352 - mmaction - INFO - Epoch [72][60/940] lr: 4.000e-03, eta: 7:12:31, time: 1.058, data_time: 0.006, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8811, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.2266 2020-08-13 21:24:56,990 - mmaction - INFO - Epoch [72][80/940] lr: 4.000e-03, eta: 7:12:12, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.7037, top5_acc: 0.8818, loss_cls: 1.1927, loss: 1.1927, grad_norm: 4.1002 2020-08-13 21:25:17,483 - mmaction - INFO - Epoch [72][100/940] lr: 4.000e-03, eta: 7:11:54, time: 1.022, data_time: 0.002, memory: 6440, top1_acc: 0.7074, top5_acc: 0.8807, loss_cls: 1.1841, loss: 1.1841, grad_norm: 4.1306 2020-08-13 21:25:37,539 - mmaction - INFO - Epoch [72][120/940] lr: 4.000e-03, eta: 7:11:35, time: 1.003, data_time: 0.008, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.2093, loss: 1.2093, grad_norm: 4.2456 2020-08-13 21:25:55,656 - mmaction - INFO - Epoch [72][140/940] lr: 4.000e-03, eta: 7:11:16, time: 0.908, data_time: 0.005, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8854, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.1411 2020-08-13 21:26:15,197 - mmaction - INFO - Epoch [72][160/940] lr: 4.000e-03, eta: 7:10:57, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.6992, top5_acc: 0.8738, loss_cls: 1.2190, loss: 1.2190, grad_norm: 4.0343 2020-08-13 21:26:35,810 - mmaction - INFO - Epoch [72][180/940] lr: 4.000e-03, eta: 7:10:38, time: 1.034, data_time: 0.007, memory: 6440, top1_acc: 0.7119, top5_acc: 0.8848, loss_cls: 1.1622, loss: 1.1622, grad_norm: 4.0678 2020-08-13 21:26:56,589 - mmaction - INFO - Epoch [72][200/940] lr: 4.000e-03, eta: 7:10:20, time: 1.031, data_time: 0.005, memory: 6440, top1_acc: 0.7072, top5_acc: 0.8828, loss_cls: 1.1881, loss: 1.1881, grad_norm: 4.1281 2020-08-13 21:27:14,600 - mmaction - INFO - Epoch [72][220/940] lr: 4.000e-03, eta: 7:10:00, time: 0.907, data_time: 0.010, memory: 6440, top1_acc: 0.7049, top5_acc: 0.8771, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.1873 2020-08-13 21:27:33,452 - mmaction - INFO - Epoch [72][240/940] lr: 4.000e-03, eta: 7:09:41, time: 0.941, data_time: 0.007, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8832, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.1680 2020-08-13 21:27:52,519 - mmaction - INFO - Epoch [72][260/940] lr: 4.000e-03, eta: 7:09:22, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8789, loss_cls: 1.1992, loss: 1.1992, grad_norm: 4.1252 2020-08-13 21:28:13,753 - mmaction - INFO - Epoch [72][280/940] lr: 4.000e-03, eta: 7:09:04, time: 1.058, data_time: 0.005, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8721, loss_cls: 1.2101, loss: 1.2101, grad_norm: 4.1180 2020-08-13 21:28:33,908 - mmaction - INFO - Epoch [72][300/940] lr: 4.000e-03, eta: 7:08:45, time: 1.011, data_time: 0.008, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8803, loss_cls: 1.1928, loss: 1.1928, grad_norm: 4.1190 2020-08-13 21:28:53,823 - mmaction - INFO - Epoch [72][320/940] lr: 4.000e-03, eta: 7:08:27, time: 0.994, data_time: 0.006, memory: 6440, top1_acc: 0.7145, top5_acc: 0.8807, loss_cls: 1.1624, loss: 1.1624, grad_norm: 4.0317 2020-08-13 21:29:14,242 - mmaction - INFO - Epoch [72][340/940] lr: 4.000e-03, eta: 7:08:08, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.6936, top5_acc: 0.8762, loss_cls: 1.2392, loss: 1.2392, grad_norm: 4.2222 2020-08-13 21:29:33,455 - mmaction - INFO - Epoch [72][360/940] lr: 4.000e-03, eta: 7:07:49, time: 0.955, data_time: 0.005, memory: 6440, top1_acc: 0.6973, top5_acc: 0.8762, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.1224 2020-08-13 21:29:54,912 - mmaction - INFO - Epoch [72][380/940] lr: 4.000e-03, eta: 7:07:31, time: 1.078, data_time: 0.008, memory: 6440, top1_acc: 0.6947, top5_acc: 0.8814, loss_cls: 1.2279, loss: 1.2279, grad_norm: 4.1779 2020-08-13 21:30:13,122 - mmaction - INFO - Epoch [72][400/940] lr: 4.000e-03, eta: 7:07:11, time: 0.906, data_time: 0.005, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8791, loss_cls: 1.2009, loss: 1.2009, grad_norm: 4.0989 2020-08-13 21:30:32,604 - mmaction - INFO - Epoch [72][420/940] lr: 4.000e-03, eta: 7:06:53, time: 0.978, data_time: 0.008, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8824, loss_cls: 1.1723, loss: 1.1723, grad_norm: 4.2020 2020-08-13 21:30:52,428 - mmaction - INFO - Epoch [72][440/940] lr: 4.000e-03, eta: 7:06:34, time: 0.989, data_time: 0.006, memory: 6440, top1_acc: 0.7158, top5_acc: 0.8908, loss_cls: 1.1265, loss: 1.1265, grad_norm: 4.0903 2020-08-13 21:31:11,643 - mmaction - INFO - Epoch [72][460/940] lr: 4.000e-03, eta: 7:06:15, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.7053, top5_acc: 0.8836, loss_cls: 1.1871, loss: 1.1871, grad_norm: 4.2107 2020-08-13 21:31:31,460 - mmaction - INFO - Epoch [72][480/940] lr: 4.000e-03, eta: 7:05:56, time: 0.994, data_time: 0.011, memory: 6440, top1_acc: 0.7057, top5_acc: 0.8773, loss_cls: 1.2033, loss: 1.2033, grad_norm: 4.2380 2020-08-13 21:31:50,304 - mmaction - INFO - Epoch [72][500/940] lr: 4.000e-03, eta: 7:05:37, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.7070, top5_acc: 0.8803, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.2815 2020-08-13 21:32:11,526 - mmaction - INFO - Epoch [72][520/940] lr: 4.000e-03, eta: 7:05:18, time: 1.066, data_time: 0.008, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8797, loss_cls: 1.1891, loss: 1.1891, grad_norm: 4.2111 2020-08-13 21:32:29,312 - mmaction - INFO - Epoch [72][540/940] lr: 4.000e-03, eta: 7:04:59, time: 0.889, data_time: 0.002, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8799, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.1409 2020-08-13 21:32:48,456 - mmaction - INFO - Epoch [72][560/940] lr: 4.000e-03, eta: 7:04:40, time: 0.953, data_time: 0.010, memory: 6440, top1_acc: 0.7039, top5_acc: 0.8799, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.2576 2020-08-13 21:33:09,406 - mmaction - INFO - Epoch [72][580/940] lr: 4.000e-03, eta: 7:04:21, time: 1.048, data_time: 0.007, memory: 6440, top1_acc: 0.7129, top5_acc: 0.8789, loss_cls: 1.1783, loss: 1.1783, grad_norm: 4.1054 2020-08-13 21:33:28,785 - mmaction - INFO - Epoch [72][600/940] lr: 4.000e-03, eta: 7:04:03, time: 0.972, data_time: 0.008, memory: 6440, top1_acc: 0.6969, top5_acc: 0.8832, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.1769 2020-08-13 21:33:48,409 - mmaction - INFO - Epoch [72][620/940] lr: 4.000e-03, eta: 7:03:44, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.7078, top5_acc: 0.8811, loss_cls: 1.1803, loss: 1.1803, grad_norm: 4.0646 2020-08-13 21:34:07,250 - mmaction - INFO - Epoch [72][640/940] lr: 4.000e-03, eta: 7:03:24, time: 0.944, data_time: 0.007, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8770, loss_cls: 1.2238, loss: 1.2238, grad_norm: 4.2531 2020-08-13 21:34:28,502 - mmaction - INFO - Epoch [72][660/940] lr: 4.000e-03, eta: 7:03:06, time: 1.059, data_time: 0.008, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8812, loss_cls: 1.2183, loss: 1.2183, grad_norm: 4.2747 2020-08-13 21:34:50,254 - mmaction - INFO - Epoch [72][680/940] lr: 4.000e-03, eta: 7:02:48, time: 1.090, data_time: 0.007, memory: 6440, top1_acc: 0.7105, top5_acc: 0.8863, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.1156 2020-08-13 21:35:08,144 - mmaction - INFO - Epoch [72][700/940] lr: 4.000e-03, eta: 7:02:29, time: 0.896, data_time: 0.007, memory: 6440, top1_acc: 0.7164, top5_acc: 0.8818, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.1052 2020-08-13 21:35:28,348 - mmaction - INFO - Epoch [72][720/940] lr: 4.000e-03, eta: 7:02:10, time: 1.010, data_time: 0.002, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8770, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.2112 2020-08-13 21:35:47,592 - mmaction - INFO - Epoch [72][740/940] lr: 4.000e-03, eta: 7:01:51, time: 0.960, data_time: 0.006, memory: 6440, top1_acc: 0.6994, top5_acc: 0.8771, loss_cls: 1.2261, loss: 1.2261, grad_norm: 4.1837 2020-08-13 21:36:07,748 - mmaction - INFO - Epoch [72][760/940] lr: 4.000e-03, eta: 7:01:32, time: 1.009, data_time: 0.005, memory: 6440, top1_acc: 0.7057, top5_acc: 0.8818, loss_cls: 1.2041, loss: 1.2041, grad_norm: 4.1412 2020-08-13 21:36:28,207 - mmaction - INFO - Epoch [72][780/940] lr: 4.000e-03, eta: 7:01:14, time: 1.022, data_time: 0.005, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8840, loss_cls: 1.1921, loss: 1.1921, grad_norm: 4.1873 2020-08-13 21:36:45,805 - mmaction - INFO - Epoch [72][800/940] lr: 4.000e-03, eta: 7:00:54, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8807, loss_cls: 1.1822, loss: 1.1822, grad_norm: 4.1206 2020-08-13 21:37:04,502 - mmaction - INFO - Epoch [72][820/940] lr: 4.000e-03, eta: 7:00:35, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.6963, top5_acc: 0.8676, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.2408 2020-08-13 21:37:25,456 - mmaction - INFO - Epoch [72][840/940] lr: 4.000e-03, eta: 7:00:16, time: 1.045, data_time: 0.006, memory: 6440, top1_acc: 0.6912, top5_acc: 0.8750, loss_cls: 1.2502, loss: 1.2502, grad_norm: 4.2800 2020-08-13 21:37:45,351 - mmaction - INFO - Epoch [72][860/940] lr: 4.000e-03, eta: 6:59:58, time: 0.997, data_time: 0.006, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8807, loss_cls: 1.1751, loss: 1.1751, grad_norm: 4.0997 2020-08-13 21:38:04,317 - mmaction - INFO - Epoch [72][880/940] lr: 4.000e-03, eta: 6:59:39, time: 0.946, data_time: 0.009, memory: 6440, top1_acc: 0.6945, top5_acc: 0.8783, loss_cls: 1.2370, loss: 1.2370, grad_norm: 4.3036 2020-08-13 21:38:24,551 - mmaction - INFO - Epoch [72][900/940] lr: 4.000e-03, eta: 6:59:20, time: 1.011, data_time: 0.007, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8793, loss_cls: 1.2148, loss: 1.2148, grad_norm: 4.2557 2020-08-13 21:38:44,885 - mmaction - INFO - Epoch [72][920/940] lr: 4.000e-03, eta: 6:59:01, time: 1.014, data_time: 0.008, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8779, loss_cls: 1.2099, loss: 1.2099, grad_norm: 4.1202 2020-08-13 21:39:02,986 - mmaction - INFO - Epoch [72][940/940] lr: 4.000e-03, eta: 6:58:42, time: 0.910, data_time: 0.009, memory: 6440, top1_acc: 0.6999, top5_acc: 0.8784, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.2821 2020-08-13 21:39:03,282 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-08-13 21:39:26,953 - mmaction - INFO - Epoch [73][20/940] lr: 4.000e-03, eta: 6:58:24, time: 1.159, data_time: 0.414, memory: 6440, top1_acc: 0.7074, top5_acc: 0.8840, loss_cls: 1.1860, loss: 1.1860, grad_norm: 4.1250 2020-08-13 21:39:46,830 - mmaction - INFO - Epoch [73][40/940] lr: 4.000e-03, eta: 6:58:05, time: 0.990, data_time: 0.005, memory: 6440, top1_acc: 0.7141, top5_acc: 0.8887, loss_cls: 1.1570, loss: 1.1570, grad_norm: 4.1661 2020-08-13 21:40:05,916 - mmaction - INFO - Epoch [73][60/940] lr: 4.000e-03, eta: 6:57:46, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.7104, top5_acc: 0.8832, loss_cls: 1.1829, loss: 1.1829, grad_norm: 4.2178 2020-08-13 21:40:25,600 - mmaction - INFO - Epoch [73][80/940] lr: 4.000e-03, eta: 6:57:28, time: 0.984, data_time: 0.002, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8797, loss_cls: 1.2112, loss: 1.2112, grad_norm: 4.2075 2020-08-13 21:40:45,347 - mmaction - INFO - Epoch [73][100/940] lr: 4.000e-03, eta: 6:57:09, time: 0.985, data_time: 0.006, memory: 6440, top1_acc: 0.7131, top5_acc: 0.8887, loss_cls: 1.1825, loss: 1.1825, grad_norm: 4.1330 2020-08-13 21:41:04,758 - mmaction - INFO - Epoch [73][120/940] lr: 4.000e-03, eta: 6:56:50, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8799, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.1036 2020-08-13 21:41:24,613 - mmaction - INFO - Epoch [73][140/940] lr: 4.000e-03, eta: 6:56:31, time: 0.990, data_time: 0.005, memory: 6440, top1_acc: 0.7086, top5_acc: 0.8842, loss_cls: 1.1724, loss: 1.1724, grad_norm: 4.1150 2020-08-13 21:41:43,102 - mmaction - INFO - Epoch [73][160/940] lr: 4.000e-03, eta: 6:56:12, time: 0.927, data_time: 0.007, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8803, loss_cls: 1.1864, loss: 1.1864, grad_norm: 4.1743 2020-08-13 21:42:04,088 - mmaction - INFO - Epoch [73][180/940] lr: 4.000e-03, eta: 6:55:53, time: 1.048, data_time: 0.005, memory: 6440, top1_acc: 0.7008, top5_acc: 0.8775, loss_cls: 1.2009, loss: 1.2009, grad_norm: 4.2293 2020-08-13 21:42:22,910 - mmaction - INFO - Epoch [73][200/940] lr: 4.000e-03, eta: 6:55:34, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8803, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.1859 2020-08-13 21:42:42,207 - mmaction - INFO - Epoch [73][220/940] lr: 4.000e-03, eta: 6:55:15, time: 0.962, data_time: 0.008, memory: 6440, top1_acc: 0.7203, top5_acc: 0.8895, loss_cls: 1.1568, loss: 1.1568, grad_norm: 4.0624 2020-08-13 21:43:00,712 - mmaction - INFO - Epoch [73][240/940] lr: 4.000e-03, eta: 6:54:56, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8867, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.1470 2020-08-13 21:43:20,018 - mmaction - INFO - Epoch [73][260/940] lr: 4.000e-03, eta: 6:54:37, time: 0.966, data_time: 0.002, memory: 6440, top1_acc: 0.7279, top5_acc: 0.8902, loss_cls: 1.1331, loss: 1.1331, grad_norm: 4.0482 2020-08-13 21:43:38,595 - mmaction - INFO - Epoch [73][280/940] lr: 4.000e-03, eta: 6:54:17, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8848, loss_cls: 1.1490, loss: 1.1490, grad_norm: 4.1129 2020-08-13 21:43:59,282 - mmaction - INFO - Epoch [73][300/940] lr: 4.000e-03, eta: 6:53:59, time: 1.038, data_time: 0.007, memory: 6440, top1_acc: 0.7045, top5_acc: 0.8816, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.1453 2020-08-13 21:44:18,383 - mmaction - INFO - Epoch [73][320/940] lr: 4.000e-03, eta: 6:53:40, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.7113, top5_acc: 0.8873, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.0688 2020-08-13 21:44:38,474 - mmaction - INFO - Epoch [73][340/940] lr: 4.000e-03, eta: 6:53:21, time: 1.006, data_time: 0.006, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8713, loss_cls: 1.2325, loss: 1.2325, grad_norm: 4.2452 2020-08-13 21:44:57,051 - mmaction - INFO - Epoch [73][360/940] lr: 4.000e-03, eta: 6:53:02, time: 0.927, data_time: 0.005, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8730, loss_cls: 1.2277, loss: 1.2277, grad_norm: 4.2929 2020-08-13 21:45:18,430 - mmaction - INFO - Epoch [73][380/940] lr: 4.000e-03, eta: 6:52:44, time: 1.067, data_time: 0.008, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8855, loss_cls: 1.2031, loss: 1.2031, grad_norm: 4.2533 2020-08-13 21:45:35,729 - mmaction - INFO - Epoch [73][400/940] lr: 4.000e-03, eta: 6:52:24, time: 0.869, data_time: 0.009, memory: 6440, top1_acc: 0.7029, top5_acc: 0.8828, loss_cls: 1.1838, loss: 1.1838, grad_norm: 4.1855 2020-08-13 21:45:54,718 - mmaction - INFO - Epoch [73][420/940] lr: 4.000e-03, eta: 6:52:05, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.6982, top5_acc: 0.8768, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.3217 2020-08-13 21:46:13,996 - mmaction - INFO - Epoch [73][440/940] lr: 4.000e-03, eta: 6:51:46, time: 0.963, data_time: 0.003, memory: 6440, top1_acc: 0.7156, top5_acc: 0.8814, loss_cls: 1.1594, loss: 1.1594, grad_norm: 4.1375 2020-08-13 21:46:31,820 - mmaction - INFO - Epoch [73][460/940] lr: 4.000e-03, eta: 6:51:26, time: 0.893, data_time: 0.008, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8812, loss_cls: 1.1931, loss: 1.1931, grad_norm: 4.2192 2020-08-13 21:46:50,362 - mmaction - INFO - Epoch [73][480/940] lr: 4.000e-03, eta: 6:51:07, time: 0.925, data_time: 0.009, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8840, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.2484 2020-08-13 21:47:09,592 - mmaction - INFO - Epoch [73][500/940] lr: 4.000e-03, eta: 6:50:48, time: 0.964, data_time: 0.006, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8824, loss_cls: 1.1876, loss: 1.1876, grad_norm: 4.2508 2020-08-13 21:47:26,272 - mmaction - INFO - Epoch [73][520/940] lr: 4.000e-03, eta: 6:50:28, time: 0.834, data_time: 0.005, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8756, loss_cls: 1.2399, loss: 1.2399, grad_norm: 4.2415 2020-08-13 21:47:47,376 - mmaction - INFO - Epoch [73][540/940] lr: 4.000e-03, eta: 6:50:09, time: 1.054, data_time: 0.007, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8822, loss_cls: 1.1642, loss: 1.1642, grad_norm: 4.1374 2020-08-13 21:48:05,592 - mmaction - INFO - Epoch [73][560/940] lr: 4.000e-03, eta: 6:49:50, time: 0.912, data_time: 0.007, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8865, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.1838 2020-08-13 21:48:25,951 - mmaction - INFO - Epoch [73][580/940] lr: 4.000e-03, eta: 6:49:31, time: 1.016, data_time: 0.005, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8824, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.3138 2020-08-13 21:48:44,199 - mmaction - INFO - Epoch [73][600/940] lr: 4.000e-03, eta: 6:49:12, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.6988, top5_acc: 0.8760, loss_cls: 1.2187, loss: 1.2187, grad_norm: 4.1891 2020-08-13 21:49:03,423 - mmaction - INFO - Epoch [73][620/940] lr: 4.000e-03, eta: 6:48:53, time: 0.957, data_time: 0.008, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8760, loss_cls: 1.2070, loss: 1.2070, grad_norm: 4.1492 2020-08-13 21:49:22,462 - mmaction - INFO - Epoch [73][640/940] lr: 4.000e-03, eta: 6:48:34, time: 0.957, data_time: 0.007, memory: 6440, top1_acc: 0.6877, top5_acc: 0.8723, loss_cls: 1.2631, loss: 1.2631, grad_norm: 4.2746 2020-08-13 21:49:40,528 - mmaction - INFO - Epoch [73][660/940] lr: 4.000e-03, eta: 6:48:14, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8748, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.1609 2020-08-13 21:50:00,996 - mmaction - INFO - Epoch [73][680/940] lr: 4.000e-03, eta: 6:47:56, time: 1.024, data_time: 0.005, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8832, loss_cls: 1.2149, loss: 1.2149, grad_norm: 4.2020 2020-08-13 21:50:19,268 - mmaction - INFO - Epoch [73][700/940] lr: 4.000e-03, eta: 6:47:36, time: 0.910, data_time: 0.011, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8750, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.1901 2020-08-13 21:50:37,699 - mmaction - INFO - Epoch [73][720/940] lr: 4.000e-03, eta: 6:47:17, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8783, loss_cls: 1.2164, loss: 1.2164, grad_norm: 4.1640 2020-08-13 21:50:56,674 - mmaction - INFO - Epoch [73][740/940] lr: 4.000e-03, eta: 6:46:58, time: 0.945, data_time: 0.010, memory: 6440, top1_acc: 0.6941, top5_acc: 0.8857, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.2295 2020-08-13 21:51:16,462 - mmaction - INFO - Epoch [73][760/940] lr: 4.000e-03, eta: 6:46:39, time: 0.994, data_time: 0.008, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8805, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.2552 2020-08-13 21:51:33,851 - mmaction - INFO - Epoch [73][780/940] lr: 4.000e-03, eta: 6:46:19, time: 0.867, data_time: 0.005, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8844, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.2178 2020-08-13 21:51:52,419 - mmaction - INFO - Epoch [73][800/940] lr: 4.000e-03, eta: 6:46:00, time: 0.931, data_time: 0.008, memory: 6440, top1_acc: 0.6984, top5_acc: 0.8701, loss_cls: 1.2398, loss: 1.2398, grad_norm: 4.2548 2020-08-13 21:52:12,446 - mmaction - INFO - Epoch [73][820/940] lr: 4.000e-03, eta: 6:45:41, time: 1.000, data_time: 0.008, memory: 6440, top1_acc: 0.6971, top5_acc: 0.8775, loss_cls: 1.2364, loss: 1.2364, grad_norm: 4.1967 2020-08-13 21:52:33,735 - mmaction - INFO - Epoch [73][840/940] lr: 4.000e-03, eta: 6:45:23, time: 1.065, data_time: 0.006, memory: 6440, top1_acc: 0.7000, top5_acc: 0.8793, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.3254 2020-08-13 21:52:52,514 - mmaction - INFO - Epoch [73][860/940] lr: 4.000e-03, eta: 6:45:04, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8836, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.3185 2020-08-13 21:53:11,862 - mmaction - INFO - Epoch [73][880/940] lr: 4.000e-03, eta: 6:44:45, time: 0.967, data_time: 0.004, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8846, loss_cls: 1.1630, loss: 1.1630, grad_norm: 4.2381 2020-08-13 21:53:30,702 - mmaction - INFO - Epoch [73][900/940] lr: 4.000e-03, eta: 6:44:26, time: 0.943, data_time: 0.005, memory: 6440, top1_acc: 0.7039, top5_acc: 0.8777, loss_cls: 1.2190, loss: 1.2190, grad_norm: 4.2146 2020-08-13 21:53:48,459 - mmaction - INFO - Epoch [73][920/940] lr: 4.000e-03, eta: 6:44:06, time: 0.885, data_time: 0.007, memory: 6440, top1_acc: 0.6943, top5_acc: 0.8734, loss_cls: 1.2326, loss: 1.2326, grad_norm: 4.1973 2020-08-13 21:54:07,554 - mmaction - INFO - Epoch [73][940/940] lr: 4.000e-03, eta: 6:43:47, time: 0.957, data_time: 0.008, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8752, loss_cls: 1.2284, loss: 1.2284, grad_norm: 4.2674 2020-08-13 21:54:07,851 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-08-13 21:54:31,341 - mmaction - INFO - Epoch [74][20/940] lr: 4.000e-03, eta: 6:43:29, time: 1.150, data_time: 0.424, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8801, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.2350 2020-08-13 21:54:50,381 - mmaction - INFO - Epoch [74][40/940] lr: 4.000e-03, eta: 6:43:10, time: 0.948, data_time: 0.005, memory: 6440, top1_acc: 0.7043, top5_acc: 0.8848, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.2567 2020-08-13 21:55:10,034 - mmaction - INFO - Epoch [74][60/940] lr: 4.000e-03, eta: 6:42:51, time: 0.987, data_time: 0.008, memory: 6440, top1_acc: 0.7025, top5_acc: 0.8861, loss_cls: 1.1706, loss: 1.1706, grad_norm: 4.2330 2020-08-13 21:55:28,949 - mmaction - INFO - Epoch [74][80/940] lr: 4.000e-03, eta: 6:42:32, time: 0.945, data_time: 0.002, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8828, loss_cls: 1.1758, loss: 1.1758, grad_norm: 4.2297 2020-08-13 21:55:51,448 - mmaction - INFO - Epoch [74][100/940] lr: 4.000e-03, eta: 6:42:14, time: 1.125, data_time: 0.003, memory: 6440, top1_acc: 0.7156, top5_acc: 0.8883, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.1544 2020-08-13 21:56:09,028 - mmaction - INFO - Epoch [74][120/940] lr: 4.000e-03, eta: 6:41:55, time: 0.879, data_time: 0.002, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8877, loss_cls: 1.1563, loss: 1.1563, grad_norm: 4.2257 2020-08-13 21:56:29,110 - mmaction - INFO - Epoch [74][140/940] lr: 4.000e-03, eta: 6:41:36, time: 1.004, data_time: 0.005, memory: 6440, top1_acc: 0.7131, top5_acc: 0.8842, loss_cls: 1.1605, loss: 1.1605, grad_norm: 4.2574 2020-08-13 21:56:49,994 - mmaction - INFO - Epoch [74][160/940] lr: 4.000e-03, eta: 6:41:18, time: 1.044, data_time: 0.002, memory: 6440, top1_acc: 0.7070, top5_acc: 0.8807, loss_cls: 1.2002, loss: 1.2002, grad_norm: 4.2613 2020-08-13 21:57:08,655 - mmaction - INFO - Epoch [74][180/940] lr: 4.000e-03, eta: 6:40:58, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.7123, top5_acc: 0.8816, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.2004 2020-08-13 21:57:29,134 - mmaction - INFO - Epoch [74][200/940] lr: 4.000e-03, eta: 6:40:40, time: 1.027, data_time: 0.007, memory: 6440, top1_acc: 0.7027, top5_acc: 0.8809, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.2531 2020-08-13 21:57:49,587 - mmaction - INFO - Epoch [74][220/940] lr: 4.000e-03, eta: 6:40:21, time: 1.021, data_time: 0.005, memory: 6440, top1_acc: 0.7162, top5_acc: 0.8834, loss_cls: 1.1652, loss: 1.1652, grad_norm: 4.2482 2020-08-13 21:58:07,965 - mmaction - INFO - Epoch [74][240/940] lr: 4.000e-03, eta: 6:40:02, time: 0.921, data_time: 0.006, memory: 6440, top1_acc: 0.7096, top5_acc: 0.8852, loss_cls: 1.1808, loss: 1.1808, grad_norm: 4.3316 2020-08-13 21:58:26,916 - mmaction - INFO - Epoch [74][260/940] lr: 4.000e-03, eta: 6:39:43, time: 0.945, data_time: 0.006, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8844, loss_cls: 1.1554, loss: 1.1554, grad_norm: 4.1607 2020-08-13 21:58:48,328 - mmaction - INFO - Epoch [74][280/940] lr: 4.000e-03, eta: 6:39:24, time: 1.074, data_time: 0.007, memory: 6440, top1_acc: 0.7225, top5_acc: 0.8895, loss_cls: 1.1363, loss: 1.1363, grad_norm: 4.0988 2020-08-13 21:59:07,714 - mmaction - INFO - Epoch [74][300/940] lr: 4.000e-03, eta: 6:39:05, time: 0.967, data_time: 0.009, memory: 6440, top1_acc: 0.7107, top5_acc: 0.8801, loss_cls: 1.1852, loss: 1.1852, grad_norm: 4.2836 2020-08-13 21:59:25,668 - mmaction - INFO - Epoch [74][320/940] lr: 4.000e-03, eta: 6:38:46, time: 0.899, data_time: 0.006, memory: 6440, top1_acc: 0.7074, top5_acc: 0.8807, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.2152 2020-08-13 21:59:45,891 - mmaction - INFO - Epoch [74][340/940] lr: 4.000e-03, eta: 6:38:27, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.7037, top5_acc: 0.8791, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.2262 2020-08-13 22:00:14,176 - mmaction - INFO - Epoch [74][360/940] lr: 4.000e-03, eta: 6:38:11, time: 1.412, data_time: 0.008, memory: 6440, top1_acc: 0.7049, top5_acc: 0.8719, loss_cls: 1.2274, loss: 1.2274, grad_norm: 4.2142 2020-08-13 22:00:29,993 - mmaction - INFO - Epoch [74][380/940] lr: 4.000e-03, eta: 6:37:51, time: 0.796, data_time: 0.024, memory: 6440, top1_acc: 0.7111, top5_acc: 0.8840, loss_cls: 1.1708, loss: 1.1708, grad_norm: 4.1537 2020-08-13 22:00:48,842 - mmaction - INFO - Epoch [74][400/940] lr: 4.000e-03, eta: 6:37:32, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8791, loss_cls: 1.1977, loss: 1.1977, grad_norm: 4.1882 2020-08-13 22:01:07,479 - mmaction - INFO - Epoch [74][420/940] lr: 4.000e-03, eta: 6:37:13, time: 0.932, data_time: 0.008, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8805, loss_cls: 1.2270, loss: 1.2270, grad_norm: 4.3017 2020-08-13 22:01:28,374 - mmaction - INFO - Epoch [74][440/940] lr: 4.000e-03, eta: 6:36:54, time: 1.046, data_time: 0.003, memory: 6440, top1_acc: 0.6969, top5_acc: 0.8775, loss_cls: 1.2406, loss: 1.2406, grad_norm: 4.3205 2020-08-13 22:01:48,523 - mmaction - INFO - Epoch [74][460/940] lr: 4.000e-03, eta: 6:36:35, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.7006, top5_acc: 0.8816, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.2826 2020-08-13 22:02:06,553 - mmaction - INFO - Epoch [74][480/940] lr: 4.000e-03, eta: 6:36:16, time: 0.904, data_time: 0.008, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8807, loss_cls: 1.2089, loss: 1.2089, grad_norm: 4.3086 2020-08-13 22:02:26,718 - mmaction - INFO - Epoch [74][500/940] lr: 4.000e-03, eta: 6:35:57, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8818, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.2030 2020-08-13 22:02:48,119 - mmaction - INFO - Epoch [74][520/940] lr: 4.000e-03, eta: 6:35:39, time: 1.067, data_time: 0.007, memory: 6440, top1_acc: 0.7057, top5_acc: 0.8828, loss_cls: 1.1780, loss: 1.1780, grad_norm: 4.2619 2020-08-13 22:03:07,198 - mmaction - INFO - Epoch [74][540/940] lr: 4.000e-03, eta: 6:35:20, time: 0.958, data_time: 0.008, memory: 6440, top1_acc: 0.6955, top5_acc: 0.8852, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.2732 2020-08-13 22:03:27,667 - mmaction - INFO - Epoch [74][560/940] lr: 4.000e-03, eta: 6:35:01, time: 1.023, data_time: 0.002, memory: 6440, top1_acc: 0.6996, top5_acc: 0.8816, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.2897 2020-08-13 22:03:46,001 - mmaction - INFO - Epoch [74][580/940] lr: 4.000e-03, eta: 6:34:42, time: 0.915, data_time: 0.004, memory: 6440, top1_acc: 0.7027, top5_acc: 0.8732, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.2425 2020-08-13 22:04:07,297 - mmaction - INFO - Epoch [74][600/940] lr: 4.000e-03, eta: 6:34:24, time: 1.067, data_time: 0.008, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8820, loss_cls: 1.1742, loss: 1.1742, grad_norm: 4.1972 2020-08-13 22:04:26,318 - mmaction - INFO - Epoch [74][620/940] lr: 4.000e-03, eta: 6:34:04, time: 0.947, data_time: 0.008, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8775, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.2131 2020-08-13 22:04:45,871 - mmaction - INFO - Epoch [74][640/940] lr: 4.000e-03, eta: 6:33:46, time: 0.981, data_time: 0.007, memory: 6440, top1_acc: 0.7105, top5_acc: 0.8875, loss_cls: 1.1648, loss: 1.1648, grad_norm: 4.1642 2020-08-13 22:05:06,215 - mmaction - INFO - Epoch [74][660/940] lr: 4.000e-03, eta: 6:33:27, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.7008, top5_acc: 0.8770, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.2386 2020-08-13 22:05:25,453 - mmaction - INFO - Epoch [74][680/940] lr: 4.000e-03, eta: 6:33:08, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8801, loss_cls: 1.2099, loss: 1.2099, grad_norm: 4.2750 2020-08-13 22:05:44,231 - mmaction - INFO - Epoch [74][700/940] lr: 4.000e-03, eta: 6:32:49, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8836, loss_cls: 1.2065, loss: 1.2065, grad_norm: 4.2487 2020-08-13 22:06:03,655 - mmaction - INFO - Epoch [74][720/940] lr: 4.000e-03, eta: 6:32:30, time: 0.972, data_time: 0.006, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8762, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.2625 2020-08-13 22:06:23,042 - mmaction - INFO - Epoch [74][740/940] lr: 4.000e-03, eta: 6:32:11, time: 0.969, data_time: 0.008, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8883, loss_cls: 1.1741, loss: 1.1741, grad_norm: 4.2597 2020-08-13 22:06:42,068 - mmaction - INFO - Epoch [74][760/940] lr: 4.000e-03, eta: 6:31:52, time: 0.954, data_time: 0.008, memory: 6440, top1_acc: 0.6980, top5_acc: 0.8736, loss_cls: 1.2515, loss: 1.2515, grad_norm: 4.2618 2020-08-13 22:07:01,409 - mmaction - INFO - Epoch [74][780/940] lr: 4.000e-03, eta: 6:31:32, time: 0.962, data_time: 0.005, memory: 6440, top1_acc: 0.7113, top5_acc: 0.8785, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.1367 2020-08-13 22:07:20,625 - mmaction - INFO - Epoch [74][800/940] lr: 4.000e-03, eta: 6:31:13, time: 0.966, data_time: 0.008, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8756, loss_cls: 1.2155, loss: 1.2155, grad_norm: 4.2476 2020-08-13 22:07:41,750 - mmaction - INFO - Epoch [74][820/940] lr: 4.000e-03, eta: 6:30:55, time: 1.056, data_time: 0.008, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8805, loss_cls: 1.2127, loss: 1.2127, grad_norm: 4.3029 2020-08-13 22:08:00,214 - mmaction - INFO - Epoch [74][840/940] lr: 4.000e-03, eta: 6:30:36, time: 0.921, data_time: 0.006, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8742, loss_cls: 1.1906, loss: 1.1906, grad_norm: 4.2303 2020-08-13 22:08:20,853 - mmaction - INFO - Epoch [74][860/940] lr: 4.000e-03, eta: 6:30:17, time: 1.034, data_time: 0.007, memory: 6440, top1_acc: 0.7113, top5_acc: 0.8762, loss_cls: 1.1964, loss: 1.1964, grad_norm: 4.2408 2020-08-13 22:08:41,250 - mmaction - INFO - Epoch [74][880/940] lr: 4.000e-03, eta: 6:29:59, time: 1.017, data_time: 0.008, memory: 6440, top1_acc: 0.7191, top5_acc: 0.8824, loss_cls: 1.1749, loss: 1.1749, grad_norm: 4.1435 2020-08-13 22:09:00,368 - mmaction - INFO - Epoch [74][900/940] lr: 4.000e-03, eta: 6:29:39, time: 0.959, data_time: 0.009, memory: 6440, top1_acc: 0.7139, top5_acc: 0.8852, loss_cls: 1.1648, loss: 1.1648, grad_norm: 4.1776 2020-08-13 22:09:18,663 - mmaction - INFO - Epoch [74][920/940] lr: 4.000e-03, eta: 6:29:20, time: 0.910, data_time: 0.005, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8785, loss_cls: 1.2180, loss: 1.2180, grad_norm: 4.3005 2020-08-13 22:09:37,141 - mmaction - INFO - Epoch [74][940/940] lr: 4.000e-03, eta: 6:29:01, time: 0.929, data_time: 0.008, memory: 6440, top1_acc: 0.6987, top5_acc: 0.8819, loss_cls: 1.2316, loss: 1.2316, grad_norm: 4.3409 2020-08-13 22:09:37,543 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-08-13 22:10:05,784 - mmaction - INFO - Epoch [75][20/940] lr: 4.000e-03, eta: 6:28:44, time: 1.360, data_time: 0.573, memory: 6440, top1_acc: 0.7176, top5_acc: 0.8816, loss_cls: 1.1893, loss: 1.1893, grad_norm: 4.2426 2020-08-13 22:10:25,824 - mmaction - INFO - Epoch [75][40/940] lr: 4.000e-03, eta: 6:28:26, time: 1.002, data_time: 0.002, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8877, loss_cls: 1.1485, loss: 1.1485, grad_norm: 4.3014 2020-08-13 22:10:44,115 - mmaction - INFO - Epoch [75][60/940] lr: 4.000e-03, eta: 6:28:06, time: 0.911, data_time: 0.005, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8832, loss_cls: 1.1833, loss: 1.1833, grad_norm: 4.1787 2020-08-13 22:11:02,600 - mmaction - INFO - Epoch [75][80/940] lr: 4.000e-03, eta: 6:27:47, time: 0.928, data_time: 0.006, memory: 6440, top1_acc: 0.7078, top5_acc: 0.8893, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.1748 2020-08-13 22:11:22,120 - mmaction - INFO - Epoch [75][100/940] lr: 4.000e-03, eta: 6:27:28, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.7119, top5_acc: 0.8770, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.2605 2020-08-13 22:11:42,533 - mmaction - INFO - Epoch [75][120/940] lr: 4.000e-03, eta: 6:27:09, time: 1.021, data_time: 0.007, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8893, loss_cls: 1.1422, loss: 1.1422, grad_norm: 4.2574 2020-08-13 22:12:03,487 - mmaction - INFO - Epoch [75][140/940] lr: 4.000e-03, eta: 6:26:51, time: 1.050, data_time: 0.004, memory: 6440, top1_acc: 0.7100, top5_acc: 0.8881, loss_cls: 1.1725, loss: 1.1725, grad_norm: 4.2167 2020-08-13 22:12:21,297 - mmaction - INFO - Epoch [75][160/940] lr: 4.000e-03, eta: 6:26:31, time: 0.887, data_time: 0.004, memory: 6440, top1_acc: 0.7037, top5_acc: 0.8822, loss_cls: 1.1870, loss: 1.1870, grad_norm: 4.3003 2020-08-13 22:12:40,806 - mmaction - INFO - Epoch [75][180/940] lr: 4.000e-03, eta: 6:26:12, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.7096, top5_acc: 0.8861, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.2667 2020-08-13 22:13:00,462 - mmaction - INFO - Epoch [75][200/940] lr: 4.000e-03, eta: 6:25:53, time: 0.979, data_time: 0.006, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8836, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.3010 2020-08-13 22:13:19,905 - mmaction - INFO - Epoch [75][220/940] lr: 4.000e-03, eta: 6:25:35, time: 0.976, data_time: 0.006, memory: 6440, top1_acc: 0.7043, top5_acc: 0.8773, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.2183 2020-08-13 22:13:39,677 - mmaction - INFO - Epoch [75][240/940] lr: 4.000e-03, eta: 6:25:16, time: 0.986, data_time: 0.005, memory: 6440, top1_acc: 0.7215, top5_acc: 0.8881, loss_cls: 1.1512, loss: 1.1512, grad_norm: 4.2689 2020-08-13 22:13:58,131 - mmaction - INFO - Epoch [75][260/940] lr: 4.000e-03, eta: 6:24:56, time: 0.926, data_time: 0.009, memory: 6440, top1_acc: 0.6994, top5_acc: 0.8740, loss_cls: 1.2172, loss: 1.2172, grad_norm: 4.3659 2020-08-13 22:14:18,820 - mmaction - INFO - Epoch [75][280/940] lr: 4.000e-03, eta: 6:24:38, time: 1.033, data_time: 0.004, memory: 6440, top1_acc: 0.7084, top5_acc: 0.8809, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.1812 2020-08-13 22:14:38,142 - mmaction - INFO - Epoch [75][300/940] lr: 4.000e-03, eta: 6:24:19, time: 0.968, data_time: 0.006, memory: 6440, top1_acc: 0.7131, top5_acc: 0.8834, loss_cls: 1.1749, loss: 1.1749, grad_norm: 4.2487 2020-08-13 22:14:57,884 - mmaction - INFO - Epoch [75][320/940] lr: 4.000e-03, eta: 6:24:00, time: 0.987, data_time: 0.005, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8809, loss_cls: 1.1971, loss: 1.1971, grad_norm: 4.2860 2020-08-13 22:15:16,944 - mmaction - INFO - Epoch [75][340/940] lr: 4.000e-03, eta: 6:23:41, time: 0.949, data_time: 0.003, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8744, loss_cls: 1.1912, loss: 1.1912, grad_norm: 4.2008 2020-08-13 22:15:37,347 - mmaction - INFO - Epoch [75][360/940] lr: 4.000e-03, eta: 6:23:22, time: 1.022, data_time: 0.009, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8918, loss_cls: 1.1674, loss: 1.1674, grad_norm: 4.2809 2020-08-13 22:15:55,158 - mmaction - INFO - Epoch [75][380/940] lr: 4.000e-03, eta: 6:23:03, time: 0.892, data_time: 0.009, memory: 6440, top1_acc: 0.7072, top5_acc: 0.8766, loss_cls: 1.2131, loss: 1.2131, grad_norm: 4.3384 2020-08-13 22:16:15,302 - mmaction - INFO - Epoch [75][400/940] lr: 4.000e-03, eta: 6:22:44, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.7150, top5_acc: 0.8854, loss_cls: 1.1396, loss: 1.1396, grad_norm: 4.1175 2020-08-13 22:16:35,962 - mmaction - INFO - Epoch [75][420/940] lr: 4.000e-03, eta: 6:22:25, time: 1.039, data_time: 0.008, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8854, loss_cls: 1.1792, loss: 1.1792, grad_norm: 4.3677 2020-08-13 22:16:55,843 - mmaction - INFO - Epoch [75][440/940] lr: 4.000e-03, eta: 6:22:06, time: 0.995, data_time: 0.007, memory: 6440, top1_acc: 0.7045, top5_acc: 0.8801, loss_cls: 1.2065, loss: 1.2065, grad_norm: 4.3490 2020-08-13 22:17:14,418 - mmaction - INFO - Epoch [75][460/940] lr: 4.000e-03, eta: 6:21:47, time: 0.928, data_time: 0.003, memory: 6440, top1_acc: 0.7109, top5_acc: 0.8822, loss_cls: 1.1681, loss: 1.1681, grad_norm: 4.2089 2020-08-13 22:17:32,682 - mmaction - INFO - Epoch [75][480/940] lr: 4.000e-03, eta: 6:21:28, time: 0.910, data_time: 0.009, memory: 6440, top1_acc: 0.7045, top5_acc: 0.8822, loss_cls: 1.1967, loss: 1.1967, grad_norm: 4.3026 2020-08-13 22:17:52,901 - mmaction - INFO - Epoch [75][500/940] lr: 4.000e-03, eta: 6:21:09, time: 1.014, data_time: 0.009, memory: 6440, top1_acc: 0.7039, top5_acc: 0.8766, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.2751 2020-08-13 22:18:12,663 - mmaction - INFO - Epoch [75][520/940] lr: 4.000e-03, eta: 6:20:50, time: 0.987, data_time: 0.008, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8795, loss_cls: 1.2117, loss: 1.2117, grad_norm: 4.2640 2020-08-13 22:18:31,913 - mmaction - INFO - Epoch [75][540/940] lr: 4.000e-03, eta: 6:20:31, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.7043, top5_acc: 0.8812, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.3073 2020-08-13 22:18:51,561 - mmaction - INFO - Epoch [75][560/940] lr: 4.000e-03, eta: 6:20:12, time: 0.986, data_time: 0.009, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8826, loss_cls: 1.2099, loss: 1.2099, grad_norm: 4.3105 2020-08-13 22:19:13,482 - mmaction - INFO - Epoch [75][580/940] lr: 4.000e-03, eta: 6:19:54, time: 1.094, data_time: 0.005, memory: 6440, top1_acc: 0.6965, top5_acc: 0.8779, loss_cls: 1.2385, loss: 1.2385, grad_norm: 4.3476 2020-08-13 22:19:31,293 - mmaction - INFO - Epoch [75][600/940] lr: 4.000e-03, eta: 6:19:34, time: 0.890, data_time: 0.006, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8775, loss_cls: 1.2052, loss: 1.2052, grad_norm: 4.3181 2020-08-13 22:19:50,866 - mmaction - INFO - Epoch [75][620/940] lr: 4.000e-03, eta: 6:19:15, time: 0.981, data_time: 0.009, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8781, loss_cls: 1.2179, loss: 1.2179, grad_norm: 4.3240 2020-08-13 22:20:11,312 - mmaction - INFO - Epoch [75][640/940] lr: 4.000e-03, eta: 6:18:57, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.7217, top5_acc: 0.8846, loss_cls: 1.1466, loss: 1.1466, grad_norm: 4.1629 2020-08-13 22:20:30,052 - mmaction - INFO - Epoch [75][660/940] lr: 4.000e-03, eta: 6:18:38, time: 0.934, data_time: 0.002, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8812, loss_cls: 1.1789, loss: 1.1789, grad_norm: 4.1861 2020-08-13 22:20:49,310 - mmaction - INFO - Epoch [75][680/940] lr: 4.000e-03, eta: 6:18:18, time: 0.964, data_time: 0.008, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8770, loss_cls: 1.2143, loss: 1.2143, grad_norm: 4.3545 2020-08-13 22:21:07,554 - mmaction - INFO - Epoch [75][700/940] lr: 4.000e-03, eta: 6:17:59, time: 0.911, data_time: 0.004, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8859, loss_cls: 1.1964, loss: 1.1964, grad_norm: 4.2525 2020-08-13 22:21:26,740 - mmaction - INFO - Epoch [75][720/940] lr: 4.000e-03, eta: 6:17:40, time: 0.959, data_time: 0.008, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8779, loss_cls: 1.2073, loss: 1.2073, grad_norm: 4.3741 2020-08-13 22:21:45,695 - mmaction - INFO - Epoch [75][740/940] lr: 4.000e-03, eta: 6:17:21, time: 0.951, data_time: 0.007, memory: 6440, top1_acc: 0.7037, top5_acc: 0.8857, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.2316 2020-08-13 22:22:05,805 - mmaction - INFO - Epoch [75][760/940] lr: 4.000e-03, eta: 6:17:02, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8830, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.2579 2020-08-13 22:22:23,990 - mmaction - INFO - Epoch [75][780/940] lr: 4.000e-03, eta: 6:16:43, time: 0.912, data_time: 0.009, memory: 6440, top1_acc: 0.6969, top5_acc: 0.8725, loss_cls: 1.2433, loss: 1.2433, grad_norm: 4.2649 2020-08-13 22:22:43,451 - mmaction - INFO - Epoch [75][800/940] lr: 4.000e-03, eta: 6:16:24, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.7055, top5_acc: 0.8854, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.3235 2020-08-13 22:23:02,572 - mmaction - INFO - Epoch [75][820/940] lr: 4.000e-03, eta: 6:16:05, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.7025, top5_acc: 0.8805, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.2814 2020-08-13 22:23:21,108 - mmaction - INFO - Epoch [75][840/940] lr: 4.000e-03, eta: 6:15:45, time: 0.929, data_time: 0.004, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8854, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.3321 2020-08-13 22:23:40,282 - mmaction - INFO - Epoch [75][860/940] lr: 4.000e-03, eta: 6:15:26, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8811, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.3074 2020-08-13 22:23:59,745 - mmaction - INFO - Epoch [75][880/940] lr: 4.000e-03, eta: 6:15:07, time: 0.975, data_time: 0.008, memory: 6440, top1_acc: 0.7049, top5_acc: 0.8809, loss_cls: 1.1971, loss: 1.1971, grad_norm: 4.3148 2020-08-13 22:24:19,399 - mmaction - INFO - Epoch [75][900/940] lr: 4.000e-03, eta: 6:14:48, time: 0.982, data_time: 0.007, memory: 6440, top1_acc: 0.7168, top5_acc: 0.8871, loss_cls: 1.1520, loss: 1.1520, grad_norm: 4.2489 2020-08-13 22:24:38,894 - mmaction - INFO - Epoch [75][920/940] lr: 4.000e-03, eta: 6:14:29, time: 0.972, data_time: 0.006, memory: 6440, top1_acc: 0.6977, top5_acc: 0.8816, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.4043 2020-08-13 22:24:58,299 - mmaction - INFO - Epoch [75][940/940] lr: 4.000e-03, eta: 6:14:10, time: 0.972, data_time: 0.009, memory: 6440, top1_acc: 0.7096, top5_acc: 0.8847, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.3119 2020-08-13 22:24:58,552 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-08-13 22:25:22,653 - mmaction - INFO - Epoch [76][20/940] lr: 4.000e-03, eta: 6:13:53, time: 1.176, data_time: 0.435, memory: 6440, top1_acc: 0.7141, top5_acc: 0.8846, loss_cls: 1.1646, loss: 1.1646, grad_norm: 4.2142 2020-08-13 22:25:39,562 - mmaction - INFO - Epoch [76][40/940] lr: 4.000e-03, eta: 6:13:33, time: 0.847, data_time: 0.008, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8828, loss_cls: 1.1509, loss: 1.1509, grad_norm: 4.2753 2020-08-13 22:25:59,884 - mmaction - INFO - Epoch [76][60/940] lr: 4.000e-03, eta: 6:13:14, time: 1.017, data_time: 0.010, memory: 6440, top1_acc: 0.7162, top5_acc: 0.8918, loss_cls: 1.1361, loss: 1.1361, grad_norm: 4.3112 2020-08-13 22:26:19,412 - mmaction - INFO - Epoch [76][80/940] lr: 4.000e-03, eta: 6:12:55, time: 0.977, data_time: 0.006, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8754, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.2400 2020-08-13 22:26:38,191 - mmaction - INFO - Epoch [76][100/940] lr: 4.000e-03, eta: 6:12:36, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.7027, top5_acc: 0.8895, loss_cls: 1.1643, loss: 1.1643, grad_norm: 4.4140 2020-08-13 22:26:56,680 - mmaction - INFO - Epoch [76][120/940] lr: 4.000e-03, eta: 6:12:17, time: 0.923, data_time: 0.008, memory: 6440, top1_acc: 0.7125, top5_acc: 0.8848, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.3466 2020-08-13 22:27:16,213 - mmaction - INFO - Epoch [76][140/940] lr: 4.000e-03, eta: 6:11:58, time: 0.977, data_time: 0.010, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8828, loss_cls: 1.1753, loss: 1.1753, grad_norm: 4.3837 2020-08-13 22:27:35,232 - mmaction - INFO - Epoch [76][160/940] lr: 4.000e-03, eta: 6:11:39, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.6982, top5_acc: 0.8783, loss_cls: 1.2209, loss: 1.2209, grad_norm: 4.3954 2020-08-13 22:27:55,426 - mmaction - INFO - Epoch [76][180/940] lr: 4.000e-03, eta: 6:11:20, time: 1.005, data_time: 0.005, memory: 6440, top1_acc: 0.7076, top5_acc: 0.8812, loss_cls: 1.1716, loss: 1.1716, grad_norm: 4.3559 2020-08-13 22:28:14,346 - mmaction - INFO - Epoch [76][200/940] lr: 4.000e-03, eta: 6:11:01, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.7162, top5_acc: 0.8889, loss_cls: 1.1325, loss: 1.1325, grad_norm: 4.2455 2020-08-13 22:28:34,355 - mmaction - INFO - Epoch [76][220/940] lr: 4.000e-03, eta: 6:10:42, time: 1.001, data_time: 0.009, memory: 6440, top1_acc: 0.7105, top5_acc: 0.8795, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.2446 2020-08-13 22:28:53,576 - mmaction - INFO - Epoch [76][240/940] lr: 4.000e-03, eta: 6:10:23, time: 0.965, data_time: 0.009, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8809, loss_cls: 1.1826, loss: 1.1826, grad_norm: 4.2928 2020-08-13 22:29:13,091 - mmaction - INFO - Epoch [76][260/940] lr: 4.000e-03, eta: 6:10:04, time: 0.973, data_time: 0.005, memory: 6440, top1_acc: 0.7129, top5_acc: 0.8820, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.2519 2020-08-13 22:29:32,620 - mmaction - INFO - Epoch [76][280/940] lr: 4.000e-03, eta: 6:09:45, time: 0.977, data_time: 0.005, memory: 6440, top1_acc: 0.7180, top5_acc: 0.8822, loss_cls: 1.1591, loss: 1.1591, grad_norm: 4.2770 2020-08-13 22:29:51,855 - mmaction - INFO - Epoch [76][300/940] lr: 4.000e-03, eta: 6:09:26, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.7156, top5_acc: 0.8854, loss_cls: 1.1378, loss: 1.1378, grad_norm: 4.2307 2020-08-13 22:30:11,260 - mmaction - INFO - Epoch [76][320/940] lr: 4.000e-03, eta: 6:09:07, time: 0.976, data_time: 0.008, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8771, loss_cls: 1.1920, loss: 1.1920, grad_norm: 4.2094 2020-08-13 22:30:29,544 - mmaction - INFO - Epoch [76][340/940] lr: 4.000e-03, eta: 6:08:47, time: 0.915, data_time: 0.002, memory: 6440, top1_acc: 0.7176, top5_acc: 0.8891, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.3461 2020-08-13 22:30:49,761 - mmaction - INFO - Epoch [76][360/940] lr: 4.000e-03, eta: 6:08:29, time: 1.008, data_time: 0.005, memory: 6440, top1_acc: 0.7123, top5_acc: 0.8840, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.2692 2020-08-13 22:31:09,034 - mmaction - INFO - Epoch [76][380/940] lr: 4.000e-03, eta: 6:08:10, time: 0.966, data_time: 0.009, memory: 6440, top1_acc: 0.7152, top5_acc: 0.8873, loss_cls: 1.1506, loss: 1.1506, grad_norm: 4.3102 2020-08-13 22:31:28,364 - mmaction - INFO - Epoch [76][400/940] lr: 4.000e-03, eta: 6:07:50, time: 0.962, data_time: 0.005, memory: 6440, top1_acc: 0.6994, top5_acc: 0.8746, loss_cls: 1.2324, loss: 1.2324, grad_norm: 4.3322 2020-08-13 22:31:46,847 - mmaction - INFO - Epoch [76][420/940] lr: 4.000e-03, eta: 6:07:31, time: 0.928, data_time: 0.008, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8818, loss_cls: 1.1623, loss: 1.1623, grad_norm: 4.3327 2020-08-13 22:32:07,153 - mmaction - INFO - Epoch [76][440/940] lr: 4.000e-03, eta: 6:07:12, time: 1.016, data_time: 0.006, memory: 6440, top1_acc: 0.7074, top5_acc: 0.8828, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.3212 2020-08-13 22:32:24,380 - mmaction - INFO - Epoch [76][460/940] lr: 4.000e-03, eta: 6:06:53, time: 0.862, data_time: 0.006, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8855, loss_cls: 1.1709, loss: 1.1709, grad_norm: 4.2347 2020-08-13 22:32:44,275 - mmaction - INFO - Epoch [76][480/940] lr: 4.000e-03, eta: 6:06:34, time: 0.990, data_time: 0.011, memory: 6440, top1_acc: 0.7053, top5_acc: 0.8787, loss_cls: 1.1921, loss: 1.1921, grad_norm: 4.3204 2020-08-13 22:33:02,614 - mmaction - INFO - Epoch [76][500/940] lr: 4.000e-03, eta: 6:06:15, time: 0.920, data_time: 0.008, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8807, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.2954 2020-08-13 22:33:23,403 - mmaction - INFO - Epoch [76][520/940] lr: 4.000e-03, eta: 6:05:56, time: 1.038, data_time: 0.004, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8850, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.3666 2020-08-13 22:33:41,751 - mmaction - INFO - Epoch [76][540/940] lr: 4.000e-03, eta: 6:05:37, time: 0.919, data_time: 0.009, memory: 6440, top1_acc: 0.6932, top5_acc: 0.8834, loss_cls: 1.2077, loss: 1.2077, grad_norm: 4.3905 2020-08-13 22:34:02,927 - mmaction - INFO - Epoch [76][560/940] lr: 4.000e-03, eta: 6:05:18, time: 1.061, data_time: 0.005, memory: 6440, top1_acc: 0.7078, top5_acc: 0.8770, loss_cls: 1.1870, loss: 1.1870, grad_norm: 4.3522 2020-08-13 22:34:22,512 - mmaction - INFO - Epoch [76][580/940] lr: 4.000e-03, eta: 6:04:59, time: 0.979, data_time: 0.002, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8789, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.3284 2020-08-13 22:34:39,695 - mmaction - INFO - Epoch [76][600/940] lr: 4.000e-03, eta: 6:04:39, time: 0.855, data_time: 0.007, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8732, loss_cls: 1.2366, loss: 1.2366, grad_norm: 4.3344 2020-08-13 22:34:58,919 - mmaction - INFO - Epoch [76][620/940] lr: 4.000e-03, eta: 6:04:20, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.7096, top5_acc: 0.8832, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.3052 2020-08-13 22:35:17,749 - mmaction - INFO - Epoch [76][640/940] lr: 4.000e-03, eta: 6:04:01, time: 0.943, data_time: 0.011, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8869, loss_cls: 1.1741, loss: 1.1741, grad_norm: 4.3751 2020-08-13 22:35:37,830 - mmaction - INFO - Epoch [76][660/940] lr: 4.000e-03, eta: 6:03:42, time: 1.003, data_time: 0.005, memory: 6440, top1_acc: 0.6975, top5_acc: 0.8791, loss_cls: 1.2161, loss: 1.2161, grad_norm: 4.3867 2020-08-13 22:35:56,555 - mmaction - INFO - Epoch [76][680/940] lr: 4.000e-03, eta: 6:03:23, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8840, loss_cls: 1.1751, loss: 1.1751, grad_norm: 4.2408 2020-08-13 22:36:16,446 - mmaction - INFO - Epoch [76][700/940] lr: 4.000e-03, eta: 6:03:04, time: 0.996, data_time: 0.007, memory: 6440, top1_acc: 0.7023, top5_acc: 0.8775, loss_cls: 1.2120, loss: 1.2120, grad_norm: 4.3164 2020-08-13 22:36:36,093 - mmaction - INFO - Epoch [76][720/940] lr: 4.000e-03, eta: 6:02:45, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8729, loss_cls: 1.2369, loss: 1.2369, grad_norm: 4.3940 2020-08-13 22:36:54,551 - mmaction - INFO - Epoch [76][740/940] lr: 4.000e-03, eta: 6:02:26, time: 0.925, data_time: 0.006, memory: 6440, top1_acc: 0.7100, top5_acc: 0.8824, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.4272 2020-08-13 22:37:12,799 - mmaction - INFO - Epoch [76][760/940] lr: 4.000e-03, eta: 6:02:07, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8883, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.3030 2020-08-13 22:37:32,878 - mmaction - INFO - Epoch [76][780/940] lr: 4.000e-03, eta: 6:01:48, time: 1.006, data_time: 0.006, memory: 6440, top1_acc: 0.6961, top5_acc: 0.8785, loss_cls: 1.2109, loss: 1.2109, grad_norm: 4.4313 2020-08-13 22:37:50,380 - mmaction - INFO - Epoch [76][800/940] lr: 4.000e-03, eta: 6:01:28, time: 0.873, data_time: 0.005, memory: 6440, top1_acc: 0.7020, top5_acc: 0.8771, loss_cls: 1.2169, loss: 1.2169, grad_norm: 4.3688 2020-08-13 22:38:08,950 - mmaction - INFO - Epoch [76][820/940] lr: 4.000e-03, eta: 6:01:09, time: 0.926, data_time: 0.006, memory: 6440, top1_acc: 0.7109, top5_acc: 0.8850, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.3120 2020-08-13 22:38:29,898 - mmaction - INFO - Epoch [76][840/940] lr: 4.000e-03, eta: 6:00:50, time: 1.050, data_time: 0.009, memory: 6440, top1_acc: 0.6994, top5_acc: 0.8781, loss_cls: 1.2181, loss: 1.2181, grad_norm: 4.3013 2020-08-13 22:38:48,290 - mmaction - INFO - Epoch [76][860/940] lr: 4.000e-03, eta: 6:00:31, time: 0.921, data_time: 0.004, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8842, loss_cls: 1.1769, loss: 1.1769, grad_norm: 4.3335 2020-08-13 22:39:07,797 - mmaction - INFO - Epoch [76][880/940] lr: 4.000e-03, eta: 6:00:12, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.7072, top5_acc: 0.8816, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.4338 2020-08-13 22:39:25,841 - mmaction - INFO - Epoch [76][900/940] lr: 4.000e-03, eta: 5:59:53, time: 0.900, data_time: 0.004, memory: 6440, top1_acc: 0.7080, top5_acc: 0.8773, loss_cls: 1.1982, loss: 1.1982, grad_norm: 4.3218 2020-08-13 22:39:46,040 - mmaction - INFO - Epoch [76][920/940] lr: 4.000e-03, eta: 5:59:34, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.7145, top5_acc: 0.8863, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.2604 2020-08-13 22:40:03,731 - mmaction - INFO - Epoch [76][940/940] lr: 4.000e-03, eta: 5:59:14, time: 0.887, data_time: 0.008, memory: 6440, top1_acc: 0.6991, top5_acc: 0.8868, loss_cls: 1.1928, loss: 1.1928, grad_norm: 4.4316 2020-08-13 22:40:04,011 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-08-13 22:40:29,034 - mmaction - INFO - Epoch [77][20/940] lr: 4.000e-03, eta: 5:58:57, time: 1.225, data_time: 0.420, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8838, loss_cls: 1.1763, loss: 1.1763, grad_norm: 4.2489 2020-08-13 22:40:49,292 - mmaction - INFO - Epoch [77][40/940] lr: 4.000e-03, eta: 5:58:38, time: 1.011, data_time: 0.005, memory: 6440, top1_acc: 0.7152, top5_acc: 0.8793, loss_cls: 1.1757, loss: 1.1757, grad_norm: 4.3094 2020-08-13 22:41:07,456 - mmaction - INFO - Epoch [77][60/940] lr: 4.000e-03, eta: 5:58:19, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.7119, top5_acc: 0.8902, loss_cls: 1.1416, loss: 1.1416, grad_norm: 4.2639 2020-08-13 22:41:26,982 - mmaction - INFO - Epoch [77][80/940] lr: 4.000e-03, eta: 5:58:00, time: 0.975, data_time: 0.008, memory: 6440, top1_acc: 0.7250, top5_acc: 0.8900, loss_cls: 1.1185, loss: 1.1185, grad_norm: 4.2958 2020-08-13 22:41:44,894 - mmaction - INFO - Epoch [77][100/940] lr: 4.000e-03, eta: 5:57:40, time: 0.897, data_time: 0.007, memory: 6440, top1_acc: 0.7014, top5_acc: 0.8854, loss_cls: 1.1827, loss: 1.1827, grad_norm: 4.3483 2020-08-13 22:42:05,398 - mmaction - INFO - Epoch [77][120/940] lr: 4.000e-03, eta: 5:57:22, time: 1.024, data_time: 0.009, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8941, loss_cls: 1.1364, loss: 1.1364, grad_norm: 4.2012 2020-08-13 22:42:25,008 - mmaction - INFO - Epoch [77][140/940] lr: 4.000e-03, eta: 5:57:03, time: 0.979, data_time: 0.005, memory: 6440, top1_acc: 0.6986, top5_acc: 0.8809, loss_cls: 1.2193, loss: 1.2193, grad_norm: 4.3964 2020-08-13 22:42:44,652 - mmaction - INFO - Epoch [77][160/940] lr: 4.000e-03, eta: 5:56:44, time: 0.982, data_time: 0.008, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8834, loss_cls: 1.1836, loss: 1.1836, grad_norm: 4.3669 2020-08-13 22:43:03,568 - mmaction - INFO - Epoch [77][180/940] lr: 4.000e-03, eta: 5:56:25, time: 0.947, data_time: 0.006, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8816, loss_cls: 1.1732, loss: 1.1732, grad_norm: 4.3555 2020-08-13 22:43:23,302 - mmaction - INFO - Epoch [77][200/940] lr: 4.000e-03, eta: 5:56:06, time: 0.988, data_time: 0.004, memory: 6440, top1_acc: 0.7158, top5_acc: 0.8916, loss_cls: 1.1358, loss: 1.1358, grad_norm: 4.2970 2020-08-13 22:43:43,897 - mmaction - INFO - Epoch [77][220/940] lr: 4.000e-03, eta: 5:55:47, time: 1.030, data_time: 0.002, memory: 6440, top1_acc: 0.7162, top5_acc: 0.8902, loss_cls: 1.1274, loss: 1.1274, grad_norm: 4.3165 2020-08-13 22:44:03,454 - mmaction - INFO - Epoch [77][240/940] lr: 4.000e-03, eta: 5:55:28, time: 0.972, data_time: 0.004, memory: 6440, top1_acc: 0.7180, top5_acc: 0.8879, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.2890 2020-08-13 22:44:22,879 - mmaction - INFO - Epoch [77][260/940] lr: 4.000e-03, eta: 5:55:09, time: 0.977, data_time: 0.008, memory: 6440, top1_acc: 0.7143, top5_acc: 0.8900, loss_cls: 1.1597, loss: 1.1597, grad_norm: 4.3691 2020-08-13 22:44:43,384 - mmaction - INFO - Epoch [77][280/940] lr: 4.000e-03, eta: 5:54:50, time: 1.024, data_time: 0.005, memory: 6440, top1_acc: 0.7104, top5_acc: 0.8908, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.3604 2020-08-13 22:45:02,638 - mmaction - INFO - Epoch [77][300/940] lr: 4.000e-03, eta: 5:54:31, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.7174, top5_acc: 0.8793, loss_cls: 1.1800, loss: 1.1800, grad_norm: 4.2611 2020-08-13 22:45:21,443 - mmaction - INFO - Epoch [77][320/940] lr: 4.000e-03, eta: 5:54:12, time: 0.937, data_time: 0.003, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8830, loss_cls: 1.1929, loss: 1.1929, grad_norm: 4.3416 2020-08-13 22:45:42,503 - mmaction - INFO - Epoch [77][340/940] lr: 4.000e-03, eta: 5:53:54, time: 1.052, data_time: 0.008, memory: 6440, top1_acc: 0.6990, top5_acc: 0.8770, loss_cls: 1.2190, loss: 1.2190, grad_norm: 4.3701 2020-08-13 22:45:59,059 - mmaction - INFO - Epoch [77][360/940] lr: 4.000e-03, eta: 5:53:34, time: 0.827, data_time: 0.009, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8865, loss_cls: 1.1608, loss: 1.1608, grad_norm: 4.3815 2020-08-13 22:46:18,217 - mmaction - INFO - Epoch [77][380/940] lr: 4.000e-03, eta: 5:53:15, time: 0.960, data_time: 0.007, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8902, loss_cls: 1.1716, loss: 1.1716, grad_norm: 4.4033 2020-08-13 22:46:37,678 - mmaction - INFO - Epoch [77][400/940] lr: 4.000e-03, eta: 5:52:56, time: 0.975, data_time: 0.004, memory: 6440, top1_acc: 0.7188, top5_acc: 0.8943, loss_cls: 1.1331, loss: 1.1331, grad_norm: 4.3001 2020-08-13 22:46:57,510 - mmaction - INFO - Epoch [77][420/940] lr: 4.000e-03, eta: 5:52:37, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.7107, top5_acc: 0.8865, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.3450 2020-08-13 22:47:15,818 - mmaction - INFO - Epoch [77][440/940] lr: 4.000e-03, eta: 5:52:17, time: 0.912, data_time: 0.007, memory: 6440, top1_acc: 0.7145, top5_acc: 0.8801, loss_cls: 1.1821, loss: 1.1821, grad_norm: 4.3742 2020-08-13 22:47:35,998 - mmaction - INFO - Epoch [77][460/940] lr: 4.000e-03, eta: 5:51:59, time: 1.011, data_time: 0.007, memory: 6440, top1_acc: 0.7211, top5_acc: 0.8854, loss_cls: 1.1467, loss: 1.1467, grad_norm: 4.2396 2020-08-13 22:47:55,342 - mmaction - INFO - Epoch [77][480/940] lr: 4.000e-03, eta: 5:51:39, time: 0.962, data_time: 0.006, memory: 6440, top1_acc: 0.7059, top5_acc: 0.8771, loss_cls: 1.2156, loss: 1.2156, grad_norm: 4.3772 2020-08-13 22:48:14,064 - mmaction - INFO - Epoch [77][500/940] lr: 4.000e-03, eta: 5:51:20, time: 0.941, data_time: 0.009, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8848, loss_cls: 1.2050, loss: 1.2050, grad_norm: 4.3902 2020-08-13 22:48:35,283 - mmaction - INFO - Epoch [77][520/940] lr: 4.000e-03, eta: 5:51:02, time: 1.056, data_time: 0.007, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8906, loss_cls: 1.1388, loss: 1.1388, grad_norm: 4.2496 2020-08-13 22:48:53,904 - mmaction - INFO - Epoch [77][540/940] lr: 4.000e-03, eta: 5:50:42, time: 0.933, data_time: 0.009, memory: 6440, top1_acc: 0.7188, top5_acc: 0.8857, loss_cls: 1.1466, loss: 1.1466, grad_norm: 4.2878 2020-08-13 22:49:13,640 - mmaction - INFO - Epoch [77][560/940] lr: 4.000e-03, eta: 5:50:24, time: 0.991, data_time: 0.010, memory: 6440, top1_acc: 0.7055, top5_acc: 0.8775, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.4305 2020-08-13 22:49:36,215 - mmaction - INFO - Epoch [77][580/940] lr: 4.000e-03, eta: 5:50:06, time: 1.130, data_time: 0.008, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8799, loss_cls: 1.1930, loss: 1.1930, grad_norm: 4.3792 2020-08-13 22:49:57,030 - mmaction - INFO - Epoch [77][600/940] lr: 4.000e-03, eta: 5:49:47, time: 1.034, data_time: 0.006, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8717, loss_cls: 1.2388, loss: 1.2388, grad_norm: 4.5240 2020-08-13 22:50:15,134 - mmaction - INFO - Epoch [77][620/940] lr: 4.000e-03, eta: 5:49:28, time: 0.912, data_time: 0.009, memory: 6440, top1_acc: 0.7084, top5_acc: 0.8869, loss_cls: 1.1610, loss: 1.1610, grad_norm: 4.2681 2020-08-13 22:50:34,202 - mmaction - INFO - Epoch [77][640/940] lr: 4.000e-03, eta: 5:49:08, time: 0.953, data_time: 0.005, memory: 6440, top1_acc: 0.7080, top5_acc: 0.8855, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.3488 2020-08-13 22:50:54,573 - mmaction - INFO - Epoch [77][660/940] lr: 4.000e-03, eta: 5:48:50, time: 1.019, data_time: 0.004, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8814, loss_cls: 1.1697, loss: 1.1697, grad_norm: 4.3082 2020-08-13 22:51:14,782 - mmaction - INFO - Epoch [77][680/940] lr: 4.000e-03, eta: 5:48:31, time: 1.009, data_time: 0.009, memory: 6440, top1_acc: 0.7150, top5_acc: 0.8844, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.3587 2020-08-13 22:51:34,772 - mmaction - INFO - Epoch [77][700/940] lr: 4.000e-03, eta: 5:48:12, time: 1.001, data_time: 0.004, memory: 6440, top1_acc: 0.7102, top5_acc: 0.8896, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.4095 2020-08-13 22:51:55,301 - mmaction - INFO - Epoch [77][720/940] lr: 4.000e-03, eta: 5:47:53, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.7100, top5_acc: 0.8805, loss_cls: 1.1817, loss: 1.1817, grad_norm: 4.3705 2020-08-13 22:52:14,470 - mmaction - INFO - Epoch [77][740/940] lr: 4.000e-03, eta: 5:47:34, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.7082, top5_acc: 0.8797, loss_cls: 1.1685, loss: 1.1685, grad_norm: 4.4511 2020-08-13 22:52:34,050 - mmaction - INFO - Epoch [77][760/940] lr: 4.000e-03, eta: 5:47:15, time: 0.983, data_time: 0.010, memory: 6440, top1_acc: 0.7041, top5_acc: 0.8838, loss_cls: 1.1814, loss: 1.1814, grad_norm: 4.4171 2020-08-13 22:52:52,664 - mmaction - INFO - Epoch [77][780/940] lr: 4.000e-03, eta: 5:46:56, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1420, loss: 1.1420, grad_norm: 4.3129 2020-08-13 22:53:12,328 - mmaction - INFO - Epoch [77][800/940] lr: 4.000e-03, eta: 5:46:37, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.7072, top5_acc: 0.8842, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.4441 2020-08-13 22:53:31,385 - mmaction - INFO - Epoch [77][820/940] lr: 4.000e-03, eta: 5:46:18, time: 0.950, data_time: 0.005, memory: 6440, top1_acc: 0.7090, top5_acc: 0.8799, loss_cls: 1.1958, loss: 1.1958, grad_norm: 4.4314 2020-08-13 22:53:51,149 - mmaction - INFO - Epoch [77][840/940] lr: 4.000e-03, eta: 5:45:59, time: 0.990, data_time: 0.006, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8854, loss_cls: 1.1794, loss: 1.1794, grad_norm: 4.3618 2020-08-13 22:54:11,216 - mmaction - INFO - Epoch [77][860/940] lr: 4.000e-03, eta: 5:45:40, time: 1.002, data_time: 0.006, memory: 6440, top1_acc: 0.7031, top5_acc: 0.8732, loss_cls: 1.2371, loss: 1.2371, grad_norm: 4.4398 2020-08-13 22:54:32,009 - mmaction - INFO - Epoch [77][880/940] lr: 4.000e-03, eta: 5:45:22, time: 1.041, data_time: 0.007, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8801, loss_cls: 1.2253, loss: 1.2253, grad_norm: 4.4392 2020-08-13 22:54:50,027 - mmaction - INFO - Epoch [77][900/940] lr: 4.000e-03, eta: 5:45:02, time: 0.899, data_time: 0.006, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8830, loss_cls: 1.2037, loss: 1.2037, grad_norm: 4.4022 2020-08-13 22:55:09,394 - mmaction - INFO - Epoch [77][920/940] lr: 4.000e-03, eta: 5:44:43, time: 0.968, data_time: 0.008, memory: 6440, top1_acc: 0.7061, top5_acc: 0.8795, loss_cls: 1.1765, loss: 1.1765, grad_norm: 4.3344 2020-08-13 22:55:27,953 - mmaction - INFO - Epoch [77][940/940] lr: 4.000e-03, eta: 5:44:24, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8732, loss_cls: 1.2304, loss: 1.2304, grad_norm: 4.4325 2020-08-13 22:55:28,188 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-08-13 22:55:51,816 - mmaction - INFO - Epoch [78][20/940] lr: 4.000e-03, eta: 5:44:06, time: 1.156, data_time: 0.441, memory: 6440, top1_acc: 0.7168, top5_acc: 0.8949, loss_cls: 1.1352, loss: 1.1352, grad_norm: 4.2527 2020-08-13 22:56:09,992 - mmaction - INFO - Epoch [78][40/940] lr: 4.000e-03, eta: 5:43:46, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.7070, top5_acc: 0.8840, loss_cls: 1.1815, loss: 1.1815, grad_norm: 4.3642 2020-08-13 22:56:30,481 - mmaction - INFO - Epoch [78][60/940] lr: 4.000e-03, eta: 5:43:28, time: 1.029, data_time: 0.007, memory: 6440, top1_acc: 0.7211, top5_acc: 0.8826, loss_cls: 1.1538, loss: 1.1538, grad_norm: 4.3037 2020-08-13 22:56:49,036 - mmaction - INFO - Epoch [78][80/940] lr: 4.000e-03, eta: 5:43:08, time: 0.927, data_time: 0.007, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8854, loss_cls: 1.1634, loss: 1.1634, grad_norm: 4.2811 2020-08-13 22:57:08,234 - mmaction - INFO - Epoch [78][100/940] lr: 4.000e-03, eta: 5:42:49, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8896, loss_cls: 1.1430, loss: 1.1430, grad_norm: 4.3724 2020-08-13 22:57:27,786 - mmaction - INFO - Epoch [78][120/940] lr: 4.000e-03, eta: 5:42:30, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.7117, top5_acc: 0.8857, loss_cls: 1.1537, loss: 1.1537, grad_norm: 4.3510 2020-08-13 22:57:47,873 - mmaction - INFO - Epoch [78][140/940] lr: 4.000e-03, eta: 5:42:12, time: 1.001, data_time: 0.006, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8846, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.4144 2020-08-13 22:58:05,455 - mmaction - INFO - Epoch [78][160/940] lr: 4.000e-03, eta: 5:41:52, time: 0.882, data_time: 0.009, memory: 6440, top1_acc: 0.7111, top5_acc: 0.8814, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.4380 2020-08-13 22:58:24,623 - mmaction - INFO - Epoch [78][180/940] lr: 4.000e-03, eta: 5:41:33, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.3322 2020-08-13 22:58:44,026 - mmaction - INFO - Epoch [78][200/940] lr: 4.000e-03, eta: 5:41:14, time: 0.970, data_time: 0.003, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8832, loss_cls: 1.1808, loss: 1.1808, grad_norm: 4.4271 2020-08-13 22:59:02,994 - mmaction - INFO - Epoch [78][220/940] lr: 4.000e-03, eta: 5:40:55, time: 0.944, data_time: 0.005, memory: 6440, top1_acc: 0.7162, top5_acc: 0.8867, loss_cls: 1.1577, loss: 1.1577, grad_norm: 4.4334 2020-08-13 22:59:23,678 - mmaction - INFO - Epoch [78][240/940] lr: 4.000e-03, eta: 5:40:36, time: 1.039, data_time: 0.007, memory: 6440, top1_acc: 0.7119, top5_acc: 0.8887, loss_cls: 1.1751, loss: 1.1751, grad_norm: 4.4129 2020-08-13 22:59:42,080 - mmaction - INFO - Epoch [78][260/940] lr: 4.000e-03, eta: 5:40:17, time: 0.918, data_time: 0.004, memory: 6440, top1_acc: 0.7172, top5_acc: 0.8820, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.3138 2020-08-13 23:00:09,315 - mmaction - INFO - Epoch [78][280/940] lr: 4.000e-03, eta: 5:40:00, time: 1.360, data_time: 0.007, memory: 6440, top1_acc: 0.7141, top5_acc: 0.8836, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.3159 2020-08-13 23:00:26,226 - mmaction - INFO - Epoch [78][300/940] lr: 4.000e-03, eta: 5:39:40, time: 0.850, data_time: 0.011, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8918, loss_cls: 1.1436, loss: 1.1436, grad_norm: 4.3762 2020-08-13 23:00:45,814 - mmaction - INFO - Epoch [78][320/940] lr: 4.000e-03, eta: 5:39:21, time: 0.976, data_time: 0.005, memory: 6440, top1_acc: 0.7084, top5_acc: 0.8875, loss_cls: 1.1458, loss: 1.1458, grad_norm: 4.3755 2020-08-13 23:01:05,957 - mmaction - INFO - Epoch [78][340/940] lr: 4.000e-03, eta: 5:39:02, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.7072, top5_acc: 0.8826, loss_cls: 1.1975, loss: 1.1975, grad_norm: 4.4403 2020-08-13 23:01:25,028 - mmaction - INFO - Epoch [78][360/940] lr: 4.000e-03, eta: 5:38:43, time: 0.953, data_time: 0.002, memory: 6440, top1_acc: 0.7113, top5_acc: 0.8867, loss_cls: 1.1841, loss: 1.1841, grad_norm: 4.4086 2020-08-13 23:01:44,504 - mmaction - INFO - Epoch [78][380/940] lr: 4.000e-03, eta: 5:38:24, time: 0.970, data_time: 0.005, memory: 6440, top1_acc: 0.7113, top5_acc: 0.8879, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.3826 2020-08-13 23:02:04,099 - mmaction - INFO - Epoch [78][400/940] lr: 4.000e-03, eta: 5:38:05, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.7070, top5_acc: 0.8840, loss_cls: 1.1661, loss: 1.1661, grad_norm: 4.4532 2020-08-13 23:02:23,777 - mmaction - INFO - Epoch [78][420/940] lr: 4.000e-03, eta: 5:37:46, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8896, loss_cls: 1.1443, loss: 1.1443, grad_norm: 4.3638 2020-08-13 23:02:42,362 - mmaction - INFO - Epoch [78][440/940] lr: 4.000e-03, eta: 5:37:27, time: 0.930, data_time: 0.008, memory: 6440, top1_acc: 0.7207, top5_acc: 0.8941, loss_cls: 1.1438, loss: 1.1438, grad_norm: 4.3635 2020-08-13 23:03:03,052 - mmaction - INFO - Epoch [78][460/940] lr: 4.000e-03, eta: 5:37:08, time: 1.034, data_time: 0.005, memory: 6440, top1_acc: 0.7133, top5_acc: 0.8904, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.4601 2020-08-13 23:03:23,079 - mmaction - INFO - Epoch [78][480/940] lr: 4.000e-03, eta: 5:36:50, time: 1.004, data_time: 0.005, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8848, loss_cls: 1.1705, loss: 1.1705, grad_norm: 4.4461 2020-08-13 23:03:43,274 - mmaction - INFO - Epoch [78][500/940] lr: 4.000e-03, eta: 5:36:31, time: 1.010, data_time: 0.003, memory: 6440, top1_acc: 0.7182, top5_acc: 0.8863, loss_cls: 1.1546, loss: 1.1546, grad_norm: 4.2986 2020-08-13 23:04:02,309 - mmaction - INFO - Epoch [78][520/940] lr: 4.000e-03, eta: 5:36:12, time: 0.949, data_time: 0.015, memory: 6440, top1_acc: 0.7078, top5_acc: 0.8855, loss_cls: 1.1794, loss: 1.1794, grad_norm: 4.4098 2020-08-13 23:04:21,678 - mmaction - INFO - Epoch [78][540/940] lr: 4.000e-03, eta: 5:35:53, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8746, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.4344 2020-08-13 23:04:42,564 - mmaction - INFO - Epoch [78][560/940] lr: 4.000e-03, eta: 5:35:34, time: 1.043, data_time: 0.009, memory: 6440, top1_acc: 0.7133, top5_acc: 0.8797, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.3961 2020-08-13 23:05:01,427 - mmaction - INFO - Epoch [78][580/940] lr: 4.000e-03, eta: 5:35:15, time: 0.943, data_time: 0.009, memory: 6440, top1_acc: 0.7180, top5_acc: 0.8887, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.3438 2020-08-13 23:05:21,823 - mmaction - INFO - Epoch [78][600/940] lr: 4.000e-03, eta: 5:34:56, time: 1.021, data_time: 0.009, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8822, loss_cls: 1.1617, loss: 1.1617, grad_norm: 4.3981 2020-08-13 23:05:43,443 - mmaction - INFO - Epoch [78][620/940] lr: 4.000e-03, eta: 5:34:38, time: 1.075, data_time: 0.009, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8852, loss_cls: 1.1822, loss: 1.1822, grad_norm: 4.4269 2020-08-13 23:06:02,623 - mmaction - INFO - Epoch [78][640/940] lr: 4.000e-03, eta: 5:34:18, time: 0.964, data_time: 0.009, memory: 6440, top1_acc: 0.7102, top5_acc: 0.8789, loss_cls: 1.1970, loss: 1.1970, grad_norm: 4.4055 2020-08-13 23:06:22,356 - mmaction - INFO - Epoch [78][660/940] lr: 4.000e-03, eta: 5:34:00, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8746, loss_cls: 1.2199, loss: 1.2199, grad_norm: 4.3352 2020-08-13 23:06:40,229 - mmaction - INFO - Epoch [78][680/940] lr: 4.000e-03, eta: 5:33:40, time: 0.893, data_time: 0.008, memory: 6440, top1_acc: 0.7240, top5_acc: 0.8963, loss_cls: 1.1063, loss: 1.1063, grad_norm: 4.2388 2020-08-13 23:07:01,739 - mmaction - INFO - Epoch [78][700/940] lr: 4.000e-03, eta: 5:33:22, time: 1.077, data_time: 0.003, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8836, loss_cls: 1.1742, loss: 1.1742, grad_norm: 4.3746 2020-08-13 23:07:20,562 - mmaction - INFO - Epoch [78][720/940] lr: 4.000e-03, eta: 5:33:02, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.2239, loss: 1.2239, grad_norm: 4.4501 2020-08-13 23:07:40,853 - mmaction - INFO - Epoch [78][740/940] lr: 4.000e-03, eta: 5:32:44, time: 1.017, data_time: 0.007, memory: 6440, top1_acc: 0.7012, top5_acc: 0.8779, loss_cls: 1.2164, loss: 1.2164, grad_norm: 4.4370 2020-08-13 23:07:59,595 - mmaction - INFO - Epoch [78][760/940] lr: 4.000e-03, eta: 5:32:24, time: 0.935, data_time: 0.006, memory: 6440, top1_acc: 0.7076, top5_acc: 0.8852, loss_cls: 1.1648, loss: 1.1648, grad_norm: 4.3942 2020-08-13 23:08:19,139 - mmaction - INFO - Epoch [78][780/940] lr: 4.000e-03, eta: 5:32:05, time: 0.977, data_time: 0.006, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8871, loss_cls: 1.1645, loss: 1.1645, grad_norm: 4.4792 2020-08-13 23:08:38,938 - mmaction - INFO - Epoch [78][800/940] lr: 4.000e-03, eta: 5:31:46, time: 0.991, data_time: 0.006, memory: 6440, top1_acc: 0.7205, top5_acc: 0.8914, loss_cls: 1.1498, loss: 1.1498, grad_norm: 4.4486 2020-08-13 23:08:58,651 - mmaction - INFO - Epoch [78][820/940] lr: 4.000e-03, eta: 5:31:27, time: 0.983, data_time: 0.007, memory: 6440, top1_acc: 0.7086, top5_acc: 0.8883, loss_cls: 1.1497, loss: 1.1497, grad_norm: 4.3142 2020-08-13 23:09:18,097 - mmaction - INFO - Epoch [78][840/940] lr: 4.000e-03, eta: 5:31:08, time: 0.975, data_time: 0.008, memory: 6440, top1_acc: 0.7027, top5_acc: 0.8846, loss_cls: 1.1959, loss: 1.1959, grad_norm: 4.4853 2020-08-13 23:09:37,689 - mmaction - INFO - Epoch [78][860/940] lr: 4.000e-03, eta: 5:30:49, time: 0.979, data_time: 0.006, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8818, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.3255 2020-08-13 23:09:56,998 - mmaction - INFO - Epoch [78][880/940] lr: 4.000e-03, eta: 5:30:30, time: 0.964, data_time: 0.006, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8893, loss_cls: 1.1573, loss: 1.1573, grad_norm: 4.3904 2020-08-13 23:10:17,709 - mmaction - INFO - Epoch [78][900/940] lr: 4.000e-03, eta: 5:30:12, time: 1.035, data_time: 0.008, memory: 6440, top1_acc: 0.7148, top5_acc: 0.8879, loss_cls: 1.1467, loss: 1.1467, grad_norm: 4.3545 2020-08-13 23:10:36,986 - mmaction - INFO - Epoch [78][920/940] lr: 4.000e-03, eta: 5:29:53, time: 0.963, data_time: 0.009, memory: 6440, top1_acc: 0.7018, top5_acc: 0.8807, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.4626 2020-08-13 23:10:56,987 - mmaction - INFO - Epoch [78][940/940] lr: 4.000e-03, eta: 5:29:34, time: 1.003, data_time: 0.009, memory: 6440, top1_acc: 0.7100, top5_acc: 0.8870, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.4319 2020-08-13 23:10:57,350 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-08-13 23:11:24,133 - mmaction - INFO - Epoch [79][20/940] lr: 4.000e-03, eta: 5:29:17, time: 1.300, data_time: 0.561, memory: 6440, top1_acc: 0.7230, top5_acc: 0.8965, loss_cls: 1.1033, loss: 1.1033, grad_norm: 4.3571 2020-08-13 23:11:40,696 - mmaction - INFO - Epoch [79][40/940] lr: 4.000e-03, eta: 5:28:57, time: 0.829, data_time: 0.004, memory: 6440, top1_acc: 0.7076, top5_acc: 0.8834, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.4260 2020-08-13 23:12:00,708 - mmaction - INFO - Epoch [79][60/940] lr: 4.000e-03, eta: 5:28:38, time: 1.001, data_time: 0.003, memory: 6440, top1_acc: 0.7146, top5_acc: 0.8781, loss_cls: 1.1954, loss: 1.1954, grad_norm: 4.4585 2020-08-13 23:12:19,564 - mmaction - INFO - Epoch [79][80/940] lr: 4.000e-03, eta: 5:28:19, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.7051, top5_acc: 0.8867, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.4897 2020-08-13 23:12:38,995 - mmaction - INFO - Epoch [79][100/940] lr: 4.000e-03, eta: 5:28:00, time: 0.977, data_time: 0.008, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8801, loss_cls: 1.1781, loss: 1.1781, grad_norm: 4.3823 2020-08-13 23:12:58,554 - mmaction - INFO - Epoch [79][120/940] lr: 4.000e-03, eta: 5:27:41, time: 0.978, data_time: 0.006, memory: 6440, top1_acc: 0.7137, top5_acc: 0.8834, loss_cls: 1.1657, loss: 1.1657, grad_norm: 4.3207 2020-08-13 23:13:17,117 - mmaction - INFO - Epoch [79][140/940] lr: 4.000e-03, eta: 5:27:21, time: 0.926, data_time: 0.003, memory: 6440, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.3745 2020-08-13 23:13:39,887 - mmaction - INFO - Epoch [79][160/940] lr: 4.000e-03, eta: 5:27:03, time: 1.140, data_time: 0.006, memory: 6440, top1_acc: 0.7201, top5_acc: 0.8908, loss_cls: 1.1212, loss: 1.1212, grad_norm: 4.3542 2020-08-13 23:13:57,247 - mmaction - INFO - Epoch [79][180/940] lr: 4.000e-03, eta: 5:26:44, time: 0.867, data_time: 0.006, memory: 6440, top1_acc: 0.7182, top5_acc: 0.8883, loss_cls: 1.1501, loss: 1.1501, grad_norm: 4.3572 2020-08-13 23:14:17,599 - mmaction - INFO - Epoch [79][200/940] lr: 4.000e-03, eta: 5:26:25, time: 1.018, data_time: 0.003, memory: 6440, top1_acc: 0.7215, top5_acc: 0.8887, loss_cls: 1.1375, loss: 1.1375, grad_norm: 4.3843 2020-08-13 23:14:37,858 - mmaction - INFO - Epoch [79][220/940] lr: 4.000e-03, eta: 5:26:06, time: 1.009, data_time: 0.007, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8791, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.4423 2020-08-13 23:14:56,727 - mmaction - INFO - Epoch [79][240/940] lr: 4.000e-03, eta: 5:25:47, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.7174, top5_acc: 0.8906, loss_cls: 1.1557, loss: 1.1557, grad_norm: 4.4056 2020-08-13 23:15:17,035 - mmaction - INFO - Epoch [79][260/940] lr: 4.000e-03, eta: 5:25:28, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.1663, loss: 1.1663, grad_norm: 4.4954 2020-08-13 23:15:35,650 - mmaction - INFO - Epoch [79][280/940] lr: 4.000e-03, eta: 5:25:09, time: 0.934, data_time: 0.006, memory: 6440, top1_acc: 0.7145, top5_acc: 0.8857, loss_cls: 1.1477, loss: 1.1477, grad_norm: 4.3624 2020-08-13 23:15:55,343 - mmaction - INFO - Epoch [79][300/940] lr: 4.000e-03, eta: 5:24:50, time: 0.980, data_time: 0.004, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8881, loss_cls: 1.1651, loss: 1.1651, grad_norm: 4.4188 2020-08-13 23:16:16,055 - mmaction - INFO - Epoch [79][320/940] lr: 4.000e-03, eta: 5:24:31, time: 1.040, data_time: 0.010, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8828, loss_cls: 1.1748, loss: 1.1748, grad_norm: 4.3830 2020-08-13 23:16:34,393 - mmaction - INFO - Epoch [79][340/940] lr: 4.000e-03, eta: 5:24:12, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8889, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.4910 2020-08-13 23:16:52,654 - mmaction - INFO - Epoch [79][360/940] lr: 4.000e-03, eta: 5:23:52, time: 0.911, data_time: 0.005, memory: 6440, top1_acc: 0.7275, top5_acc: 0.8885, loss_cls: 1.1170, loss: 1.1170, grad_norm: 4.3218 2020-08-13 23:17:12,773 - mmaction - INFO - Epoch [79][380/940] lr: 4.000e-03, eta: 5:23:34, time: 1.009, data_time: 0.008, memory: 6440, top1_acc: 0.7221, top5_acc: 0.8889, loss_cls: 1.1395, loss: 1.1395, grad_norm: 4.2810 2020-08-13 23:17:33,498 - mmaction - INFO - Epoch [79][400/940] lr: 4.000e-03, eta: 5:23:15, time: 1.034, data_time: 0.009, memory: 6440, top1_acc: 0.7203, top5_acc: 0.8887, loss_cls: 1.1367, loss: 1.1367, grad_norm: 4.3989 2020-08-13 23:17:54,713 - mmaction - INFO - Epoch [79][420/940] lr: 4.000e-03, eta: 5:22:56, time: 1.060, data_time: 0.006, memory: 6440, top1_acc: 0.6998, top5_acc: 0.8762, loss_cls: 1.1992, loss: 1.1992, grad_norm: 4.4822 2020-08-13 23:18:12,181 - mmaction - INFO - Epoch [79][440/940] lr: 4.000e-03, eta: 5:22:37, time: 0.876, data_time: 0.010, memory: 6440, top1_acc: 0.7055, top5_acc: 0.8848, loss_cls: 1.1873, loss: 1.1873, grad_norm: 4.5594 2020-08-13 23:18:31,044 - mmaction - INFO - Epoch [79][460/940] lr: 4.000e-03, eta: 5:22:17, time: 0.940, data_time: 0.008, memory: 6440, top1_acc: 0.7197, top5_acc: 0.8863, loss_cls: 1.1361, loss: 1.1361, grad_norm: 4.3891 2020-08-13 23:18:49,932 - mmaction - INFO - Epoch [79][480/940] lr: 4.000e-03, eta: 5:21:58, time: 0.948, data_time: 0.009, memory: 6440, top1_acc: 0.7201, top5_acc: 0.8834, loss_cls: 1.1668, loss: 1.1668, grad_norm: 4.4012 2020-08-13 23:19:10,148 - mmaction - INFO - Epoch [79][500/940] lr: 4.000e-03, eta: 5:21:39, time: 1.005, data_time: 0.006, memory: 6440, top1_acc: 0.7236, top5_acc: 0.8867, loss_cls: 1.1458, loss: 1.1458, grad_norm: 4.3712 2020-08-13 23:19:28,318 - mmaction - INFO - Epoch [79][520/940] lr: 4.000e-03, eta: 5:21:20, time: 0.911, data_time: 0.009, memory: 6440, top1_acc: 0.7189, top5_acc: 0.8881, loss_cls: 1.1488, loss: 1.1488, grad_norm: 4.3964 2020-08-13 23:19:45,803 - mmaction - INFO - Epoch [79][540/940] lr: 4.000e-03, eta: 5:21:01, time: 0.877, data_time: 0.007, memory: 6440, top1_acc: 0.7139, top5_acc: 0.8893, loss_cls: 1.1444, loss: 1.1444, grad_norm: 4.4036 2020-08-13 23:20:05,030 - mmaction - INFO - Epoch [79][560/940] lr: 4.000e-03, eta: 5:20:41, time: 0.961, data_time: 0.007, memory: 6440, top1_acc: 0.7109, top5_acc: 0.8895, loss_cls: 1.1483, loss: 1.1483, grad_norm: 4.4406 2020-08-13 23:20:24,531 - mmaction - INFO - Epoch [79][580/940] lr: 4.000e-03, eta: 5:20:22, time: 0.974, data_time: 0.002, memory: 6440, top1_acc: 0.7111, top5_acc: 0.8885, loss_cls: 1.1408, loss: 1.1408, grad_norm: 4.4191 2020-08-13 23:20:42,530 - mmaction - INFO - Epoch [79][600/940] lr: 4.000e-03, eta: 5:20:03, time: 0.896, data_time: 0.007, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8875, loss_cls: 1.1576, loss: 1.1576, grad_norm: 4.4265 2020-08-13 23:21:00,900 - mmaction - INFO - Epoch [79][620/940] lr: 4.000e-03, eta: 5:19:44, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8822, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.4450 2020-08-13 23:21:19,737 - mmaction - INFO - Epoch [79][640/940] lr: 4.000e-03, eta: 5:19:24, time: 0.940, data_time: 0.006, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8830, loss_cls: 1.1771, loss: 1.1771, grad_norm: 4.4737 2020-08-13 23:21:36,613 - mmaction - INFO - Epoch [79][660/940] lr: 4.000e-03, eta: 5:19:05, time: 0.843, data_time: 0.005, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8850, loss_cls: 1.1573, loss: 1.1573, grad_norm: 4.3772 2020-08-13 23:21:58,680 - mmaction - INFO - Epoch [79][680/940] lr: 4.000e-03, eta: 5:18:46, time: 1.106, data_time: 0.009, memory: 6440, top1_acc: 0.7154, top5_acc: 0.8896, loss_cls: 1.1350, loss: 1.1350, grad_norm: 4.3966 2020-08-13 23:22:15,534 - mmaction - INFO - Epoch [79][700/940] lr: 4.000e-03, eta: 5:18:27, time: 0.841, data_time: 0.006, memory: 6440, top1_acc: 0.7010, top5_acc: 0.8803, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.4636 2020-08-13 23:22:33,426 - mmaction - INFO - Epoch [79][720/940] lr: 4.000e-03, eta: 5:18:07, time: 0.894, data_time: 0.005, memory: 6440, top1_acc: 0.7156, top5_acc: 0.8867, loss_cls: 1.1610, loss: 1.1610, grad_norm: 4.4181 2020-08-13 23:22:52,109 - mmaction - INFO - Epoch [79][740/940] lr: 4.000e-03, eta: 5:17:48, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.7164, top5_acc: 0.8883, loss_cls: 1.1530, loss: 1.1530, grad_norm: 4.4427 2020-08-13 23:23:11,442 - mmaction - INFO - Epoch [79][760/940] lr: 4.000e-03, eta: 5:17:29, time: 0.966, data_time: 0.009, memory: 6440, top1_acc: 0.7014, top5_acc: 0.8883, loss_cls: 1.1736, loss: 1.1736, grad_norm: 4.5557 2020-08-13 23:23:29,003 - mmaction - INFO - Epoch [79][780/940] lr: 4.000e-03, eta: 5:17:09, time: 0.881, data_time: 0.009, memory: 6440, top1_acc: 0.7156, top5_acc: 0.8820, loss_cls: 1.1636, loss: 1.1636, grad_norm: 4.4702 2020-08-13 23:23:49,612 - mmaction - INFO - Epoch [79][800/940] lr: 4.000e-03, eta: 5:16:51, time: 1.027, data_time: 0.005, memory: 6440, top1_acc: 0.7197, top5_acc: 0.8904, loss_cls: 1.1296, loss: 1.1296, grad_norm: 4.3746 2020-08-13 23:24:09,309 - mmaction - INFO - Epoch [79][820/940] lr: 4.000e-03, eta: 5:16:32, time: 0.988, data_time: 0.008, memory: 6440, top1_acc: 0.7092, top5_acc: 0.8832, loss_cls: 1.1805, loss: 1.1805, grad_norm: 4.5087 2020-08-13 23:24:27,372 - mmaction - INFO - Epoch [79][840/940] lr: 4.000e-03, eta: 5:16:12, time: 0.898, data_time: 0.007, memory: 6440, top1_acc: 0.7063, top5_acc: 0.8826, loss_cls: 1.1984, loss: 1.1984, grad_norm: 4.4706 2020-08-13 23:24:44,479 - mmaction - INFO - Epoch [79][860/940] lr: 4.000e-03, eta: 5:15:52, time: 0.858, data_time: 0.008, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8725, loss_cls: 1.2013, loss: 1.2013, grad_norm: 4.4168 2020-08-13 23:25:04,674 - mmaction - INFO - Epoch [79][880/940] lr: 4.000e-03, eta: 5:15:34, time: 1.012, data_time: 0.008, memory: 6440, top1_acc: 0.7145, top5_acc: 0.8846, loss_cls: 1.1579, loss: 1.1579, grad_norm: 4.3829 2020-08-13 23:25:25,298 - mmaction - INFO - Epoch [79][900/940] lr: 4.000e-03, eta: 5:15:15, time: 1.029, data_time: 0.003, memory: 6440, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.3816 2020-08-13 23:25:42,254 - mmaction - INFO - Epoch [79][920/940] lr: 4.000e-03, eta: 5:14:55, time: 0.851, data_time: 0.010, memory: 6440, top1_acc: 0.7146, top5_acc: 0.8758, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.4495 2020-08-13 23:26:01,047 - mmaction - INFO - Epoch [79][940/940] lr: 4.000e-03, eta: 5:14:36, time: 0.939, data_time: 0.002, memory: 6440, top1_acc: 0.7074, top5_acc: 0.8805, loss_cls: 1.1984, loss: 1.1984, grad_norm: 4.4170 2020-08-13 23:26:01,323 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-08-13 23:26:26,709 - mmaction - INFO - Epoch [80][20/940] lr: 4.000e-03, eta: 5:14:18, time: 1.244, data_time: 0.394, memory: 6440, top1_acc: 0.7285, top5_acc: 0.8928, loss_cls: 1.1172, loss: 1.1172, grad_norm: 4.3160 2020-08-13 23:26:44,721 - mmaction - INFO - Epoch [80][40/940] lr: 4.000e-03, eta: 5:13:59, time: 0.895, data_time: 0.005, memory: 6440, top1_acc: 0.7281, top5_acc: 0.8887, loss_cls: 1.1401, loss: 1.1401, grad_norm: 4.4498 2020-08-13 23:27:02,574 - mmaction - INFO - Epoch [80][60/940] lr: 4.000e-03, eta: 5:13:40, time: 0.898, data_time: 0.008, memory: 6440, top1_acc: 0.7238, top5_acc: 0.8914, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.3891 2020-08-13 23:27:20,877 - mmaction - INFO - Epoch [80][80/940] lr: 4.000e-03, eta: 5:13:20, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8906, loss_cls: 1.1445, loss: 1.1445, grad_norm: 4.4336 2020-08-13 23:27:41,108 - mmaction - INFO - Epoch [80][100/940] lr: 4.000e-03, eta: 5:13:01, time: 1.012, data_time: 0.004, memory: 6440, top1_acc: 0.7176, top5_acc: 0.8908, loss_cls: 1.1352, loss: 1.1352, grad_norm: 4.3815 2020-08-13 23:28:02,750 - mmaction - INFO - Epoch [80][120/940] lr: 4.000e-03, eta: 5:12:43, time: 1.080, data_time: 0.005, memory: 6440, top1_acc: 0.7273, top5_acc: 0.8926, loss_cls: 1.1135, loss: 1.1135, grad_norm: 4.3337 2020-08-13 23:28:22,060 - mmaction - INFO - Epoch [80][140/940] lr: 4.000e-03, eta: 5:12:24, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.7129, top5_acc: 0.8826, loss_cls: 1.1657, loss: 1.1657, grad_norm: 4.4466 2020-08-13 23:28:41,664 - mmaction - INFO - Epoch [80][160/940] lr: 4.000e-03, eta: 5:12:05, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.7158, top5_acc: 0.8867, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.4752 2020-08-13 23:29:00,421 - mmaction - INFO - Epoch [80][180/940] lr: 4.000e-03, eta: 5:11:46, time: 0.941, data_time: 0.008, memory: 6440, top1_acc: 0.7129, top5_acc: 0.8924, loss_cls: 1.1363, loss: 1.1363, grad_norm: 4.5102 2020-08-13 23:29:19,436 - mmaction - INFO - Epoch [80][200/940] lr: 4.000e-03, eta: 5:11:26, time: 0.949, data_time: 0.005, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8873, loss_cls: 1.1603, loss: 1.1603, grad_norm: 4.4903 2020-08-13 23:29:39,157 - mmaction - INFO - Epoch [80][220/940] lr: 4.000e-03, eta: 5:11:07, time: 0.986, data_time: 0.005, memory: 6440, top1_acc: 0.7068, top5_acc: 0.8785, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.4212 2020-08-13 23:29:58,841 - mmaction - INFO - Epoch [80][240/940] lr: 4.000e-03, eta: 5:10:48, time: 0.984, data_time: 0.010, memory: 6440, top1_acc: 0.7115, top5_acc: 0.8871, loss_cls: 1.1711, loss: 1.1711, grad_norm: 4.4103 2020-08-13 23:30:19,674 - mmaction - INFO - Epoch [80][260/940] lr: 4.000e-03, eta: 5:10:30, time: 1.044, data_time: 0.006, memory: 6440, top1_acc: 0.7211, top5_acc: 0.8883, loss_cls: 1.1361, loss: 1.1361, grad_norm: 4.4250 2020-08-13 23:30:39,817 - mmaction - INFO - Epoch [80][280/940] lr: 4.000e-03, eta: 5:10:11, time: 1.008, data_time: 0.004, memory: 6440, top1_acc: 0.7211, top5_acc: 0.8928, loss_cls: 1.1173, loss: 1.1173, grad_norm: 4.4757 2020-08-13 23:30:58,734 - mmaction - INFO - Epoch [80][300/940] lr: 4.000e-03, eta: 5:09:52, time: 0.946, data_time: 0.002, memory: 6440, top1_acc: 0.7146, top5_acc: 0.8871, loss_cls: 1.1599, loss: 1.1599, grad_norm: 4.4268 2020-08-13 23:31:15,313 - mmaction - INFO - Epoch [80][320/940] lr: 4.000e-03, eta: 5:09:32, time: 0.824, data_time: 0.005, memory: 6440, top1_acc: 0.7203, top5_acc: 0.8895, loss_cls: 1.1377, loss: 1.1377, grad_norm: 4.4480 2020-08-13 23:31:34,165 - mmaction - INFO - Epoch [80][340/940] lr: 4.000e-03, eta: 5:09:13, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.7209, top5_acc: 0.8916, loss_cls: 1.1318, loss: 1.1318, grad_norm: 4.4946 2020-08-13 23:31:54,062 - mmaction - INFO - Epoch [80][360/940] lr: 4.000e-03, eta: 5:08:54, time: 0.993, data_time: 0.005, memory: 6440, top1_acc: 0.7127, top5_acc: 0.8854, loss_cls: 1.1538, loss: 1.1538, grad_norm: 4.4640 2020-08-13 23:32:13,191 - mmaction - INFO - Epoch [80][380/940] lr: 4.000e-03, eta: 5:08:35, time: 0.958, data_time: 0.008, memory: 6440, top1_acc: 0.7162, top5_acc: 0.8850, loss_cls: 1.1499, loss: 1.1499, grad_norm: 4.4825 2020-08-13 23:32:32,126 - mmaction - INFO - Epoch [80][400/940] lr: 4.000e-03, eta: 5:08:16, time: 0.944, data_time: 0.010, memory: 6440, top1_acc: 0.7008, top5_acc: 0.8840, loss_cls: 1.1816, loss: 1.1816, grad_norm: 4.5255 2020-08-13 23:32:52,654 - mmaction - INFO - Epoch [80][420/940] lr: 4.000e-03, eta: 5:07:57, time: 1.028, data_time: 0.007, memory: 6440, top1_acc: 0.7143, top5_acc: 0.8881, loss_cls: 1.1582, loss: 1.1582, grad_norm: 4.4735 2020-08-13 23:33:11,165 - mmaction - INFO - Epoch [80][440/940] lr: 4.000e-03, eta: 5:07:37, time: 0.928, data_time: 0.009, memory: 6440, top1_acc: 0.7170, top5_acc: 0.8855, loss_cls: 1.1598, loss: 1.1598, grad_norm: 4.3540 2020-08-13 23:33:33,331 - mmaction - INFO - Epoch [80][460/940] lr: 4.000e-03, eta: 5:07:19, time: 1.106, data_time: 0.006, memory: 6440, top1_acc: 0.7088, top5_acc: 0.8852, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.4565 2020-08-13 23:33:53,140 - mmaction - INFO - Epoch [80][480/940] lr: 4.000e-03, eta: 5:07:00, time: 0.988, data_time: 0.006, memory: 6440, top1_acc: 0.7121, top5_acc: 0.8877, loss_cls: 1.1534, loss: 1.1534, grad_norm: 4.4806 2020-08-13 23:34:10,285 - mmaction - INFO - Epoch [80][500/940] lr: 4.000e-03, eta: 5:06:41, time: 0.861, data_time: 0.010, memory: 6440, top1_acc: 0.7004, top5_acc: 0.8803, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.6213 2020-08-13 23:34:30,794 - mmaction - INFO - Epoch [80][520/940] lr: 4.000e-03, eta: 5:06:22, time: 1.026, data_time: 0.005, memory: 6440, top1_acc: 0.7158, top5_acc: 0.8834, loss_cls: 1.1838, loss: 1.1838, grad_norm: 4.5077 2020-08-13 23:34:47,974 - mmaction - INFO - Epoch [80][540/940] lr: 4.000e-03, eta: 5:06:02, time: 0.856, data_time: 0.005, memory: 6440, top1_acc: 0.7064, top5_acc: 0.8816, loss_cls: 1.1841, loss: 1.1841, grad_norm: 4.4848 2020-08-13 23:35:07,839 - mmaction - INFO - Epoch [80][560/940] lr: 4.000e-03, eta: 5:05:43, time: 0.995, data_time: 0.007, memory: 6440, top1_acc: 0.7225, top5_acc: 0.8822, loss_cls: 1.1517, loss: 1.1517, grad_norm: 4.4368 2020-08-13 23:35:25,752 - mmaction - INFO - Epoch [80][580/940] lr: 4.000e-03, eta: 5:05:24, time: 0.896, data_time: 0.005, memory: 6440, top1_acc: 0.7131, top5_acc: 0.8883, loss_cls: 1.1538, loss: 1.1538, grad_norm: 4.4875 2020-08-13 23:35:44,067 - mmaction - INFO - Epoch [80][600/940] lr: 4.000e-03, eta: 5:05:04, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.7135, top5_acc: 0.8818, loss_cls: 1.1686, loss: 1.1686, grad_norm: 4.3709 2020-08-13 23:36:02,529 - mmaction - INFO - Epoch [80][620/940] lr: 4.000e-03, eta: 5:04:45, time: 0.926, data_time: 0.008, memory: 6440, top1_acc: 0.7066, top5_acc: 0.8830, loss_cls: 1.1758, loss: 1.1758, grad_norm: 4.4503 2020-08-13 23:36:23,103 - mmaction - INFO - Epoch [80][640/940] lr: 4.000e-03, eta: 5:04:26, time: 1.030, data_time: 0.007, memory: 6440, top1_acc: 0.7172, top5_acc: 0.8873, loss_cls: 1.1532, loss: 1.1532, grad_norm: 4.4655 2020-08-13 23:36:42,164 - mmaction - INFO - Epoch [80][660/940] lr: 4.000e-03, eta: 5:04:07, time: 0.950, data_time: 0.002, memory: 6440, top1_acc: 0.7129, top5_acc: 0.8805, loss_cls: 1.1645, loss: 1.1645, grad_norm: 4.4536 2020-08-13 23:37:02,151 - mmaction - INFO - Epoch [80][680/940] lr: 4.000e-03, eta: 5:03:48, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.7129, top5_acc: 0.8799, loss_cls: 1.2014, loss: 1.2014, grad_norm: 4.4691 2020-08-13 23:37:20,734 - mmaction - INFO - Epoch [80][700/940] lr: 4.000e-03, eta: 5:03:29, time: 0.926, data_time: 0.008, memory: 6440, top1_acc: 0.7186, top5_acc: 0.8777, loss_cls: 1.1737, loss: 1.1737, grad_norm: 4.4083 2020-08-13 23:37:42,744 - mmaction - INFO - Epoch [80][720/940] lr: 4.000e-03, eta: 5:03:11, time: 1.104, data_time: 0.008, memory: 6440, top1_acc: 0.7182, top5_acc: 0.8840, loss_cls: 1.1563, loss: 1.1563, grad_norm: 4.4388 2020-08-13 23:38:02,427 - mmaction - INFO - Epoch [80][740/940] lr: 4.000e-03, eta: 5:02:52, time: 0.979, data_time: 0.004, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8807, loss_cls: 1.1725, loss: 1.1725, grad_norm: 4.4424 2020-08-13 23:38:20,036 - mmaction - INFO - Epoch [80][760/940] lr: 4.000e-03, eta: 5:02:32, time: 0.883, data_time: 0.009, memory: 6440, top1_acc: 0.7021, top5_acc: 0.8783, loss_cls: 1.2155, loss: 1.2155, grad_norm: 4.4684 2020-08-13 23:38:41,250 - mmaction - INFO - Epoch [80][780/940] lr: 4.000e-03, eta: 5:02:14, time: 1.061, data_time: 0.007, memory: 6440, top1_acc: 0.7166, top5_acc: 0.8859, loss_cls: 1.1400, loss: 1.1400, grad_norm: 4.4750 2020-08-13 23:39:00,020 - mmaction - INFO - Epoch [80][800/940] lr: 4.000e-03, eta: 5:01:54, time: 0.939, data_time: 0.009, memory: 6440, top1_acc: 0.7008, top5_acc: 0.8773, loss_cls: 1.1926, loss: 1.1926, grad_norm: 4.4982 2020-08-13 23:39:17,545 - mmaction - INFO - Epoch [80][820/940] lr: 4.000e-03, eta: 5:01:35, time: 0.876, data_time: 0.009, memory: 6440, top1_acc: 0.7143, top5_acc: 0.8826, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.4841 2020-08-13 23:39:35,887 - mmaction - INFO - Epoch [80][840/940] lr: 4.000e-03, eta: 5:01:15, time: 0.920, data_time: 0.006, memory: 6440, top1_acc: 0.7178, top5_acc: 0.8820, loss_cls: 1.1573, loss: 1.1573, grad_norm: 4.4669 2020-08-13 23:39:55,162 - mmaction - INFO - Epoch [80][860/940] lr: 4.000e-03, eta: 5:00:56, time: 0.962, data_time: 0.005, memory: 6440, top1_acc: 0.7170, top5_acc: 0.8867, loss_cls: 1.1616, loss: 1.1616, grad_norm: 4.4986 2020-08-13 23:40:13,317 - mmaction - INFO - Epoch [80][880/940] lr: 4.000e-03, eta: 5:00:37, time: 0.909, data_time: 0.005, memory: 6440, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.1902, loss: 1.1902, grad_norm: 4.4688 2020-08-13 23:40:33,597 - mmaction - INFO - Epoch [80][900/940] lr: 4.000e-03, eta: 5:00:18, time: 1.013, data_time: 0.005, memory: 6440, top1_acc: 0.7178, top5_acc: 0.8906, loss_cls: 1.1431, loss: 1.1431, grad_norm: 4.5238 2020-08-13 23:40:54,226 - mmaction - INFO - Epoch [80][920/940] lr: 4.000e-03, eta: 4:59:59, time: 1.032, data_time: 0.005, memory: 6440, top1_acc: 0.7107, top5_acc: 0.8855, loss_cls: 1.1682, loss: 1.1682, grad_norm: 4.4677 2020-08-13 23:41:11,506 - mmaction - INFO - Epoch [80][940/940] lr: 4.000e-03, eta: 4:59:40, time: 0.863, data_time: 0.010, memory: 6440, top1_acc: 0.7098, top5_acc: 0.8819, loss_cls: 1.1869, loss: 1.1869, grad_norm: 4.4595 2020-08-13 23:41:11,854 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-08-13 23:41:36,413 - mmaction - INFO - Epoch [81][20/940] lr: 4.000e-04, eta: 4:59:22, time: 1.200, data_time: 0.409, memory: 6440, top1_acc: 0.7148, top5_acc: 0.8887, loss_cls: 1.1318, loss: 1.1318, grad_norm: 4.4603 2020-08-13 23:41:56,003 - mmaction - INFO - Epoch [81][40/940] lr: 4.000e-04, eta: 4:59:03, time: 0.976, data_time: 0.006, memory: 6440, top1_acc: 0.7279, top5_acc: 0.8971, loss_cls: 1.0956, loss: 1.0956, grad_norm: 4.3465 2020-08-13 23:42:13,596 - mmaction - INFO - Epoch [81][60/940] lr: 4.000e-04, eta: 4:58:43, time: 0.881, data_time: 0.007, memory: 6440, top1_acc: 0.7242, top5_acc: 0.8922, loss_cls: 1.0996, loss: 1.0996, grad_norm: 4.3641 2020-08-13 23:42:33,747 - mmaction - INFO - Epoch [81][80/940] lr: 4.000e-04, eta: 4:58:25, time: 1.010, data_time: 0.005, memory: 6440, top1_acc: 0.7221, top5_acc: 0.8936, loss_cls: 1.1062, loss: 1.1062, grad_norm: 4.4453 2020-08-13 23:42:53,964 - mmaction - INFO - Epoch [81][100/940] lr: 4.000e-04, eta: 4:58:06, time: 1.010, data_time: 0.004, memory: 6440, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1327, loss: 1.1327, grad_norm: 4.4664 2020-08-13 23:43:11,411 - mmaction - INFO - Epoch [81][120/940] lr: 4.000e-04, eta: 4:57:46, time: 0.873, data_time: 0.003, memory: 6440, top1_acc: 0.7219, top5_acc: 0.8928, loss_cls: 1.0993, loss: 1.0993, grad_norm: 4.3220 2020-08-13 23:43:29,025 - mmaction - INFO - Epoch [81][140/940] lr: 4.000e-04, eta: 4:57:27, time: 0.878, data_time: 0.004, memory: 6440, top1_acc: 0.7266, top5_acc: 0.8930, loss_cls: 1.0881, loss: 1.0881, grad_norm: 4.3896 2020-08-13 23:43:48,272 - mmaction - INFO - Epoch [81][160/940] lr: 4.000e-04, eta: 4:57:08, time: 0.964, data_time: 0.008, memory: 6440, top1_acc: 0.7301, top5_acc: 0.8963, loss_cls: 1.0794, loss: 1.0794, grad_norm: 4.3114 2020-08-13 23:44:06,378 - mmaction - INFO - Epoch [81][180/940] lr: 4.000e-04, eta: 4:56:48, time: 0.903, data_time: 0.005, memory: 6440, top1_acc: 0.7232, top5_acc: 0.8949, loss_cls: 1.1055, loss: 1.1055, grad_norm: 4.4549 2020-08-13 23:44:24,466 - mmaction - INFO - Epoch [81][200/940] lr: 4.000e-04, eta: 4:56:29, time: 0.905, data_time: 0.008, memory: 6440, top1_acc: 0.7312, top5_acc: 0.8951, loss_cls: 1.0937, loss: 1.0937, grad_norm: 4.3630 2020-08-13 23:44:44,072 - mmaction - INFO - Epoch [81][220/940] lr: 4.000e-04, eta: 4:56:10, time: 0.983, data_time: 0.007, memory: 6440, top1_acc: 0.7230, top5_acc: 0.8873, loss_cls: 1.1273, loss: 1.1273, grad_norm: 4.3641 2020-08-13 23:45:02,619 - mmaction - INFO - Epoch [81][240/940] lr: 4.000e-04, eta: 4:55:50, time: 0.927, data_time: 0.007, memory: 6440, top1_acc: 0.7160, top5_acc: 0.8850, loss_cls: 1.1719, loss: 1.1719, grad_norm: 4.5561 2020-08-13 23:45:24,568 - mmaction - INFO - Epoch [81][260/940] lr: 4.000e-04, eta: 4:55:32, time: 1.097, data_time: 0.003, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8986, loss_cls: 1.0671, loss: 1.0671, grad_norm: 4.3523 2020-08-13 23:45:45,829 - mmaction - INFO - Epoch [81][280/940] lr: 4.000e-04, eta: 4:55:13, time: 1.060, data_time: 0.005, memory: 6440, top1_acc: 0.7262, top5_acc: 0.8955, loss_cls: 1.0873, loss: 1.0873, grad_norm: 4.3918 2020-08-13 23:46:03,676 - mmaction - INFO - Epoch [81][300/940] lr: 4.000e-04, eta: 4:54:54, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.7318, top5_acc: 0.8914, loss_cls: 1.1025, loss: 1.1025, grad_norm: 4.4010 2020-08-13 23:46:22,567 - mmaction - INFO - Epoch [81][320/940] lr: 4.000e-04, eta: 4:54:35, time: 0.941, data_time: 0.004, memory: 6440, top1_acc: 0.7225, top5_acc: 0.8918, loss_cls: 1.1206, loss: 1.1206, grad_norm: 4.3891 2020-08-13 23:46:40,513 - mmaction - INFO - Epoch [81][340/940] lr: 4.000e-04, eta: 4:54:15, time: 0.900, data_time: 0.007, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8943, loss_cls: 1.0812, loss: 1.0812, grad_norm: 4.3983 2020-08-13 23:46:59,891 - mmaction - INFO - Epoch [81][360/940] lr: 4.000e-04, eta: 4:53:56, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.7318, top5_acc: 0.8992, loss_cls: 1.0649, loss: 1.0649, grad_norm: 4.4269 2020-08-13 23:47:17,394 - mmaction - INFO - Epoch [81][380/940] lr: 4.000e-04, eta: 4:53:37, time: 0.871, data_time: 0.006, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8906, loss_cls: 1.0949, loss: 1.0949, grad_norm: 4.3559 2020-08-13 23:47:37,966 - mmaction - INFO - Epoch [81][400/940] lr: 4.000e-04, eta: 4:53:18, time: 1.033, data_time: 0.007, memory: 6440, top1_acc: 0.7148, top5_acc: 0.8902, loss_cls: 1.1240, loss: 1.1240, grad_norm: 4.5082 2020-08-13 23:47:57,173 - mmaction - INFO - Epoch [81][420/940] lr: 4.000e-04, eta: 4:52:59, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7322, top5_acc: 0.8979, loss_cls: 1.0739, loss: 1.0739, grad_norm: 4.3663 2020-08-13 23:48:16,558 - mmaction - INFO - Epoch [81][440/940] lr: 4.000e-04, eta: 4:52:40, time: 0.972, data_time: 0.006, memory: 6440, top1_acc: 0.7248, top5_acc: 0.8857, loss_cls: 1.1188, loss: 1.1188, grad_norm: 4.4488 2020-08-13 23:48:36,522 - mmaction - INFO - Epoch [81][460/940] lr: 4.000e-04, eta: 4:52:21, time: 0.998, data_time: 0.008, memory: 6440, top1_acc: 0.7254, top5_acc: 0.8904, loss_cls: 1.1165, loss: 1.1165, grad_norm: 4.4252 2020-08-13 23:48:54,393 - mmaction - INFO - Epoch [81][480/940] lr: 4.000e-04, eta: 4:52:01, time: 0.894, data_time: 0.005, memory: 6440, top1_acc: 0.7309, top5_acc: 0.9014, loss_cls: 1.0658, loss: 1.0658, grad_norm: 4.3889 2020-08-13 23:49:13,748 - mmaction - INFO - Epoch [81][500/940] lr: 4.000e-04, eta: 4:51:42, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.7205, top5_acc: 0.8910, loss_cls: 1.1182, loss: 1.1182, grad_norm: 4.4144 2020-08-13 23:49:32,654 - mmaction - INFO - Epoch [81][520/940] lr: 4.000e-04, eta: 4:51:23, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.7289, top5_acc: 0.8967, loss_cls: 1.0854, loss: 1.0854, grad_norm: 4.3842 2020-08-13 23:49:51,436 - mmaction - INFO - Epoch [81][540/940] lr: 4.000e-04, eta: 4:51:04, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.7324, top5_acc: 0.8945, loss_cls: 1.1159, loss: 1.1159, grad_norm: 4.4770 2020-08-13 23:50:11,381 - mmaction - INFO - Epoch [81][560/940] lr: 4.000e-04, eta: 4:50:45, time: 0.997, data_time: 0.006, memory: 6440, top1_acc: 0.7352, top5_acc: 0.8904, loss_cls: 1.0944, loss: 1.0944, grad_norm: 4.3868 2020-08-13 23:50:30,602 - mmaction - INFO - Epoch [81][580/940] lr: 4.000e-04, eta: 4:50:26, time: 0.961, data_time: 0.003, memory: 6440, top1_acc: 0.7271, top5_acc: 0.8957, loss_cls: 1.0842, loss: 1.0842, grad_norm: 4.3497 2020-08-13 23:50:52,664 - mmaction - INFO - Epoch [81][600/940] lr: 4.000e-04, eta: 4:50:08, time: 1.102, data_time: 0.007, memory: 6440, top1_acc: 0.7236, top5_acc: 0.8898, loss_cls: 1.1301, loss: 1.1301, grad_norm: 4.4987 2020-08-13 23:51:10,928 - mmaction - INFO - Epoch [81][620/940] lr: 4.000e-04, eta: 4:49:48, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.7320, top5_acc: 0.8934, loss_cls: 1.0963, loss: 1.0963, grad_norm: 4.3679 2020-08-13 23:51:29,556 - mmaction - INFO - Epoch [81][640/940] lr: 4.000e-04, eta: 4:49:29, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.7299, top5_acc: 0.8918, loss_cls: 1.0990, loss: 1.0990, grad_norm: 4.3342 2020-08-13 23:51:47,416 - mmaction - INFO - Epoch [81][660/940] lr: 4.000e-04, eta: 4:49:10, time: 0.893, data_time: 0.005, memory: 6440, top1_acc: 0.7344, top5_acc: 0.8980, loss_cls: 1.0865, loss: 1.0865, grad_norm: 4.4067 2020-08-13 23:52:07,870 - mmaction - INFO - Epoch [81][680/940] lr: 4.000e-04, eta: 4:48:51, time: 1.022, data_time: 0.004, memory: 6440, top1_acc: 0.7275, top5_acc: 0.8967, loss_cls: 1.1023, loss: 1.1023, grad_norm: 4.4131 2020-08-13 23:52:28,078 - mmaction - INFO - Epoch [81][700/940] lr: 4.000e-04, eta: 4:48:32, time: 1.009, data_time: 0.006, memory: 6440, top1_acc: 0.7229, top5_acc: 0.8855, loss_cls: 1.1330, loss: 1.1330, grad_norm: 4.3834 2020-08-13 23:52:46,053 - mmaction - INFO - Epoch [81][720/940] lr: 4.000e-04, eta: 4:48:12, time: 0.900, data_time: 0.006, memory: 6440, top1_acc: 0.7232, top5_acc: 0.8920, loss_cls: 1.1098, loss: 1.1098, grad_norm: 4.4557 2020-08-13 23:53:05,382 - mmaction - INFO - Epoch [81][740/940] lr: 4.000e-04, eta: 4:47:53, time: 0.967, data_time: 0.007, memory: 6440, top1_acc: 0.7312, top5_acc: 0.8943, loss_cls: 1.0851, loss: 1.0851, grad_norm: 4.3945 2020-08-13 23:53:24,300 - mmaction - INFO - Epoch [81][760/940] lr: 4.000e-04, eta: 4:47:34, time: 0.946, data_time: 0.003, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9006, loss_cls: 1.0493, loss: 1.0493, grad_norm: 4.3560 2020-08-13 23:53:44,596 - mmaction - INFO - Epoch [81][780/940] lr: 4.000e-04, eta: 4:47:15, time: 1.013, data_time: 0.009, memory: 6440, top1_acc: 0.7338, top5_acc: 0.9035, loss_cls: 1.0457, loss: 1.0457, grad_norm: 4.2955 2020-08-13 23:54:03,047 - mmaction - INFO - Epoch [81][800/940] lr: 4.000e-04, eta: 4:46:56, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.7229, top5_acc: 0.8908, loss_cls: 1.1081, loss: 1.1081, grad_norm: 4.3415 2020-08-13 23:54:23,796 - mmaction - INFO - Epoch [81][820/940] lr: 4.000e-04, eta: 4:46:37, time: 1.035, data_time: 0.006, memory: 6440, top1_acc: 0.7373, top5_acc: 0.8975, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.3283 2020-08-13 23:54:41,303 - mmaction - INFO - Epoch [81][840/940] lr: 4.000e-04, eta: 4:46:18, time: 0.877, data_time: 0.008, memory: 6440, top1_acc: 0.7270, top5_acc: 0.8939, loss_cls: 1.0900, loss: 1.0900, grad_norm: 4.3721 2020-08-13 23:55:01,543 - mmaction - INFO - Epoch [81][860/940] lr: 4.000e-04, eta: 4:45:59, time: 1.009, data_time: 0.012, memory: 6440, top1_acc: 0.7236, top5_acc: 0.8902, loss_cls: 1.0938, loss: 1.0938, grad_norm: 4.3867 2020-08-13 23:55:18,728 - mmaction - INFO - Epoch [81][880/940] lr: 4.000e-04, eta: 4:45:39, time: 0.859, data_time: 0.010, memory: 6440, top1_acc: 0.7398, top5_acc: 0.9021, loss_cls: 1.0665, loss: 1.0665, grad_norm: 4.3580 2020-08-13 23:55:38,968 - mmaction - INFO - Epoch [81][900/940] lr: 4.000e-04, eta: 4:45:20, time: 1.014, data_time: 0.009, memory: 6440, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0872, loss: 1.0872, grad_norm: 4.4114 2020-08-13 23:55:57,532 - mmaction - INFO - Epoch [81][920/940] lr: 4.000e-04, eta: 4:45:01, time: 0.926, data_time: 0.008, memory: 6440, top1_acc: 0.7197, top5_acc: 0.8871, loss_cls: 1.1449, loss: 1.1449, grad_norm: 4.5024 2020-08-13 23:56:15,029 - mmaction - INFO - Epoch [81][940/940] lr: 4.000e-04, eta: 4:44:42, time: 0.879, data_time: 0.008, memory: 6440, top1_acc: 0.7289, top5_acc: 0.8858, loss_cls: 1.1171, loss: 1.1171, grad_norm: 4.4248 2020-08-13 23:56:15,301 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-08-13 23:56:39,641 - mmaction - INFO - Epoch [82][20/940] lr: 4.000e-04, eta: 4:44:24, time: 1.187, data_time: 0.434, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8988, loss_cls: 1.0764, loss: 1.0764, grad_norm: 4.3534 2020-08-13 23:56:57,708 - mmaction - INFO - Epoch [82][40/940] lr: 4.000e-04, eta: 4:44:04, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.7307, top5_acc: 0.8941, loss_cls: 1.0878, loss: 1.0878, grad_norm: 4.3914 2020-08-13 23:57:18,347 - mmaction - INFO - Epoch [82][60/940] lr: 4.000e-04, eta: 4:43:45, time: 1.028, data_time: 0.005, memory: 6440, top1_acc: 0.7373, top5_acc: 0.8979, loss_cls: 1.0516, loss: 1.0516, grad_norm: 4.3208 2020-08-13 23:57:37,385 - mmaction - INFO - Epoch [82][80/940] lr: 4.000e-04, eta: 4:43:26, time: 0.956, data_time: 0.007, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0929, loss: 1.0929, grad_norm: 4.4464 2020-08-13 23:57:56,685 - mmaction - INFO - Epoch [82][100/940] lr: 4.000e-04, eta: 4:43:07, time: 0.960, data_time: 0.006, memory: 6440, top1_acc: 0.7344, top5_acc: 0.8918, loss_cls: 1.1110, loss: 1.1110, grad_norm: 4.4137 2020-08-13 23:58:16,470 - mmaction - INFO - Epoch [82][120/940] lr: 4.000e-04, eta: 4:42:48, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.7297, top5_acc: 0.8986, loss_cls: 1.0641, loss: 1.0641, grad_norm: 4.3766 2020-08-13 23:58:33,960 - mmaction - INFO - Epoch [82][140/940] lr: 4.000e-04, eta: 4:42:29, time: 0.874, data_time: 0.007, memory: 6440, top1_acc: 0.7320, top5_acc: 0.8928, loss_cls: 1.0961, loss: 1.0961, grad_norm: 4.4135 2020-08-13 23:58:54,138 - mmaction - INFO - Epoch [82][160/940] lr: 4.000e-04, eta: 4:42:10, time: 1.011, data_time: 0.008, memory: 6440, top1_acc: 0.7469, top5_acc: 0.8971, loss_cls: 1.0537, loss: 1.0537, grad_norm: 4.3568 2020-08-13 23:59:11,796 - mmaction - INFO - Epoch [82][180/940] lr: 4.000e-04, eta: 4:41:50, time: 0.878, data_time: 0.005, memory: 6440, top1_acc: 0.7361, top5_acc: 0.8975, loss_cls: 1.0768, loss: 1.0768, grad_norm: 4.4314 2020-08-13 23:59:31,492 - mmaction - INFO - Epoch [82][200/940] lr: 4.000e-04, eta: 4:41:31, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.7275, top5_acc: 0.8932, loss_cls: 1.0956, loss: 1.0956, grad_norm: 4.4012 2020-08-13 23:59:51,108 - mmaction - INFO - Epoch [82][220/940] lr: 4.000e-04, eta: 4:41:12, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.7229, top5_acc: 0.8932, loss_cls: 1.1103, loss: 1.1103, grad_norm: 4.4608 2020-08-14 00:00:15,902 - mmaction - INFO - Epoch [82][240/940] lr: 4.000e-04, eta: 4:40:54, time: 1.224, data_time: 0.007, memory: 6440, top1_acc: 0.7326, top5_acc: 0.9029, loss_cls: 1.0634, loss: 1.0634, grad_norm: 4.3404 2020-08-14 00:00:34,480 - mmaction - INFO - Epoch [82][260/940] lr: 4.000e-04, eta: 4:40:35, time: 0.940, data_time: 0.042, memory: 6440, top1_acc: 0.7227, top5_acc: 0.8955, loss_cls: 1.0894, loss: 1.0894, grad_norm: 4.4882 2020-08-14 00:00:51,098 - mmaction - INFO - Epoch [82][280/940] lr: 4.000e-04, eta: 4:40:16, time: 0.833, data_time: 0.010, memory: 6440, top1_acc: 0.7328, top5_acc: 0.8943, loss_cls: 1.0768, loss: 1.0768, grad_norm: 4.4401 2020-08-14 00:01:11,136 - mmaction - INFO - Epoch [82][300/940] lr: 4.000e-04, eta: 4:39:57, time: 1.004, data_time: 0.007, memory: 6440, top1_acc: 0.7307, top5_acc: 0.8898, loss_cls: 1.1105, loss: 1.1105, grad_norm: 4.5135 2020-08-14 00:01:29,236 - mmaction - INFO - Epoch [82][320/940] lr: 4.000e-04, eta: 4:39:37, time: 0.902, data_time: 0.008, memory: 6440, top1_acc: 0.7332, top5_acc: 0.9006, loss_cls: 1.0559, loss: 1.0559, grad_norm: 4.3675 2020-08-14 00:01:48,911 - mmaction - INFO - Epoch [82][340/940] lr: 4.000e-04, eta: 4:39:18, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.7275, top5_acc: 0.8912, loss_cls: 1.1083, loss: 1.1083, grad_norm: 4.3569 2020-08-14 00:02:07,274 - mmaction - INFO - Epoch [82][360/940] lr: 4.000e-04, eta: 4:38:59, time: 0.918, data_time: 0.008, memory: 6440, top1_acc: 0.7363, top5_acc: 0.8941, loss_cls: 1.0784, loss: 1.0784, grad_norm: 4.4182 2020-08-14 00:02:26,311 - mmaction - INFO - Epoch [82][380/940] lr: 4.000e-04, eta: 4:38:40, time: 0.955, data_time: 0.007, memory: 6440, top1_acc: 0.7234, top5_acc: 0.8908, loss_cls: 1.0999, loss: 1.0999, grad_norm: 4.4182 2020-08-14 00:02:45,460 - mmaction - INFO - Epoch [82][400/940] lr: 4.000e-04, eta: 4:38:21, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.7342, top5_acc: 0.8904, loss_cls: 1.0808, loss: 1.0808, grad_norm: 4.3427 2020-08-14 00:03:04,741 - mmaction - INFO - Epoch [82][420/940] lr: 4.000e-04, eta: 4:38:02, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.7348, top5_acc: 0.9002, loss_cls: 1.0908, loss: 1.0908, grad_norm: 4.4570 2020-08-14 00:03:25,347 - mmaction - INFO - Epoch [82][440/940] lr: 4.000e-04, eta: 4:37:43, time: 1.030, data_time: 0.002, memory: 6440, top1_acc: 0.7412, top5_acc: 0.9035, loss_cls: 1.0450, loss: 1.0450, grad_norm: 4.3750 2020-08-14 00:03:43,562 - mmaction - INFO - Epoch [82][460/940] lr: 4.000e-04, eta: 4:37:23, time: 0.912, data_time: 0.008, memory: 6440, top1_acc: 0.7316, top5_acc: 0.8971, loss_cls: 1.0765, loss: 1.0765, grad_norm: 4.3712 2020-08-14 00:04:03,985 - mmaction - INFO - Epoch [82][480/940] lr: 4.000e-04, eta: 4:37:05, time: 1.019, data_time: 0.007, memory: 6440, top1_acc: 0.7418, top5_acc: 0.8953, loss_cls: 1.0635, loss: 1.0635, grad_norm: 4.3910 2020-08-14 00:04:22,011 - mmaction - INFO - Epoch [82][500/940] lr: 4.000e-04, eta: 4:36:45, time: 0.904, data_time: 0.006, memory: 6440, top1_acc: 0.7312, top5_acc: 0.8855, loss_cls: 1.1011, loss: 1.1011, grad_norm: 4.3915 2020-08-14 00:04:42,061 - mmaction - INFO - Epoch [82][520/940] lr: 4.000e-04, eta: 4:36:26, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.7309, top5_acc: 0.8900, loss_cls: 1.0921, loss: 1.0921, grad_norm: 4.3798 2020-08-14 00:05:00,570 - mmaction - INFO - Epoch [82][540/940] lr: 4.000e-04, eta: 4:36:07, time: 0.926, data_time: 0.007, memory: 6440, top1_acc: 0.7373, top5_acc: 0.9002, loss_cls: 1.0486, loss: 1.0486, grad_norm: 4.4184 2020-08-14 00:05:19,484 - mmaction - INFO - Epoch [82][560/940] lr: 4.000e-04, eta: 4:35:48, time: 0.944, data_time: 0.008, memory: 6440, top1_acc: 0.7301, top5_acc: 0.8918, loss_cls: 1.0978, loss: 1.0978, grad_norm: 4.4176 2020-08-14 00:05:38,110 - mmaction - INFO - Epoch [82][580/940] lr: 4.000e-04, eta: 4:35:29, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.7369, top5_acc: 0.9004, loss_cls: 1.0471, loss: 1.0471, grad_norm: 4.3879 2020-08-14 00:05:55,462 - mmaction - INFO - Epoch [82][600/940] lr: 4.000e-04, eta: 4:35:09, time: 0.864, data_time: 0.004, memory: 6440, top1_acc: 0.7307, top5_acc: 0.8953, loss_cls: 1.0883, loss: 1.0883, grad_norm: 4.4590 2020-08-14 00:06:13,597 - mmaction - INFO - Epoch [82][620/940] lr: 4.000e-04, eta: 4:34:50, time: 0.910, data_time: 0.007, memory: 6440, top1_acc: 0.7291, top5_acc: 0.9008, loss_cls: 1.0643, loss: 1.0643, grad_norm: 4.3460 2020-08-14 00:06:33,865 - mmaction - INFO - Epoch [82][640/940] lr: 4.000e-04, eta: 4:34:31, time: 1.011, data_time: 0.006, memory: 6440, top1_acc: 0.7367, top5_acc: 0.8979, loss_cls: 1.0860, loss: 1.0860, grad_norm: 4.4480 2020-08-14 00:06:52,725 - mmaction - INFO - Epoch [82][660/940] lr: 4.000e-04, eta: 4:34:12, time: 0.946, data_time: 0.008, memory: 6440, top1_acc: 0.7393, top5_acc: 0.8959, loss_cls: 1.0693, loss: 1.0693, grad_norm: 4.4443 2020-08-14 00:07:10,744 - mmaction - INFO - Epoch [82][680/940] lr: 4.000e-04, eta: 4:33:52, time: 0.899, data_time: 0.006, memory: 6440, top1_acc: 0.7400, top5_acc: 0.8922, loss_cls: 1.0706, loss: 1.0706, grad_norm: 4.3615 2020-08-14 00:07:30,180 - mmaction - INFO - Epoch [82][700/940] lr: 4.000e-04, eta: 4:33:33, time: 0.974, data_time: 0.007, memory: 6440, top1_acc: 0.7256, top5_acc: 0.8934, loss_cls: 1.1016, loss: 1.1016, grad_norm: 4.4390 2020-08-14 00:07:47,924 - mmaction - INFO - Epoch [82][720/940] lr: 4.000e-04, eta: 4:33:14, time: 0.882, data_time: 0.006, memory: 6440, top1_acc: 0.7455, top5_acc: 0.8975, loss_cls: 1.0547, loss: 1.0547, grad_norm: 4.3651 2020-08-14 00:08:05,744 - mmaction - INFO - Epoch [82][740/940] lr: 4.000e-04, eta: 4:32:54, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.7316, top5_acc: 0.9006, loss_cls: 1.0725, loss: 1.0725, grad_norm: 4.4497 2020-08-14 00:08:24,257 - mmaction - INFO - Epoch [82][760/940] lr: 4.000e-04, eta: 4:32:35, time: 0.922, data_time: 0.003, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8957, loss_cls: 1.0789, loss: 1.0789, grad_norm: 4.5222 2020-08-14 00:08:41,401 - mmaction - INFO - Epoch [82][780/940] lr: 4.000e-04, eta: 4:32:16, time: 0.858, data_time: 0.009, memory: 6440, top1_acc: 0.7281, top5_acc: 0.8900, loss_cls: 1.1031, loss: 1.1031, grad_norm: 4.5013 2020-08-14 00:08:59,828 - mmaction - INFO - Epoch [82][800/940] lr: 4.000e-04, eta: 4:31:56, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8939, loss_cls: 1.0745, loss: 1.0745, grad_norm: 4.4016 2020-08-14 00:09:17,875 - mmaction - INFO - Epoch [82][820/940] lr: 4.000e-04, eta: 4:31:37, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8898, loss_cls: 1.1067, loss: 1.1067, grad_norm: 4.4704 2020-08-14 00:09:34,370 - mmaction - INFO - Epoch [82][840/940] lr: 4.000e-04, eta: 4:31:17, time: 0.827, data_time: 0.007, memory: 6440, top1_acc: 0.7322, top5_acc: 0.8939, loss_cls: 1.0931, loss: 1.0931, grad_norm: 4.4981 2020-08-14 00:09:53,494 - mmaction - INFO - Epoch [82][860/940] lr: 4.000e-04, eta: 4:30:58, time: 0.959, data_time: 0.008, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9012, loss_cls: 1.0285, loss: 1.0285, grad_norm: 4.3594 2020-08-14 00:10:12,681 - mmaction - INFO - Epoch [82][880/940] lr: 4.000e-04, eta: 4:30:39, time: 0.956, data_time: 0.007, memory: 6440, top1_acc: 0.7295, top5_acc: 0.8996, loss_cls: 1.0844, loss: 1.0844, grad_norm: 4.5419 2020-08-14 00:10:32,162 - mmaction - INFO - Epoch [82][900/940] lr: 4.000e-04, eta: 4:30:20, time: 0.978, data_time: 0.008, memory: 6440, top1_acc: 0.7432, top5_acc: 0.9031, loss_cls: 1.0331, loss: 1.0331, grad_norm: 4.3933 2020-08-14 00:10:49,149 - mmaction - INFO - Epoch [82][920/940] lr: 4.000e-04, eta: 4:30:00, time: 0.847, data_time: 0.006, memory: 6440, top1_acc: 0.7299, top5_acc: 0.8975, loss_cls: 1.0862, loss: 1.0862, grad_norm: 4.5136 2020-08-14 00:11:05,046 - mmaction - INFO - Epoch [82][940/940] lr: 4.000e-04, eta: 4:29:40, time: 0.798, data_time: 0.007, memory: 6440, top1_acc: 0.7340, top5_acc: 0.8914, loss_cls: 1.0851, loss: 1.0851, grad_norm: 4.4910 2020-08-14 00:11:05,446 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-08-14 00:11:33,001 - mmaction - INFO - Epoch [83][20/940] lr: 4.000e-04, eta: 4:29:23, time: 1.337, data_time: 0.573, memory: 6440, top1_acc: 0.7389, top5_acc: 0.8961, loss_cls: 1.0586, loss: 1.0586, grad_norm: 4.3744 2020-08-14 00:11:47,560 - mmaction - INFO - Epoch [83][40/940] lr: 4.000e-04, eta: 4:29:03, time: 0.730, data_time: 0.007, memory: 6440, top1_acc: 0.7268, top5_acc: 0.9025, loss_cls: 1.0733, loss: 1.0733, grad_norm: 4.4530 2020-08-14 00:12:07,142 - mmaction - INFO - Epoch [83][60/940] lr: 4.000e-04, eta: 4:28:44, time: 0.977, data_time: 0.005, memory: 6440, top1_acc: 0.7287, top5_acc: 0.8920, loss_cls: 1.1008, loss: 1.1008, grad_norm: 4.4531 2020-08-14 00:12:26,273 - mmaction - INFO - Epoch [83][80/940] lr: 4.000e-04, eta: 4:28:25, time: 0.956, data_time: 0.007, memory: 6440, top1_acc: 0.7438, top5_acc: 0.8967, loss_cls: 1.0600, loss: 1.0600, grad_norm: 4.3503 2020-08-14 00:12:43,492 - mmaction - INFO - Epoch [83][100/940] lr: 4.000e-04, eta: 4:28:05, time: 0.864, data_time: 0.010, memory: 6440, top1_acc: 0.7387, top5_acc: 0.8906, loss_cls: 1.0848, loss: 1.0848, grad_norm: 4.4214 2020-08-14 00:13:00,902 - mmaction - INFO - Epoch [83][120/940] lr: 4.000e-04, eta: 4:27:46, time: 0.869, data_time: 0.005, memory: 6440, top1_acc: 0.7391, top5_acc: 0.8994, loss_cls: 1.0521, loss: 1.0521, grad_norm: 4.4327 2020-08-14 00:13:17,904 - mmaction - INFO - Epoch [83][140/940] lr: 4.000e-04, eta: 4:27:26, time: 0.851, data_time: 0.005, memory: 6440, top1_acc: 0.7365, top5_acc: 0.8947, loss_cls: 1.0903, loss: 1.0903, grad_norm: 4.4230 2020-08-14 00:13:33,467 - mmaction - INFO - Epoch [83][160/940] lr: 4.000e-04, eta: 4:27:06, time: 0.774, data_time: 0.006, memory: 6440, top1_acc: 0.7215, top5_acc: 0.8883, loss_cls: 1.1046, loss: 1.1046, grad_norm: 4.4726 2020-08-14 00:13:52,132 - mmaction - INFO - Epoch [83][180/940] lr: 4.000e-04, eta: 4:26:47, time: 0.937, data_time: 0.008, memory: 6440, top1_acc: 0.7391, top5_acc: 0.8918, loss_cls: 1.0749, loss: 1.0749, grad_norm: 4.3603 2020-08-14 00:14:10,926 - mmaction - INFO - Epoch [83][200/940] lr: 4.000e-04, eta: 4:26:28, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.7279, top5_acc: 0.8861, loss_cls: 1.1299, loss: 1.1299, grad_norm: 4.4626 2020-08-14 00:14:29,371 - mmaction - INFO - Epoch [83][220/940] lr: 4.000e-04, eta: 4:26:08, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.7250, top5_acc: 0.8900, loss_cls: 1.1118, loss: 1.1118, grad_norm: 4.4374 2020-08-14 00:14:48,896 - mmaction - INFO - Epoch [83][240/940] lr: 4.000e-04, eta: 4:25:49, time: 0.975, data_time: 0.005, memory: 6440, top1_acc: 0.7412, top5_acc: 0.8973, loss_cls: 1.0424, loss: 1.0424, grad_norm: 4.4183 2020-08-14 00:15:06,696 - mmaction - INFO - Epoch [83][260/940] lr: 4.000e-04, eta: 4:25:30, time: 0.892, data_time: 0.005, memory: 6440, top1_acc: 0.7320, top5_acc: 0.8969, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.3819 2020-08-14 00:15:23,004 - mmaction - INFO - Epoch [83][280/940] lr: 4.000e-04, eta: 4:25:10, time: 0.815, data_time: 0.002, memory: 6440, top1_acc: 0.7383, top5_acc: 0.8912, loss_cls: 1.0919, loss: 1.0919, grad_norm: 4.4584 2020-08-14 00:15:43,399 - mmaction - INFO - Epoch [83][300/940] lr: 4.000e-04, eta: 4:24:51, time: 1.018, data_time: 0.005, memory: 6440, top1_acc: 0.7316, top5_acc: 0.9000, loss_cls: 1.0710, loss: 1.0710, grad_norm: 4.4528 2020-08-14 00:16:01,962 - mmaction - INFO - Epoch [83][320/940] lr: 4.000e-04, eta: 4:24:32, time: 0.927, data_time: 0.006, memory: 6440, top1_acc: 0.7316, top5_acc: 0.8959, loss_cls: 1.0947, loss: 1.0947, grad_norm: 4.5075 2020-08-14 00:16:21,662 - mmaction - INFO - Epoch [83][340/940] lr: 4.000e-04, eta: 4:24:13, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.7350, top5_acc: 0.8973, loss_cls: 1.0602, loss: 1.0602, grad_norm: 4.3510 2020-08-14 00:16:38,017 - mmaction - INFO - Epoch [83][360/940] lr: 4.000e-04, eta: 4:23:53, time: 0.819, data_time: 0.008, memory: 6440, top1_acc: 0.7303, top5_acc: 0.8902, loss_cls: 1.0947, loss: 1.0947, grad_norm: 4.4569 2020-08-14 00:16:56,052 - mmaction - INFO - Epoch [83][380/940] lr: 4.000e-04, eta: 4:23:34, time: 0.903, data_time: 0.007, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8959, loss_cls: 1.0759, loss: 1.0759, grad_norm: 4.4704 2020-08-14 00:17:14,548 - mmaction - INFO - Epoch [83][400/940] lr: 4.000e-04, eta: 4:23:15, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.7252, top5_acc: 0.8879, loss_cls: 1.1190, loss: 1.1190, grad_norm: 4.4674 2020-08-14 00:17:32,356 - mmaction - INFO - Epoch [83][420/940] lr: 4.000e-04, eta: 4:22:55, time: 0.892, data_time: 0.007, memory: 6440, top1_acc: 0.7365, top5_acc: 0.8932, loss_cls: 1.0648, loss: 1.0648, grad_norm: 4.4079 2020-08-14 00:17:51,571 - mmaction - INFO - Epoch [83][440/940] lr: 4.000e-04, eta: 4:22:36, time: 0.958, data_time: 0.007, memory: 6440, top1_acc: 0.7361, top5_acc: 0.8990, loss_cls: 1.0612, loss: 1.0612, grad_norm: 4.4259 2020-08-14 00:18:09,998 - mmaction - INFO - Epoch [83][460/940] lr: 4.000e-04, eta: 4:22:17, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.7467, top5_acc: 0.8996, loss_cls: 1.0367, loss: 1.0367, grad_norm: 4.3879 2020-08-14 00:18:29,469 - mmaction - INFO - Epoch [83][480/940] lr: 4.000e-04, eta: 4:21:58, time: 0.975, data_time: 0.009, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8988, loss_cls: 1.0524, loss: 1.0524, grad_norm: 4.4613 2020-08-14 00:18:46,406 - mmaction - INFO - Epoch [83][500/940] lr: 4.000e-04, eta: 4:21:38, time: 0.848, data_time: 0.005, memory: 6440, top1_acc: 0.7307, top5_acc: 0.8938, loss_cls: 1.0939, loss: 1.0939, grad_norm: 4.4833 2020-08-14 00:19:03,401 - mmaction - INFO - Epoch [83][520/940] lr: 4.000e-04, eta: 4:21:19, time: 0.847, data_time: 0.006, memory: 6440, top1_acc: 0.7398, top5_acc: 0.8961, loss_cls: 1.0509, loss: 1.0509, grad_norm: 4.4214 2020-08-14 00:19:21,644 - mmaction - INFO - Epoch [83][540/940] lr: 4.000e-04, eta: 4:21:00, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8979, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.4440 2020-08-14 00:19:39,857 - mmaction - INFO - Epoch [83][560/940] lr: 4.000e-04, eta: 4:20:40, time: 0.908, data_time: 0.005, memory: 6440, top1_acc: 0.7174, top5_acc: 0.8896, loss_cls: 1.1245, loss: 1.1245, grad_norm: 4.5813 2020-08-14 00:19:57,599 - mmaction - INFO - Epoch [83][580/940] lr: 4.000e-04, eta: 4:20:21, time: 0.891, data_time: 0.007, memory: 6440, top1_acc: 0.7426, top5_acc: 0.8965, loss_cls: 1.0583, loss: 1.0583, grad_norm: 4.3275 2020-08-14 00:20:17,818 - mmaction - INFO - Epoch [83][600/940] lr: 4.000e-04, eta: 4:20:02, time: 1.008, data_time: 0.006, memory: 6440, top1_acc: 0.7432, top5_acc: 0.9004, loss_cls: 1.0438, loss: 1.0438, grad_norm: 4.2971 2020-08-14 00:20:33,787 - mmaction - INFO - Epoch [83][620/940] lr: 4.000e-04, eta: 4:19:42, time: 0.800, data_time: 0.006, memory: 6440, top1_acc: 0.7400, top5_acc: 0.9004, loss_cls: 1.0546, loss: 1.0546, grad_norm: 4.3973 2020-08-14 00:20:52,557 - mmaction - INFO - Epoch [83][640/940] lr: 4.000e-04, eta: 4:19:23, time: 0.935, data_time: 0.007, memory: 6440, top1_acc: 0.7373, top5_acc: 0.8967, loss_cls: 1.0774, loss: 1.0774, grad_norm: 4.4505 2020-08-14 00:21:10,397 - mmaction - INFO - Epoch [83][660/940] lr: 4.000e-04, eta: 4:19:04, time: 0.895, data_time: 0.008, memory: 6440, top1_acc: 0.7307, top5_acc: 0.8898, loss_cls: 1.1150, loss: 1.1150, grad_norm: 4.4964 2020-08-14 00:21:27,534 - mmaction - INFO - Epoch [83][680/940] lr: 4.000e-04, eta: 4:18:44, time: 0.855, data_time: 0.006, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8916, loss_cls: 1.0707, loss: 1.0707, grad_norm: 4.3940 2020-08-14 00:21:46,944 - mmaction - INFO - Epoch [83][700/940] lr: 4.000e-04, eta: 4:18:25, time: 0.972, data_time: 0.007, memory: 6440, top1_acc: 0.7426, top5_acc: 0.8971, loss_cls: 1.0493, loss: 1.0493, grad_norm: 4.4144 2020-08-14 00:22:05,842 - mmaction - INFO - Epoch [83][720/940] lr: 4.000e-04, eta: 4:18:06, time: 0.943, data_time: 0.006, memory: 6440, top1_acc: 0.7311, top5_acc: 0.8953, loss_cls: 1.0822, loss: 1.0822, grad_norm: 4.4976 2020-08-14 00:22:25,767 - mmaction - INFO - Epoch [83][740/940] lr: 4.000e-04, eta: 4:17:47, time: 1.000, data_time: 0.007, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8969, loss_cls: 1.0664, loss: 1.0664, grad_norm: 4.4430 2020-08-14 00:22:42,940 - mmaction - INFO - Epoch [83][760/940] lr: 4.000e-04, eta: 4:17:27, time: 0.858, data_time: 0.004, memory: 6440, top1_acc: 0.7340, top5_acc: 0.8971, loss_cls: 1.0588, loss: 1.0588, grad_norm: 4.3299 2020-08-14 00:23:00,278 - mmaction - INFO - Epoch [83][780/940] lr: 4.000e-04, eta: 4:17:08, time: 0.867, data_time: 0.005, memory: 6440, top1_acc: 0.7436, top5_acc: 0.8939, loss_cls: 1.0605, loss: 1.0605, grad_norm: 4.4316 2020-08-14 00:23:18,417 - mmaction - INFO - Epoch [83][800/940] lr: 4.000e-04, eta: 4:16:49, time: 0.907, data_time: 0.002, memory: 6440, top1_acc: 0.7357, top5_acc: 0.8994, loss_cls: 1.0536, loss: 1.0536, grad_norm: 4.4429 2020-08-14 00:23:37,416 - mmaction - INFO - Epoch [83][820/940] lr: 4.000e-04, eta: 4:16:29, time: 0.944, data_time: 0.006, memory: 6440, top1_acc: 0.7289, top5_acc: 0.8934, loss_cls: 1.0825, loss: 1.0825, grad_norm: 4.5071 2020-08-14 00:23:53,137 - mmaction - INFO - Epoch [83][840/940] lr: 4.000e-04, eta: 4:16:10, time: 0.790, data_time: 0.008, memory: 6440, top1_acc: 0.7398, top5_acc: 0.9023, loss_cls: 1.0575, loss: 1.0575, grad_norm: 4.4206 2020-08-14 00:24:11,511 - mmaction - INFO - Epoch [83][860/940] lr: 4.000e-04, eta: 4:15:50, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.7451, top5_acc: 0.9031, loss_cls: 1.0189, loss: 1.0189, grad_norm: 4.3616 2020-08-14 00:24:29,587 - mmaction - INFO - Epoch [83][880/940] lr: 4.000e-04, eta: 4:15:31, time: 0.900, data_time: 0.007, memory: 6440, top1_acc: 0.7297, top5_acc: 0.8961, loss_cls: 1.0933, loss: 1.0933, grad_norm: 4.5089 2020-08-14 00:24:48,651 - mmaction - INFO - Epoch [83][900/940] lr: 4.000e-04, eta: 4:15:12, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.7301, top5_acc: 0.8979, loss_cls: 1.0788, loss: 1.0788, grad_norm: 4.4152 2020-08-14 00:25:07,373 - mmaction - INFO - Epoch [83][920/940] lr: 4.000e-04, eta: 4:14:53, time: 0.937, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8984, loss_cls: 1.0607, loss: 1.0607, grad_norm: 4.5270 2020-08-14 00:25:25,997 - mmaction - INFO - Epoch [83][940/940] lr: 4.000e-04, eta: 4:14:33, time: 0.928, data_time: 0.002, memory: 6440, top1_acc: 0.7325, top5_acc: 0.9014, loss_cls: 1.0948, loss: 1.0948, grad_norm: 4.5652 2020-08-14 00:25:26,263 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-08-14 00:25:49,861 - mmaction - INFO - Epoch [84][20/940] lr: 4.000e-04, eta: 4:14:15, time: 1.154, data_time: 0.429, memory: 6440, top1_acc: 0.7500, top5_acc: 0.8984, loss_cls: 1.0533, loss: 1.0533, grad_norm: 4.4164 2020-08-14 00:26:08,307 - mmaction - INFO - Epoch [84][40/940] lr: 4.000e-04, eta: 4:13:56, time: 0.919, data_time: 0.004, memory: 6440, top1_acc: 0.7510, top5_acc: 0.9045, loss_cls: 1.0086, loss: 1.0086, grad_norm: 4.3786 2020-08-14 00:26:28,297 - mmaction - INFO - Epoch [84][60/940] lr: 4.000e-04, eta: 4:13:37, time: 1.002, data_time: 0.006, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9033, loss_cls: 1.0276, loss: 1.0276, grad_norm: 4.3710 2020-08-14 00:26:44,757 - mmaction - INFO - Epoch [84][80/940] lr: 4.000e-04, eta: 4:13:17, time: 0.819, data_time: 0.006, memory: 6440, top1_acc: 0.7258, top5_acc: 0.8938, loss_cls: 1.0968, loss: 1.0968, grad_norm: 4.5722 2020-08-14 00:27:02,975 - mmaction - INFO - Epoch [84][100/940] lr: 4.000e-04, eta: 4:12:58, time: 0.913, data_time: 0.008, memory: 6440, top1_acc: 0.7273, top5_acc: 0.8967, loss_cls: 1.0977, loss: 1.0977, grad_norm: 4.5276 2020-08-14 00:27:22,388 - mmaction - INFO - Epoch [84][120/940] lr: 4.000e-04, eta: 4:12:39, time: 0.973, data_time: 0.006, memory: 6440, top1_acc: 0.7387, top5_acc: 0.8910, loss_cls: 1.0968, loss: 1.0968, grad_norm: 4.4907 2020-08-14 00:27:40,037 - mmaction - INFO - Epoch [84][140/940] lr: 4.000e-04, eta: 4:12:20, time: 0.879, data_time: 0.006, memory: 6440, top1_acc: 0.7453, top5_acc: 0.9018, loss_cls: 1.0423, loss: 1.0423, grad_norm: 4.4577 2020-08-14 00:27:59,047 - mmaction - INFO - Epoch [84][160/940] lr: 4.000e-04, eta: 4:12:00, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.7459, top5_acc: 0.9045, loss_cls: 1.0222, loss: 1.0222, grad_norm: 4.3967 2020-08-14 00:28:15,977 - mmaction - INFO - Epoch [84][180/940] lr: 4.000e-04, eta: 4:11:41, time: 0.851, data_time: 0.009, memory: 6440, top1_acc: 0.7285, top5_acc: 0.8996, loss_cls: 1.0843, loss: 1.0843, grad_norm: 4.4865 2020-08-14 00:28:32,166 - mmaction - INFO - Epoch [84][200/940] lr: 4.000e-04, eta: 4:11:21, time: 0.806, data_time: 0.007, memory: 6440, top1_acc: 0.7285, top5_acc: 0.8936, loss_cls: 1.0959, loss: 1.0959, grad_norm: 4.5242 2020-08-14 00:28:50,560 - mmaction - INFO - Epoch [84][220/940] lr: 4.000e-04, eta: 4:11:02, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.7365, top5_acc: 0.8973, loss_cls: 1.0387, loss: 1.0387, grad_norm: 4.4305 2020-08-14 00:29:11,439 - mmaction - INFO - Epoch [84][240/940] lr: 4.000e-04, eta: 4:10:43, time: 1.044, data_time: 0.006, memory: 6440, top1_acc: 0.7295, top5_acc: 0.8945, loss_cls: 1.0958, loss: 1.0958, grad_norm: 4.5357 2020-08-14 00:29:28,133 - mmaction - INFO - Epoch [84][260/940] lr: 4.000e-04, eta: 4:10:24, time: 0.834, data_time: 0.002, memory: 6440, top1_acc: 0.7324, top5_acc: 0.8959, loss_cls: 1.0770, loss: 1.0770, grad_norm: 4.5293 2020-08-14 00:29:48,756 - mmaction - INFO - Epoch [84][280/940] lr: 4.000e-04, eta: 4:10:05, time: 1.029, data_time: 0.005, memory: 6440, top1_acc: 0.7393, top5_acc: 0.8885, loss_cls: 1.0884, loss: 1.0884, grad_norm: 4.4485 2020-08-14 00:30:08,156 - mmaction - INFO - Epoch [84][300/940] lr: 4.000e-04, eta: 4:09:46, time: 0.972, data_time: 0.006, memory: 6440, top1_acc: 0.7256, top5_acc: 0.8920, loss_cls: 1.0994, loss: 1.0994, grad_norm: 4.5171 2020-08-14 00:30:27,221 - mmaction - INFO - Epoch [84][320/940] lr: 4.000e-04, eta: 4:09:27, time: 0.953, data_time: 0.002, memory: 6440, top1_acc: 0.7322, top5_acc: 0.8975, loss_cls: 1.0825, loss: 1.0825, grad_norm: 4.4876 2020-08-14 00:30:45,531 - mmaction - INFO - Epoch [84][340/940] lr: 4.000e-04, eta: 4:09:07, time: 0.913, data_time: 0.006, memory: 6440, top1_acc: 0.7318, top5_acc: 0.8955, loss_cls: 1.0797, loss: 1.0797, grad_norm: 4.4941 2020-08-14 00:31:04,159 - mmaction - INFO - Epoch [84][360/940] lr: 4.000e-04, eta: 4:08:48, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.7367, top5_acc: 0.9008, loss_cls: 1.0573, loss: 1.0573, grad_norm: 4.4369 2020-08-14 00:31:23,646 - mmaction - INFO - Epoch [84][380/940] lr: 4.000e-04, eta: 4:08:29, time: 0.973, data_time: 0.007, memory: 6440, top1_acc: 0.7338, top5_acc: 0.8926, loss_cls: 1.1003, loss: 1.1003, grad_norm: 4.4395 2020-08-14 00:31:41,870 - mmaction - INFO - Epoch [84][400/940] lr: 4.000e-04, eta: 4:08:10, time: 0.913, data_time: 0.007, memory: 6440, top1_acc: 0.7324, top5_acc: 0.9002, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.5197 2020-08-14 00:32:00,127 - mmaction - INFO - Epoch [84][420/940] lr: 4.000e-04, eta: 4:07:50, time: 0.912, data_time: 0.005, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.5423 2020-08-14 00:32:20,302 - mmaction - INFO - Epoch [84][440/940] lr: 4.000e-04, eta: 4:07:31, time: 1.006, data_time: 0.008, memory: 6440, top1_acc: 0.7461, top5_acc: 0.8998, loss_cls: 1.0319, loss: 1.0319, grad_norm: 4.3705 2020-08-14 00:32:37,842 - mmaction - INFO - Epoch [84][460/940] lr: 4.000e-04, eta: 4:07:12, time: 0.879, data_time: 0.007, memory: 6440, top1_acc: 0.7447, top5_acc: 0.9002, loss_cls: 1.0474, loss: 1.0474, grad_norm: 4.4777 2020-08-14 00:32:56,708 - mmaction - INFO - Epoch [84][480/940] lr: 4.000e-04, eta: 4:06:53, time: 0.944, data_time: 0.008, memory: 6440, top1_acc: 0.7322, top5_acc: 0.8953, loss_cls: 1.0747, loss: 1.0747, grad_norm: 4.5085 2020-08-14 00:33:15,821 - mmaction - INFO - Epoch [84][500/940] lr: 4.000e-04, eta: 4:06:34, time: 0.957, data_time: 0.009, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8982, loss_cls: 1.0464, loss: 1.0464, grad_norm: 4.3785 2020-08-14 00:33:35,208 - mmaction - INFO - Epoch [84][520/940] lr: 4.000e-04, eta: 4:06:15, time: 0.965, data_time: 0.008, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8990, loss_cls: 1.0409, loss: 1.0409, grad_norm: 4.4252 2020-08-14 00:33:55,758 - mmaction - INFO - Epoch [84][540/940] lr: 4.000e-04, eta: 4:05:56, time: 1.032, data_time: 0.007, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8928, loss_cls: 1.0707, loss: 1.0707, grad_norm: 4.4054 2020-08-14 00:34:13,905 - mmaction - INFO - Epoch [84][560/940] lr: 4.000e-04, eta: 4:05:37, time: 0.905, data_time: 0.006, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0402, loss: 1.0402, grad_norm: 4.4868 2020-08-14 00:34:32,066 - mmaction - INFO - Epoch [84][580/940] lr: 4.000e-04, eta: 4:05:17, time: 0.908, data_time: 0.007, memory: 6440, top1_acc: 0.7281, top5_acc: 0.8926, loss_cls: 1.0902, loss: 1.0902, grad_norm: 4.4790 2020-08-14 00:34:52,256 - mmaction - INFO - Epoch [84][600/940] lr: 4.000e-04, eta: 4:04:58, time: 1.009, data_time: 0.007, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9021, loss_cls: 1.0510, loss: 1.0510, grad_norm: 4.4371 2020-08-14 00:35:11,053 - mmaction - INFO - Epoch [84][620/940] lr: 4.000e-04, eta: 4:04:39, time: 0.939, data_time: 0.009, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8912, loss_cls: 1.0919, loss: 1.0919, grad_norm: 4.4749 2020-08-14 00:35:30,509 - mmaction - INFO - Epoch [84][640/940] lr: 4.000e-04, eta: 4:04:20, time: 0.976, data_time: 0.007, memory: 6440, top1_acc: 0.7338, top5_acc: 0.8881, loss_cls: 1.1109, loss: 1.1109, grad_norm: 4.5203 2020-08-14 00:35:48,146 - mmaction - INFO - Epoch [84][660/940] lr: 4.000e-04, eta: 4:04:01, time: 0.879, data_time: 0.006, memory: 6440, top1_acc: 0.7404, top5_acc: 0.8990, loss_cls: 1.0308, loss: 1.0308, grad_norm: 4.4439 2020-08-14 00:36:07,701 - mmaction - INFO - Epoch [84][680/940] lr: 4.000e-04, eta: 4:03:42, time: 0.980, data_time: 0.008, memory: 6440, top1_acc: 0.7320, top5_acc: 0.8975, loss_cls: 1.0791, loss: 1.0791, grad_norm: 4.5292 2020-08-14 00:36:27,858 - mmaction - INFO - Epoch [84][700/940] lr: 4.000e-04, eta: 4:03:23, time: 1.003, data_time: 0.006, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8998, loss_cls: 1.0519, loss: 1.0519, grad_norm: 4.4901 2020-08-14 00:36:45,243 - mmaction - INFO - Epoch [84][720/940] lr: 4.000e-04, eta: 4:03:03, time: 0.875, data_time: 0.009, memory: 6440, top1_acc: 0.7336, top5_acc: 0.8918, loss_cls: 1.0857, loss: 1.0857, grad_norm: 4.5243 2020-08-14 00:37:02,404 - mmaction - INFO - Epoch [84][740/940] lr: 4.000e-04, eta: 4:02:44, time: 0.857, data_time: 0.006, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9018, loss_cls: 1.0228, loss: 1.0228, grad_norm: 4.4583 2020-08-14 00:37:22,168 - mmaction - INFO - Epoch [84][760/940] lr: 4.000e-04, eta: 4:02:25, time: 0.991, data_time: 0.007, memory: 6440, top1_acc: 0.7336, top5_acc: 0.8924, loss_cls: 1.0753, loss: 1.0753, grad_norm: 4.5009 2020-08-14 00:37:41,970 - mmaction - INFO - Epoch [84][780/940] lr: 4.000e-04, eta: 4:02:06, time: 0.988, data_time: 0.004, memory: 6440, top1_acc: 0.7477, top5_acc: 0.9002, loss_cls: 1.0275, loss: 1.0275, grad_norm: 4.4830 2020-08-14 00:38:00,849 - mmaction - INFO - Epoch [84][800/940] lr: 4.000e-04, eta: 4:01:47, time: 0.944, data_time: 0.005, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8900, loss_cls: 1.0924, loss: 1.0924, grad_norm: 4.5472 2020-08-14 00:38:20,739 - mmaction - INFO - Epoch [84][820/940] lr: 4.000e-04, eta: 4:01:28, time: 0.990, data_time: 0.006, memory: 6440, top1_acc: 0.7355, top5_acc: 0.9000, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.4687 2020-08-14 00:38:40,159 - mmaction - INFO - Epoch [84][840/940] lr: 4.000e-04, eta: 4:01:09, time: 0.976, data_time: 0.008, memory: 6440, top1_acc: 0.7443, top5_acc: 0.8998, loss_cls: 1.0268, loss: 1.0268, grad_norm: 4.4126 2020-08-14 00:39:00,122 - mmaction - INFO - Epoch [84][860/940] lr: 4.000e-04, eta: 4:00:50, time: 0.996, data_time: 0.006, memory: 6440, top1_acc: 0.7297, top5_acc: 0.8951, loss_cls: 1.0691, loss: 1.0691, grad_norm: 4.5054 2020-08-14 00:39:18,805 - mmaction - INFO - Epoch [84][880/940] lr: 4.000e-04, eta: 4:00:31, time: 0.933, data_time: 0.006, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8887, loss_cls: 1.0847, loss: 1.0847, grad_norm: 4.5152 2020-08-14 00:39:38,058 - mmaction - INFO - Epoch [84][900/940] lr: 4.000e-04, eta: 4:00:12, time: 0.965, data_time: 0.009, memory: 6440, top1_acc: 0.7188, top5_acc: 0.8871, loss_cls: 1.1151, loss: 1.1151, grad_norm: 4.5733 2020-08-14 00:39:54,994 - mmaction - INFO - Epoch [84][920/940] lr: 4.000e-04, eta: 3:59:52, time: 0.846, data_time: 0.005, memory: 6440, top1_acc: 0.7395, top5_acc: 0.8969, loss_cls: 1.0646, loss: 1.0646, grad_norm: 4.4931 2020-08-14 00:40:11,906 - mmaction - INFO - Epoch [84][940/940] lr: 4.000e-04, eta: 3:59:32, time: 0.846, data_time: 0.008, memory: 6440, top1_acc: 0.7348, top5_acc: 0.8973, loss_cls: 1.0674, loss: 1.0674, grad_norm: 4.5575 2020-08-14 00:40:12,179 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-08-14 00:40:35,819 - mmaction - INFO - Epoch [85][20/940] lr: 4.000e-04, eta: 3:59:14, time: 1.156, data_time: 0.423, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8998, loss_cls: 1.0418, loss: 1.0418, grad_norm: 4.3807 2020-08-14 00:40:55,226 - mmaction - INFO - Epoch [85][40/940] lr: 4.000e-04, eta: 3:58:55, time: 0.968, data_time: 0.006, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8996, loss_cls: 1.0489, loss: 1.0489, grad_norm: 4.4828 2020-08-14 00:41:13,204 - mmaction - INFO - Epoch [85][60/940] lr: 4.000e-04, eta: 3:58:36, time: 0.902, data_time: 0.008, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8986, loss_cls: 1.0594, loss: 1.0594, grad_norm: 4.4805 2020-08-14 00:41:31,827 - mmaction - INFO - Epoch [85][80/940] lr: 4.000e-04, eta: 3:58:16, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.7461, top5_acc: 0.9080, loss_cls: 1.0054, loss: 1.0054, grad_norm: 4.3737 2020-08-14 00:41:51,128 - mmaction - INFO - Epoch [85][100/940] lr: 4.000e-04, eta: 3:57:57, time: 0.961, data_time: 0.008, memory: 6440, top1_acc: 0.7357, top5_acc: 0.8951, loss_cls: 1.0913, loss: 1.0913, grad_norm: 4.6022 2020-08-14 00:42:09,761 - mmaction - INFO - Epoch [85][120/940] lr: 4.000e-04, eta: 3:57:38, time: 0.938, data_time: 0.009, memory: 6440, top1_acc: 0.7307, top5_acc: 0.8939, loss_cls: 1.0664, loss: 1.0664, grad_norm: 4.5191 2020-08-14 00:42:29,090 - mmaction - INFO - Epoch [85][140/940] lr: 4.000e-04, eta: 3:57:19, time: 0.964, data_time: 0.006, memory: 6440, top1_acc: 0.7385, top5_acc: 0.9000, loss_cls: 1.0689, loss: 1.0689, grad_norm: 4.5368 2020-08-14 00:42:48,730 - mmaction - INFO - Epoch [85][160/940] lr: 4.000e-04, eta: 3:57:00, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0672, loss: 1.0672, grad_norm: 4.5117 2020-08-14 00:43:06,753 - mmaction - INFO - Epoch [85][180/940] lr: 4.000e-04, eta: 3:56:41, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.7373, top5_acc: 0.8980, loss_cls: 1.0555, loss: 1.0555, grad_norm: 4.4441 2020-08-14 00:43:26,161 - mmaction - INFO - Epoch [85][200/940] lr: 4.000e-04, eta: 3:56:22, time: 0.973, data_time: 0.011, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9021, loss_cls: 1.0342, loss: 1.0342, grad_norm: 4.4131 2020-08-14 00:43:44,657 - mmaction - INFO - Epoch [85][220/940] lr: 4.000e-04, eta: 3:56:03, time: 0.921, data_time: 0.007, memory: 6440, top1_acc: 0.7328, top5_acc: 0.8936, loss_cls: 1.0814, loss: 1.0814, grad_norm: 4.5075 2020-08-14 00:44:01,998 - mmaction - INFO - Epoch [85][240/940] lr: 4.000e-04, eta: 3:55:43, time: 0.872, data_time: 0.008, memory: 6440, top1_acc: 0.7299, top5_acc: 0.8959, loss_cls: 1.0828, loss: 1.0828, grad_norm: 4.5313 2020-08-14 00:44:20,893 - mmaction - INFO - Epoch [85][260/940] lr: 4.000e-04, eta: 3:55:24, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.7404, top5_acc: 0.8975, loss_cls: 1.0473, loss: 1.0473, grad_norm: 4.4182 2020-08-14 00:44:40,434 - mmaction - INFO - Epoch [85][280/940] lr: 4.000e-04, eta: 3:55:05, time: 0.983, data_time: 0.008, memory: 6440, top1_acc: 0.7414, top5_acc: 0.8971, loss_cls: 1.0569, loss: 1.0569, grad_norm: 4.5298 2020-08-14 00:44:58,888 - mmaction - INFO - Epoch [85][300/940] lr: 4.000e-04, eta: 3:54:46, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.7432, top5_acc: 0.8994, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.4337 2020-08-14 00:45:18,803 - mmaction - INFO - Epoch [85][320/940] lr: 4.000e-04, eta: 3:54:27, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.7361, top5_acc: 0.8908, loss_cls: 1.0718, loss: 1.0718, grad_norm: 4.4854 2020-08-14 00:45:35,800 - mmaction - INFO - Epoch [85][340/940] lr: 4.000e-04, eta: 3:54:07, time: 0.852, data_time: 0.010, memory: 6440, top1_acc: 0.7469, top5_acc: 0.8949, loss_cls: 1.0438, loss: 1.0438, grad_norm: 4.3992 2020-08-14 00:45:54,727 - mmaction - INFO - Epoch [85][360/940] lr: 4.000e-04, eta: 3:53:48, time: 0.946, data_time: 0.007, memory: 6440, top1_acc: 0.7301, top5_acc: 0.8963, loss_cls: 1.0736, loss: 1.0736, grad_norm: 4.5675 2020-08-14 00:46:13,910 - mmaction - INFO - Epoch [85][380/940] lr: 4.000e-04, eta: 3:53:29, time: 0.961, data_time: 0.005, memory: 6440, top1_acc: 0.7293, top5_acc: 0.8900, loss_cls: 1.0953, loss: 1.0953, grad_norm: 4.5591 2020-08-14 00:46:33,657 - mmaction - INFO - Epoch [85][400/940] lr: 4.000e-04, eta: 3:53:10, time: 0.984, data_time: 0.005, memory: 6440, top1_acc: 0.7439, top5_acc: 0.8947, loss_cls: 1.0555, loss: 1.0555, grad_norm: 4.4247 2020-08-14 00:46:52,357 - mmaction - INFO - Epoch [85][420/940] lr: 4.000e-04, eta: 3:52:51, time: 0.938, data_time: 0.007, memory: 6440, top1_acc: 0.7355, top5_acc: 0.8949, loss_cls: 1.0783, loss: 1.0783, grad_norm: 4.5066 2020-08-14 00:47:09,216 - mmaction - INFO - Epoch [85][440/940] lr: 4.000e-04, eta: 3:52:31, time: 0.839, data_time: 0.005, memory: 6440, top1_acc: 0.7361, top5_acc: 0.9039, loss_cls: 1.0505, loss: 1.0505, grad_norm: 4.4434 2020-08-14 00:47:30,241 - mmaction - INFO - Epoch [85][460/940] lr: 4.000e-04, eta: 3:52:12, time: 1.053, data_time: 0.007, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8955, loss_cls: 1.0478, loss: 1.0478, grad_norm: 4.4871 2020-08-14 00:47:47,204 - mmaction - INFO - Epoch [85][480/940] lr: 4.000e-04, eta: 3:51:53, time: 0.846, data_time: 0.008, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8957, loss_cls: 1.0552, loss: 1.0552, grad_norm: 4.4804 2020-08-14 00:48:04,916 - mmaction - INFO - Epoch [85][500/940] lr: 4.000e-04, eta: 3:51:34, time: 0.887, data_time: 0.008, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9057, loss_cls: 1.0202, loss: 1.0202, grad_norm: 4.4482 2020-08-14 00:48:23,108 - mmaction - INFO - Epoch [85][520/940] lr: 4.000e-04, eta: 3:51:14, time: 0.911, data_time: 0.010, memory: 6440, top1_acc: 0.7342, top5_acc: 0.8945, loss_cls: 1.0783, loss: 1.0783, grad_norm: 4.5325 2020-08-14 00:48:43,128 - mmaction - INFO - Epoch [85][540/940] lr: 4.000e-04, eta: 3:50:55, time: 0.997, data_time: 0.008, memory: 6440, top1_acc: 0.7365, top5_acc: 0.9006, loss_cls: 1.0484, loss: 1.0484, grad_norm: 4.4561 2020-08-14 00:49:02,911 - mmaction - INFO - Epoch [85][560/940] lr: 4.000e-04, eta: 3:50:36, time: 0.992, data_time: 0.007, memory: 6440, top1_acc: 0.7432, top5_acc: 0.8986, loss_cls: 1.0336, loss: 1.0336, grad_norm: 4.4787 2020-08-14 00:49:22,966 - mmaction - INFO - Epoch [85][580/940] lr: 4.000e-04, eta: 3:50:17, time: 1.005, data_time: 0.006, memory: 6440, top1_acc: 0.7484, top5_acc: 0.9039, loss_cls: 1.0194, loss: 1.0194, grad_norm: 4.4013 2020-08-14 00:49:41,344 - mmaction - INFO - Epoch [85][600/940] lr: 4.000e-04, eta: 3:49:58, time: 0.917, data_time: 0.008, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8977, loss_cls: 1.0426, loss: 1.0426, grad_norm: 4.4560 2020-08-14 00:49:58,705 - mmaction - INFO - Epoch [85][620/940] lr: 4.000e-04, eta: 3:49:39, time: 0.868, data_time: 0.006, memory: 6440, top1_acc: 0.7338, top5_acc: 0.8949, loss_cls: 1.0837, loss: 1.0837, grad_norm: 4.6026 2020-08-14 00:50:15,843 - mmaction - INFO - Epoch [85][640/940] lr: 4.000e-04, eta: 3:49:19, time: 0.858, data_time: 0.007, memory: 6440, top1_acc: 0.7379, top5_acc: 0.8982, loss_cls: 1.0566, loss: 1.0566, grad_norm: 4.5320 2020-08-14 00:50:35,028 - mmaction - INFO - Epoch [85][660/940] lr: 4.000e-04, eta: 3:49:00, time: 0.961, data_time: 0.009, memory: 6440, top1_acc: 0.7336, top5_acc: 0.8967, loss_cls: 1.0644, loss: 1.0644, grad_norm: 4.5117 2020-08-14 00:50:53,237 - mmaction - INFO - Epoch [85][680/940] lr: 4.000e-04, eta: 3:48:41, time: 0.905, data_time: 0.006, memory: 6440, top1_acc: 0.7471, top5_acc: 0.8992, loss_cls: 1.0555, loss: 1.0555, grad_norm: 4.5516 2020-08-14 00:51:12,822 - mmaction - INFO - Epoch [85][700/940] lr: 4.000e-04, eta: 3:48:22, time: 0.985, data_time: 0.008, memory: 6440, top1_acc: 0.7371, top5_acc: 0.9033, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.4506 2020-08-14 00:51:31,150 - mmaction - INFO - Epoch [85][720/940] lr: 4.000e-04, eta: 3:48:03, time: 0.910, data_time: 0.005, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9025, loss_cls: 1.0435, loss: 1.0435, grad_norm: 4.5095 2020-08-14 00:51:50,480 - mmaction - INFO - Epoch [85][740/940] lr: 4.000e-04, eta: 3:47:44, time: 0.971, data_time: 0.009, memory: 6440, top1_acc: 0.7434, top5_acc: 0.8996, loss_cls: 1.0387, loss: 1.0387, grad_norm: 4.4403 2020-08-14 00:52:09,194 - mmaction - INFO - Epoch [85][760/940] lr: 4.000e-04, eta: 3:47:24, time: 0.935, data_time: 0.010, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8920, loss_cls: 1.0568, loss: 1.0568, grad_norm: 4.5141 2020-08-14 00:52:31,646 - mmaction - INFO - Epoch [85][780/940] lr: 4.000e-04, eta: 3:47:06, time: 1.125, data_time: 0.007, memory: 6440, top1_acc: 0.7365, top5_acc: 0.9004, loss_cls: 1.0608, loss: 1.0608, grad_norm: 4.5337 2020-08-14 00:52:50,644 - mmaction - INFO - Epoch [85][800/940] lr: 4.000e-04, eta: 3:46:47, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.7410, top5_acc: 0.9008, loss_cls: 1.0489, loss: 1.0489, grad_norm: 4.5186 2020-08-14 00:53:09,218 - mmaction - INFO - Epoch [85][820/940] lr: 4.000e-04, eta: 3:46:28, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9029, loss_cls: 1.0308, loss: 1.0308, grad_norm: 4.4390 2020-08-14 00:53:26,561 - mmaction - INFO - Epoch [85][840/940] lr: 4.000e-04, eta: 3:46:08, time: 0.865, data_time: 0.007, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8973, loss_cls: 1.0705, loss: 1.0705, grad_norm: 4.5049 2020-08-14 00:53:45,164 - mmaction - INFO - Epoch [85][860/940] lr: 4.000e-04, eta: 3:45:49, time: 0.933, data_time: 0.008, memory: 6440, top1_acc: 0.7404, top5_acc: 0.8936, loss_cls: 1.0639, loss: 1.0639, grad_norm: 4.4596 2020-08-14 00:54:04,047 - mmaction - INFO - Epoch [85][880/940] lr: 4.000e-04, eta: 3:45:30, time: 0.945, data_time: 0.005, memory: 6440, top1_acc: 0.7340, top5_acc: 0.9000, loss_cls: 1.0651, loss: 1.0651, grad_norm: 4.4788 2020-08-14 00:54:22,049 - mmaction - INFO - Epoch [85][900/940] lr: 4.000e-04, eta: 3:45:10, time: 0.898, data_time: 0.002, memory: 6440, top1_acc: 0.7389, top5_acc: 0.8977, loss_cls: 1.0593, loss: 1.0593, grad_norm: 4.4675 2020-08-14 00:54:41,807 - mmaction - INFO - Epoch [85][920/940] lr: 4.000e-04, eta: 3:44:51, time: 0.985, data_time: 0.007, memory: 6440, top1_acc: 0.7385, top5_acc: 0.9059, loss_cls: 1.0278, loss: 1.0278, grad_norm: 4.5666 2020-08-14 00:54:57,708 - mmaction - INFO - Epoch [85][940/940] lr: 4.000e-04, eta: 3:44:32, time: 0.799, data_time: 0.007, memory: 6440, top1_acc: 0.7344, top5_acc: 0.8959, loss_cls: 1.0781, loss: 1.0781, grad_norm: 4.4980 2020-08-14 00:54:57,998 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-08-14 00:55:23,463 - mmaction - INFO - Epoch [86][20/940] lr: 4.000e-04, eta: 3:44:14, time: 1.215, data_time: 0.412, memory: 6440, top1_acc: 0.7367, top5_acc: 0.8984, loss_cls: 1.0459, loss: 1.0459, grad_norm: 4.4955 2020-08-14 00:55:41,780 - mmaction - INFO - Epoch [86][40/940] lr: 4.000e-04, eta: 3:43:54, time: 0.918, data_time: 0.006, memory: 6440, top1_acc: 0.7434, top5_acc: 0.8982, loss_cls: 1.0279, loss: 1.0279, grad_norm: 4.4104 2020-08-14 00:55:59,611 - mmaction - INFO - Epoch [86][60/940] lr: 4.000e-04, eta: 3:43:35, time: 0.888, data_time: 0.005, memory: 6440, top1_acc: 0.7490, top5_acc: 0.9021, loss_cls: 1.0232, loss: 1.0232, grad_norm: 4.5117 2020-08-14 00:56:16,116 - mmaction - INFO - Epoch [86][80/940] lr: 4.000e-04, eta: 3:43:15, time: 0.829, data_time: 0.007, memory: 6440, top1_acc: 0.7422, top5_acc: 0.8963, loss_cls: 1.0552, loss: 1.0552, grad_norm: 4.5451 2020-08-14 00:56:36,028 - mmaction - INFO - Epoch [86][100/940] lr: 4.000e-04, eta: 3:42:56, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.7238, top5_acc: 0.8910, loss_cls: 1.1181, loss: 1.1181, grad_norm: 4.5759 2020-08-14 00:56:54,899 - mmaction - INFO - Epoch [86][120/940] lr: 4.000e-04, eta: 3:42:37, time: 0.946, data_time: 0.007, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8969, loss_cls: 1.0587, loss: 1.0587, grad_norm: 4.4422 2020-08-14 00:57:13,368 - mmaction - INFO - Epoch [86][140/940] lr: 4.000e-04, eta: 3:42:18, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.7410, top5_acc: 0.8984, loss_cls: 1.0646, loss: 1.0646, grad_norm: 4.5162 2020-08-14 00:57:32,847 - mmaction - INFO - Epoch [86][160/940] lr: 4.000e-04, eta: 3:41:59, time: 0.976, data_time: 0.009, memory: 6440, top1_acc: 0.7447, top5_acc: 0.9051, loss_cls: 1.0181, loss: 1.0181, grad_norm: 4.4194 2020-08-14 00:57:54,044 - mmaction - INFO - Epoch [86][180/940] lr: 4.000e-04, eta: 3:41:40, time: 1.059, data_time: 0.006, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9064, loss_cls: 1.0062, loss: 1.0062, grad_norm: 4.4551 2020-08-14 00:58:13,079 - mmaction - INFO - Epoch [86][200/940] lr: 4.000e-04, eta: 3:41:21, time: 0.952, data_time: 0.005, memory: 6440, top1_acc: 0.7309, top5_acc: 0.8932, loss_cls: 1.0760, loss: 1.0760, grad_norm: 4.5408 2020-08-14 00:58:33,209 - mmaction - INFO - Epoch [86][220/940] lr: 4.000e-04, eta: 3:41:02, time: 1.008, data_time: 0.009, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8998, loss_cls: 1.0392, loss: 1.0392, grad_norm: 4.4912 2020-08-14 00:58:50,813 - mmaction - INFO - Epoch [86][240/940] lr: 4.000e-04, eta: 3:40:43, time: 0.875, data_time: 0.008, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8980, loss_cls: 1.0474, loss: 1.0474, grad_norm: 4.3878 2020-08-14 00:59:09,792 - mmaction - INFO - Epoch [86][260/940] lr: 4.000e-04, eta: 3:40:24, time: 0.954, data_time: 0.008, memory: 6440, top1_acc: 0.7389, top5_acc: 0.9023, loss_cls: 1.0395, loss: 1.0395, grad_norm: 4.5655 2020-08-14 00:59:28,684 - mmaction - INFO - Epoch [86][280/940] lr: 4.000e-04, eta: 3:40:05, time: 0.942, data_time: 0.004, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8947, loss_cls: 1.0737, loss: 1.0737, grad_norm: 4.6239 2020-08-14 00:59:48,711 - mmaction - INFO - Epoch [86][300/940] lr: 4.000e-04, eta: 3:39:46, time: 1.004, data_time: 0.007, memory: 6440, top1_acc: 0.7266, top5_acc: 0.8961, loss_cls: 1.0713, loss: 1.0713, grad_norm: 4.6233 2020-08-14 01:00:12,172 - mmaction - INFO - Epoch [86][320/940] lr: 4.000e-04, eta: 3:39:27, time: 1.151, data_time: 0.007, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 1.0182, loss: 1.0182, grad_norm: 4.4845 2020-08-14 01:00:29,395 - mmaction - INFO - Epoch [86][340/940] lr: 4.000e-04, eta: 3:39:08, time: 0.883, data_time: 0.032, memory: 6440, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0683, loss: 1.0683, grad_norm: 4.6033 2020-08-14 01:00:47,291 - mmaction - INFO - Epoch [86][360/940] lr: 4.000e-04, eta: 3:38:49, time: 0.890, data_time: 0.009, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8971, loss_cls: 1.0627, loss: 1.0627, grad_norm: 4.5001 2020-08-14 01:01:06,009 - mmaction - INFO - Epoch [86][380/940] lr: 4.000e-04, eta: 3:38:29, time: 0.940, data_time: 0.008, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9037, loss_cls: 1.0331, loss: 1.0331, grad_norm: 4.4382 2020-08-14 01:01:27,051 - mmaction - INFO - Epoch [86][400/940] lr: 4.000e-04, eta: 3:38:11, time: 1.049, data_time: 0.006, memory: 6440, top1_acc: 0.7307, top5_acc: 0.9021, loss_cls: 1.0495, loss: 1.0495, grad_norm: 4.5802 2020-08-14 01:01:47,079 - mmaction - INFO - Epoch [86][420/940] lr: 4.000e-04, eta: 3:37:52, time: 1.004, data_time: 0.007, memory: 6440, top1_acc: 0.7492, top5_acc: 0.9006, loss_cls: 1.0260, loss: 1.0260, grad_norm: 4.3948 2020-08-14 01:02:05,778 - mmaction - INFO - Epoch [86][440/940] lr: 4.000e-04, eta: 3:37:32, time: 0.932, data_time: 0.005, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8973, loss_cls: 1.0374, loss: 1.0374, grad_norm: 4.4573 2020-08-14 01:02:25,911 - mmaction - INFO - Epoch [86][460/940] lr: 4.000e-04, eta: 3:37:13, time: 1.009, data_time: 0.008, memory: 6440, top1_acc: 0.7457, top5_acc: 0.8994, loss_cls: 1.0407, loss: 1.0407, grad_norm: 4.4092 2020-08-14 01:02:45,624 - mmaction - INFO - Epoch [86][480/940] lr: 4.000e-04, eta: 3:36:54, time: 0.983, data_time: 0.008, memory: 6440, top1_acc: 0.7428, top5_acc: 0.9016, loss_cls: 1.0337, loss: 1.0337, grad_norm: 4.5412 2020-08-14 01:03:04,230 - mmaction - INFO - Epoch [86][500/940] lr: 4.000e-04, eta: 3:36:35, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8973, loss_cls: 1.0560, loss: 1.0560, grad_norm: 4.5197 2020-08-14 01:03:24,489 - mmaction - INFO - Epoch [86][520/940] lr: 4.000e-04, eta: 3:36:16, time: 1.013, data_time: 0.004, memory: 6440, top1_acc: 0.7477, top5_acc: 0.9035, loss_cls: 1.0240, loss: 1.0240, grad_norm: 4.5048 2020-08-14 01:03:43,299 - mmaction - INFO - Epoch [86][540/940] lr: 4.000e-04, eta: 3:35:57, time: 0.938, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9018, loss_cls: 1.0359, loss: 1.0359, grad_norm: 4.4994 2020-08-14 01:04:01,972 - mmaction - INFO - Epoch [86][560/940] lr: 4.000e-04, eta: 3:35:38, time: 0.936, data_time: 0.007, memory: 6440, top1_acc: 0.7393, top5_acc: 0.8963, loss_cls: 1.0567, loss: 1.0567, grad_norm: 4.5708 2020-08-14 01:04:20,522 - mmaction - INFO - Epoch [86][580/940] lr: 4.000e-04, eta: 3:35:19, time: 0.923, data_time: 0.006, memory: 6440, top1_acc: 0.7387, top5_acc: 0.8984, loss_cls: 1.0625, loss: 1.0625, grad_norm: 4.5840 2020-08-14 01:04:42,533 - mmaction - INFO - Epoch [86][600/940] lr: 4.000e-04, eta: 3:35:00, time: 1.105, data_time: 0.007, memory: 6440, top1_acc: 0.7363, top5_acc: 0.9010, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.4865 2020-08-14 01:05:02,203 - mmaction - INFO - Epoch [86][620/940] lr: 4.000e-04, eta: 3:34:41, time: 0.982, data_time: 0.005, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8969, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.5061 2020-08-14 01:05:20,380 - mmaction - INFO - Epoch [86][640/940] lr: 4.000e-04, eta: 3:34:22, time: 0.908, data_time: 0.004, memory: 6440, top1_acc: 0.7285, top5_acc: 0.8984, loss_cls: 1.0578, loss: 1.0578, grad_norm: 4.5008 2020-08-14 01:05:39,001 - mmaction - INFO - Epoch [86][660/940] lr: 4.000e-04, eta: 3:34:03, time: 0.932, data_time: 0.009, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0552, loss: 1.0552, grad_norm: 4.5001 2020-08-14 01:05:57,514 - mmaction - INFO - Epoch [86][680/940] lr: 4.000e-04, eta: 3:33:43, time: 0.924, data_time: 0.010, memory: 6440, top1_acc: 0.7342, top5_acc: 0.8990, loss_cls: 1.0564, loss: 1.0564, grad_norm: 4.5514 2020-08-14 01:06:17,988 - mmaction - INFO - Epoch [86][700/940] lr: 4.000e-04, eta: 3:33:25, time: 1.027, data_time: 0.008, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9002, loss_cls: 1.0110, loss: 1.0110, grad_norm: 4.4596 2020-08-14 01:06:36,041 - mmaction - INFO - Epoch [86][720/940] lr: 4.000e-04, eta: 3:33:05, time: 0.898, data_time: 0.006, memory: 6440, top1_acc: 0.7365, top5_acc: 0.8947, loss_cls: 1.0762, loss: 1.0762, grad_norm: 4.5196 2020-08-14 01:06:54,911 - mmaction - INFO - Epoch [86][740/940] lr: 4.000e-04, eta: 3:32:46, time: 0.946, data_time: 0.007, memory: 6440, top1_acc: 0.7391, top5_acc: 0.8979, loss_cls: 1.0550, loss: 1.0550, grad_norm: 4.4514 2020-08-14 01:07:14,307 - mmaction - INFO - Epoch [86][760/940] lr: 4.000e-04, eta: 3:32:27, time: 0.969, data_time: 0.008, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8947, loss_cls: 1.0703, loss: 1.0703, grad_norm: 4.4560 2020-08-14 01:07:32,216 - mmaction - INFO - Epoch [86][780/940] lr: 4.000e-04, eta: 3:32:08, time: 0.897, data_time: 0.008, memory: 6440, top1_acc: 0.7406, top5_acc: 0.8998, loss_cls: 1.0493, loss: 1.0493, grad_norm: 4.5019 2020-08-14 01:07:52,568 - mmaction - INFO - Epoch [86][800/940] lr: 4.000e-04, eta: 3:31:49, time: 1.018, data_time: 0.009, memory: 6440, top1_acc: 0.7350, top5_acc: 0.8943, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.5833 2020-08-14 01:08:14,691 - mmaction - INFO - Epoch [86][820/940] lr: 4.000e-04, eta: 3:31:30, time: 1.106, data_time: 0.008, memory: 6440, top1_acc: 0.7318, top5_acc: 0.8938, loss_cls: 1.0820, loss: 1.0820, grad_norm: 4.6073 2020-08-14 01:08:32,111 - mmaction - INFO - Epoch [86][840/940] lr: 4.000e-04, eta: 3:31:11, time: 0.873, data_time: 0.005, memory: 6440, top1_acc: 0.7309, top5_acc: 0.8951, loss_cls: 1.0761, loss: 1.0761, grad_norm: 4.6125 2020-08-14 01:08:49,547 - mmaction - INFO - Epoch [86][860/940] lr: 4.000e-04, eta: 3:30:51, time: 0.872, data_time: 0.006, memory: 6440, top1_acc: 0.7393, top5_acc: 0.8961, loss_cls: 1.0516, loss: 1.0516, grad_norm: 4.5691 2020-08-14 01:09:10,773 - mmaction - INFO - Epoch [86][880/940] lr: 4.000e-04, eta: 3:30:33, time: 1.061, data_time: 0.004, memory: 6440, top1_acc: 0.7406, top5_acc: 0.8998, loss_cls: 1.0459, loss: 1.0459, grad_norm: 4.5410 2020-08-14 01:09:29,032 - mmaction - INFO - Epoch [86][900/940] lr: 4.000e-04, eta: 3:30:13, time: 0.911, data_time: 0.008, memory: 6440, top1_acc: 0.7330, top5_acc: 0.8943, loss_cls: 1.0666, loss: 1.0666, grad_norm: 4.5011 2020-08-14 01:09:47,263 - mmaction - INFO - Epoch [86][920/940] lr: 4.000e-04, eta: 3:29:54, time: 0.913, data_time: 0.005, memory: 6440, top1_acc: 0.7346, top5_acc: 0.9037, loss_cls: 1.0299, loss: 1.0299, grad_norm: 4.5882 2020-08-14 01:10:05,849 - mmaction - INFO - Epoch [86][940/940] lr: 4.000e-04, eta: 3:29:35, time: 0.930, data_time: 0.007, memory: 6440, top1_acc: 0.7409, top5_acc: 0.9006, loss_cls: 1.0559, loss: 1.0559, grad_norm: 4.5430 2020-08-14 01:10:06,275 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-08-14 01:10:33,613 - mmaction - INFO - Epoch [87][20/940] lr: 4.000e-04, eta: 3:29:17, time: 1.327, data_time: 0.551, memory: 6440, top1_acc: 0.7406, top5_acc: 0.9010, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.4847 2020-08-14 01:10:51,476 - mmaction - INFO - Epoch [87][40/940] lr: 4.000e-04, eta: 3:28:58, time: 0.897, data_time: 0.006, memory: 6440, top1_acc: 0.7436, top5_acc: 0.9025, loss_cls: 1.0186, loss: 1.0186, grad_norm: 4.4470 2020-08-14 01:11:10,535 - mmaction - INFO - Epoch [87][60/940] lr: 4.000e-04, eta: 3:28:39, time: 0.951, data_time: 0.006, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8988, loss_cls: 1.0539, loss: 1.0539, grad_norm: 4.4809 2020-08-14 01:11:29,735 - mmaction - INFO - Epoch [87][80/940] lr: 4.000e-04, eta: 3:28:20, time: 0.962, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8975, loss_cls: 1.0477, loss: 1.0477, grad_norm: 4.4449 2020-08-14 01:11:48,956 - mmaction - INFO - Epoch [87][100/940] lr: 4.000e-04, eta: 3:28:00, time: 0.959, data_time: 0.005, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9072, loss_cls: 1.0404, loss: 1.0404, grad_norm: 4.5883 2020-08-14 01:12:06,310 - mmaction - INFO - Epoch [87][120/940] lr: 4.000e-04, eta: 3:27:41, time: 0.868, data_time: 0.007, memory: 6440, top1_acc: 0.7303, top5_acc: 0.8973, loss_cls: 1.0738, loss: 1.0738, grad_norm: 4.5871 2020-08-14 01:12:26,799 - mmaction - INFO - Epoch [87][140/940] lr: 4.000e-04, eta: 3:27:22, time: 1.025, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.9023, loss_cls: 1.0420, loss: 1.0420, grad_norm: 4.5238 2020-08-14 01:12:46,410 - mmaction - INFO - Epoch [87][160/940] lr: 4.000e-04, eta: 3:27:03, time: 0.981, data_time: 0.007, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8914, loss_cls: 1.0692, loss: 1.0692, grad_norm: 4.4687 2020-08-14 01:13:05,626 - mmaction - INFO - Epoch [87][180/940] lr: 4.000e-04, eta: 3:26:44, time: 0.962, data_time: 0.007, memory: 6440, top1_acc: 0.7314, top5_acc: 0.8898, loss_cls: 1.0911, loss: 1.0911, grad_norm: 4.5597 2020-08-14 01:13:23,594 - mmaction - INFO - Epoch [87][200/940] lr: 4.000e-04, eta: 3:26:25, time: 0.895, data_time: 0.002, memory: 6440, top1_acc: 0.7406, top5_acc: 0.9059, loss_cls: 1.0173, loss: 1.0173, grad_norm: 4.4591 2020-08-14 01:13:42,855 - mmaction - INFO - Epoch [87][220/940] lr: 4.000e-04, eta: 3:26:06, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9025, loss_cls: 1.0342, loss: 1.0342, grad_norm: 4.5048 2020-08-14 01:14:02,475 - mmaction - INFO - Epoch [87][240/940] lr: 4.000e-04, eta: 3:25:47, time: 0.980, data_time: 0.008, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9100, loss_cls: 1.0009, loss: 1.0009, grad_norm: 4.4468 2020-08-14 01:14:19,938 - mmaction - INFO - Epoch [87][260/940] lr: 4.000e-04, eta: 3:25:27, time: 0.876, data_time: 0.006, memory: 6440, top1_acc: 0.7404, top5_acc: 0.8969, loss_cls: 1.0491, loss: 1.0491, grad_norm: 4.6094 2020-08-14 01:14:39,070 - mmaction - INFO - Epoch [87][280/940] lr: 4.000e-04, eta: 3:25:08, time: 0.956, data_time: 0.002, memory: 6440, top1_acc: 0.7396, top5_acc: 0.9033, loss_cls: 1.0516, loss: 1.0516, grad_norm: 4.5543 2020-08-14 01:14:58,517 - mmaction - INFO - Epoch [87][300/940] lr: 4.000e-04, eta: 3:24:49, time: 0.971, data_time: 0.005, memory: 6440, top1_acc: 0.7449, top5_acc: 0.8965, loss_cls: 1.0528, loss: 1.0528, grad_norm: 4.5915 2020-08-14 01:15:17,585 - mmaction - INFO - Epoch [87][320/940] lr: 4.000e-04, eta: 3:24:30, time: 0.953, data_time: 0.009, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9035, loss_cls: 1.0288, loss: 1.0288, grad_norm: 4.4969 2020-08-14 01:15:35,285 - mmaction - INFO - Epoch [87][340/940] lr: 4.000e-04, eta: 3:24:11, time: 0.888, data_time: 0.006, memory: 6440, top1_acc: 0.7479, top5_acc: 0.8994, loss_cls: 1.0505, loss: 1.0505, grad_norm: 4.5357 2020-08-14 01:15:54,510 - mmaction - INFO - Epoch [87][360/940] lr: 4.000e-04, eta: 3:23:52, time: 0.960, data_time: 0.004, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8975, loss_cls: 1.0731, loss: 1.0731, grad_norm: 4.5039 2020-08-14 01:16:11,868 - mmaction - INFO - Epoch [87][380/940] lr: 4.000e-04, eta: 3:23:32, time: 0.869, data_time: 0.005, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8971, loss_cls: 1.0747, loss: 1.0747, grad_norm: 4.5307 2020-08-14 01:16:33,702 - mmaction - INFO - Epoch [87][400/940] lr: 4.000e-04, eta: 3:23:13, time: 1.089, data_time: 0.008, memory: 6440, top1_acc: 0.7535, top5_acc: 0.9111, loss_cls: 0.9719, loss: 0.9719, grad_norm: 4.4536 2020-08-14 01:16:51,400 - mmaction - INFO - Epoch [87][420/940] lr: 4.000e-04, eta: 3:22:54, time: 0.885, data_time: 0.006, memory: 6440, top1_acc: 0.7459, top5_acc: 0.9035, loss_cls: 1.0142, loss: 1.0142, grad_norm: 4.4807 2020-08-14 01:17:11,845 - mmaction - INFO - Epoch [87][440/940] lr: 4.000e-04, eta: 3:22:35, time: 1.025, data_time: 0.008, memory: 6440, top1_acc: 0.7439, top5_acc: 0.9055, loss_cls: 1.0288, loss: 1.0288, grad_norm: 4.5240 2020-08-14 01:17:29,544 - mmaction - INFO - Epoch [87][460/940] lr: 4.000e-04, eta: 3:22:16, time: 0.883, data_time: 0.005, memory: 6440, top1_acc: 0.7400, top5_acc: 0.8973, loss_cls: 1.0500, loss: 1.0500, grad_norm: 4.5277 2020-08-14 01:17:47,508 - mmaction - INFO - Epoch [87][480/940] lr: 4.000e-04, eta: 3:21:57, time: 0.899, data_time: 0.005, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8941, loss_cls: 1.0679, loss: 1.0679, grad_norm: 4.5350 2020-08-14 01:18:07,597 - mmaction - INFO - Epoch [87][500/940] lr: 4.000e-04, eta: 3:21:38, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.7402, top5_acc: 0.8996, loss_cls: 1.0424, loss: 1.0424, grad_norm: 4.5507 2020-08-14 01:18:27,668 - mmaction - INFO - Epoch [87][520/940] lr: 4.000e-04, eta: 3:21:19, time: 1.005, data_time: 0.006, memory: 6440, top1_acc: 0.7463, top5_acc: 0.9010, loss_cls: 1.0547, loss: 1.0547, grad_norm: 4.5588 2020-08-14 01:18:46,463 - mmaction - INFO - Epoch [87][540/940] lr: 4.000e-04, eta: 3:21:00, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.7480, top5_acc: 0.9000, loss_cls: 1.0243, loss: 1.0243, grad_norm: 4.4804 2020-08-14 01:19:03,887 - mmaction - INFO - Epoch [87][560/940] lr: 4.000e-04, eta: 3:20:40, time: 0.873, data_time: 0.005, memory: 6440, top1_acc: 0.7279, top5_acc: 0.8916, loss_cls: 1.1107, loss: 1.1107, grad_norm: 4.6616 2020-08-14 01:19:22,794 - mmaction - INFO - Epoch [87][580/940] lr: 4.000e-04, eta: 3:20:21, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.7316, top5_acc: 0.8951, loss_cls: 1.0796, loss: 1.0796, grad_norm: 4.5961 2020-08-14 01:19:42,298 - mmaction - INFO - Epoch [87][600/940] lr: 4.000e-04, eta: 3:20:02, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8973, loss_cls: 1.0443, loss: 1.0443, grad_norm: 4.4765 2020-08-14 01:20:01,087 - mmaction - INFO - Epoch [87][620/940] lr: 4.000e-04, eta: 3:19:43, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.7414, top5_acc: 0.8969, loss_cls: 1.0422, loss: 1.0422, grad_norm: 4.5216 2020-08-14 01:20:20,061 - mmaction - INFO - Epoch [87][640/940] lr: 4.000e-04, eta: 3:19:24, time: 0.946, data_time: 0.007, memory: 6440, top1_acc: 0.7385, top5_acc: 0.9004, loss_cls: 1.0311, loss: 1.0311, grad_norm: 4.4780 2020-08-14 01:20:41,339 - mmaction - INFO - Epoch [87][660/940] lr: 4.000e-04, eta: 3:19:05, time: 1.067, data_time: 0.011, memory: 6440, top1_acc: 0.7418, top5_acc: 0.8895, loss_cls: 1.0860, loss: 1.0860, grad_norm: 4.5808 2020-08-14 01:21:00,910 - mmaction - INFO - Epoch [87][680/940] lr: 4.000e-04, eta: 3:18:46, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.7441, top5_acc: 0.8986, loss_cls: 1.0543, loss: 1.0543, grad_norm: 4.5771 2020-08-14 01:21:19,008 - mmaction - INFO - Epoch [87][700/940] lr: 4.000e-04, eta: 3:18:27, time: 0.907, data_time: 0.009, memory: 6440, top1_acc: 0.7426, top5_acc: 0.9027, loss_cls: 1.0364, loss: 1.0364, grad_norm: 4.6370 2020-08-14 01:21:37,375 - mmaction - INFO - Epoch [87][720/940] lr: 4.000e-04, eta: 3:18:07, time: 0.917, data_time: 0.008, memory: 6440, top1_acc: 0.7363, top5_acc: 0.8982, loss_cls: 1.0656, loss: 1.0656, grad_norm: 4.5591 2020-08-14 01:21:56,887 - mmaction - INFO - Epoch [87][740/940] lr: 4.000e-04, eta: 3:17:48, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.7426, top5_acc: 0.9047, loss_cls: 1.0212, loss: 1.0212, grad_norm: 4.5441 2020-08-14 01:22:16,490 - mmaction - INFO - Epoch [87][760/940] lr: 4.000e-04, eta: 3:17:29, time: 0.978, data_time: 0.009, memory: 6440, top1_acc: 0.7352, top5_acc: 0.8961, loss_cls: 1.0619, loss: 1.0619, grad_norm: 4.4607 2020-08-14 01:22:35,234 - mmaction - INFO - Epoch [87][780/940] lr: 4.000e-04, eta: 3:17:10, time: 0.941, data_time: 0.008, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8988, loss_cls: 1.0585, loss: 1.0585, grad_norm: 4.5795 2020-08-14 01:22:56,115 - mmaction - INFO - Epoch [87][800/940] lr: 4.000e-04, eta: 3:16:51, time: 1.043, data_time: 0.010, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9029, loss_cls: 1.0349, loss: 1.0349, grad_norm: 4.5490 2020-08-14 01:23:15,890 - mmaction - INFO - Epoch [87][820/940] lr: 4.000e-04, eta: 3:16:32, time: 0.991, data_time: 0.007, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9000, loss_cls: 1.0347, loss: 1.0347, grad_norm: 4.4798 2020-08-14 01:23:34,077 - mmaction - INFO - Epoch [87][840/940] lr: 4.000e-04, eta: 3:16:13, time: 0.906, data_time: 0.007, memory: 6440, top1_acc: 0.7357, top5_acc: 0.9000, loss_cls: 1.0699, loss: 1.0699, grad_norm: 4.6543 2020-08-14 01:23:53,639 - mmaction - INFO - Epoch [87][860/940] lr: 4.000e-04, eta: 3:15:54, time: 0.981, data_time: 0.008, memory: 6440, top1_acc: 0.7373, top5_acc: 0.9031, loss_cls: 1.0347, loss: 1.0347, grad_norm: 4.6046 2020-08-14 01:24:12,354 - mmaction - INFO - Epoch [87][880/940] lr: 4.000e-04, eta: 3:15:35, time: 0.929, data_time: 0.006, memory: 6440, top1_acc: 0.7447, top5_acc: 0.8982, loss_cls: 1.0466, loss: 1.0466, grad_norm: 4.5470 2020-08-14 01:24:31,553 - mmaction - INFO - Epoch [87][900/940] lr: 4.000e-04, eta: 3:15:16, time: 0.966, data_time: 0.010, memory: 6440, top1_acc: 0.7395, top5_acc: 0.8980, loss_cls: 1.0566, loss: 1.0566, grad_norm: 4.5512 2020-08-14 01:24:50,936 - mmaction - INFO - Epoch [87][920/940] lr: 4.000e-04, eta: 3:14:57, time: 0.966, data_time: 0.007, memory: 6440, top1_acc: 0.7432, top5_acc: 0.9000, loss_cls: 1.0215, loss: 1.0215, grad_norm: 4.4552 2020-08-14 01:25:08,597 - mmaction - INFO - Epoch [87][940/940] lr: 4.000e-04, eta: 3:14:37, time: 0.887, data_time: 0.011, memory: 6440, top1_acc: 0.7256, top5_acc: 0.8888, loss_cls: 1.0984, loss: 1.0984, grad_norm: 4.6955 2020-08-14 01:25:08,878 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-08-14 01:25:32,647 - mmaction - INFO - Epoch [88][20/940] lr: 4.000e-04, eta: 3:14:19, time: 1.160, data_time: 0.413, memory: 6440, top1_acc: 0.7359, top5_acc: 0.9039, loss_cls: 1.0597, loss: 1.0597, grad_norm: 4.6409 2020-08-14 01:25:51,547 - mmaction - INFO - Epoch [88][40/940] lr: 4.000e-04, eta: 3:14:00, time: 0.946, data_time: 0.006, memory: 6440, top1_acc: 0.7494, top5_acc: 0.9031, loss_cls: 1.0067, loss: 1.0067, grad_norm: 4.3858 2020-08-14 01:26:10,720 - mmaction - INFO - Epoch [88][60/940] lr: 4.000e-04, eta: 3:13:41, time: 0.959, data_time: 0.002, memory: 6440, top1_acc: 0.7398, top5_acc: 0.8973, loss_cls: 1.0557, loss: 1.0557, grad_norm: 4.5199 2020-08-14 01:26:30,902 - mmaction - INFO - Epoch [88][80/940] lr: 4.000e-04, eta: 3:13:22, time: 1.007, data_time: 0.005, memory: 6440, top1_acc: 0.7389, top5_acc: 0.9025, loss_cls: 1.0358, loss: 1.0358, grad_norm: 4.4927 2020-08-14 01:26:49,650 - mmaction - INFO - Epoch [88][100/940] lr: 4.000e-04, eta: 3:13:02, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.7572, top5_acc: 0.9066, loss_cls: 0.9902, loss: 0.9902, grad_norm: 4.3423 2020-08-14 01:27:09,962 - mmaction - INFO - Epoch [88][120/940] lr: 4.000e-04, eta: 3:12:43, time: 1.014, data_time: 0.004, memory: 6440, top1_acc: 0.7447, top5_acc: 0.8990, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.5548 2020-08-14 01:27:29,103 - mmaction - INFO - Epoch [88][140/940] lr: 4.000e-04, eta: 3:12:24, time: 0.959, data_time: 0.005, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8971, loss_cls: 1.0708, loss: 1.0708, grad_norm: 4.6327 2020-08-14 01:27:47,851 - mmaction - INFO - Epoch [88][160/940] lr: 4.000e-04, eta: 3:12:05, time: 0.935, data_time: 0.006, memory: 6440, top1_acc: 0.7463, top5_acc: 0.8963, loss_cls: 1.0527, loss: 1.0527, grad_norm: 4.4216 2020-08-14 01:28:05,251 - mmaction - INFO - Epoch [88][180/940] lr: 4.000e-04, eta: 3:11:46, time: 0.870, data_time: 0.006, memory: 6440, top1_acc: 0.7463, top5_acc: 0.9100, loss_cls: 1.0040, loss: 1.0040, grad_norm: 4.5701 2020-08-14 01:28:23,889 - mmaction - INFO - Epoch [88][200/940] lr: 4.000e-04, eta: 3:11:27, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.7480, top5_acc: 0.9023, loss_cls: 1.0247, loss: 1.0247, grad_norm: 4.4797 2020-08-14 01:28:44,301 - mmaction - INFO - Epoch [88][220/940] lr: 4.000e-04, eta: 3:11:08, time: 1.022, data_time: 0.007, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8986, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.4528 2020-08-14 01:29:05,577 - mmaction - INFO - Epoch [88][240/940] lr: 4.000e-04, eta: 3:10:49, time: 1.061, data_time: 0.005, memory: 6440, top1_acc: 0.7402, top5_acc: 0.9008, loss_cls: 1.0492, loss: 1.0492, grad_norm: 4.6053 2020-08-14 01:29:24,240 - mmaction - INFO - Epoch [88][260/940] lr: 4.000e-04, eta: 3:10:30, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.7408, top5_acc: 0.9014, loss_cls: 1.0342, loss: 1.0342, grad_norm: 4.5277 2020-08-14 01:29:44,064 - mmaction - INFO - Epoch [88][280/940] lr: 4.000e-04, eta: 3:10:11, time: 0.989, data_time: 0.005, memory: 6440, top1_acc: 0.7346, top5_acc: 0.9029, loss_cls: 1.0456, loss: 1.0456, grad_norm: 4.6008 2020-08-14 01:30:04,753 - mmaction - INFO - Epoch [88][300/940] lr: 4.000e-04, eta: 3:09:52, time: 1.036, data_time: 0.005, memory: 6440, top1_acc: 0.7398, top5_acc: 0.8990, loss_cls: 1.0513, loss: 1.0513, grad_norm: 4.5848 2020-08-14 01:30:23,826 - mmaction - INFO - Epoch [88][320/940] lr: 4.000e-04, eta: 3:09:33, time: 0.954, data_time: 0.003, memory: 6440, top1_acc: 0.7344, top5_acc: 0.8951, loss_cls: 1.0549, loss: 1.0549, grad_norm: 4.5846 2020-08-14 01:30:43,262 - mmaction - INFO - Epoch [88][340/940] lr: 4.000e-04, eta: 3:09:14, time: 0.968, data_time: 0.005, memory: 6440, top1_acc: 0.7357, top5_acc: 0.9016, loss_cls: 1.0505, loss: 1.0505, grad_norm: 4.5126 2020-08-14 01:31:00,882 - mmaction - INFO - Epoch [88][360/940] lr: 4.000e-04, eta: 3:08:54, time: 0.884, data_time: 0.007, memory: 6440, top1_acc: 0.7400, top5_acc: 0.8975, loss_cls: 1.0567, loss: 1.0567, grad_norm: 4.5540 2020-08-14 01:31:20,003 - mmaction - INFO - Epoch [88][380/940] lr: 4.000e-04, eta: 3:08:35, time: 0.955, data_time: 0.009, memory: 6440, top1_acc: 0.7439, top5_acc: 0.8963, loss_cls: 1.0498, loss: 1.0498, grad_norm: 4.5442 2020-08-14 01:31:38,100 - mmaction - INFO - Epoch [88][400/940] lr: 4.000e-04, eta: 3:08:16, time: 0.907, data_time: 0.006, memory: 6440, top1_acc: 0.7436, top5_acc: 0.8988, loss_cls: 1.0355, loss: 1.0355, grad_norm: 4.4710 2020-08-14 01:31:59,648 - mmaction - INFO - Epoch [88][420/940] lr: 4.000e-04, eta: 3:07:57, time: 1.076, data_time: 0.005, memory: 6440, top1_acc: 0.7357, top5_acc: 0.8982, loss_cls: 1.0494, loss: 1.0494, grad_norm: 4.6734 2020-08-14 01:32:18,172 - mmaction - INFO - Epoch [88][440/940] lr: 4.000e-04, eta: 3:07:38, time: 0.928, data_time: 0.005, memory: 6440, top1_acc: 0.7383, top5_acc: 0.8979, loss_cls: 1.0435, loss: 1.0435, grad_norm: 4.4794 2020-08-14 01:32:38,227 - mmaction - INFO - Epoch [88][460/940] lr: 4.000e-04, eta: 3:07:19, time: 0.999, data_time: 0.008, memory: 6440, top1_acc: 0.7309, top5_acc: 0.8887, loss_cls: 1.1037, loss: 1.1037, grad_norm: 4.6231 2020-08-14 01:32:54,794 - mmaction - INFO - Epoch [88][480/940] lr: 4.000e-04, eta: 3:07:00, time: 0.830, data_time: 0.008, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9006, loss_cls: 1.0324, loss: 1.0324, grad_norm: 4.4641 2020-08-14 01:33:15,720 - mmaction - INFO - Epoch [88][500/940] lr: 4.000e-04, eta: 3:06:41, time: 1.044, data_time: 0.009, memory: 6440, top1_acc: 0.7371, top5_acc: 0.8979, loss_cls: 1.0611, loss: 1.0611, grad_norm: 4.5265 2020-08-14 01:33:36,205 - mmaction - INFO - Epoch [88][520/940] lr: 4.000e-04, eta: 3:06:22, time: 1.029, data_time: 0.007, memory: 6440, top1_acc: 0.7502, top5_acc: 0.9059, loss_cls: 1.0218, loss: 1.0218, grad_norm: 4.4987 2020-08-14 01:33:54,550 - mmaction - INFO - Epoch [88][540/940] lr: 4.000e-04, eta: 3:06:03, time: 0.915, data_time: 0.006, memory: 6440, top1_acc: 0.7438, top5_acc: 0.9018, loss_cls: 1.0256, loss: 1.0256, grad_norm: 4.4754 2020-08-14 01:34:14,176 - mmaction - INFO - Epoch [88][560/940] lr: 4.000e-04, eta: 3:05:43, time: 0.983, data_time: 0.009, memory: 6440, top1_acc: 0.7414, top5_acc: 0.8930, loss_cls: 1.0641, loss: 1.0641, grad_norm: 4.4950 2020-08-14 01:34:33,500 - mmaction - INFO - Epoch [88][580/940] lr: 4.000e-04, eta: 3:05:24, time: 0.964, data_time: 0.006, memory: 6440, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 1.0364, loss: 1.0364, grad_norm: 4.5827 2020-08-14 01:34:54,409 - mmaction - INFO - Epoch [88][600/940] lr: 4.000e-04, eta: 3:05:06, time: 1.048, data_time: 0.007, memory: 6440, top1_acc: 0.7439, top5_acc: 0.8986, loss_cls: 1.0348, loss: 1.0348, grad_norm: 4.4341 2020-08-14 01:35:13,682 - mmaction - INFO - Epoch [88][620/940] lr: 4.000e-04, eta: 3:04:46, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.7377, top5_acc: 0.9025, loss_cls: 1.0593, loss: 1.0593, grad_norm: 4.6138 2020-08-14 01:35:32,277 - mmaction - INFO - Epoch [88][640/940] lr: 4.000e-04, eta: 3:04:27, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.7242, top5_acc: 0.8904, loss_cls: 1.1245, loss: 1.1245, grad_norm: 4.6915 2020-08-14 01:35:50,320 - mmaction - INFO - Epoch [88][660/940] lr: 4.000e-04, eta: 3:04:08, time: 0.903, data_time: 0.011, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8941, loss_cls: 1.0659, loss: 1.0659, grad_norm: 4.5059 2020-08-14 01:36:10,043 - mmaction - INFO - Epoch [88][680/940] lr: 4.000e-04, eta: 3:03:49, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.7330, top5_acc: 0.8996, loss_cls: 1.0604, loss: 1.0604, grad_norm: 4.5661 2020-08-14 01:36:29,492 - mmaction - INFO - Epoch [88][700/940] lr: 4.000e-04, eta: 3:03:30, time: 0.974, data_time: 0.008, memory: 6440, top1_acc: 0.7338, top5_acc: 0.8947, loss_cls: 1.0782, loss: 1.0782, grad_norm: 4.5515 2020-08-14 01:36:48,197 - mmaction - INFO - Epoch [88][720/940] lr: 4.000e-04, eta: 3:03:11, time: 0.935, data_time: 0.009, memory: 6440, top1_acc: 0.7449, top5_acc: 0.9021, loss_cls: 1.0342, loss: 1.0342, grad_norm: 4.5450 2020-08-14 01:37:05,542 - mmaction - INFO - Epoch [88][740/940] lr: 4.000e-04, eta: 3:02:51, time: 0.867, data_time: 0.007, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9021, loss_cls: 1.0234, loss: 1.0234, grad_norm: 4.6086 2020-08-14 01:37:25,979 - mmaction - INFO - Epoch [88][760/940] lr: 4.000e-04, eta: 3:02:32, time: 1.022, data_time: 0.009, memory: 6440, top1_acc: 0.7412, top5_acc: 0.8949, loss_cls: 1.0640, loss: 1.0640, grad_norm: 4.6141 2020-08-14 01:37:45,537 - mmaction - INFO - Epoch [88][780/940] lr: 4.000e-04, eta: 3:02:13, time: 0.980, data_time: 0.005, memory: 6440, top1_acc: 0.7441, top5_acc: 0.8982, loss_cls: 1.0431, loss: 1.0431, grad_norm: 4.5213 2020-08-14 01:38:04,569 - mmaction - INFO - Epoch [88][800/940] lr: 4.000e-04, eta: 3:01:54, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.7342, top5_acc: 0.9000, loss_cls: 1.0433, loss: 1.0433, grad_norm: 4.6721 2020-08-14 01:38:25,465 - mmaction - INFO - Epoch [88][820/940] lr: 4.000e-04, eta: 3:01:35, time: 1.046, data_time: 0.006, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8977, loss_cls: 1.0554, loss: 1.0554, grad_norm: 4.5374 2020-08-14 01:38:47,416 - mmaction - INFO - Epoch [88][840/940] lr: 4.000e-04, eta: 3:01:17, time: 1.096, data_time: 0.008, memory: 6440, top1_acc: 0.7383, top5_acc: 0.8936, loss_cls: 1.0576, loss: 1.0576, grad_norm: 4.5746 2020-08-14 01:39:06,412 - mmaction - INFO - Epoch [88][860/940] lr: 4.000e-04, eta: 3:00:58, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9010, loss_cls: 1.0276, loss: 1.0276, grad_norm: 4.5554 2020-08-14 01:39:26,289 - mmaction - INFO - Epoch [88][880/940] lr: 4.000e-04, eta: 3:00:38, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.7389, top5_acc: 0.8980, loss_cls: 1.0686, loss: 1.0686, grad_norm: 4.6135 2020-08-14 01:39:45,384 - mmaction - INFO - Epoch [88][900/940] lr: 4.000e-04, eta: 3:00:19, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8930, loss_cls: 1.0621, loss: 1.0621, grad_norm: 4.5563 2020-08-14 01:40:04,788 - mmaction - INFO - Epoch [88][920/940] lr: 4.000e-04, eta: 3:00:00, time: 0.967, data_time: 0.005, memory: 6440, top1_acc: 0.7287, top5_acc: 0.8947, loss_cls: 1.0702, loss: 1.0702, grad_norm: 4.5077 2020-08-14 01:40:22,152 - mmaction - INFO - Epoch [88][940/940] lr: 4.000e-04, eta: 2:59:41, time: 0.869, data_time: 0.005, memory: 6440, top1_acc: 0.7425, top5_acc: 0.8975, loss_cls: 1.0549, loss: 1.0549, grad_norm: 4.5569 2020-08-14 01:40:22,417 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-08-14 01:40:47,500 - mmaction - INFO - Epoch [89][20/940] lr: 4.000e-04, eta: 2:59:23, time: 1.226, data_time: 0.395, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8980, loss_cls: 1.0651, loss: 1.0651, grad_norm: 4.5840 2020-08-14 01:41:05,506 - mmaction - INFO - Epoch [89][40/940] lr: 4.000e-04, eta: 2:59:03, time: 0.903, data_time: 0.008, memory: 6440, top1_acc: 0.7342, top5_acc: 0.9002, loss_cls: 1.0656, loss: 1.0656, grad_norm: 4.5328 2020-08-14 01:41:26,000 - mmaction - INFO - Epoch [89][60/940] lr: 4.000e-04, eta: 2:58:44, time: 1.020, data_time: 0.007, memory: 6440, top1_acc: 0.7355, top5_acc: 0.8941, loss_cls: 1.0758, loss: 1.0758, grad_norm: 4.6111 2020-08-14 01:41:43,979 - mmaction - INFO - Epoch [89][80/940] lr: 4.000e-04, eta: 2:58:25, time: 0.904, data_time: 0.008, memory: 6440, top1_acc: 0.7459, top5_acc: 0.9014, loss_cls: 1.0253, loss: 1.0253, grad_norm: 4.5680 2020-08-14 01:42:02,465 - mmaction - INFO - Epoch [89][100/940] lr: 4.000e-04, eta: 2:58:06, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.7475, top5_acc: 0.8988, loss_cls: 1.0152, loss: 1.0152, grad_norm: 4.4876 2020-08-14 01:42:20,113 - mmaction - INFO - Epoch [89][120/940] lr: 4.000e-04, eta: 2:57:47, time: 0.885, data_time: 0.007, memory: 6440, top1_acc: 0.7369, top5_acc: 0.9010, loss_cls: 1.0545, loss: 1.0545, grad_norm: 4.6235 2020-08-14 01:42:39,773 - mmaction - INFO - Epoch [89][140/940] lr: 4.000e-04, eta: 2:57:28, time: 0.980, data_time: 0.007, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8951, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.5799 2020-08-14 01:42:59,732 - mmaction - INFO - Epoch [89][160/940] lr: 4.000e-04, eta: 2:57:09, time: 1.002, data_time: 0.010, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9004, loss_cls: 1.0308, loss: 1.0308, grad_norm: 4.5655 2020-08-14 01:43:20,083 - mmaction - INFO - Epoch [89][180/940] lr: 4.000e-04, eta: 2:56:50, time: 1.017, data_time: 0.002, memory: 6440, top1_acc: 0.7463, top5_acc: 0.8996, loss_cls: 1.0195, loss: 1.0195, grad_norm: 4.4414 2020-08-14 01:43:38,188 - mmaction - INFO - Epoch [89][200/940] lr: 4.000e-04, eta: 2:56:30, time: 0.905, data_time: 0.002, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9049, loss_cls: 0.9978, loss: 0.9978, grad_norm: 4.4946 2020-08-14 01:43:56,344 - mmaction - INFO - Epoch [89][220/940] lr: 4.000e-04, eta: 2:56:11, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.7332, top5_acc: 0.9012, loss_cls: 1.0663, loss: 1.0663, grad_norm: 4.6930 2020-08-14 01:44:14,757 - mmaction - INFO - Epoch [89][240/940] lr: 4.000e-04, eta: 2:55:52, time: 0.923, data_time: 0.006, memory: 6440, top1_acc: 0.7467, top5_acc: 0.9023, loss_cls: 1.0471, loss: 1.0471, grad_norm: 4.5526 2020-08-14 01:44:35,650 - mmaction - INFO - Epoch [89][260/940] lr: 4.000e-04, eta: 2:55:33, time: 1.041, data_time: 0.004, memory: 6440, top1_acc: 0.7395, top5_acc: 0.8969, loss_cls: 1.0555, loss: 1.0555, grad_norm: 4.5850 2020-08-14 01:44:53,944 - mmaction - INFO - Epoch [89][280/940] lr: 4.000e-04, eta: 2:55:14, time: 0.918, data_time: 0.007, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8955, loss_cls: 1.0745, loss: 1.0745, grad_norm: 4.6828 2020-08-14 01:45:13,417 - mmaction - INFO - Epoch [89][300/940] lr: 4.000e-04, eta: 2:54:55, time: 0.972, data_time: 0.006, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9021, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.6018 2020-08-14 01:45:30,754 - mmaction - INFO - Epoch [89][320/940] lr: 4.000e-04, eta: 2:54:35, time: 0.868, data_time: 0.005, memory: 6440, top1_acc: 0.7439, top5_acc: 0.8998, loss_cls: 1.0396, loss: 1.0396, grad_norm: 4.5238 2020-08-14 01:45:50,314 - mmaction - INFO - Epoch [89][340/940] lr: 4.000e-04, eta: 2:54:16, time: 0.977, data_time: 0.006, memory: 6440, top1_acc: 0.7326, top5_acc: 0.8977, loss_cls: 1.0665, loss: 1.0665, grad_norm: 4.6064 2020-08-14 01:46:10,381 - mmaction - INFO - Epoch [89][360/940] lr: 4.000e-04, eta: 2:53:57, time: 1.005, data_time: 0.006, memory: 6440, top1_acc: 0.7488, top5_acc: 0.9070, loss_cls: 1.0120, loss: 1.0120, grad_norm: 4.5277 2020-08-14 01:46:29,286 - mmaction - INFO - Epoch [89][380/940] lr: 4.000e-04, eta: 2:53:38, time: 0.942, data_time: 0.005, memory: 6440, top1_acc: 0.7406, top5_acc: 0.8957, loss_cls: 1.0658, loss: 1.0658, grad_norm: 4.5847 2020-08-14 01:46:47,424 - mmaction - INFO - Epoch [89][400/940] lr: 4.000e-04, eta: 2:53:19, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.7344, top5_acc: 0.9006, loss_cls: 1.0620, loss: 1.0620, grad_norm: 4.6091 2020-08-14 01:47:08,669 - mmaction - INFO - Epoch [89][420/940] lr: 4.000e-04, eta: 2:53:00, time: 1.062, data_time: 0.007, memory: 6440, top1_acc: 0.7395, top5_acc: 0.8988, loss_cls: 1.0384, loss: 1.0384, grad_norm: 4.6196 2020-08-14 01:47:26,600 - mmaction - INFO - Epoch [89][440/940] lr: 4.000e-04, eta: 2:52:41, time: 0.894, data_time: 0.006, memory: 6440, top1_acc: 0.7244, top5_acc: 0.8959, loss_cls: 1.0852, loss: 1.0852, grad_norm: 4.6892 2020-08-14 01:47:44,990 - mmaction - INFO - Epoch [89][460/940] lr: 4.000e-04, eta: 2:52:22, time: 0.922, data_time: 0.006, memory: 6440, top1_acc: 0.7416, top5_acc: 0.9062, loss_cls: 1.0159, loss: 1.0159, grad_norm: 4.5143 2020-08-14 01:48:03,237 - mmaction - INFO - Epoch [89][480/940] lr: 4.000e-04, eta: 2:52:02, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.7395, top5_acc: 0.9004, loss_cls: 1.0438, loss: 1.0438, grad_norm: 4.6469 2020-08-14 01:48:22,095 - mmaction - INFO - Epoch [89][500/940] lr: 4.000e-04, eta: 2:51:43, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9002, loss_cls: 1.0193, loss: 1.0193, grad_norm: 4.5142 2020-08-14 01:48:41,776 - mmaction - INFO - Epoch [89][520/940] lr: 4.000e-04, eta: 2:51:24, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.7324, top5_acc: 0.8988, loss_cls: 1.0580, loss: 1.0580, grad_norm: 4.5997 2020-08-14 01:49:01,501 - mmaction - INFO - Epoch [89][540/940] lr: 4.000e-04, eta: 2:51:05, time: 0.986, data_time: 0.008, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9021, loss_cls: 1.0189, loss: 1.0189, grad_norm: 4.5154 2020-08-14 01:49:21,766 - mmaction - INFO - Epoch [89][560/940] lr: 4.000e-04, eta: 2:50:46, time: 1.013, data_time: 0.007, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9023, loss_cls: 1.0118, loss: 1.0118, grad_norm: 4.4387 2020-08-14 01:49:42,141 - mmaction - INFO - Epoch [89][580/940] lr: 4.000e-04, eta: 2:50:27, time: 1.020, data_time: 0.008, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9025, loss_cls: 1.0337, loss: 1.0337, grad_norm: 4.6535 2020-08-14 01:50:00,977 - mmaction - INFO - Epoch [89][600/940] lr: 4.000e-04, eta: 2:50:08, time: 0.940, data_time: 0.003, memory: 6440, top1_acc: 0.7438, top5_acc: 0.8902, loss_cls: 1.0659, loss: 1.0659, grad_norm: 4.6255 2020-08-14 01:50:20,490 - mmaction - INFO - Epoch [89][620/940] lr: 4.000e-04, eta: 2:49:49, time: 0.976, data_time: 0.008, memory: 6440, top1_acc: 0.7344, top5_acc: 0.8928, loss_cls: 1.0862, loss: 1.0862, grad_norm: 4.6265 2020-08-14 01:50:39,506 - mmaction - INFO - Epoch [89][640/940] lr: 4.000e-04, eta: 2:49:30, time: 0.953, data_time: 0.006, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9025, loss_cls: 1.0442, loss: 1.0442, grad_norm: 4.5361 2020-08-14 01:50:58,383 - mmaction - INFO - Epoch [89][660/940] lr: 4.000e-04, eta: 2:49:11, time: 0.939, data_time: 0.005, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8920, loss_cls: 1.0818, loss: 1.0818, grad_norm: 4.6547 2020-08-14 01:51:16,928 - mmaction - INFO - Epoch [89][680/940] lr: 4.000e-04, eta: 2:48:52, time: 0.930, data_time: 0.008, memory: 6440, top1_acc: 0.7363, top5_acc: 0.8973, loss_cls: 1.0663, loss: 1.0663, grad_norm: 4.6149 2020-08-14 01:51:35,495 - mmaction - INFO - Epoch [89][700/940] lr: 4.000e-04, eta: 2:48:32, time: 0.929, data_time: 0.010, memory: 6440, top1_acc: 0.7512, top5_acc: 0.9051, loss_cls: 1.0220, loss: 1.0220, grad_norm: 4.4454 2020-08-14 01:51:54,918 - mmaction - INFO - Epoch [89][720/940] lr: 4.000e-04, eta: 2:48:13, time: 0.972, data_time: 0.009, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8963, loss_cls: 1.0495, loss: 1.0495, grad_norm: 4.5298 2020-08-14 01:52:13,645 - mmaction - INFO - Epoch [89][740/940] lr: 4.000e-04, eta: 2:47:54, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9105, loss_cls: 0.9880, loss: 0.9880, grad_norm: 4.5117 2020-08-14 01:52:32,653 - mmaction - INFO - Epoch [89][760/940] lr: 4.000e-04, eta: 2:47:35, time: 0.947, data_time: 0.007, memory: 6440, top1_acc: 0.7461, top5_acc: 0.8986, loss_cls: 1.0453, loss: 1.0453, grad_norm: 4.5521 2020-08-14 01:52:53,044 - mmaction - INFO - Epoch [89][780/940] lr: 4.000e-04, eta: 2:47:16, time: 1.024, data_time: 0.008, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9061, loss_cls: 0.9979, loss: 0.9979, grad_norm: 4.4838 2020-08-14 01:53:10,878 - mmaction - INFO - Epoch [89][800/940] lr: 4.000e-04, eta: 2:46:57, time: 0.888, data_time: 0.007, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9027, loss_cls: 1.0389, loss: 1.0389, grad_norm: 4.5195 2020-08-14 01:53:28,677 - mmaction - INFO - Epoch [89][820/940] lr: 4.000e-04, eta: 2:46:37, time: 0.895, data_time: 0.007, memory: 6440, top1_acc: 0.7389, top5_acc: 0.8912, loss_cls: 1.0904, loss: 1.0904, grad_norm: 4.7086 2020-08-14 01:53:47,921 - mmaction - INFO - Epoch [89][840/940] lr: 4.000e-04, eta: 2:46:18, time: 0.962, data_time: 0.005, memory: 6440, top1_acc: 0.7373, top5_acc: 0.8955, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.6333 2020-08-14 01:54:06,126 - mmaction - INFO - Epoch [89][860/940] lr: 4.000e-04, eta: 2:45:59, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.7398, top5_acc: 0.9006, loss_cls: 1.0329, loss: 1.0329, grad_norm: 4.5596 2020-08-14 01:54:24,382 - mmaction - INFO - Epoch [89][880/940] lr: 4.000e-04, eta: 2:45:40, time: 0.915, data_time: 0.007, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9000, loss_cls: 1.0589, loss: 1.0589, grad_norm: 4.6130 2020-08-14 01:54:44,965 - mmaction - INFO - Epoch [89][900/940] lr: 4.000e-04, eta: 2:45:21, time: 1.024, data_time: 0.008, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9010, loss_cls: 1.0367, loss: 1.0367, grad_norm: 4.5527 2020-08-14 01:55:03,109 - mmaction - INFO - Epoch [89][920/940] lr: 4.000e-04, eta: 2:45:02, time: 0.913, data_time: 0.008, memory: 6440, top1_acc: 0.7443, top5_acc: 0.8988, loss_cls: 1.0326, loss: 1.0326, grad_norm: 4.4857 2020-08-14 01:55:19,520 - mmaction - INFO - Epoch [89][940/940] lr: 4.000e-04, eta: 2:44:42, time: 0.818, data_time: 0.002, memory: 6440, top1_acc: 0.7297, top5_acc: 0.9014, loss_cls: 1.0752, loss: 1.0752, grad_norm: 4.7080 2020-08-14 01:55:19,841 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-08-14 01:55:46,468 - mmaction - INFO - Epoch [90][20/940] lr: 4.000e-04, eta: 2:44:24, time: 1.305, data_time: 0.432, memory: 6440, top1_acc: 0.7346, top5_acc: 0.9039, loss_cls: 1.0329, loss: 1.0329, grad_norm: 4.6607 2020-08-14 01:56:03,620 - mmaction - INFO - Epoch [90][40/940] lr: 4.000e-04, eta: 2:44:05, time: 0.857, data_time: 0.007, memory: 6440, top1_acc: 0.7484, top5_acc: 0.9008, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.6436 2020-08-14 01:56:23,379 - mmaction - INFO - Epoch [90][60/940] lr: 4.000e-04, eta: 2:43:46, time: 0.991, data_time: 0.007, memory: 6440, top1_acc: 0.7453, top5_acc: 0.9021, loss_cls: 1.0379, loss: 1.0379, grad_norm: 4.6249 2020-08-14 01:56:41,996 - mmaction - INFO - Epoch [90][80/940] lr: 4.000e-04, eta: 2:43:26, time: 0.929, data_time: 0.005, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9000, loss_cls: 1.0355, loss: 1.0355, grad_norm: 4.5326 2020-08-14 01:57:01,144 - mmaction - INFO - Epoch [90][100/940] lr: 4.000e-04, eta: 2:43:07, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8971, loss_cls: 1.0485, loss: 1.0485, grad_norm: 4.5838 2020-08-14 01:57:20,231 - mmaction - INFO - Epoch [90][120/940] lr: 4.000e-04, eta: 2:42:48, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9018, loss_cls: 1.0350, loss: 1.0350, grad_norm: 4.6162 2020-08-14 01:57:38,306 - mmaction - INFO - Epoch [90][140/940] lr: 4.000e-04, eta: 2:42:29, time: 0.901, data_time: 0.006, memory: 6440, top1_acc: 0.7445, top5_acc: 0.8975, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.6286 2020-08-14 01:57:56,911 - mmaction - INFO - Epoch [90][160/940] lr: 4.000e-04, eta: 2:42:10, time: 0.933, data_time: 0.008, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9061, loss_cls: 1.0155, loss: 1.0155, grad_norm: 4.5710 2020-08-14 01:58:14,177 - mmaction - INFO - Epoch [90][180/940] lr: 4.000e-04, eta: 2:41:50, time: 0.861, data_time: 0.005, memory: 6440, top1_acc: 0.7377, top5_acc: 0.8998, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.6047 2020-08-14 01:58:33,398 - mmaction - INFO - Epoch [90][200/940] lr: 4.000e-04, eta: 2:41:31, time: 0.963, data_time: 0.006, memory: 6440, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0103, loss: 1.0103, grad_norm: 4.5852 2020-08-14 01:58:55,456 - mmaction - INFO - Epoch [90][220/940] lr: 4.000e-04, eta: 2:41:13, time: 1.100, data_time: 0.005, memory: 6440, top1_acc: 0.7566, top5_acc: 0.9121, loss_cls: 0.9662, loss: 0.9662, grad_norm: 4.5101 2020-08-14 01:59:14,644 - mmaction - INFO - Epoch [90][240/940] lr: 4.000e-04, eta: 2:40:53, time: 0.962, data_time: 0.007, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9021, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.6485 2020-08-14 01:59:33,942 - mmaction - INFO - Epoch [90][260/940] lr: 4.000e-04, eta: 2:40:34, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.7367, top5_acc: 0.8938, loss_cls: 1.0786, loss: 1.0786, grad_norm: 4.6744 2020-08-14 01:59:54,438 - mmaction - INFO - Epoch [90][280/940] lr: 4.000e-04, eta: 2:40:15, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.7441, top5_acc: 0.8953, loss_cls: 1.0558, loss: 1.0558, grad_norm: 4.6363 2020-08-14 02:00:18,934 - mmaction - INFO - Epoch [90][300/940] lr: 4.000e-04, eta: 2:39:57, time: 1.223, data_time: 0.019, memory: 6440, top1_acc: 0.7338, top5_acc: 0.8963, loss_cls: 1.0486, loss: 1.0486, grad_norm: 4.6314 2020-08-14 02:00:34,919 - mmaction - INFO - Epoch [90][320/940] lr: 4.000e-04, eta: 2:39:37, time: 0.803, data_time: 0.013, memory: 6440, top1_acc: 0.7402, top5_acc: 0.8979, loss_cls: 1.0452, loss: 1.0452, grad_norm: 4.5426 2020-08-14 02:00:54,508 - mmaction - INFO - Epoch [90][340/940] lr: 4.000e-04, eta: 2:39:18, time: 0.977, data_time: 0.009, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9035, loss_cls: 1.0105, loss: 1.0105, grad_norm: 4.5326 2020-08-14 02:01:13,113 - mmaction - INFO - Epoch [90][360/940] lr: 4.000e-04, eta: 2:38:59, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9012, loss_cls: 1.0309, loss: 1.0309, grad_norm: 4.5724 2020-08-14 02:01:33,347 - mmaction - INFO - Epoch [90][380/940] lr: 4.000e-04, eta: 2:38:40, time: 1.010, data_time: 0.005, memory: 6440, top1_acc: 0.7396, top5_acc: 0.8953, loss_cls: 1.0532, loss: 1.0532, grad_norm: 4.5943 2020-08-14 02:01:51,170 - mmaction - INFO - Epoch [90][400/940] lr: 4.000e-04, eta: 2:38:21, time: 0.891, data_time: 0.005, memory: 6440, top1_acc: 0.7422, top5_acc: 0.8996, loss_cls: 1.0466, loss: 1.0466, grad_norm: 4.5399 2020-08-14 02:02:09,145 - mmaction - INFO - Epoch [90][420/940] lr: 4.000e-04, eta: 2:38:02, time: 0.898, data_time: 0.008, memory: 6440, top1_acc: 0.7451, top5_acc: 0.9061, loss_cls: 1.0153, loss: 1.0153, grad_norm: 4.5760 2020-08-14 02:02:30,483 - mmaction - INFO - Epoch [90][440/940] lr: 4.000e-04, eta: 2:37:43, time: 1.068, data_time: 0.010, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8912, loss_cls: 1.0659, loss: 1.0659, grad_norm: 4.6546 2020-08-14 02:02:49,577 - mmaction - INFO - Epoch [90][460/940] lr: 4.000e-04, eta: 2:37:24, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.7414, top5_acc: 0.9020, loss_cls: 1.0382, loss: 1.0382, grad_norm: 4.5673 2020-08-14 02:03:08,826 - mmaction - INFO - Epoch [90][480/940] lr: 4.000e-04, eta: 2:37:05, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7484, top5_acc: 0.8998, loss_cls: 1.0237, loss: 1.0237, grad_norm: 4.5532 2020-08-14 02:03:27,186 - mmaction - INFO - Epoch [90][500/940] lr: 4.000e-04, eta: 2:36:45, time: 0.923, data_time: 0.007, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9004, loss_cls: 1.0278, loss: 1.0278, grad_norm: 4.5593 2020-08-14 02:03:44,957 - mmaction - INFO - Epoch [90][520/940] lr: 4.000e-04, eta: 2:36:26, time: 0.885, data_time: 0.006, memory: 6440, top1_acc: 0.7287, top5_acc: 0.8932, loss_cls: 1.1007, loss: 1.1007, grad_norm: 4.7081 2020-08-14 02:04:03,991 - mmaction - INFO - Epoch [90][540/940] lr: 4.000e-04, eta: 2:36:07, time: 0.952, data_time: 0.008, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8924, loss_cls: 1.0524, loss: 1.0524, grad_norm: 4.5278 2020-08-14 02:04:22,376 - mmaction - INFO - Epoch [90][560/940] lr: 4.000e-04, eta: 2:35:48, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.7510, top5_acc: 0.9033, loss_cls: 1.0163, loss: 1.0163, grad_norm: 4.6167 2020-08-14 02:04:40,233 - mmaction - INFO - Epoch [90][580/940] lr: 4.000e-04, eta: 2:35:29, time: 0.894, data_time: 0.008, memory: 6440, top1_acc: 0.7410, top5_acc: 0.9039, loss_cls: 1.0292, loss: 1.0292, grad_norm: 4.5775 2020-08-14 02:04:58,235 - mmaction - INFO - Epoch [90][600/940] lr: 4.000e-04, eta: 2:35:09, time: 0.899, data_time: 0.006, memory: 6440, top1_acc: 0.7463, top5_acc: 0.9057, loss_cls: 1.0339, loss: 1.0339, grad_norm: 4.5792 2020-08-14 02:05:18,250 - mmaction - INFO - Epoch [90][620/940] lr: 4.000e-04, eta: 2:34:50, time: 1.003, data_time: 0.008, memory: 6440, top1_acc: 0.7367, top5_acc: 0.8969, loss_cls: 1.0695, loss: 1.0695, grad_norm: 4.6189 2020-08-14 02:05:36,219 - mmaction - INFO - Epoch [90][640/940] lr: 4.000e-04, eta: 2:34:31, time: 0.894, data_time: 0.006, memory: 6440, top1_acc: 0.7363, top5_acc: 0.8979, loss_cls: 1.0581, loss: 1.0581, grad_norm: 4.6478 2020-08-14 02:05:55,953 - mmaction - INFO - Epoch [90][660/940] lr: 4.000e-04, eta: 2:34:12, time: 0.991, data_time: 0.008, memory: 6440, top1_acc: 0.7410, top5_acc: 0.8990, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.5941 2020-08-14 02:06:16,163 - mmaction - INFO - Epoch [90][680/940] lr: 4.000e-04, eta: 2:33:53, time: 1.008, data_time: 0.007, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8996, loss_cls: 1.0516, loss: 1.0516, grad_norm: 4.5618 2020-08-14 02:06:32,595 - mmaction - INFO - Epoch [90][700/940] lr: 4.000e-04, eta: 2:33:34, time: 0.824, data_time: 0.006, memory: 6440, top1_acc: 0.7363, top5_acc: 0.8916, loss_cls: 1.0666, loss: 1.0666, grad_norm: 4.6737 2020-08-14 02:06:51,937 - mmaction - INFO - Epoch [90][720/940] lr: 4.000e-04, eta: 2:33:14, time: 0.966, data_time: 0.005, memory: 6440, top1_acc: 0.7467, top5_acc: 0.9025, loss_cls: 1.0149, loss: 1.0149, grad_norm: 4.5274 2020-08-14 02:07:10,183 - mmaction - INFO - Epoch [90][740/940] lr: 4.000e-04, eta: 2:32:55, time: 0.913, data_time: 0.005, memory: 6440, top1_acc: 0.7342, top5_acc: 0.8947, loss_cls: 1.0654, loss: 1.0654, grad_norm: 4.6441 2020-08-14 02:07:29,949 - mmaction - INFO - Epoch [90][760/940] lr: 4.000e-04, eta: 2:32:36, time: 0.986, data_time: 0.007, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8990, loss_cls: 1.0524, loss: 1.0524, grad_norm: 4.7087 2020-08-14 02:07:48,277 - mmaction - INFO - Epoch [90][780/940] lr: 4.000e-04, eta: 2:32:17, time: 0.919, data_time: 0.006, memory: 6440, top1_acc: 0.7398, top5_acc: 0.8965, loss_cls: 1.0684, loss: 1.0684, grad_norm: 4.5575 2020-08-14 02:08:08,589 - mmaction - INFO - Epoch [90][800/940] lr: 4.000e-04, eta: 2:31:58, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.7420, top5_acc: 0.8973, loss_cls: 1.0500, loss: 1.0500, grad_norm: 4.5782 2020-08-14 02:08:28,356 - mmaction - INFO - Epoch [90][820/940] lr: 4.000e-04, eta: 2:31:39, time: 0.990, data_time: 0.007, memory: 6440, top1_acc: 0.7523, top5_acc: 0.9068, loss_cls: 1.0005, loss: 1.0005, grad_norm: 4.4652 2020-08-14 02:08:48,423 - mmaction - INFO - Epoch [90][840/940] lr: 4.000e-04, eta: 2:31:20, time: 0.999, data_time: 0.005, memory: 6440, top1_acc: 0.7494, top5_acc: 0.8959, loss_cls: 1.0285, loss: 1.0285, grad_norm: 4.5485 2020-08-14 02:09:05,091 - mmaction - INFO - Epoch [90][860/940] lr: 4.000e-04, eta: 2:31:01, time: 0.837, data_time: 0.011, memory: 6440, top1_acc: 0.7395, top5_acc: 0.8973, loss_cls: 1.0495, loss: 1.0495, grad_norm: 4.5502 2020-08-14 02:09:25,320 - mmaction - INFO - Epoch [90][880/940] lr: 4.000e-04, eta: 2:30:42, time: 1.008, data_time: 0.008, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9043, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.5780 2020-08-14 02:09:42,964 - mmaction - INFO - Epoch [90][900/940] lr: 4.000e-04, eta: 2:30:22, time: 0.885, data_time: 0.006, memory: 6440, top1_acc: 0.7379, top5_acc: 0.8949, loss_cls: 1.0722, loss: 1.0722, grad_norm: 4.6967 2020-08-14 02:10:02,490 - mmaction - INFO - Epoch [90][920/940] lr: 4.000e-04, eta: 2:30:03, time: 0.976, data_time: 0.007, memory: 6440, top1_acc: 0.7348, top5_acc: 0.8973, loss_cls: 1.0658, loss: 1.0658, grad_norm: 4.5972 2020-08-14 02:10:20,766 - mmaction - INFO - Epoch [90][940/940] lr: 4.000e-04, eta: 2:29:44, time: 0.914, data_time: 0.004, memory: 6440, top1_acc: 0.7348, top5_acc: 0.9026, loss_cls: 1.0628, loss: 1.0628, grad_norm: 4.7572 2020-08-14 02:10:21,198 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-08-14 02:10:49,316 - mmaction - INFO - Epoch [91][20/940] lr: 4.000e-04, eta: 2:29:26, time: 1.368, data_time: 0.576, memory: 6440, top1_acc: 0.7492, top5_acc: 0.9025, loss_cls: 1.0236, loss: 1.0236, grad_norm: 4.5171 2020-08-14 02:11:06,897 - mmaction - INFO - Epoch [91][40/940] lr: 4.000e-04, eta: 2:29:07, time: 0.881, data_time: 0.004, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8975, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.5814 2020-08-14 02:11:26,478 - mmaction - INFO - Epoch [91][60/940] lr: 4.000e-04, eta: 2:28:47, time: 0.979, data_time: 0.007, memory: 6440, top1_acc: 0.7609, top5_acc: 0.9121, loss_cls: 0.9601, loss: 0.9601, grad_norm: 4.4898 2020-08-14 02:11:42,909 - mmaction - INFO - Epoch [91][80/940] lr: 4.000e-04, eta: 2:28:28, time: 0.822, data_time: 0.005, memory: 6440, top1_acc: 0.7471, top5_acc: 0.8973, loss_cls: 1.0377, loss: 1.0377, grad_norm: 4.5492 2020-08-14 02:12:03,652 - mmaction - INFO - Epoch [91][100/940] lr: 4.000e-04, eta: 2:28:09, time: 1.037, data_time: 0.003, memory: 6440, top1_acc: 0.7508, top5_acc: 0.9029, loss_cls: 1.0039, loss: 1.0039, grad_norm: 4.4683 2020-08-14 02:12:22,371 - mmaction - INFO - Epoch [91][120/940] lr: 4.000e-04, eta: 2:27:50, time: 0.936, data_time: 0.003, memory: 6440, top1_acc: 0.7451, top5_acc: 0.8990, loss_cls: 1.0293, loss: 1.0293, grad_norm: 4.5444 2020-08-14 02:12:42,717 - mmaction - INFO - Epoch [91][140/940] lr: 4.000e-04, eta: 2:27:31, time: 1.015, data_time: 0.007, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9043, loss_cls: 1.0071, loss: 1.0071, grad_norm: 4.5091 2020-08-14 02:13:02,340 - mmaction - INFO - Epoch [91][160/940] lr: 4.000e-04, eta: 2:27:12, time: 0.982, data_time: 0.006, memory: 6440, top1_acc: 0.7482, top5_acc: 0.9016, loss_cls: 1.0099, loss: 1.0099, grad_norm: 4.5346 2020-08-14 02:13:23,447 - mmaction - INFO - Epoch [91][180/940] lr: 4.000e-04, eta: 2:26:53, time: 1.057, data_time: 0.005, memory: 6440, top1_acc: 0.7457, top5_acc: 0.8975, loss_cls: 1.0666, loss: 1.0666, grad_norm: 4.6424 2020-08-14 02:13:42,071 - mmaction - INFO - Epoch [91][200/940] lr: 4.000e-04, eta: 2:26:34, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8992, loss_cls: 1.0569, loss: 1.0569, grad_norm: 4.6773 2020-08-14 02:14:01,186 - mmaction - INFO - Epoch [91][220/940] lr: 4.000e-04, eta: 2:26:15, time: 0.957, data_time: 0.004, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8975, loss_cls: 1.0447, loss: 1.0447, grad_norm: 4.5654 2020-08-14 02:14:19,033 - mmaction - INFO - Epoch [91][240/940] lr: 4.000e-04, eta: 2:25:55, time: 0.889, data_time: 0.004, memory: 6440, top1_acc: 0.7451, top5_acc: 0.9043, loss_cls: 1.0029, loss: 1.0029, grad_norm: 4.5885 2020-08-14 02:14:38,632 - mmaction - INFO - Epoch [91][260/940] lr: 4.000e-04, eta: 2:25:36, time: 0.983, data_time: 0.005, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9010, loss_cls: 1.0388, loss: 1.0388, grad_norm: 4.6490 2020-08-14 02:14:55,604 - mmaction - INFO - Epoch [91][280/940] lr: 4.000e-04, eta: 2:25:17, time: 0.847, data_time: 0.005, memory: 6440, top1_acc: 0.7377, top5_acc: 0.8957, loss_cls: 1.0629, loss: 1.0629, grad_norm: 4.6742 2020-08-14 02:15:16,038 - mmaction - INFO - Epoch [91][300/940] lr: 4.000e-04, eta: 2:24:58, time: 1.023, data_time: 0.005, memory: 6440, top1_acc: 0.7418, top5_acc: 0.9016, loss_cls: 1.0333, loss: 1.0333, grad_norm: 4.5558 2020-08-14 02:15:35,303 - mmaction - INFO - Epoch [91][320/940] lr: 4.000e-04, eta: 2:24:39, time: 0.962, data_time: 0.006, memory: 6440, top1_acc: 0.7328, top5_acc: 0.9018, loss_cls: 1.0482, loss: 1.0482, grad_norm: 4.6735 2020-08-14 02:15:54,518 - mmaction - INFO - Epoch [91][340/940] lr: 4.000e-04, eta: 2:24:20, time: 0.962, data_time: 0.008, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9035, loss_cls: 1.0167, loss: 1.0167, grad_norm: 4.6753 2020-08-14 02:16:13,385 - mmaction - INFO - Epoch [91][360/940] lr: 4.000e-04, eta: 2:24:01, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.7438, top5_acc: 0.9043, loss_cls: 1.0259, loss: 1.0259, grad_norm: 4.5934 2020-08-14 02:16:33,348 - mmaction - INFO - Epoch [91][380/940] lr: 4.000e-04, eta: 2:23:42, time: 0.998, data_time: 0.006, memory: 6440, top1_acc: 0.7400, top5_acc: 0.8965, loss_cls: 1.0661, loss: 1.0661, grad_norm: 4.6471 2020-08-14 02:16:51,004 - mmaction - INFO - Epoch [91][400/940] lr: 4.000e-04, eta: 2:23:22, time: 0.882, data_time: 0.007, memory: 6440, top1_acc: 0.7471, top5_acc: 0.8994, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.5843 2020-08-14 02:17:10,049 - mmaction - INFO - Epoch [91][420/940] lr: 4.000e-04, eta: 2:23:03, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.7387, top5_acc: 0.8943, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.6546 2020-08-14 02:17:29,079 - mmaction - INFO - Epoch [91][440/940] lr: 4.000e-04, eta: 2:22:44, time: 0.947, data_time: 0.005, memory: 6440, top1_acc: 0.7406, top5_acc: 0.8984, loss_cls: 1.0615, loss: 1.0615, grad_norm: 4.7180 2020-08-14 02:17:47,141 - mmaction - INFO - Epoch [91][460/940] lr: 4.000e-04, eta: 2:22:25, time: 0.907, data_time: 0.008, memory: 6440, top1_acc: 0.7551, top5_acc: 0.9035, loss_cls: 0.9983, loss: 0.9983, grad_norm: 4.4876 2020-08-14 02:18:07,011 - mmaction - INFO - Epoch [91][480/940] lr: 4.000e-04, eta: 2:22:06, time: 0.993, data_time: 0.008, memory: 6440, top1_acc: 0.7559, top5_acc: 0.9098, loss_cls: 0.9873, loss: 0.9873, grad_norm: 4.4952 2020-08-14 02:18:24,773 - mmaction - INFO - Epoch [91][500/940] lr: 4.000e-04, eta: 2:21:47, time: 0.891, data_time: 0.006, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8879, loss_cls: 1.0618, loss: 1.0618, grad_norm: 4.5431 2020-08-14 02:18:44,633 - mmaction - INFO - Epoch [91][520/940] lr: 4.000e-04, eta: 2:21:28, time: 0.992, data_time: 0.005, memory: 6440, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0690, loss: 1.0690, grad_norm: 4.7590 2020-08-14 02:19:02,732 - mmaction - INFO - Epoch [91][540/940] lr: 4.000e-04, eta: 2:21:08, time: 0.903, data_time: 0.008, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8996, loss_cls: 1.0423, loss: 1.0423, grad_norm: 4.6061 2020-08-14 02:19:20,631 - mmaction - INFO - Epoch [91][560/940] lr: 4.000e-04, eta: 2:20:49, time: 0.897, data_time: 0.005, memory: 6440, top1_acc: 0.7484, top5_acc: 0.9014, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.5925 2020-08-14 02:19:38,881 - mmaction - INFO - Epoch [91][580/940] lr: 4.000e-04, eta: 2:20:30, time: 0.909, data_time: 0.005, memory: 6440, top1_acc: 0.7439, top5_acc: 0.8982, loss_cls: 1.0428, loss: 1.0428, grad_norm: 4.5083 2020-08-14 02:19:59,176 - mmaction - INFO - Epoch [91][600/940] lr: 4.000e-04, eta: 2:20:11, time: 1.019, data_time: 0.008, memory: 6440, top1_acc: 0.7461, top5_acc: 0.9029, loss_cls: 1.0097, loss: 1.0097, grad_norm: 4.5306 2020-08-14 02:20:16,690 - mmaction - INFO - Epoch [91][620/940] lr: 4.000e-04, eta: 2:19:52, time: 0.872, data_time: 0.005, memory: 6440, top1_acc: 0.7496, top5_acc: 0.8994, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.6928 2020-08-14 02:20:35,782 - mmaction - INFO - Epoch [91][640/940] lr: 4.000e-04, eta: 2:19:33, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8939, loss_cls: 1.0860, loss: 1.0860, grad_norm: 4.6431 2020-08-14 02:20:55,441 - mmaction - INFO - Epoch [91][660/940] lr: 4.000e-04, eta: 2:19:13, time: 0.981, data_time: 0.004, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8936, loss_cls: 1.0673, loss: 1.0673, grad_norm: 4.5873 2020-08-14 02:21:12,985 - mmaction - INFO - Epoch [91][680/940] lr: 4.000e-04, eta: 2:18:54, time: 0.878, data_time: 0.005, memory: 6440, top1_acc: 0.7385, top5_acc: 0.8939, loss_cls: 1.0505, loss: 1.0505, grad_norm: 4.6024 2020-08-14 02:21:32,229 - mmaction - INFO - Epoch [91][700/940] lr: 4.000e-04, eta: 2:18:35, time: 0.963, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9080, loss_cls: 0.9962, loss: 0.9962, grad_norm: 4.4955 2020-08-14 02:21:50,562 - mmaction - INFO - Epoch [91][720/940] lr: 4.000e-04, eta: 2:18:16, time: 0.916, data_time: 0.002, memory: 6440, top1_acc: 0.7393, top5_acc: 0.8986, loss_cls: 1.0406, loss: 1.0406, grad_norm: 4.6326 2020-08-14 02:22:09,078 - mmaction - INFO - Epoch [91][740/940] lr: 4.000e-04, eta: 2:17:57, time: 0.925, data_time: 0.005, memory: 6440, top1_acc: 0.7363, top5_acc: 0.9020, loss_cls: 1.0558, loss: 1.0558, grad_norm: 4.6735 2020-08-14 02:22:27,433 - mmaction - INFO - Epoch [91][760/940] lr: 4.000e-04, eta: 2:17:38, time: 0.915, data_time: 0.008, memory: 6440, top1_acc: 0.7365, top5_acc: 0.8949, loss_cls: 1.0618, loss: 1.0618, grad_norm: 4.6832 2020-08-14 02:22:44,731 - mmaction - INFO - Epoch [91][780/940] lr: 4.000e-04, eta: 2:17:18, time: 0.865, data_time: 0.008, memory: 6440, top1_acc: 0.7367, top5_acc: 0.9004, loss_cls: 1.0423, loss: 1.0423, grad_norm: 4.6403 2020-08-14 02:23:05,386 - mmaction - INFO - Epoch [91][800/940] lr: 4.000e-04, eta: 2:16:59, time: 1.036, data_time: 0.009, memory: 6440, top1_acc: 0.7410, top5_acc: 0.8979, loss_cls: 1.0452, loss: 1.0452, grad_norm: 4.6465 2020-08-14 02:23:24,617 - mmaction - INFO - Epoch [91][820/940] lr: 4.000e-04, eta: 2:16:40, time: 0.958, data_time: 0.002, memory: 6440, top1_acc: 0.7418, top5_acc: 0.8992, loss_cls: 1.0311, loss: 1.0311, grad_norm: 4.5652 2020-08-14 02:23:42,082 - mmaction - INFO - Epoch [91][840/940] lr: 4.000e-04, eta: 2:16:21, time: 0.872, data_time: 0.010, memory: 6440, top1_acc: 0.7410, top5_acc: 0.8998, loss_cls: 1.0261, loss: 1.0261, grad_norm: 4.5741 2020-08-14 02:24:02,231 - mmaction - INFO - Epoch [91][860/940] lr: 4.000e-04, eta: 2:16:02, time: 1.013, data_time: 0.008, memory: 6440, top1_acc: 0.7326, top5_acc: 0.9010, loss_cls: 1.0499, loss: 1.0499, grad_norm: 4.6950 2020-08-14 02:24:20,319 - mmaction - INFO - Epoch [91][880/940] lr: 4.000e-04, eta: 2:15:43, time: 0.902, data_time: 0.005, memory: 6440, top1_acc: 0.7268, top5_acc: 0.8914, loss_cls: 1.0788, loss: 1.0788, grad_norm: 4.7411 2020-08-14 02:24:38,495 - mmaction - INFO - Epoch [91][900/940] lr: 4.000e-04, eta: 2:15:23, time: 0.910, data_time: 0.006, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9000, loss_cls: 1.0323, loss: 1.0323, grad_norm: 4.6123 2020-08-14 02:24:56,843 - mmaction - INFO - Epoch [91][920/940] lr: 4.000e-04, eta: 2:15:04, time: 0.914, data_time: 0.006, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8963, loss_cls: 1.0704, loss: 1.0704, grad_norm: 4.6886 2020-08-14 02:25:16,247 - mmaction - INFO - Epoch [91][940/940] lr: 4.000e-04, eta: 2:14:45, time: 0.972, data_time: 0.008, memory: 6440, top1_acc: 0.7332, top5_acc: 0.9002, loss_cls: 1.0624, loss: 1.0624, grad_norm: 4.7182 2020-08-14 02:25:16,522 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-08-14 02:25:40,856 - mmaction - INFO - Epoch [92][20/940] lr: 4.000e-04, eta: 2:14:27, time: 1.191, data_time: 0.440, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9004, loss_cls: 1.0386, loss: 1.0386, grad_norm: 4.6132 2020-08-14 02:25:58,583 - mmaction - INFO - Epoch [92][40/940] lr: 4.000e-04, eta: 2:14:07, time: 0.887, data_time: 0.002, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8969, loss_cls: 1.0595, loss: 1.0595, grad_norm: 4.6319 2020-08-14 02:26:17,821 - mmaction - INFO - Epoch [92][60/940] lr: 4.000e-04, eta: 2:13:48, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9020, loss_cls: 1.0403, loss: 1.0403, grad_norm: 4.5966 2020-08-14 02:26:37,282 - mmaction - INFO - Epoch [92][80/940] lr: 4.000e-04, eta: 2:13:29, time: 0.977, data_time: 0.008, memory: 6440, top1_acc: 0.7418, top5_acc: 0.9023, loss_cls: 1.0450, loss: 1.0450, grad_norm: 4.6693 2020-08-14 02:26:57,751 - mmaction - INFO - Epoch [92][100/940] lr: 4.000e-04, eta: 2:13:10, time: 1.019, data_time: 0.005, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9014, loss_cls: 1.0313, loss: 1.0313, grad_norm: 4.6037 2020-08-14 02:27:16,693 - mmaction - INFO - Epoch [92][120/940] lr: 4.000e-04, eta: 2:12:51, time: 0.951, data_time: 0.008, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9070, loss_cls: 1.0019, loss: 1.0019, grad_norm: 4.5514 2020-08-14 02:27:36,579 - mmaction - INFO - Epoch [92][140/940] lr: 4.000e-04, eta: 2:12:32, time: 0.992, data_time: 0.006, memory: 6440, top1_acc: 0.7361, top5_acc: 0.8971, loss_cls: 1.0488, loss: 1.0488, grad_norm: 4.5685 2020-08-14 02:27:55,331 - mmaction - INFO - Epoch [92][160/940] lr: 4.000e-04, eta: 2:12:13, time: 0.940, data_time: 0.006, memory: 6440, top1_acc: 0.7414, top5_acc: 0.8943, loss_cls: 1.0600, loss: 1.0600, grad_norm: 4.6168 2020-08-14 02:28:13,518 - mmaction - INFO - Epoch [92][180/940] lr: 4.000e-04, eta: 2:11:54, time: 0.906, data_time: 0.004, memory: 6440, top1_acc: 0.7459, top5_acc: 0.9020, loss_cls: 1.0272, loss: 1.0272, grad_norm: 4.5857 2020-08-14 02:28:32,475 - mmaction - INFO - Epoch [92][200/940] lr: 4.000e-04, eta: 2:11:34, time: 0.952, data_time: 0.007, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9010, loss_cls: 1.0247, loss: 1.0247, grad_norm: 4.6058 2020-08-14 02:28:51,092 - mmaction - INFO - Epoch [92][220/940] lr: 4.000e-04, eta: 2:11:15, time: 0.925, data_time: 0.005, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9002, loss_cls: 1.0359, loss: 1.0359, grad_norm: 4.6559 2020-08-14 02:29:09,477 - mmaction - INFO - Epoch [92][240/940] lr: 4.000e-04, eta: 2:10:56, time: 0.923, data_time: 0.009, memory: 6440, top1_acc: 0.7477, top5_acc: 0.9082, loss_cls: 1.0077, loss: 1.0077, grad_norm: 4.6285 2020-08-14 02:29:28,653 - mmaction - INFO - Epoch [92][260/940] lr: 4.000e-04, eta: 2:10:37, time: 0.959, data_time: 0.007, memory: 6440, top1_acc: 0.7455, top5_acc: 0.8963, loss_cls: 1.0437, loss: 1.0437, grad_norm: 4.5928 2020-08-14 02:29:46,473 - mmaction - INFO - Epoch [92][280/940] lr: 4.000e-04, eta: 2:10:18, time: 0.893, data_time: 0.006, memory: 6440, top1_acc: 0.7312, top5_acc: 0.8949, loss_cls: 1.0720, loss: 1.0720, grad_norm: 4.7151 2020-08-14 02:30:04,133 - mmaction - INFO - Epoch [92][300/940] lr: 4.000e-04, eta: 2:09:58, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.7352, top5_acc: 0.9033, loss_cls: 1.0410, loss: 1.0410, grad_norm: 4.6108 2020-08-14 02:30:22,430 - mmaction - INFO - Epoch [92][320/940] lr: 4.000e-04, eta: 2:09:39, time: 0.914, data_time: 0.004, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9002, loss_cls: 1.0536, loss: 1.0536, grad_norm: 4.6386 2020-08-14 02:30:39,783 - mmaction - INFO - Epoch [92][340/940] lr: 4.000e-04, eta: 2:09:20, time: 0.867, data_time: 0.009, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9055, loss_cls: 1.0145, loss: 1.0145, grad_norm: 4.5959 2020-08-14 02:30:57,265 - mmaction - INFO - Epoch [92][360/940] lr: 4.000e-04, eta: 2:09:01, time: 0.875, data_time: 0.010, memory: 6440, top1_acc: 0.7482, top5_acc: 0.8986, loss_cls: 1.0223, loss: 1.0223, grad_norm: 4.6159 2020-08-14 02:31:14,457 - mmaction - INFO - Epoch [92][380/940] lr: 4.000e-04, eta: 2:08:41, time: 0.860, data_time: 0.007, memory: 6440, top1_acc: 0.7395, top5_acc: 0.9066, loss_cls: 1.0267, loss: 1.0267, grad_norm: 4.6227 2020-08-14 02:31:31,947 - mmaction - INFO - Epoch [92][400/940] lr: 4.000e-04, eta: 2:08:22, time: 0.873, data_time: 0.004, memory: 6440, top1_acc: 0.7451, top5_acc: 0.9027, loss_cls: 1.0281, loss: 1.0281, grad_norm: 4.6145 2020-08-14 02:31:49,682 - mmaction - INFO - Epoch [92][420/940] lr: 4.000e-04, eta: 2:08:03, time: 0.886, data_time: 0.009, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9035, loss_cls: 1.0340, loss: 1.0340, grad_norm: 4.5759 2020-08-14 02:32:07,946 - mmaction - INFO - Epoch [92][440/940] lr: 4.000e-04, eta: 2:07:44, time: 0.918, data_time: 0.007, memory: 6440, top1_acc: 0.7455, top5_acc: 0.9018, loss_cls: 1.0156, loss: 1.0156, grad_norm: 4.5505 2020-08-14 02:32:28,888 - mmaction - INFO - Epoch [92][460/940] lr: 4.000e-04, eta: 2:07:25, time: 1.045, data_time: 0.007, memory: 6440, top1_acc: 0.7340, top5_acc: 0.8938, loss_cls: 1.0837, loss: 1.0837, grad_norm: 4.7147 2020-08-14 02:32:47,601 - mmaction - INFO - Epoch [92][480/940] lr: 4.000e-04, eta: 2:07:06, time: 0.938, data_time: 0.006, memory: 6440, top1_acc: 0.7498, top5_acc: 0.9035, loss_cls: 0.9943, loss: 0.9943, grad_norm: 4.5674 2020-08-14 02:33:05,621 - mmaction - INFO - Epoch [92][500/940] lr: 4.000e-04, eta: 2:06:46, time: 0.900, data_time: 0.008, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9035, loss_cls: 1.0058, loss: 1.0058, grad_norm: 4.5336 2020-08-14 02:33:24,010 - mmaction - INFO - Epoch [92][520/940] lr: 4.000e-04, eta: 2:06:27, time: 0.917, data_time: 0.003, memory: 6440, top1_acc: 0.7338, top5_acc: 0.8979, loss_cls: 1.0556, loss: 1.0556, grad_norm: 4.6384 2020-08-14 02:33:42,437 - mmaction - INFO - Epoch [92][540/940] lr: 4.000e-04, eta: 2:06:08, time: 0.924, data_time: 0.008, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8996, loss_cls: 1.0133, loss: 1.0133, grad_norm: 4.5336 2020-08-14 02:34:01,257 - mmaction - INFO - Epoch [92][560/940] lr: 4.000e-04, eta: 2:05:49, time: 0.937, data_time: 0.007, memory: 6440, top1_acc: 0.7299, top5_acc: 0.8898, loss_cls: 1.0965, loss: 1.0965, grad_norm: 4.6889 2020-08-14 02:34:19,727 - mmaction - INFO - Epoch [92][580/940] lr: 4.000e-04, eta: 2:05:30, time: 0.928, data_time: 0.007, memory: 6440, top1_acc: 0.7350, top5_acc: 0.8914, loss_cls: 1.0761, loss: 1.0761, grad_norm: 4.6349 2020-08-14 02:34:37,190 - mmaction - INFO - Epoch [92][600/940] lr: 4.000e-04, eta: 2:05:11, time: 0.873, data_time: 0.007, memory: 6440, top1_acc: 0.7379, top5_acc: 0.8988, loss_cls: 1.0552, loss: 1.0552, grad_norm: 4.7032 2020-08-14 02:34:57,469 - mmaction - INFO - Epoch [92][620/940] lr: 4.000e-04, eta: 2:04:51, time: 1.012, data_time: 0.007, memory: 6440, top1_acc: 0.7416, top5_acc: 0.9045, loss_cls: 1.0200, loss: 1.0200, grad_norm: 4.6110 2020-08-14 02:35:14,690 - mmaction - INFO - Epoch [92][640/940] lr: 4.000e-04, eta: 2:04:32, time: 0.864, data_time: 0.007, memory: 6440, top1_acc: 0.7543, top5_acc: 0.9074, loss_cls: 0.9987, loss: 0.9987, grad_norm: 4.5405 2020-08-14 02:35:33,548 - mmaction - INFO - Epoch [92][660/940] lr: 4.000e-04, eta: 2:04:13, time: 0.940, data_time: 0.005, memory: 6440, top1_acc: 0.7449, top5_acc: 0.9020, loss_cls: 1.0388, loss: 1.0388, grad_norm: 4.6330 2020-08-14 02:35:52,407 - mmaction - INFO - Epoch [92][680/940] lr: 4.000e-04, eta: 2:03:54, time: 0.945, data_time: 0.008, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9027, loss_cls: 1.0282, loss: 1.0282, grad_norm: 4.5986 2020-08-14 02:36:09,110 - mmaction - INFO - Epoch [92][700/940] lr: 4.000e-04, eta: 2:03:35, time: 0.835, data_time: 0.009, memory: 6440, top1_acc: 0.7490, top5_acc: 0.9047, loss_cls: 1.0205, loss: 1.0205, grad_norm: 4.5698 2020-08-14 02:36:28,636 - mmaction - INFO - Epoch [92][720/940] lr: 4.000e-04, eta: 2:03:16, time: 0.978, data_time: 0.005, memory: 6440, top1_acc: 0.7387, top5_acc: 0.9012, loss_cls: 1.0540, loss: 1.0540, grad_norm: 4.6279 2020-08-14 02:36:47,046 - mmaction - INFO - Epoch [92][740/940] lr: 4.000e-04, eta: 2:02:56, time: 0.917, data_time: 0.005, memory: 6440, top1_acc: 0.7529, top5_acc: 0.9004, loss_cls: 1.0276, loss: 1.0276, grad_norm: 4.5911 2020-08-14 02:37:07,927 - mmaction - INFO - Epoch [92][760/940] lr: 4.000e-04, eta: 2:02:37, time: 1.047, data_time: 0.010, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9041, loss_cls: 1.0097, loss: 1.0097, grad_norm: 4.5471 2020-08-14 02:37:27,268 - mmaction - INFO - Epoch [92][780/940] lr: 4.000e-04, eta: 2:02:18, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.7438, top5_acc: 0.8941, loss_cls: 1.0576, loss: 1.0576, grad_norm: 4.6294 2020-08-14 02:37:47,826 - mmaction - INFO - Epoch [92][800/940] lr: 4.000e-04, eta: 2:01:59, time: 1.031, data_time: 0.008, memory: 6440, top1_acc: 0.7361, top5_acc: 0.8896, loss_cls: 1.0883, loss: 1.0883, grad_norm: 4.6887 2020-08-14 02:38:07,014 - mmaction - INFO - Epoch [92][820/940] lr: 4.000e-04, eta: 2:01:40, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.7316, top5_acc: 0.8902, loss_cls: 1.0799, loss: 1.0799, grad_norm: 4.7296 2020-08-14 02:38:26,320 - mmaction - INFO - Epoch [92][840/940] lr: 4.000e-04, eta: 2:01:21, time: 0.965, data_time: 0.005, memory: 6440, top1_acc: 0.7361, top5_acc: 0.8984, loss_cls: 1.0593, loss: 1.0593, grad_norm: 4.6608 2020-08-14 02:38:46,027 - mmaction - INFO - Epoch [92][860/940] lr: 4.000e-04, eta: 2:01:02, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.7314, top5_acc: 0.8928, loss_cls: 1.0790, loss: 1.0790, grad_norm: 4.6430 2020-08-14 02:39:05,566 - mmaction - INFO - Epoch [92][880/940] lr: 4.000e-04, eta: 2:00:43, time: 0.980, data_time: 0.008, memory: 6440, top1_acc: 0.7396, top5_acc: 0.9027, loss_cls: 1.0196, loss: 1.0196, grad_norm: 4.6020 2020-08-14 02:39:23,101 - mmaction - INFO - Epoch [92][900/940] lr: 4.000e-04, eta: 2:00:24, time: 0.876, data_time: 0.008, memory: 6440, top1_acc: 0.7436, top5_acc: 0.9010, loss_cls: 1.0232, loss: 1.0232, grad_norm: 4.6155 2020-08-14 02:39:42,190 - mmaction - INFO - Epoch [92][920/940] lr: 4.000e-04, eta: 2:00:05, time: 0.955, data_time: 0.003, memory: 6440, top1_acc: 0.7486, top5_acc: 0.9059, loss_cls: 0.9818, loss: 0.9818, grad_norm: 4.5357 2020-08-14 02:40:01,347 - mmaction - INFO - Epoch [92][940/940] lr: 4.000e-04, eta: 1:59:46, time: 0.955, data_time: 0.005, memory: 6440, top1_acc: 0.7431, top5_acc: 0.8902, loss_cls: 1.0757, loss: 1.0757, grad_norm: 4.7469 2020-08-14 02:40:01,686 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-08-14 02:40:26,190 - mmaction - INFO - Epoch [93][20/940] lr: 4.000e-04, eta: 1:59:27, time: 1.199, data_time: 0.424, memory: 6440, top1_acc: 0.7348, top5_acc: 0.9023, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.6819 2020-08-14 02:40:45,064 - mmaction - INFO - Epoch [93][40/940] lr: 4.000e-04, eta: 1:59:08, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.7357, top5_acc: 0.8996, loss_cls: 1.0630, loss: 1.0630, grad_norm: 4.7439 2020-08-14 02:41:03,581 - mmaction - INFO - Epoch [93][60/940] lr: 4.000e-04, eta: 1:58:49, time: 0.927, data_time: 0.007, memory: 6440, top1_acc: 0.7486, top5_acc: 0.8996, loss_cls: 1.0072, loss: 1.0072, grad_norm: 4.5916 2020-08-14 02:41:22,999 - mmaction - INFO - Epoch [93][80/940] lr: 4.000e-04, eta: 1:58:29, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.7521, top5_acc: 0.9086, loss_cls: 1.0085, loss: 1.0085, grad_norm: 4.6093 2020-08-14 02:41:43,441 - mmaction - INFO - Epoch [93][100/940] lr: 4.000e-04, eta: 1:58:10, time: 1.025, data_time: 0.006, memory: 6440, top1_acc: 0.7521, top5_acc: 0.9076, loss_cls: 1.0074, loss: 1.0074, grad_norm: 4.5693 2020-08-14 02:42:02,052 - mmaction - INFO - Epoch [93][120/940] lr: 4.000e-04, eta: 1:57:51, time: 0.927, data_time: 0.005, memory: 6440, top1_acc: 0.7447, top5_acc: 0.9066, loss_cls: 1.0024, loss: 1.0024, grad_norm: 4.5475 2020-08-14 02:42:20,930 - mmaction - INFO - Epoch [93][140/940] lr: 4.000e-04, eta: 1:57:32, time: 0.947, data_time: 0.010, memory: 6440, top1_acc: 0.7432, top5_acc: 0.8988, loss_cls: 1.0563, loss: 1.0563, grad_norm: 4.7914 2020-08-14 02:42:39,164 - mmaction - INFO - Epoch [93][160/940] lr: 4.000e-04, eta: 1:57:13, time: 0.907, data_time: 0.010, memory: 6440, top1_acc: 0.7447, top5_acc: 0.8986, loss_cls: 1.0502, loss: 1.0502, grad_norm: 4.6920 2020-08-14 02:42:58,734 - mmaction - INFO - Epoch [93][180/940] lr: 4.000e-04, eta: 1:56:54, time: 0.983, data_time: 0.008, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9045, loss_cls: 1.0378, loss: 1.0378, grad_norm: 4.6097 2020-08-14 02:43:18,331 - mmaction - INFO - Epoch [93][200/940] lr: 4.000e-04, eta: 1:56:35, time: 0.978, data_time: 0.002, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8908, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.7326 2020-08-14 02:43:37,531 - mmaction - INFO - Epoch [93][220/940] lr: 4.000e-04, eta: 1:56:16, time: 0.961, data_time: 0.006, memory: 6440, top1_acc: 0.7492, top5_acc: 0.9068, loss_cls: 1.0041, loss: 1.0041, grad_norm: 4.5591 2020-08-14 02:43:56,991 - mmaction - INFO - Epoch [93][240/940] lr: 4.000e-04, eta: 1:55:57, time: 0.972, data_time: 0.009, memory: 6440, top1_acc: 0.7436, top5_acc: 0.8992, loss_cls: 1.0490, loss: 1.0490, grad_norm: 4.6429 2020-08-14 02:44:15,631 - mmaction - INFO - Epoch [93][260/940] lr: 4.000e-04, eta: 1:55:37, time: 0.934, data_time: 0.007, memory: 6440, top1_acc: 0.7377, top5_acc: 0.8994, loss_cls: 1.0509, loss: 1.0509, grad_norm: 4.7150 2020-08-14 02:44:32,920 - mmaction - INFO - Epoch [93][280/940] lr: 4.000e-04, eta: 1:55:18, time: 0.862, data_time: 0.005, memory: 6440, top1_acc: 0.7520, top5_acc: 0.9016, loss_cls: 1.0214, loss: 1.0214, grad_norm: 4.5992 2020-08-14 02:44:53,882 - mmaction - INFO - Epoch [93][300/940] lr: 4.000e-04, eta: 1:54:59, time: 1.051, data_time: 0.009, memory: 6440, top1_acc: 0.7514, top5_acc: 0.9121, loss_cls: 0.9909, loss: 0.9909, grad_norm: 4.6055 2020-08-14 02:45:12,248 - mmaction - INFO - Epoch [93][320/940] lr: 4.000e-04, eta: 1:54:40, time: 0.914, data_time: 0.005, memory: 6440, top1_acc: 0.7449, top5_acc: 0.9045, loss_cls: 1.0200, loss: 1.0200, grad_norm: 4.6423 2020-08-14 02:45:32,856 - mmaction - INFO - Epoch [93][340/940] lr: 4.000e-04, eta: 1:54:21, time: 1.035, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.8973, loss_cls: 1.0488, loss: 1.0488, grad_norm: 4.6800 2020-08-14 02:45:50,548 - mmaction - INFO - Epoch [93][360/940] lr: 4.000e-04, eta: 1:54:02, time: 0.881, data_time: 0.005, memory: 6440, top1_acc: 0.7486, top5_acc: 0.8986, loss_cls: 1.0235, loss: 1.0235, grad_norm: 4.6742 2020-08-14 02:46:09,731 - mmaction - INFO - Epoch [93][380/940] lr: 4.000e-04, eta: 1:53:43, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9059, loss_cls: 1.0265, loss: 1.0265, grad_norm: 4.6541 2020-08-14 02:46:29,650 - mmaction - INFO - Epoch [93][400/940] lr: 4.000e-04, eta: 1:53:24, time: 0.993, data_time: 0.006, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 1.0116, loss: 1.0116, grad_norm: 4.5536 2020-08-14 02:46:49,115 - mmaction - INFO - Epoch [93][420/940] lr: 4.000e-04, eta: 1:53:05, time: 0.976, data_time: 0.007, memory: 6440, top1_acc: 0.7432, top5_acc: 0.9023, loss_cls: 1.0304, loss: 1.0304, grad_norm: 4.6791 2020-08-14 02:47:08,307 - mmaction - INFO - Epoch [93][440/940] lr: 4.000e-04, eta: 1:52:46, time: 0.959, data_time: 0.002, memory: 6440, top1_acc: 0.7352, top5_acc: 0.8926, loss_cls: 1.0752, loss: 1.0752, grad_norm: 4.7224 2020-08-14 02:47:27,118 - mmaction - INFO - Epoch [93][460/940] lr: 4.000e-04, eta: 1:52:26, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.7439, top5_acc: 0.9023, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.5620 2020-08-14 02:47:46,118 - mmaction - INFO - Epoch [93][480/940] lr: 4.000e-04, eta: 1:52:07, time: 0.950, data_time: 0.004, memory: 6440, top1_acc: 0.7453, top5_acc: 0.9004, loss_cls: 1.0273, loss: 1.0273, grad_norm: 4.5809 2020-08-14 02:48:07,003 - mmaction - INFO - Epoch [93][500/940] lr: 4.000e-04, eta: 1:51:48, time: 1.042, data_time: 0.006, memory: 6440, top1_acc: 0.7537, top5_acc: 0.9027, loss_cls: 1.0157, loss: 1.0157, grad_norm: 4.6763 2020-08-14 02:48:25,826 - mmaction - INFO - Epoch [93][520/940] lr: 4.000e-04, eta: 1:51:29, time: 0.942, data_time: 0.006, memory: 6440, top1_acc: 0.7404, top5_acc: 0.8975, loss_cls: 1.0567, loss: 1.0567, grad_norm: 4.6732 2020-08-14 02:48:45,623 - mmaction - INFO - Epoch [93][540/940] lr: 4.000e-04, eta: 1:51:10, time: 0.992, data_time: 0.009, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8961, loss_cls: 1.0711, loss: 1.0711, grad_norm: 4.6063 2020-08-14 02:49:04,354 - mmaction - INFO - Epoch [93][560/940] lr: 4.000e-04, eta: 1:50:51, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.7426, top5_acc: 0.9029, loss_cls: 1.0167, loss: 1.0167, grad_norm: 4.5741 2020-08-14 02:49:25,023 - mmaction - INFO - Epoch [93][580/940] lr: 4.000e-04, eta: 1:50:32, time: 1.035, data_time: 0.008, memory: 6440, top1_acc: 0.7355, top5_acc: 0.8969, loss_cls: 1.0633, loss: 1.0633, grad_norm: 4.7772 2020-08-14 02:49:42,435 - mmaction - INFO - Epoch [93][600/940] lr: 4.000e-04, eta: 1:50:13, time: 0.866, data_time: 0.005, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8916, loss_cls: 1.0844, loss: 1.0844, grad_norm: 4.7572 2020-08-14 02:50:03,223 - mmaction - INFO - Epoch [93][620/940] lr: 4.000e-04, eta: 1:49:54, time: 1.044, data_time: 0.007, memory: 6440, top1_acc: 0.7414, top5_acc: 0.8967, loss_cls: 1.0517, loss: 1.0517, grad_norm: 4.6887 2020-08-14 02:50:24,132 - mmaction - INFO - Epoch [93][640/940] lr: 4.000e-04, eta: 1:49:35, time: 1.045, data_time: 0.003, memory: 6440, top1_acc: 0.7443, top5_acc: 0.8945, loss_cls: 1.0299, loss: 1.0299, grad_norm: 4.6256 2020-08-14 02:50:42,618 - mmaction - INFO - Epoch [93][660/940] lr: 4.000e-04, eta: 1:49:16, time: 0.923, data_time: 0.008, memory: 6440, top1_acc: 0.7467, top5_acc: 0.9004, loss_cls: 1.0206, loss: 1.0206, grad_norm: 4.6358 2020-08-14 02:51:01,895 - mmaction - INFO - Epoch [93][680/940] lr: 4.000e-04, eta: 1:48:57, time: 0.963, data_time: 0.008, memory: 6440, top1_acc: 0.7520, top5_acc: 0.9051, loss_cls: 0.9944, loss: 0.9944, grad_norm: 4.5043 2020-08-14 02:51:19,997 - mmaction - INFO - Epoch [93][700/940] lr: 4.000e-04, eta: 1:48:37, time: 0.908, data_time: 0.009, memory: 6440, top1_acc: 0.7449, top5_acc: 0.8998, loss_cls: 1.0295, loss: 1.0295, grad_norm: 4.5938 2020-08-14 02:51:40,081 - mmaction - INFO - Epoch [93][720/940] lr: 4.000e-04, eta: 1:48:18, time: 1.002, data_time: 0.005, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9021, loss_cls: 1.0117, loss: 1.0117, grad_norm: 4.5997 2020-08-14 02:51:59,959 - mmaction - INFO - Epoch [93][740/940] lr: 4.000e-04, eta: 1:47:59, time: 0.996, data_time: 0.007, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9029, loss_cls: 1.0428, loss: 1.0428, grad_norm: 4.6612 2020-08-14 02:52:18,602 - mmaction - INFO - Epoch [93][760/940] lr: 4.000e-04, eta: 1:47:40, time: 0.932, data_time: 0.003, memory: 6440, top1_acc: 0.7377, top5_acc: 0.8973, loss_cls: 1.0443, loss: 1.0443, grad_norm: 4.6375 2020-08-14 02:52:39,039 - mmaction - INFO - Epoch [93][780/940] lr: 4.000e-04, eta: 1:47:21, time: 1.020, data_time: 0.009, memory: 6440, top1_acc: 0.7336, top5_acc: 0.8990, loss_cls: 1.0687, loss: 1.0687, grad_norm: 4.6398 2020-08-14 02:52:58,297 - mmaction - INFO - Epoch [93][800/940] lr: 4.000e-04, eta: 1:47:02, time: 0.964, data_time: 0.005, memory: 6440, top1_acc: 0.7455, top5_acc: 0.9020, loss_cls: 1.0160, loss: 1.0160, grad_norm: 4.6138 2020-08-14 02:53:17,453 - mmaction - INFO - Epoch [93][820/940] lr: 4.000e-04, eta: 1:46:43, time: 0.958, data_time: 0.009, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9053, loss_cls: 1.0279, loss: 1.0279, grad_norm: 4.5803 2020-08-14 02:53:36,028 - mmaction - INFO - Epoch [93][840/940] lr: 4.000e-04, eta: 1:46:24, time: 0.929, data_time: 0.008, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8975, loss_cls: 1.0674, loss: 1.0674, grad_norm: 4.6842 2020-08-14 02:53:54,713 - mmaction - INFO - Epoch [93][860/940] lr: 4.000e-04, eta: 1:46:05, time: 0.934, data_time: 0.005, memory: 6440, top1_acc: 0.7412, top5_acc: 0.9059, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.6965 2020-08-14 02:54:13,420 - mmaction - INFO - Epoch [93][880/940] lr: 4.000e-04, eta: 1:45:45, time: 0.935, data_time: 0.003, memory: 6440, top1_acc: 0.7367, top5_acc: 0.8971, loss_cls: 1.0368, loss: 1.0368, grad_norm: 4.6254 2020-08-14 02:54:31,609 - mmaction - INFO - Epoch [93][900/940] lr: 4.000e-04, eta: 1:45:26, time: 0.909, data_time: 0.006, memory: 6440, top1_acc: 0.7533, top5_acc: 0.9068, loss_cls: 0.9898, loss: 0.9898, grad_norm: 4.5281 2020-08-14 02:54:49,570 - mmaction - INFO - Epoch [93][920/940] lr: 4.000e-04, eta: 1:45:07, time: 0.897, data_time: 0.007, memory: 6440, top1_acc: 0.7340, top5_acc: 0.9016, loss_cls: 1.0503, loss: 1.0503, grad_norm: 4.6939 2020-08-14 02:55:07,299 - mmaction - INFO - Epoch [93][940/940] lr: 4.000e-04, eta: 1:44:48, time: 0.889, data_time: 0.007, memory: 6440, top1_acc: 0.7480, top5_acc: 0.9060, loss_cls: 1.0305, loss: 1.0305, grad_norm: 4.6622 2020-08-14 02:55:07,585 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-08-14 02:55:33,342 - mmaction - INFO - Epoch [94][20/940] lr: 4.000e-04, eta: 1:44:29, time: 1.262, data_time: 0.432, memory: 6440, top1_acc: 0.7389, top5_acc: 0.9002, loss_cls: 1.0533, loss: 1.0533, grad_norm: 4.7634 2020-08-14 02:55:53,082 - mmaction - INFO - Epoch [94][40/940] lr: 4.000e-04, eta: 1:44:10, time: 0.984, data_time: 0.006, memory: 6440, top1_acc: 0.7389, top5_acc: 0.9006, loss_cls: 1.0368, loss: 1.0368, grad_norm: 4.6923 2020-08-14 02:56:11,350 - mmaction - INFO - Epoch [94][60/940] lr: 4.000e-04, eta: 1:43:51, time: 0.914, data_time: 0.008, memory: 6440, top1_acc: 0.7490, top5_acc: 0.9066, loss_cls: 0.9927, loss: 0.9927, grad_norm: 4.6119 2020-08-14 02:56:30,365 - mmaction - INFO - Epoch [94][80/940] lr: 4.000e-04, eta: 1:43:32, time: 0.950, data_time: 0.007, memory: 6440, top1_acc: 0.7396, top5_acc: 0.9020, loss_cls: 1.0213, loss: 1.0213, grad_norm: 4.6710 2020-08-14 02:56:48,407 - mmaction - INFO - Epoch [94][100/940] lr: 4.000e-04, eta: 1:43:13, time: 0.905, data_time: 0.007, memory: 6440, top1_acc: 0.7355, top5_acc: 0.8996, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.6824 2020-08-14 02:57:07,182 - mmaction - INFO - Epoch [94][120/940] lr: 4.000e-04, eta: 1:42:53, time: 0.935, data_time: 0.005, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8973, loss_cls: 1.0367, loss: 1.0367, grad_norm: 4.6091 2020-08-14 02:57:25,237 - mmaction - INFO - Epoch [94][140/940] lr: 4.000e-04, eta: 1:42:34, time: 0.905, data_time: 0.007, memory: 6440, top1_acc: 0.7406, top5_acc: 0.8992, loss_cls: 1.0283, loss: 1.0283, grad_norm: 4.6142 2020-08-14 02:57:44,159 - mmaction - INFO - Epoch [94][160/940] lr: 4.000e-04, eta: 1:42:15, time: 0.947, data_time: 0.005, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8951, loss_cls: 1.0497, loss: 1.0497, grad_norm: 4.6821 2020-08-14 02:58:03,843 - mmaction - INFO - Epoch [94][180/940] lr: 4.000e-04, eta: 1:41:56, time: 0.982, data_time: 0.006, memory: 6440, top1_acc: 0.7361, top5_acc: 0.9020, loss_cls: 1.0466, loss: 1.0466, grad_norm: 4.6618 2020-08-14 02:58:21,068 - mmaction - INFO - Epoch [94][200/940] lr: 4.000e-04, eta: 1:41:37, time: 0.862, data_time: 0.007, memory: 6440, top1_acc: 0.7363, top5_acc: 0.9006, loss_cls: 1.0634, loss: 1.0634, grad_norm: 4.7099 2020-08-14 02:58:40,996 - mmaction - INFO - Epoch [94][220/940] lr: 4.000e-04, eta: 1:41:18, time: 0.995, data_time: 0.008, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9012, loss_cls: 1.0251, loss: 1.0251, grad_norm: 4.5806 2020-08-14 02:59:00,312 - mmaction - INFO - Epoch [94][240/940] lr: 4.000e-04, eta: 1:40:59, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.7471, top5_acc: 0.9018, loss_cls: 1.0280, loss: 1.0280, grad_norm: 4.5974 2020-08-14 02:59:19,549 - mmaction - INFO - Epoch [94][260/940] lr: 4.000e-04, eta: 1:40:40, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8977, loss_cls: 1.0585, loss: 1.0585, grad_norm: 4.7033 2020-08-14 02:59:37,607 - mmaction - INFO - Epoch [94][280/940] lr: 4.000e-04, eta: 1:40:20, time: 0.904, data_time: 0.007, memory: 6440, top1_acc: 0.7293, top5_acc: 0.8939, loss_cls: 1.0924, loss: 1.0924, grad_norm: 4.7963 2020-08-14 02:59:57,333 - mmaction - INFO - Epoch [94][300/940] lr: 4.000e-04, eta: 1:40:01, time: 0.981, data_time: 0.006, memory: 6440, top1_acc: 0.7604, top5_acc: 0.9072, loss_cls: 1.0003, loss: 1.0003, grad_norm: 4.5337 2020-08-14 03:00:22,171 - mmaction - INFO - Epoch [94][320/940] lr: 4.000e-04, eta: 1:39:43, time: 1.242, data_time: 0.008, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9016, loss_cls: 1.0329, loss: 1.0329, grad_norm: 4.6039 2020-08-14 03:00:41,458 - mmaction - INFO - Epoch [94][340/940] lr: 4.000e-04, eta: 1:39:23, time: 0.968, data_time: 0.021, memory: 6440, top1_acc: 0.7436, top5_acc: 0.9012, loss_cls: 1.0310, loss: 1.0310, grad_norm: 4.6628 2020-08-14 03:00:58,606 - mmaction - INFO - Epoch [94][360/940] lr: 4.000e-04, eta: 1:39:04, time: 0.858, data_time: 0.005, memory: 6440, top1_acc: 0.7529, top5_acc: 0.9045, loss_cls: 0.9867, loss: 0.9867, grad_norm: 4.4816 2020-08-14 03:01:18,636 - mmaction - INFO - Epoch [94][380/940] lr: 4.000e-04, eta: 1:38:45, time: 1.000, data_time: 0.007, memory: 6440, top1_acc: 0.7420, top5_acc: 0.8975, loss_cls: 1.0605, loss: 1.0605, grad_norm: 4.7279 2020-08-14 03:01:37,048 - mmaction - INFO - Epoch [94][400/940] lr: 4.000e-04, eta: 1:38:26, time: 0.922, data_time: 0.007, memory: 6440, top1_acc: 0.7412, top5_acc: 0.8998, loss_cls: 1.0521, loss: 1.0521, grad_norm: 4.6859 2020-08-14 03:01:56,683 - mmaction - INFO - Epoch [94][420/940] lr: 4.000e-04, eta: 1:38:07, time: 0.976, data_time: 0.006, memory: 6440, top1_acc: 0.7480, top5_acc: 0.9010, loss_cls: 1.0413, loss: 1.0413, grad_norm: 4.6559 2020-08-14 03:02:14,851 - mmaction - INFO - Epoch [94][440/940] lr: 4.000e-04, eta: 1:37:48, time: 0.914, data_time: 0.008, memory: 6440, top1_acc: 0.7363, top5_acc: 0.9023, loss_cls: 1.0523, loss: 1.0523, grad_norm: 4.6795 2020-08-14 03:02:33,637 - mmaction - INFO - Epoch [94][460/940] lr: 4.000e-04, eta: 1:37:29, time: 0.936, data_time: 0.005, memory: 6440, top1_acc: 0.7439, top5_acc: 0.8959, loss_cls: 1.0375, loss: 1.0375, grad_norm: 4.7041 2020-08-14 03:02:52,097 - mmaction - INFO - Epoch [94][480/940] lr: 4.000e-04, eta: 1:37:09, time: 0.926, data_time: 0.007, memory: 6440, top1_acc: 0.7387, top5_acc: 0.9023, loss_cls: 1.0425, loss: 1.0425, grad_norm: 4.6380 2020-08-14 03:03:10,880 - mmaction - INFO - Epoch [94][500/940] lr: 4.000e-04, eta: 1:36:50, time: 0.940, data_time: 0.010, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9045, loss_cls: 1.0172, loss: 1.0172, grad_norm: 4.6443 2020-08-14 03:03:31,262 - mmaction - INFO - Epoch [94][520/940] lr: 4.000e-04, eta: 1:36:31, time: 1.019, data_time: 0.004, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9023, loss_cls: 1.0162, loss: 1.0162, grad_norm: 4.6193 2020-08-14 03:03:50,373 - mmaction - INFO - Epoch [94][540/940] lr: 4.000e-04, eta: 1:36:12, time: 0.954, data_time: 0.006, memory: 6440, top1_acc: 0.7463, top5_acc: 0.9043, loss_cls: 1.0117, loss: 1.0117, grad_norm: 4.6694 2020-08-14 03:04:07,147 - mmaction - INFO - Epoch [94][560/940] lr: 4.000e-04, eta: 1:35:53, time: 0.841, data_time: 0.007, memory: 6440, top1_acc: 0.7480, top5_acc: 0.9025, loss_cls: 1.0183, loss: 1.0183, grad_norm: 4.5926 2020-08-14 03:04:27,437 - mmaction - INFO - Epoch [94][580/940] lr: 4.000e-04, eta: 1:35:34, time: 1.012, data_time: 0.004, memory: 6440, top1_acc: 0.7424, top5_acc: 0.9027, loss_cls: 1.0205, loss: 1.0205, grad_norm: 4.6154 2020-08-14 03:04:45,505 - mmaction - INFO - Epoch [94][600/940] lr: 4.000e-04, eta: 1:35:15, time: 0.904, data_time: 0.007, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8949, loss_cls: 1.0421, loss: 1.0421, grad_norm: 4.5877 2020-08-14 03:05:05,439 - mmaction - INFO - Epoch [94][620/940] lr: 4.000e-04, eta: 1:34:56, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.7471, top5_acc: 0.8971, loss_cls: 1.0292, loss: 1.0292, grad_norm: 4.5673 2020-08-14 03:05:23,155 - mmaction - INFO - Epoch [94][640/940] lr: 4.000e-04, eta: 1:34:36, time: 0.886, data_time: 0.002, memory: 6440, top1_acc: 0.7482, top5_acc: 0.9064, loss_cls: 1.0174, loss: 1.0174, grad_norm: 4.6308 2020-08-14 03:05:43,121 - mmaction - INFO - Epoch [94][660/940] lr: 4.000e-04, eta: 1:34:17, time: 0.997, data_time: 0.007, memory: 6440, top1_acc: 0.7334, top5_acc: 0.8979, loss_cls: 1.0693, loss: 1.0693, grad_norm: 4.7392 2020-08-14 03:05:59,807 - mmaction - INFO - Epoch [94][680/940] lr: 4.000e-04, eta: 1:33:58, time: 0.832, data_time: 0.005, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8996, loss_cls: 1.0519, loss: 1.0519, grad_norm: 4.7907 2020-08-14 03:06:19,296 - mmaction - INFO - Epoch [94][700/940] lr: 4.000e-04, eta: 1:33:39, time: 0.974, data_time: 0.009, memory: 6440, top1_acc: 0.7496, top5_acc: 0.8969, loss_cls: 1.0310, loss: 1.0310, grad_norm: 4.6330 2020-08-14 03:06:36,076 - mmaction - INFO - Epoch [94][720/940] lr: 4.000e-04, eta: 1:33:20, time: 0.841, data_time: 0.007, memory: 6440, top1_acc: 0.7381, top5_acc: 0.8936, loss_cls: 1.0795, loss: 1.0795, grad_norm: 4.7663 2020-08-14 03:06:54,936 - mmaction - INFO - Epoch [94][740/940] lr: 4.000e-04, eta: 1:33:01, time: 0.945, data_time: 0.006, memory: 6440, top1_acc: 0.7395, top5_acc: 0.9002, loss_cls: 1.0450, loss: 1.0450, grad_norm: 4.6690 2020-08-14 03:07:15,092 - mmaction - INFO - Epoch [94][760/940] lr: 4.000e-04, eta: 1:32:42, time: 1.004, data_time: 0.007, memory: 6440, top1_acc: 0.7393, top5_acc: 0.9039, loss_cls: 1.0350, loss: 1.0350, grad_norm: 4.6723 2020-08-14 03:07:35,147 - mmaction - INFO - Epoch [94][780/940] lr: 4.000e-04, eta: 1:32:22, time: 1.007, data_time: 0.007, memory: 6440, top1_acc: 0.7498, top5_acc: 0.9055, loss_cls: 1.0069, loss: 1.0069, grad_norm: 4.6482 2020-08-14 03:07:53,418 - mmaction - INFO - Epoch [94][800/940] lr: 4.000e-04, eta: 1:32:03, time: 0.907, data_time: 0.006, memory: 6440, top1_acc: 0.7504, top5_acc: 0.9031, loss_cls: 1.0091, loss: 1.0091, grad_norm: 4.5426 2020-08-14 03:08:12,630 - mmaction - INFO - Epoch [94][820/940] lr: 4.000e-04, eta: 1:31:44, time: 0.967, data_time: 0.009, memory: 6440, top1_acc: 0.7531, top5_acc: 0.9010, loss_cls: 1.0124, loss: 1.0124, grad_norm: 4.5640 2020-08-14 03:08:30,713 - mmaction - INFO - Epoch [94][840/940] lr: 4.000e-04, eta: 1:31:25, time: 0.901, data_time: 0.006, memory: 6440, top1_acc: 0.7408, top5_acc: 0.9002, loss_cls: 1.0380, loss: 1.0380, grad_norm: 4.6324 2020-08-14 03:08:51,200 - mmaction - INFO - Epoch [94][860/940] lr: 4.000e-04, eta: 1:31:06, time: 1.026, data_time: 0.007, memory: 6440, top1_acc: 0.7498, top5_acc: 0.9018, loss_cls: 1.0025, loss: 1.0025, grad_norm: 4.5804 2020-08-14 03:09:09,677 - mmaction - INFO - Epoch [94][880/940] lr: 4.000e-04, eta: 1:30:47, time: 0.922, data_time: 0.009, memory: 6440, top1_acc: 0.7422, top5_acc: 0.8977, loss_cls: 1.0502, loss: 1.0502, grad_norm: 4.7388 2020-08-14 03:09:29,862 - mmaction - INFO - Epoch [94][900/940] lr: 4.000e-04, eta: 1:30:28, time: 1.013, data_time: 0.008, memory: 6440, top1_acc: 0.7439, top5_acc: 0.9039, loss_cls: 1.0144, loss: 1.0144, grad_norm: 4.6112 2020-08-14 03:09:47,715 - mmaction - INFO - Epoch [94][920/940] lr: 4.000e-04, eta: 1:30:09, time: 0.890, data_time: 0.004, memory: 6440, top1_acc: 0.7420, top5_acc: 0.9020, loss_cls: 1.0166, loss: 1.0166, grad_norm: 4.6403 2020-08-14 03:10:06,315 - mmaction - INFO - Epoch [94][940/940] lr: 4.000e-04, eta: 1:29:49, time: 0.932, data_time: 0.007, memory: 6440, top1_acc: 0.7407, top5_acc: 0.9026, loss_cls: 1.0419, loss: 1.0419, grad_norm: 4.7490 2020-08-14 03:10:06,687 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-08-14 03:10:33,222 - mmaction - INFO - Epoch [95][20/940] lr: 4.000e-04, eta: 1:29:31, time: 1.289, data_time: 0.536, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9031, loss_cls: 1.0234, loss: 1.0234, grad_norm: 4.7207 2020-08-14 03:10:50,387 - mmaction - INFO - Epoch [95][40/940] lr: 4.000e-04, eta: 1:29:12, time: 0.858, data_time: 0.004, memory: 6440, top1_acc: 0.7459, top5_acc: 0.8969, loss_cls: 1.0304, loss: 1.0304, grad_norm: 4.6994 2020-08-14 03:11:09,483 - mmaction - INFO - Epoch [95][60/940] lr: 4.000e-04, eta: 1:28:52, time: 0.957, data_time: 0.009, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9021, loss_cls: 1.0287, loss: 1.0287, grad_norm: 4.6992 2020-08-14 03:11:27,632 - mmaction - INFO - Epoch [95][80/940] lr: 4.000e-04, eta: 1:28:33, time: 0.905, data_time: 0.006, memory: 6440, top1_acc: 0.7490, top5_acc: 0.9061, loss_cls: 1.0185, loss: 1.0185, grad_norm: 4.6036 2020-08-14 03:11:45,206 - mmaction - INFO - Epoch [95][100/940] lr: 4.000e-04, eta: 1:28:14, time: 0.881, data_time: 0.007, memory: 6440, top1_acc: 0.7379, top5_acc: 0.9027, loss_cls: 1.0254, loss: 1.0254, grad_norm: 4.6537 2020-08-14 03:12:04,836 - mmaction - INFO - Epoch [95][120/940] lr: 4.000e-04, eta: 1:27:55, time: 0.980, data_time: 0.006, memory: 6440, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 0.9952, loss: 0.9952, grad_norm: 4.5354 2020-08-14 03:12:23,209 - mmaction - INFO - Epoch [95][140/940] lr: 4.000e-04, eta: 1:27:36, time: 0.920, data_time: 0.008, memory: 6440, top1_acc: 0.7363, top5_acc: 0.8973, loss_cls: 1.0605, loss: 1.0605, grad_norm: 4.7264 2020-08-14 03:12:42,728 - mmaction - INFO - Epoch [95][160/940] lr: 4.000e-04, eta: 1:27:17, time: 0.973, data_time: 0.008, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9006, loss_cls: 1.0332, loss: 1.0332, grad_norm: 4.6559 2020-08-14 03:13:02,387 - mmaction - INFO - Epoch [95][180/940] lr: 4.000e-04, eta: 1:26:58, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.7396, top5_acc: 0.9014, loss_cls: 1.0425, loss: 1.0425, grad_norm: 4.6922 2020-08-14 03:13:21,821 - mmaction - INFO - Epoch [95][200/940] lr: 4.000e-04, eta: 1:26:39, time: 0.971, data_time: 0.002, memory: 6440, top1_acc: 0.7451, top5_acc: 0.9018, loss_cls: 1.0219, loss: 1.0219, grad_norm: 4.6740 2020-08-14 03:13:40,062 - mmaction - INFO - Epoch [95][220/940] lr: 4.000e-04, eta: 1:26:19, time: 0.908, data_time: 0.006, memory: 6440, top1_acc: 0.7324, top5_acc: 0.9016, loss_cls: 1.0504, loss: 1.0504, grad_norm: 4.7576 2020-08-14 03:13:57,958 - mmaction - INFO - Epoch [95][240/940] lr: 4.000e-04, eta: 1:26:00, time: 0.898, data_time: 0.006, memory: 6440, top1_acc: 0.7467, top5_acc: 0.8996, loss_cls: 1.0255, loss: 1.0255, grad_norm: 4.6058 2020-08-14 03:14:14,881 - mmaction - INFO - Epoch [95][260/940] lr: 4.000e-04, eta: 1:25:41, time: 0.847, data_time: 0.006, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8943, loss_cls: 1.0671, loss: 1.0671, grad_norm: 4.7179 2020-08-14 03:14:35,104 - mmaction - INFO - Epoch [95][280/940] lr: 4.000e-04, eta: 1:25:22, time: 1.006, data_time: 0.007, memory: 6440, top1_acc: 0.7451, top5_acc: 0.8977, loss_cls: 1.0362, loss: 1.0362, grad_norm: 4.6323 2020-08-14 03:14:53,592 - mmaction - INFO - Epoch [95][300/940] lr: 4.000e-04, eta: 1:25:03, time: 0.927, data_time: 0.008, memory: 6440, top1_acc: 0.7568, top5_acc: 0.9051, loss_cls: 1.0087, loss: 1.0087, grad_norm: 4.5746 2020-08-14 03:15:13,849 - mmaction - INFO - Epoch [95][320/940] lr: 4.000e-04, eta: 1:24:44, time: 1.013, data_time: 0.010, memory: 6440, top1_acc: 0.7553, top5_acc: 0.9064, loss_cls: 0.9902, loss: 0.9902, grad_norm: 4.5371 2020-08-14 03:15:33,243 - mmaction - INFO - Epoch [95][340/940] lr: 4.000e-04, eta: 1:24:25, time: 0.973, data_time: 0.007, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8969, loss_cls: 1.0517, loss: 1.0517, grad_norm: 4.7305 2020-08-14 03:15:52,308 - mmaction - INFO - Epoch [95][360/940] lr: 4.000e-04, eta: 1:24:05, time: 0.950, data_time: 0.005, memory: 6440, top1_acc: 0.7525, top5_acc: 0.9064, loss_cls: 0.9954, loss: 0.9954, grad_norm: 4.5566 2020-08-14 03:16:13,046 - mmaction - INFO - Epoch [95][380/940] lr: 4.000e-04, eta: 1:23:46, time: 1.039, data_time: 0.009, memory: 6440, top1_acc: 0.7385, top5_acc: 0.9021, loss_cls: 1.0484, loss: 1.0484, grad_norm: 4.6896 2020-08-14 03:16:31,812 - mmaction - INFO - Epoch [95][400/940] lr: 4.000e-04, eta: 1:23:27, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.7426, top5_acc: 0.9004, loss_cls: 1.0334, loss: 1.0334, grad_norm: 4.6589 2020-08-14 03:16:49,707 - mmaction - INFO - Epoch [95][420/940] lr: 4.000e-04, eta: 1:23:08, time: 0.897, data_time: 0.009, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8982, loss_cls: 1.0390, loss: 1.0390, grad_norm: 4.6715 2020-08-14 03:17:09,252 - mmaction - INFO - Epoch [95][440/940] lr: 4.000e-04, eta: 1:22:49, time: 0.977, data_time: 0.008, memory: 6440, top1_acc: 0.7467, top5_acc: 0.9100, loss_cls: 0.9885, loss: 0.9885, grad_norm: 4.6182 2020-08-14 03:17:27,004 - mmaction - INFO - Epoch [95][460/940] lr: 4.000e-04, eta: 1:22:30, time: 0.888, data_time: 0.004, memory: 6440, top1_acc: 0.7383, top5_acc: 0.8959, loss_cls: 1.0516, loss: 1.0516, grad_norm: 4.7856 2020-08-14 03:17:44,834 - mmaction - INFO - Epoch [95][480/940] lr: 4.000e-04, eta: 1:22:11, time: 0.887, data_time: 0.005, memory: 6440, top1_acc: 0.7436, top5_acc: 0.9041, loss_cls: 1.0112, loss: 1.0112, grad_norm: 4.6700 2020-08-14 03:18:03,332 - mmaction - INFO - Epoch [95][500/940] lr: 4.000e-04, eta: 1:21:52, time: 0.929, data_time: 0.007, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9055, loss_cls: 1.0002, loss: 1.0002, grad_norm: 4.6268 2020-08-14 03:18:23,117 - mmaction - INFO - Epoch [95][520/940] lr: 4.000e-04, eta: 1:21:32, time: 0.989, data_time: 0.005, memory: 6440, top1_acc: 0.7504, top5_acc: 0.9078, loss_cls: 0.9924, loss: 0.9924, grad_norm: 4.5883 2020-08-14 03:18:42,063 - mmaction - INFO - Epoch [95][540/940] lr: 4.000e-04, eta: 1:21:13, time: 0.944, data_time: 0.002, memory: 6440, top1_acc: 0.7465, top5_acc: 0.8969, loss_cls: 1.0211, loss: 1.0211, grad_norm: 4.6516 2020-08-14 03:19:02,969 - mmaction - INFO - Epoch [95][560/940] lr: 4.000e-04, eta: 1:20:54, time: 1.047, data_time: 0.008, memory: 6440, top1_acc: 0.7424, top5_acc: 0.9004, loss_cls: 1.0486, loss: 1.0486, grad_norm: 4.7128 2020-08-14 03:19:20,274 - mmaction - INFO - Epoch [95][580/940] lr: 4.000e-04, eta: 1:20:35, time: 0.868, data_time: 0.008, memory: 6440, top1_acc: 0.7492, top5_acc: 0.9029, loss_cls: 1.0021, loss: 1.0021, grad_norm: 4.6703 2020-08-14 03:19:38,620 - mmaction - INFO - Epoch [95][600/940] lr: 4.000e-04, eta: 1:20:16, time: 0.916, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9039, loss_cls: 1.0125, loss: 1.0125, grad_norm: 4.5924 2020-08-14 03:19:59,220 - mmaction - INFO - Epoch [95][620/940] lr: 4.000e-04, eta: 1:19:57, time: 1.032, data_time: 0.005, memory: 6440, top1_acc: 0.7289, top5_acc: 0.8939, loss_cls: 1.1042, loss: 1.1042, grad_norm: 4.7957 2020-08-14 03:20:18,044 - mmaction - INFO - Epoch [95][640/940] lr: 4.000e-04, eta: 1:19:38, time: 0.939, data_time: 0.006, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8977, loss_cls: 1.0457, loss: 1.0457, grad_norm: 4.6627 2020-08-14 03:20:36,002 - mmaction - INFO - Epoch [95][660/940] lr: 4.000e-04, eta: 1:19:19, time: 0.900, data_time: 0.006, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8941, loss_cls: 1.0453, loss: 1.0453, grad_norm: 4.7644 2020-08-14 03:20:55,701 - mmaction - INFO - Epoch [95][680/940] lr: 4.000e-04, eta: 1:19:00, time: 0.984, data_time: 0.007, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9059, loss_cls: 1.0017, loss: 1.0017, grad_norm: 4.6007 2020-08-14 03:21:14,293 - mmaction - INFO - Epoch [95][700/940] lr: 4.000e-04, eta: 1:18:40, time: 0.931, data_time: 0.005, memory: 6440, top1_acc: 0.7477, top5_acc: 0.8994, loss_cls: 1.0365, loss: 1.0365, grad_norm: 4.6231 2020-08-14 03:21:33,022 - mmaction - INFO - Epoch [95][720/940] lr: 4.000e-04, eta: 1:18:21, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8971, loss_cls: 1.0525, loss: 1.0525, grad_norm: 4.6280 2020-08-14 03:21:50,680 - mmaction - INFO - Epoch [95][740/940] lr: 4.000e-04, eta: 1:18:02, time: 0.884, data_time: 0.007, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9043, loss_cls: 1.0022, loss: 1.0022, grad_norm: 4.6439 2020-08-14 03:22:11,047 - mmaction - INFO - Epoch [95][760/940] lr: 4.000e-04, eta: 1:17:43, time: 1.018, data_time: 0.009, memory: 6440, top1_acc: 0.7393, top5_acc: 0.8959, loss_cls: 1.0702, loss: 1.0702, grad_norm: 4.8115 2020-08-14 03:22:30,120 - mmaction - INFO - Epoch [95][780/940] lr: 4.000e-04, eta: 1:17:24, time: 0.955, data_time: 0.008, memory: 6440, top1_acc: 0.7385, top5_acc: 0.8979, loss_cls: 1.0551, loss: 1.0551, grad_norm: 4.7095 2020-08-14 03:22:48,961 - mmaction - INFO - Epoch [95][800/940] lr: 4.000e-04, eta: 1:17:05, time: 0.940, data_time: 0.008, memory: 6440, top1_acc: 0.7527, top5_acc: 0.9055, loss_cls: 0.9997, loss: 0.9997, grad_norm: 4.6616 2020-08-14 03:23:07,767 - mmaction - INFO - Epoch [95][820/940] lr: 4.000e-04, eta: 1:16:46, time: 0.943, data_time: 0.008, memory: 6440, top1_acc: 0.7488, top5_acc: 0.9051, loss_cls: 1.0107, loss: 1.0107, grad_norm: 4.6639 2020-08-14 03:23:26,946 - mmaction - INFO - Epoch [95][840/940] lr: 4.000e-04, eta: 1:16:27, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7551, top5_acc: 0.9057, loss_cls: 0.9937, loss: 0.9937, grad_norm: 4.6235 2020-08-14 03:23:45,959 - mmaction - INFO - Epoch [95][860/940] lr: 4.000e-04, eta: 1:16:07, time: 0.950, data_time: 0.009, memory: 6440, top1_acc: 0.7471, top5_acc: 0.9043, loss_cls: 1.0151, loss: 1.0151, grad_norm: 4.6389 2020-08-14 03:24:04,848 - mmaction - INFO - Epoch [95][880/940] lr: 4.000e-04, eta: 1:15:48, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.7434, top5_acc: 0.8998, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.7297 2020-08-14 03:24:23,900 - mmaction - INFO - Epoch [95][900/940] lr: 4.000e-04, eta: 1:15:29, time: 0.950, data_time: 0.009, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9002, loss_cls: 1.0428, loss: 1.0428, grad_norm: 4.6920 2020-08-14 03:24:42,364 - mmaction - INFO - Epoch [95][920/940] lr: 4.000e-04, eta: 1:15:10, time: 0.928, data_time: 0.008, memory: 6440, top1_acc: 0.7342, top5_acc: 0.8900, loss_cls: 1.0742, loss: 1.0742, grad_norm: 4.7766 2020-08-14 03:25:00,342 - mmaction - INFO - Epoch [95][940/940] lr: 4.000e-04, eta: 1:14:51, time: 0.895, data_time: 0.006, memory: 6440, top1_acc: 0.7346, top5_acc: 0.8963, loss_cls: 1.0804, loss: 1.0804, grad_norm: 4.7047 2020-08-14 03:25:00,595 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-08-14 03:25:24,092 - mmaction - INFO - Epoch [96][20/940] lr: 4.000e-04, eta: 1:14:32, time: 1.149, data_time: 0.429, memory: 6440, top1_acc: 0.7396, top5_acc: 0.9018, loss_cls: 1.0459, loss: 1.0459, grad_norm: 4.7264 2020-08-14 03:25:40,201 - mmaction - INFO - Epoch [96][40/940] lr: 4.000e-04, eta: 1:14:13, time: 0.804, data_time: 0.007, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9104, loss_cls: 0.9898, loss: 0.9898, grad_norm: 4.6183 2020-08-14 03:25:57,719 - mmaction - INFO - Epoch [96][60/940] lr: 4.000e-04, eta: 1:13:53, time: 0.877, data_time: 0.006, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8963, loss_cls: 1.0644, loss: 1.0644, grad_norm: 4.7443 2020-08-14 03:26:17,538 - mmaction - INFO - Epoch [96][80/940] lr: 4.000e-04, eta: 1:13:34, time: 0.990, data_time: 0.006, memory: 6440, top1_acc: 0.7477, top5_acc: 0.9084, loss_cls: 1.0137, loss: 1.0137, grad_norm: 4.6369 2020-08-14 03:26:37,311 - mmaction - INFO - Epoch [96][100/940] lr: 4.000e-04, eta: 1:13:15, time: 0.991, data_time: 0.008, memory: 6440, top1_acc: 0.7494, top5_acc: 0.9066, loss_cls: 1.0121, loss: 1.0121, grad_norm: 4.7125 2020-08-14 03:26:55,796 - mmaction - INFO - Epoch [96][120/940] lr: 4.000e-04, eta: 1:12:56, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.7443, top5_acc: 0.8965, loss_cls: 1.0435, loss: 1.0435, grad_norm: 4.7199 2020-08-14 03:27:13,238 - mmaction - INFO - Epoch [96][140/940] lr: 4.000e-04, eta: 1:12:37, time: 0.875, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.9057, loss_cls: 1.0017, loss: 1.0017, grad_norm: 4.6802 2020-08-14 03:27:29,989 - mmaction - INFO - Epoch [96][160/940] lr: 4.000e-04, eta: 1:12:18, time: 0.836, data_time: 0.008, memory: 6440, top1_acc: 0.7469, top5_acc: 0.9035, loss_cls: 1.0079, loss: 1.0079, grad_norm: 4.6726 2020-08-14 03:27:52,008 - mmaction - INFO - Epoch [96][180/940] lr: 4.000e-04, eta: 1:11:59, time: 1.101, data_time: 0.007, memory: 6440, top1_acc: 0.7418, top5_acc: 0.9000, loss_cls: 1.0430, loss: 1.0430, grad_norm: 4.6927 2020-08-14 03:28:08,188 - mmaction - INFO - Epoch [96][200/940] lr: 4.000e-04, eta: 1:11:40, time: 0.811, data_time: 0.007, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9018, loss_cls: 1.0191, loss: 1.0191, grad_norm: 4.7185 2020-08-14 03:28:26,065 - mmaction - INFO - Epoch [96][220/940] lr: 4.000e-04, eta: 1:11:20, time: 0.891, data_time: 0.006, memory: 6440, top1_acc: 0.7412, top5_acc: 0.9004, loss_cls: 1.0314, loss: 1.0314, grad_norm: 4.6880 2020-08-14 03:28:45,848 - mmaction - INFO - Epoch [96][240/940] lr: 4.000e-04, eta: 1:11:01, time: 0.993, data_time: 0.007, memory: 6440, top1_acc: 0.7428, top5_acc: 0.8992, loss_cls: 1.0187, loss: 1.0187, grad_norm: 4.6002 2020-08-14 03:29:05,168 - mmaction - INFO - Epoch [96][260/940] lr: 4.000e-04, eta: 1:10:42, time: 0.965, data_time: 0.004, memory: 6440, top1_acc: 0.7381, top5_acc: 0.9029, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.7622 2020-08-14 03:29:24,981 - mmaction - INFO - Epoch [96][280/940] lr: 4.000e-04, eta: 1:10:23, time: 0.989, data_time: 0.006, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9025, loss_cls: 1.0019, loss: 1.0019, grad_norm: 4.6181 2020-08-14 03:29:45,227 - mmaction - INFO - Epoch [96][300/940] lr: 4.000e-04, eta: 1:10:04, time: 1.014, data_time: 0.006, memory: 6440, top1_acc: 0.7449, top5_acc: 0.8959, loss_cls: 1.0547, loss: 1.0547, grad_norm: 4.7873 2020-08-14 03:30:04,414 - mmaction - INFO - Epoch [96][320/940] lr: 4.000e-04, eta: 1:09:45, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.7436, top5_acc: 0.9010, loss_cls: 1.0356, loss: 1.0356, grad_norm: 4.6859 2020-08-14 03:30:24,365 - mmaction - INFO - Epoch [96][340/940] lr: 4.000e-04, eta: 1:09:26, time: 0.998, data_time: 0.003, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9037, loss_cls: 1.0120, loss: 1.0120, grad_norm: 4.6407 2020-08-14 03:30:42,535 - mmaction - INFO - Epoch [96][360/940] lr: 4.000e-04, eta: 1:09:07, time: 0.906, data_time: 0.006, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8967, loss_cls: 1.0278, loss: 1.0278, grad_norm: 4.6957 2020-08-14 03:31:02,201 - mmaction - INFO - Epoch [96][380/940] lr: 4.000e-04, eta: 1:08:48, time: 0.985, data_time: 0.008, memory: 6440, top1_acc: 0.7518, top5_acc: 0.9053, loss_cls: 1.0125, loss: 1.0125, grad_norm: 4.6739 2020-08-14 03:31:20,907 - mmaction - INFO - Epoch [96][400/940] lr: 4.000e-04, eta: 1:08:28, time: 0.933, data_time: 0.005, memory: 6440, top1_acc: 0.7469, top5_acc: 0.8979, loss_cls: 1.0425, loss: 1.0425, grad_norm: 4.7119 2020-08-14 03:31:40,495 - mmaction - INFO - Epoch [96][420/940] lr: 4.000e-04, eta: 1:08:09, time: 0.981, data_time: 0.007, memory: 6440, top1_acc: 0.7451, top5_acc: 0.9062, loss_cls: 1.0034, loss: 1.0034, grad_norm: 4.7151 2020-08-14 03:32:00,750 - mmaction - INFO - Epoch [96][440/940] lr: 4.000e-04, eta: 1:07:50, time: 1.009, data_time: 0.008, memory: 6440, top1_acc: 0.7314, top5_acc: 0.8982, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.7022 2020-08-14 03:32:20,689 - mmaction - INFO - Epoch [96][460/940] lr: 4.000e-04, eta: 1:07:31, time: 1.001, data_time: 0.008, memory: 6440, top1_acc: 0.7492, top5_acc: 0.8936, loss_cls: 1.0404, loss: 1.0404, grad_norm: 4.6924 2020-08-14 03:32:40,281 - mmaction - INFO - Epoch [96][480/940] lr: 4.000e-04, eta: 1:07:12, time: 0.975, data_time: 0.006, memory: 6440, top1_acc: 0.7441, top5_acc: 0.8986, loss_cls: 1.0190, loss: 1.0190, grad_norm: 4.6737 2020-08-14 03:32:59,691 - mmaction - INFO - Epoch [96][500/940] lr: 4.000e-04, eta: 1:06:53, time: 0.975, data_time: 0.007, memory: 6440, top1_acc: 0.7418, top5_acc: 0.9059, loss_cls: 1.0331, loss: 1.0331, grad_norm: 4.7477 2020-08-14 03:33:19,118 - mmaction - INFO - Epoch [96][520/940] lr: 4.000e-04, eta: 1:06:34, time: 0.971, data_time: 0.002, memory: 6440, top1_acc: 0.7355, top5_acc: 0.8994, loss_cls: 1.0476, loss: 1.0476, grad_norm: 4.7399 2020-08-14 03:33:36,496 - mmaction - INFO - Epoch [96][540/940] lr: 4.000e-04, eta: 1:06:15, time: 0.867, data_time: 0.009, memory: 6440, top1_acc: 0.7439, top5_acc: 0.9025, loss_cls: 1.0399, loss: 1.0399, grad_norm: 4.7060 2020-08-14 03:33:58,318 - mmaction - INFO - Epoch [96][560/940] lr: 4.000e-04, eta: 1:05:56, time: 1.093, data_time: 0.006, memory: 6440, top1_acc: 0.7377, top5_acc: 0.8926, loss_cls: 1.0674, loss: 1.0674, grad_norm: 4.8008 2020-08-14 03:34:18,313 - mmaction - INFO - Epoch [96][580/940] lr: 4.000e-04, eta: 1:05:37, time: 0.997, data_time: 0.005, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9057, loss_cls: 1.0234, loss: 1.0234, grad_norm: 4.6486 2020-08-14 03:34:36,240 - mmaction - INFO - Epoch [96][600/940] lr: 4.000e-04, eta: 1:05:18, time: 0.897, data_time: 0.007, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8998, loss_cls: 1.0305, loss: 1.0305, grad_norm: 4.6373 2020-08-14 03:34:55,494 - mmaction - INFO - Epoch [96][620/940] lr: 4.000e-04, eta: 1:04:58, time: 0.963, data_time: 0.007, memory: 6440, top1_acc: 0.7430, top5_acc: 0.8959, loss_cls: 1.0450, loss: 1.0450, grad_norm: 4.7486 2020-08-14 03:35:15,908 - mmaction - INFO - Epoch [96][640/940] lr: 4.000e-04, eta: 1:04:39, time: 1.022, data_time: 0.007, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8949, loss_cls: 1.0532, loss: 1.0532, grad_norm: 4.7832 2020-08-14 03:35:33,805 - mmaction - INFO - Epoch [96][660/940] lr: 4.000e-04, eta: 1:04:20, time: 0.894, data_time: 0.002, memory: 6440, top1_acc: 0.7449, top5_acc: 0.9016, loss_cls: 1.0219, loss: 1.0219, grad_norm: 4.5889 2020-08-14 03:35:52,106 - mmaction - INFO - Epoch [96][680/940] lr: 4.000e-04, eta: 1:04:01, time: 0.912, data_time: 0.006, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9029, loss_cls: 1.0571, loss: 1.0571, grad_norm: 4.7604 2020-08-14 03:36:10,232 - mmaction - INFO - Epoch [96][700/940] lr: 4.000e-04, eta: 1:03:42, time: 0.908, data_time: 0.008, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9029, loss_cls: 1.0041, loss: 1.0041, grad_norm: 4.5763 2020-08-14 03:36:30,819 - mmaction - INFO - Epoch [96][720/940] lr: 4.000e-04, eta: 1:03:23, time: 1.029, data_time: 0.008, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8973, loss_cls: 1.0461, loss: 1.0461, grad_norm: 4.7081 2020-08-14 03:36:49,421 - mmaction - INFO - Epoch [96][740/940] lr: 4.000e-04, eta: 1:03:04, time: 0.932, data_time: 0.005, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9045, loss_cls: 1.0120, loss: 1.0120, grad_norm: 4.6906 2020-08-14 03:37:06,189 - mmaction - INFO - Epoch [96][760/940] lr: 4.000e-04, eta: 1:02:45, time: 0.836, data_time: 0.009, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9020, loss_cls: 1.0422, loss: 1.0422, grad_norm: 4.6491 2020-08-14 03:37:27,550 - mmaction - INFO - Epoch [96][780/940] lr: 4.000e-04, eta: 1:02:26, time: 1.069, data_time: 0.005, memory: 6440, top1_acc: 0.7498, top5_acc: 0.9059, loss_cls: 1.0162, loss: 1.0162, grad_norm: 4.6632 2020-08-14 03:37:48,324 - mmaction - INFO - Epoch [96][800/940] lr: 4.000e-04, eta: 1:02:06, time: 1.035, data_time: 0.006, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8971, loss_cls: 1.0639, loss: 1.0639, grad_norm: 4.7029 2020-08-14 03:38:06,569 - mmaction - INFO - Epoch [96][820/940] lr: 4.000e-04, eta: 1:01:47, time: 0.917, data_time: 0.008, memory: 6440, top1_acc: 0.7379, top5_acc: 0.8984, loss_cls: 1.0519, loss: 1.0519, grad_norm: 4.6892 2020-08-14 03:38:27,554 - mmaction - INFO - Epoch [96][840/940] lr: 4.000e-04, eta: 1:01:28, time: 1.045, data_time: 0.006, memory: 6440, top1_acc: 0.7447, top5_acc: 0.8988, loss_cls: 1.0496, loss: 1.0496, grad_norm: 4.7107 2020-08-14 03:38:47,423 - mmaction - INFO - Epoch [96][860/940] lr: 4.000e-04, eta: 1:01:09, time: 0.995, data_time: 0.009, memory: 6440, top1_acc: 0.7363, top5_acc: 0.9027, loss_cls: 1.0397, loss: 1.0397, grad_norm: 4.7679 2020-08-14 03:39:06,519 - mmaction - INFO - Epoch [96][880/940] lr: 4.000e-04, eta: 1:00:50, time: 0.953, data_time: 0.008, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9029, loss_cls: 1.0069, loss: 1.0069, grad_norm: 4.7176 2020-08-14 03:39:26,119 - mmaction - INFO - Epoch [96][900/940] lr: 4.000e-04, eta: 1:00:31, time: 0.984, data_time: 0.008, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9059, loss_cls: 1.0076, loss: 1.0076, grad_norm: 4.7345 2020-08-14 03:39:45,265 - mmaction - INFO - Epoch [96][920/940] lr: 4.000e-04, eta: 1:00:12, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.7500, top5_acc: 0.9055, loss_cls: 1.0119, loss: 1.0119, grad_norm: 4.6708 2020-08-14 03:40:01,611 - mmaction - INFO - Epoch [96][940/940] lr: 4.000e-04, eta: 0:59:53, time: 0.815, data_time: 0.002, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8979, loss_cls: 1.0602, loss: 1.0602, grad_norm: 4.8082 2020-08-14 03:40:01,905 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-08-14 03:40:27,773 - mmaction - INFO - Epoch [97][20/940] lr: 4.000e-04, eta: 0:59:34, time: 1.268, data_time: 0.428, memory: 6440, top1_acc: 0.7561, top5_acc: 0.9051, loss_cls: 0.9944, loss: 0.9944, grad_norm: 4.5810 2020-08-14 03:40:44,384 - mmaction - INFO - Epoch [97][40/940] lr: 4.000e-04, eta: 0:59:15, time: 0.828, data_time: 0.006, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9021, loss_cls: 1.0257, loss: 1.0257, grad_norm: 4.7383 2020-08-14 03:41:00,974 - mmaction - INFO - Epoch [97][60/940] lr: 4.000e-04, eta: 0:58:55, time: 0.832, data_time: 0.008, memory: 6440, top1_acc: 0.7494, top5_acc: 0.9045, loss_cls: 1.0089, loss: 1.0089, grad_norm: 4.6365 2020-08-14 03:41:19,456 - mmaction - INFO - Epoch [97][80/940] lr: 4.000e-04, eta: 0:58:36, time: 0.924, data_time: 0.006, memory: 6440, top1_acc: 0.7572, top5_acc: 0.9023, loss_cls: 0.9991, loss: 0.9991, grad_norm: 4.6155 2020-08-14 03:41:38,330 - mmaction - INFO - Epoch [97][100/940] lr: 4.000e-04, eta: 0:58:17, time: 0.941, data_time: 0.003, memory: 6440, top1_acc: 0.7422, top5_acc: 0.8965, loss_cls: 1.0516, loss: 1.0516, grad_norm: 4.7604 2020-08-14 03:41:57,836 - mmaction - INFO - Epoch [97][120/940] lr: 4.000e-04, eta: 0:57:58, time: 0.977, data_time: 0.007, memory: 6440, top1_acc: 0.7424, top5_acc: 0.9033, loss_cls: 1.0301, loss: 1.0301, grad_norm: 4.6866 2020-08-14 03:42:17,390 - mmaction - INFO - Epoch [97][140/940] lr: 4.000e-04, eta: 0:57:39, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.7441, top5_acc: 0.8932, loss_cls: 1.0566, loss: 1.0566, grad_norm: 4.6941 2020-08-14 03:42:37,493 - mmaction - INFO - Epoch [97][160/940] lr: 4.000e-04, eta: 0:57:20, time: 1.003, data_time: 0.002, memory: 6440, top1_acc: 0.7402, top5_acc: 0.9053, loss_cls: 1.0178, loss: 1.0178, grad_norm: 4.7545 2020-08-14 03:42:57,234 - mmaction - INFO - Epoch [97][180/940] lr: 4.000e-04, eta: 0:57:01, time: 0.987, data_time: 0.009, memory: 6440, top1_acc: 0.7387, top5_acc: 0.9043, loss_cls: 1.0306, loss: 1.0306, grad_norm: 4.7665 2020-08-14 03:43:18,004 - mmaction - INFO - Epoch [97][200/940] lr: 4.000e-04, eta: 0:56:42, time: 1.040, data_time: 0.010, memory: 6440, top1_acc: 0.7492, top5_acc: 0.9062, loss_cls: 1.0059, loss: 1.0059, grad_norm: 4.6622 2020-08-14 03:43:37,234 - mmaction - INFO - Epoch [97][220/940] lr: 4.000e-04, eta: 0:56:23, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.7404, top5_acc: 0.8971, loss_cls: 1.0656, loss: 1.0656, grad_norm: 4.7327 2020-08-14 03:43:55,980 - mmaction - INFO - Epoch [97][240/940] lr: 4.000e-04, eta: 0:56:03, time: 0.944, data_time: 0.009, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9070, loss_cls: 1.0026, loss: 1.0026, grad_norm: 4.6652 2020-08-14 03:44:15,408 - mmaction - INFO - Epoch [97][260/940] lr: 4.000e-04, eta: 0:55:44, time: 0.971, data_time: 0.004, memory: 6440, top1_acc: 0.7418, top5_acc: 0.8998, loss_cls: 1.0288, loss: 1.0288, grad_norm: 4.7180 2020-08-14 03:44:36,391 - mmaction - INFO - Epoch [97][280/940] lr: 4.000e-04, eta: 0:55:25, time: 1.050, data_time: 0.005, memory: 6440, top1_acc: 0.7402, top5_acc: 0.8984, loss_cls: 1.0579, loss: 1.0579, grad_norm: 4.7170 2020-08-14 03:44:55,899 - mmaction - INFO - Epoch [97][300/940] lr: 4.000e-04, eta: 0:55:06, time: 0.974, data_time: 0.005, memory: 6440, top1_acc: 0.7486, top5_acc: 0.9104, loss_cls: 1.0102, loss: 1.0102, grad_norm: 4.8149 2020-08-14 03:45:14,717 - mmaction - INFO - Epoch [97][320/940] lr: 4.000e-04, eta: 0:54:47, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.7443, top5_acc: 0.8998, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.6656 2020-08-14 03:45:34,968 - mmaction - INFO - Epoch [97][340/940] lr: 4.000e-04, eta: 0:54:28, time: 1.010, data_time: 0.009, memory: 6440, top1_acc: 0.7408, top5_acc: 0.9012, loss_cls: 1.0410, loss: 1.0410, grad_norm: 4.7064 2020-08-14 03:45:53,401 - mmaction - INFO - Epoch [97][360/940] lr: 4.000e-04, eta: 0:54:09, time: 0.925, data_time: 0.007, memory: 6440, top1_acc: 0.7527, top5_acc: 0.9053, loss_cls: 1.0119, loss: 1.0119, grad_norm: 4.6681 2020-08-14 03:46:12,219 - mmaction - INFO - Epoch [97][380/940] lr: 4.000e-04, eta: 0:53:50, time: 0.938, data_time: 0.009, memory: 6440, top1_acc: 0.7416, top5_acc: 0.9037, loss_cls: 1.0332, loss: 1.0332, grad_norm: 4.7515 2020-08-14 03:46:32,272 - mmaction - INFO - Epoch [97][400/940] lr: 4.000e-04, eta: 0:53:31, time: 1.005, data_time: 0.007, memory: 6440, top1_acc: 0.7477, top5_acc: 0.9037, loss_cls: 1.0334, loss: 1.0334, grad_norm: 4.7161 2020-08-14 03:46:50,733 - mmaction - INFO - Epoch [97][420/940] lr: 4.000e-04, eta: 0:53:12, time: 0.922, data_time: 0.005, memory: 6440, top1_acc: 0.7336, top5_acc: 0.9021, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.7679 2020-08-14 03:47:09,251 - mmaction - INFO - Epoch [97][440/940] lr: 4.000e-04, eta: 0:52:52, time: 0.927, data_time: 0.005, memory: 6440, top1_acc: 0.7461, top5_acc: 0.8990, loss_cls: 1.0251, loss: 1.0251, grad_norm: 4.6624 2020-08-14 03:47:27,784 - mmaction - INFO - Epoch [97][460/940] lr: 4.000e-04, eta: 0:52:33, time: 0.923, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9029, loss_cls: 1.0312, loss: 1.0312, grad_norm: 4.7027 2020-08-14 03:47:47,111 - mmaction - INFO - Epoch [97][480/940] lr: 4.000e-04, eta: 0:52:14, time: 0.970, data_time: 0.007, memory: 6440, top1_acc: 0.7430, top5_acc: 0.9049, loss_cls: 1.0219, loss: 1.0219, grad_norm: 4.8163 2020-08-14 03:48:04,984 - mmaction - INFO - Epoch [97][500/940] lr: 4.000e-04, eta: 0:51:55, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.7436, top5_acc: 0.9020, loss_cls: 1.0323, loss: 1.0323, grad_norm: 4.8040 2020-08-14 03:48:24,109 - mmaction - INFO - Epoch [97][520/940] lr: 4.000e-04, eta: 0:51:36, time: 0.957, data_time: 0.006, memory: 6440, top1_acc: 0.7406, top5_acc: 0.9020, loss_cls: 1.0275, loss: 1.0275, grad_norm: 4.6547 2020-08-14 03:48:43,480 - mmaction - INFO - Epoch [97][540/940] lr: 4.000e-04, eta: 0:51:17, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.7568, top5_acc: 0.9096, loss_cls: 0.9866, loss: 0.9866, grad_norm: 4.6164 2020-08-14 03:49:01,469 - mmaction - INFO - Epoch [97][560/940] lr: 4.000e-04, eta: 0:50:58, time: 0.903, data_time: 0.008, memory: 6440, top1_acc: 0.7439, top5_acc: 0.9006, loss_cls: 1.0291, loss: 1.0291, grad_norm: 4.6991 2020-08-14 03:49:19,636 - mmaction - INFO - Epoch [97][580/940] lr: 4.000e-04, eta: 0:50:39, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.7402, top5_acc: 0.8994, loss_cls: 1.0325, loss: 1.0325, grad_norm: 4.6408 2020-08-14 03:49:39,527 - mmaction - INFO - Epoch [97][600/940] lr: 4.000e-04, eta: 0:50:19, time: 0.998, data_time: 0.007, memory: 6440, top1_acc: 0.7373, top5_acc: 0.8949, loss_cls: 1.0582, loss: 1.0582, grad_norm: 4.7870 2020-08-14 03:49:58,597 - mmaction - INFO - Epoch [97][620/940] lr: 4.000e-04, eta: 0:50:00, time: 0.948, data_time: 0.006, memory: 6440, top1_acc: 0.7500, top5_acc: 0.9070, loss_cls: 1.0017, loss: 1.0017, grad_norm: 4.6959 2020-08-14 03:50:16,464 - mmaction - INFO - Epoch [97][640/940] lr: 4.000e-04, eta: 0:49:41, time: 0.894, data_time: 0.008, memory: 6440, top1_acc: 0.7527, top5_acc: 0.9051, loss_cls: 0.9974, loss: 0.9974, grad_norm: 4.5726 2020-08-14 03:50:35,722 - mmaction - INFO - Epoch [97][660/940] lr: 4.000e-04, eta: 0:49:22, time: 0.966, data_time: 0.006, memory: 6440, top1_acc: 0.7365, top5_acc: 0.9057, loss_cls: 1.0366, loss: 1.0366, grad_norm: 4.6996 2020-08-14 03:50:54,942 - mmaction - INFO - Epoch [97][680/940] lr: 4.000e-04, eta: 0:49:03, time: 0.961, data_time: 0.008, memory: 6440, top1_acc: 0.7457, top5_acc: 0.9002, loss_cls: 1.0292, loss: 1.0292, grad_norm: 4.7469 2020-08-14 03:51:13,107 - mmaction - INFO - Epoch [97][700/940] lr: 4.000e-04, eta: 0:48:44, time: 0.908, data_time: 0.005, memory: 6440, top1_acc: 0.7289, top5_acc: 0.8979, loss_cls: 1.0562, loss: 1.0562, grad_norm: 4.7562 2020-08-14 03:51:33,356 - mmaction - INFO - Epoch [97][720/940] lr: 4.000e-04, eta: 0:48:25, time: 1.014, data_time: 0.007, memory: 6440, top1_acc: 0.7459, top5_acc: 0.9047, loss_cls: 1.0239, loss: 1.0239, grad_norm: 4.7320 2020-08-14 03:51:51,790 - mmaction - INFO - Epoch [97][740/940] lr: 4.000e-04, eta: 0:48:06, time: 0.920, data_time: 0.007, memory: 6440, top1_acc: 0.7486, top5_acc: 0.9029, loss_cls: 1.0220, loss: 1.0220, grad_norm: 4.6045 2020-08-14 03:52:12,233 - mmaction - INFO - Epoch [97][760/940] lr: 4.000e-04, eta: 0:47:47, time: 1.024, data_time: 0.005, memory: 6440, top1_acc: 0.7416, top5_acc: 0.8955, loss_cls: 1.0585, loss: 1.0585, grad_norm: 4.8220 2020-08-14 03:52:30,504 - mmaction - INFO - Epoch [97][780/940] lr: 4.000e-04, eta: 0:47:27, time: 0.909, data_time: 0.005, memory: 6440, top1_acc: 0.7510, top5_acc: 0.9020, loss_cls: 1.0130, loss: 1.0130, grad_norm: 4.6730 2020-08-14 03:52:50,326 - mmaction - INFO - Epoch [97][800/940] lr: 4.000e-04, eta: 0:47:08, time: 0.996, data_time: 0.007, memory: 6440, top1_acc: 0.7443, top5_acc: 0.9027, loss_cls: 1.0344, loss: 1.0344, grad_norm: 4.7594 2020-08-14 03:53:09,086 - mmaction - INFO - Epoch [97][820/940] lr: 4.000e-04, eta: 0:46:49, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.7344, top5_acc: 0.8977, loss_cls: 1.0567, loss: 1.0567, grad_norm: 4.7363 2020-08-14 03:53:27,961 - mmaction - INFO - Epoch [97][840/940] lr: 4.000e-04, eta: 0:46:30, time: 0.945, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9035, loss_cls: 1.0056, loss: 1.0056, grad_norm: 4.7315 2020-08-14 03:53:47,305 - mmaction - INFO - Epoch [97][860/940] lr: 4.000e-04, eta: 0:46:11, time: 0.966, data_time: 0.005, memory: 6440, top1_acc: 0.7500, top5_acc: 0.9066, loss_cls: 1.0081, loss: 1.0081, grad_norm: 4.6939 2020-08-14 03:54:06,727 - mmaction - INFO - Epoch [97][880/940] lr: 4.000e-04, eta: 0:45:52, time: 0.972, data_time: 0.005, memory: 6440, top1_acc: 0.7529, top5_acc: 0.9010, loss_cls: 1.0065, loss: 1.0065, grad_norm: 4.5881 2020-08-14 03:54:26,965 - mmaction - INFO - Epoch [97][900/940] lr: 4.000e-04, eta: 0:45:33, time: 1.012, data_time: 0.006, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9070, loss_cls: 1.0086, loss: 1.0086, grad_norm: 4.6974 2020-08-14 03:54:46,222 - mmaction - INFO - Epoch [97][920/940] lr: 4.000e-04, eta: 0:45:14, time: 0.958, data_time: 0.005, memory: 6440, top1_acc: 0.7402, top5_acc: 0.9021, loss_cls: 1.0473, loss: 1.0473, grad_norm: 4.6709 2020-08-14 03:55:04,145 - mmaction - INFO - Epoch [97][940/940] lr: 4.000e-04, eta: 0:44:54, time: 0.901, data_time: 0.008, memory: 6440, top1_acc: 0.7354, top5_acc: 0.8935, loss_cls: 1.0815, loss: 1.0815, grad_norm: 4.8256 2020-08-14 03:55:04,439 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-08-14 03:55:29,220 - mmaction - INFO - Epoch [98][20/940] lr: 4.000e-04, eta: 0:44:36, time: 1.213, data_time: 0.405, memory: 6440, top1_acc: 0.7434, top5_acc: 0.8988, loss_cls: 1.0549, loss: 1.0549, grad_norm: 4.8287 2020-08-14 03:55:47,874 - mmaction - INFO - Epoch [98][40/940] lr: 4.000e-04, eta: 0:44:16, time: 0.930, data_time: 0.005, memory: 6440, top1_acc: 0.7504, top5_acc: 0.8990, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.6749 2020-08-14 03:56:05,680 - mmaction - INFO - Epoch [98][60/940] lr: 4.000e-04, eta: 0:43:57, time: 0.891, data_time: 0.007, memory: 6440, top1_acc: 0.7422, top5_acc: 0.9068, loss_cls: 1.0012, loss: 1.0012, grad_norm: 4.6708 2020-08-14 03:56:26,359 - mmaction - INFO - Epoch [98][80/940] lr: 4.000e-04, eta: 0:43:38, time: 1.034, data_time: 0.007, memory: 6440, top1_acc: 0.7436, top5_acc: 0.8979, loss_cls: 1.0304, loss: 1.0304, grad_norm: 4.6950 2020-08-14 03:56:45,689 - mmaction - INFO - Epoch [98][100/940] lr: 4.000e-04, eta: 0:43:19, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.7422, top5_acc: 0.8971, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.8183 2020-08-14 03:57:02,641 - mmaction - INFO - Epoch [98][120/940] lr: 4.000e-04, eta: 0:43:00, time: 0.847, data_time: 0.003, memory: 6440, top1_acc: 0.7527, top5_acc: 0.9020, loss_cls: 1.0113, loss: 1.0113, grad_norm: 4.6563 2020-08-14 03:57:23,452 - mmaction - INFO - Epoch [98][140/940] lr: 4.000e-04, eta: 0:42:41, time: 1.037, data_time: 0.007, memory: 6440, top1_acc: 0.7512, top5_acc: 0.9008, loss_cls: 1.0039, loss: 1.0039, grad_norm: 4.5583 2020-08-14 03:57:41,824 - mmaction - INFO - Epoch [98][160/940] lr: 4.000e-04, eta: 0:42:22, time: 0.919, data_time: 0.006, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9037, loss_cls: 1.0058, loss: 1.0058, grad_norm: 4.6576 2020-08-14 03:58:00,536 - mmaction - INFO - Epoch [98][180/940] lr: 4.000e-04, eta: 0:42:03, time: 0.935, data_time: 0.008, memory: 6440, top1_acc: 0.7541, top5_acc: 0.9055, loss_cls: 1.0019, loss: 1.0019, grad_norm: 4.6059 2020-08-14 03:58:22,152 - mmaction - INFO - Epoch [98][200/940] lr: 4.000e-04, eta: 0:41:44, time: 1.082, data_time: 0.009, memory: 6440, top1_acc: 0.7459, top5_acc: 0.9027, loss_cls: 1.0212, loss: 1.0212, grad_norm: 4.7215 2020-08-14 03:58:38,922 - mmaction - INFO - Epoch [98][220/940] lr: 4.000e-04, eta: 0:41:24, time: 0.839, data_time: 0.004, memory: 6440, top1_acc: 0.7482, top5_acc: 0.9043, loss_cls: 1.0161, loss: 1.0161, grad_norm: 4.7352 2020-08-14 03:58:59,609 - mmaction - INFO - Epoch [98][240/940] lr: 4.000e-04, eta: 0:41:05, time: 1.033, data_time: 0.006, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8953, loss_cls: 1.0553, loss: 1.0553, grad_norm: 4.7475 2020-08-14 03:59:19,534 - mmaction - INFO - Epoch [98][260/940] lr: 4.000e-04, eta: 0:40:46, time: 0.998, data_time: 0.005, memory: 6440, top1_acc: 0.7461, top5_acc: 0.9051, loss_cls: 1.0066, loss: 1.0066, grad_norm: 4.6806 2020-08-14 03:59:37,393 - mmaction - INFO - Epoch [98][280/940] lr: 4.000e-04, eta: 0:40:27, time: 0.892, data_time: 0.006, memory: 6440, top1_acc: 0.7588, top5_acc: 0.9041, loss_cls: 1.0047, loss: 1.0047, grad_norm: 4.5910 2020-08-14 03:59:57,935 - mmaction - INFO - Epoch [98][300/940] lr: 4.000e-04, eta: 0:40:08, time: 1.025, data_time: 0.005, memory: 6440, top1_acc: 0.7455, top5_acc: 0.8994, loss_cls: 1.0184, loss: 1.0184, grad_norm: 4.6931 2020-08-14 04:00:22,182 - mmaction - INFO - Epoch [98][320/940] lr: 4.000e-04, eta: 0:39:49, time: 1.205, data_time: 0.010, memory: 6440, top1_acc: 0.7432, top5_acc: 0.9049, loss_cls: 1.0374, loss: 1.0374, grad_norm: 4.7067 2020-08-14 04:00:41,325 - mmaction - INFO - Epoch [98][340/940] lr: 4.000e-04, eta: 0:39:30, time: 0.968, data_time: 0.023, memory: 6440, top1_acc: 0.7445, top5_acc: 0.9035, loss_cls: 1.0196, loss: 1.0196, grad_norm: 4.7556 2020-08-14 04:00:59,125 - mmaction - INFO - Epoch [98][360/940] lr: 4.000e-04, eta: 0:39:11, time: 0.888, data_time: 0.005, memory: 6440, top1_acc: 0.7426, top5_acc: 0.8967, loss_cls: 1.0470, loss: 1.0470, grad_norm: 4.6936 2020-08-14 04:01:18,088 - mmaction - INFO - Epoch [98][380/940] lr: 4.000e-04, eta: 0:38:52, time: 0.949, data_time: 0.007, memory: 6440, top1_acc: 0.7561, top5_acc: 0.9064, loss_cls: 0.9976, loss: 0.9976, grad_norm: 4.6230 2020-08-14 04:01:39,788 - mmaction - INFO - Epoch [98][400/940] lr: 4.000e-04, eta: 0:38:33, time: 1.084, data_time: 0.006, memory: 6440, top1_acc: 0.7568, top5_acc: 0.9094, loss_cls: 0.9714, loss: 0.9714, grad_norm: 4.5870 2020-08-14 04:01:57,346 - mmaction - INFO - Epoch [98][420/940] lr: 4.000e-04, eta: 0:38:13, time: 0.877, data_time: 0.005, memory: 6440, top1_acc: 0.7441, top5_acc: 0.8967, loss_cls: 1.0488, loss: 1.0488, grad_norm: 4.7275 2020-08-14 04:02:16,594 - mmaction - INFO - Epoch [98][440/940] lr: 4.000e-04, eta: 0:37:54, time: 0.965, data_time: 0.007, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9031, loss_cls: 0.9997, loss: 0.9997, grad_norm: 4.6863 2020-08-14 04:02:35,170 - mmaction - INFO - Epoch [98][460/940] lr: 4.000e-04, eta: 0:37:35, time: 0.927, data_time: 0.008, memory: 6440, top1_acc: 0.7605, top5_acc: 0.9076, loss_cls: 0.9691, loss: 0.9691, grad_norm: 4.5765 2020-08-14 04:02:54,059 - mmaction - INFO - Epoch [98][480/940] lr: 4.000e-04, eta: 0:37:16, time: 0.946, data_time: 0.005, memory: 6440, top1_acc: 0.7482, top5_acc: 0.9010, loss_cls: 1.0195, loss: 1.0195, grad_norm: 4.6817 2020-08-14 04:03:14,322 - mmaction - INFO - Epoch [98][500/940] lr: 4.000e-04, eta: 0:36:57, time: 1.010, data_time: 0.005, memory: 6440, top1_acc: 0.7553, top5_acc: 0.9104, loss_cls: 0.9793, loss: 0.9793, grad_norm: 4.5504 2020-08-14 04:03:32,682 - mmaction - INFO - Epoch [98][520/940] lr: 4.000e-04, eta: 0:36:38, time: 0.921, data_time: 0.009, memory: 6440, top1_acc: 0.7391, top5_acc: 0.8982, loss_cls: 1.0758, loss: 1.0758, grad_norm: 4.8224 2020-08-14 04:03:51,527 - mmaction - INFO - Epoch [98][540/940] lr: 4.000e-04, eta: 0:36:19, time: 0.941, data_time: 0.006, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9096, loss_cls: 0.9880, loss: 0.9880, grad_norm: 4.6280 2020-08-14 04:04:09,711 - mmaction - INFO - Epoch [98][560/940] lr: 4.000e-04, eta: 0:36:00, time: 0.909, data_time: 0.006, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9023, loss_cls: 1.0057, loss: 1.0057, grad_norm: 4.6165 2020-08-14 04:04:30,788 - mmaction - INFO - Epoch [98][580/940] lr: 4.000e-04, eta: 0:35:40, time: 1.056, data_time: 0.008, memory: 6440, top1_acc: 0.7410, top5_acc: 0.8988, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.7790 2020-08-14 04:04:49,260 - mmaction - INFO - Epoch [98][600/940] lr: 4.000e-04, eta: 0:35:21, time: 0.921, data_time: 0.005, memory: 6440, top1_acc: 0.7457, top5_acc: 0.8986, loss_cls: 1.0377, loss: 1.0377, grad_norm: 4.7595 2020-08-14 04:05:07,729 - mmaction - INFO - Epoch [98][620/940] lr: 4.000e-04, eta: 0:35:02, time: 0.925, data_time: 0.007, memory: 6440, top1_acc: 0.7395, top5_acc: 0.9008, loss_cls: 1.0365, loss: 1.0365, grad_norm: 4.7251 2020-08-14 04:05:26,515 - mmaction - INFO - Epoch [98][640/940] lr: 4.000e-04, eta: 0:34:43, time: 0.940, data_time: 0.003, memory: 6440, top1_acc: 0.7490, top5_acc: 0.8988, loss_cls: 1.0287, loss: 1.0287, grad_norm: 4.7170 2020-08-14 04:05:45,401 - mmaction - INFO - Epoch [98][660/940] lr: 4.000e-04, eta: 0:34:24, time: 0.945, data_time: 0.006, memory: 6440, top1_acc: 0.7455, top5_acc: 0.9109, loss_cls: 0.9990, loss: 0.9990, grad_norm: 4.7172 2020-08-14 04:06:06,442 - mmaction - INFO - Epoch [98][680/940] lr: 4.000e-04, eta: 0:34:05, time: 1.047, data_time: 0.007, memory: 6440, top1_acc: 0.7391, top5_acc: 0.8994, loss_cls: 1.0398, loss: 1.0398, grad_norm: 4.6712 2020-08-14 04:06:25,912 - mmaction - INFO - Epoch [98][700/940] lr: 4.000e-04, eta: 0:33:46, time: 0.978, data_time: 0.007, memory: 6440, top1_acc: 0.7545, top5_acc: 0.9037, loss_cls: 1.0028, loss: 1.0028, grad_norm: 4.6696 2020-08-14 04:06:45,814 - mmaction - INFO - Epoch [98][720/940] lr: 4.000e-04, eta: 0:33:27, time: 0.995, data_time: 0.005, memory: 6440, top1_acc: 0.7471, top5_acc: 0.9002, loss_cls: 1.0372, loss: 1.0372, grad_norm: 4.7504 2020-08-14 04:07:06,738 - mmaction - INFO - Epoch [98][740/940] lr: 4.000e-04, eta: 0:33:08, time: 1.045, data_time: 0.005, memory: 6440, top1_acc: 0.7332, top5_acc: 0.8926, loss_cls: 1.0761, loss: 1.0761, grad_norm: 4.8171 2020-08-14 04:07:25,864 - mmaction - INFO - Epoch [98][760/940] lr: 4.000e-04, eta: 0:32:49, time: 0.958, data_time: 0.006, memory: 6440, top1_acc: 0.7553, top5_acc: 0.9014, loss_cls: 0.9930, loss: 0.9930, grad_norm: 4.5623 2020-08-14 04:07:43,505 - mmaction - INFO - Epoch [98][780/940] lr: 4.000e-04, eta: 0:32:29, time: 0.880, data_time: 0.004, memory: 6440, top1_acc: 0.7408, top5_acc: 0.8994, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.7565 2020-08-14 04:08:02,535 - mmaction - INFO - Epoch [98][800/940] lr: 4.000e-04, eta: 0:32:10, time: 0.952, data_time: 0.006, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9029, loss_cls: 1.0083, loss: 1.0083, grad_norm: 4.6116 2020-08-14 04:08:20,879 - mmaction - INFO - Epoch [98][820/940] lr: 4.000e-04, eta: 0:31:51, time: 0.917, data_time: 0.007, memory: 6440, top1_acc: 0.7486, top5_acc: 0.9074, loss_cls: 1.0046, loss: 1.0046, grad_norm: 4.7201 2020-08-14 04:08:42,425 - mmaction - INFO - Epoch [98][840/940] lr: 4.000e-04, eta: 0:31:32, time: 1.077, data_time: 0.008, memory: 6440, top1_acc: 0.7293, top5_acc: 0.9012, loss_cls: 1.0524, loss: 1.0524, grad_norm: 4.7246 2020-08-14 04:09:00,732 - mmaction - INFO - Epoch [98][860/940] lr: 4.000e-04, eta: 0:31:13, time: 0.916, data_time: 0.006, memory: 6440, top1_acc: 0.7367, top5_acc: 0.8965, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.7621 2020-08-14 04:09:19,008 - mmaction - INFO - Epoch [98][880/940] lr: 4.000e-04, eta: 0:30:54, time: 0.909, data_time: 0.007, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9158, loss_cls: 0.9598, loss: 0.9598, grad_norm: 4.6239 2020-08-14 04:09:37,715 - mmaction - INFO - Epoch [98][900/940] lr: 4.000e-04, eta: 0:30:35, time: 0.938, data_time: 0.008, memory: 6440, top1_acc: 0.7521, top5_acc: 0.9029, loss_cls: 1.0095, loss: 1.0095, grad_norm: 4.6438 2020-08-14 04:09:55,246 - mmaction - INFO - Epoch [98][920/940] lr: 4.000e-04, eta: 0:30:15, time: 0.878, data_time: 0.009, memory: 6440, top1_acc: 0.7510, top5_acc: 0.9035, loss_cls: 1.0212, loss: 1.0212, grad_norm: 4.6885 2020-08-14 04:10:13,578 - mmaction - INFO - Epoch [98][940/940] lr: 4.000e-04, eta: 0:29:56, time: 0.916, data_time: 0.008, memory: 6440, top1_acc: 0.7259, top5_acc: 0.8929, loss_cls: 1.0876, loss: 1.0876, grad_norm: 4.8355 2020-08-14 04:10:14,060 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-08-14 04:10:41,802 - mmaction - INFO - Epoch [99][20/940] lr: 4.000e-04, eta: 0:29:37, time: 1.348, data_time: 0.624, memory: 6440, top1_acc: 0.7369, top5_acc: 0.9014, loss_cls: 1.0409, loss: 1.0409, grad_norm: 4.7567 2020-08-14 04:10:58,462 - mmaction - INFO - Epoch [99][40/940] lr: 4.000e-04, eta: 0:29:18, time: 0.834, data_time: 0.003, memory: 6440, top1_acc: 0.7514, top5_acc: 0.9021, loss_cls: 1.0300, loss: 1.0300, grad_norm: 4.6702 2020-08-14 04:11:18,375 - mmaction - INFO - Epoch [99][60/940] lr: 4.000e-04, eta: 0:28:59, time: 0.996, data_time: 0.006, memory: 6440, top1_acc: 0.7504, top5_acc: 0.9049, loss_cls: 1.0089, loss: 1.0089, grad_norm: 4.7270 2020-08-14 04:11:36,260 - mmaction - INFO - Epoch [99][80/940] lr: 4.000e-04, eta: 0:28:40, time: 0.894, data_time: 0.002, memory: 6440, top1_acc: 0.7551, top5_acc: 0.9086, loss_cls: 0.9927, loss: 0.9927, grad_norm: 4.6639 2020-08-14 04:11:56,378 - mmaction - INFO - Epoch [99][100/940] lr: 4.000e-04, eta: 0:28:21, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.7443, top5_acc: 0.8980, loss_cls: 1.0404, loss: 1.0404, grad_norm: 4.8336 2020-08-14 04:12:14,417 - mmaction - INFO - Epoch [99][120/940] lr: 4.000e-04, eta: 0:28:02, time: 0.907, data_time: 0.009, memory: 6440, top1_acc: 0.7494, top5_acc: 0.8998, loss_cls: 1.0283, loss: 1.0283, grad_norm: 4.7112 2020-08-14 04:12:33,666 - mmaction - INFO - Epoch [99][140/940] lr: 4.000e-04, eta: 0:27:43, time: 0.963, data_time: 0.005, memory: 6440, top1_acc: 0.7340, top5_acc: 0.8924, loss_cls: 1.0693, loss: 1.0693, grad_norm: 4.8197 2020-08-14 04:12:52,928 - mmaction - INFO - Epoch [99][160/940] lr: 4.000e-04, eta: 0:27:24, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.7574, top5_acc: 0.9053, loss_cls: 0.9864, loss: 0.9864, grad_norm: 4.6392 2020-08-14 04:13:11,697 - mmaction - INFO - Epoch [99][180/940] lr: 4.000e-04, eta: 0:27:04, time: 0.942, data_time: 0.010, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9029, loss_cls: 1.0121, loss: 1.0121, grad_norm: 4.7320 2020-08-14 04:13:30,613 - mmaction - INFO - Epoch [99][200/940] lr: 4.000e-04, eta: 0:26:45, time: 0.940, data_time: 0.005, memory: 6440, top1_acc: 0.7439, top5_acc: 0.9016, loss_cls: 1.0354, loss: 1.0354, grad_norm: 4.7226 2020-08-14 04:13:52,407 - mmaction - INFO - Epoch [99][220/940] lr: 4.000e-04, eta: 0:26:26, time: 1.095, data_time: 0.008, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9002, loss_cls: 1.0074, loss: 1.0074, grad_norm: 4.6420 2020-08-14 04:14:11,259 - mmaction - INFO - Epoch [99][240/940] lr: 4.000e-04, eta: 0:26:07, time: 0.941, data_time: 0.005, memory: 6440, top1_acc: 0.7383, top5_acc: 0.8949, loss_cls: 1.0657, loss: 1.0657, grad_norm: 4.8004 2020-08-14 04:14:31,132 - mmaction - INFO - Epoch [99][260/940] lr: 4.000e-04, eta: 0:25:48, time: 0.995, data_time: 0.009, memory: 6440, top1_acc: 0.7447, top5_acc: 0.9039, loss_cls: 1.0257, loss: 1.0257, grad_norm: 4.8186 2020-08-14 04:14:49,369 - mmaction - INFO - Epoch [99][280/940] lr: 4.000e-04, eta: 0:25:29, time: 0.912, data_time: 0.005, memory: 6440, top1_acc: 0.7359, top5_acc: 0.8988, loss_cls: 1.0570, loss: 1.0570, grad_norm: 4.7572 2020-08-14 04:15:09,358 - mmaction - INFO - Epoch [99][300/940] lr: 4.000e-04, eta: 0:25:10, time: 0.999, data_time: 0.005, memory: 6440, top1_acc: 0.7467, top5_acc: 0.9023, loss_cls: 1.0099, loss: 1.0099, grad_norm: 4.7450 2020-08-14 04:15:28,625 - mmaction - INFO - Epoch [99][320/940] lr: 4.000e-04, eta: 0:24:51, time: 0.964, data_time: 0.003, memory: 6440, top1_acc: 0.7357, top5_acc: 0.8982, loss_cls: 1.0618, loss: 1.0618, grad_norm: 4.8259 2020-08-14 04:15:45,962 - mmaction - INFO - Epoch [99][340/940] lr: 4.000e-04, eta: 0:24:31, time: 0.861, data_time: 0.005, memory: 6440, top1_acc: 0.7369, top5_acc: 0.8947, loss_cls: 1.0672, loss: 1.0672, grad_norm: 4.8630 2020-08-14 04:16:06,592 - mmaction - INFO - Epoch [99][360/940] lr: 4.000e-04, eta: 0:24:12, time: 1.037, data_time: 0.008, memory: 6440, top1_acc: 0.7484, top5_acc: 0.9000, loss_cls: 1.0199, loss: 1.0199, grad_norm: 4.7211 2020-08-14 04:16:25,374 - mmaction - INFO - Epoch [99][380/940] lr: 4.000e-04, eta: 0:23:53, time: 0.937, data_time: 0.005, memory: 6440, top1_acc: 0.7559, top5_acc: 0.9078, loss_cls: 0.9783, loss: 0.9783, grad_norm: 4.6826 2020-08-14 04:16:43,698 - mmaction - INFO - Epoch [99][400/940] lr: 4.000e-04, eta: 0:23:34, time: 0.919, data_time: 0.006, memory: 6440, top1_acc: 0.7455, top5_acc: 0.8945, loss_cls: 1.0474, loss: 1.0474, grad_norm: 4.6988 2020-08-14 04:17:03,885 - mmaction - INFO - Epoch [99][420/940] lr: 4.000e-04, eta: 0:23:15, time: 1.006, data_time: 0.005, memory: 6440, top1_acc: 0.7496, top5_acc: 0.9020, loss_cls: 0.9922, loss: 0.9922, grad_norm: 4.6329 2020-08-14 04:17:23,582 - mmaction - INFO - Epoch [99][440/940] lr: 4.000e-04, eta: 0:22:56, time: 0.988, data_time: 0.007, memory: 6440, top1_acc: 0.7531, top5_acc: 0.9049, loss_cls: 0.9903, loss: 0.9903, grad_norm: 4.6710 2020-08-14 04:17:41,700 - mmaction - INFO - Epoch [99][460/940] lr: 4.000e-04, eta: 0:22:37, time: 0.904, data_time: 0.005, memory: 6440, top1_acc: 0.7484, top5_acc: 0.9025, loss_cls: 1.0160, loss: 1.0160, grad_norm: 4.7337 2020-08-14 04:18:01,863 - mmaction - INFO - Epoch [99][480/940] lr: 4.000e-04, eta: 0:22:18, time: 1.010, data_time: 0.007, memory: 6440, top1_acc: 0.7500, top5_acc: 0.9021, loss_cls: 1.0272, loss: 1.0272, grad_norm: 4.7461 2020-08-14 04:18:20,376 - mmaction - INFO - Epoch [99][500/940] lr: 4.000e-04, eta: 0:21:59, time: 0.923, data_time: 0.004, memory: 6440, top1_acc: 0.7525, top5_acc: 0.9014, loss_cls: 1.0107, loss: 1.0107, grad_norm: 4.6646 2020-08-14 04:18:40,115 - mmaction - INFO - Epoch [99][520/940] lr: 4.000e-04, eta: 0:21:39, time: 0.987, data_time: 0.007, memory: 6440, top1_acc: 0.7609, top5_acc: 0.9080, loss_cls: 0.9741, loss: 0.9741, grad_norm: 4.6278 2020-08-14 04:18:59,219 - mmaction - INFO - Epoch [99][540/940] lr: 4.000e-04, eta: 0:21:20, time: 0.956, data_time: 0.008, memory: 6440, top1_acc: 0.7438, top5_acc: 0.8979, loss_cls: 1.0315, loss: 1.0315, grad_norm: 4.8018 2020-08-14 04:19:18,132 - mmaction - INFO - Epoch [99][560/940] lr: 4.000e-04, eta: 0:21:01, time: 0.948, data_time: 0.006, memory: 6440, top1_acc: 0.7438, top5_acc: 0.9029, loss_cls: 1.0415, loss: 1.0415, grad_norm: 4.7499 2020-08-14 04:19:37,916 - mmaction - INFO - Epoch [99][580/940] lr: 4.000e-04, eta: 0:20:42, time: 0.986, data_time: 0.006, memory: 6440, top1_acc: 0.7488, top5_acc: 0.9035, loss_cls: 1.0119, loss: 1.0119, grad_norm: 4.7229 2020-08-14 04:19:57,367 - mmaction - INFO - Epoch [99][600/940] lr: 4.000e-04, eta: 0:20:23, time: 0.973, data_time: 0.007, memory: 6440, top1_acc: 0.7516, top5_acc: 0.9008, loss_cls: 1.0263, loss: 1.0263, grad_norm: 4.7615 2020-08-14 04:20:18,134 - mmaction - INFO - Epoch [99][620/940] lr: 4.000e-04, eta: 0:20:04, time: 1.036, data_time: 0.007, memory: 6440, top1_acc: 0.7555, top5_acc: 0.9043, loss_cls: 1.0025, loss: 1.0025, grad_norm: 4.7247 2020-08-14 04:20:36,123 - mmaction - INFO - Epoch [99][640/940] lr: 4.000e-04, eta: 0:19:45, time: 0.902, data_time: 0.011, memory: 6440, top1_acc: 0.7508, top5_acc: 0.9061, loss_cls: 1.0037, loss: 1.0037, grad_norm: 4.6538 2020-08-14 04:20:55,187 - mmaction - INFO - Epoch [99][660/940] lr: 4.000e-04, eta: 0:19:26, time: 0.953, data_time: 0.006, memory: 6440, top1_acc: 0.7486, top5_acc: 0.8955, loss_cls: 1.0523, loss: 1.0523, grad_norm: 4.6888 2020-08-14 04:21:14,502 - mmaction - INFO - Epoch [99][680/940] lr: 4.000e-04, eta: 0:19:07, time: 0.967, data_time: 0.010, memory: 6440, top1_acc: 0.7508, top5_acc: 0.9008, loss_cls: 1.0152, loss: 1.0152, grad_norm: 4.6464 2020-08-14 04:21:32,551 - mmaction - INFO - Epoch [99][700/940] lr: 4.000e-04, eta: 0:18:47, time: 0.903, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9053, loss_cls: 1.0090, loss: 1.0090, grad_norm: 4.7086 2020-08-14 04:21:51,262 - mmaction - INFO - Epoch [99][720/940] lr: 4.000e-04, eta: 0:18:28, time: 0.937, data_time: 0.006, memory: 6440, top1_acc: 0.7613, top5_acc: 0.9080, loss_cls: 0.9726, loss: 0.9726, grad_norm: 4.5251 2020-08-14 04:22:10,692 - mmaction - INFO - Epoch [99][740/940] lr: 4.000e-04, eta: 0:18:09, time: 0.969, data_time: 0.007, memory: 6440, top1_acc: 0.7406, top5_acc: 0.9012, loss_cls: 1.0543, loss: 1.0543, grad_norm: 4.8679 2020-08-14 04:22:31,016 - mmaction - INFO - Epoch [99][760/940] lr: 4.000e-04, eta: 0:17:50, time: 1.019, data_time: 0.007, memory: 6440, top1_acc: 0.7377, top5_acc: 0.9021, loss_cls: 1.0409, loss: 1.0409, grad_norm: 4.7936 2020-08-14 04:22:50,228 - mmaction - INFO - Epoch [99][780/940] lr: 4.000e-04, eta: 0:17:31, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7375, top5_acc: 0.8973, loss_cls: 1.0777, loss: 1.0777, grad_norm: 4.9067 2020-08-14 04:23:07,888 - mmaction - INFO - Epoch [99][800/940] lr: 4.000e-04, eta: 0:17:12, time: 0.886, data_time: 0.007, memory: 6440, top1_acc: 0.7514, top5_acc: 0.9021, loss_cls: 1.0006, loss: 1.0006, grad_norm: 4.6644 2020-08-14 04:23:27,082 - mmaction - INFO - Epoch [99][820/940] lr: 4.000e-04, eta: 0:16:53, time: 0.956, data_time: 0.005, memory: 6440, top1_acc: 0.7402, top5_acc: 0.8988, loss_cls: 1.0450, loss: 1.0450, grad_norm: 4.8443 2020-08-14 04:23:46,696 - mmaction - INFO - Epoch [99][840/940] lr: 4.000e-04, eta: 0:16:34, time: 0.985, data_time: 0.007, memory: 6440, top1_acc: 0.7500, top5_acc: 0.9047, loss_cls: 1.0009, loss: 1.0009, grad_norm: 4.6509 2020-08-14 04:24:06,348 - mmaction - INFO - Epoch [99][860/940] lr: 4.000e-04, eta: 0:16:14, time: 0.981, data_time: 0.009, memory: 6440, top1_acc: 0.7336, top5_acc: 0.9064, loss_cls: 1.0318, loss: 1.0318, grad_norm: 4.7849 2020-08-14 04:24:27,054 - mmaction - INFO - Epoch [99][880/940] lr: 4.000e-04, eta: 0:15:55, time: 1.037, data_time: 0.005, memory: 6440, top1_acc: 0.7545, top5_acc: 0.9086, loss_cls: 1.0018, loss: 1.0018, grad_norm: 4.6425 2020-08-14 04:24:44,529 - mmaction - INFO - Epoch [99][900/940] lr: 4.000e-04, eta: 0:15:36, time: 0.872, data_time: 0.005, memory: 6440, top1_acc: 0.7336, top5_acc: 0.8965, loss_cls: 1.0816, loss: 1.0816, grad_norm: 4.9061 2020-08-14 04:25:03,859 - mmaction - INFO - Epoch [99][920/940] lr: 4.000e-04, eta: 0:15:17, time: 0.968, data_time: 0.006, memory: 6440, top1_acc: 0.7494, top5_acc: 0.9020, loss_cls: 1.0188, loss: 1.0188, grad_norm: 4.6771 2020-08-14 04:25:21,673 - mmaction - INFO - Epoch [99][940/940] lr: 4.000e-04, eta: 0:14:58, time: 0.889, data_time: 0.002, memory: 6440, top1_acc: 0.7447, top5_acc: 0.9028, loss_cls: 1.0396, loss: 1.0396, grad_norm: 4.7512 2020-08-14 04:25:21,937 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-08-14 04:25:45,831 - mmaction - INFO - Epoch [100][20/940] lr: 4.000e-04, eta: 0:14:39, time: 1.169, data_time: 0.441, memory: 6440, top1_acc: 0.7480, top5_acc: 0.9029, loss_cls: 1.0241, loss: 1.0241, grad_norm: 4.7245 2020-08-14 04:26:02,879 - mmaction - INFO - Epoch [100][40/940] lr: 4.000e-04, eta: 0:14:20, time: 0.850, data_time: 0.006, memory: 6440, top1_acc: 0.7566, top5_acc: 0.9100, loss_cls: 0.9746, loss: 0.9746, grad_norm: 4.6502 2020-08-14 04:26:22,864 - mmaction - INFO - Epoch [100][60/940] lr: 4.000e-04, eta: 0:14:01, time: 1.002, data_time: 0.007, memory: 6440, top1_acc: 0.7520, top5_acc: 0.9039, loss_cls: 1.0119, loss: 1.0119, grad_norm: 4.6888 2020-08-14 04:26:43,697 - mmaction - INFO - Epoch [100][80/940] lr: 4.000e-04, eta: 0:13:42, time: 1.042, data_time: 0.005, memory: 6440, top1_acc: 0.7426, top5_acc: 0.8938, loss_cls: 1.0574, loss: 1.0574, grad_norm: 4.8371 2020-08-14 04:27:02,343 - mmaction - INFO - Epoch [100][100/940] lr: 4.000e-04, eta: 0:13:22, time: 0.931, data_time: 0.002, memory: 6440, top1_acc: 0.7432, top5_acc: 0.9031, loss_cls: 1.0104, loss: 1.0104, grad_norm: 4.6662 2020-08-14 04:27:20,929 - mmaction - INFO - Epoch [100][120/940] lr: 4.000e-04, eta: 0:13:03, time: 0.930, data_time: 0.006, memory: 6440, top1_acc: 0.7465, top5_acc: 0.9049, loss_cls: 1.0069, loss: 1.0069, grad_norm: 4.7480 2020-08-14 04:27:41,336 - mmaction - INFO - Epoch [100][140/940] lr: 4.000e-04, eta: 0:12:44, time: 1.022, data_time: 0.003, memory: 6440, top1_acc: 0.7471, top5_acc: 0.9027, loss_cls: 1.0126, loss: 1.0126, grad_norm: 4.7287 2020-08-14 04:28:00,575 - mmaction - INFO - Epoch [100][160/940] lr: 4.000e-04, eta: 0:12:25, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7371, top5_acc: 0.9004, loss_cls: 1.0561, loss: 1.0561, grad_norm: 4.8339 2020-08-14 04:28:19,967 - mmaction - INFO - Epoch [100][180/940] lr: 4.000e-04, eta: 0:12:06, time: 0.973, data_time: 0.007, memory: 6440, top1_acc: 0.7539, top5_acc: 0.9061, loss_cls: 0.9815, loss: 0.9815, grad_norm: 4.6874 2020-08-14 04:28:39,160 - mmaction - INFO - Epoch [100][200/940] lr: 4.000e-04, eta: 0:11:47, time: 0.959, data_time: 0.006, memory: 6440, top1_acc: 0.7414, top5_acc: 0.9012, loss_cls: 1.0404, loss: 1.0404, grad_norm: 4.7725 2020-08-14 04:28:58,982 - mmaction - INFO - Epoch [100][220/940] lr: 4.000e-04, eta: 0:11:28, time: 0.993, data_time: 0.009, memory: 6440, top1_acc: 0.7463, top5_acc: 0.8986, loss_cls: 1.0224, loss: 1.0224, grad_norm: 4.6826 2020-08-14 04:29:19,127 - mmaction - INFO - Epoch [100][240/940] lr: 4.000e-04, eta: 0:11:09, time: 1.006, data_time: 0.005, memory: 6440, top1_acc: 0.7496, top5_acc: 0.9047, loss_cls: 0.9999, loss: 0.9999, grad_norm: 4.6825 2020-08-14 04:29:38,249 - mmaction - INFO - Epoch [100][260/940] lr: 4.000e-04, eta: 0:10:50, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7459, top5_acc: 0.8998, loss_cls: 1.0337, loss: 1.0337, grad_norm: 4.7383 2020-08-14 04:29:57,223 - mmaction - INFO - Epoch [100][280/940] lr: 4.000e-04, eta: 0:10:30, time: 0.947, data_time: 0.005, memory: 6440, top1_acc: 0.7525, top5_acc: 0.9037, loss_cls: 0.9954, loss: 0.9954, grad_norm: 4.6534 2020-08-14 04:30:14,707 - mmaction - INFO - Epoch [100][300/940] lr: 4.000e-04, eta: 0:10:11, time: 0.876, data_time: 0.005, memory: 6440, top1_acc: 0.7449, top5_acc: 0.9010, loss_cls: 1.0156, loss: 1.0156, grad_norm: 4.7097 2020-08-14 04:30:34,750 - mmaction - INFO - Epoch [100][320/940] lr: 4.000e-04, eta: 0:09:52, time: 1.000, data_time: 0.005, memory: 6440, top1_acc: 0.7551, top5_acc: 0.9043, loss_cls: 0.9969, loss: 0.9969, grad_norm: 4.6960 2020-08-14 04:30:52,361 - mmaction - INFO - Epoch [100][340/940] lr: 4.000e-04, eta: 0:09:33, time: 0.883, data_time: 0.005, memory: 6440, top1_acc: 0.7498, top5_acc: 0.9033, loss_cls: 0.9959, loss: 0.9959, grad_norm: 4.6855 2020-08-14 04:31:10,588 - mmaction - INFO - Epoch [100][360/940] lr: 4.000e-04, eta: 0:09:14, time: 0.908, data_time: 0.007, memory: 6440, top1_acc: 0.7527, top5_acc: 0.9025, loss_cls: 1.0028, loss: 1.0028, grad_norm: 4.7589 2020-08-14 04:31:31,143 - mmaction - INFO - Epoch [100][380/940] lr: 4.000e-04, eta: 0:08:55, time: 1.032, data_time: 0.007, memory: 6440, top1_acc: 0.7348, top5_acc: 0.9039, loss_cls: 1.0365, loss: 1.0365, grad_norm: 4.8272 2020-08-14 04:31:50,287 - mmaction - INFO - Epoch [100][400/940] lr: 4.000e-04, eta: 0:08:36, time: 0.956, data_time: 0.006, memory: 6440, top1_acc: 0.7424, top5_acc: 0.9029, loss_cls: 1.0380, loss: 1.0380, grad_norm: 4.7561 2020-08-14 04:32:09,694 - mmaction - INFO - Epoch [100][420/940] lr: 4.000e-04, eta: 0:08:17, time: 0.971, data_time: 0.006, memory: 6440, top1_acc: 0.7445, top5_acc: 0.8988, loss_cls: 1.0580, loss: 1.0580, grad_norm: 4.7760 2020-08-14 04:32:29,080 - mmaction - INFO - Epoch [100][440/940] lr: 4.000e-04, eta: 0:07:57, time: 0.969, data_time: 0.004, memory: 6440, top1_acc: 0.7420, top5_acc: 0.8986, loss_cls: 1.0359, loss: 1.0359, grad_norm: 4.7118 2020-08-14 04:32:48,243 - mmaction - INFO - Epoch [100][460/940] lr: 4.000e-04, eta: 0:07:38, time: 0.957, data_time: 0.005, memory: 6440, top1_acc: 0.7428, top5_acc: 0.8994, loss_cls: 1.0337, loss: 1.0337, grad_norm: 4.7435 2020-08-14 04:33:07,224 - mmaction - INFO - Epoch [100][480/940] lr: 4.000e-04, eta: 0:07:19, time: 0.950, data_time: 0.006, memory: 6440, top1_acc: 0.7438, top5_acc: 0.9033, loss_cls: 1.0291, loss: 1.0291, grad_norm: 4.7980 2020-08-14 04:33:26,683 - mmaction - INFO - Epoch [100][500/940] lr: 4.000e-04, eta: 0:07:00, time: 0.974, data_time: 0.003, memory: 6440, top1_acc: 0.7490, top5_acc: 0.9066, loss_cls: 1.0242, loss: 1.0242, grad_norm: 4.7139 2020-08-14 04:33:47,622 - mmaction - INFO - Epoch [100][520/940] lr: 4.000e-04, eta: 0:06:41, time: 1.044, data_time: 0.004, memory: 6440, top1_acc: 0.7465, top5_acc: 0.8977, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.8442 2020-08-14 04:34:06,042 - mmaction - INFO - Epoch [100][540/940] lr: 4.000e-04, eta: 0:06:22, time: 0.924, data_time: 0.005, memory: 6440, top1_acc: 0.7494, top5_acc: 0.9092, loss_cls: 0.9951, loss: 0.9951, grad_norm: 4.7001 2020-08-14 04:34:25,964 - mmaction - INFO - Epoch [100][560/940] lr: 4.000e-04, eta: 0:06:03, time: 0.996, data_time: 0.005, memory: 6440, top1_acc: 0.7357, top5_acc: 0.9004, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.7979 2020-08-14 04:34:45,169 - mmaction - INFO - Epoch [100][580/940] lr: 4.000e-04, eta: 0:05:44, time: 0.960, data_time: 0.005, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9059, loss_cls: 1.0161, loss: 1.0161, grad_norm: 4.7285 2020-08-14 04:35:01,092 - mmaction - INFO - Epoch [100][600/940] lr: 4.000e-04, eta: 0:05:25, time: 0.789, data_time: 0.004, memory: 6440, top1_acc: 0.7508, top5_acc: 0.9027, loss_cls: 1.0128, loss: 1.0128, grad_norm: 4.6570 2020-08-14 04:35:19,580 - mmaction - INFO - Epoch [100][620/940] lr: 4.000e-04, eta: 0:05:05, time: 0.931, data_time: 0.009, memory: 6440, top1_acc: 0.7475, top5_acc: 0.9020, loss_cls: 1.0139, loss: 1.0139, grad_norm: 4.7237 2020-08-14 04:35:39,436 - mmaction - INFO - Epoch [100][640/940] lr: 4.000e-04, eta: 0:04:46, time: 0.991, data_time: 0.005, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9008, loss_cls: 1.0342, loss: 1.0342, grad_norm: 4.8208 2020-08-14 04:35:57,027 - mmaction - INFO - Epoch [100][660/940] lr: 4.000e-04, eta: 0:04:27, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.7576, top5_acc: 0.9102, loss_cls: 0.9812, loss: 0.9812, grad_norm: 4.6818 2020-08-14 04:36:17,086 - mmaction - INFO - Epoch [100][680/940] lr: 4.000e-04, eta: 0:04:08, time: 1.002, data_time: 0.006, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9025, loss_cls: 1.0277, loss: 1.0277, grad_norm: 4.7956 2020-08-14 04:36:35,925 - mmaction - INFO - Epoch [100][700/940] lr: 4.000e-04, eta: 0:03:49, time: 0.943, data_time: 0.007, memory: 6440, top1_acc: 0.7469, top5_acc: 0.9004, loss_cls: 1.0212, loss: 1.0212, grad_norm: 4.6949 2020-08-14 04:36:53,551 - mmaction - INFO - Epoch [100][720/940] lr: 4.000e-04, eta: 0:03:30, time: 0.881, data_time: 0.006, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9037, loss_cls: 1.0374, loss: 1.0374, grad_norm: 4.7735 2020-08-14 04:37:11,638 - mmaction - INFO - Epoch [100][740/940] lr: 4.000e-04, eta: 0:03:11, time: 0.905, data_time: 0.005, memory: 6440, top1_acc: 0.7479, top5_acc: 0.9004, loss_cls: 1.0170, loss: 1.0170, grad_norm: 4.7651 2020-08-14 04:37:31,062 - mmaction - INFO - Epoch [100][760/940] lr: 4.000e-04, eta: 0:02:52, time: 0.968, data_time: 0.009, memory: 6440, top1_acc: 0.7473, top5_acc: 0.9076, loss_cls: 1.0047, loss: 1.0047, grad_norm: 4.7869 2020-08-14 04:37:50,540 - mmaction - INFO - Epoch [100][780/940] lr: 4.000e-04, eta: 0:02:32, time: 0.977, data_time: 0.008, memory: 6440, top1_acc: 0.7441, top5_acc: 0.9004, loss_cls: 1.0298, loss: 1.0298, grad_norm: 4.8227 2020-08-14 04:38:13,676 - mmaction - INFO - Epoch [100][800/940] lr: 4.000e-04, eta: 0:02:13, time: 1.154, data_time: 0.006, memory: 6440, top1_acc: 0.7537, top5_acc: 0.9057, loss_cls: 0.9932, loss: 0.9932, grad_norm: 4.7640 2020-08-14 04:38:31,086 - mmaction - INFO - Epoch [100][820/940] lr: 4.000e-04, eta: 0:01:54, time: 0.873, data_time: 0.007, memory: 6440, top1_acc: 0.7418, top5_acc: 0.9033, loss_cls: 1.0319, loss: 1.0319, grad_norm: 4.7918 2020-08-14 04:38:49,864 - mmaction - INFO - Epoch [100][840/940] lr: 4.000e-04, eta: 0:01:35, time: 0.936, data_time: 0.006, memory: 6440, top1_acc: 0.7426, top5_acc: 0.8957, loss_cls: 1.0377, loss: 1.0377, grad_norm: 4.7773 2020-08-14 04:39:06,646 - mmaction - INFO - Epoch [100][860/940] lr: 4.000e-04, eta: 0:01:16, time: 0.840, data_time: 0.008, memory: 6440, top1_acc: 0.7504, top5_acc: 0.9104, loss_cls: 1.0074, loss: 1.0074, grad_norm: 4.7058 2020-08-14 04:39:27,555 - mmaction - INFO - Epoch [100][880/940] lr: 4.000e-04, eta: 0:00:57, time: 1.048, data_time: 0.007, memory: 6440, top1_acc: 0.7434, top5_acc: 0.9010, loss_cls: 1.0527, loss: 1.0527, grad_norm: 4.8280 2020-08-14 04:39:45,981 - mmaction - INFO - Epoch [100][900/940] lr: 4.000e-04, eta: 0:00:38, time: 0.921, data_time: 0.008, memory: 6440, top1_acc: 0.7482, top5_acc: 0.9088, loss_cls: 0.9902, loss: 0.9902, grad_norm: 4.7338 2020-08-14 04:40:06,761 - mmaction - INFO - Epoch [100][920/940] lr: 4.000e-04, eta: 0:00:19, time: 1.039, data_time: 0.005, memory: 6440, top1_acc: 0.7502, top5_acc: 0.9045, loss_cls: 1.0133, loss: 1.0133, grad_norm: 4.7628 2020-08-14 04:40:26,836 - mmaction - INFO - Epoch [100][940/940] lr: 4.000e-04, eta: 0:00:00, time: 1.005, data_time: 0.003, memory: 6440, top1_acc: 0.7423, top5_acc: 0.9010, loss_cls: 1.0420, loss: 1.0420, grad_norm: 4.8123 2020-08-14 04:40:27,139 - mmaction - INFO - Saving checkpoint at 100 epochs