2020-08-15 21:02:54,998 - 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+b96aab9 ------------------------------------------------------------ 2020-08-15 21:02:54,999 - mmaction - INFO - Distributed training: True 2020-08-15 21:02:54,999 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2/slurm_configs/tsm_nl_gaussian_r50_320p_1x1x8_50e_kinetics400_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, non_local=((0, 0, 0), (1, 0, 1, 0), (1, 0, 1, 0, 1, 0), (0, 0, 0)), non_local_cfg=dict( sub_sample=True, use_scale=False, norm_cfg=dict(type='BN3d', requires_grad=True), mode='gaussian'), shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_320p' data_root_val = 'data/kinetics400/rawframes_val_320p' ann_file_train = 'data/kinetics400/kinetics_train_list_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_hd320.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_hd320.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=1, frame_interval=1, num_clips=8), 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, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13, 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='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] 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_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01 * 4, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1) evaluation = dict( interval=3, 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/tsm_nl_r50_320p_1x1x8_50e_kinetics400_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-08-15 21:05:17,421 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-08-15 21:05:20,225 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-66, work_dir: /mnt/lustre/linjintao/try/mmaction2/workdir/tsm_nl_gaussian_r50_320p_1x1x8_50e_kinetics400_rgb_fast_32g 2020-08-15 21:05:20,225 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-08-15 21:06:18,027 - mmaction - INFO - Epoch [1][20/940] lr: 4.000e-02, eta: 1 day, 13:39:23, time: 2.886, data_time: 0.505, memory: 10215, top1_acc: 0.0279, top5_acc: 0.0785, loss_cls: 5.9574, loss: 5.9574, grad_norm: 2.2418 2020-08-15 21:06:33,639 - mmaction - INFO - Epoch [1][40/940] lr: 4.000e-02, eta: 23:55:44, time: 0.783, data_time: 0.008, memory: 10215, top1_acc: 0.0957, top5_acc: 0.2334, loss_cls: 5.0750, loss: 5.0750, grad_norm: 2.8777 2020-08-15 21:06:49,328 - mmaction - INFO - Epoch [1][60/940] lr: 4.000e-02, eta: 19:20:55, time: 0.783, data_time: 0.004, memory: 10215, top1_acc: 0.1238, top5_acc: 0.3061, loss_cls: 4.5544, loss: 4.5544, grad_norm: 3.3482 2020-08-15 21:07:05,399 - mmaction - INFO - Epoch [1][80/940] lr: 4.000e-02, eta: 17:07:45, time: 0.805, data_time: 0.005, memory: 10215, top1_acc: 0.1525, top5_acc: 0.3582, loss_cls: 4.3258, loss: 4.3258, grad_norm: 3.5138 2020-08-15 21:07:22,005 - mmaction - INFO - Epoch [1][100/940] lr: 4.000e-02, eta: 15:51:24, time: 0.829, data_time: 0.005, memory: 10215, top1_acc: 0.1707, top5_acc: 0.3912, loss_cls: 4.1481, loss: 4.1481, grad_norm: 3.4667 2020-08-15 21:07:39,923 - mmaction - INFO - Epoch [1][120/940] lr: 4.000e-02, eta: 15:09:22, time: 0.897, data_time: 0.006, memory: 10215, top1_acc: 0.1914, top5_acc: 0.4189, loss_cls: 3.9482, loss: 3.9482, grad_norm: 3.5308 2020-08-15 21:08:00,352 - mmaction - INFO - Epoch [1][140/940] lr: 4.000e-02, eta: 14:52:53, time: 1.020, data_time: 0.004, memory: 10215, top1_acc: 0.1912, top5_acc: 0.4098, loss_cls: 3.9647, loss: 3.9647, grad_norm: 3.4537 2020-08-15 21:08:21,671 - mmaction - INFO - Epoch [1][160/940] lr: 4.000e-02, eta: 14:45:06, time: 1.068, data_time: 0.006, memory: 10215, top1_acc: 0.2080, top5_acc: 0.4334, loss_cls: 3.8340, loss: 3.8340, grad_norm: 3.4523 2020-08-15 21:08:45,202 - mmaction - INFO - Epoch [1][180/940] lr: 4.000e-02, eta: 14:48:19, time: 1.175, data_time: 0.002, memory: 10215, top1_acc: 0.2139, top5_acc: 0.4488, loss_cls: 3.7723, loss: 3.7723, grad_norm: 3.3202 2020-08-15 21:09:08,112 - mmaction - INFO - Epoch [1][200/940] lr: 4.000e-02, eta: 14:48:29, time: 1.145, data_time: 0.006, memory: 10215, top1_acc: 0.2291, top5_acc: 0.4586, loss_cls: 3.6845, loss: 3.6845, grad_norm: 3.3618 2020-08-15 21:09:31,675 - mmaction - INFO - Epoch [1][220/940] lr: 4.000e-02, eta: 14:50:59, time: 1.180, data_time: 0.005, memory: 10215, top1_acc: 0.2457, top5_acc: 0.4906, loss_cls: 3.5760, loss: 3.5760, grad_norm: 3.3817 2020-08-15 21:09:57,927 - mmaction - INFO - Epoch [1][240/940] lr: 4.000e-02, eta: 15:01:31, time: 1.311, data_time: 0.005, memory: 10215, top1_acc: 0.2459, top5_acc: 0.4926, loss_cls: 3.5492, loss: 3.5492, grad_norm: 3.3163 2020-08-15 21:10:20,115 - mmaction - INFO - Epoch [1][260/940] lr: 4.000e-02, eta: 14:58:24, time: 1.111, data_time: 0.006, memory: 10215, top1_acc: 0.2539, top5_acc: 0.5033, loss_cls: 3.5100, loss: 3.5100, grad_norm: 3.4535 2020-08-15 21:10:44,811 - mmaction - INFO - Epoch [1][280/940] lr: 4.000e-02, eta: 15:02:25, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.2437, top5_acc: 0.5023, loss_cls: 3.5289, loss: 3.5289, grad_norm: 3.3496 2020-08-15 21:11:08,024 - mmaction - INFO - Epoch [1][300/940] lr: 4.000e-02, eta: 15:02:14, time: 1.163, data_time: 0.006, memory: 10215, top1_acc: 0.2496, top5_acc: 0.5039, loss_cls: 3.4795, loss: 3.4795, grad_norm: 3.4074 2020-08-15 21:11:32,955 - mmaction - INFO - Epoch [1][320/940] lr: 4.000e-02, eta: 15:06:01, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.2684, top5_acc: 0.5299, loss_cls: 3.4191, loss: 3.4191, grad_norm: 3.2721 2020-08-15 21:11:57,937 - mmaction - INFO - Epoch [1][340/940] lr: 4.000e-02, eta: 15:09:35, time: 1.251, data_time: 0.006, memory: 10215, top1_acc: 0.2717, top5_acc: 0.5379, loss_cls: 3.3413, loss: 3.3413, grad_norm: 3.2097 2020-08-15 21:12:22,055 - mmaction - INFO - Epoch [1][360/940] lr: 4.000e-02, eta: 15:10:40, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.2779, top5_acc: 0.5420, loss_cls: 3.3488, loss: 3.3488, grad_norm: 3.2084 2020-08-15 21:12:46,720 - mmaction - INFO - Epoch [1][380/940] lr: 4.000e-02, eta: 15:12:53, time: 1.235, data_time: 0.006, memory: 10215, top1_acc: 0.2838, top5_acc: 0.5381, loss_cls: 3.3107, loss: 3.3107, grad_norm: 3.2057 2020-08-15 21:13:10,924 - mmaction - INFO - Epoch [1][400/940] lr: 4.000e-02, eta: 15:13:47, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.2883, top5_acc: 0.5637, loss_cls: 3.2131, loss: 3.2131, grad_norm: 3.2368 2020-08-15 21:13:35,899 - mmaction - INFO - Epoch [1][420/940] lr: 4.000e-02, eta: 15:16:08, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.2916, top5_acc: 0.5477, loss_cls: 3.2667, loss: 3.2667, grad_norm: 3.2994 2020-08-15 21:13:59,463 - mmaction - INFO - Epoch [1][440/940] lr: 4.000e-02, eta: 15:15:36, time: 1.176, data_time: 0.005, memory: 10215, top1_acc: 0.3039, top5_acc: 0.5676, loss_cls: 3.1749, loss: 3.1749, grad_norm: 3.2502 2020-08-15 21:14:24,796 - mmaction - INFO - Epoch [1][460/940] lr: 4.000e-02, eta: 15:18:12, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.2945, top5_acc: 0.5555, loss_cls: 3.2314, loss: 3.2314, grad_norm: 3.2799 2020-08-15 21:14:47,417 - mmaction - INFO - Epoch [1][480/940] lr: 4.000e-02, eta: 15:16:03, time: 1.130, data_time: 0.005, memory: 10215, top1_acc: 0.2963, top5_acc: 0.5682, loss_cls: 3.1737, loss: 3.1737, grad_norm: 3.1940 2020-08-15 21:15:12,066 - mmaction - INFO - Epoch [1][500/940] lr: 4.000e-02, eta: 15:17:12, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.3084, top5_acc: 0.5639, loss_cls: 3.1718, loss: 3.1718, grad_norm: 3.1277 2020-08-15 21:15:35,801 - mmaction - INFO - Epoch [1][520/940] lr: 4.000e-02, eta: 15:16:59, time: 1.190, data_time: 0.006, memory: 10215, top1_acc: 0.3125, top5_acc: 0.5811, loss_cls: 3.1130, loss: 3.1130, grad_norm: 3.2029 2020-08-15 21:16:00,952 - mmaction - INFO - Epoch [1][540/940] lr: 4.000e-02, eta: 15:18:39, time: 1.255, data_time: 0.005, memory: 10215, top1_acc: 0.3191, top5_acc: 0.5762, loss_cls: 3.0882, loss: 3.0882, grad_norm: 3.1445 2020-08-15 21:16:25,050 - mmaction - INFO - Epoch [1][560/940] lr: 4.000e-02, eta: 15:18:49, time: 1.207, data_time: 0.006, memory: 10215, top1_acc: 0.3156, top5_acc: 0.5793, loss_cls: 3.1013, loss: 3.1013, grad_norm: 3.1579 2020-08-15 21:16:49,801 - mmaction - INFO - Epoch [1][580/940] lr: 4.000e-02, eta: 15:19:46, time: 1.237, data_time: 0.002, memory: 10215, top1_acc: 0.3258, top5_acc: 0.5840, loss_cls: 3.0706, loss: 3.0706, grad_norm: 3.1782 2020-08-15 21:17:13,912 - mmaction - INFO - Epoch [1][600/940] lr: 4.000e-02, eta: 15:19:48, time: 1.206, data_time: 0.002, memory: 10215, top1_acc: 0.3021, top5_acc: 0.5748, loss_cls: 3.1310, loss: 3.1310, grad_norm: 3.1980 2020-08-15 21:17:38,116 - mmaction - INFO - Epoch [1][620/940] lr: 4.000e-02, eta: 15:19:55, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.3295, top5_acc: 0.5883, loss_cls: 3.0169, loss: 3.0169, grad_norm: 3.0921 2020-08-15 21:18:02,176 - mmaction - INFO - Epoch [1][640/940] lr: 4.000e-02, eta: 15:19:51, time: 1.203, data_time: 0.002, memory: 10215, top1_acc: 0.3340, top5_acc: 0.5980, loss_cls: 2.9592, loss: 2.9592, grad_norm: 3.0683 2020-08-15 21:18:27,436 - mmaction - INFO - Epoch [1][660/940] lr: 4.000e-02, eta: 15:21:09, time: 1.263, data_time: 0.004, memory: 10215, top1_acc: 0.3289, top5_acc: 0.6049, loss_cls: 2.9937, loss: 2.9937, grad_norm: 3.1925 2020-08-15 21:18:51,684 - mmaction - INFO - Epoch [1][680/940] lr: 4.000e-02, eta: 15:21:09, time: 1.211, data_time: 0.002, memory: 10215, top1_acc: 0.3428, top5_acc: 0.6059, loss_cls: 2.9943, loss: 2.9943, grad_norm: 3.0995 2020-08-15 21:19:16,061 - mmaction - INFO - Epoch [1][700/940] lr: 4.000e-02, eta: 15:21:21, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.3385, top5_acc: 0.6100, loss_cls: 2.9516, loss: 2.9516, grad_norm: 3.0485 2020-08-15 21:19:40,709 - mmaction - INFO - Epoch [1][720/940] lr: 4.000e-02, eta: 15:21:45, time: 1.231, data_time: 0.006, memory: 10215, top1_acc: 0.3457, top5_acc: 0.6047, loss_cls: 2.9212, loss: 2.9212, grad_norm: 3.0851 2020-08-15 21:20:05,970 - mmaction - INFO - Epoch [1][740/940] lr: 4.000e-02, eta: 15:22:48, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.3475, top5_acc: 0.6090, loss_cls: 2.9225, loss: 2.9225, grad_norm: 3.1655 2020-08-15 21:20:30,337 - mmaction - INFO - Epoch [1][760/940] lr: 4.000e-02, eta: 15:22:50, time: 1.218, data_time: 0.002, memory: 10215, top1_acc: 0.3436, top5_acc: 0.6020, loss_cls: 2.9768, loss: 2.9768, grad_norm: 3.0995 2020-08-15 21:20:54,616 - mmaction - INFO - Epoch [1][780/940] lr: 4.000e-02, eta: 15:22:44, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.3467, top5_acc: 0.6033, loss_cls: 2.9630, loss: 2.9630, grad_norm: 3.1436 2020-08-15 21:21:19,904 - mmaction - INFO - Epoch [1][800/940] lr: 4.000e-02, eta: 15:23:39, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.3459, top5_acc: 0.6186, loss_cls: 2.9033, loss: 2.9033, grad_norm: 3.1344 2020-08-15 21:21:44,197 - mmaction - INFO - Epoch [1][820/940] lr: 4.000e-02, eta: 15:23:29, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.3461, top5_acc: 0.6205, loss_cls: 2.9271, loss: 2.9271, grad_norm: 3.0812 2020-08-15 21:22:08,639 - mmaction - INFO - Epoch [1][840/940] lr: 4.000e-02, eta: 15:23:31, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.3617, top5_acc: 0.6326, loss_cls: 2.8509, loss: 2.8509, grad_norm: 3.0836 2020-08-15 21:22:32,925 - mmaction - INFO - Epoch [1][860/940] lr: 4.000e-02, eta: 15:23:23, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.3488, top5_acc: 0.6223, loss_cls: 2.9015, loss: 2.9015, grad_norm: 3.1039 2020-08-15 21:22:57,346 - mmaction - INFO - Epoch [1][880/940] lr: 4.000e-02, eta: 15:23:20, time: 1.221, data_time: 0.002, memory: 10215, top1_acc: 0.3678, top5_acc: 0.6393, loss_cls: 2.8342, loss: 2.8342, grad_norm: 3.1130 2020-08-15 21:23:21,529 - mmaction - INFO - Epoch [1][900/940] lr: 4.000e-02, eta: 15:23:02, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.3508, top5_acc: 0.6186, loss_cls: 2.8622, loss: 2.8622, grad_norm: 3.0615 2020-08-15 21:23:45,749 - mmaction - INFO - Epoch [1][920/940] lr: 4.000e-02, eta: 15:22:50, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.3604, top5_acc: 0.6268, loss_cls: 2.8579, loss: 2.8579, grad_norm: 3.0160 2020-08-15 21:24:09,623 - mmaction - INFO - Epoch [1][940/940] lr: 4.000e-02, eta: 15:22:16, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.3519, top5_acc: 0.6207, loss_cls: 2.8839, loss: 2.8839, grad_norm: 3.1272 2020-08-15 21:24:09,924 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-15 21:24:39,032 - mmaction - INFO - Epoch [2][20/940] lr: 4.000e-02, eta: 15:24:46, time: 1.383, data_time: 0.329, memory: 10215, top1_acc: 0.3648, top5_acc: 0.6408, loss_cls: 2.7834, loss: 2.7834, grad_norm: 3.1190 2020-08-15 21:25:03,081 - mmaction - INFO - Epoch [2][40/940] lr: 4.000e-02, eta: 15:24:19, time: 1.202, data_time: 0.005, memory: 10215, top1_acc: 0.3814, top5_acc: 0.6438, loss_cls: 2.7464, loss: 2.7464, grad_norm: 3.1281 2020-08-15 21:25:27,574 - mmaction - INFO - Epoch [2][60/940] lr: 4.000e-02, eta: 15:24:13, time: 1.225, data_time: 0.003, memory: 10215, top1_acc: 0.3824, top5_acc: 0.6510, loss_cls: 2.7417, loss: 2.7417, grad_norm: 3.0455 2020-08-15 21:25:52,152 - mmaction - INFO - Epoch [2][80/940] lr: 4.000e-02, eta: 15:24:09, time: 1.227, data_time: 0.004, memory: 10215, top1_acc: 0.3822, top5_acc: 0.6422, loss_cls: 2.7432, loss: 2.7432, grad_norm: 3.0475 2020-08-15 21:26:15,964 - mmaction - INFO - Epoch [2][100/940] lr: 4.000e-02, eta: 15:23:32, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.3703, top5_acc: 0.6348, loss_cls: 2.7855, loss: 2.7855, grad_norm: 3.0927 2020-08-15 21:26:40,764 - mmaction - INFO - Epoch [2][120/940] lr: 4.000e-02, eta: 15:23:38, time: 1.240, data_time: 0.005, memory: 10215, top1_acc: 0.3814, top5_acc: 0.6475, loss_cls: 2.7355, loss: 2.7355, grad_norm: 2.9816 2020-08-15 21:27:04,841 - mmaction - INFO - Epoch [2][140/940] lr: 4.000e-02, eta: 15:23:12, time: 1.204, data_time: 0.002, memory: 10215, top1_acc: 0.3838, top5_acc: 0.6551, loss_cls: 2.6919, loss: 2.6919, grad_norm: 3.1087 2020-08-15 21:27:31,559 - mmaction - INFO - Epoch [2][160/940] lr: 4.000e-02, eta: 15:24:35, time: 1.335, data_time: 0.005, memory: 10215, top1_acc: 0.3816, top5_acc: 0.6408, loss_cls: 2.7526, loss: 2.7526, grad_norm: 2.9690 2020-08-15 21:27:55,450 - mmaction - INFO - Epoch [2][180/940] lr: 4.000e-02, eta: 15:24:00, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.3824, top5_acc: 0.6480, loss_cls: 2.7226, loss: 2.7226, grad_norm: 3.0907 2020-08-15 21:28:19,850 - mmaction - INFO - Epoch [2][200/940] lr: 4.000e-02, eta: 15:23:45, time: 1.220, data_time: 0.004, memory: 10215, top1_acc: 0.3963, top5_acc: 0.6545, loss_cls: 2.6883, loss: 2.6883, grad_norm: 2.9738 2020-08-15 21:28:43,297 - mmaction - INFO - Epoch [2][220/940] lr: 4.000e-02, eta: 15:22:52, time: 1.172, data_time: 0.002, memory: 10215, top1_acc: 0.4006, top5_acc: 0.6660, loss_cls: 2.6396, loss: 2.6396, grad_norm: 3.0584 2020-08-15 21:29:07,369 - mmaction - INFO - Epoch [2][240/940] lr: 4.000e-02, eta: 15:22:24, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.3842, top5_acc: 0.6510, loss_cls: 2.7031, loss: 2.7031, grad_norm: 3.0858 2020-08-15 21:29:33,002 - mmaction - INFO - Epoch [2][260/940] lr: 4.000e-02, eta: 15:22:57, time: 1.283, data_time: 0.005, memory: 10215, top1_acc: 0.3822, top5_acc: 0.6572, loss_cls: 2.7144, loss: 2.7144, grad_norm: 3.0271 2020-08-15 21:29:59,062 - mmaction - INFO - Epoch [2][280/940] lr: 4.000e-02, eta: 15:23:42, time: 1.301, data_time: 0.005, memory: 10215, top1_acc: 0.3936, top5_acc: 0.6596, loss_cls: 2.6466, loss: 2.6466, grad_norm: 3.0145 2020-08-15 21:30:22,891 - mmaction - INFO - Epoch [2][300/940] lr: 4.000e-02, eta: 15:23:05, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.3992, top5_acc: 0.6641, loss_cls: 2.6434, loss: 2.6434, grad_norm: 2.9660 2020-08-15 21:30:48,238 - mmaction - INFO - Epoch [2][320/940] lr: 4.000e-02, eta: 15:23:21, time: 1.266, data_time: 0.004, memory: 10215, top1_acc: 0.3910, top5_acc: 0.6625, loss_cls: 2.6611, loss: 2.6611, grad_norm: 3.0151 2020-08-15 21:31:12,593 - mmaction - INFO - Epoch [2][340/940] lr: 4.000e-02, eta: 15:23:03, time: 1.219, data_time: 0.005, memory: 10215, top1_acc: 0.3977, top5_acc: 0.6625, loss_cls: 2.6307, loss: 2.6307, grad_norm: 2.9938 2020-08-15 21:31:36,881 - mmaction - INFO - Epoch [2][360/940] lr: 4.000e-02, eta: 15:22:39, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.4080, top5_acc: 0.6668, loss_cls: 2.6252, loss: 2.6252, grad_norm: 2.9863 2020-08-15 21:32:02,252 - mmaction - INFO - Epoch [2][380/940] lr: 4.000e-02, eta: 15:22:56, time: 1.271, data_time: 0.006, memory: 10215, top1_acc: 0.3994, top5_acc: 0.6650, loss_cls: 2.6574, loss: 2.6574, grad_norm: 3.0425 2020-08-15 21:32:27,115 - mmaction - INFO - Epoch [2][400/940] lr: 4.000e-02, eta: 15:22:51, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.4062, top5_acc: 0.6744, loss_cls: 2.6030, loss: 2.6030, grad_norm: 3.0025 2020-08-15 21:32:51,388 - mmaction - INFO - Epoch [2][420/940] lr: 4.000e-02, eta: 15:22:29, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.3926, top5_acc: 0.6564, loss_cls: 2.6634, loss: 2.6634, grad_norm: 3.0315 2020-08-15 21:33:15,987 - mmaction - INFO - Epoch [2][440/940] lr: 4.000e-02, eta: 15:22:15, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.3939, top5_acc: 0.6680, loss_cls: 2.6366, loss: 2.6366, grad_norm: 3.0248 2020-08-15 21:33:41,259 - mmaction - INFO - Epoch [2][460/940] lr: 4.000e-02, eta: 15:22:25, time: 1.265, data_time: 0.005, memory: 10215, top1_acc: 0.4033, top5_acc: 0.6775, loss_cls: 2.6030, loss: 2.6030, grad_norm: 2.9396 2020-08-15 21:34:05,466 - mmaction - INFO - Epoch [2][480/940] lr: 4.000e-02, eta: 15:21:55, time: 1.206, data_time: 0.004, memory: 10215, top1_acc: 0.4066, top5_acc: 0.6699, loss_cls: 2.5901, loss: 2.5901, grad_norm: 2.9705 2020-08-15 21:34:30,001 - mmaction - INFO - Epoch [2][500/940] lr: 4.000e-02, eta: 15:21:42, time: 1.231, data_time: 0.007, memory: 10215, top1_acc: 0.3994, top5_acc: 0.6707, loss_cls: 2.6259, loss: 2.6259, grad_norm: 2.9729 2020-08-15 21:34:55,237 - mmaction - INFO - Epoch [2][520/940] lr: 4.000e-02, eta: 15:21:47, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.4139, top5_acc: 0.6789, loss_cls: 2.5675, loss: 2.5675, grad_norm: 2.9069 2020-08-15 21:35:20,562 - mmaction - INFO - Epoch [2][540/940] lr: 4.000e-02, eta: 15:21:56, time: 1.268, data_time: 0.006, memory: 10215, top1_acc: 0.4004, top5_acc: 0.6674, loss_cls: 2.6286, loss: 2.6286, grad_norm: 2.9936 2020-08-15 21:35:44,912 - mmaction - INFO - Epoch [2][560/940] lr: 4.000e-02, eta: 15:21:32, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.4045, top5_acc: 0.6762, loss_cls: 2.5875, loss: 2.5875, grad_norm: 2.9454 2020-08-15 21:36:08,772 - mmaction - INFO - Epoch [2][580/940] lr: 4.000e-02, eta: 15:20:55, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.4207, top5_acc: 0.6777, loss_cls: 2.5273, loss: 2.5273, grad_norm: 2.9327 2020-08-15 21:36:32,650 - mmaction - INFO - Epoch [2][600/940] lr: 4.000e-02, eta: 15:20:17, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.3986, top5_acc: 0.6670, loss_cls: 2.6168, loss: 2.6168, grad_norm: 2.9919 2020-08-15 21:36:57,916 - mmaction - INFO - Epoch [2][620/940] lr: 4.000e-02, eta: 15:20:21, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.4172, top5_acc: 0.6703, loss_cls: 2.5888, loss: 2.5888, grad_norm: 2.9727 2020-08-15 21:37:22,985 - mmaction - INFO - Epoch [2][640/940] lr: 4.000e-02, eta: 15:20:20, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.4080, top5_acc: 0.6795, loss_cls: 2.5665, loss: 2.5665, grad_norm: 2.9413 2020-08-15 21:37:47,518 - mmaction - INFO - Epoch [2][660/940] lr: 4.000e-02, eta: 15:20:01, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.4033, top5_acc: 0.6785, loss_cls: 2.5690, loss: 2.5690, grad_norm: 2.9810 2020-08-15 21:38:12,717 - mmaction - INFO - Epoch [2][680/940] lr: 4.000e-02, eta: 15:20:02, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.4158, top5_acc: 0.6803, loss_cls: 2.5570, loss: 2.5570, grad_norm: 2.9593 2020-08-15 21:38:36,894 - mmaction - INFO - Epoch [2][700/940] lr: 4.000e-02, eta: 15:19:32, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.4195, top5_acc: 0.6895, loss_cls: 2.5235, loss: 2.5235, grad_norm: 2.9270 2020-08-15 21:39:02,661 - mmaction - INFO - Epoch [2][720/940] lr: 4.000e-02, eta: 15:19:49, time: 1.290, data_time: 0.006, memory: 10215, top1_acc: 0.4143, top5_acc: 0.6656, loss_cls: 2.5728, loss: 2.5728, grad_norm: 2.9138 2020-08-15 21:39:28,570 - mmaction - INFO - Epoch [2][740/940] lr: 4.000e-02, eta: 15:20:05, time: 1.293, data_time: 0.005, memory: 10215, top1_acc: 0.4111, top5_acc: 0.6777, loss_cls: 2.5595, loss: 2.5595, grad_norm: 2.9684 2020-08-15 21:39:53,280 - mmaction - INFO - Epoch [2][760/940] lr: 4.000e-02, eta: 15:19:51, time: 1.238, data_time: 0.006, memory: 10215, top1_acc: 0.4195, top5_acc: 0.6793, loss_cls: 2.5301, loss: 2.5301, grad_norm: 2.9547 2020-08-15 21:40:18,731 - mmaction - INFO - Epoch [2][780/940] lr: 4.000e-02, eta: 15:19:55, time: 1.271, data_time: 0.004, memory: 10215, top1_acc: 0.4230, top5_acc: 0.6887, loss_cls: 2.5053, loss: 2.5053, grad_norm: 2.9547 2020-08-15 21:40:44,186 - mmaction - INFO - Epoch [2][800/940] lr: 4.000e-02, eta: 15:19:59, time: 1.274, data_time: 0.005, memory: 10215, top1_acc: 0.4352, top5_acc: 0.6834, loss_cls: 2.4760, loss: 2.4760, grad_norm: 2.8654 2020-08-15 21:41:08,936 - mmaction - INFO - Epoch [2][820/940] lr: 4.000e-02, eta: 15:19:43, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.4139, top5_acc: 0.6791, loss_cls: 2.5662, loss: 2.5662, grad_norm: 2.9695 2020-08-15 21:41:33,007 - mmaction - INFO - Epoch [2][840/940] lr: 4.000e-02, eta: 15:19:11, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.4176, top5_acc: 0.6775, loss_cls: 2.5424, loss: 2.5424, grad_norm: 2.9541 2020-08-15 21:41:58,342 - mmaction - INFO - Epoch [2][860/940] lr: 4.000e-02, eta: 15:19:10, time: 1.265, data_time: 0.005, memory: 10215, top1_acc: 0.4156, top5_acc: 0.6771, loss_cls: 2.5282, loss: 2.5282, grad_norm: 2.9482 2020-08-15 21:42:24,227 - mmaction - INFO - Epoch [2][880/940] lr: 4.000e-02, eta: 15:19:23, time: 1.296, data_time: 0.005, memory: 10215, top1_acc: 0.4219, top5_acc: 0.6801, loss_cls: 2.5324, loss: 2.5324, grad_norm: 2.9657 2020-08-15 21:42:47,749 - mmaction - INFO - Epoch [2][900/940] lr: 4.000e-02, eta: 15:18:36, time: 1.176, data_time: 0.002, memory: 10215, top1_acc: 0.4174, top5_acc: 0.6813, loss_cls: 2.5682, loss: 2.5682, grad_norm: 2.9860 2020-08-15 21:43:11,604 - mmaction - INFO - Epoch [2][920/940] lr: 4.000e-02, eta: 15:17:58, time: 1.192, data_time: 0.006, memory: 10215, top1_acc: 0.4238, top5_acc: 0.6861, loss_cls: 2.5032, loss: 2.5032, grad_norm: 2.9087 2020-08-15 21:43:35,575 - mmaction - INFO - Epoch [2][940/940] lr: 4.000e-02, eta: 15:17:24, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.4184, top5_acc: 0.6847, loss_cls: 2.5463, loss: 2.5463, grad_norm: 2.9294 2020-08-15 21:43:35,837 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-15 21:44:04,972 - mmaction - INFO - Epoch [3][20/940] lr: 4.000e-02, eta: 15:18:05, time: 1.359, data_time: 0.306, memory: 10215, top1_acc: 0.4258, top5_acc: 0.6937, loss_cls: 2.4657, loss: 2.4657, grad_norm: 2.8445 2020-08-15 21:44:29,660 - mmaction - INFO - Epoch [3][40/940] lr: 4.000e-02, eta: 15:17:48, time: 1.236, data_time: 0.006, memory: 10215, top1_acc: 0.4355, top5_acc: 0.6908, loss_cls: 2.4653, loss: 2.4653, grad_norm: 2.9603 2020-08-15 21:44:54,108 - mmaction - INFO - Epoch [3][60/940] lr: 4.000e-02, eta: 15:17:22, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.4441, top5_acc: 0.7070, loss_cls: 2.3982, loss: 2.3982, grad_norm: 2.8597 2020-08-15 21:45:19,910 - mmaction - INFO - Epoch [3][80/940] lr: 4.000e-02, eta: 15:17:31, time: 1.293, data_time: 0.006, memory: 10215, top1_acc: 0.4424, top5_acc: 0.7164, loss_cls: 2.3772, loss: 2.3772, grad_norm: 2.9408 2020-08-15 21:45:44,448 - mmaction - INFO - Epoch [3][100/940] lr: 4.000e-02, eta: 15:17:08, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.4404, top5_acc: 0.6957, loss_cls: 2.4381, loss: 2.4381, grad_norm: 2.9361 2020-08-15 21:46:09,497 - mmaction - INFO - Epoch [3][120/940] lr: 4.000e-02, eta: 15:16:58, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.4420, top5_acc: 0.7047, loss_cls: 2.4042, loss: 2.4042, grad_norm: 2.8762 2020-08-15 21:46:35,638 - mmaction - INFO - Epoch [3][140/940] lr: 4.000e-02, eta: 15:17:10, time: 1.305, data_time: 0.005, memory: 10215, top1_acc: 0.4494, top5_acc: 0.7063, loss_cls: 2.3655, loss: 2.3655, grad_norm: 2.9562 2020-08-15 21:47:01,520 - mmaction - INFO - Epoch [3][160/940] lr: 4.000e-02, eta: 15:17:17, time: 1.296, data_time: 0.006, memory: 10215, top1_acc: 0.4350, top5_acc: 0.6982, loss_cls: 2.4575, loss: 2.4575, grad_norm: 2.9756 2020-08-15 21:47:26,012 - mmaction - INFO - Epoch [3][180/940] lr: 4.000e-02, eta: 15:16:53, time: 1.225, data_time: 0.002, memory: 10215, top1_acc: 0.4387, top5_acc: 0.6930, loss_cls: 2.4360, loss: 2.4360, grad_norm: 2.8711 2020-08-15 21:47:49,640 - mmaction - INFO - Epoch [3][200/940] lr: 4.000e-02, eta: 15:16:09, time: 1.180, data_time: 0.005, memory: 10215, top1_acc: 0.4477, top5_acc: 0.7100, loss_cls: 2.3636, loss: 2.3636, grad_norm: 2.9223 2020-08-15 21:48:14,750 - mmaction - INFO - Epoch [3][220/940] lr: 4.000e-02, eta: 15:15:59, time: 1.257, data_time: 0.006, memory: 10215, top1_acc: 0.4395, top5_acc: 0.6973, loss_cls: 2.4577, loss: 2.4577, grad_norm: 2.8658 2020-08-15 21:48:39,680 - mmaction - INFO - Epoch [3][240/940] lr: 4.000e-02, eta: 15:15:43, time: 1.245, data_time: 0.004, memory: 10215, top1_acc: 0.4555, top5_acc: 0.7098, loss_cls: 2.3461, loss: 2.3461, grad_norm: 2.9404 2020-08-15 21:49:04,004 - mmaction - INFO - Epoch [3][260/940] lr: 4.000e-02, eta: 15:15:16, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.4447, top5_acc: 0.7039, loss_cls: 2.3908, loss: 2.3908, grad_norm: 2.9977 2020-08-15 21:49:28,904 - mmaction - INFO - Epoch [3][280/940] lr: 4.000e-02, eta: 15:15:00, time: 1.243, data_time: 0.004, memory: 10215, top1_acc: 0.4246, top5_acc: 0.6949, loss_cls: 2.4612, loss: 2.4612, grad_norm: 2.9500 2020-08-15 21:49:53,441 - mmaction - INFO - Epoch [3][300/940] lr: 4.000e-02, eta: 15:14:37, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.4479, top5_acc: 0.7066, loss_cls: 2.3878, loss: 2.3878, grad_norm: 2.8620 2020-08-15 21:50:19,305 - mmaction - INFO - Epoch [3][320/940] lr: 4.000e-02, eta: 15:14:40, time: 1.291, data_time: 0.004, memory: 10215, top1_acc: 0.4461, top5_acc: 0.7057, loss_cls: 2.3990, loss: 2.3990, grad_norm: 2.8851 2020-08-15 21:50:44,720 - mmaction - INFO - Epoch [3][340/940] lr: 4.000e-02, eta: 15:14:35, time: 1.274, data_time: 0.006, memory: 10215, top1_acc: 0.4406, top5_acc: 0.6955, loss_cls: 2.4235, loss: 2.4235, grad_norm: 2.9201 2020-08-15 21:51:09,663 - mmaction - INFO - Epoch [3][360/940] lr: 4.000e-02, eta: 15:14:18, time: 1.246, data_time: 0.004, memory: 10215, top1_acc: 0.4521, top5_acc: 0.7123, loss_cls: 2.3652, loss: 2.3652, grad_norm: 2.9054 2020-08-15 21:51:34,415 - mmaction - INFO - Epoch [3][380/940] lr: 4.000e-02, eta: 15:13:59, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.4350, top5_acc: 0.7074, loss_cls: 2.4209, loss: 2.4209, grad_norm: 2.8906 2020-08-15 21:51:58,625 - mmaction - INFO - Epoch [3][400/940] lr: 4.000e-02, eta: 15:13:28, time: 1.209, data_time: 0.006, memory: 10215, top1_acc: 0.4537, top5_acc: 0.7148, loss_cls: 2.3480, loss: 2.3480, grad_norm: 2.8740 2020-08-15 21:52:23,887 - mmaction - INFO - Epoch [3][420/940] lr: 4.000e-02, eta: 15:13:19, time: 1.265, data_time: 0.006, memory: 10215, top1_acc: 0.4496, top5_acc: 0.7086, loss_cls: 2.3807, loss: 2.3807, grad_norm: 2.8705 2020-08-15 21:52:48,031 - mmaction - INFO - Epoch [3][440/940] lr: 4.000e-02, eta: 15:12:46, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.4535, top5_acc: 0.7123, loss_cls: 2.3606, loss: 2.3606, grad_norm: 2.8634 2020-08-15 21:53:13,238 - mmaction - INFO - Epoch [3][460/940] lr: 4.000e-02, eta: 15:12:36, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.4588, top5_acc: 0.7150, loss_cls: 2.3514, loss: 2.3514, grad_norm: 2.8722 2020-08-15 21:53:38,059 - mmaction - INFO - Epoch [3][480/940] lr: 4.000e-02, eta: 15:12:16, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.4518, top5_acc: 0.7135, loss_cls: 2.3673, loss: 2.3673, grad_norm: 2.8234 2020-08-15 21:54:02,991 - mmaction - INFO - Epoch [3][500/940] lr: 4.000e-02, eta: 15:12:00, time: 1.248, data_time: 0.006, memory: 10215, top1_acc: 0.4445, top5_acc: 0.7051, loss_cls: 2.4068, loss: 2.4068, grad_norm: 2.9054 2020-08-15 21:54:28,297 - mmaction - INFO - Epoch [3][520/940] lr: 4.000e-02, eta: 15:11:49, time: 1.264, data_time: 0.006, memory: 10215, top1_acc: 0.4430, top5_acc: 0.6957, loss_cls: 2.4006, loss: 2.4006, grad_norm: 2.8502 2020-08-15 21:54:53,307 - mmaction - INFO - Epoch [3][540/940] lr: 4.000e-02, eta: 15:11:34, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.4531, top5_acc: 0.7109, loss_cls: 2.3694, loss: 2.3694, grad_norm: 2.9054 2020-08-15 21:55:18,234 - mmaction - INFO - Epoch [3][560/940] lr: 4.000e-02, eta: 15:11:16, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.4373, top5_acc: 0.7098, loss_cls: 2.4041, loss: 2.4041, grad_norm: 2.9255 2020-08-15 21:55:43,207 - mmaction - INFO - Epoch [3][580/940] lr: 4.000e-02, eta: 15:11:00, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.4572, top5_acc: 0.7137, loss_cls: 2.3583, loss: 2.3583, grad_norm: 2.8330 2020-08-15 21:56:08,351 - mmaction - INFO - Epoch [3][600/940] lr: 4.000e-02, eta: 15:10:45, time: 1.256, data_time: 0.005, memory: 10215, top1_acc: 0.4504, top5_acc: 0.7121, loss_cls: 2.3654, loss: 2.3654, grad_norm: 2.8717 2020-08-15 21:56:33,649 - mmaction - INFO - Epoch [3][620/940] lr: 4.000e-02, eta: 15:10:35, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.4607, top5_acc: 0.7127, loss_cls: 2.3374, loss: 2.3374, grad_norm: 2.8680 2020-08-15 21:56:59,854 - mmaction - INFO - Epoch [3][640/940] lr: 4.000e-02, eta: 15:10:39, time: 1.310, data_time: 0.002, memory: 10215, top1_acc: 0.4516, top5_acc: 0.7156, loss_cls: 2.3523, loss: 2.3523, grad_norm: 2.8156 2020-08-15 21:57:24,286 - mmaction - INFO - Epoch [3][660/940] lr: 4.000e-02, eta: 15:10:12, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.4623, top5_acc: 0.7180, loss_cls: 2.3125, loss: 2.3125, grad_norm: 2.8569 2020-08-15 21:57:49,340 - mmaction - INFO - Epoch [3][680/940] lr: 4.000e-02, eta: 15:09:56, time: 1.255, data_time: 0.005, memory: 10215, top1_acc: 0.4432, top5_acc: 0.7152, loss_cls: 2.3646, loss: 2.3646, grad_norm: 2.8735 2020-08-15 21:58:13,890 - mmaction - INFO - Epoch [3][700/940] lr: 4.000e-02, eta: 15:09:31, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.4617, top5_acc: 0.7188, loss_cls: 2.3213, loss: 2.3213, grad_norm: 2.8515 2020-08-15 21:58:40,032 - mmaction - INFO - Epoch [3][720/940] lr: 4.000e-02, eta: 15:09:33, time: 1.309, data_time: 0.005, memory: 10215, top1_acc: 0.4520, top5_acc: 0.7053, loss_cls: 2.3677, loss: 2.3677, grad_norm: 2.8719 2020-08-15 21:59:04,866 - mmaction - INFO - Epoch [3][740/940] lr: 4.000e-02, eta: 15:09:13, time: 1.242, data_time: 0.002, memory: 10215, top1_acc: 0.4568, top5_acc: 0.7023, loss_cls: 2.3810, loss: 2.3810, grad_norm: 2.8684 2020-08-15 21:59:29,509 - mmaction - INFO - Epoch [3][760/940] lr: 4.000e-02, eta: 15:08:49, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.4576, top5_acc: 0.7135, loss_cls: 2.3451, loss: 2.3451, grad_norm: 2.8307 2020-08-15 21:59:54,869 - mmaction - INFO - Epoch [3][780/940] lr: 4.000e-02, eta: 15:08:38, time: 1.270, data_time: 0.005, memory: 10215, top1_acc: 0.4629, top5_acc: 0.7248, loss_cls: 2.2920, loss: 2.2920, grad_norm: 2.8068 2020-08-15 22:00:21,280 - mmaction - INFO - Epoch [3][800/940] lr: 4.000e-02, eta: 15:08:39, time: 1.308, data_time: 0.008, memory: 10215, top1_acc: 0.4576, top5_acc: 0.7139, loss_cls: 2.3308, loss: 2.3308, grad_norm: 2.8149 2020-08-15 22:00:45,786 - mmaction - INFO - Epoch [3][820/940] lr: 4.000e-02, eta: 15:08:17, time: 1.237, data_time: 0.021, memory: 10215, top1_acc: 0.4625, top5_acc: 0.7096, loss_cls: 2.3576, loss: 2.3576, grad_norm: 2.8157 2020-08-15 22:01:11,484 - mmaction - INFO - Epoch [3][840/940] lr: 4.000e-02, eta: 15:08:10, time: 1.283, data_time: 0.006, memory: 10215, top1_acc: 0.4512, top5_acc: 0.7066, loss_cls: 2.3800, loss: 2.3800, grad_norm: 2.7758 2020-08-15 22:01:35,580 - mmaction - INFO - Epoch [3][860/940] lr: 4.000e-02, eta: 15:07:37, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.4549, top5_acc: 0.7109, loss_cls: 2.3788, loss: 2.3788, grad_norm: 2.8661 2020-08-15 22:02:00,677 - mmaction - INFO - Epoch [3][880/940] lr: 4.000e-02, eta: 15:07:21, time: 1.255, data_time: 0.002, memory: 10215, top1_acc: 0.4486, top5_acc: 0.7109, loss_cls: 2.3394, loss: 2.3394, grad_norm: 2.8362 2020-08-15 22:02:25,163 - mmaction - INFO - Epoch [3][900/940] lr: 4.000e-02, eta: 15:06:54, time: 1.224, data_time: 0.002, memory: 10215, top1_acc: 0.4654, top5_acc: 0.7211, loss_cls: 2.2849, loss: 2.2849, grad_norm: 2.7533 2020-08-15 22:02:51,202 - mmaction - INFO - Epoch [3][920/940] lr: 4.000e-02, eta: 15:06:52, time: 1.300, data_time: 0.005, memory: 10215, top1_acc: 0.4814, top5_acc: 0.7354, loss_cls: 2.2427, loss: 2.2427, grad_norm: 2.8092 2020-08-15 22:03:15,701 - mmaction - INFO - Epoch [3][940/940] lr: 4.000e-02, eta: 15:06:25, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.4566, top5_acc: 0.7200, loss_cls: 2.3354, loss: 2.3354, grad_norm: 2.8676 2020-08-15 22:03:16,045 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-15 22:03:46,297 - mmaction - INFO - Epoch [4][20/940] lr: 4.000e-02, eta: 15:06:56, time: 1.410, data_time: 0.408, memory: 10215, top1_acc: 0.4635, top5_acc: 0.7168, loss_cls: 2.3077, loss: 2.3077, grad_norm: 2.8082 2020-08-15 22:04:10,200 - mmaction - INFO - Epoch [4][40/940] lr: 4.000e-02, eta: 15:06:20, time: 1.194, data_time: 0.002, memory: 10215, top1_acc: 0.4658, top5_acc: 0.7227, loss_cls: 2.2922, loss: 2.2922, grad_norm: 2.8284 2020-08-15 22:04:35,098 - mmaction - INFO - Epoch [4][60/940] lr: 4.000e-02, eta: 15:05:59, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.4736, top5_acc: 0.7344, loss_cls: 2.2282, loss: 2.2282, grad_norm: 2.8047 2020-08-15 22:05:00,462 - mmaction - INFO - Epoch [4][80/940] lr: 4.000e-02, eta: 15:05:46, time: 1.269, data_time: 0.006, memory: 10215, top1_acc: 0.4750, top5_acc: 0.7295, loss_cls: 2.2248, loss: 2.2248, grad_norm: 2.8272 2020-08-15 22:05:25,112 - mmaction - INFO - Epoch [4][100/940] lr: 4.000e-02, eta: 15:05:20, time: 1.230, data_time: 0.007, memory: 10215, top1_acc: 0.4889, top5_acc: 0.7406, loss_cls: 2.1968, loss: 2.1968, grad_norm: 2.8981 2020-08-15 22:05:50,186 - mmaction - INFO - Epoch [4][120/940] lr: 4.000e-02, eta: 15:05:03, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.4754, top5_acc: 0.7350, loss_cls: 2.2330, loss: 2.2330, grad_norm: 2.7754 2020-08-15 22:06:15,276 - mmaction - INFO - Epoch [4][140/940] lr: 4.000e-02, eta: 15:04:45, time: 1.255, data_time: 0.002, memory: 10215, top1_acc: 0.4824, top5_acc: 0.7367, loss_cls: 2.2057, loss: 2.2057, grad_norm: 2.8418 2020-08-15 22:06:40,382 - mmaction - INFO - Epoch [4][160/940] lr: 4.000e-02, eta: 15:04:26, time: 1.253, data_time: 0.004, memory: 10215, top1_acc: 0.4715, top5_acc: 0.7297, loss_cls: 2.2590, loss: 2.2590, grad_norm: 2.8767 2020-08-15 22:07:06,169 - mmaction - INFO - Epoch [4][180/940] lr: 4.000e-02, eta: 15:04:19, time: 1.291, data_time: 0.006, memory: 10215, top1_acc: 0.4844, top5_acc: 0.7312, loss_cls: 2.2230, loss: 2.2230, grad_norm: 2.7846 2020-08-15 22:07:31,913 - mmaction - INFO - Epoch [4][200/940] lr: 4.000e-02, eta: 15:04:10, time: 1.286, data_time: 0.005, memory: 10215, top1_acc: 0.4639, top5_acc: 0.7270, loss_cls: 2.2760, loss: 2.2760, grad_norm: 2.9073 2020-08-15 22:07:55,847 - mmaction - INFO - Epoch [4][220/940] lr: 4.000e-02, eta: 15:03:35, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.4791, top5_acc: 0.7277, loss_cls: 2.2373, loss: 2.2373, grad_norm: 2.8508 2020-08-15 22:08:20,472 - mmaction - INFO - Epoch [4][240/940] lr: 4.000e-02, eta: 15:03:09, time: 1.231, data_time: 0.004, memory: 10215, top1_acc: 0.4699, top5_acc: 0.7242, loss_cls: 2.2569, loss: 2.2569, grad_norm: 2.8328 2020-08-15 22:08:47,464 - mmaction - INFO - Epoch [4][260/940] lr: 4.000e-02, eta: 15:03:18, time: 1.349, data_time: 0.002, memory: 10215, top1_acc: 0.4803, top5_acc: 0.7246, loss_cls: 2.2690, loss: 2.2690, grad_norm: 2.8688 2020-08-15 22:09:11,977 - mmaction - INFO - Epoch [4][280/940] lr: 4.000e-02, eta: 15:02:50, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.4748, top5_acc: 0.7369, loss_cls: 2.2495, loss: 2.2495, grad_norm: 2.7992 2020-08-15 22:09:36,583 - mmaction - INFO - Epoch [4][300/940] lr: 4.000e-02, eta: 15:02:25, time: 1.232, data_time: 0.005, memory: 10215, top1_acc: 0.4697, top5_acc: 0.7184, loss_cls: 2.2825, loss: 2.2825, grad_norm: 2.8890 2020-08-15 22:10:01,053 - mmaction - INFO - Epoch [4][320/940] lr: 4.000e-02, eta: 15:01:57, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.4744, top5_acc: 0.7363, loss_cls: 2.2230, loss: 2.2230, grad_norm: 2.8045 2020-08-15 22:10:25,284 - mmaction - INFO - Epoch [4][340/940] lr: 4.000e-02, eta: 15:01:27, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.4752, top5_acc: 0.7311, loss_cls: 2.2397, loss: 2.2397, grad_norm: 2.8346 2020-08-15 22:10:50,826 - mmaction - INFO - Epoch [4][360/940] lr: 4.000e-02, eta: 15:01:13, time: 1.275, data_time: 0.005, memory: 10215, top1_acc: 0.4773, top5_acc: 0.7314, loss_cls: 2.2250, loss: 2.2250, grad_norm: 2.7730 2020-08-15 22:11:15,920 - mmaction - INFO - Epoch [4][380/940] lr: 4.000e-02, eta: 15:00:55, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.4811, top5_acc: 0.7334, loss_cls: 2.2164, loss: 2.2164, grad_norm: 2.7582 2020-08-15 22:11:39,658 - mmaction - INFO - Epoch [4][400/940] lr: 4.000e-02, eta: 15:00:17, time: 1.185, data_time: 0.006, memory: 10215, top1_acc: 0.4691, top5_acc: 0.7320, loss_cls: 2.2346, loss: 2.2346, grad_norm: 2.8255 2020-08-15 22:12:03,877 - mmaction - INFO - Epoch [4][420/940] lr: 4.000e-02, eta: 14:59:46, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.4816, top5_acc: 0.7350, loss_cls: 2.2110, loss: 2.2110, grad_norm: 2.8534 2020-08-15 22:12:28,005 - mmaction - INFO - Epoch [4][440/940] lr: 4.000e-02, eta: 14:59:14, time: 1.206, data_time: 0.006, memory: 10215, top1_acc: 0.4803, top5_acc: 0.7359, loss_cls: 2.1981, loss: 2.1981, grad_norm: 2.8695 2020-08-15 22:12:52,792 - mmaction - INFO - Epoch [4][460/940] lr: 4.000e-02, eta: 14:58:51, time: 1.239, data_time: 0.002, memory: 10215, top1_acc: 0.4705, top5_acc: 0.7254, loss_cls: 2.2760, loss: 2.2760, grad_norm: 2.8315 2020-08-15 22:13:18,143 - mmaction - INFO - Epoch [4][480/940] lr: 4.000e-02, eta: 14:58:35, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.4768, top5_acc: 0.7369, loss_cls: 2.2223, loss: 2.2223, grad_norm: 2.7912 2020-08-15 22:13:44,550 - mmaction - INFO - Epoch [4][500/940] lr: 4.000e-02, eta: 14:58:34, time: 1.322, data_time: 0.005, memory: 10215, top1_acc: 0.4813, top5_acc: 0.7340, loss_cls: 2.1965, loss: 2.1965, grad_norm: 2.7756 2020-08-15 22:14:09,385 - mmaction - INFO - Epoch [4][520/940] lr: 4.000e-02, eta: 14:58:10, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.4617, top5_acc: 0.7240, loss_cls: 2.2920, loss: 2.2920, grad_norm: 2.8152 2020-08-15 22:14:35,156 - mmaction - INFO - Epoch [4][540/940] lr: 4.000e-02, eta: 14:58:01, time: 1.291, data_time: 0.006, memory: 10215, top1_acc: 0.4641, top5_acc: 0.7256, loss_cls: 2.2800, loss: 2.2800, grad_norm: 2.8175 2020-08-15 22:14:59,158 - mmaction - INFO - Epoch [4][560/940] lr: 4.000e-02, eta: 14:57:26, time: 1.198, data_time: 0.004, memory: 10215, top1_acc: 0.4883, top5_acc: 0.7355, loss_cls: 2.1817, loss: 2.1817, grad_norm: 2.8135 2020-08-15 22:15:23,989 - mmaction - INFO - Epoch [4][580/940] lr: 4.000e-02, eta: 14:57:04, time: 1.243, data_time: 0.005, memory: 10215, top1_acc: 0.4717, top5_acc: 0.7213, loss_cls: 2.2671, loss: 2.2671, grad_norm: 2.8460 2020-08-15 22:15:48,319 - mmaction - INFO - Epoch [4][600/940] lr: 4.000e-02, eta: 14:56:34, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.4666, top5_acc: 0.7334, loss_cls: 2.2455, loss: 2.2455, grad_norm: 2.7834 2020-08-15 22:16:14,003 - mmaction - INFO - Epoch [4][620/940] lr: 4.000e-02, eta: 14:56:23, time: 1.287, data_time: 0.006, memory: 10215, top1_acc: 0.4914, top5_acc: 0.7422, loss_cls: 2.1963, loss: 2.1963, grad_norm: 2.7287 2020-08-15 22:16:38,064 - mmaction - INFO - Epoch [4][640/940] lr: 4.000e-02, eta: 14:55:50, time: 1.203, data_time: 0.002, memory: 10215, top1_acc: 0.4791, top5_acc: 0.7320, loss_cls: 2.2175, loss: 2.2175, grad_norm: 2.8578 2020-08-15 22:17:03,821 - mmaction - INFO - Epoch [4][660/940] lr: 4.000e-02, eta: 14:55:38, time: 1.286, data_time: 0.004, memory: 10215, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.2467, loss: 2.2467, grad_norm: 2.7987 2020-08-15 22:17:27,813 - mmaction - INFO - Epoch [4][680/940] lr: 4.000e-02, eta: 14:55:05, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.4773, top5_acc: 0.7424, loss_cls: 2.2234, loss: 2.2234, grad_norm: 2.7612 2020-08-15 22:17:52,981 - mmaction - INFO - Epoch [4][700/940] lr: 4.000e-02, eta: 14:54:46, time: 1.256, data_time: 0.004, memory: 10215, top1_acc: 0.4867, top5_acc: 0.7492, loss_cls: 2.1499, loss: 2.1499, grad_norm: 2.8095 2020-08-15 22:18:18,729 - mmaction - INFO - Epoch [4][720/940] lr: 4.000e-02, eta: 14:54:35, time: 1.290, data_time: 0.006, memory: 10215, top1_acc: 0.4883, top5_acc: 0.7439, loss_cls: 2.1940, loss: 2.1940, grad_norm: 2.7812 2020-08-15 22:18:43,573 - mmaction - INFO - Epoch [4][740/940] lr: 4.000e-02, eta: 14:54:12, time: 1.242, data_time: 0.002, memory: 10215, top1_acc: 0.4783, top5_acc: 0.7332, loss_cls: 2.2241, loss: 2.2241, grad_norm: 2.7781 2020-08-15 22:19:07,503 - mmaction - INFO - Epoch [4][760/940] lr: 4.000e-02, eta: 14:53:37, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.4900, top5_acc: 0.7371, loss_cls: 2.2245, loss: 2.2245, grad_norm: 2.7855 2020-08-15 22:19:33,706 - mmaction - INFO - Epoch [4][780/940] lr: 4.000e-02, eta: 14:53:31, time: 1.312, data_time: 0.006, memory: 10215, top1_acc: 0.4844, top5_acc: 0.7393, loss_cls: 2.1930, loss: 2.1930, grad_norm: 2.7502 2020-08-15 22:19:58,644 - mmaction - INFO - Epoch [4][800/940] lr: 4.000e-02, eta: 14:53:08, time: 1.243, data_time: 0.005, memory: 10215, top1_acc: 0.4748, top5_acc: 0.7441, loss_cls: 2.2176, loss: 2.2176, grad_norm: 2.7788 2020-08-15 22:20:23,888 - mmaction - INFO - Epoch [4][820/940] lr: 4.000e-02, eta: 14:52:51, time: 1.267, data_time: 0.008, memory: 10215, top1_acc: 0.4869, top5_acc: 0.7443, loss_cls: 2.1920, loss: 2.1920, grad_norm: 2.7964 2020-08-15 22:20:48,441 - mmaction - INFO - Epoch [4][840/940] lr: 4.000e-02, eta: 14:52:24, time: 1.228, data_time: 0.002, memory: 10215, top1_acc: 0.4816, top5_acc: 0.7260, loss_cls: 2.2202, loss: 2.2202, grad_norm: 2.8008 2020-08-15 22:21:14,491 - mmaction - INFO - Epoch [4][860/940] lr: 4.000e-02, eta: 14:52:15, time: 1.301, data_time: 0.004, memory: 10215, top1_acc: 0.4746, top5_acc: 0.7318, loss_cls: 2.2287, loss: 2.2287, grad_norm: 2.7726 2020-08-15 22:21:39,306 - mmaction - INFO - Epoch [4][880/940] lr: 4.000e-02, eta: 14:51:51, time: 1.241, data_time: 0.006, memory: 10215, top1_acc: 0.4881, top5_acc: 0.7342, loss_cls: 2.1975, loss: 2.1975, grad_norm: 2.7582 2020-08-15 22:22:03,413 - mmaction - INFO - Epoch [4][900/940] lr: 4.000e-02, eta: 14:51:20, time: 1.207, data_time: 0.006, memory: 10215, top1_acc: 0.4783, top5_acc: 0.7316, loss_cls: 2.2290, loss: 2.2290, grad_norm: 2.8579 2020-08-15 22:22:28,567 - mmaction - INFO - Epoch [4][920/940] lr: 4.000e-02, eta: 14:51:00, time: 1.256, data_time: 0.005, memory: 10215, top1_acc: 0.4762, top5_acc: 0.7340, loss_cls: 2.2279, loss: 2.2279, grad_norm: 2.8097 2020-08-15 22:22:53,428 - mmaction - INFO - Epoch [4][940/940] lr: 4.000e-02, eta: 14:50:37, time: 1.245, data_time: 0.006, memory: 10215, top1_acc: 0.4791, top5_acc: 0.7360, loss_cls: 2.2438, loss: 2.2438, grad_norm: 2.7617 2020-08-15 22:22:53,656 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-15 22:23:22,159 - mmaction - INFO - Epoch [5][20/940] lr: 4.000e-02, eta: 14:50:37, time: 1.341, data_time: 0.332, memory: 10215, top1_acc: 0.4992, top5_acc: 0.7543, loss_cls: 2.1140, loss: 2.1140, grad_norm: 2.7369 2020-08-15 22:23:46,816 - mmaction - INFO - Epoch [5][40/940] lr: 4.000e-02, eta: 14:50:11, time: 1.235, data_time: 0.006, memory: 10215, top1_acc: 0.4988, top5_acc: 0.7469, loss_cls: 2.1564, loss: 2.1564, grad_norm: 2.7911 2020-08-15 22:24:12,388 - mmaction - INFO - Epoch [5][60/940] lr: 4.000e-02, eta: 14:49:56, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.4912, top5_acc: 0.7531, loss_cls: 2.1560, loss: 2.1560, grad_norm: 2.7706 2020-08-15 22:24:36,682 - mmaction - INFO - Epoch [5][80/940] lr: 4.000e-02, eta: 14:49:27, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.4957, top5_acc: 0.7467, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.7426 2020-08-15 22:25:00,935 - mmaction - INFO - Epoch [5][100/940] lr: 4.000e-02, eta: 14:48:57, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.4980, top5_acc: 0.7473, loss_cls: 2.1353, loss: 2.1353, grad_norm: 2.8153 2020-08-15 22:25:26,242 - mmaction - INFO - Epoch [5][120/940] lr: 4.000e-02, eta: 14:48:38, time: 1.265, data_time: 0.002, memory: 10215, top1_acc: 0.5086, top5_acc: 0.7555, loss_cls: 2.0985, loss: 2.0985, grad_norm: 2.7330 2020-08-15 22:25:51,285 - mmaction - INFO - Epoch [5][140/940] lr: 4.000e-02, eta: 14:48:17, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.4893, top5_acc: 0.7457, loss_cls: 2.1657, loss: 2.1657, grad_norm: 2.7758 2020-08-15 22:26:15,718 - mmaction - INFO - Epoch [5][160/940] lr: 4.000e-02, eta: 14:47:49, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.5096, top5_acc: 0.7533, loss_cls: 2.1163, loss: 2.1163, grad_norm: 2.7102 2020-08-15 22:26:40,215 - mmaction - INFO - Epoch [5][180/940] lr: 4.000e-02, eta: 14:47:21, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.5000, top5_acc: 0.7488, loss_cls: 2.1426, loss: 2.1426, grad_norm: 2.7307 2020-08-15 22:27:05,627 - mmaction - INFO - Epoch [5][200/940] lr: 4.000e-02, eta: 14:47:04, time: 1.272, data_time: 0.005, memory: 10215, top1_acc: 0.5000, top5_acc: 0.7506, loss_cls: 2.0986, loss: 2.0986, grad_norm: 2.7762 2020-08-15 22:27:30,702 - mmaction - INFO - Epoch [5][220/940] lr: 4.000e-02, eta: 14:46:43, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.4941, top5_acc: 0.7520, loss_cls: 2.1239, loss: 2.1239, grad_norm: 2.7787 2020-08-15 22:27:56,220 - mmaction - INFO - Epoch [5][240/940] lr: 4.000e-02, eta: 14:46:27, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.4971, top5_acc: 0.7455, loss_cls: 2.1393, loss: 2.1393, grad_norm: 2.7904 2020-08-15 22:28:22,669 - mmaction - INFO - Epoch [5][260/940] lr: 4.000e-02, eta: 14:46:21, time: 1.322, data_time: 0.004, memory: 10215, top1_acc: 0.4971, top5_acc: 0.7479, loss_cls: 2.1539, loss: 2.1539, grad_norm: 2.7906 2020-08-15 22:28:46,270 - mmaction - INFO - Epoch [5][280/940] lr: 4.000e-02, eta: 14:45:44, time: 1.180, data_time: 0.002, memory: 10215, top1_acc: 0.4887, top5_acc: 0.7510, loss_cls: 2.1627, loss: 2.1627, grad_norm: 2.7871 2020-08-15 22:29:10,485 - mmaction - INFO - Epoch [5][300/940] lr: 4.000e-02, eta: 14:45:13, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.4965, top5_acc: 0.7496, loss_cls: 2.1286, loss: 2.1286, grad_norm: 2.7265 2020-08-15 22:29:36,786 - mmaction - INFO - Epoch [5][320/940] lr: 4.000e-02, eta: 14:45:05, time: 1.314, data_time: 0.007, memory: 10215, top1_acc: 0.5074, top5_acc: 0.7521, loss_cls: 2.1087, loss: 2.1087, grad_norm: 2.7041 2020-08-15 22:30:01,755 - mmaction - INFO - Epoch [5][340/940] lr: 4.000e-02, eta: 14:44:42, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.4945, top5_acc: 0.7590, loss_cls: 2.1045, loss: 2.1045, grad_norm: 2.8073 2020-08-15 22:30:26,748 - mmaction - INFO - Epoch [5][360/940] lr: 4.000e-02, eta: 14:44:20, time: 1.249, data_time: 0.006, memory: 10215, top1_acc: 0.4855, top5_acc: 0.7352, loss_cls: 2.1650, loss: 2.1650, grad_norm: 2.7805 2020-08-15 22:30:50,868 - mmaction - INFO - Epoch [5][380/940] lr: 4.000e-02, eta: 14:43:49, time: 1.208, data_time: 0.006, memory: 10215, top1_acc: 0.4957, top5_acc: 0.7518, loss_cls: 2.1407, loss: 2.1407, grad_norm: 2.7580 2020-08-15 22:31:15,986 - mmaction - INFO - Epoch [5][400/940] lr: 4.000e-02, eta: 14:43:28, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.5115, top5_acc: 0.7576, loss_cls: 2.0859, loss: 2.0859, grad_norm: 2.7306 2020-08-15 22:31:40,775 - mmaction - INFO - Epoch [5][420/940] lr: 4.000e-02, eta: 14:43:04, time: 1.241, data_time: 0.006, memory: 10215, top1_acc: 0.5023, top5_acc: 0.7545, loss_cls: 2.0993, loss: 2.0993, grad_norm: 2.8454 2020-08-15 22:32:05,783 - mmaction - INFO - Epoch [5][440/940] lr: 4.000e-02, eta: 14:42:42, time: 1.251, data_time: 0.002, memory: 10215, top1_acc: 0.4889, top5_acc: 0.7438, loss_cls: 2.1541, loss: 2.1541, grad_norm: 2.7648 2020-08-15 22:32:30,689 - mmaction - INFO - Epoch [5][460/940] lr: 4.000e-02, eta: 14:42:19, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.5086, top5_acc: 0.7648, loss_cls: 2.0878, loss: 2.0878, grad_norm: 2.7827 2020-08-15 22:32:56,186 - mmaction - INFO - Epoch [5][480/940] lr: 4.000e-02, eta: 14:42:01, time: 1.275, data_time: 0.003, memory: 10215, top1_acc: 0.5000, top5_acc: 0.7463, loss_cls: 2.1392, loss: 2.1392, grad_norm: 2.8424 2020-08-15 22:33:21,226 - mmaction - INFO - Epoch [5][500/940] lr: 4.000e-02, eta: 14:41:39, time: 1.250, data_time: 0.004, memory: 10215, top1_acc: 0.4969, top5_acc: 0.7426, loss_cls: 2.1293, loss: 2.1293, grad_norm: 2.7544 2020-08-15 22:33:46,725 - mmaction - INFO - Epoch [5][520/940] lr: 4.000e-02, eta: 14:41:22, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.4895, top5_acc: 0.7342, loss_cls: 2.2154, loss: 2.2154, grad_norm: 2.8392 2020-08-15 22:34:10,765 - mmaction - INFO - Epoch [5][540/940] lr: 4.000e-02, eta: 14:40:50, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.4953, top5_acc: 0.7520, loss_cls: 2.1324, loss: 2.1324, grad_norm: 2.7879 2020-08-15 22:34:35,464 - mmaction - INFO - Epoch [5][560/940] lr: 4.000e-02, eta: 14:40:25, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.5025, top5_acc: 0.7459, loss_cls: 2.1444, loss: 2.1444, grad_norm: 2.8000 2020-08-15 22:35:02,263 - mmaction - INFO - Epoch [5][580/940] lr: 4.000e-02, eta: 14:40:20, time: 1.339, data_time: 0.004, memory: 10215, top1_acc: 0.5064, top5_acc: 0.7633, loss_cls: 2.0734, loss: 2.0734, grad_norm: 2.7905 2020-08-15 22:35:28,433 - mmaction - INFO - Epoch [5][600/940] lr: 4.000e-02, eta: 14:40:09, time: 1.309, data_time: 0.004, memory: 10215, top1_acc: 0.4900, top5_acc: 0.7426, loss_cls: 2.1668, loss: 2.1668, grad_norm: 2.7427 2020-08-15 22:35:53,442 - mmaction - INFO - Epoch [5][620/940] lr: 4.000e-02, eta: 14:39:47, time: 1.250, data_time: 0.004, memory: 10215, top1_acc: 0.5004, top5_acc: 0.7549, loss_cls: 2.0971, loss: 2.0971, grad_norm: 2.7623 2020-08-15 22:36:18,500 - mmaction - INFO - Epoch [5][640/940] lr: 4.000e-02, eta: 14:39:25, time: 1.253, data_time: 0.002, memory: 10215, top1_acc: 0.4965, top5_acc: 0.7420, loss_cls: 2.1555, loss: 2.1555, grad_norm: 2.7141 2020-08-15 22:36:43,595 - mmaction - INFO - Epoch [5][660/940] lr: 4.000e-02, eta: 14:39:03, time: 1.252, data_time: 0.004, memory: 10215, top1_acc: 0.5102, top5_acc: 0.7590, loss_cls: 2.0963, loss: 2.0963, grad_norm: 2.7219 2020-08-15 22:37:08,298 - mmaction - INFO - Epoch [5][680/940] lr: 4.000e-02, eta: 14:38:38, time: 1.237, data_time: 0.006, memory: 10215, top1_acc: 0.5031, top5_acc: 0.7473, loss_cls: 2.1350, loss: 2.1350, grad_norm: 2.7682 2020-08-15 22:37:32,230 - mmaction - INFO - Epoch [5][700/940] lr: 4.000e-02, eta: 14:38:05, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.4996, top5_acc: 0.7477, loss_cls: 2.1379, loss: 2.1379, grad_norm: 2.8125 2020-08-15 22:37:58,078 - mmaction - INFO - Epoch [5][720/940] lr: 4.000e-02, eta: 14:37:50, time: 1.293, data_time: 0.005, memory: 10215, top1_acc: 0.5066, top5_acc: 0.7477, loss_cls: 2.1073, loss: 2.1073, grad_norm: 2.7587 2020-08-15 22:38:22,212 - mmaction - INFO - Epoch [5][740/940] lr: 4.000e-02, eta: 14:37:20, time: 1.207, data_time: 0.002, memory: 10215, top1_acc: 0.5062, top5_acc: 0.7533, loss_cls: 2.1087, loss: 2.1087, grad_norm: 2.7458 2020-08-15 22:38:46,356 - mmaction - INFO - Epoch [5][760/940] lr: 4.000e-02, eta: 14:36:49, time: 1.207, data_time: 0.002, memory: 10215, top1_acc: 0.4980, top5_acc: 0.7414, loss_cls: 2.1703, loss: 2.1703, grad_norm: 2.7658 2020-08-15 22:39:11,764 - mmaction - INFO - Epoch [5][780/940] lr: 4.000e-02, eta: 14:36:30, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.5047, top5_acc: 0.7586, loss_cls: 2.1152, loss: 2.1152, grad_norm: 2.7537 2020-08-15 22:39:38,055 - mmaction - INFO - Epoch [5][800/940] lr: 4.000e-02, eta: 14:36:20, time: 1.316, data_time: 0.005, memory: 10215, top1_acc: 0.4959, top5_acc: 0.7443, loss_cls: 2.1343, loss: 2.1343, grad_norm: 2.7649 2020-08-15 22:40:03,077 - mmaction - INFO - Epoch [5][820/940] lr: 4.000e-02, eta: 14:35:57, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.4885, top5_acc: 0.7412, loss_cls: 2.1443, loss: 2.1443, grad_norm: 2.7528 2020-08-15 22:40:26,923 - mmaction - INFO - Epoch [5][840/940] lr: 4.000e-02, eta: 14:35:24, time: 1.193, data_time: 0.004, memory: 10215, top1_acc: 0.5094, top5_acc: 0.7592, loss_cls: 2.0834, loss: 2.0834, grad_norm: 2.7344 2020-08-15 22:40:53,039 - mmaction - INFO - Epoch [5][860/940] lr: 4.000e-02, eta: 14:35:11, time: 1.303, data_time: 0.005, memory: 10215, top1_acc: 0.5010, top5_acc: 0.7545, loss_cls: 2.1015, loss: 2.1015, grad_norm: 2.7593 2020-08-15 22:41:17,412 - mmaction - INFO - Epoch [5][880/940] lr: 4.000e-02, eta: 14:34:43, time: 1.221, data_time: 0.006, memory: 10215, top1_acc: 0.5021, top5_acc: 0.7520, loss_cls: 2.1297, loss: 2.1297, grad_norm: 2.7397 2020-08-15 22:41:41,973 - mmaction - INFO - Epoch [5][900/940] lr: 4.000e-02, eta: 14:34:16, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.4906, top5_acc: 0.7500, loss_cls: 2.1440, loss: 2.1440, grad_norm: 2.7683 2020-08-15 22:42:08,231 - mmaction - INFO - Epoch [5][920/940] lr: 4.000e-02, eta: 14:34:04, time: 1.314, data_time: 0.006, memory: 10215, top1_acc: 0.4930, top5_acc: 0.7498, loss_cls: 2.1609, loss: 2.1609, grad_norm: 2.7990 2020-08-15 22:42:31,539 - mmaction - INFO - Epoch [5][940/940] lr: 4.000e-02, eta: 14:33:26, time: 1.165, data_time: 0.002, memory: 10215, top1_acc: 0.5024, top5_acc: 0.7585, loss_cls: 2.1053, loss: 2.1053, grad_norm: 2.7349 2020-08-15 22:42:31,789 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-15 22:43:00,648 - mmaction - INFO - Epoch [6][20/940] lr: 4.000e-02, eta: 14:33:22, time: 1.354, data_time: 0.311, memory: 10215, top1_acc: 0.5135, top5_acc: 0.7682, loss_cls: 2.0375, loss: 2.0375, grad_norm: 2.7274 2020-08-15 22:43:25,600 - mmaction - INFO - Epoch [6][40/940] lr: 4.000e-02, eta: 14:32:59, time: 1.250, data_time: 0.006, memory: 10215, top1_acc: 0.5064, top5_acc: 0.7604, loss_cls: 2.0584, loss: 2.0584, grad_norm: 2.8080 2020-08-15 22:43:50,461 - mmaction - INFO - Epoch [6][60/940] lr: 4.000e-02, eta: 14:32:35, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.5148, top5_acc: 0.7596, loss_cls: 2.0443, loss: 2.0443, grad_norm: 2.7469 2020-08-15 22:44:15,243 - mmaction - INFO - Epoch [6][80/940] lr: 4.000e-02, eta: 14:32:10, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.5055, top5_acc: 0.7564, loss_cls: 2.0711, loss: 2.0711, grad_norm: 2.7491 2020-08-15 22:44:39,819 - mmaction - INFO - Epoch [6][100/940] lr: 4.000e-02, eta: 14:31:43, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.5352, top5_acc: 0.7697, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.7669 2020-08-15 22:45:04,106 - mmaction - INFO - Epoch [6][120/940] lr: 4.000e-02, eta: 14:31:14, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.5127, top5_acc: 0.7576, loss_cls: 2.0545, loss: 2.0545, grad_norm: 2.7821 2020-08-15 22:45:30,519 - mmaction - INFO - Epoch [6][140/940] lr: 4.000e-02, eta: 14:31:04, time: 1.321, data_time: 0.002, memory: 10215, top1_acc: 0.5135, top5_acc: 0.7631, loss_cls: 2.0685, loss: 2.0685, grad_norm: 2.7817 2020-08-15 22:45:54,673 - mmaction - INFO - Epoch [6][160/940] lr: 4.000e-02, eta: 14:30:33, time: 1.206, data_time: 0.004, memory: 10215, top1_acc: 0.5186, top5_acc: 0.7656, loss_cls: 2.0497, loss: 2.0497, grad_norm: 2.7977 2020-08-15 22:46:18,859 - mmaction - INFO - Epoch [6][180/940] lr: 4.000e-02, eta: 14:30:04, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5174, top5_acc: 0.7711, loss_cls: 2.0116, loss: 2.0116, grad_norm: 2.7217 2020-08-15 22:46:44,324 - mmaction - INFO - Epoch [6][200/940] lr: 4.000e-02, eta: 14:29:44, time: 1.272, data_time: 0.004, memory: 10215, top1_acc: 0.5043, top5_acc: 0.7645, loss_cls: 2.0570, loss: 2.0570, grad_norm: 2.7095 2020-08-15 22:47:09,332 - mmaction - INFO - Epoch [6][220/940] lr: 4.000e-02, eta: 14:29:22, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.5061, top5_acc: 0.7541, loss_cls: 2.0791, loss: 2.0791, grad_norm: 2.6625 2020-08-15 22:47:33,858 - mmaction - INFO - Epoch [6][240/940] lr: 4.000e-02, eta: 14:28:54, time: 1.225, data_time: 0.006, memory: 10215, top1_acc: 0.5135, top5_acc: 0.7609, loss_cls: 2.0700, loss: 2.0700, grad_norm: 2.7086 2020-08-15 22:47:59,075 - mmaction - INFO - Epoch [6][260/940] lr: 4.000e-02, eta: 14:28:33, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.5279, top5_acc: 0.7689, loss_cls: 2.0138, loss: 2.0138, grad_norm: 2.6899 2020-08-15 22:48:22,441 - mmaction - INFO - Epoch [6][280/940] lr: 4.000e-02, eta: 14:27:57, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.5125, top5_acc: 0.7637, loss_cls: 2.0379, loss: 2.0379, grad_norm: 2.7163 2020-08-15 22:48:48,225 - mmaction - INFO - Epoch [6][300/940] lr: 4.000e-02, eta: 14:27:40, time: 1.289, data_time: 0.002, memory: 10215, top1_acc: 0.5051, top5_acc: 0.7562, loss_cls: 2.0824, loss: 2.0824, grad_norm: 2.7422 2020-08-15 22:49:12,478 - mmaction - INFO - Epoch [6][320/940] lr: 4.000e-02, eta: 14:27:10, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5080, top5_acc: 0.7600, loss_cls: 2.0458, loss: 2.0458, grad_norm: 2.7338 2020-08-15 22:49:37,425 - mmaction - INFO - Epoch [6][340/940] lr: 4.000e-02, eta: 14:26:47, time: 1.250, data_time: 0.006, memory: 10215, top1_acc: 0.5031, top5_acc: 0.7584, loss_cls: 2.0638, loss: 2.0638, grad_norm: 2.7392 2020-08-15 22:50:02,531 - mmaction - INFO - Epoch [6][360/940] lr: 4.000e-02, eta: 14:26:25, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.5039, top5_acc: 0.7553, loss_cls: 2.1107, loss: 2.1107, grad_norm: 2.7895 2020-08-15 22:50:27,957 - mmaction - INFO - Epoch [6][380/940] lr: 4.000e-02, eta: 14:26:06, time: 1.271, data_time: 0.005, memory: 10215, top1_acc: 0.5152, top5_acc: 0.7529, loss_cls: 2.0494, loss: 2.0494, grad_norm: 2.7208 2020-08-15 22:50:53,256 - mmaction - INFO - Epoch [6][400/940] lr: 4.000e-02, eta: 14:25:45, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.5102, top5_acc: 0.7615, loss_cls: 2.0516, loss: 2.0516, grad_norm: 2.7508 2020-08-15 22:51:17,041 - mmaction - INFO - Epoch [6][420/940] lr: 4.000e-02, eta: 14:25:12, time: 1.191, data_time: 0.005, memory: 10215, top1_acc: 0.5221, top5_acc: 0.7666, loss_cls: 2.0542, loss: 2.0542, grad_norm: 2.7035 2020-08-15 22:51:42,255 - mmaction - INFO - Epoch [6][440/940] lr: 4.000e-02, eta: 14:24:50, time: 1.259, data_time: 0.004, memory: 10215, top1_acc: 0.5150, top5_acc: 0.7557, loss_cls: 2.0678, loss: 2.0678, grad_norm: 2.7387 2020-08-15 22:52:07,096 - mmaction - INFO - Epoch [6][460/940] lr: 4.000e-02, eta: 14:24:26, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.5088, top5_acc: 0.7611, loss_cls: 2.0691, loss: 2.0691, grad_norm: 2.7357 2020-08-15 22:52:31,375 - mmaction - INFO - Epoch [6][480/940] lr: 4.000e-02, eta: 14:23:57, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.5186, top5_acc: 0.7730, loss_cls: 2.0045, loss: 2.0045, grad_norm: 2.7066 2020-08-15 22:52:57,888 - mmaction - INFO - Epoch [6][500/940] lr: 4.000e-02, eta: 14:23:46, time: 1.328, data_time: 0.006, memory: 10215, top1_acc: 0.5066, top5_acc: 0.7637, loss_cls: 2.0519, loss: 2.0519, grad_norm: 2.8486 2020-08-15 22:53:22,649 - mmaction - INFO - Epoch [6][520/940] lr: 4.000e-02, eta: 14:23:21, time: 1.236, data_time: 0.006, memory: 10215, top1_acc: 0.5230, top5_acc: 0.7748, loss_cls: 2.0128, loss: 2.0128, grad_norm: 2.7260 2020-08-15 22:53:47,937 - mmaction - INFO - Epoch [6][540/940] lr: 4.000e-02, eta: 14:23:00, time: 1.266, data_time: 0.006, memory: 10215, top1_acc: 0.5211, top5_acc: 0.7643, loss_cls: 2.0256, loss: 2.0256, grad_norm: 2.7537 2020-08-15 22:54:11,894 - mmaction - INFO - Epoch [6][560/940] lr: 4.000e-02, eta: 14:22:29, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.5094, top5_acc: 0.7621, loss_cls: 2.0585, loss: 2.0585, grad_norm: 2.7865 2020-08-15 22:54:36,204 - mmaction - INFO - Epoch [6][580/940] lr: 4.000e-02, eta: 14:22:00, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.5217, top5_acc: 0.7699, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.7130 2020-08-15 22:54:59,820 - mmaction - INFO - Epoch [6][600/940] lr: 4.000e-02, eta: 14:21:26, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.5029, top5_acc: 0.7516, loss_cls: 2.0843, loss: 2.0843, grad_norm: 2.7454 2020-08-15 22:55:25,537 - mmaction - INFO - Epoch [6][620/940] lr: 4.000e-02, eta: 14:21:09, time: 1.288, data_time: 0.006, memory: 10215, top1_acc: 0.5082, top5_acc: 0.7625, loss_cls: 2.0605, loss: 2.0605, grad_norm: 2.6942 2020-08-15 22:55:50,251 - mmaction - INFO - Epoch [6][640/940] lr: 4.000e-02, eta: 14:20:43, time: 1.236, data_time: 0.002, memory: 10215, top1_acc: 0.5148, top5_acc: 0.7635, loss_cls: 2.0500, loss: 2.0500, grad_norm: 2.7005 2020-08-15 22:56:17,707 - mmaction - INFO - Epoch [6][660/940] lr: 4.000e-02, eta: 14:20:39, time: 1.371, data_time: 0.006, memory: 10215, top1_acc: 0.5037, top5_acc: 0.7562, loss_cls: 2.0843, loss: 2.0843, grad_norm: 2.6909 2020-08-15 22:56:41,570 - mmaction - INFO - Epoch [6][680/940] lr: 4.000e-02, eta: 14:20:07, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.5105, top5_acc: 0.7650, loss_cls: 2.0541, loss: 2.0541, grad_norm: 2.7337 2020-08-15 22:57:07,079 - mmaction - INFO - Epoch [6][700/940] lr: 4.000e-02, eta: 14:19:47, time: 1.273, data_time: 0.005, memory: 10215, top1_acc: 0.5137, top5_acc: 0.7697, loss_cls: 2.0386, loss: 2.0386, grad_norm: 2.7203 2020-08-15 22:57:31,845 - mmaction - INFO - Epoch [6][720/940] lr: 4.000e-02, eta: 14:19:23, time: 1.240, data_time: 0.006, memory: 10215, top1_acc: 0.5061, top5_acc: 0.7631, loss_cls: 2.0769, loss: 2.0769, grad_norm: 2.7744 2020-08-15 22:57:55,976 - mmaction - INFO - Epoch [6][740/940] lr: 4.000e-02, eta: 14:18:52, time: 1.204, data_time: 0.004, memory: 10215, top1_acc: 0.5100, top5_acc: 0.7664, loss_cls: 2.0703, loss: 2.0703, grad_norm: 2.8002 2020-08-15 22:58:21,629 - mmaction - INFO - Epoch [6][760/940] lr: 4.000e-02, eta: 14:18:34, time: 1.285, data_time: 0.007, memory: 10215, top1_acc: 0.5068, top5_acc: 0.7521, loss_cls: 2.1068, loss: 2.1068, grad_norm: 2.7261 2020-08-15 22:58:45,836 - mmaction - INFO - Epoch [6][780/940] lr: 4.000e-02, eta: 14:18:05, time: 1.210, data_time: 0.002, memory: 10215, top1_acc: 0.5146, top5_acc: 0.7621, loss_cls: 2.0560, loss: 2.0560, grad_norm: 2.7434 2020-08-15 22:59:10,215 - mmaction - INFO - Epoch [6][800/940] lr: 4.000e-02, eta: 14:17:37, time: 1.218, data_time: 0.004, memory: 10215, top1_acc: 0.5141, top5_acc: 0.7619, loss_cls: 2.0673, loss: 2.0673, grad_norm: 2.6700 2020-08-15 22:59:36,491 - mmaction - INFO - Epoch [6][820/940] lr: 4.000e-02, eta: 14:17:23, time: 1.315, data_time: 0.005, memory: 10215, top1_acc: 0.5188, top5_acc: 0.7705, loss_cls: 2.0086, loss: 2.0086, grad_norm: 2.7417 2020-08-15 23:00:00,729 - mmaction - INFO - Epoch [6][840/940] lr: 4.000e-02, eta: 14:16:54, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.5135, top5_acc: 0.7744, loss_cls: 2.0371, loss: 2.0371, grad_norm: 2.7454 2020-08-15 23:00:27,804 - mmaction - INFO - Epoch [6][860/940] lr: 4.000e-02, eta: 14:16:45, time: 1.343, data_time: 0.006, memory: 10215, top1_acc: 0.5201, top5_acc: 0.7680, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.7207 2020-08-15 23:00:52,006 - mmaction - INFO - Epoch [6][880/940] lr: 4.000e-02, eta: 14:16:17, time: 1.221, data_time: 0.023, memory: 10215, top1_acc: 0.5174, top5_acc: 0.7684, loss_cls: 2.0236, loss: 2.0236, grad_norm: 2.7411 2020-08-15 23:01:16,423 - mmaction - INFO - Epoch [6][900/940] lr: 4.000e-02, eta: 14:15:49, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.5164, top5_acc: 0.7594, loss_cls: 2.0515, loss: 2.0515, grad_norm: 2.7572 2020-08-15 23:01:42,102 - mmaction - INFO - Epoch [6][920/940] lr: 4.000e-02, eta: 14:15:31, time: 1.282, data_time: 0.006, memory: 10215, top1_acc: 0.5127, top5_acc: 0.7600, loss_cls: 2.0445, loss: 2.0445, grad_norm: 2.6981 2020-08-15 23:02:05,995 - mmaction - INFO - Epoch [6][940/940] lr: 4.000e-02, eta: 14:14:59, time: 1.196, data_time: 0.007, memory: 10215, top1_acc: 0.5047, top5_acc: 0.7583, loss_cls: 2.1114, loss: 2.1114, grad_norm: 2.6977 2020-08-15 23:02:06,333 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-15 23:02:35,493 - mmaction - INFO - Epoch [7][20/940] lr: 4.000e-02, eta: 14:14:57, time: 1.392, data_time: 0.413, memory: 10215, top1_acc: 0.5242, top5_acc: 0.7695, loss_cls: 1.9926, loss: 1.9926, grad_norm: 2.6997 2020-08-15 23:02:59,052 - mmaction - INFO - Epoch [7][40/940] lr: 4.000e-02, eta: 14:14:23, time: 1.177, data_time: 0.002, memory: 10215, top1_acc: 0.5293, top5_acc: 0.7754, loss_cls: 1.9800, loss: 1.9800, grad_norm: 2.6984 2020-08-15 23:03:23,496 - mmaction - INFO - Epoch [7][60/940] lr: 4.000e-02, eta: 14:13:55, time: 1.221, data_time: 0.006, memory: 10215, top1_acc: 0.5307, top5_acc: 0.7742, loss_cls: 1.9704, loss: 1.9704, grad_norm: 2.7180 2020-08-15 23:03:48,873 - mmaction - INFO - Epoch [7][80/940] lr: 4.000e-02, eta: 14:13:34, time: 1.271, data_time: 0.006, memory: 10215, top1_acc: 0.5156, top5_acc: 0.7721, loss_cls: 2.0080, loss: 2.0080, grad_norm: 2.7670 2020-08-15 23:04:13,389 - mmaction - INFO - Epoch [7][100/940] lr: 4.000e-02, eta: 14:13:07, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5248, top5_acc: 0.7730, loss_cls: 1.9966, loss: 1.9966, grad_norm: 2.6997 2020-08-15 23:04:38,285 - mmaction - INFO - Epoch [7][120/940] lr: 4.000e-02, eta: 14:12:43, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.5273, top5_acc: 0.7746, loss_cls: 1.9597, loss: 1.9597, grad_norm: 2.7429 2020-08-15 23:05:02,148 - mmaction - INFO - Epoch [7][140/940] lr: 4.000e-02, eta: 14:12:12, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.5355, top5_acc: 0.7738, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.6780 2020-08-15 23:05:28,426 - mmaction - INFO - Epoch [7][160/940] lr: 4.000e-02, eta: 14:11:57, time: 1.315, data_time: 0.005, memory: 10215, top1_acc: 0.5295, top5_acc: 0.7709, loss_cls: 1.9786, loss: 1.9786, grad_norm: 2.7515 2020-08-15 23:05:52,693 - mmaction - INFO - Epoch [7][180/940] lr: 4.000e-02, eta: 14:11:28, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.5318, top5_acc: 0.7729, loss_cls: 1.9780, loss: 1.9780, grad_norm: 2.7086 2020-08-15 23:06:16,884 - mmaction - INFO - Epoch [7][200/940] lr: 4.000e-02, eta: 14:10:59, time: 1.211, data_time: 0.006, memory: 10215, top1_acc: 0.5279, top5_acc: 0.7793, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.7157 2020-08-15 23:06:42,421 - mmaction - INFO - Epoch [7][220/940] lr: 4.000e-02, eta: 14:10:39, time: 1.275, data_time: 0.004, memory: 10215, top1_acc: 0.5275, top5_acc: 0.7734, loss_cls: 1.9925, loss: 1.9925, grad_norm: 2.7569 2020-08-15 23:07:06,388 - mmaction - INFO - Epoch [7][240/940] lr: 4.000e-02, eta: 14:10:09, time: 1.200, data_time: 0.006, memory: 10215, top1_acc: 0.5281, top5_acc: 0.7752, loss_cls: 1.9730, loss: 1.9730, grad_norm: 2.7791 2020-08-15 23:07:30,903 - mmaction - INFO - Epoch [7][260/940] lr: 4.000e-02, eta: 14:09:42, time: 1.224, data_time: 0.004, memory: 10215, top1_acc: 0.5102, top5_acc: 0.7711, loss_cls: 2.0165, loss: 2.0165, grad_norm: 2.7306 2020-08-15 23:07:56,007 - mmaction - INFO - Epoch [7][280/940] lr: 4.000e-02, eta: 14:09:19, time: 1.257, data_time: 0.006, memory: 10215, top1_acc: 0.5170, top5_acc: 0.7668, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.7085 2020-08-15 23:08:21,465 - mmaction - INFO - Epoch [7][300/940] lr: 4.000e-02, eta: 14:08:59, time: 1.273, data_time: 0.005, memory: 10215, top1_acc: 0.5264, top5_acc: 0.7807, loss_cls: 1.9360, loss: 1.9360, grad_norm: 2.7356 2020-08-15 23:08:46,819 - mmaction - INFO - Epoch [7][320/940] lr: 4.000e-02, eta: 14:08:38, time: 1.267, data_time: 0.002, memory: 10215, top1_acc: 0.5205, top5_acc: 0.7635, loss_cls: 2.0202, loss: 2.0202, grad_norm: 2.7850 2020-08-15 23:09:12,018 - mmaction - INFO - Epoch [7][340/940] lr: 4.000e-02, eta: 14:08:16, time: 1.258, data_time: 0.005, memory: 10215, top1_acc: 0.5279, top5_acc: 0.7635, loss_cls: 2.0191, loss: 2.0191, grad_norm: 2.7139 2020-08-15 23:09:38,031 - mmaction - INFO - Epoch [7][360/940] lr: 4.000e-02, eta: 14:07:59, time: 1.303, data_time: 0.006, memory: 10215, top1_acc: 0.5383, top5_acc: 0.7781, loss_cls: 1.9718, loss: 1.9718, grad_norm: 2.6940 2020-08-15 23:10:01,815 - mmaction - INFO - Epoch [7][380/940] lr: 4.000e-02, eta: 14:07:27, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.5287, top5_acc: 0.7723, loss_cls: 1.9776, loss: 1.9776, grad_norm: 2.7175 2020-08-15 23:10:26,520 - mmaction - INFO - Epoch [7][400/940] lr: 4.000e-02, eta: 14:07:02, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.5273, top5_acc: 0.7633, loss_cls: 2.0022, loss: 2.0022, grad_norm: 2.6772 2020-08-15 23:10:52,211 - mmaction - INFO - Epoch [7][420/940] lr: 4.000e-02, eta: 14:06:43, time: 1.283, data_time: 0.005, memory: 10215, top1_acc: 0.5236, top5_acc: 0.7715, loss_cls: 1.9922, loss: 1.9922, grad_norm: 2.7158 2020-08-15 23:11:16,533 - mmaction - INFO - Epoch [7][440/940] lr: 4.000e-02, eta: 14:06:14, time: 1.216, data_time: 0.006, memory: 10215, top1_acc: 0.5264, top5_acc: 0.7709, loss_cls: 1.9923, loss: 1.9923, grad_norm: 2.7367 2020-08-15 23:11:42,698 - mmaction - INFO - Epoch [7][460/940] lr: 4.000e-02, eta: 14:05:59, time: 1.307, data_time: 0.008, memory: 10215, top1_acc: 0.5236, top5_acc: 0.7727, loss_cls: 2.0083, loss: 2.0083, grad_norm: 2.7424 2020-08-15 23:12:07,209 - mmaction - INFO - Epoch [7][480/940] lr: 4.000e-02, eta: 14:05:32, time: 1.228, data_time: 0.006, memory: 10215, top1_acc: 0.5283, top5_acc: 0.7668, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.7096 2020-08-15 23:12:31,872 - mmaction - INFO - Epoch [7][500/940] lr: 4.000e-02, eta: 14:05:06, time: 1.233, data_time: 0.002, memory: 10215, top1_acc: 0.5262, top5_acc: 0.7707, loss_cls: 1.9906, loss: 1.9906, grad_norm: 2.6447 2020-08-15 23:12:56,248 - mmaction - INFO - Epoch [7][520/940] lr: 4.000e-02, eta: 14:04:38, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.5230, top5_acc: 0.7686, loss_cls: 1.9969, loss: 1.9969, grad_norm: 2.7031 2020-08-15 23:13:21,638 - mmaction - INFO - Epoch [7][540/940] lr: 4.000e-02, eta: 14:04:17, time: 1.268, data_time: 0.004, memory: 10215, top1_acc: 0.5318, top5_acc: 0.7707, loss_cls: 2.0006, loss: 2.0006, grad_norm: 2.7220 2020-08-15 23:13:46,439 - mmaction - INFO - Epoch [7][560/940] lr: 4.000e-02, eta: 14:03:52, time: 1.242, data_time: 0.006, memory: 10215, top1_acc: 0.5219, top5_acc: 0.7756, loss_cls: 2.0127, loss: 2.0127, grad_norm: 2.7699 2020-08-15 23:14:11,440 - mmaction - INFO - Epoch [7][580/940] lr: 4.000e-02, eta: 14:03:29, time: 1.248, data_time: 0.004, memory: 10215, top1_acc: 0.5336, top5_acc: 0.7838, loss_cls: 1.9274, loss: 1.9274, grad_norm: 2.6421 2020-08-15 23:14:35,390 - mmaction - INFO - Epoch [7][600/940] lr: 4.000e-02, eta: 14:02:58, time: 1.199, data_time: 0.006, memory: 10215, top1_acc: 0.5256, top5_acc: 0.7762, loss_cls: 1.9873, loss: 1.9873, grad_norm: 2.7524 2020-08-15 23:15:00,764 - mmaction - INFO - Epoch [7][620/940] lr: 4.000e-02, eta: 14:02:37, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.5242, top5_acc: 0.7744, loss_cls: 2.0020, loss: 2.0020, grad_norm: 2.7222 2020-08-15 23:15:26,155 - mmaction - INFO - Epoch [7][640/940] lr: 4.000e-02, eta: 14:02:16, time: 1.270, data_time: 0.002, memory: 10215, top1_acc: 0.5354, top5_acc: 0.7750, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.7207 2020-08-15 23:15:51,648 - mmaction - INFO - Epoch [7][660/940] lr: 4.000e-02, eta: 14:01:55, time: 1.275, data_time: 0.002, memory: 10215, top1_acc: 0.5332, top5_acc: 0.7752, loss_cls: 1.9346, loss: 1.9346, grad_norm: 2.6736 2020-08-15 23:16:15,398 - mmaction - INFO - Epoch [7][680/940] lr: 4.000e-02, eta: 14:01:24, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.5279, top5_acc: 0.7787, loss_cls: 1.9844, loss: 1.9844, grad_norm: 2.7282 2020-08-15 23:16:39,298 - mmaction - INFO - Epoch [7][700/940] lr: 4.000e-02, eta: 14:00:53, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.5447, top5_acc: 0.7816, loss_cls: 1.9324, loss: 1.9324, grad_norm: 2.7045 2020-08-15 23:17:04,734 - mmaction - INFO - Epoch [7][720/940] lr: 4.000e-02, eta: 14:00:32, time: 1.270, data_time: 0.005, memory: 10215, top1_acc: 0.5186, top5_acc: 0.7615, loss_cls: 2.0296, loss: 2.0296, grad_norm: 2.6658 2020-08-15 23:17:29,193 - mmaction - INFO - Epoch [7][740/940] lr: 4.000e-02, eta: 14:00:05, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5293, top5_acc: 0.7752, loss_cls: 1.9870, loss: 1.9870, grad_norm: 2.6846 2020-08-15 23:17:53,941 - mmaction - INFO - Epoch [7][760/940] lr: 4.000e-02, eta: 13:59:40, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.5412, top5_acc: 0.7824, loss_cls: 1.9289, loss: 1.9289, grad_norm: 2.7129 2020-08-15 23:18:19,342 - mmaction - INFO - Epoch [7][780/940] lr: 4.000e-02, eta: 13:59:19, time: 1.272, data_time: 0.005, memory: 10215, top1_acc: 0.5314, top5_acc: 0.7740, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.6293 2020-08-15 23:18:43,913 - mmaction - INFO - Epoch [7][800/940] lr: 4.000e-02, eta: 13:58:52, time: 1.228, data_time: 0.002, memory: 10215, top1_acc: 0.5414, top5_acc: 0.7836, loss_cls: 1.9372, loss: 1.9372, grad_norm: 2.6658 2020-08-15 23:19:08,830 - mmaction - INFO - Epoch [7][820/940] lr: 4.000e-02, eta: 13:58:28, time: 1.245, data_time: 0.002, memory: 10215, top1_acc: 0.5287, top5_acc: 0.7693, loss_cls: 2.0016, loss: 2.0016, grad_norm: 2.7619 2020-08-15 23:19:34,357 - mmaction - INFO - Epoch [7][840/940] lr: 4.000e-02, eta: 13:58:07, time: 1.275, data_time: 0.004, memory: 10215, top1_acc: 0.5355, top5_acc: 0.7777, loss_cls: 1.9632, loss: 1.9632, grad_norm: 2.7161 2020-08-15 23:19:58,773 - mmaction - INFO - Epoch [7][860/940] lr: 4.000e-02, eta: 13:57:40, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.5293, top5_acc: 0.7734, loss_cls: 1.9566, loss: 1.9566, grad_norm: 2.7306 2020-08-15 23:20:25,615 - mmaction - INFO - Epoch [7][880/940] lr: 4.000e-02, eta: 13:57:28, time: 1.341, data_time: 0.005, memory: 10215, top1_acc: 0.5268, top5_acc: 0.7664, loss_cls: 2.0073, loss: 2.0073, grad_norm: 2.7025 2020-08-15 23:20:49,624 - mmaction - INFO - Epoch [7][900/940] lr: 4.000e-02, eta: 13:56:58, time: 1.202, data_time: 0.005, memory: 10215, top1_acc: 0.5275, top5_acc: 0.7693, loss_cls: 1.9957, loss: 1.9957, grad_norm: 2.7102 2020-08-15 23:21:13,997 - mmaction - INFO - Epoch [7][920/940] lr: 4.000e-02, eta: 13:56:30, time: 1.219, data_time: 0.002, memory: 10215, top1_acc: 0.5371, top5_acc: 0.7838, loss_cls: 1.9452, loss: 1.9452, grad_norm: 2.6776 2020-08-15 23:21:36,886 - mmaction - INFO - Epoch [7][940/940] lr: 4.000e-02, eta: 13:55:54, time: 1.143, data_time: 0.005, memory: 10215, top1_acc: 0.5341, top5_acc: 0.7776, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.7031 2020-08-15 23:21:37,210 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-15 23:22:06,515 - mmaction - INFO - Epoch [8][20/940] lr: 4.000e-02, eta: 13:55:54, time: 1.443, data_time: 0.407, memory: 10215, top1_acc: 0.5312, top5_acc: 0.7801, loss_cls: 1.9571, loss: 1.9571, grad_norm: 2.7316 2020-08-15 23:22:31,355 - mmaction - INFO - Epoch [8][40/940] lr: 4.000e-02, eta: 13:55:29, time: 1.242, data_time: 0.005, memory: 10215, top1_acc: 0.5404, top5_acc: 0.7811, loss_cls: 1.9135, loss: 1.9135, grad_norm: 2.6545 2020-08-15 23:22:55,157 - mmaction - INFO - Epoch [8][60/940] lr: 4.000e-02, eta: 13:54:58, time: 1.190, data_time: 0.002, memory: 10215, top1_acc: 0.5480, top5_acc: 0.7830, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.6135 2020-08-15 23:23:19,289 - mmaction - INFO - Epoch [8][80/940] lr: 4.000e-02, eta: 13:54:29, time: 1.205, data_time: 0.004, memory: 10215, top1_acc: 0.5541, top5_acc: 0.7857, loss_cls: 1.8735, loss: 1.8735, grad_norm: 2.6705 2020-08-15 23:23:43,768 - mmaction - INFO - Epoch [8][100/940] lr: 4.000e-02, eta: 13:54:02, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5508, top5_acc: 0.7855, loss_cls: 1.8826, loss: 1.8826, grad_norm: 2.6696 2020-08-15 23:24:08,649 - mmaction - INFO - Epoch [8][120/940] lr: 4.000e-02, eta: 13:53:37, time: 1.242, data_time: 0.004, memory: 10215, top1_acc: 0.5369, top5_acc: 0.7740, loss_cls: 1.9479, loss: 1.9479, grad_norm: 2.7905 2020-08-15 23:24:33,589 - mmaction - INFO - Epoch [8][140/940] lr: 4.000e-02, eta: 13:53:13, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.5369, top5_acc: 0.7762, loss_cls: 1.9417, loss: 1.9417, grad_norm: 2.7034 2020-08-15 23:24:57,185 - mmaction - INFO - Epoch [8][160/940] lr: 4.000e-02, eta: 13:52:41, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.5311, top5_acc: 0.7811, loss_cls: 1.9366, loss: 1.9366, grad_norm: 2.6693 2020-08-15 23:25:21,420 - mmaction - INFO - Epoch [8][180/940] lr: 4.000e-02, eta: 13:52:13, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.5443, top5_acc: 0.7801, loss_cls: 1.9009, loss: 1.9009, grad_norm: 2.6858 2020-08-15 23:25:47,696 - mmaction - INFO - Epoch [8][200/940] lr: 4.000e-02, eta: 13:51:56, time: 1.311, data_time: 0.005, memory: 10215, top1_acc: 0.5344, top5_acc: 0.7676, loss_cls: 1.9545, loss: 1.9545, grad_norm: 2.7154 2020-08-15 23:26:11,765 - mmaction - INFO - Epoch [8][220/940] lr: 4.000e-02, eta: 13:51:27, time: 1.206, data_time: 0.007, memory: 10215, top1_acc: 0.5414, top5_acc: 0.7814, loss_cls: 1.9094, loss: 1.9094, grad_norm: 2.7187 2020-08-15 23:26:35,890 - mmaction - INFO - Epoch [8][240/940] lr: 4.000e-02, eta: 13:50:58, time: 1.204, data_time: 0.004, memory: 10215, top1_acc: 0.5441, top5_acc: 0.7908, loss_cls: 1.9069, loss: 1.9069, grad_norm: 2.7164 2020-08-15 23:27:00,587 - mmaction - INFO - Epoch [8][260/940] lr: 4.000e-02, eta: 13:50:33, time: 1.237, data_time: 0.006, memory: 10215, top1_acc: 0.5426, top5_acc: 0.7834, loss_cls: 1.8964, loss: 1.8964, grad_norm: 2.7515 2020-08-15 23:27:25,260 - mmaction - INFO - Epoch [8][280/940] lr: 4.000e-02, eta: 13:50:07, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.5430, top5_acc: 0.7820, loss_cls: 1.8961, loss: 1.8961, grad_norm: 2.6780 2020-08-15 23:27:50,274 - mmaction - INFO - Epoch [8][300/940] lr: 4.000e-02, eta: 13:49:44, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.5375, top5_acc: 0.7799, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.7181 2020-08-15 23:28:15,882 - mmaction - INFO - Epoch [8][320/940] lr: 4.000e-02, eta: 13:49:23, time: 1.278, data_time: 0.005, memory: 10215, top1_acc: 0.5279, top5_acc: 0.7797, loss_cls: 1.9570, loss: 1.9570, grad_norm: 2.7574 2020-08-15 23:28:41,636 - mmaction - INFO - Epoch [8][340/940] lr: 4.000e-02, eta: 13:49:04, time: 1.290, data_time: 0.006, memory: 10215, top1_acc: 0.5404, top5_acc: 0.7881, loss_cls: 1.9295, loss: 1.9295, grad_norm: 2.6958 2020-08-15 23:29:06,053 - mmaction - INFO - Epoch [8][360/940] lr: 4.000e-02, eta: 13:48:37, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.5340, top5_acc: 0.7828, loss_cls: 1.9194, loss: 1.9194, grad_norm: 2.7556 2020-08-15 23:29:31,903 - mmaction - INFO - Epoch [8][380/940] lr: 4.000e-02, eta: 13:48:18, time: 1.294, data_time: 0.005, memory: 10215, top1_acc: 0.5234, top5_acc: 0.7643, loss_cls: 2.0176, loss: 2.0176, grad_norm: 2.7194 2020-08-15 23:29:55,844 - mmaction - INFO - Epoch [8][400/940] lr: 4.000e-02, eta: 13:47:48, time: 1.195, data_time: 0.004, memory: 10215, top1_acc: 0.5437, top5_acc: 0.7828, loss_cls: 1.9080, loss: 1.9080, grad_norm: 2.6834 2020-08-15 23:30:20,265 - mmaction - INFO - Epoch [8][420/940] lr: 4.000e-02, eta: 13:47:21, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.5582, top5_acc: 0.7904, loss_cls: 1.8631, loss: 1.8631, grad_norm: 2.6479 2020-08-15 23:30:43,872 - mmaction - INFO - Epoch [8][440/940] lr: 4.000e-02, eta: 13:46:49, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.5316, top5_acc: 0.7824, loss_cls: 1.9409, loss: 1.9409, grad_norm: 2.7420 2020-08-15 23:31:10,097 - mmaction - INFO - Epoch [8][460/940] lr: 4.000e-02, eta: 13:46:32, time: 1.313, data_time: 0.006, memory: 10215, top1_acc: 0.5426, top5_acc: 0.7854, loss_cls: 1.9292, loss: 1.9292, grad_norm: 2.6588 2020-08-15 23:31:34,179 - mmaction - INFO - Epoch [8][480/940] lr: 4.000e-02, eta: 13:46:03, time: 1.202, data_time: 0.005, memory: 10215, top1_acc: 0.5340, top5_acc: 0.7850, loss_cls: 1.9366, loss: 1.9366, grad_norm: 2.7353 2020-08-15 23:31:58,528 - mmaction - INFO - Epoch [8][500/940] lr: 4.000e-02, eta: 13:45:36, time: 1.219, data_time: 0.006, memory: 10215, top1_acc: 0.5334, top5_acc: 0.7777, loss_cls: 1.9379, loss: 1.9379, grad_norm: 2.7136 2020-08-15 23:32:23,999 - mmaction - INFO - Epoch [8][520/940] lr: 4.000e-02, eta: 13:45:14, time: 1.272, data_time: 0.005, memory: 10215, top1_acc: 0.5342, top5_acc: 0.7791, loss_cls: 1.9611, loss: 1.9611, grad_norm: 2.6645 2020-08-15 23:32:48,061 - mmaction - INFO - Epoch [8][540/940] lr: 4.000e-02, eta: 13:44:45, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.5441, top5_acc: 0.7869, loss_cls: 1.8876, loss: 1.8876, grad_norm: 2.6777 2020-08-15 23:33:12,411 - mmaction - INFO - Epoch [8][560/940] lr: 4.000e-02, eta: 13:44:18, time: 1.219, data_time: 0.006, memory: 10215, top1_acc: 0.5373, top5_acc: 0.7738, loss_cls: 1.9458, loss: 1.9458, grad_norm: 2.7216 2020-08-15 23:33:36,626 - mmaction - INFO - Epoch [8][580/940] lr: 4.000e-02, eta: 13:43:50, time: 1.209, data_time: 0.004, memory: 10215, top1_acc: 0.5443, top5_acc: 0.7852, loss_cls: 1.9249, loss: 1.9249, grad_norm: 2.7549 2020-08-15 23:34:01,103 - mmaction - INFO - Epoch [8][600/940] lr: 4.000e-02, eta: 13:43:23, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5348, top5_acc: 0.7865, loss_cls: 1.9281, loss: 1.9281, grad_norm: 2.6803 2020-08-15 23:34:26,025 - mmaction - INFO - Epoch [8][620/940] lr: 4.000e-02, eta: 13:42:59, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.5482, top5_acc: 0.7855, loss_cls: 1.8922, loss: 1.8922, grad_norm: 2.7180 2020-08-15 23:34:50,959 - mmaction - INFO - Epoch [8][640/940] lr: 4.000e-02, eta: 13:42:35, time: 1.247, data_time: 0.002, memory: 10215, top1_acc: 0.5258, top5_acc: 0.7773, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.7022 2020-08-15 23:35:16,895 - mmaction - INFO - Epoch [8][660/940] lr: 4.000e-02, eta: 13:42:16, time: 1.295, data_time: 0.005, memory: 10215, top1_acc: 0.5281, top5_acc: 0.7715, loss_cls: 1.9626, loss: 1.9626, grad_norm: 2.7915 2020-08-15 23:35:40,876 - mmaction - INFO - Epoch [8][680/940] lr: 4.000e-02, eta: 13:41:47, time: 1.201, data_time: 0.006, memory: 10215, top1_acc: 0.5428, top5_acc: 0.7811, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.7733 2020-08-15 23:36:06,454 - mmaction - INFO - Epoch [8][700/940] lr: 4.000e-02, eta: 13:41:26, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.5318, top5_acc: 0.7766, loss_cls: 1.9438, loss: 1.9438, grad_norm: 2.6056 2020-08-15 23:36:29,593 - mmaction - INFO - Epoch [8][720/940] lr: 4.000e-02, eta: 13:40:52, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9651, loss: 1.9651, grad_norm: 2.7127 2020-08-15 23:36:53,642 - mmaction - INFO - Epoch [8][740/940] lr: 4.000e-02, eta: 13:40:23, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.5361, top5_acc: 0.7768, loss_cls: 1.9386, loss: 1.9386, grad_norm: 2.7153 2020-08-15 23:37:18,658 - mmaction - INFO - Epoch [8][760/940] lr: 4.000e-02, eta: 13:40:00, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.5285, top5_acc: 0.7723, loss_cls: 1.9867, loss: 1.9867, grad_norm: 2.6643 2020-08-15 23:37:44,736 - mmaction - INFO - Epoch [8][780/940] lr: 4.000e-02, eta: 13:39:42, time: 1.303, data_time: 0.005, memory: 10215, top1_acc: 0.5432, top5_acc: 0.7836, loss_cls: 1.9295, loss: 1.9295, grad_norm: 2.6652 2020-08-15 23:38:09,423 - mmaction - INFO - Epoch [8][800/940] lr: 4.000e-02, eta: 13:39:16, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.5354, top5_acc: 0.7736, loss_cls: 1.9462, loss: 1.9462, grad_norm: 2.6263 2020-08-15 23:38:35,027 - mmaction - INFO - Epoch [8][820/940] lr: 4.000e-02, eta: 13:38:55, time: 1.278, data_time: 0.005, memory: 10215, top1_acc: 0.5289, top5_acc: 0.7732, loss_cls: 1.9761, loss: 1.9761, grad_norm: 2.7140 2020-08-15 23:38:59,683 - mmaction - INFO - Epoch [8][840/940] lr: 4.000e-02, eta: 13:38:30, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.5479, top5_acc: 0.7850, loss_cls: 1.8820, loss: 1.8820, grad_norm: 2.6379 2020-08-15 23:39:24,567 - mmaction - INFO - Epoch [8][860/940] lr: 4.000e-02, eta: 13:38:05, time: 1.244, data_time: 0.002, memory: 10215, top1_acc: 0.5338, top5_acc: 0.7756, loss_cls: 1.9449, loss: 1.9449, grad_norm: 2.6776 2020-08-15 23:39:48,948 - mmaction - INFO - Epoch [8][880/940] lr: 4.000e-02, eta: 13:37:38, time: 1.217, data_time: 0.004, memory: 10215, top1_acc: 0.5467, top5_acc: 0.7814, loss_cls: 1.8994, loss: 1.8994, grad_norm: 2.6948 2020-08-15 23:40:12,845 - mmaction - INFO - Epoch [8][900/940] lr: 4.000e-02, eta: 13:37:08, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.5434, top5_acc: 0.7779, loss_cls: 1.9387, loss: 1.9387, grad_norm: 2.7044 2020-08-15 23:40:37,629 - mmaction - INFO - Epoch [8][920/940] lr: 4.000e-02, eta: 13:36:44, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.5350, top5_acc: 0.7783, loss_cls: 1.9510, loss: 1.9510, grad_norm: 2.7182 2020-08-15 23:41:02,624 - mmaction - INFO - Epoch [8][940/940] lr: 4.000e-02, eta: 13:36:20, time: 1.248, data_time: 0.004, memory: 10215, top1_acc: 0.5556, top5_acc: 0.7825, loss_cls: 1.8957, loss: 1.8957, grad_norm: 2.6694 2020-08-15 23:41:02,970 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-15 23:41:30,965 - mmaction - INFO - Epoch [9][20/940] lr: 4.000e-02, eta: 13:36:09, time: 1.377, data_time: 0.382, memory: 10215, top1_acc: 0.5574, top5_acc: 0.7953, loss_cls: 1.8256, loss: 1.8256, grad_norm: 2.7030 2020-08-15 23:41:55,338 - mmaction - INFO - Epoch [9][40/940] lr: 4.000e-02, eta: 13:35:42, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.5576, top5_acc: 0.7895, loss_cls: 1.8659, loss: 1.8659, grad_norm: 2.7185 2020-08-15 23:42:21,130 - mmaction - INFO - Epoch [9][60/940] lr: 4.000e-02, eta: 13:35:22, time: 1.292, data_time: 0.005, memory: 10215, top1_acc: 0.5520, top5_acc: 0.7893, loss_cls: 1.8838, loss: 1.8838, grad_norm: 2.7406 2020-08-15 23:42:46,072 - mmaction - INFO - Epoch [9][80/940] lr: 4.000e-02, eta: 13:34:58, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.5520, top5_acc: 0.8018, loss_cls: 1.8493, loss: 1.8493, grad_norm: 2.7105 2020-08-15 23:43:09,581 - mmaction - INFO - Epoch [9][100/940] lr: 4.000e-02, eta: 13:34:26, time: 1.178, data_time: 0.006, memory: 10215, top1_acc: 0.5375, top5_acc: 0.7867, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.7080 2020-08-15 23:43:33,946 - mmaction - INFO - Epoch [9][120/940] lr: 4.000e-02, eta: 13:33:59, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.5477, top5_acc: 0.7906, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.7243 2020-08-15 23:44:00,075 - mmaction - INFO - Epoch [9][140/940] lr: 4.000e-02, eta: 13:33:41, time: 1.308, data_time: 0.005, memory: 10215, top1_acc: 0.5387, top5_acc: 0.7891, loss_cls: 1.8954, loss: 1.8954, grad_norm: 2.7355 2020-08-15 23:44:23,784 - mmaction - INFO - Epoch [9][160/940] lr: 4.000e-02, eta: 13:33:11, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.5527, top5_acc: 0.7916, loss_cls: 1.8905, loss: 1.8905, grad_norm: 2.7850 2020-08-15 23:44:49,453 - mmaction - INFO - Epoch [9][180/940] lr: 4.000e-02, eta: 13:32:50, time: 1.285, data_time: 0.005, memory: 10215, top1_acc: 0.5346, top5_acc: 0.7803, loss_cls: 1.9446, loss: 1.9446, grad_norm: 2.7273 2020-08-15 23:45:13,275 - mmaction - INFO - Epoch [9][200/940] lr: 4.000e-02, eta: 13:32:20, time: 1.189, data_time: 0.004, memory: 10215, top1_acc: 0.5342, top5_acc: 0.7844, loss_cls: 1.9088, loss: 1.9088, grad_norm: 2.7091 2020-08-15 23:45:37,870 - mmaction - INFO - Epoch [9][220/940] lr: 4.000e-02, eta: 13:31:54, time: 1.232, data_time: 0.006, memory: 10215, top1_acc: 0.5482, top5_acc: 0.7846, loss_cls: 1.8987, loss: 1.8987, grad_norm: 2.7593 2020-08-15 23:46:02,051 - mmaction - INFO - Epoch [9][240/940] lr: 4.000e-02, eta: 13:31:26, time: 1.206, data_time: 0.005, memory: 10215, top1_acc: 0.5434, top5_acc: 0.7969, loss_cls: 1.8817, loss: 1.8817, grad_norm: 2.6576 2020-08-15 23:46:27,126 - mmaction - INFO - Epoch [9][260/940] lr: 4.000e-02, eta: 13:31:03, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.5525, top5_acc: 0.7902, loss_cls: 1.8748, loss: 1.8748, grad_norm: 2.7179 2020-08-15 23:46:49,972 - mmaction - INFO - Epoch [9][280/940] lr: 4.000e-02, eta: 13:30:28, time: 1.141, data_time: 0.005, memory: 10215, top1_acc: 0.5486, top5_acc: 0.7857, loss_cls: 1.8684, loss: 1.8684, grad_norm: 2.7187 2020-08-15 23:47:15,647 - mmaction - INFO - Epoch [9][300/940] lr: 4.000e-02, eta: 13:30:08, time: 1.285, data_time: 0.005, memory: 10215, top1_acc: 0.5523, top5_acc: 0.7947, loss_cls: 1.8520, loss: 1.8520, grad_norm: 2.7159 2020-08-15 23:47:40,175 - mmaction - INFO - Epoch [9][320/940] lr: 4.000e-02, eta: 13:29:41, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.5354, top5_acc: 0.7846, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.7695 2020-08-15 23:48:04,480 - mmaction - INFO - Epoch [9][340/940] lr: 4.000e-02, eta: 13:29:14, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.5537, top5_acc: 0.7852, loss_cls: 1.8895, loss: 1.8895, grad_norm: 2.7087 2020-08-15 23:48:28,816 - mmaction - INFO - Epoch [9][360/940] lr: 4.000e-02, eta: 13:28:47, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.5512, top5_acc: 0.7850, loss_cls: 1.8915, loss: 1.8915, grad_norm: 2.6971 2020-08-15 23:48:53,774 - mmaction - INFO - Epoch [9][380/940] lr: 4.000e-02, eta: 13:28:23, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.5355, top5_acc: 0.7730, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.7510 2020-08-15 23:49:18,213 - mmaction - INFO - Epoch [9][400/940] lr: 4.000e-02, eta: 13:27:56, time: 1.222, data_time: 0.004, memory: 10215, top1_acc: 0.5455, top5_acc: 0.7777, loss_cls: 1.9038, loss: 1.9038, grad_norm: 2.7090 2020-08-15 23:49:43,540 - mmaction - INFO - Epoch [9][420/940] lr: 4.000e-02, eta: 13:27:34, time: 1.264, data_time: 0.003, memory: 10215, top1_acc: 0.5477, top5_acc: 0.7809, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.7224 2020-08-15 23:50:07,279 - mmaction - INFO - Epoch [9][440/940] lr: 4.000e-02, eta: 13:27:04, time: 1.190, data_time: 0.008, memory: 10215, top1_acc: 0.5318, top5_acc: 0.7871, loss_cls: 1.9044, loss: 1.9044, grad_norm: 2.7168 2020-08-15 23:50:32,339 - mmaction - INFO - Epoch [9][460/940] lr: 4.000e-02, eta: 13:26:40, time: 1.253, data_time: 0.002, memory: 10215, top1_acc: 0.5490, top5_acc: 0.7963, loss_cls: 1.8503, loss: 1.8503, grad_norm: 2.6845 2020-08-15 23:50:56,555 - mmaction - INFO - Epoch [9][480/940] lr: 4.000e-02, eta: 13:26:12, time: 1.209, data_time: 0.004, memory: 10215, top1_acc: 0.5473, top5_acc: 0.7906, loss_cls: 1.8878, loss: 1.8878, grad_norm: 2.7404 2020-08-15 23:51:20,898 - mmaction - INFO - Epoch [9][500/940] lr: 4.000e-02, eta: 13:25:45, time: 1.219, data_time: 0.005, memory: 10215, top1_acc: 0.5365, top5_acc: 0.7918, loss_cls: 1.8880, loss: 1.8880, grad_norm: 2.6768 2020-08-15 23:51:45,116 - mmaction - INFO - Epoch [9][520/940] lr: 4.000e-02, eta: 13:25:18, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5395, top5_acc: 0.7898, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.6777 2020-08-15 23:52:10,071 - mmaction - INFO - Epoch [9][540/940] lr: 4.000e-02, eta: 13:24:54, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.5441, top5_acc: 0.7852, loss_cls: 1.9053, loss: 1.9053, grad_norm: 2.6467 2020-08-15 23:52:33,581 - mmaction - INFO - Epoch [9][560/940] lr: 4.000e-02, eta: 13:24:23, time: 1.174, data_time: 0.007, memory: 10215, top1_acc: 0.5375, top5_acc: 0.7818, loss_cls: 1.9237, loss: 1.9237, grad_norm: 2.7140 2020-08-15 23:52:59,250 - mmaction - INFO - Epoch [9][580/940] lr: 4.000e-02, eta: 13:24:02, time: 1.285, data_time: 0.005, memory: 10215, top1_acc: 0.5553, top5_acc: 0.7895, loss_cls: 1.8916, loss: 1.8916, grad_norm: 2.6606 2020-08-15 23:53:24,459 - mmaction - INFO - Epoch [9][600/940] lr: 4.000e-02, eta: 13:23:39, time: 1.260, data_time: 0.002, memory: 10215, top1_acc: 0.5377, top5_acc: 0.7893, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.7166 2020-08-15 23:53:48,324 - mmaction - INFO - Epoch [9][620/940] lr: 4.000e-02, eta: 13:23:10, time: 1.193, data_time: 0.004, memory: 10215, top1_acc: 0.5387, top5_acc: 0.7791, loss_cls: 1.9286, loss: 1.9286, grad_norm: 2.6862 2020-08-15 23:54:13,465 - mmaction - INFO - Epoch [9][640/940] lr: 4.000e-02, eta: 13:22:47, time: 1.257, data_time: 0.002, memory: 10215, top1_acc: 0.5436, top5_acc: 0.7906, loss_cls: 1.8911, loss: 1.8911, grad_norm: 2.6593 2020-08-15 23:54:36,660 - mmaction - INFO - Epoch [9][660/940] lr: 4.000e-02, eta: 13:22:14, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.5564, top5_acc: 0.7943, loss_cls: 1.8674, loss: 1.8674, grad_norm: 2.6644 2020-08-15 23:55:01,151 - mmaction - INFO - Epoch [9][680/940] lr: 4.000e-02, eta: 13:21:48, time: 1.224, data_time: 0.006, memory: 10215, top1_acc: 0.5439, top5_acc: 0.7928, loss_cls: 1.8591, loss: 1.8591, grad_norm: 2.6050 2020-08-15 23:55:25,153 - mmaction - INFO - Epoch [9][700/940] lr: 4.000e-02, eta: 13:21:19, time: 1.201, data_time: 0.007, memory: 10215, top1_acc: 0.5479, top5_acc: 0.7824, loss_cls: 1.9069, loss: 1.9069, grad_norm: 2.6890 2020-08-15 23:55:48,798 - mmaction - INFO - Epoch [9][720/940] lr: 4.000e-02, eta: 13:20:49, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.5615, top5_acc: 0.7951, loss_cls: 1.8453, loss: 1.8453, grad_norm: 2.6526 2020-08-15 23:56:14,210 - mmaction - INFO - Epoch [9][740/940] lr: 4.000e-02, eta: 13:20:27, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.5418, top5_acc: 0.7877, loss_cls: 1.9142, loss: 1.9142, grad_norm: 2.7265 2020-08-15 23:56:38,803 - mmaction - INFO - Epoch [9][760/940] lr: 4.000e-02, eta: 13:20:02, time: 1.232, data_time: 0.006, memory: 10215, top1_acc: 0.5574, top5_acc: 0.7914, loss_cls: 1.8682, loss: 1.8682, grad_norm: 2.6543 2020-08-15 23:57:04,235 - mmaction - INFO - Epoch [9][780/940] lr: 4.000e-02, eta: 13:19:40, time: 1.270, data_time: 0.004, memory: 10215, top1_acc: 0.5447, top5_acc: 0.7920, loss_cls: 1.8649, loss: 1.8649, grad_norm: 2.7046 2020-08-15 23:57:28,128 - mmaction - INFO - Epoch [9][800/940] lr: 4.000e-02, eta: 13:19:11, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.5479, top5_acc: 0.7838, loss_cls: 1.9070, loss: 1.9070, grad_norm: 2.6219 2020-08-15 23:57:52,984 - mmaction - INFO - Epoch [9][820/940] lr: 4.000e-02, eta: 13:18:46, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.5525, top5_acc: 0.7953, loss_cls: 1.8525, loss: 1.8525, grad_norm: 2.6534 2020-08-15 23:58:17,140 - mmaction - INFO - Epoch [9][840/940] lr: 4.000e-02, eta: 13:18:19, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.5445, top5_acc: 0.7824, loss_cls: 1.9203, loss: 1.9203, grad_norm: 2.6947 2020-08-15 23:58:41,052 - mmaction - INFO - Epoch [9][860/940] lr: 4.000e-02, eta: 13:17:50, time: 1.196, data_time: 0.002, memory: 10215, top1_acc: 0.5355, top5_acc: 0.7873, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.7229 2020-08-15 23:59:04,977 - mmaction - INFO - Epoch [9][880/940] lr: 4.000e-02, eta: 13:17:21, time: 1.195, data_time: 0.004, memory: 10215, top1_acc: 0.5414, top5_acc: 0.7848, loss_cls: 1.9142, loss: 1.9142, grad_norm: 2.6970 2020-08-15 23:59:29,743 - mmaction - INFO - Epoch [9][900/940] lr: 4.000e-02, eta: 13:16:56, time: 1.238, data_time: 0.005, memory: 10215, top1_acc: 0.5449, top5_acc: 0.7832, loss_cls: 1.9150, loss: 1.9150, grad_norm: 2.6949 2020-08-15 23:59:53,808 - mmaction - INFO - Epoch [9][920/940] lr: 4.000e-02, eta: 13:16:28, time: 1.205, data_time: 0.004, memory: 10215, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.9392, loss: 1.9392, grad_norm: 2.7130 2020-08-16 00:00:19,780 - mmaction - INFO - Epoch [9][940/940] lr: 4.000e-02, eta: 13:16:08, time: 1.291, data_time: 0.005, memory: 10215, top1_acc: 0.5418, top5_acc: 0.7845, loss_cls: 1.9115, loss: 1.9115, grad_norm: 2.6971 2020-08-16 00:00:20,167 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-16 00:00:50,315 - mmaction - INFO - Epoch [10][20/940] lr: 4.000e-02, eta: 13:15:59, time: 1.418, data_time: 0.431, memory: 10215, top1_acc: 0.5486, top5_acc: 0.7861, loss_cls: 1.8815, loss: 1.8815, grad_norm: 2.6819 2020-08-16 00:01:13,086 - mmaction - INFO - Epoch [10][40/940] lr: 4.000e-02, eta: 13:15:26, time: 1.141, data_time: 0.005, memory: 10215, top1_acc: 0.5561, top5_acc: 0.8043, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.6512 2020-08-16 00:01:37,346 - mmaction - INFO - Epoch [10][60/940] lr: 4.000e-02, eta: 13:14:58, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5582, top5_acc: 0.8008, loss_cls: 1.8363, loss: 1.8363, grad_norm: 2.7053 2020-08-16 00:02:00,735 - mmaction - INFO - Epoch [10][80/940] lr: 4.000e-02, eta: 13:14:27, time: 1.171, data_time: 0.005, memory: 10215, top1_acc: 0.5512, top5_acc: 0.7900, loss_cls: 1.8818, loss: 1.8818, grad_norm: 2.6803 2020-08-16 00:02:26,033 - mmaction - INFO - Epoch [10][100/940] lr: 4.000e-02, eta: 13:14:05, time: 1.264, data_time: 0.006, memory: 10215, top1_acc: 0.5580, top5_acc: 0.7980, loss_cls: 1.8169, loss: 1.8169, grad_norm: 2.6471 2020-08-16 00:02:50,553 - mmaction - INFO - Epoch [10][120/940] lr: 4.000e-02, eta: 13:13:39, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.5473, top5_acc: 0.7924, loss_cls: 1.8789, loss: 1.8789, grad_norm: 2.6812 2020-08-16 00:03:14,321 - mmaction - INFO - Epoch [10][140/940] lr: 4.000e-02, eta: 13:13:09, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.5623, top5_acc: 0.8031, loss_cls: 1.8147, loss: 1.8147, grad_norm: 2.6570 2020-08-16 00:03:40,765 - mmaction - INFO - Epoch [10][160/940] lr: 4.000e-02, eta: 13:12:52, time: 1.324, data_time: 0.005, memory: 10215, top1_acc: 0.5564, top5_acc: 0.7951, loss_cls: 1.8570, loss: 1.8570, grad_norm: 2.7270 2020-08-16 00:04:05,160 - mmaction - INFO - Epoch [10][180/940] lr: 4.000e-02, eta: 13:12:25, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.5492, top5_acc: 0.7883, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.7059 2020-08-16 00:04:30,713 - mmaction - INFO - Epoch [10][200/940] lr: 4.000e-02, eta: 13:12:04, time: 1.280, data_time: 0.005, memory: 10215, top1_acc: 0.5605, top5_acc: 0.7914, loss_cls: 1.8580, loss: 1.8580, grad_norm: 2.7136 2020-08-16 00:04:55,307 - mmaction - INFO - Epoch [10][220/940] lr: 4.000e-02, eta: 13:11:38, time: 1.228, data_time: 0.004, memory: 10215, top1_acc: 0.5678, top5_acc: 0.7939, loss_cls: 1.8127, loss: 1.8127, grad_norm: 2.6719 2020-08-16 00:05:19,382 - mmaction - INFO - Epoch [10][240/940] lr: 4.000e-02, eta: 13:11:11, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.5521, top5_acc: 0.7937, loss_cls: 1.8521, loss: 1.8521, grad_norm: 2.6802 2020-08-16 00:05:44,853 - mmaction - INFO - Epoch [10][260/940] lr: 4.000e-02, eta: 13:10:49, time: 1.272, data_time: 0.005, memory: 10215, top1_acc: 0.5479, top5_acc: 0.7852, loss_cls: 1.8783, loss: 1.8783, grad_norm: 2.6639 2020-08-16 00:06:08,829 - mmaction - INFO - Epoch [10][280/940] lr: 4.000e-02, eta: 13:10:20, time: 1.201, data_time: 0.006, memory: 10215, top1_acc: 0.5551, top5_acc: 0.7855, loss_cls: 1.8631, loss: 1.8631, grad_norm: 2.7029 2020-08-16 00:06:34,005 - mmaction - INFO - Epoch [10][300/940] lr: 4.000e-02, eta: 13:09:57, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.5480, top5_acc: 0.7898, loss_cls: 1.8608, loss: 1.8608, grad_norm: 2.6790 2020-08-16 00:06:58,911 - mmaction - INFO - Epoch [10][320/940] lr: 4.000e-02, eta: 13:09:33, time: 1.247, data_time: 0.006, memory: 10215, top1_acc: 0.5471, top5_acc: 0.7896, loss_cls: 1.8682, loss: 1.8682, grad_norm: 2.6362 2020-08-16 00:07:22,762 - mmaction - INFO - Epoch [10][340/940] lr: 4.000e-02, eta: 13:09:04, time: 1.191, data_time: 0.005, memory: 10215, top1_acc: 0.5563, top5_acc: 0.7986, loss_cls: 1.8380, loss: 1.8380, grad_norm: 2.7093 2020-08-16 00:07:47,708 - mmaction - INFO - Epoch [10][360/940] lr: 4.000e-02, eta: 13:08:40, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.5441, top5_acc: 0.7777, loss_cls: 1.9101, loss: 1.9101, grad_norm: 2.7413 2020-08-16 00:08:12,871 - mmaction - INFO - Epoch [10][380/940] lr: 4.000e-02, eta: 13:08:17, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.5551, top5_acc: 0.7939, loss_cls: 1.8475, loss: 1.8475, grad_norm: 2.6692 2020-08-16 00:08:37,100 - mmaction - INFO - Epoch [10][400/940] lr: 4.000e-02, eta: 13:07:50, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.5535, top5_acc: 0.7848, loss_cls: 1.8762, loss: 1.8762, grad_norm: 2.6707 2020-08-16 00:09:01,702 - mmaction - INFO - Epoch [10][420/940] lr: 4.000e-02, eta: 13:07:24, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5430, top5_acc: 0.7875, loss_cls: 1.9161, loss: 1.9161, grad_norm: 2.6996 2020-08-16 00:09:25,406 - mmaction - INFO - Epoch [10][440/940] lr: 4.000e-02, eta: 13:06:55, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.5555, top5_acc: 0.7912, loss_cls: 1.8608, loss: 1.8608, grad_norm: 2.7175 2020-08-16 00:09:50,869 - mmaction - INFO - Epoch [10][460/940] lr: 4.000e-02, eta: 13:06:33, time: 1.272, data_time: 0.005, memory: 10215, top1_acc: 0.5473, top5_acc: 0.7885, loss_cls: 1.8671, loss: 1.8671, grad_norm: 2.6816 2020-08-16 00:10:15,437 - mmaction - INFO - Epoch [10][480/940] lr: 4.000e-02, eta: 13:06:07, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.5506, top5_acc: 0.7898, loss_cls: 1.8853, loss: 1.8853, grad_norm: 2.7459 2020-08-16 00:10:39,269 - mmaction - INFO - Epoch [10][500/940] lr: 4.000e-02, eta: 13:05:38, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.5457, top5_acc: 0.7844, loss_cls: 1.8944, loss: 1.8944, grad_norm: 2.6744 2020-08-16 00:11:03,778 - mmaction - INFO - Epoch [10][520/940] lr: 4.000e-02, eta: 13:05:12, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5434, top5_acc: 0.7848, loss_cls: 1.8862, loss: 1.8862, grad_norm: 2.6117 2020-08-16 00:11:27,287 - mmaction - INFO - Epoch [10][540/940] lr: 4.000e-02, eta: 13:04:42, time: 1.175, data_time: 0.002, memory: 10215, top1_acc: 0.5434, top5_acc: 0.7859, loss_cls: 1.8737, loss: 1.8737, grad_norm: 2.7501 2020-08-16 00:11:51,520 - mmaction - INFO - Epoch [10][560/940] lr: 4.000e-02, eta: 13:04:15, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5420, top5_acc: 0.7947, loss_cls: 1.8761, loss: 1.8761, grad_norm: 2.6962 2020-08-16 00:12:16,618 - mmaction - INFO - Epoch [10][580/940] lr: 4.000e-02, eta: 13:03:51, time: 1.256, data_time: 0.005, memory: 10215, top1_acc: 0.5410, top5_acc: 0.7949, loss_cls: 1.8851, loss: 1.8851, grad_norm: 2.6884 2020-08-16 00:12:41,223 - mmaction - INFO - Epoch [10][600/940] lr: 4.000e-02, eta: 13:03:26, time: 1.230, data_time: 0.006, memory: 10215, top1_acc: 0.5525, top5_acc: 0.7898, loss_cls: 1.8444, loss: 1.8444, grad_norm: 2.6469 2020-08-16 00:13:05,406 - mmaction - INFO - Epoch [10][620/940] lr: 4.000e-02, eta: 13:02:59, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5600, top5_acc: 0.7982, loss_cls: 1.8234, loss: 1.8234, grad_norm: 2.6745 2020-08-16 00:13:30,836 - mmaction - INFO - Epoch [10][640/940] lr: 4.000e-02, eta: 13:02:37, time: 1.272, data_time: 0.002, memory: 10215, top1_acc: 0.5551, top5_acc: 0.7934, loss_cls: 1.8129, loss: 1.8129, grad_norm: 2.6651 2020-08-16 00:13:56,089 - mmaction - INFO - Epoch [10][660/940] lr: 4.000e-02, eta: 13:02:14, time: 1.261, data_time: 0.004, memory: 10215, top1_acc: 0.5617, top5_acc: 0.7961, loss_cls: 1.8233, loss: 1.8233, grad_norm: 2.6850 2020-08-16 00:14:20,756 - mmaction - INFO - Epoch [10][680/940] lr: 4.000e-02, eta: 13:01:49, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.5537, top5_acc: 0.7986, loss_cls: 1.8412, loss: 1.8412, grad_norm: 2.6968 2020-08-16 00:14:46,120 - mmaction - INFO - Epoch [10][700/940] lr: 4.000e-02, eta: 13:01:26, time: 1.267, data_time: 0.005, memory: 10215, top1_acc: 0.5480, top5_acc: 0.7916, loss_cls: 1.8761, loss: 1.8761, grad_norm: 2.6981 2020-08-16 00:15:09,536 - mmaction - INFO - Epoch [10][720/940] lr: 4.000e-02, eta: 13:00:56, time: 1.172, data_time: 0.005, memory: 10215, top1_acc: 0.5602, top5_acc: 0.7912, loss_cls: 1.8755, loss: 1.8755, grad_norm: 2.6646 2020-08-16 00:15:34,775 - mmaction - INFO - Epoch [10][740/940] lr: 4.000e-02, eta: 13:00:33, time: 1.260, data_time: 0.002, memory: 10215, top1_acc: 0.5607, top5_acc: 0.7986, loss_cls: 1.8119, loss: 1.8119, grad_norm: 2.6708 2020-08-16 00:16:00,439 - mmaction - INFO - Epoch [10][760/940] lr: 4.000e-02, eta: 13:00:12, time: 1.284, data_time: 0.007, memory: 10215, top1_acc: 0.5600, top5_acc: 0.7965, loss_cls: 1.8119, loss: 1.8119, grad_norm: 2.6922 2020-08-16 00:16:23,694 - mmaction - INFO - Epoch [10][780/940] lr: 4.000e-02, eta: 12:59:41, time: 1.164, data_time: 0.005, memory: 10215, top1_acc: 0.5650, top5_acc: 0.7961, loss_cls: 1.8208, loss: 1.8208, grad_norm: 2.6621 2020-08-16 00:16:49,529 - mmaction - INFO - Epoch [10][800/940] lr: 4.000e-02, eta: 12:59:20, time: 1.290, data_time: 0.004, memory: 10215, top1_acc: 0.5523, top5_acc: 0.7926, loss_cls: 1.8461, loss: 1.8461, grad_norm: 2.6686 2020-08-16 00:17:13,506 - mmaction - INFO - Epoch [10][820/940] lr: 4.000e-02, eta: 12:58:52, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.5520, top5_acc: 0.7830, loss_cls: 1.9031, loss: 1.9031, grad_norm: 2.7137 2020-08-16 00:17:37,349 - mmaction - INFO - Epoch [10][840/940] lr: 4.000e-02, eta: 12:58:24, time: 1.191, data_time: 0.004, memory: 10215, top1_acc: 0.5529, top5_acc: 0.7928, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.6307 2020-08-16 00:18:02,575 - mmaction - INFO - Epoch [10][860/940] lr: 4.000e-02, eta: 12:58:01, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.5633, top5_acc: 0.7900, loss_cls: 1.8329, loss: 1.8329, grad_norm: 2.6272 2020-08-16 00:18:28,132 - mmaction - INFO - Epoch [10][880/940] lr: 4.000e-02, eta: 12:57:39, time: 1.276, data_time: 0.005, memory: 10215, top1_acc: 0.5621, top5_acc: 0.7947, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.6530 2020-08-16 00:18:52,685 - mmaction - INFO - Epoch [10][900/940] lr: 4.000e-02, eta: 12:57:13, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5600, top5_acc: 0.7918, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.7536 2020-08-16 00:19:17,384 - mmaction - INFO - Epoch [10][920/940] lr: 4.000e-02, eta: 12:56:48, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.5525, top5_acc: 0.7977, loss_cls: 1.8351, loss: 1.8351, grad_norm: 2.6607 2020-08-16 00:19:40,347 - mmaction - INFO - Epoch [10][940/940] lr: 4.000e-02, eta: 12:56:16, time: 1.150, data_time: 0.005, memory: 10215, top1_acc: 0.5477, top5_acc: 0.7894, loss_cls: 1.8859, loss: 1.8859, grad_norm: 2.7167 2020-08-16 00:19:40,589 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-16 00:20:10,070 - mmaction - INFO - Epoch [11][20/940] lr: 4.000e-02, eta: 12:56:03, time: 1.381, data_time: 0.312, memory: 10215, top1_acc: 0.5551, top5_acc: 0.8037, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.6526 2020-08-16 00:20:34,239 - mmaction - INFO - Epoch [11][40/940] lr: 4.000e-02, eta: 12:55:36, time: 1.208, data_time: 0.002, memory: 10215, top1_acc: 0.5557, top5_acc: 0.7979, loss_cls: 1.8218, loss: 1.8218, grad_norm: 2.6935 2020-08-16 00:20:59,444 - mmaction - INFO - Epoch [11][60/940] lr: 4.000e-02, eta: 12:55:12, time: 1.257, data_time: 0.004, memory: 10215, top1_acc: 0.5539, top5_acc: 0.7939, loss_cls: 1.8314, loss: 1.8314, grad_norm: 2.6864 2020-08-16 00:21:23,577 - mmaction - INFO - Epoch [11][80/940] lr: 4.000e-02, eta: 12:54:45, time: 1.210, data_time: 0.007, memory: 10215, top1_acc: 0.5729, top5_acc: 0.8025, loss_cls: 1.7771, loss: 1.7771, grad_norm: 2.6770 2020-08-16 00:21:48,643 - mmaction - INFO - Epoch [11][100/940] lr: 4.000e-02, eta: 12:54:21, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.5725, top5_acc: 0.7992, loss_cls: 1.7950, loss: 1.7950, grad_norm: 2.6719 2020-08-16 00:22:13,101 - mmaction - INFO - Epoch [11][120/940] lr: 4.000e-02, eta: 12:53:55, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.5684, top5_acc: 0.8033, loss_cls: 1.7835, loss: 1.7835, grad_norm: 2.6955 2020-08-16 00:22:37,135 - mmaction - INFO - Epoch [11][140/940] lr: 4.000e-02, eta: 12:53:28, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.5533, top5_acc: 0.7994, loss_cls: 1.8295, loss: 1.8295, grad_norm: 2.7466 2020-08-16 00:23:01,516 - mmaction - INFO - Epoch [11][160/940] lr: 4.000e-02, eta: 12:53:01, time: 1.218, data_time: 0.006, memory: 10215, top1_acc: 0.5697, top5_acc: 0.8137, loss_cls: 1.7513, loss: 1.7513, grad_norm: 2.7175 2020-08-16 00:23:26,260 - mmaction - INFO - Epoch [11][180/940] lr: 4.000e-02, eta: 12:52:37, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.5547, top5_acc: 0.8002, loss_cls: 1.8242, loss: 1.8242, grad_norm: 2.6912 2020-08-16 00:23:50,149 - mmaction - INFO - Epoch [11][200/940] lr: 4.000e-02, eta: 12:52:08, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.5676, top5_acc: 0.8086, loss_cls: 1.7905, loss: 1.7905, grad_norm: 2.6426 2020-08-16 00:24:15,303 - mmaction - INFO - Epoch [11][220/940] lr: 4.000e-02, eta: 12:51:45, time: 1.259, data_time: 0.005, memory: 10215, top1_acc: 0.5709, top5_acc: 0.8041, loss_cls: 1.7837, loss: 1.7837, grad_norm: 2.7068 2020-08-16 00:24:39,380 - mmaction - INFO - Epoch [11][240/940] lr: 4.000e-02, eta: 12:51:18, time: 1.204, data_time: 0.003, memory: 10215, top1_acc: 0.5648, top5_acc: 0.7982, loss_cls: 1.8038, loss: 1.8038, grad_norm: 2.7224 2020-08-16 00:25:03,459 - mmaction - INFO - Epoch [11][260/940] lr: 4.000e-02, eta: 12:50:50, time: 1.204, data_time: 0.004, memory: 10215, top1_acc: 0.5670, top5_acc: 0.7959, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.6653 2020-08-16 00:25:27,903 - mmaction - INFO - Epoch [11][280/940] lr: 4.000e-02, eta: 12:50:24, time: 1.222, data_time: 0.002, memory: 10215, top1_acc: 0.5525, top5_acc: 0.7963, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.7113 2020-08-16 00:25:51,747 - mmaction - INFO - Epoch [11][300/940] lr: 4.000e-02, eta: 12:49:56, time: 1.191, data_time: 0.005, memory: 10215, top1_acc: 0.5648, top5_acc: 0.8063, loss_cls: 1.7856, loss: 1.7856, grad_norm: 2.6733 2020-08-16 00:26:16,432 - mmaction - INFO - Epoch [11][320/940] lr: 4.000e-02, eta: 12:49:31, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.5594, top5_acc: 0.7980, loss_cls: 1.7943, loss: 1.7943, grad_norm: 2.7365 2020-08-16 00:26:40,152 - mmaction - INFO - Epoch [11][340/940] lr: 4.000e-02, eta: 12:49:02, time: 1.184, data_time: 0.004, memory: 10215, top1_acc: 0.5691, top5_acc: 0.7969, loss_cls: 1.8175, loss: 1.8175, grad_norm: 2.6888 2020-08-16 00:27:05,356 - mmaction - INFO - Epoch [11][360/940] lr: 4.000e-02, eta: 12:48:39, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.5615, top5_acc: 0.7955, loss_cls: 1.8389, loss: 1.8389, grad_norm: 2.7012 2020-08-16 00:27:30,269 - mmaction - INFO - Epoch [11][380/940] lr: 4.000e-02, eta: 12:48:14, time: 1.243, data_time: 0.004, memory: 10215, top1_acc: 0.5762, top5_acc: 0.8016, loss_cls: 1.7860, loss: 1.7860, grad_norm: 2.6900 2020-08-16 00:27:54,685 - mmaction - INFO - Epoch [11][400/940] lr: 4.000e-02, eta: 12:47:48, time: 1.223, data_time: 0.006, memory: 10215, top1_acc: 0.5611, top5_acc: 0.7871, loss_cls: 1.8441, loss: 1.8441, grad_norm: 2.6803 2020-08-16 00:28:20,155 - mmaction - INFO - Epoch [11][420/940] lr: 4.000e-02, eta: 12:47:26, time: 1.273, data_time: 0.005, memory: 10215, top1_acc: 0.5563, top5_acc: 0.7979, loss_cls: 1.8424, loss: 1.8424, grad_norm: 2.6537 2020-08-16 00:28:45,844 - mmaction - INFO - Epoch [11][440/940] lr: 4.000e-02, eta: 12:47:05, time: 1.283, data_time: 0.002, memory: 10215, top1_acc: 0.5555, top5_acc: 0.7982, loss_cls: 1.8275, loss: 1.8275, grad_norm: 2.6954 2020-08-16 00:29:09,282 - mmaction - INFO - Epoch [11][460/940] lr: 4.000e-02, eta: 12:46:35, time: 1.172, data_time: 0.006, memory: 10215, top1_acc: 0.5789, top5_acc: 0.8100, loss_cls: 1.7593, loss: 1.7593, grad_norm: 2.7091 2020-08-16 00:29:33,209 - mmaction - INFO - Epoch [11][480/940] lr: 4.000e-02, eta: 12:46:07, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.5518, top5_acc: 0.7910, loss_cls: 1.8528, loss: 1.8528, grad_norm: 2.7134 2020-08-16 00:29:57,153 - mmaction - INFO - Epoch [11][500/940] lr: 4.000e-02, eta: 12:45:39, time: 1.197, data_time: 0.004, memory: 10215, top1_acc: 0.5605, top5_acc: 0.8021, loss_cls: 1.8114, loss: 1.8114, grad_norm: 2.6753 2020-08-16 00:30:21,537 - mmaction - INFO - Epoch [11][520/940] lr: 4.000e-02, eta: 12:45:13, time: 1.219, data_time: 0.002, memory: 10215, top1_acc: 0.5479, top5_acc: 0.7895, loss_cls: 1.8818, loss: 1.8818, grad_norm: 2.6902 2020-08-16 00:30:46,450 - mmaction - INFO - Epoch [11][540/940] lr: 4.000e-02, eta: 12:44:49, time: 1.244, data_time: 0.006, memory: 10215, top1_acc: 0.5609, top5_acc: 0.8000, loss_cls: 1.8109, loss: 1.8109, grad_norm: 2.7170 2020-08-16 00:31:12,270 - mmaction - INFO - Epoch [11][560/940] lr: 4.000e-02, eta: 12:44:28, time: 1.293, data_time: 0.006, memory: 10215, top1_acc: 0.5594, top5_acc: 0.8004, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.6901 2020-08-16 00:31:36,446 - mmaction - INFO - Epoch [11][580/940] lr: 4.000e-02, eta: 12:44:01, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.5713, top5_acc: 0.8084, loss_cls: 1.7776, loss: 1.7776, grad_norm: 2.7002 2020-08-16 00:32:00,922 - mmaction - INFO - Epoch [11][600/940] lr: 4.000e-02, eta: 12:43:35, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5627, top5_acc: 0.7936, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.6809 2020-08-16 00:32:25,568 - mmaction - INFO - Epoch [11][620/940] lr: 4.000e-02, eta: 12:43:10, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.5588, top5_acc: 0.8025, loss_cls: 1.8123, loss: 1.8123, grad_norm: 2.6965 2020-08-16 00:32:49,343 - mmaction - INFO - Epoch [11][640/940] lr: 4.000e-02, eta: 12:42:42, time: 1.189, data_time: 0.002, memory: 10215, top1_acc: 0.5578, top5_acc: 0.7932, loss_cls: 1.8134, loss: 1.8134, grad_norm: 2.6804 2020-08-16 00:33:14,302 - mmaction - INFO - Epoch [11][660/940] lr: 4.000e-02, eta: 12:42:18, time: 1.246, data_time: 0.004, memory: 10215, top1_acc: 0.5691, top5_acc: 0.8023, loss_cls: 1.8005, loss: 1.8005, grad_norm: 2.6560 2020-08-16 00:33:40,153 - mmaction - INFO - Epoch [11][680/940] lr: 4.000e-02, eta: 12:41:57, time: 1.294, data_time: 0.005, memory: 10215, top1_acc: 0.5645, top5_acc: 0.7973, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.6889 2020-08-16 00:34:03,770 - mmaction - INFO - Epoch [11][700/940] lr: 4.000e-02, eta: 12:41:28, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.5574, top5_acc: 0.8035, loss_cls: 1.7939, loss: 1.7939, grad_norm: 2.6987 2020-08-16 00:34:28,837 - mmaction - INFO - Epoch [11][720/940] lr: 4.000e-02, eta: 12:41:04, time: 1.255, data_time: 0.005, memory: 10215, top1_acc: 0.5537, top5_acc: 0.7828, loss_cls: 1.8781, loss: 1.8781, grad_norm: 2.6989 2020-08-16 00:34:52,353 - mmaction - INFO - Epoch [11][740/940] lr: 4.000e-02, eta: 12:40:35, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.5654, top5_acc: 0.8012, loss_cls: 1.8336, loss: 1.8336, grad_norm: 2.6378 2020-08-16 00:35:16,379 - mmaction - INFO - Epoch [11][760/940] lr: 4.000e-02, eta: 12:40:08, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.5523, top5_acc: 0.7900, loss_cls: 1.8627, loss: 1.8627, grad_norm: 2.7369 2020-08-16 00:35:41,236 - mmaction - INFO - Epoch [11][780/940] lr: 4.000e-02, eta: 12:39:43, time: 1.241, data_time: 0.006, memory: 10215, top1_acc: 0.5643, top5_acc: 0.8029, loss_cls: 1.7955, loss: 1.7955, grad_norm: 2.6547 2020-08-16 00:36:06,293 - mmaction - INFO - Epoch [11][800/940] lr: 4.000e-02, eta: 12:39:19, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.5523, top5_acc: 0.7996, loss_cls: 1.8458, loss: 1.8458, grad_norm: 2.7461 2020-08-16 00:36:30,858 - mmaction - INFO - Epoch [11][820/940] lr: 4.000e-02, eta: 12:38:54, time: 1.225, data_time: 0.004, memory: 10215, top1_acc: 0.5490, top5_acc: 0.7922, loss_cls: 1.8675, loss: 1.8675, grad_norm: 2.6525 2020-08-16 00:36:56,981 - mmaction - INFO - Epoch [11][840/940] lr: 4.000e-02, eta: 12:38:34, time: 1.309, data_time: 0.006, memory: 10215, top1_acc: 0.5621, top5_acc: 0.7906, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.6507 2020-08-16 00:37:21,584 - mmaction - INFO - Epoch [11][860/940] lr: 4.000e-02, eta: 12:38:09, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5498, top5_acc: 0.7928, loss_cls: 1.8642, loss: 1.8642, grad_norm: 2.6611 2020-08-16 00:37:46,017 - mmaction - INFO - Epoch [11][880/940] lr: 4.000e-02, eta: 12:37:43, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.5699, top5_acc: 0.8043, loss_cls: 1.7710, loss: 1.7710, grad_norm: 2.6535 2020-08-16 00:38:09,764 - mmaction - INFO - Epoch [11][900/940] lr: 4.000e-02, eta: 12:37:14, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.5527, top5_acc: 0.7951, loss_cls: 1.8196, loss: 1.8196, grad_norm: 2.6730 2020-08-16 00:38:35,692 - mmaction - INFO - Epoch [11][920/940] lr: 4.000e-02, eta: 12:36:54, time: 1.298, data_time: 0.005, memory: 10215, top1_acc: 0.5727, top5_acc: 0.8012, loss_cls: 1.7919, loss: 1.7919, grad_norm: 2.6445 2020-08-16 00:38:57,834 - mmaction - INFO - Epoch [11][940/940] lr: 4.000e-02, eta: 12:36:20, time: 1.106, data_time: 0.005, memory: 10215, top1_acc: 0.5570, top5_acc: 0.8046, loss_cls: 1.8306, loss: 1.8306, grad_norm: 2.7705 2020-08-16 00:38:58,161 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-16 00:39:26,804 - mmaction - INFO - Epoch [12][20/940] lr: 4.000e-02, eta: 12:36:07, time: 1.409, data_time: 0.381, memory: 10215, top1_acc: 0.5596, top5_acc: 0.7971, loss_cls: 1.8174, loss: 1.8174, grad_norm: 2.6601 2020-08-16 00:39:50,193 - mmaction - INFO - Epoch [12][40/940] lr: 4.000e-02, eta: 12:35:37, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.5834, top5_acc: 0.8078, loss_cls: 1.7231, loss: 1.7231, grad_norm: 2.6288 2020-08-16 00:40:15,155 - mmaction - INFO - Epoch [12][60/940] lr: 4.000e-02, eta: 12:35:13, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.5740, top5_acc: 0.8072, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.7017 2020-08-16 00:40:39,566 - mmaction - INFO - Epoch [12][80/940] lr: 4.000e-02, eta: 12:34:47, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.5795, top5_acc: 0.8109, loss_cls: 1.7514, loss: 1.7514, grad_norm: 2.7244 2020-08-16 00:41:03,517 - mmaction - INFO - Epoch [12][100/940] lr: 4.000e-02, eta: 12:34:20, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.5746, top5_acc: 0.8100, loss_cls: 1.7584, loss: 1.7584, grad_norm: 2.6702 2020-08-16 00:41:28,365 - mmaction - INFO - Epoch [12][120/940] lr: 4.000e-02, eta: 12:33:55, time: 1.245, data_time: 0.006, memory: 10215, top1_acc: 0.5672, top5_acc: 0.7996, loss_cls: 1.7954, loss: 1.7954, grad_norm: 2.6726 2020-08-16 00:41:52,896 - mmaction - INFO - Epoch [12][140/940] lr: 4.000e-02, eta: 12:33:30, time: 1.225, data_time: 0.004, memory: 10215, top1_acc: 0.5648, top5_acc: 0.7984, loss_cls: 1.8226, loss: 1.8226, grad_norm: 2.6972 2020-08-16 00:42:17,008 - mmaction - INFO - Epoch [12][160/940] lr: 4.000e-02, eta: 12:33:03, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.5764, top5_acc: 0.8129, loss_cls: 1.7398, loss: 1.7398, grad_norm: 2.6745 2020-08-16 00:42:41,694 - mmaction - INFO - Epoch [12][180/940] lr: 4.000e-02, eta: 12:32:38, time: 1.233, data_time: 0.006, memory: 10215, top1_acc: 0.5604, top5_acc: 0.8000, loss_cls: 1.7888, loss: 1.7888, grad_norm: 2.7013 2020-08-16 00:43:05,840 - mmaction - INFO - Epoch [12][200/940] lr: 4.000e-02, eta: 12:32:11, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.5670, top5_acc: 0.7936, loss_cls: 1.8148, loss: 1.8148, grad_norm: 2.6414 2020-08-16 00:43:31,804 - mmaction - INFO - Epoch [12][220/940] lr: 4.000e-02, eta: 12:31:50, time: 1.294, data_time: 0.005, memory: 10215, top1_acc: 0.5633, top5_acc: 0.8021, loss_cls: 1.7941, loss: 1.7941, grad_norm: 2.7191 2020-08-16 00:43:57,156 - mmaction - INFO - Epoch [12][240/940] lr: 4.000e-02, eta: 12:31:28, time: 1.271, data_time: 0.007, memory: 10215, top1_acc: 0.5594, top5_acc: 0.7920, loss_cls: 1.8188, loss: 1.8188, grad_norm: 2.6754 2020-08-16 00:44:22,712 - mmaction - INFO - Epoch [12][260/940] lr: 4.000e-02, eta: 12:31:05, time: 1.275, data_time: 0.004, memory: 10215, top1_acc: 0.5656, top5_acc: 0.7984, loss_cls: 1.7940, loss: 1.7940, grad_norm: 2.6808 2020-08-16 00:44:46,159 - mmaction - INFO - Epoch [12][280/940] lr: 4.000e-02, eta: 12:30:36, time: 1.173, data_time: 0.006, memory: 10215, top1_acc: 0.5662, top5_acc: 0.8029, loss_cls: 1.8076, loss: 1.8076, grad_norm: 2.7057 2020-08-16 00:45:11,188 - mmaction - INFO - Epoch [12][300/940] lr: 4.000e-02, eta: 12:30:12, time: 1.253, data_time: 0.006, memory: 10215, top1_acc: 0.5744, top5_acc: 0.8115, loss_cls: 1.7491, loss: 1.7491, grad_norm: 2.6459 2020-08-16 00:45:35,119 - mmaction - INFO - Epoch [12][320/940] lr: 4.000e-02, eta: 12:29:45, time: 1.196, data_time: 0.002, memory: 10215, top1_acc: 0.5617, top5_acc: 0.8031, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.7197 2020-08-16 00:45:59,554 - mmaction - INFO - Epoch [12][340/940] lr: 4.000e-02, eta: 12:29:19, time: 1.222, data_time: 0.002, memory: 10215, top1_acc: 0.5646, top5_acc: 0.7982, loss_cls: 1.8311, loss: 1.8311, grad_norm: 2.7188 2020-08-16 00:46:24,156 - mmaction - INFO - Epoch [12][360/940] lr: 4.000e-02, eta: 12:28:54, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5717, top5_acc: 0.8063, loss_cls: 1.7636, loss: 1.7636, grad_norm: 2.6435 2020-08-16 00:46:48,458 - mmaction - INFO - Epoch [12][380/940] lr: 4.000e-02, eta: 12:28:27, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.5596, top5_acc: 0.7992, loss_cls: 1.8184, loss: 1.8184, grad_norm: 2.6684 2020-08-16 00:47:15,467 - mmaction - INFO - Epoch [12][400/940] lr: 4.000e-02, eta: 12:28:10, time: 1.349, data_time: 0.005, memory: 10215, top1_acc: 0.5707, top5_acc: 0.7967, loss_cls: 1.7924, loss: 1.7924, grad_norm: 2.6966 2020-08-16 00:47:38,691 - mmaction - INFO - Epoch [12][420/940] lr: 4.000e-02, eta: 12:27:40, time: 1.163, data_time: 0.005, memory: 10215, top1_acc: 0.5646, top5_acc: 0.8055, loss_cls: 1.8037, loss: 1.8037, grad_norm: 2.6815 2020-08-16 00:48:02,649 - mmaction - INFO - Epoch [12][440/940] lr: 4.000e-02, eta: 12:27:13, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.5623, top5_acc: 0.8049, loss_cls: 1.7893, loss: 1.7893, grad_norm: 2.7474 2020-08-16 00:48:27,900 - mmaction - INFO - Epoch [12][460/940] lr: 4.000e-02, eta: 12:26:50, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.5527, top5_acc: 0.7953, loss_cls: 1.8500, loss: 1.8500, grad_norm: 2.6986 2020-08-16 00:48:52,951 - mmaction - INFO - Epoch [12][480/940] lr: 4.000e-02, eta: 12:26:26, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.5674, top5_acc: 0.8029, loss_cls: 1.7955, loss: 1.7955, grad_norm: 2.6445 2020-08-16 00:49:16,768 - mmaction - INFO - Epoch [12][500/940] lr: 4.000e-02, eta: 12:25:58, time: 1.189, data_time: 0.005, memory: 10215, top1_acc: 0.5625, top5_acc: 0.8020, loss_cls: 1.8010, loss: 1.8010, grad_norm: 2.7095 2020-08-16 00:49:40,246 - mmaction - INFO - Epoch [12][520/940] lr: 4.000e-02, eta: 12:25:29, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.5713, top5_acc: 0.8043, loss_cls: 1.8023, loss: 1.8023, grad_norm: 2.6616 2020-08-16 00:50:05,337 - mmaction - INFO - Epoch [12][540/940] lr: 4.000e-02, eta: 12:25:06, time: 1.255, data_time: 0.005, memory: 10215, top1_acc: 0.5643, top5_acc: 0.8064, loss_cls: 1.7910, loss: 1.7910, grad_norm: 2.6688 2020-08-16 00:50:30,385 - mmaction - INFO - Epoch [12][560/940] lr: 4.000e-02, eta: 12:24:42, time: 1.252, data_time: 0.002, memory: 10215, top1_acc: 0.5865, top5_acc: 0.8141, loss_cls: 1.7165, loss: 1.7165, grad_norm: 2.6472 2020-08-16 00:50:54,479 - mmaction - INFO - Epoch [12][580/940] lr: 4.000e-02, eta: 12:24:15, time: 1.203, data_time: 0.004, memory: 10215, top1_acc: 0.5732, top5_acc: 0.8178, loss_cls: 1.7394, loss: 1.7394, grad_norm: 2.7178 2020-08-16 00:51:17,109 - mmaction - INFO - Epoch [12][600/940] lr: 4.000e-02, eta: 12:23:43, time: 1.133, data_time: 0.006, memory: 10215, top1_acc: 0.5578, top5_acc: 0.7990, loss_cls: 1.8429, loss: 1.8429, grad_norm: 2.7048 2020-08-16 00:51:43,171 - mmaction - INFO - Epoch [12][620/940] lr: 4.000e-02, eta: 12:23:23, time: 1.303, data_time: 0.005, memory: 10215, top1_acc: 0.5545, top5_acc: 0.7947, loss_cls: 1.8407, loss: 1.8407, grad_norm: 2.7020 2020-08-16 00:52:07,237 - mmaction - INFO - Epoch [12][640/940] lr: 4.000e-02, eta: 12:22:56, time: 1.203, data_time: 0.002, memory: 10215, top1_acc: 0.5711, top5_acc: 0.8074, loss_cls: 1.7723, loss: 1.7723, grad_norm: 2.6458 2020-08-16 00:52:32,495 - mmaction - INFO - Epoch [12][660/940] lr: 4.000e-02, eta: 12:22:33, time: 1.263, data_time: 0.004, memory: 10215, top1_acc: 0.5627, top5_acc: 0.8064, loss_cls: 1.7898, loss: 1.7898, grad_norm: 2.6925 2020-08-16 00:52:56,752 - mmaction - INFO - Epoch [12][680/940] lr: 4.000e-02, eta: 12:22:06, time: 1.211, data_time: 0.004, memory: 10215, top1_acc: 0.5705, top5_acc: 0.8076, loss_cls: 1.7799, loss: 1.7799, grad_norm: 2.6892 2020-08-16 00:53:20,916 - mmaction - INFO - Epoch [12][700/940] lr: 4.000e-02, eta: 12:21:39, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.5648, top5_acc: 0.7992, loss_cls: 1.8135, loss: 1.8135, grad_norm: 2.6948 2020-08-16 00:53:46,030 - mmaction - INFO - Epoch [12][720/940] lr: 4.000e-02, eta: 12:21:16, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.5539, top5_acc: 0.7881, loss_cls: 1.8851, loss: 1.8851, grad_norm: 2.7537 2020-08-16 00:54:11,412 - mmaction - INFO - Epoch [12][740/940] lr: 4.000e-02, eta: 12:20:53, time: 1.270, data_time: 0.005, memory: 10215, top1_acc: 0.5670, top5_acc: 0.8043, loss_cls: 1.7828, loss: 1.7828, grad_norm: 2.6256 2020-08-16 00:54:36,241 - mmaction - INFO - Epoch [12][760/940] lr: 4.000e-02, eta: 12:20:29, time: 1.240, data_time: 0.006, memory: 10215, top1_acc: 0.5670, top5_acc: 0.8012, loss_cls: 1.7726, loss: 1.7726, grad_norm: 2.6706 2020-08-16 00:55:00,747 - mmaction - INFO - Epoch [12][780/940] lr: 4.000e-02, eta: 12:20:03, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.5508, top5_acc: 0.7936, loss_cls: 1.8601, loss: 1.8601, grad_norm: 2.6402 2020-08-16 00:55:24,718 - mmaction - INFO - Epoch [12][800/940] lr: 4.000e-02, eta: 12:19:36, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.5645, top5_acc: 0.8041, loss_cls: 1.8055, loss: 1.8055, grad_norm: 2.6830 2020-08-16 00:55:49,104 - mmaction - INFO - Epoch [12][820/940] lr: 4.000e-02, eta: 12:19:10, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.5611, top5_acc: 0.8041, loss_cls: 1.7943, loss: 1.7943, grad_norm: 2.6587 2020-08-16 00:56:13,280 - mmaction - INFO - Epoch [12][840/940] lr: 4.000e-02, eta: 12:18:43, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.5639, top5_acc: 0.8066, loss_cls: 1.8083, loss: 1.8083, grad_norm: 2.6676 2020-08-16 00:56:40,477 - mmaction - INFO - Epoch [12][860/940] lr: 4.000e-02, eta: 12:18:26, time: 1.361, data_time: 0.005, memory: 10215, top1_acc: 0.5766, top5_acc: 0.8063, loss_cls: 1.7579, loss: 1.7579, grad_norm: 2.6344 2020-08-16 00:57:03,229 - mmaction - INFO - Epoch [12][880/940] lr: 4.000e-02, eta: 12:17:55, time: 1.136, data_time: 0.005, memory: 10215, top1_acc: 0.5680, top5_acc: 0.8094, loss_cls: 1.7702, loss: 1.7702, grad_norm: 2.6903 2020-08-16 00:57:27,528 - mmaction - INFO - Epoch [12][900/940] lr: 4.000e-02, eta: 12:17:29, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.5641, top5_acc: 0.8023, loss_cls: 1.7825, loss: 1.7825, grad_norm: 2.7114 2020-08-16 00:57:51,308 - mmaction - INFO - Epoch [12][920/940] lr: 4.000e-02, eta: 12:17:01, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.5693, top5_acc: 0.8012, loss_cls: 1.8258, loss: 1.8258, grad_norm: 2.7103 2020-08-16 00:58:14,554 - mmaction - INFO - Epoch [12][940/940] lr: 4.000e-02, eta: 12:16:32, time: 1.164, data_time: 0.006, memory: 10215, top1_acc: 0.5690, top5_acc: 0.7912, loss_cls: 1.8205, loss: 1.8205, grad_norm: 2.7041 2020-08-16 00:58:14,805 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-16 00:58:43,440 - mmaction - INFO - Epoch [13][20/940] lr: 4.000e-02, eta: 12:16:15, time: 1.367, data_time: 0.344, memory: 10215, top1_acc: 0.5719, top5_acc: 0.8053, loss_cls: 1.7677, loss: 1.7677, grad_norm: 2.6751 2020-08-16 00:59:07,603 - mmaction - INFO - Epoch [13][40/940] lr: 4.000e-02, eta: 12:15:49, time: 1.210, data_time: 0.006, memory: 10215, top1_acc: 0.5770, top5_acc: 0.8113, loss_cls: 1.7499, loss: 1.7499, grad_norm: 2.6127 2020-08-16 00:59:32,778 - mmaction - INFO - Epoch [13][60/940] lr: 4.000e-02, eta: 12:15:25, time: 1.257, data_time: 0.004, memory: 10215, top1_acc: 0.5752, top5_acc: 0.8078, loss_cls: 1.7550, loss: 1.7550, grad_norm: 2.6476 2020-08-16 00:59:57,016 - mmaction - INFO - Epoch [13][80/940] lr: 4.000e-02, eta: 12:14:59, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.5750, top5_acc: 0.8051, loss_cls: 1.7724, loss: 1.7724, grad_norm: 2.6932 2020-08-16 01:00:22,170 - mmaction - INFO - Epoch [13][100/940] lr: 4.000e-02, eta: 12:14:35, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.5826, top5_acc: 0.8129, loss_cls: 1.6982, loss: 1.6982, grad_norm: 2.6858 2020-08-16 01:00:47,140 - mmaction - INFO - Epoch [13][120/940] lr: 4.000e-02, eta: 12:14:12, time: 1.258, data_time: 0.025, memory: 10215, top1_acc: 0.5867, top5_acc: 0.8133, loss_cls: 1.7110, loss: 1.7110, grad_norm: 2.7114 2020-08-16 01:01:12,073 - mmaction - INFO - Epoch [13][140/940] lr: 4.000e-02, eta: 12:13:47, time: 1.246, data_time: 0.004, memory: 10215, top1_acc: 0.5807, top5_acc: 0.8111, loss_cls: 1.6992, loss: 1.6992, grad_norm: 2.7624 2020-08-16 01:01:36,677 - mmaction - INFO - Epoch [13][160/940] lr: 4.000e-02, eta: 12:13:22, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.5770, top5_acc: 0.8076, loss_cls: 1.7465, loss: 1.7465, grad_norm: 2.7420 2020-08-16 01:01:59,993 - mmaction - INFO - Epoch [13][180/940] lr: 4.000e-02, eta: 12:12:53, time: 1.165, data_time: 0.004, memory: 10215, top1_acc: 0.5734, top5_acc: 0.8061, loss_cls: 1.7630, loss: 1.7630, grad_norm: 2.7251 2020-08-16 01:02:24,153 - mmaction - INFO - Epoch [13][200/940] lr: 4.000e-02, eta: 12:12:26, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.5551, top5_acc: 0.8057, loss_cls: 1.8043, loss: 1.8043, grad_norm: 2.7661 2020-08-16 01:02:48,542 - mmaction - INFO - Epoch [13][220/940] lr: 4.000e-02, eta: 12:12:01, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.5783, top5_acc: 0.8037, loss_cls: 1.7705, loss: 1.7705, grad_norm: 2.6947 2020-08-16 01:03:12,364 - mmaction - INFO - Epoch [13][240/940] lr: 4.000e-02, eta: 12:11:33, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.5756, top5_acc: 0.8057, loss_cls: 1.7632, loss: 1.7632, grad_norm: 2.6347 2020-08-16 01:03:37,203 - mmaction - INFO - Epoch [13][260/940] lr: 4.000e-02, eta: 12:11:09, time: 1.242, data_time: 0.006, memory: 10215, top1_acc: 0.5814, top5_acc: 0.8197, loss_cls: 1.7315, loss: 1.7315, grad_norm: 2.7082 2020-08-16 01:04:00,239 - mmaction - INFO - Epoch [13][280/940] lr: 4.000e-02, eta: 12:10:39, time: 1.152, data_time: 0.002, memory: 10215, top1_acc: 0.5615, top5_acc: 0.8057, loss_cls: 1.7647, loss: 1.7647, grad_norm: 2.7100 2020-08-16 01:04:25,891 - mmaction - INFO - Epoch [13][300/940] lr: 4.000e-02, eta: 12:10:17, time: 1.281, data_time: 0.005, memory: 10215, top1_acc: 0.5793, top5_acc: 0.8008, loss_cls: 1.7828, loss: 1.7828, grad_norm: 2.7003 2020-08-16 01:04:50,071 - mmaction - INFO - Epoch [13][320/940] lr: 4.000e-02, eta: 12:09:50, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5633, top5_acc: 0.8016, loss_cls: 1.8079, loss: 1.8079, grad_norm: 2.6797 2020-08-16 01:05:14,452 - mmaction - INFO - Epoch [13][340/940] lr: 4.000e-02, eta: 12:09:24, time: 1.218, data_time: 0.006, memory: 10215, top1_acc: 0.5777, top5_acc: 0.8057, loss_cls: 1.7608, loss: 1.7608, grad_norm: 2.7500 2020-08-16 01:05:39,396 - mmaction - INFO - Epoch [13][360/940] lr: 4.000e-02, eta: 12:09:00, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.5699, top5_acc: 0.8037, loss_cls: 1.7806, loss: 1.7806, grad_norm: 2.7133 2020-08-16 01:06:04,018 - mmaction - INFO - Epoch [13][380/940] lr: 4.000e-02, eta: 12:08:35, time: 1.229, data_time: 0.004, memory: 10215, top1_acc: 0.5607, top5_acc: 0.8111, loss_cls: 1.7862, loss: 1.7862, grad_norm: 2.7426 2020-08-16 01:06:28,284 - mmaction - INFO - Epoch [13][400/940] lr: 4.000e-02, eta: 12:08:09, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.5637, top5_acc: 0.8063, loss_cls: 1.7779, loss: 1.7779, grad_norm: 2.6911 2020-08-16 01:06:51,645 - mmaction - INFO - Epoch [13][420/940] lr: 4.000e-02, eta: 12:07:40, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.5662, top5_acc: 0.8102, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.7109 2020-08-16 01:07:15,867 - mmaction - INFO - Epoch [13][440/940] lr: 4.000e-02, eta: 12:07:14, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.5725, top5_acc: 0.8059, loss_cls: 1.7849, loss: 1.7849, grad_norm: 2.7142 2020-08-16 01:07:42,590 - mmaction - INFO - Epoch [13][460/940] lr: 4.000e-02, eta: 12:06:55, time: 1.335, data_time: 0.005, memory: 10215, top1_acc: 0.5699, top5_acc: 0.8023, loss_cls: 1.7881, loss: 1.7881, grad_norm: 2.7077 2020-08-16 01:08:06,792 - mmaction - INFO - Epoch [13][480/940] lr: 4.000e-02, eta: 12:06:29, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5627, top5_acc: 0.8047, loss_cls: 1.7977, loss: 1.7977, grad_norm: 2.6642 2020-08-16 01:08:32,236 - mmaction - INFO - Epoch [13][500/940] lr: 4.000e-02, eta: 12:06:06, time: 1.271, data_time: 0.004, memory: 10215, top1_acc: 0.5744, top5_acc: 0.8137, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.6701 2020-08-16 01:08:55,957 - mmaction - INFO - Epoch [13][520/940] lr: 4.000e-02, eta: 12:05:38, time: 1.188, data_time: 0.006, memory: 10215, top1_acc: 0.5695, top5_acc: 0.8078, loss_cls: 1.7728, loss: 1.7728, grad_norm: 2.6978 2020-08-16 01:09:21,134 - mmaction - INFO - Epoch [13][540/940] lr: 4.000e-02, eta: 12:05:15, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.5705, top5_acc: 0.8068, loss_cls: 1.7686, loss: 1.7686, grad_norm: 2.6716 2020-08-16 01:09:45,327 - mmaction - INFO - Epoch [13][560/940] lr: 4.000e-02, eta: 12:04:48, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5602, top5_acc: 0.7971, loss_cls: 1.8036, loss: 1.8036, grad_norm: 2.7098 2020-08-16 01:10:08,921 - mmaction - INFO - Epoch [13][580/940] lr: 4.000e-02, eta: 12:04:20, time: 1.180, data_time: 0.006, memory: 10215, top1_acc: 0.5682, top5_acc: 0.8137, loss_cls: 1.7355, loss: 1.7355, grad_norm: 2.6689 2020-08-16 01:10:34,343 - mmaction - INFO - Epoch [13][600/940] lr: 4.000e-02, eta: 12:03:58, time: 1.271, data_time: 0.002, memory: 10215, top1_acc: 0.5736, top5_acc: 0.8010, loss_cls: 1.7832, loss: 1.7832, grad_norm: 2.7003 2020-08-16 01:10:58,869 - mmaction - INFO - Epoch [13][620/940] lr: 4.000e-02, eta: 12:03:32, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.5619, top5_acc: 0.8043, loss_cls: 1.7772, loss: 1.7772, grad_norm: 2.6901 2020-08-16 01:11:22,613 - mmaction - INFO - Epoch [13][640/940] lr: 4.000e-02, eta: 12:03:05, time: 1.188, data_time: 0.002, memory: 10215, top1_acc: 0.5730, top5_acc: 0.8107, loss_cls: 1.7546, loss: 1.7546, grad_norm: 2.6693 2020-08-16 01:11:46,647 - mmaction - INFO - Epoch [13][660/940] lr: 4.000e-02, eta: 12:02:38, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.5691, top5_acc: 0.8123, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.6453 2020-08-16 01:12:12,510 - mmaction - INFO - Epoch [13][680/940] lr: 4.000e-02, eta: 12:02:16, time: 1.293, data_time: 0.005, memory: 10215, top1_acc: 0.5785, top5_acc: 0.8078, loss_cls: 1.7526, loss: 1.7526, grad_norm: 2.6596 2020-08-16 01:12:36,407 - mmaction - INFO - Epoch [13][700/940] lr: 4.000e-02, eta: 12:01:49, time: 1.196, data_time: 0.007, memory: 10215, top1_acc: 0.5656, top5_acc: 0.8027, loss_cls: 1.7940, loss: 1.7940, grad_norm: 2.7548 2020-08-16 01:13:01,476 - mmaction - INFO - Epoch [13][720/940] lr: 4.000e-02, eta: 12:01:25, time: 1.252, data_time: 0.002, memory: 10215, top1_acc: 0.5697, top5_acc: 0.8043, loss_cls: 1.7906, loss: 1.7906, grad_norm: 2.7054 2020-08-16 01:13:25,902 - mmaction - INFO - Epoch [13][740/940] lr: 4.000e-02, eta: 12:01:00, time: 1.221, data_time: 0.006, memory: 10215, top1_acc: 0.5715, top5_acc: 0.8076, loss_cls: 1.7689, loss: 1.7689, grad_norm: 2.6649 2020-08-16 01:13:49,652 - mmaction - INFO - Epoch [13][760/940] lr: 4.000e-02, eta: 12:00:32, time: 1.189, data_time: 0.005, memory: 10215, top1_acc: 0.5615, top5_acc: 0.7957, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.6938 2020-08-16 01:14:14,862 - mmaction - INFO - Epoch [13][780/940] lr: 4.000e-02, eta: 12:00:09, time: 1.259, data_time: 0.005, memory: 10215, top1_acc: 0.5666, top5_acc: 0.8107, loss_cls: 1.7617, loss: 1.7617, grad_norm: 2.7132 2020-08-16 01:14:39,373 - mmaction - INFO - Epoch [13][800/940] lr: 4.000e-02, eta: 11:59:43, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.5729, top5_acc: 0.8033, loss_cls: 1.7662, loss: 1.7662, grad_norm: 2.7141 2020-08-16 01:15:02,744 - mmaction - INFO - Epoch [13][820/940] lr: 4.000e-02, eta: 11:59:15, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.5668, top5_acc: 0.8059, loss_cls: 1.7686, loss: 1.7686, grad_norm: 2.7132 2020-08-16 01:15:27,724 - mmaction - INFO - Epoch [13][840/940] lr: 4.000e-02, eta: 11:58:51, time: 1.249, data_time: 0.002, memory: 10215, top1_acc: 0.5602, top5_acc: 0.8063, loss_cls: 1.8032, loss: 1.8032, grad_norm: 2.6706 2020-08-16 01:15:53,040 - mmaction - INFO - Epoch [13][860/940] lr: 4.000e-02, eta: 11:58:28, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.5689, top5_acc: 0.8078, loss_cls: 1.7625, loss: 1.7625, grad_norm: 2.7119 2020-08-16 01:16:17,699 - mmaction - INFO - Epoch [13][880/940] lr: 4.000e-02, eta: 11:58:03, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.5576, top5_acc: 0.8012, loss_cls: 1.8284, loss: 1.8284, grad_norm: 2.7883 2020-08-16 01:16:42,044 - mmaction - INFO - Epoch [13][900/940] lr: 4.000e-02, eta: 11:57:37, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.5629, top5_acc: 0.8012, loss_cls: 1.7952, loss: 1.7952, grad_norm: 2.7358 2020-08-16 01:17:06,603 - mmaction - INFO - Epoch [13][920/940] lr: 4.000e-02, eta: 11:57:12, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5729, top5_acc: 0.8035, loss_cls: 1.7834, loss: 1.7834, grad_norm: 2.7219 2020-08-16 01:17:29,891 - mmaction - INFO - Epoch [13][940/940] lr: 4.000e-02, eta: 11:56:43, time: 1.163, data_time: 0.005, memory: 10215, top1_acc: 0.5631, top5_acc: 0.8003, loss_cls: 1.8197, loss: 1.8197, grad_norm: 2.6916 2020-08-16 01:17:30,236 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-16 01:17:59,569 - mmaction - INFO - Epoch [14][20/940] lr: 4.000e-02, eta: 11:56:29, time: 1.424, data_time: 0.470, memory: 10215, top1_acc: 0.5732, top5_acc: 0.8117, loss_cls: 1.7486, loss: 1.7486, grad_norm: 2.6419 2020-08-16 01:18:22,964 - mmaction - INFO - Epoch [14][40/940] lr: 4.000e-02, eta: 11:56:00, time: 1.172, data_time: 0.004, memory: 10215, top1_acc: 0.5734, top5_acc: 0.8115, loss_cls: 1.7565, loss: 1.7565, grad_norm: 2.7207 2020-08-16 01:18:45,833 - mmaction - INFO - Epoch [14][60/940] lr: 4.000e-02, eta: 11:55:30, time: 1.143, data_time: 0.002, memory: 10215, top1_acc: 0.5752, top5_acc: 0.8121, loss_cls: 1.7316, loss: 1.7316, grad_norm: 2.7084 2020-08-16 01:19:10,622 - mmaction - INFO - Epoch [14][80/940] lr: 4.000e-02, eta: 11:55:06, time: 1.238, data_time: 0.006, memory: 10215, top1_acc: 0.5893, top5_acc: 0.8049, loss_cls: 1.7338, loss: 1.7338, grad_norm: 2.6806 2020-08-16 01:19:35,211 - mmaction - INFO - Epoch [14][100/940] lr: 4.000e-02, eta: 11:54:41, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.5980, top5_acc: 0.8211, loss_cls: 1.6656, loss: 1.6656, grad_norm: 2.6796 2020-08-16 01:19:59,235 - mmaction - INFO - Epoch [14][120/940] lr: 4.000e-02, eta: 11:54:14, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.5938, top5_acc: 0.8146, loss_cls: 1.7042, loss: 1.7042, grad_norm: 2.6721 2020-08-16 01:20:23,265 - mmaction - INFO - Epoch [14][140/940] lr: 4.000e-02, eta: 11:53:47, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.5764, top5_acc: 0.8172, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.6830 2020-08-16 01:20:47,968 - mmaction - INFO - Epoch [14][160/940] lr: 4.000e-02, eta: 11:53:22, time: 1.235, data_time: 0.005, memory: 10215, top1_acc: 0.5936, top5_acc: 0.8182, loss_cls: 1.6804, loss: 1.6804, grad_norm: 2.6790 2020-08-16 01:21:13,133 - mmaction - INFO - Epoch [14][180/940] lr: 4.000e-02, eta: 11:52:59, time: 1.258, data_time: 0.002, memory: 10215, top1_acc: 0.5816, top5_acc: 0.8123, loss_cls: 1.7130, loss: 1.7130, grad_norm: 2.6279 2020-08-16 01:21:38,008 - mmaction - INFO - Epoch [14][200/940] lr: 4.000e-02, eta: 11:52:35, time: 1.242, data_time: 0.006, memory: 10215, top1_acc: 0.5814, top5_acc: 0.8211, loss_cls: 1.6969, loss: 1.6969, grad_norm: 2.6578 2020-08-16 01:22:01,964 - mmaction - INFO - Epoch [14][220/940] lr: 4.000e-02, eta: 11:52:08, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.5785, top5_acc: 0.8129, loss_cls: 1.7223, loss: 1.7223, grad_norm: 2.7074 2020-08-16 01:22:26,291 - mmaction - INFO - Epoch [14][240/940] lr: 4.000e-02, eta: 11:51:42, time: 1.217, data_time: 0.002, memory: 10215, top1_acc: 0.5830, top5_acc: 0.8098, loss_cls: 1.7319, loss: 1.7319, grad_norm: 2.7380 2020-08-16 01:22:50,935 - mmaction - INFO - Epoch [14][260/940] lr: 4.000e-02, eta: 11:51:17, time: 1.230, data_time: 0.004, memory: 10215, top1_acc: 0.5768, top5_acc: 0.8025, loss_cls: 1.7633, loss: 1.7633, grad_norm: 2.6837 2020-08-16 01:23:15,527 - mmaction - INFO - Epoch [14][280/940] lr: 4.000e-02, eta: 11:50:52, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.5615, top5_acc: 0.8053, loss_cls: 1.7659, loss: 1.7659, grad_norm: 2.7367 2020-08-16 01:23:39,577 - mmaction - INFO - Epoch [14][300/940] lr: 4.000e-02, eta: 11:50:25, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.5764, top5_acc: 0.8109, loss_cls: 1.7691, loss: 1.7691, grad_norm: 2.7379 2020-08-16 01:24:03,202 - mmaction - INFO - Epoch [14][320/940] lr: 4.000e-02, eta: 11:49:58, time: 1.183, data_time: 0.005, memory: 10215, top1_acc: 0.5719, top5_acc: 0.8086, loss_cls: 1.7666, loss: 1.7666, grad_norm: 2.7179 2020-08-16 01:24:27,605 - mmaction - INFO - Epoch [14][340/940] lr: 4.000e-02, eta: 11:49:32, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.5789, top5_acc: 0.8131, loss_cls: 1.7298, loss: 1.7298, grad_norm: 2.6834 2020-08-16 01:24:50,469 - mmaction - INFO - Epoch [14][360/940] lr: 4.000e-02, eta: 11:49:02, time: 1.147, data_time: 0.007, memory: 10215, top1_acc: 0.5762, top5_acc: 0.8023, loss_cls: 1.7385, loss: 1.7385, grad_norm: 2.7033 2020-08-16 01:25:14,951 - mmaction - INFO - Epoch [14][380/940] lr: 4.000e-02, eta: 11:48:37, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.5750, top5_acc: 0.8113, loss_cls: 1.7310, loss: 1.7310, grad_norm: 2.6654 2020-08-16 01:25:38,450 - mmaction - INFO - Epoch [14][400/940] lr: 4.000e-02, eta: 11:48:09, time: 1.176, data_time: 0.005, memory: 10215, top1_acc: 0.5752, top5_acc: 0.8174, loss_cls: 1.7184, loss: 1.7184, grad_norm: 2.6890 2020-08-16 01:26:02,325 - mmaction - INFO - Epoch [14][420/940] lr: 4.000e-02, eta: 11:47:42, time: 1.192, data_time: 0.006, memory: 10215, top1_acc: 0.5752, top5_acc: 0.8125, loss_cls: 1.7347, loss: 1.7347, grad_norm: 2.7196 2020-08-16 01:26:27,862 - mmaction - INFO - Epoch [14][440/940] lr: 4.000e-02, eta: 11:47:19, time: 1.279, data_time: 0.006, memory: 10215, top1_acc: 0.5658, top5_acc: 0.8004, loss_cls: 1.7885, loss: 1.7885, grad_norm: 2.6697 2020-08-16 01:26:52,378 - mmaction - INFO - Epoch [14][460/940] lr: 4.000e-02, eta: 11:46:54, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.5676, top5_acc: 0.8113, loss_cls: 1.7719, loss: 1.7719, grad_norm: 2.7022 2020-08-16 01:27:17,077 - mmaction - INFO - Epoch [14][480/940] lr: 4.000e-02, eta: 11:46:29, time: 1.236, data_time: 0.006, memory: 10215, top1_acc: 0.5863, top5_acc: 0.8178, loss_cls: 1.6918, loss: 1.6918, grad_norm: 2.6927 2020-08-16 01:27:41,168 - mmaction - INFO - Epoch [14][500/940] lr: 4.000e-02, eta: 11:46:03, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.5764, top5_acc: 0.8182, loss_cls: 1.7237, loss: 1.7237, grad_norm: 2.6886 2020-08-16 01:28:04,669 - mmaction - INFO - Epoch [14][520/940] lr: 4.000e-02, eta: 11:45:35, time: 1.177, data_time: 0.005, memory: 10215, top1_acc: 0.5715, top5_acc: 0.8041, loss_cls: 1.7436, loss: 1.7436, grad_norm: 2.7073 2020-08-16 01:28:29,677 - mmaction - INFO - Epoch [14][540/940] lr: 4.000e-02, eta: 11:45:11, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.5734, top5_acc: 0.8057, loss_cls: 1.7776, loss: 1.7776, grad_norm: 2.7353 2020-08-16 01:28:54,600 - mmaction - INFO - Epoch [14][560/940] lr: 4.000e-02, eta: 11:44:47, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.5693, top5_acc: 0.7980, loss_cls: 1.7899, loss: 1.7899, grad_norm: 2.7257 2020-08-16 01:29:17,888 - mmaction - INFO - Epoch [14][580/940] lr: 4.000e-02, eta: 11:44:18, time: 1.162, data_time: 0.004, memory: 10215, top1_acc: 0.5791, top5_acc: 0.8195, loss_cls: 1.7207, loss: 1.7207, grad_norm: 2.6712 2020-08-16 01:29:42,599 - mmaction - INFO - Epoch [14][600/940] lr: 4.000e-02, eta: 11:43:53, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.5854, top5_acc: 0.8211, loss_cls: 1.6841, loss: 1.6841, grad_norm: 2.7060 2020-08-16 01:30:06,856 - mmaction - INFO - Epoch [14][620/940] lr: 4.000e-02, eta: 11:43:28, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.5697, top5_acc: 0.8094, loss_cls: 1.7677, loss: 1.7677, grad_norm: 2.7232 2020-08-16 01:30:30,598 - mmaction - INFO - Epoch [14][640/940] lr: 4.000e-02, eta: 11:43:00, time: 1.187, data_time: 0.002, memory: 10215, top1_acc: 0.5822, top5_acc: 0.8170, loss_cls: 1.7351, loss: 1.7351, grad_norm: 2.7130 2020-08-16 01:30:54,659 - mmaction - INFO - Epoch [14][660/940] lr: 4.000e-02, eta: 11:42:34, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.5691, top5_acc: 0.8148, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.7327 2020-08-16 01:31:20,268 - mmaction - INFO - Epoch [14][680/940] lr: 4.000e-02, eta: 11:42:11, time: 1.282, data_time: 0.006, memory: 10215, top1_acc: 0.5740, top5_acc: 0.8121, loss_cls: 1.7311, loss: 1.7311, grad_norm: 2.6923 2020-08-16 01:31:44,241 - mmaction - INFO - Epoch [14][700/940] lr: 4.000e-02, eta: 11:41:45, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.5785, top5_acc: 0.8049, loss_cls: 1.7567, loss: 1.7567, grad_norm: 2.6572 2020-08-16 01:32:08,822 - mmaction - INFO - Epoch [14][720/940] lr: 4.000e-02, eta: 11:41:20, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.5670, top5_acc: 0.7988, loss_cls: 1.7995, loss: 1.7995, grad_norm: 2.6981 2020-08-16 01:32:32,613 - mmaction - INFO - Epoch [14][740/940] lr: 4.000e-02, eta: 11:40:53, time: 1.190, data_time: 0.006, memory: 10215, top1_acc: 0.5736, top5_acc: 0.8072, loss_cls: 1.7687, loss: 1.7687, grad_norm: 2.6988 2020-08-16 01:32:56,036 - mmaction - INFO - Epoch [14][760/940] lr: 4.000e-02, eta: 11:40:25, time: 1.171, data_time: 0.002, memory: 10215, top1_acc: 0.5668, top5_acc: 0.8049, loss_cls: 1.7854, loss: 1.7854, grad_norm: 2.7637 2020-08-16 01:33:19,839 - mmaction - INFO - Epoch [14][780/940] lr: 4.000e-02, eta: 11:39:57, time: 1.188, data_time: 0.004, memory: 10215, top1_acc: 0.5781, top5_acc: 0.8162, loss_cls: 1.7475, loss: 1.7475, grad_norm: 2.7278 2020-08-16 01:33:43,791 - mmaction - INFO - Epoch [14][800/940] lr: 4.000e-02, eta: 11:39:31, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.5785, top5_acc: 0.8074, loss_cls: 1.7770, loss: 1.7770, grad_norm: 2.7162 2020-08-16 01:34:08,217 - mmaction - INFO - Epoch [14][820/940] lr: 4.000e-02, eta: 11:39:05, time: 1.220, data_time: 0.004, memory: 10215, top1_acc: 0.5609, top5_acc: 0.7947, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.7236 2020-08-16 01:34:32,347 - mmaction - INFO - Epoch [14][840/940] lr: 4.000e-02, eta: 11:38:39, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.5830, top5_acc: 0.8145, loss_cls: 1.6824, loss: 1.6824, grad_norm: 2.6703 2020-08-16 01:34:56,673 - mmaction - INFO - Epoch [14][860/940] lr: 4.000e-02, eta: 11:38:13, time: 1.215, data_time: 0.006, memory: 10215, top1_acc: 0.5768, top5_acc: 0.8082, loss_cls: 1.7545, loss: 1.7545, grad_norm: 2.6844 2020-08-16 01:35:20,840 - mmaction - INFO - Epoch [14][880/940] lr: 4.000e-02, eta: 11:37:47, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.5699, top5_acc: 0.8045, loss_cls: 1.7764, loss: 1.7764, grad_norm: 2.7286 2020-08-16 01:35:45,390 - mmaction - INFO - Epoch [14][900/940] lr: 4.000e-02, eta: 11:37:22, time: 1.225, data_time: 0.004, memory: 10215, top1_acc: 0.5793, top5_acc: 0.8068, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.6224 2020-08-16 01:36:10,411 - mmaction - INFO - Epoch [14][920/940] lr: 4.000e-02, eta: 11:36:58, time: 1.253, data_time: 0.006, memory: 10215, top1_acc: 0.5697, top5_acc: 0.8156, loss_cls: 1.7555, loss: 1.7555, grad_norm: 2.7155 2020-08-16 01:36:32,800 - mmaction - INFO - Epoch [14][940/940] lr: 4.000e-02, eta: 11:36:28, time: 1.118, data_time: 0.006, memory: 10215, top1_acc: 0.5749, top5_acc: 0.8086, loss_cls: 1.7701, loss: 1.7701, grad_norm: 2.6479 2020-08-16 01:36:33,065 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-16 01:37:01,569 - mmaction - INFO - Epoch [15][20/940] lr: 4.000e-02, eta: 11:36:09, time: 1.352, data_time: 0.332, memory: 10215, top1_acc: 0.5877, top5_acc: 0.8117, loss_cls: 1.7073, loss: 1.7073, grad_norm: 2.6465 2020-08-16 01:37:24,602 - mmaction - INFO - Epoch [15][40/940] lr: 4.000e-02, eta: 11:35:40, time: 1.150, data_time: 0.005, memory: 10215, top1_acc: 0.5936, top5_acc: 0.8189, loss_cls: 1.6771, loss: 1.6771, grad_norm: 2.6829 2020-08-16 01:37:49,227 - mmaction - INFO - Epoch [15][60/940] lr: 4.000e-02, eta: 11:35:15, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.5949, top5_acc: 0.8191, loss_cls: 1.6662, loss: 1.6662, grad_norm: 2.7142 2020-08-16 01:38:13,632 - mmaction - INFO - Epoch [15][80/940] lr: 4.000e-02, eta: 11:34:50, time: 1.219, data_time: 0.004, memory: 10215, top1_acc: 0.5832, top5_acc: 0.8166, loss_cls: 1.7057, loss: 1.7057, grad_norm: 2.6629 2020-08-16 01:38:37,766 - mmaction - INFO - Epoch [15][100/940] lr: 4.000e-02, eta: 11:34:24, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.5998, top5_acc: 0.8246, loss_cls: 1.6513, loss: 1.6513, grad_norm: 2.6210 2020-08-16 01:39:02,645 - mmaction - INFO - Epoch [15][120/940] lr: 4.000e-02, eta: 11:33:59, time: 1.242, data_time: 0.005, memory: 10215, top1_acc: 0.5785, top5_acc: 0.8090, loss_cls: 1.7169, loss: 1.7169, grad_norm: 2.6779 2020-08-16 01:39:27,590 - mmaction - INFO - Epoch [15][140/940] lr: 4.000e-02, eta: 11:33:35, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.5842, top5_acc: 0.8074, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.7065 2020-08-16 01:39:51,458 - mmaction - INFO - Epoch [15][160/940] lr: 4.000e-02, eta: 11:33:09, time: 1.193, data_time: 0.002, memory: 10215, top1_acc: 0.5896, top5_acc: 0.8137, loss_cls: 1.6809, loss: 1.6809, grad_norm: 2.6788 2020-08-16 01:40:16,709 - mmaction - INFO - Epoch [15][180/940] lr: 4.000e-02, eta: 11:32:45, time: 1.260, data_time: 0.004, memory: 10215, top1_acc: 0.5912, top5_acc: 0.8186, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.6832 2020-08-16 01:40:40,891 - mmaction - INFO - Epoch [15][200/940] lr: 4.000e-02, eta: 11:32:19, time: 1.212, data_time: 0.006, memory: 10215, top1_acc: 0.5891, top5_acc: 0.8057, loss_cls: 1.7341, loss: 1.7341, grad_norm: 2.6876 2020-08-16 01:41:04,758 - mmaction - INFO - Epoch [15][220/940] lr: 4.000e-02, eta: 11:31:52, time: 1.191, data_time: 0.004, memory: 10215, top1_acc: 0.5672, top5_acc: 0.8061, loss_cls: 1.7756, loss: 1.7756, grad_norm: 2.7786 2020-08-16 01:41:29,173 - mmaction - INFO - Epoch [15][240/940] lr: 4.000e-02, eta: 11:31:27, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.5842, top5_acc: 0.8203, loss_cls: 1.7167, loss: 1.7167, grad_norm: 2.7205 2020-08-16 01:41:53,188 - mmaction - INFO - Epoch [15][260/940] lr: 4.000e-02, eta: 11:31:01, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.5734, top5_acc: 0.8094, loss_cls: 1.7456, loss: 1.7456, grad_norm: 2.7791 2020-08-16 01:42:17,705 - mmaction - INFO - Epoch [15][280/940] lr: 4.000e-02, eta: 11:30:36, time: 1.226, data_time: 0.004, memory: 10215, top1_acc: 0.5719, top5_acc: 0.8102, loss_cls: 1.7497, loss: 1.7497, grad_norm: 2.7057 2020-08-16 01:42:41,970 - mmaction - INFO - Epoch [15][300/940] lr: 4.000e-02, eta: 11:30:10, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5775, top5_acc: 0.8156, loss_cls: 1.7277, loss: 1.7277, grad_norm: 2.6877 2020-08-16 01:43:05,918 - mmaction - INFO - Epoch [15][320/940] lr: 4.000e-02, eta: 11:29:43, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.5744, top5_acc: 0.8135, loss_cls: 1.7508, loss: 1.7508, grad_norm: 2.6890 2020-08-16 01:43:29,831 - mmaction - INFO - Epoch [15][340/940] lr: 4.000e-02, eta: 11:29:17, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.5855, top5_acc: 0.8152, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.6281 2020-08-16 01:43:53,671 - mmaction - INFO - Epoch [15][360/940] lr: 4.000e-02, eta: 11:28:50, time: 1.192, data_time: 0.002, memory: 10215, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.7125, loss: 1.7125, grad_norm: 2.7122 2020-08-16 01:44:18,858 - mmaction - INFO - Epoch [15][380/940] lr: 4.000e-02, eta: 11:28:26, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.5789, top5_acc: 0.8164, loss_cls: 1.7186, loss: 1.7186, grad_norm: 2.7416 2020-08-16 01:44:41,937 - mmaction - INFO - Epoch [15][400/940] lr: 4.000e-02, eta: 11:27:58, time: 1.157, data_time: 0.006, memory: 10215, top1_acc: 0.5838, top5_acc: 0.8066, loss_cls: 1.7541, loss: 1.7541, grad_norm: 2.7074 2020-08-16 01:45:08,308 - mmaction - INFO - Epoch [15][420/940] lr: 4.000e-02, eta: 11:27:37, time: 1.319, data_time: 0.005, memory: 10215, top1_acc: 0.5734, top5_acc: 0.8039, loss_cls: 1.7753, loss: 1.7753, grad_norm: 2.7398 2020-08-16 01:45:32,632 - mmaction - INFO - Epoch [15][440/940] lr: 4.000e-02, eta: 11:27:12, time: 1.216, data_time: 0.002, memory: 10215, top1_acc: 0.5691, top5_acc: 0.8143, loss_cls: 1.7566, loss: 1.7566, grad_norm: 2.7214 2020-08-16 01:45:58,411 - mmaction - INFO - Epoch [15][460/940] lr: 4.000e-02, eta: 11:26:49, time: 1.287, data_time: 0.005, memory: 10215, top1_acc: 0.5787, top5_acc: 0.8039, loss_cls: 1.7532, loss: 1.7532, grad_norm: 2.6808 2020-08-16 01:46:23,250 - mmaction - INFO - Epoch [15][480/940] lr: 4.000e-02, eta: 11:26:25, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.5820, top5_acc: 0.8121, loss_cls: 1.7169, loss: 1.7169, grad_norm: 2.6860 2020-08-16 01:46:47,026 - mmaction - INFO - Epoch [15][500/940] lr: 4.000e-02, eta: 11:25:58, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.5902, top5_acc: 0.8162, loss_cls: 1.6758, loss: 1.6758, grad_norm: 2.6940 2020-08-16 01:47:13,424 - mmaction - INFO - Epoch [15][520/940] lr: 4.000e-02, eta: 11:25:38, time: 1.322, data_time: 0.006, memory: 10215, top1_acc: 0.5764, top5_acc: 0.8021, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.7065 2020-08-16 01:47:37,711 - mmaction - INFO - Epoch [15][540/940] lr: 4.000e-02, eta: 11:25:12, time: 1.214, data_time: 0.002, memory: 10215, top1_acc: 0.5775, top5_acc: 0.8141, loss_cls: 1.7262, loss: 1.7262, grad_norm: 2.6428 2020-08-16 01:48:02,155 - mmaction - INFO - Epoch [15][560/940] lr: 4.000e-02, eta: 11:24:47, time: 1.220, data_time: 0.004, memory: 10215, top1_acc: 0.5869, top5_acc: 0.8146, loss_cls: 1.6896, loss: 1.6896, grad_norm: 2.6981 2020-08-16 01:48:25,832 - mmaction - INFO - Epoch [15][580/940] lr: 4.000e-02, eta: 11:24:20, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.5809, top5_acc: 0.8121, loss_cls: 1.7178, loss: 1.7178, grad_norm: 2.6952 2020-08-16 01:48:49,843 - mmaction - INFO - Epoch [15][600/940] lr: 4.000e-02, eta: 11:23:53, time: 1.200, data_time: 0.003, memory: 10215, top1_acc: 0.5715, top5_acc: 0.8031, loss_cls: 1.7869, loss: 1.7869, grad_norm: 2.7309 2020-08-16 01:49:15,002 - mmaction - INFO - Epoch [15][620/940] lr: 4.000e-02, eta: 11:23:30, time: 1.258, data_time: 0.005, memory: 10215, top1_acc: 0.5865, top5_acc: 0.8066, loss_cls: 1.7230, loss: 1.7230, grad_norm: 2.6204 2020-08-16 01:49:39,404 - mmaction - INFO - Epoch [15][640/940] lr: 4.000e-02, eta: 11:23:04, time: 1.220, data_time: 0.002, memory: 10215, top1_acc: 0.5842, top5_acc: 0.8199, loss_cls: 1.7021, loss: 1.7021, grad_norm: 2.6645 2020-08-16 01:50:04,046 - mmaction - INFO - Epoch [15][660/940] lr: 4.000e-02, eta: 11:22:40, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.5877, top5_acc: 0.8178, loss_cls: 1.7096, loss: 1.7096, grad_norm: 2.7021 2020-08-16 01:50:29,437 - mmaction - INFO - Epoch [15][680/940] lr: 4.000e-02, eta: 11:22:16, time: 1.269, data_time: 0.002, memory: 10215, top1_acc: 0.5861, top5_acc: 0.8105, loss_cls: 1.7172, loss: 1.7172, grad_norm: 2.6318 2020-08-16 01:50:55,388 - mmaction - INFO - Epoch [15][700/940] lr: 4.000e-02, eta: 11:21:55, time: 1.295, data_time: 0.004, memory: 10215, top1_acc: 0.5773, top5_acc: 0.8180, loss_cls: 1.7150, loss: 1.7150, grad_norm: 2.6327 2020-08-16 01:51:17,901 - mmaction - INFO - Epoch [15][720/940] lr: 4.000e-02, eta: 11:21:25, time: 1.128, data_time: 0.005, memory: 10215, top1_acc: 0.5850, top5_acc: 0.8146, loss_cls: 1.7078, loss: 1.7078, grad_norm: 2.6195 2020-08-16 01:51:42,329 - mmaction - INFO - Epoch [15][740/940] lr: 4.000e-02, eta: 11:21:00, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.5734, top5_acc: 0.8088, loss_cls: 1.7609, loss: 1.7609, grad_norm: 2.7084 2020-08-16 01:52:06,506 - mmaction - INFO - Epoch [15][760/940] lr: 4.000e-02, eta: 11:20:34, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5803, top5_acc: 0.8109, loss_cls: 1.7343, loss: 1.7343, grad_norm: 2.7134 2020-08-16 01:52:30,357 - mmaction - INFO - Epoch [15][780/940] lr: 4.000e-02, eta: 11:20:07, time: 1.190, data_time: 0.005, memory: 10215, top1_acc: 0.5695, top5_acc: 0.8086, loss_cls: 1.7523, loss: 1.7523, grad_norm: 2.7173 2020-08-16 01:52:55,101 - mmaction - INFO - Epoch [15][800/940] lr: 4.000e-02, eta: 11:19:42, time: 1.239, data_time: 0.006, memory: 10215, top1_acc: 0.5732, top5_acc: 0.8029, loss_cls: 1.7611, loss: 1.7611, grad_norm: 2.7072 2020-08-16 01:53:19,681 - mmaction - INFO - Epoch [15][820/940] lr: 4.000e-02, eta: 11:19:17, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.5830, top5_acc: 0.8041, loss_cls: 1.7415, loss: 1.7415, grad_norm: 2.7081 2020-08-16 01:53:43,731 - mmaction - INFO - Epoch [15][840/940] lr: 4.000e-02, eta: 11:18:51, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.5689, top5_acc: 0.8086, loss_cls: 1.7647, loss: 1.7647, grad_norm: 2.6813 2020-08-16 01:54:08,164 - mmaction - INFO - Epoch [15][860/940] lr: 4.000e-02, eta: 11:18:26, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.5896, top5_acc: 0.8088, loss_cls: 1.7147, loss: 1.7147, grad_norm: 2.6856 2020-08-16 01:54:31,618 - mmaction - INFO - Epoch [15][880/940] lr: 4.000e-02, eta: 11:17:58, time: 1.174, data_time: 0.006, memory: 10215, top1_acc: 0.5863, top5_acc: 0.8111, loss_cls: 1.7148, loss: 1.7148, grad_norm: 2.6208 2020-08-16 01:54:55,407 - mmaction - INFO - Epoch [15][900/940] lr: 4.000e-02, eta: 11:17:32, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.5854, top5_acc: 0.8178, loss_cls: 1.7089, loss: 1.7089, grad_norm: 2.7058 2020-08-16 01:55:20,074 - mmaction - INFO - Epoch [15][920/940] lr: 4.000e-02, eta: 11:17:07, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.5785, top5_acc: 0.8008, loss_cls: 1.7699, loss: 1.7699, grad_norm: 2.7465 2020-08-16 01:55:43,335 - mmaction - INFO - Epoch [15][940/940] lr: 4.000e-02, eta: 11:16:39, time: 1.163, data_time: 0.006, memory: 10215, top1_acc: 0.5710, top5_acc: 0.8076, loss_cls: 1.7564, loss: 1.7564, grad_norm: 2.7391 2020-08-16 01:55:43,656 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-16 01:56:12,680 - mmaction - INFO - Epoch [16][20/940] lr: 4.000e-02, eta: 11:16:23, time: 1.430, data_time: 0.392, memory: 10215, top1_acc: 0.5965, top5_acc: 0.8258, loss_cls: 1.6529, loss: 1.6529, grad_norm: 2.7036 2020-08-16 01:56:37,212 - mmaction - INFO - Epoch [16][40/940] lr: 4.000e-02, eta: 11:15:58, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5910, top5_acc: 0.8191, loss_cls: 1.6725, loss: 1.6725, grad_norm: 2.7005 2020-08-16 01:57:03,832 - mmaction - INFO - Epoch [16][60/940] lr: 4.000e-02, eta: 11:15:38, time: 1.332, data_time: 0.005, memory: 10215, top1_acc: 0.5936, top5_acc: 0.8178, loss_cls: 1.6664, loss: 1.6664, grad_norm: 2.6785 2020-08-16 01:57:28,042 - mmaction - INFO - Epoch [16][80/940] lr: 4.000e-02, eta: 11:15:12, time: 1.209, data_time: 0.006, memory: 10215, top1_acc: 0.5896, top5_acc: 0.8168, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.7510 2020-08-16 01:57:53,522 - mmaction - INFO - Epoch [16][100/940] lr: 4.000e-02, eta: 11:14:49, time: 1.276, data_time: 0.005, memory: 10215, top1_acc: 0.5871, top5_acc: 0.8219, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.7384 2020-08-16 01:58:18,731 - mmaction - INFO - Epoch [16][120/940] lr: 4.000e-02, eta: 11:14:26, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.5797, top5_acc: 0.8088, loss_cls: 1.7315, loss: 1.7315, grad_norm: 2.7204 2020-08-16 01:58:41,976 - mmaction - INFO - Epoch [16][140/940] lr: 4.000e-02, eta: 11:13:58, time: 1.163, data_time: 0.002, memory: 10215, top1_acc: 0.5783, top5_acc: 0.8143, loss_cls: 1.7043, loss: 1.7043, grad_norm: 2.7030 2020-08-16 01:59:06,516 - mmaction - INFO - Epoch [16][160/940] lr: 4.000e-02, eta: 11:13:33, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5893, top5_acc: 0.8230, loss_cls: 1.6686, loss: 1.6686, grad_norm: 2.6316 2020-08-16 01:59:30,432 - mmaction - INFO - Epoch [16][180/940] lr: 4.000e-02, eta: 11:13:06, time: 1.198, data_time: 0.006, memory: 10215, top1_acc: 0.5871, top5_acc: 0.8205, loss_cls: 1.6905, loss: 1.6905, grad_norm: 2.6742 2020-08-16 01:59:55,142 - mmaction - INFO - Epoch [16][200/940] lr: 4.000e-02, eta: 11:12:42, time: 1.233, data_time: 0.004, memory: 10215, top1_acc: 0.5773, top5_acc: 0.8100, loss_cls: 1.7267, loss: 1.7267, grad_norm: 2.6939 2020-08-16 02:00:20,813 - mmaction - INFO - Epoch [16][220/940] lr: 4.000e-02, eta: 11:12:19, time: 1.281, data_time: 0.005, memory: 10215, top1_acc: 0.5938, top5_acc: 0.8219, loss_cls: 1.6870, loss: 1.6870, grad_norm: 2.7100 2020-08-16 02:00:44,661 - mmaction - INFO - Epoch [16][240/940] lr: 4.000e-02, eta: 11:11:53, time: 1.195, data_time: 0.010, memory: 10215, top1_acc: 0.5924, top5_acc: 0.8266, loss_cls: 1.6534, loss: 1.6534, grad_norm: 2.6938 2020-08-16 02:01:08,837 - mmaction - INFO - Epoch [16][260/940] lr: 4.000e-02, eta: 11:11:27, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5791, top5_acc: 0.8182, loss_cls: 1.7300, loss: 1.7300, grad_norm: 2.6908 2020-08-16 02:01:32,813 - mmaction - INFO - Epoch [16][280/940] lr: 4.000e-02, eta: 11:11:01, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.5871, top5_acc: 0.8187, loss_cls: 1.6750, loss: 1.6750, grad_norm: 2.6660 2020-08-16 02:01:56,972 - mmaction - INFO - Epoch [16][300/940] lr: 4.000e-02, eta: 11:10:35, time: 1.208, data_time: 0.002, memory: 10215, top1_acc: 0.5922, top5_acc: 0.8180, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.7075 2020-08-16 02:02:22,180 - mmaction - INFO - Epoch [16][320/940] lr: 4.000e-02, eta: 11:10:11, time: 1.259, data_time: 0.004, memory: 10215, top1_acc: 0.5867, top5_acc: 0.8186, loss_cls: 1.6864, loss: 1.6864, grad_norm: 2.6869 2020-08-16 02:02:45,514 - mmaction - INFO - Epoch [16][340/940] lr: 4.000e-02, eta: 11:09:44, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.5938, top5_acc: 0.8119, loss_cls: 1.6922, loss: 1.6922, grad_norm: 2.6823 2020-08-16 02:03:11,148 - mmaction - INFO - Epoch [16][360/940] lr: 4.000e-02, eta: 11:09:21, time: 1.282, data_time: 0.002, memory: 10215, top1_acc: 0.5887, top5_acc: 0.8174, loss_cls: 1.7052, loss: 1.7052, grad_norm: 2.7370 2020-08-16 02:03:35,567 - mmaction - INFO - Epoch [16][380/940] lr: 4.000e-02, eta: 11:08:56, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.5717, top5_acc: 0.8156, loss_cls: 1.7283, loss: 1.7283, grad_norm: 2.7352 2020-08-16 02:03:59,781 - mmaction - INFO - Epoch [16][400/940] lr: 4.000e-02, eta: 11:08:30, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.5813, top5_acc: 0.8115, loss_cls: 1.7192, loss: 1.7192, grad_norm: 2.6903 2020-08-16 02:04:24,074 - mmaction - INFO - Epoch [16][420/940] lr: 4.000e-02, eta: 11:08:04, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.5895, top5_acc: 0.8156, loss_cls: 1.7000, loss: 1.7000, grad_norm: 2.6697 2020-08-16 02:04:48,025 - mmaction - INFO - Epoch [16][440/940] lr: 4.000e-02, eta: 11:07:38, time: 1.200, data_time: 0.006, memory: 10215, top1_acc: 0.5771, top5_acc: 0.8158, loss_cls: 1.7299, loss: 1.7299, grad_norm: 2.7049 2020-08-16 02:05:12,961 - mmaction - INFO - Epoch [16][460/940] lr: 4.000e-02, eta: 11:07:14, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.5771, top5_acc: 0.8100, loss_cls: 1.7336, loss: 1.7336, grad_norm: 2.6479 2020-08-16 02:05:38,956 - mmaction - INFO - Epoch [16][480/940] lr: 4.000e-02, eta: 11:06:52, time: 1.302, data_time: 0.006, memory: 10215, top1_acc: 0.5969, top5_acc: 0.8271, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.6312 2020-08-16 02:06:03,617 - mmaction - INFO - Epoch [16][500/940] lr: 4.000e-02, eta: 11:06:27, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.5857, top5_acc: 0.8211, loss_cls: 1.6977, loss: 1.6977, grad_norm: 2.6766 2020-08-16 02:06:27,905 - mmaction - INFO - Epoch [16][520/940] lr: 4.000e-02, eta: 11:06:02, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.5672, top5_acc: 0.8041, loss_cls: 1.7727, loss: 1.7727, grad_norm: 2.6967 2020-08-16 02:06:52,380 - mmaction - INFO - Epoch [16][540/940] lr: 4.000e-02, eta: 11:05:37, time: 1.222, data_time: 0.004, memory: 10215, top1_acc: 0.5820, top5_acc: 0.8150, loss_cls: 1.7148, loss: 1.7148, grad_norm: 2.6784 2020-08-16 02:07:17,402 - mmaction - INFO - Epoch [16][560/940] lr: 4.000e-02, eta: 11:05:13, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.5836, top5_acc: 0.8217, loss_cls: 1.7078, loss: 1.7078, grad_norm: 2.7236 2020-08-16 02:07:42,408 - mmaction - INFO - Epoch [16][580/940] lr: 4.000e-02, eta: 11:04:49, time: 1.248, data_time: 0.004, memory: 10215, top1_acc: 0.5910, top5_acc: 0.8139, loss_cls: 1.7061, loss: 1.7061, grad_norm: 2.7670 2020-08-16 02:08:06,220 - mmaction - INFO - Epoch [16][600/940] lr: 4.000e-02, eta: 11:04:22, time: 1.193, data_time: 0.006, memory: 10215, top1_acc: 0.5752, top5_acc: 0.8127, loss_cls: 1.7414, loss: 1.7414, grad_norm: 2.7589 2020-08-16 02:08:30,977 - mmaction - INFO - Epoch [16][620/940] lr: 4.000e-02, eta: 11:03:58, time: 1.238, data_time: 0.004, memory: 10215, top1_acc: 0.5834, top5_acc: 0.8021, loss_cls: 1.7396, loss: 1.7396, grad_norm: 2.6936 2020-08-16 02:08:56,459 - mmaction - INFO - Epoch [16][640/940] lr: 4.000e-02, eta: 11:03:35, time: 1.274, data_time: 0.002, memory: 10215, top1_acc: 0.5826, top5_acc: 0.8123, loss_cls: 1.7289, loss: 1.7289, grad_norm: 2.6868 2020-08-16 02:09:21,215 - mmaction - INFO - Epoch [16][660/940] lr: 4.000e-02, eta: 11:03:10, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.5881, top5_acc: 0.8236, loss_cls: 1.6900, loss: 1.6900, grad_norm: 2.6924 2020-08-16 02:09:45,033 - mmaction - INFO - Epoch [16][680/940] lr: 4.000e-02, eta: 11:02:44, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.5871, top5_acc: 0.8135, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.6795 2020-08-16 02:10:08,724 - mmaction - INFO - Epoch [16][700/940] lr: 4.000e-02, eta: 11:02:17, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.5807, top5_acc: 0.8135, loss_cls: 1.7393, loss: 1.7393, grad_norm: 2.7108 2020-08-16 02:10:33,603 - mmaction - INFO - Epoch [16][720/940] lr: 4.000e-02, eta: 11:01:53, time: 1.244, data_time: 0.002, memory: 10215, top1_acc: 0.5771, top5_acc: 0.8129, loss_cls: 1.7460, loss: 1.7460, grad_norm: 2.7225 2020-08-16 02:10:58,835 - mmaction - INFO - Epoch [16][740/940] lr: 4.000e-02, eta: 11:01:29, time: 1.260, data_time: 0.004, memory: 10215, top1_acc: 0.5912, top5_acc: 0.8143, loss_cls: 1.7124, loss: 1.7124, grad_norm: 2.7098 2020-08-16 02:11:24,962 - mmaction - INFO - Epoch [16][760/940] lr: 4.000e-02, eta: 11:01:08, time: 1.307, data_time: 0.005, memory: 10215, top1_acc: 0.5775, top5_acc: 0.8102, loss_cls: 1.7284, loss: 1.7284, grad_norm: 2.7185 2020-08-16 02:11:48,571 - mmaction - INFO - Epoch [16][780/940] lr: 4.000e-02, eta: 11:00:41, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.5953, top5_acc: 0.8133, loss_cls: 1.6900, loss: 1.6900, grad_norm: 2.7008 2020-08-16 02:12:12,343 - mmaction - INFO - Epoch [16][800/940] lr: 4.000e-02, eta: 11:00:14, time: 1.190, data_time: 0.005, memory: 10215, top1_acc: 0.5813, top5_acc: 0.8115, loss_cls: 1.7131, loss: 1.7131, grad_norm: 2.6985 2020-08-16 02:12:36,660 - mmaction - INFO - Epoch [16][820/940] lr: 4.000e-02, eta: 10:59:48, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.5773, top5_acc: 0.8066, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.6938 2020-08-16 02:13:00,378 - mmaction - INFO - Epoch [16][840/940] lr: 4.000e-02, eta: 10:59:22, time: 1.189, data_time: 0.006, memory: 10215, top1_acc: 0.5930, top5_acc: 0.8225, loss_cls: 1.6733, loss: 1.6733, grad_norm: 2.6917 2020-08-16 02:13:25,993 - mmaction - INFO - Epoch [16][860/940] lr: 4.000e-02, eta: 10:58:59, time: 1.279, data_time: 0.004, memory: 10215, top1_acc: 0.5777, top5_acc: 0.8094, loss_cls: 1.7072, loss: 1.7072, grad_norm: 2.6684 2020-08-16 02:13:51,025 - mmaction - INFO - Epoch [16][880/940] lr: 4.000e-02, eta: 10:58:35, time: 1.253, data_time: 0.005, memory: 10215, top1_acc: 0.5859, top5_acc: 0.8109, loss_cls: 1.7442, loss: 1.7442, grad_norm: 2.6814 2020-08-16 02:14:14,804 - mmaction - INFO - Epoch [16][900/940] lr: 4.000e-02, eta: 10:58:08, time: 1.188, data_time: 0.006, memory: 10215, top1_acc: 0.5842, top5_acc: 0.8133, loss_cls: 1.7172, loss: 1.7172, grad_norm: 2.6404 2020-08-16 02:14:38,500 - mmaction - INFO - Epoch [16][920/940] lr: 4.000e-02, eta: 10:57:42, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.5725, top5_acc: 0.8018, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.7581 2020-08-16 02:15:02,679 - mmaction - INFO - Epoch [16][940/940] lr: 4.000e-02, eta: 10:57:16, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.5759, top5_acc: 0.8107, loss_cls: 1.7610, loss: 1.7610, grad_norm: 2.7472 2020-08-16 02:15:02,945 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-16 02:15:35,078 - mmaction - INFO - Epoch [17][20/940] lr: 4.000e-02, eta: 10:57:03, time: 1.508, data_time: 0.452, memory: 10215, top1_acc: 0.5850, top5_acc: 0.8201, loss_cls: 1.6923, loss: 1.6923, grad_norm: 2.6980 2020-08-16 02:15:58,933 - mmaction - INFO - Epoch [17][40/940] lr: 4.000e-02, eta: 10:56:37, time: 1.195, data_time: 0.004, memory: 10215, top1_acc: 0.5762, top5_acc: 0.8105, loss_cls: 1.7600, loss: 1.7600, grad_norm: 2.7399 2020-08-16 02:16:23,774 - mmaction - INFO - Epoch [17][60/940] lr: 4.000e-02, eta: 10:56:12, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.5977, top5_acc: 0.8236, loss_cls: 1.6368, loss: 1.6368, grad_norm: 2.7006 2020-08-16 02:16:46,963 - mmaction - INFO - Epoch [17][80/940] lr: 4.000e-02, eta: 10:55:44, time: 1.161, data_time: 0.005, memory: 10215, top1_acc: 0.5945, top5_acc: 0.8240, loss_cls: 1.6417, loss: 1.6417, grad_norm: 2.6922 2020-08-16 02:17:11,011 - mmaction - INFO - Epoch [17][100/940] lr: 4.000e-02, eta: 10:55:18, time: 1.201, data_time: 0.004, memory: 10215, top1_acc: 0.5979, top5_acc: 0.8303, loss_cls: 1.6199, loss: 1.6199, grad_norm: 2.7192 2020-08-16 02:17:36,552 - mmaction - INFO - Epoch [17][120/940] lr: 4.000e-02, eta: 10:54:55, time: 1.279, data_time: 0.005, memory: 10215, top1_acc: 0.5873, top5_acc: 0.8191, loss_cls: 1.7030, loss: 1.7030, grad_norm: 2.7631 2020-08-16 02:18:01,164 - mmaction - INFO - Epoch [17][140/940] lr: 4.000e-02, eta: 10:54:31, time: 1.229, data_time: 0.004, memory: 10215, top1_acc: 0.5934, top5_acc: 0.8199, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.6890 2020-08-16 02:18:24,981 - mmaction - INFO - Epoch [17][160/940] lr: 4.000e-02, eta: 10:54:04, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.5861, top5_acc: 0.8248, loss_cls: 1.6661, loss: 1.6661, grad_norm: 2.7305 2020-08-16 02:18:50,589 - mmaction - INFO - Epoch [17][180/940] lr: 4.000e-02, eta: 10:53:41, time: 1.281, data_time: 0.002, memory: 10215, top1_acc: 0.5959, top5_acc: 0.8246, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.6977 2020-08-16 02:19:15,164 - mmaction - INFO - Epoch [17][200/940] lr: 4.000e-02, eta: 10:53:16, time: 1.227, data_time: 0.004, memory: 10215, top1_acc: 0.5873, top5_acc: 0.8234, loss_cls: 1.6694, loss: 1.6694, grad_norm: 2.7360 2020-08-16 02:19:38,779 - mmaction - INFO - Epoch [17][220/940] lr: 4.000e-02, eta: 10:52:50, time: 1.182, data_time: 0.005, memory: 10215, top1_acc: 0.6137, top5_acc: 0.8334, loss_cls: 1.5927, loss: 1.5927, grad_norm: 2.6717 2020-08-16 02:20:04,375 - mmaction - INFO - Epoch [17][240/940] lr: 4.000e-02, eta: 10:52:27, time: 1.280, data_time: 0.005, memory: 10215, top1_acc: 0.5979, top5_acc: 0.8244, loss_cls: 1.6564, loss: 1.6564, grad_norm: 2.6776 2020-08-16 02:20:28,634 - mmaction - INFO - Epoch [17][260/940] lr: 4.000e-02, eta: 10:52:01, time: 1.213, data_time: 0.002, memory: 10215, top1_acc: 0.5992, top5_acc: 0.8170, loss_cls: 1.7028, loss: 1.7028, grad_norm: 2.7123 2020-08-16 02:20:53,244 - mmaction - INFO - Epoch [17][280/940] lr: 4.000e-02, eta: 10:51:36, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5850, top5_acc: 0.8178, loss_cls: 1.6968, loss: 1.6968, grad_norm: 2.7294 2020-08-16 02:21:18,352 - mmaction - INFO - Epoch [17][300/940] lr: 4.000e-02, eta: 10:51:13, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.6000, top5_acc: 0.8209, loss_cls: 1.6534, loss: 1.6534, grad_norm: 2.7441 2020-08-16 02:21:43,824 - mmaction - INFO - Epoch [17][320/940] lr: 4.000e-02, eta: 10:50:49, time: 1.271, data_time: 0.005, memory: 10215, top1_acc: 0.5836, top5_acc: 0.8129, loss_cls: 1.7105, loss: 1.7105, grad_norm: 2.7381 2020-08-16 02:22:07,805 - mmaction - INFO - Epoch [17][340/940] lr: 4.000e-02, eta: 10:50:23, time: 1.201, data_time: 0.006, memory: 10215, top1_acc: 0.5828, top5_acc: 0.8213, loss_cls: 1.6740, loss: 1.6740, grad_norm: 2.7073 2020-08-16 02:22:33,912 - mmaction - INFO - Epoch [17][360/940] lr: 4.000e-02, eta: 10:50:02, time: 1.304, data_time: 0.005, memory: 10215, top1_acc: 0.5787, top5_acc: 0.8166, loss_cls: 1.7183, loss: 1.7183, grad_norm: 2.7761 2020-08-16 02:22:57,975 - mmaction - INFO - Epoch [17][380/940] lr: 4.000e-02, eta: 10:49:36, time: 1.204, data_time: 0.006, memory: 10215, top1_acc: 0.6041, top5_acc: 0.8299, loss_cls: 1.6148, loss: 1.6148, grad_norm: 2.7112 2020-08-16 02:23:21,538 - mmaction - INFO - Epoch [17][400/940] lr: 4.000e-02, eta: 10:49:09, time: 1.179, data_time: 0.003, memory: 10215, top1_acc: 0.5854, top5_acc: 0.8170, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.6714 2020-08-16 02:23:45,272 - mmaction - INFO - Epoch [17][420/940] lr: 4.000e-02, eta: 10:48:42, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.5898, top5_acc: 0.8172, loss_cls: 1.6646, loss: 1.6646, grad_norm: 2.7043 2020-08-16 02:24:10,014 - mmaction - INFO - Epoch [17][440/940] lr: 4.000e-02, eta: 10:48:18, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.5893, top5_acc: 0.8154, loss_cls: 1.7076, loss: 1.7076, grad_norm: 2.7094 2020-08-16 02:24:33,632 - mmaction - INFO - Epoch [17][460/940] lr: 4.000e-02, eta: 10:47:51, time: 1.179, data_time: 0.004, memory: 10215, top1_acc: 0.5900, top5_acc: 0.8191, loss_cls: 1.6856, loss: 1.6856, grad_norm: 2.7131 2020-08-16 02:24:58,989 - mmaction - INFO - Epoch [17][480/940] lr: 4.000e-02, eta: 10:47:27, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.5797, top5_acc: 0.8178, loss_cls: 1.7016, loss: 1.7016, grad_norm: 2.7263 2020-08-16 02:25:22,882 - mmaction - INFO - Epoch [17][500/940] lr: 4.000e-02, eta: 10:47:01, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.5891, top5_acc: 0.8180, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.7144 2020-08-16 02:25:46,909 - mmaction - INFO - Epoch [17][520/940] lr: 4.000e-02, eta: 10:46:35, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.5803, top5_acc: 0.8139, loss_cls: 1.7290, loss: 1.7290, grad_norm: 2.7316 2020-08-16 02:26:11,458 - mmaction - INFO - Epoch [17][540/940] lr: 4.000e-02, eta: 10:46:10, time: 1.226, data_time: 0.004, memory: 10215, top1_acc: 0.5836, top5_acc: 0.8104, loss_cls: 1.7280, loss: 1.7280, grad_norm: 2.7206 2020-08-16 02:26:35,402 - mmaction - INFO - Epoch [17][560/940] lr: 4.000e-02, eta: 10:45:44, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.6018, top5_acc: 0.8238, loss_cls: 1.6384, loss: 1.6384, grad_norm: 2.6950 2020-08-16 02:27:01,049 - mmaction - INFO - Epoch [17][580/940] lr: 4.000e-02, eta: 10:45:21, time: 1.281, data_time: 0.004, memory: 10215, top1_acc: 0.5832, top5_acc: 0.8211, loss_cls: 1.7047, loss: 1.7047, grad_norm: 2.6888 2020-08-16 02:27:23,605 - mmaction - INFO - Epoch [17][600/940] lr: 4.000e-02, eta: 10:44:52, time: 1.129, data_time: 0.005, memory: 10215, top1_acc: 0.5770, top5_acc: 0.8119, loss_cls: 1.7319, loss: 1.7319, grad_norm: 2.6890 2020-08-16 02:27:48,053 - mmaction - INFO - Epoch [17][620/940] lr: 4.000e-02, eta: 10:44:27, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.5855, top5_acc: 0.8209, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.6523 2020-08-16 02:28:12,331 - mmaction - INFO - Epoch [17][640/940] lr: 4.000e-02, eta: 10:44:02, time: 1.214, data_time: 0.002, memory: 10215, top1_acc: 0.5922, top5_acc: 0.8129, loss_cls: 1.7101, loss: 1.7101, grad_norm: 2.7412 2020-08-16 02:28:35,764 - mmaction - INFO - Epoch [17][660/940] lr: 4.000e-02, eta: 10:43:35, time: 1.170, data_time: 0.005, memory: 10215, top1_acc: 0.5979, top5_acc: 0.8115, loss_cls: 1.6907, loss: 1.6907, grad_norm: 2.6523 2020-08-16 02:29:01,119 - mmaction - INFO - Epoch [17][680/940] lr: 4.000e-02, eta: 10:43:11, time: 1.269, data_time: 0.006, memory: 10215, top1_acc: 0.5951, top5_acc: 0.8162, loss_cls: 1.6970, loss: 1.6970, grad_norm: 2.7249 2020-08-16 02:29:25,147 - mmaction - INFO - Epoch [17][700/940] lr: 4.000e-02, eta: 10:42:45, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.5922, top5_acc: 0.8193, loss_cls: 1.7144, loss: 1.7144, grad_norm: 2.7767 2020-08-16 02:29:48,972 - mmaction - INFO - Epoch [17][720/940] lr: 4.000e-02, eta: 10:42:19, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.5846, top5_acc: 0.8109, loss_cls: 1.7345, loss: 1.7345, grad_norm: 2.7318 2020-08-16 02:30:12,368 - mmaction - INFO - Epoch [17][740/940] lr: 4.000e-02, eta: 10:41:52, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.5928, top5_acc: 0.8244, loss_cls: 1.6708, loss: 1.6708, grad_norm: 2.7112 2020-08-16 02:30:38,066 - mmaction - INFO - Epoch [17][760/940] lr: 4.000e-02, eta: 10:41:29, time: 1.285, data_time: 0.002, memory: 10215, top1_acc: 0.6023, top5_acc: 0.8225, loss_cls: 1.6643, loss: 1.6643, grad_norm: 2.6552 2020-08-16 02:31:01,662 - mmaction - INFO - Epoch [17][780/940] lr: 4.000e-02, eta: 10:41:02, time: 1.178, data_time: 0.004, memory: 10215, top1_acc: 0.5885, top5_acc: 0.8195, loss_cls: 1.6960, loss: 1.6960, grad_norm: 2.7031 2020-08-16 02:31:26,017 - mmaction - INFO - Epoch [17][800/940] lr: 4.000e-02, eta: 10:40:37, time: 1.219, data_time: 0.005, memory: 10215, top1_acc: 0.5844, top5_acc: 0.8160, loss_cls: 1.7123, loss: 1.7123, grad_norm: 2.6966 2020-08-16 02:31:50,818 - mmaction - INFO - Epoch [17][820/940] lr: 4.000e-02, eta: 10:40:13, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.5775, top5_acc: 0.8100, loss_cls: 1.7251, loss: 1.7251, grad_norm: 2.6706 2020-08-16 02:32:15,479 - mmaction - INFO - Epoch [17][840/940] lr: 4.000e-02, eta: 10:39:48, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.5754, top5_acc: 0.8117, loss_cls: 1.7521, loss: 1.7521, grad_norm: 2.6347 2020-08-16 02:32:39,737 - mmaction - INFO - Epoch [17][860/940] lr: 4.000e-02, eta: 10:39:22, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.5920, top5_acc: 0.8229, loss_cls: 1.7160, loss: 1.7160, grad_norm: 2.7032 2020-08-16 02:33:03,705 - mmaction - INFO - Epoch [17][880/940] lr: 4.000e-02, eta: 10:38:56, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.5754, top5_acc: 0.8098, loss_cls: 1.7249, loss: 1.7249, grad_norm: 2.6775 2020-08-16 02:33:27,175 - mmaction - INFO - Epoch [17][900/940] lr: 4.000e-02, eta: 10:38:29, time: 1.174, data_time: 0.002, memory: 10215, top1_acc: 0.5814, top5_acc: 0.8137, loss_cls: 1.7183, loss: 1.7183, grad_norm: 2.7492 2020-08-16 02:33:52,366 - mmaction - INFO - Epoch [17][920/940] lr: 4.000e-02, eta: 10:38:06, time: 1.258, data_time: 0.005, memory: 10215, top1_acc: 0.5818, top5_acc: 0.8111, loss_cls: 1.7235, loss: 1.7235, grad_norm: 2.7336 2020-08-16 02:34:14,963 - mmaction - INFO - Epoch [17][940/940] lr: 4.000e-02, eta: 10:37:37, time: 1.131, data_time: 0.005, memory: 10215, top1_acc: 0.5846, top5_acc: 0.8188, loss_cls: 1.7157, loss: 1.7157, grad_norm: 2.7491 2020-08-16 02:34:15,214 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-16 02:34:44,723 - mmaction - INFO - Epoch [18][20/940] lr: 4.000e-02, eta: 10:37:19, time: 1.403, data_time: 0.332, memory: 10215, top1_acc: 0.5949, top5_acc: 0.8254, loss_cls: 1.6352, loss: 1.6352, grad_norm: 2.6611 2020-08-16 02:35:07,650 - mmaction - INFO - Epoch [18][40/940] lr: 4.000e-02, eta: 10:36:51, time: 1.149, data_time: 0.006, memory: 10215, top1_acc: 0.5943, top5_acc: 0.8193, loss_cls: 1.6439, loss: 1.6439, grad_norm: 2.6633 2020-08-16 02:35:32,879 - mmaction - INFO - Epoch [18][60/940] lr: 4.000e-02, eta: 10:36:27, time: 1.261, data_time: 0.002, memory: 10215, top1_acc: 0.5957, top5_acc: 0.8273, loss_cls: 1.6208, loss: 1.6208, grad_norm: 2.7218 2020-08-16 02:35:58,586 - mmaction - INFO - Epoch [18][80/940] lr: 4.000e-02, eta: 10:36:05, time: 1.284, data_time: 0.005, memory: 10215, top1_acc: 0.6021, top5_acc: 0.8314, loss_cls: 1.6184, loss: 1.6184, grad_norm: 2.7241 2020-08-16 02:36:23,015 - mmaction - INFO - Epoch [18][100/940] lr: 4.000e-02, eta: 10:35:40, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.6066, top5_acc: 0.8295, loss_cls: 1.6110, loss: 1.6110, grad_norm: 2.6700 2020-08-16 02:36:47,535 - mmaction - INFO - Epoch [18][120/940] lr: 4.000e-02, eta: 10:35:15, time: 1.225, data_time: 0.004, memory: 10215, top1_acc: 0.5877, top5_acc: 0.8240, loss_cls: 1.6868, loss: 1.6868, grad_norm: 2.7069 2020-08-16 02:37:13,569 - mmaction - INFO - Epoch [18][140/940] lr: 4.000e-02, eta: 10:34:53, time: 1.303, data_time: 0.005, memory: 10215, top1_acc: 0.5906, top5_acc: 0.8137, loss_cls: 1.6838, loss: 1.6838, grad_norm: 2.6709 2020-08-16 02:37:38,926 - mmaction - INFO - Epoch [18][160/940] lr: 4.000e-02, eta: 10:34:29, time: 1.266, data_time: 0.004, memory: 10215, top1_acc: 0.6014, top5_acc: 0.8303, loss_cls: 1.6197, loss: 1.6197, grad_norm: 2.6481 2020-08-16 02:38:02,826 - mmaction - INFO - Epoch [18][180/940] lr: 4.000e-02, eta: 10:34:03, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.5848, top5_acc: 0.8262, loss_cls: 1.6564, loss: 1.6564, grad_norm: 2.7108 2020-08-16 02:38:29,530 - mmaction - INFO - Epoch [18][200/940] lr: 4.000e-02, eta: 10:33:42, time: 1.334, data_time: 0.005, memory: 10215, top1_acc: 0.5910, top5_acc: 0.8252, loss_cls: 1.6393, loss: 1.6393, grad_norm: 2.7066 2020-08-16 02:38:53,904 - mmaction - INFO - Epoch [18][220/940] lr: 4.000e-02, eta: 10:33:17, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.6016, top5_acc: 0.8170, loss_cls: 1.6681, loss: 1.6681, grad_norm: 2.7213 2020-08-16 02:39:18,225 - mmaction - INFO - Epoch [18][240/940] lr: 4.000e-02, eta: 10:32:52, time: 1.215, data_time: 0.004, memory: 10215, top1_acc: 0.5963, top5_acc: 0.8197, loss_cls: 1.6542, loss: 1.6542, grad_norm: 2.6672 2020-08-16 02:39:43,706 - mmaction - INFO - Epoch [18][260/940] lr: 4.000e-02, eta: 10:32:29, time: 1.275, data_time: 0.005, memory: 10215, top1_acc: 0.5988, top5_acc: 0.8221, loss_cls: 1.6594, loss: 1.6594, grad_norm: 2.7199 2020-08-16 02:40:10,736 - mmaction - INFO - Epoch [18][280/940] lr: 4.000e-02, eta: 10:32:08, time: 1.352, data_time: 0.005, memory: 10215, top1_acc: 0.5814, top5_acc: 0.8131, loss_cls: 1.7113, loss: 1.7113, grad_norm: 2.7713 2020-08-16 02:40:34,949 - mmaction - INFO - Epoch [18][300/940] lr: 4.000e-02, eta: 10:31:43, time: 1.211, data_time: 0.002, memory: 10215, top1_acc: 0.5900, top5_acc: 0.8182, loss_cls: 1.6826, loss: 1.6826, grad_norm: 2.7255 2020-08-16 02:41:00,628 - mmaction - INFO - Epoch [18][320/940] lr: 4.000e-02, eta: 10:31:20, time: 1.283, data_time: 0.004, memory: 10215, top1_acc: 0.5920, top5_acc: 0.8219, loss_cls: 1.6573, loss: 1.6573, grad_norm: 2.7069 2020-08-16 02:41:24,685 - mmaction - INFO - Epoch [18][340/940] lr: 4.000e-02, eta: 10:30:54, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.5898, top5_acc: 0.8143, loss_cls: 1.6968, loss: 1.6968, grad_norm: 2.7198 2020-08-16 02:41:49,163 - mmaction - INFO - Epoch [18][360/940] lr: 4.000e-02, eta: 10:30:29, time: 1.222, data_time: 0.004, memory: 10215, top1_acc: 0.5949, top5_acc: 0.8279, loss_cls: 1.6448, loss: 1.6448, grad_norm: 2.6932 2020-08-16 02:42:12,614 - mmaction - INFO - Epoch [18][380/940] lr: 4.000e-02, eta: 10:30:02, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.5965, top5_acc: 0.8207, loss_cls: 1.6658, loss: 1.6658, grad_norm: 2.7297 2020-08-16 02:42:36,547 - mmaction - INFO - Epoch [18][400/940] lr: 4.000e-02, eta: 10:29:36, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.5938, top5_acc: 0.8285, loss_cls: 1.6444, loss: 1.6444, grad_norm: 2.7212 2020-08-16 02:43:01,306 - mmaction - INFO - Epoch [18][420/940] lr: 4.000e-02, eta: 10:29:11, time: 1.238, data_time: 0.003, memory: 10215, top1_acc: 0.5977, top5_acc: 0.8256, loss_cls: 1.6566, loss: 1.6566, grad_norm: 2.7212 2020-08-16 02:43:25,866 - mmaction - INFO - Epoch [18][440/940] lr: 4.000e-02, eta: 10:28:47, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.5914, top5_acc: 0.8146, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.7123 2020-08-16 02:43:51,173 - mmaction - INFO - Epoch [18][460/940] lr: 4.000e-02, eta: 10:28:23, time: 1.267, data_time: 0.006, memory: 10215, top1_acc: 0.5953, top5_acc: 0.8225, loss_cls: 1.6598, loss: 1.6598, grad_norm: 2.7158 2020-08-16 02:44:15,288 - mmaction - INFO - Epoch [18][480/940] lr: 4.000e-02, eta: 10:27:57, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.5832, top5_acc: 0.8146, loss_cls: 1.7091, loss: 1.7091, grad_norm: 2.7531 2020-08-16 02:44:39,620 - mmaction - INFO - Epoch [18][500/940] lr: 4.000e-02, eta: 10:27:32, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.5986, top5_acc: 0.8195, loss_cls: 1.6851, loss: 1.6851, grad_norm: 2.7417 2020-08-16 02:45:04,681 - mmaction - INFO - Epoch [18][520/940] lr: 4.000e-02, eta: 10:27:08, time: 1.253, data_time: 0.005, memory: 10215, top1_acc: 0.5820, top5_acc: 0.8068, loss_cls: 1.7448, loss: 1.7448, grad_norm: 2.7216 2020-08-16 02:45:28,452 - mmaction - INFO - Epoch [18][540/940] lr: 4.000e-02, eta: 10:26:42, time: 1.189, data_time: 0.002, memory: 10215, top1_acc: 0.5885, top5_acc: 0.8170, loss_cls: 1.6990, loss: 1.6990, grad_norm: 2.7216 2020-08-16 02:45:52,137 - mmaction - INFO - Epoch [18][560/940] lr: 4.000e-02, eta: 10:26:15, time: 1.182, data_time: 0.004, memory: 10215, top1_acc: 0.5945, top5_acc: 0.8191, loss_cls: 1.6826, loss: 1.6826, grad_norm: 2.7366 2020-08-16 02:46:15,763 - mmaction - INFO - Epoch [18][580/940] lr: 4.000e-02, eta: 10:25:49, time: 1.183, data_time: 0.006, memory: 10215, top1_acc: 0.5945, top5_acc: 0.8260, loss_cls: 1.6618, loss: 1.6618, grad_norm: 2.6720 2020-08-16 02:46:40,589 - mmaction - INFO - Epoch [18][600/940] lr: 4.000e-02, eta: 10:25:24, time: 1.240, data_time: 0.005, memory: 10215, top1_acc: 0.5943, top5_acc: 0.8289, loss_cls: 1.6566, loss: 1.6566, grad_norm: 2.7368 2020-08-16 02:47:05,230 - mmaction - INFO - Epoch [18][620/940] lr: 4.000e-02, eta: 10:25:00, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.5930, top5_acc: 0.8086, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.7386 2020-08-16 02:47:30,364 - mmaction - INFO - Epoch [18][640/940] lr: 4.000e-02, eta: 10:24:36, time: 1.257, data_time: 0.002, memory: 10215, top1_acc: 0.5824, top5_acc: 0.8141, loss_cls: 1.7056, loss: 1.7056, grad_norm: 2.6764 2020-08-16 02:47:54,556 - mmaction - INFO - Epoch [18][660/940] lr: 4.000e-02, eta: 10:24:10, time: 1.208, data_time: 0.004, memory: 10215, top1_acc: 0.5859, top5_acc: 0.8195, loss_cls: 1.6811, loss: 1.6811, grad_norm: 2.6702 2020-08-16 02:48:18,877 - mmaction - INFO - Epoch [18][680/940] lr: 4.000e-02, eta: 10:23:45, time: 1.218, data_time: 0.006, memory: 10215, top1_acc: 0.5865, top5_acc: 0.8193, loss_cls: 1.6805, loss: 1.6805, grad_norm: 2.6769 2020-08-16 02:48:42,477 - mmaction - INFO - Epoch [18][700/940] lr: 4.000e-02, eta: 10:23:18, time: 1.179, data_time: 0.002, memory: 10215, top1_acc: 0.5771, top5_acc: 0.8057, loss_cls: 1.7352, loss: 1.7352, grad_norm: 2.7221 2020-08-16 02:49:08,873 - mmaction - INFO - Epoch [18][720/940] lr: 4.000e-02, eta: 10:22:57, time: 1.319, data_time: 0.005, memory: 10215, top1_acc: 0.5943, top5_acc: 0.8236, loss_cls: 1.6654, loss: 1.6654, grad_norm: 2.7129 2020-08-16 02:49:32,176 - mmaction - INFO - Epoch [18][740/940] lr: 4.000e-02, eta: 10:22:30, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.5969, top5_acc: 0.8207, loss_cls: 1.6620, loss: 1.6620, grad_norm: 2.7458 2020-08-16 02:49:56,493 - mmaction - INFO - Epoch [18][760/940] lr: 4.000e-02, eta: 10:22:04, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.5873, top5_acc: 0.8199, loss_cls: 1.7032, loss: 1.7032, grad_norm: 2.6687 2020-08-16 02:50:21,039 - mmaction - INFO - Epoch [18][780/940] lr: 4.000e-02, eta: 10:21:39, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.5828, top5_acc: 0.8221, loss_cls: 1.6897, loss: 1.6897, grad_norm: 2.7135 2020-08-16 02:50:45,070 - mmaction - INFO - Epoch [18][800/940] lr: 4.000e-02, eta: 10:21:14, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.5973, top5_acc: 0.8229, loss_cls: 1.6453, loss: 1.6453, grad_norm: 2.6622 2020-08-16 02:51:10,151 - mmaction - INFO - Epoch [18][820/940] lr: 4.000e-02, eta: 10:20:50, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.5951, top5_acc: 0.8258, loss_cls: 1.6520, loss: 1.6520, grad_norm: 2.6973 2020-08-16 02:51:33,779 - mmaction - INFO - Epoch [18][840/940] lr: 4.000e-02, eta: 10:20:23, time: 1.180, data_time: 0.006, memory: 10215, top1_acc: 0.5816, top5_acc: 0.8063, loss_cls: 1.7425, loss: 1.7425, grad_norm: 2.7540 2020-08-16 02:51:57,235 - mmaction - INFO - Epoch [18][860/940] lr: 4.000e-02, eta: 10:19:56, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.5811, top5_acc: 0.8059, loss_cls: 1.7488, loss: 1.7488, grad_norm: 2.7712 2020-08-16 02:52:21,410 - mmaction - INFO - Epoch [18][880/940] lr: 4.000e-02, eta: 10:19:31, time: 1.209, data_time: 0.002, memory: 10215, top1_acc: 0.5857, top5_acc: 0.8211, loss_cls: 1.6903, loss: 1.6903, grad_norm: 2.7189 2020-08-16 02:52:45,488 - mmaction - INFO - Epoch [18][900/940] lr: 4.000e-02, eta: 10:19:05, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.5838, top5_acc: 0.8160, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.6902 2020-08-16 02:53:11,888 - mmaction - INFO - Epoch [18][920/940] lr: 4.000e-02, eta: 10:18:43, time: 1.323, data_time: 0.006, memory: 10215, top1_acc: 0.5844, top5_acc: 0.8139, loss_cls: 1.7051, loss: 1.7051, grad_norm: 2.7214 2020-08-16 02:53:35,382 - mmaction - INFO - Epoch [18][940/940] lr: 4.000e-02, eta: 10:18:17, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.5877, top5_acc: 0.8208, loss_cls: 1.7075, loss: 1.7075, grad_norm: 2.7579 2020-08-16 02:53:35,703 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-16 02:54:03,271 - mmaction - INFO - Epoch [19][20/940] lr: 4.000e-02, eta: 10:17:55, time: 1.316, data_time: 0.348, memory: 10215, top1_acc: 0.6148, top5_acc: 0.8299, loss_cls: 1.6023, loss: 1.6023, grad_norm: 2.6112 2020-08-16 02:54:27,495 - mmaction - INFO - Epoch [19][40/940] lr: 4.000e-02, eta: 10:17:29, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.5971, top5_acc: 0.8305, loss_cls: 1.6392, loss: 1.6392, grad_norm: 2.7186 2020-08-16 02:54:51,072 - mmaction - INFO - Epoch [19][60/940] lr: 4.000e-02, eta: 10:17:03, time: 1.180, data_time: 0.005, memory: 10215, top1_acc: 0.5994, top5_acc: 0.8268, loss_cls: 1.6435, loss: 1.6435, grad_norm: 2.6918 2020-08-16 02:55:17,127 - mmaction - INFO - Epoch [19][80/940] lr: 4.000e-02, eta: 10:16:41, time: 1.301, data_time: 0.005, memory: 10215, top1_acc: 0.5943, top5_acc: 0.8262, loss_cls: 1.6352, loss: 1.6352, grad_norm: 2.6722 2020-08-16 02:55:40,967 - mmaction - INFO - Epoch [19][100/940] lr: 4.000e-02, eta: 10:16:15, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.5988, top5_acc: 0.8250, loss_cls: 1.6386, loss: 1.6386, grad_norm: 2.6961 2020-08-16 02:56:06,681 - mmaction - INFO - Epoch [19][120/940] lr: 4.000e-02, eta: 10:15:52, time: 1.283, data_time: 0.004, memory: 10215, top1_acc: 0.6078, top5_acc: 0.8301, loss_cls: 1.5965, loss: 1.5965, grad_norm: 2.6376 2020-08-16 02:56:31,135 - mmaction - INFO - Epoch [19][140/940] lr: 4.000e-02, eta: 10:15:27, time: 1.225, data_time: 0.006, memory: 10215, top1_acc: 0.5992, top5_acc: 0.8199, loss_cls: 1.6691, loss: 1.6691, grad_norm: 2.7698 2020-08-16 02:56:55,749 - mmaction - INFO - Epoch [19][160/940] lr: 4.000e-02, eta: 10:15:02, time: 1.230, data_time: 0.004, memory: 10215, top1_acc: 0.5982, top5_acc: 0.8301, loss_cls: 1.6292, loss: 1.6292, grad_norm: 2.7254 2020-08-16 02:57:19,944 - mmaction - INFO - Epoch [19][180/940] lr: 4.000e-02, eta: 10:14:36, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.5988, top5_acc: 0.8305, loss_cls: 1.6117, loss: 1.6117, grad_norm: 2.7121 2020-08-16 02:57:44,553 - mmaction - INFO - Epoch [19][200/940] lr: 4.000e-02, eta: 10:14:12, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.5975, top5_acc: 0.8256, loss_cls: 1.6462, loss: 1.6462, grad_norm: 2.7618 2020-08-16 02:58:09,496 - mmaction - INFO - Epoch [19][220/940] lr: 4.000e-02, eta: 10:13:47, time: 1.250, data_time: 0.007, memory: 10215, top1_acc: 0.5955, top5_acc: 0.8205, loss_cls: 1.6477, loss: 1.6477, grad_norm: 2.7635 2020-08-16 02:58:34,792 - mmaction - INFO - Epoch [19][240/940] lr: 4.000e-02, eta: 10:13:24, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.5902, top5_acc: 0.8209, loss_cls: 1.6930, loss: 1.6930, grad_norm: 2.7298 2020-08-16 02:58:58,024 - mmaction - INFO - Epoch [19][260/940] lr: 4.000e-02, eta: 10:12:57, time: 1.163, data_time: 0.005, memory: 10215, top1_acc: 0.6043, top5_acc: 0.8277, loss_cls: 1.6249, loss: 1.6249, grad_norm: 2.6534 2020-08-16 02:59:22,504 - mmaction - INFO - Epoch [19][280/940] lr: 4.000e-02, eta: 10:12:32, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.5887, top5_acc: 0.8203, loss_cls: 1.6611, loss: 1.6611, grad_norm: 2.7619 2020-08-16 02:59:46,258 - mmaction - INFO - Epoch [19][300/940] lr: 4.000e-02, eta: 10:12:05, time: 1.189, data_time: 0.005, memory: 10215, top1_acc: 0.5984, top5_acc: 0.8273, loss_cls: 1.6357, loss: 1.6357, grad_norm: 2.7271 2020-08-16 03:00:13,090 - mmaction - INFO - Epoch [19][320/940] lr: 4.000e-02, eta: 10:11:44, time: 1.336, data_time: 0.005, memory: 10215, top1_acc: 0.5920, top5_acc: 0.8238, loss_cls: 1.6640, loss: 1.6640, grad_norm: 2.7351 2020-08-16 03:00:36,968 - mmaction - INFO - Epoch [19][340/940] lr: 4.000e-02, eta: 10:11:19, time: 1.200, data_time: 0.010, memory: 10215, top1_acc: 0.6031, top5_acc: 0.8314, loss_cls: 1.6252, loss: 1.6252, grad_norm: 2.7089 2020-08-16 03:01:01,411 - mmaction - INFO - Epoch [19][360/940] lr: 4.000e-02, eta: 10:10:53, time: 1.221, data_time: 0.004, memory: 10215, top1_acc: 0.6031, top5_acc: 0.8260, loss_cls: 1.6394, loss: 1.6394, grad_norm: 2.6789 2020-08-16 03:01:26,607 - mmaction - INFO - Epoch [19][380/940] lr: 4.000e-02, eta: 10:10:30, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.5891, top5_acc: 0.8156, loss_cls: 1.6594, loss: 1.6594, grad_norm: 2.7304 2020-08-16 03:01:51,715 - mmaction - INFO - Epoch [19][400/940] lr: 4.000e-02, eta: 10:10:06, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.5881, top5_acc: 0.8287, loss_cls: 1.6427, loss: 1.6427, grad_norm: 2.6683 2020-08-16 03:02:15,744 - mmaction - INFO - Epoch [19][420/940] lr: 4.000e-02, eta: 10:09:40, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.5971, top5_acc: 0.8203, loss_cls: 1.6776, loss: 1.6776, grad_norm: 2.8058 2020-08-16 03:02:40,159 - mmaction - INFO - Epoch [19][440/940] lr: 4.000e-02, eta: 10:09:15, time: 1.221, data_time: 0.004, memory: 10215, top1_acc: 0.6025, top5_acc: 0.8275, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.6989 2020-08-16 03:03:03,902 - mmaction - INFO - Epoch [19][460/940] lr: 4.000e-02, eta: 10:08:49, time: 1.187, data_time: 0.002, memory: 10215, top1_acc: 0.6062, top5_acc: 0.8273, loss_cls: 1.6429, loss: 1.6429, grad_norm: 2.6936 2020-08-16 03:03:29,655 - mmaction - INFO - Epoch [19][480/940] lr: 4.000e-02, eta: 10:08:26, time: 1.285, data_time: 0.004, memory: 10215, top1_acc: 0.5967, top5_acc: 0.8270, loss_cls: 1.6219, loss: 1.6219, grad_norm: 2.6863 2020-08-16 03:03:54,319 - mmaction - INFO - Epoch [19][500/940] lr: 4.000e-02, eta: 10:08:01, time: 1.236, data_time: 0.006, memory: 10215, top1_acc: 0.5793, top5_acc: 0.8238, loss_cls: 1.6969, loss: 1.6969, grad_norm: 2.7368 2020-08-16 03:04:16,699 - mmaction - INFO - Epoch [19][520/940] lr: 4.000e-02, eta: 10:07:33, time: 1.118, data_time: 0.004, memory: 10215, top1_acc: 0.5943, top5_acc: 0.8236, loss_cls: 1.6398, loss: 1.6398, grad_norm: 2.6840 2020-08-16 03:04:42,649 - mmaction - INFO - Epoch [19][540/940] lr: 4.000e-02, eta: 10:07:10, time: 1.299, data_time: 0.005, memory: 10215, top1_acc: 0.5945, top5_acc: 0.8279, loss_cls: 1.6327, loss: 1.6327, grad_norm: 2.7168 2020-08-16 03:05:06,684 - mmaction - INFO - Epoch [19][560/940] lr: 4.000e-02, eta: 10:06:44, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.5988, top5_acc: 0.8262, loss_cls: 1.6706, loss: 1.6706, grad_norm: 2.6858 2020-08-16 03:05:30,104 - mmaction - INFO - Epoch [19][580/940] lr: 4.000e-02, eta: 10:06:18, time: 1.171, data_time: 0.002, memory: 10215, top1_acc: 0.5846, top5_acc: 0.8137, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.7848 2020-08-16 03:05:54,230 - mmaction - INFO - Epoch [19][600/940] lr: 4.000e-02, eta: 10:05:52, time: 1.205, data_time: 0.004, memory: 10215, top1_acc: 0.5941, top5_acc: 0.8250, loss_cls: 1.6632, loss: 1.6632, grad_norm: 2.7040 2020-08-16 03:06:19,164 - mmaction - INFO - Epoch [19][620/940] lr: 4.000e-02, eta: 10:05:28, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.5848, top5_acc: 0.8201, loss_cls: 1.6865, loss: 1.6865, grad_norm: 2.7522 2020-08-16 03:06:44,268 - mmaction - INFO - Epoch [19][640/940] lr: 4.000e-02, eta: 10:05:04, time: 1.255, data_time: 0.002, memory: 10215, top1_acc: 0.5857, top5_acc: 0.8238, loss_cls: 1.6571, loss: 1.6571, grad_norm: 2.7209 2020-08-16 03:07:09,972 - mmaction - INFO - Epoch [19][660/940] lr: 4.000e-02, eta: 10:04:41, time: 1.284, data_time: 0.004, memory: 10215, top1_acc: 0.5922, top5_acc: 0.8199, loss_cls: 1.6775, loss: 1.6775, grad_norm: 2.7246 2020-08-16 03:07:34,393 - mmaction - INFO - Epoch [19][680/940] lr: 4.000e-02, eta: 10:04:16, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.5992, top5_acc: 0.8219, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.6672 2020-08-16 03:07:58,164 - mmaction - INFO - Epoch [19][700/940] lr: 4.000e-02, eta: 10:03:50, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.5980, top5_acc: 0.8256, loss_cls: 1.6455, loss: 1.6455, grad_norm: 2.6977 2020-08-16 03:08:22,407 - mmaction - INFO - Epoch [19][720/940] lr: 4.000e-02, eta: 10:03:24, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.5855, top5_acc: 0.8217, loss_cls: 1.7064, loss: 1.7064, grad_norm: 2.7269 2020-08-16 03:08:46,645 - mmaction - INFO - Epoch [19][740/940] lr: 4.000e-02, eta: 10:02:59, time: 1.212, data_time: 0.002, memory: 10215, top1_acc: 0.5879, top5_acc: 0.8184, loss_cls: 1.6964, loss: 1.6964, grad_norm: 2.7135 2020-08-16 03:09:11,036 - mmaction - INFO - Epoch [19][760/940] lr: 4.000e-02, eta: 10:02:34, time: 1.218, data_time: 0.004, memory: 10215, top1_acc: 0.5996, top5_acc: 0.8258, loss_cls: 1.6745, loss: 1.6745, grad_norm: 2.7050 2020-08-16 03:09:35,649 - mmaction - INFO - Epoch [19][780/940] lr: 4.000e-02, eta: 10:02:09, time: 1.232, data_time: 0.005, memory: 10215, top1_acc: 0.5900, top5_acc: 0.8213, loss_cls: 1.6834, loss: 1.6834, grad_norm: 2.7429 2020-08-16 03:09:59,401 - mmaction - INFO - Epoch [19][800/940] lr: 4.000e-02, eta: 10:01:43, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.5986, top5_acc: 0.8201, loss_cls: 1.6598, loss: 1.6598, grad_norm: 2.6914 2020-08-16 03:10:24,695 - mmaction - INFO - Epoch [19][820/940] lr: 4.000e-02, eta: 10:01:19, time: 1.266, data_time: 0.006, memory: 10215, top1_acc: 0.5879, top5_acc: 0.8119, loss_cls: 1.7102, loss: 1.7102, grad_norm: 2.7425 2020-08-16 03:10:50,157 - mmaction - INFO - Epoch [19][840/940] lr: 4.000e-02, eta: 10:00:56, time: 1.272, data_time: 0.004, memory: 10215, top1_acc: 0.5949, top5_acc: 0.8221, loss_cls: 1.6512, loss: 1.6512, grad_norm: 2.7736 2020-08-16 03:11:15,762 - mmaction - INFO - Epoch [19][860/940] lr: 4.000e-02, eta: 10:00:33, time: 1.282, data_time: 0.005, memory: 10215, top1_acc: 0.6057, top5_acc: 0.8297, loss_cls: 1.6305, loss: 1.6305, grad_norm: 2.7295 2020-08-16 03:11:40,247 - mmaction - INFO - Epoch [19][880/940] lr: 4.000e-02, eta: 10:00:08, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.5813, top5_acc: 0.8184, loss_cls: 1.6947, loss: 1.6947, grad_norm: 2.6947 2020-08-16 03:12:05,084 - mmaction - INFO - Epoch [19][900/940] lr: 4.000e-02, eta: 9:59:44, time: 1.243, data_time: 0.006, memory: 10215, top1_acc: 0.5881, top5_acc: 0.8178, loss_cls: 1.6770, loss: 1.6770, grad_norm: 2.6955 2020-08-16 03:12:28,886 - mmaction - INFO - Epoch [19][920/940] lr: 4.000e-02, eta: 9:59:18, time: 1.190, data_time: 0.002, memory: 10215, top1_acc: 0.5914, top5_acc: 0.8170, loss_cls: 1.6771, loss: 1.6771, grad_norm: 2.6958 2020-08-16 03:12:52,854 - mmaction - INFO - Epoch [19][940/940] lr: 4.000e-02, eta: 9:58:52, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.5862, top5_acc: 0.8115, loss_cls: 1.7077, loss: 1.7077, grad_norm: 2.7546 2020-08-16 03:12:53,153 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-16 03:13:24,031 - mmaction - INFO - Epoch [20][20/940] lr: 4.000e-02, eta: 9:58:36, time: 1.510, data_time: 0.478, memory: 10215, top1_acc: 0.5971, top5_acc: 0.8191, loss_cls: 1.6479, loss: 1.6479, grad_norm: 2.7284 2020-08-16 03:13:47,805 - mmaction - INFO - Epoch [20][40/940] lr: 4.000e-02, eta: 9:58:10, time: 1.191, data_time: 0.006, memory: 10215, top1_acc: 0.5977, top5_acc: 0.8168, loss_cls: 1.6513, loss: 1.6513, grad_norm: 2.6323 2020-08-16 03:14:11,997 - mmaction - INFO - Epoch [20][60/940] lr: 4.000e-02, eta: 9:57:45, time: 1.208, data_time: 0.004, memory: 10215, top1_acc: 0.5971, top5_acc: 0.8365, loss_cls: 1.6180, loss: 1.6180, grad_norm: 2.7473 2020-08-16 03:14:38,048 - mmaction - INFO - Epoch [20][80/940] lr: 4.000e-02, eta: 9:57:22, time: 1.304, data_time: 0.005, memory: 10215, top1_acc: 0.5969, top5_acc: 0.8152, loss_cls: 1.6887, loss: 1.6887, grad_norm: 2.7412 2020-08-16 03:15:02,090 - mmaction - INFO - Epoch [20][100/940] lr: 4.000e-02, eta: 9:56:57, time: 1.201, data_time: 0.004, memory: 10215, top1_acc: 0.6131, top5_acc: 0.8330, loss_cls: 1.5660, loss: 1.5660, grad_norm: 2.6578 2020-08-16 03:15:26,322 - mmaction - INFO - Epoch [20][120/940] lr: 4.000e-02, eta: 9:56:31, time: 1.213, data_time: 0.006, memory: 10215, top1_acc: 0.5955, top5_acc: 0.8297, loss_cls: 1.6308, loss: 1.6308, grad_norm: 2.7628 2020-08-16 03:15:51,430 - mmaction - INFO - Epoch [20][140/940] lr: 4.000e-02, eta: 9:56:07, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.5949, top5_acc: 0.8244, loss_cls: 1.6403, loss: 1.6403, grad_norm: 2.7518 2020-08-16 03:16:16,644 - mmaction - INFO - Epoch [20][160/940] lr: 4.000e-02, eta: 9:55:43, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.5924, top5_acc: 0.8145, loss_cls: 1.6772, loss: 1.6772, grad_norm: 2.7220 2020-08-16 03:16:40,662 - mmaction - INFO - Epoch [20][180/940] lr: 4.000e-02, eta: 9:55:18, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.5957, top5_acc: 0.8268, loss_cls: 1.6407, loss: 1.6407, grad_norm: 2.7358 2020-08-16 03:17:06,758 - mmaction - INFO - Epoch [20][200/940] lr: 4.000e-02, eta: 9:54:55, time: 1.307, data_time: 0.005, memory: 10215, top1_acc: 0.5992, top5_acc: 0.8232, loss_cls: 1.6605, loss: 1.6605, grad_norm: 2.7292 2020-08-16 03:17:31,258 - mmaction - INFO - Epoch [20][220/940] lr: 4.000e-02, eta: 9:54:30, time: 1.223, data_time: 0.004, memory: 10215, top1_acc: 0.6137, top5_acc: 0.8348, loss_cls: 1.6008, loss: 1.6008, grad_norm: 2.6786 2020-08-16 03:17:55,321 - mmaction - INFO - Epoch [20][240/940] lr: 4.000e-02, eta: 9:54:05, time: 1.205, data_time: 0.006, memory: 10215, top1_acc: 0.6051, top5_acc: 0.8305, loss_cls: 1.6203, loss: 1.6203, grad_norm: 2.7386 2020-08-16 03:18:21,192 - mmaction - INFO - Epoch [20][260/940] lr: 4.000e-02, eta: 9:53:42, time: 1.293, data_time: 0.004, memory: 10215, top1_acc: 0.5984, top5_acc: 0.8215, loss_cls: 1.6546, loss: 1.6546, grad_norm: 2.7690 2020-08-16 03:18:45,760 - mmaction - INFO - Epoch [20][280/940] lr: 4.000e-02, eta: 9:53:17, time: 1.228, data_time: 0.002, memory: 10215, top1_acc: 0.5992, top5_acc: 0.8283, loss_cls: 1.6434, loss: 1.6434, grad_norm: 2.7591 2020-08-16 03:19:10,774 - mmaction - INFO - Epoch [20][300/940] lr: 4.000e-02, eta: 9:52:53, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.6107, top5_acc: 0.8254, loss_cls: 1.6141, loss: 1.6141, grad_norm: 2.6888 2020-08-16 03:19:35,241 - mmaction - INFO - Epoch [20][320/940] lr: 4.000e-02, eta: 9:52:28, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.5963, top5_acc: 0.8264, loss_cls: 1.6415, loss: 1.6415, grad_norm: 2.6970 2020-08-16 03:20:01,084 - mmaction - INFO - Epoch [20][340/940] lr: 4.000e-02, eta: 9:52:05, time: 1.291, data_time: 0.005, memory: 10215, top1_acc: 0.6043, top5_acc: 0.8219, loss_cls: 1.6325, loss: 1.6325, grad_norm: 2.7564 2020-08-16 03:20:26,506 - mmaction - INFO - Epoch [20][360/940] lr: 4.000e-02, eta: 9:51:42, time: 1.273, data_time: 0.005, memory: 10215, top1_acc: 0.6117, top5_acc: 0.8348, loss_cls: 1.6006, loss: 1.6006, grad_norm: 2.6940 2020-08-16 03:20:50,677 - mmaction - INFO - Epoch [20][380/940] lr: 4.000e-02, eta: 9:51:16, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.6082, top5_acc: 0.8297, loss_cls: 1.5883, loss: 1.5883, grad_norm: 2.7223 2020-08-16 03:21:15,438 - mmaction - INFO - Epoch [20][400/940] lr: 4.000e-02, eta: 9:50:52, time: 1.236, data_time: 0.002, memory: 10215, top1_acc: 0.5957, top5_acc: 0.8223, loss_cls: 1.6456, loss: 1.6456, grad_norm: 2.7044 2020-08-16 03:21:38,245 - mmaction - INFO - Epoch [20][420/940] lr: 4.000e-02, eta: 9:50:24, time: 1.142, data_time: 0.005, memory: 10215, top1_acc: 0.6094, top5_acc: 0.8355, loss_cls: 1.5787, loss: 1.5787, grad_norm: 2.6481 2020-08-16 03:22:03,384 - mmaction - INFO - Epoch [20][440/940] lr: 4.000e-02, eta: 9:50:00, time: 1.257, data_time: 0.002, memory: 10215, top1_acc: 0.5922, top5_acc: 0.8184, loss_cls: 1.6902, loss: 1.6902, grad_norm: 2.7729 2020-08-16 03:22:27,535 - mmaction - INFO - Epoch [20][460/940] lr: 4.000e-02, eta: 9:49:35, time: 1.206, data_time: 0.006, memory: 10215, top1_acc: 0.5934, top5_acc: 0.8230, loss_cls: 1.6588, loss: 1.6588, grad_norm: 2.7202 2020-08-16 03:22:52,635 - mmaction - INFO - Epoch [20][480/940] lr: 4.000e-02, eta: 9:49:11, time: 1.255, data_time: 0.005, memory: 10215, top1_acc: 0.5953, top5_acc: 0.8219, loss_cls: 1.6676, loss: 1.6676, grad_norm: 2.7570 2020-08-16 03:23:18,359 - mmaction - INFO - Epoch [20][500/940] lr: 4.000e-02, eta: 9:48:48, time: 1.286, data_time: 0.005, memory: 10215, top1_acc: 0.6078, top5_acc: 0.8309, loss_cls: 1.6123, loss: 1.6123, grad_norm: 2.6904 2020-08-16 03:23:43,435 - mmaction - INFO - Epoch [20][520/940] lr: 4.000e-02, eta: 9:48:24, time: 1.256, data_time: 0.005, memory: 10215, top1_acc: 0.6029, top5_acc: 0.8207, loss_cls: 1.6378, loss: 1.6378, grad_norm: 2.6894 2020-08-16 03:24:07,590 - mmaction - INFO - Epoch [20][540/940] lr: 4.000e-02, eta: 9:47:58, time: 1.206, data_time: 0.005, memory: 10215, top1_acc: 0.6000, top5_acc: 0.8275, loss_cls: 1.6367, loss: 1.6367, grad_norm: 2.6901 2020-08-16 03:24:32,902 - mmaction - INFO - Epoch [20][560/940] lr: 4.000e-02, eta: 9:47:35, time: 1.267, data_time: 0.005, memory: 10215, top1_acc: 0.6037, top5_acc: 0.8195, loss_cls: 1.6522, loss: 1.6522, grad_norm: 2.6710 2020-08-16 03:24:58,088 - mmaction - INFO - Epoch [20][580/940] lr: 4.000e-02, eta: 9:47:11, time: 1.258, data_time: 0.004, memory: 10215, top1_acc: 0.5963, top5_acc: 0.8191, loss_cls: 1.6648, loss: 1.6648, grad_norm: 2.7452 2020-08-16 03:25:21,310 - mmaction - INFO - Epoch [20][600/940] lr: 4.000e-02, eta: 9:46:44, time: 1.162, data_time: 0.005, memory: 10215, top1_acc: 0.6051, top5_acc: 0.8268, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.6250 2020-08-16 03:25:45,505 - mmaction - INFO - Epoch [20][620/940] lr: 4.000e-02, eta: 9:46:18, time: 1.210, data_time: 0.002, memory: 10215, top1_acc: 0.5934, top5_acc: 0.8271, loss_cls: 1.6731, loss: 1.6731, grad_norm: 2.7298 2020-08-16 03:26:10,329 - mmaction - INFO - Epoch [20][640/940] lr: 4.000e-02, eta: 9:45:54, time: 1.241, data_time: 0.002, memory: 10215, top1_acc: 0.5928, top5_acc: 0.8104, loss_cls: 1.6907, loss: 1.6907, grad_norm: 2.7090 2020-08-16 03:26:36,008 - mmaction - INFO - Epoch [20][660/940] lr: 4.000e-02, eta: 9:45:31, time: 1.282, data_time: 0.004, memory: 10215, top1_acc: 0.6076, top5_acc: 0.8266, loss_cls: 1.6189, loss: 1.6189, grad_norm: 2.7112 2020-08-16 03:27:00,811 - mmaction - INFO - Epoch [20][680/940] lr: 4.000e-02, eta: 9:45:06, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.5863, top5_acc: 0.8252, loss_cls: 1.6800, loss: 1.6800, grad_norm: 2.7493 2020-08-16 03:27:25,299 - mmaction - INFO - Epoch [20][700/940] lr: 4.000e-02, eta: 9:44:41, time: 1.223, data_time: 0.006, memory: 10215, top1_acc: 0.5873, top5_acc: 0.8150, loss_cls: 1.7119, loss: 1.7119, grad_norm: 2.7394 2020-08-16 03:27:49,738 - mmaction - INFO - Epoch [20][720/940] lr: 4.000e-02, eta: 9:44:16, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.6000, top5_acc: 0.8307, loss_cls: 1.6119, loss: 1.6119, grad_norm: 2.7217 2020-08-16 03:28:13,862 - mmaction - INFO - Epoch [20][740/940] lr: 4.000e-02, eta: 9:43:51, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.6025, top5_acc: 0.8289, loss_cls: 1.6348, loss: 1.6348, grad_norm: 2.7221 2020-08-16 03:28:38,343 - mmaction - INFO - Epoch [20][760/940] lr: 4.000e-02, eta: 9:43:26, time: 1.228, data_time: 0.007, memory: 10215, top1_acc: 0.5881, top5_acc: 0.8197, loss_cls: 1.6881, loss: 1.6881, grad_norm: 2.7828 2020-08-16 03:29:04,180 - mmaction - INFO - Epoch [20][780/940] lr: 4.000e-02, eta: 9:43:03, time: 1.289, data_time: 0.005, memory: 10215, top1_acc: 0.5916, top5_acc: 0.8281, loss_cls: 1.6723, loss: 1.6723, grad_norm: 2.7130 2020-08-16 03:29:28,656 - mmaction - INFO - Epoch [20][800/940] lr: 4.000e-02, eta: 9:42:38, time: 1.226, data_time: 0.006, memory: 10215, top1_acc: 0.6080, top5_acc: 0.8242, loss_cls: 1.6238, loss: 1.6238, grad_norm: 2.6824 2020-08-16 03:29:52,570 - mmaction - INFO - Epoch [20][820/940] lr: 4.000e-02, eta: 9:42:12, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.5889, top5_acc: 0.8148, loss_cls: 1.6855, loss: 1.6855, grad_norm: 2.6945 2020-08-16 03:30:18,826 - mmaction - INFO - Epoch [20][840/940] lr: 4.000e-02, eta: 9:41:50, time: 1.314, data_time: 0.005, memory: 10215, top1_acc: 0.6062, top5_acc: 0.8242, loss_cls: 1.6205, loss: 1.6205, grad_norm: 2.6859 2020-08-16 03:30:43,304 - mmaction - INFO - Epoch [20][860/940] lr: 4.000e-02, eta: 9:41:25, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.6002, top5_acc: 0.8219, loss_cls: 1.6540, loss: 1.6540, grad_norm: 2.7844 2020-08-16 03:31:07,130 - mmaction - INFO - Epoch [20][880/940] lr: 4.000e-02, eta: 9:40:59, time: 1.193, data_time: 0.006, memory: 10215, top1_acc: 0.6098, top5_acc: 0.8264, loss_cls: 1.6215, loss: 1.6215, grad_norm: 2.6467 2020-08-16 03:31:32,441 - mmaction - INFO - Epoch [20][900/940] lr: 4.000e-02, eta: 9:40:35, time: 1.265, data_time: 0.006, memory: 10215, top1_acc: 0.5867, top5_acc: 0.8113, loss_cls: 1.7190, loss: 1.7190, grad_norm: 2.7781 2020-08-16 03:31:55,382 - mmaction - INFO - Epoch [20][920/940] lr: 4.000e-02, eta: 9:40:08, time: 1.148, data_time: 0.005, memory: 10215, top1_acc: 0.5852, top5_acc: 0.8158, loss_cls: 1.7055, loss: 1.7055, grad_norm: 2.7169 2020-08-16 03:32:19,424 - mmaction - INFO - Epoch [20][940/940] lr: 4.000e-02, eta: 9:39:42, time: 1.202, data_time: 0.002, memory: 10215, top1_acc: 0.5858, top5_acc: 0.8166, loss_cls: 1.7013, loss: 1.7013, grad_norm: 2.7104 2020-08-16 03:32:19,633 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-16 03:32:49,777 - mmaction - INFO - Epoch [21][20/940] lr: 4.000e-03, eta: 9:39:24, time: 1.455, data_time: 0.354, memory: 10215, top1_acc: 0.6252, top5_acc: 0.8412, loss_cls: 1.5438, loss: 1.5438, grad_norm: 2.5778 2020-08-16 03:33:13,093 - mmaction - INFO - Epoch [21][40/940] lr: 4.000e-03, eta: 9:38:58, time: 1.166, data_time: 0.005, memory: 10215, top1_acc: 0.6375, top5_acc: 0.8479, loss_cls: 1.4747, loss: 1.4747, grad_norm: 2.5019 2020-08-16 03:33:36,431 - mmaction - INFO - Epoch [21][60/940] lr: 4.000e-03, eta: 9:38:31, time: 1.167, data_time: 0.002, memory: 10215, top1_acc: 0.6596, top5_acc: 0.8572, loss_cls: 1.4045, loss: 1.4045, grad_norm: 2.4468 2020-08-16 03:34:01,060 - mmaction - INFO - Epoch [21][80/940] lr: 4.000e-03, eta: 9:38:06, time: 1.230, data_time: 0.004, memory: 10215, top1_acc: 0.6582, top5_acc: 0.8611, loss_cls: 1.3582, loss: 1.3582, grad_norm: 2.4526 2020-08-16 03:34:24,153 - mmaction - INFO - Epoch [21][100/940] lr: 4.000e-03, eta: 9:37:39, time: 1.156, data_time: 0.006, memory: 10215, top1_acc: 0.6539, top5_acc: 0.8615, loss_cls: 1.3882, loss: 1.3882, grad_norm: 2.5245 2020-08-16 03:34:48,403 - mmaction - INFO - Epoch [21][120/940] lr: 4.000e-03, eta: 9:37:14, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.6441, top5_acc: 0.8525, loss_cls: 1.4407, loss: 1.4407, grad_norm: 2.5553 2020-08-16 03:35:12,797 - mmaction - INFO - Epoch [21][140/940] lr: 4.000e-03, eta: 9:36:49, time: 1.220, data_time: 0.006, memory: 10215, top1_acc: 0.6609, top5_acc: 0.8639, loss_cls: 1.3654, loss: 1.3654, grad_norm: 2.4730 2020-08-16 03:35:35,116 - mmaction - INFO - Epoch [21][160/940] lr: 4.000e-03, eta: 9:36:21, time: 1.117, data_time: 0.005, memory: 10215, top1_acc: 0.6641, top5_acc: 0.8689, loss_cls: 1.3594, loss: 1.3594, grad_norm: 2.4976 2020-08-16 03:35:59,050 - mmaction - INFO - Epoch [21][180/940] lr: 4.000e-03, eta: 9:35:55, time: 1.195, data_time: 0.004, memory: 10215, top1_acc: 0.6635, top5_acc: 0.8646, loss_cls: 1.3634, loss: 1.3634, grad_norm: 2.5059 2020-08-16 03:36:24,155 - mmaction - INFO - Epoch [21][200/940] lr: 4.000e-03, eta: 9:35:31, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.6668, top5_acc: 0.8688, loss_cls: 1.3366, loss: 1.3366, grad_norm: 2.4839 2020-08-16 03:36:46,474 - mmaction - INFO - Epoch [21][220/940] lr: 4.000e-03, eta: 9:35:03, time: 1.113, data_time: 0.004, memory: 10215, top1_acc: 0.6625, top5_acc: 0.8586, loss_cls: 1.3858, loss: 1.3858, grad_norm: 2.5372 2020-08-16 03:37:10,088 - mmaction - INFO - Epoch [21][240/940] lr: 4.000e-03, eta: 9:34:37, time: 1.183, data_time: 0.006, memory: 10215, top1_acc: 0.6598, top5_acc: 0.8686, loss_cls: 1.3582, loss: 1.3582, grad_norm: 2.5225 2020-08-16 03:37:33,885 - mmaction - INFO - Epoch [21][260/940] lr: 4.000e-03, eta: 9:34:11, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.6586, top5_acc: 0.8682, loss_cls: 1.3669, loss: 1.3669, grad_norm: 2.5340 2020-08-16 03:37:57,240 - mmaction - INFO - Epoch [21][280/940] lr: 4.000e-03, eta: 9:33:44, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.6818, top5_acc: 0.8732, loss_cls: 1.3085, loss: 1.3085, grad_norm: 2.4934 2020-08-16 03:38:21,904 - mmaction - INFO - Epoch [21][300/940] lr: 4.000e-03, eta: 9:33:20, time: 1.233, data_time: 0.004, memory: 10215, top1_acc: 0.6730, top5_acc: 0.8699, loss_cls: 1.3198, loss: 1.3198, grad_norm: 2.5041 2020-08-16 03:38:45,572 - mmaction - INFO - Epoch [21][320/940] lr: 4.000e-03, eta: 9:32:53, time: 1.183, data_time: 0.002, memory: 10215, top1_acc: 0.6605, top5_acc: 0.8625, loss_cls: 1.3608, loss: 1.3608, grad_norm: 2.5669 2020-08-16 03:39:09,825 - mmaction - INFO - Epoch [21][340/940] lr: 4.000e-03, eta: 9:32:28, time: 1.210, data_time: 0.006, memory: 10215, top1_acc: 0.6676, top5_acc: 0.8645, loss_cls: 1.3467, loss: 1.3467, grad_norm: 2.5436 2020-08-16 03:39:33,295 - mmaction - INFO - Epoch [21][360/940] lr: 4.000e-03, eta: 9:32:02, time: 1.173, data_time: 0.006, memory: 10215, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.3224, loss: 1.3224, grad_norm: 2.5206 2020-08-16 03:39:56,326 - mmaction - INFO - Epoch [21][380/940] lr: 4.000e-03, eta: 9:31:35, time: 1.152, data_time: 0.006, memory: 10215, top1_acc: 0.6752, top5_acc: 0.8764, loss_cls: 1.2896, loss: 1.2896, grad_norm: 2.5365 2020-08-16 03:40:20,185 - mmaction - INFO - Epoch [21][400/940] lr: 4.000e-03, eta: 9:31:09, time: 1.192, data_time: 0.006, memory: 10215, top1_acc: 0.6646, top5_acc: 0.8658, loss_cls: 1.3506, loss: 1.3506, grad_norm: 2.5760 2020-08-16 03:40:44,049 - mmaction - INFO - Epoch [21][420/940] lr: 4.000e-03, eta: 9:30:43, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.6766, top5_acc: 0.8666, loss_cls: 1.3009, loss: 1.3009, grad_norm: 2.5067 2020-08-16 03:41:08,207 - mmaction - INFO - Epoch [21][440/940] lr: 4.000e-03, eta: 9:30:18, time: 1.207, data_time: 0.006, memory: 10215, top1_acc: 0.6785, top5_acc: 0.8783, loss_cls: 1.2782, loss: 1.2782, grad_norm: 2.4815 2020-08-16 03:41:31,083 - mmaction - INFO - Epoch [21][460/940] lr: 4.000e-03, eta: 9:29:51, time: 1.145, data_time: 0.003, memory: 10215, top1_acc: 0.6750, top5_acc: 0.8658, loss_cls: 1.3280, loss: 1.3280, grad_norm: 2.5619 2020-08-16 03:41:55,867 - mmaction - INFO - Epoch [21][480/940] lr: 4.000e-03, eta: 9:29:26, time: 1.237, data_time: 0.002, memory: 10215, top1_acc: 0.6762, top5_acc: 0.8646, loss_cls: 1.3354, loss: 1.3354, grad_norm: 2.5963 2020-08-16 03:42:19,329 - mmaction - INFO - Epoch [21][500/940] lr: 4.000e-03, eta: 9:29:00, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.6758, top5_acc: 0.8764, loss_cls: 1.2966, loss: 1.2966, grad_norm: 2.6269 2020-08-16 03:42:42,502 - mmaction - INFO - Epoch [21][520/940] lr: 4.000e-03, eta: 9:28:33, time: 1.159, data_time: 0.002, memory: 10215, top1_acc: 0.6779, top5_acc: 0.8686, loss_cls: 1.3147, loss: 1.3147, grad_norm: 2.5805 2020-08-16 03:43:07,072 - mmaction - INFO - Epoch [21][540/940] lr: 4.000e-03, eta: 9:28:08, time: 1.227, data_time: 0.006, memory: 10215, top1_acc: 0.6814, top5_acc: 0.8721, loss_cls: 1.2797, loss: 1.2797, grad_norm: 2.5865 2020-08-16 03:43:30,972 - mmaction - INFO - Epoch [21][560/940] lr: 4.000e-03, eta: 9:27:43, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.6838, top5_acc: 0.8688, loss_cls: 1.2892, loss: 1.2892, grad_norm: 2.5776 2020-08-16 03:43:54,866 - mmaction - INFO - Epoch [21][580/940] lr: 4.000e-03, eta: 9:27:17, time: 1.195, data_time: 0.002, memory: 10215, top1_acc: 0.6723, top5_acc: 0.8682, loss_cls: 1.3118, loss: 1.3118, grad_norm: 2.6035 2020-08-16 03:44:18,596 - mmaction - INFO - Epoch [21][600/940] lr: 4.000e-03, eta: 9:26:51, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.6799, top5_acc: 0.8742, loss_cls: 1.2623, loss: 1.2623, grad_norm: 2.5739 2020-08-16 03:44:41,730 - mmaction - INFO - Epoch [21][620/940] lr: 4.000e-03, eta: 9:26:24, time: 1.160, data_time: 0.007, memory: 10215, top1_acc: 0.6857, top5_acc: 0.8791, loss_cls: 1.2597, loss: 1.2597, grad_norm: 2.5444 2020-08-16 03:45:05,148 - mmaction - INFO - Epoch [21][640/940] lr: 4.000e-03, eta: 9:25:58, time: 1.171, data_time: 0.002, memory: 10215, top1_acc: 0.6799, top5_acc: 0.8695, loss_cls: 1.2898, loss: 1.2898, grad_norm: 2.5962 2020-08-16 03:45:28,212 - mmaction - INFO - Epoch [21][660/940] lr: 4.000e-03, eta: 9:25:31, time: 1.153, data_time: 0.002, memory: 10215, top1_acc: 0.6777, top5_acc: 0.8725, loss_cls: 1.3006, loss: 1.3006, grad_norm: 2.5955 2020-08-16 03:45:51,993 - mmaction - INFO - Epoch [21][680/940] lr: 4.000e-03, eta: 9:25:05, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.6752, top5_acc: 0.8703, loss_cls: 1.2904, loss: 1.2904, grad_norm: 2.5897 2020-08-16 03:46:16,246 - mmaction - INFO - Epoch [21][700/940] lr: 4.000e-03, eta: 9:24:40, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.6801, top5_acc: 0.8707, loss_cls: 1.2972, loss: 1.2972, grad_norm: 2.5996 2020-08-16 03:46:40,644 - mmaction - INFO - Epoch [21][720/940] lr: 4.000e-03, eta: 9:24:15, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.6791, top5_acc: 0.8721, loss_cls: 1.2985, loss: 1.2985, grad_norm: 2.5982 2020-08-16 03:47:05,106 - mmaction - INFO - Epoch [21][740/940] lr: 4.000e-03, eta: 9:23:50, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.6734, top5_acc: 0.8752, loss_cls: 1.2910, loss: 1.2910, grad_norm: 2.6114 2020-08-16 03:47:29,998 - mmaction - INFO - Epoch [21][760/940] lr: 4.000e-03, eta: 9:23:26, time: 1.242, data_time: 0.005, memory: 10215, top1_acc: 0.6814, top5_acc: 0.8758, loss_cls: 1.2772, loss: 1.2772, grad_norm: 2.5774 2020-08-16 03:47:54,214 - mmaction - INFO - Epoch [21][780/940] lr: 4.000e-03, eta: 9:23:00, time: 1.213, data_time: 0.006, memory: 10215, top1_acc: 0.6713, top5_acc: 0.8732, loss_cls: 1.3006, loss: 1.3006, grad_norm: 2.6323 2020-08-16 03:48:17,373 - mmaction - INFO - Epoch [21][800/940] lr: 4.000e-03, eta: 9:22:34, time: 1.158, data_time: 0.004, memory: 10215, top1_acc: 0.6699, top5_acc: 0.8625, loss_cls: 1.3426, loss: 1.3426, grad_norm: 2.6409 2020-08-16 03:48:40,390 - mmaction - INFO - Epoch [21][820/940] lr: 4.000e-03, eta: 9:22:07, time: 1.151, data_time: 0.002, memory: 10215, top1_acc: 0.6803, top5_acc: 0.8746, loss_cls: 1.2589, loss: 1.2589, grad_norm: 2.6218 2020-08-16 03:49:05,566 - mmaction - INFO - Epoch [21][840/940] lr: 4.000e-03, eta: 9:21:43, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.6869, top5_acc: 0.8820, loss_cls: 1.2278, loss: 1.2278, grad_norm: 2.5918 2020-08-16 03:49:28,778 - mmaction - INFO - Epoch [21][860/940] lr: 4.000e-03, eta: 9:21:16, time: 1.162, data_time: 0.006, memory: 10215, top1_acc: 0.6906, top5_acc: 0.8865, loss_cls: 1.2162, loss: 1.2162, grad_norm: 2.6284 2020-08-16 03:49:52,359 - mmaction - INFO - Epoch [21][880/940] lr: 4.000e-03, eta: 9:20:50, time: 1.178, data_time: 0.006, memory: 10215, top1_acc: 0.6785, top5_acc: 0.8723, loss_cls: 1.2712, loss: 1.2712, grad_norm: 2.6114 2020-08-16 03:50:17,911 - mmaction - INFO - Epoch [21][900/940] lr: 4.000e-03, eta: 9:20:27, time: 1.279, data_time: 0.006, memory: 10215, top1_acc: 0.6807, top5_acc: 0.8711, loss_cls: 1.2891, loss: 1.2891, grad_norm: 2.6587 2020-08-16 03:50:41,574 - mmaction - INFO - Epoch [21][920/940] lr: 4.000e-03, eta: 9:20:01, time: 1.181, data_time: 0.005, memory: 10215, top1_acc: 0.6836, top5_acc: 0.8725, loss_cls: 1.2883, loss: 1.2883, grad_norm: 2.6563 2020-08-16 03:51:05,206 - mmaction - INFO - Epoch [21][940/940] lr: 4.000e-03, eta: 9:19:35, time: 1.184, data_time: 0.006, memory: 10215, top1_acc: 0.6794, top5_acc: 0.8734, loss_cls: 1.2977, loss: 1.2977, grad_norm: 2.6681 2020-08-16 03:51:05,452 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-08-16 03:51:34,041 - mmaction - INFO - Epoch [22][20/940] lr: 4.000e-03, eta: 9:19:15, time: 1.408, data_time: 0.385, memory: 10215, top1_acc: 0.6963, top5_acc: 0.8734, loss_cls: 1.2439, loss: 1.2439, grad_norm: 2.5771 2020-08-16 03:51:58,140 - mmaction - INFO - Epoch [22][40/940] lr: 4.000e-03, eta: 9:18:50, time: 1.207, data_time: 0.006, memory: 10215, top1_acc: 0.6844, top5_acc: 0.8834, loss_cls: 1.2379, loss: 1.2379, grad_norm: 2.6195 2020-08-16 03:52:24,069 - mmaction - INFO - Epoch [22][60/940] lr: 4.000e-03, eta: 9:18:27, time: 1.294, data_time: 0.006, memory: 10215, top1_acc: 0.6885, top5_acc: 0.8867, loss_cls: 1.2229, loss: 1.2229, grad_norm: 2.5872 2020-08-16 03:52:49,600 - mmaction - INFO - Epoch [22][80/940] lr: 4.000e-03, eta: 9:18:03, time: 1.279, data_time: 0.006, memory: 10215, top1_acc: 0.6844, top5_acc: 0.8762, loss_cls: 1.2493, loss: 1.2493, grad_norm: 2.6177 2020-08-16 03:53:13,787 - mmaction - INFO - Epoch [22][100/940] lr: 4.000e-03, eta: 9:17:38, time: 1.208, data_time: 0.004, memory: 10215, top1_acc: 0.6834, top5_acc: 0.8760, loss_cls: 1.2636, loss: 1.2636, grad_norm: 2.6264 2020-08-16 03:53:39,393 - mmaction - INFO - Epoch [22][120/940] lr: 4.000e-03, eta: 9:17:15, time: 1.282, data_time: 0.005, memory: 10215, top1_acc: 0.6826, top5_acc: 0.8854, loss_cls: 1.2453, loss: 1.2453, grad_norm: 2.6411 2020-08-16 03:54:04,971 - mmaction - INFO - Epoch [22][140/940] lr: 4.000e-03, eta: 9:16:52, time: 1.279, data_time: 0.002, memory: 10215, top1_acc: 0.6797, top5_acc: 0.8838, loss_cls: 1.2491, loss: 1.2491, grad_norm: 2.6245 2020-08-16 03:54:29,747 - mmaction - INFO - Epoch [22][160/940] lr: 4.000e-03, eta: 9:16:27, time: 1.237, data_time: 0.004, memory: 10215, top1_acc: 0.6918, top5_acc: 0.8775, loss_cls: 1.2386, loss: 1.2386, grad_norm: 2.6053 2020-08-16 03:54:55,886 - mmaction - INFO - Epoch [22][180/940] lr: 4.000e-03, eta: 9:16:04, time: 1.308, data_time: 0.005, memory: 10215, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.2439, loss: 1.2439, grad_norm: 2.6331 2020-08-16 03:55:21,145 - mmaction - INFO - Epoch [22][200/940] lr: 4.000e-03, eta: 9:15:41, time: 1.262, data_time: 0.004, memory: 10215, top1_acc: 0.6764, top5_acc: 0.8725, loss_cls: 1.2888, loss: 1.2888, grad_norm: 2.6933 2020-08-16 03:55:46,319 - mmaction - INFO - Epoch [22][220/940] lr: 4.000e-03, eta: 9:15:17, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.6902, top5_acc: 0.8824, loss_cls: 1.2417, loss: 1.2417, grad_norm: 2.6181 2020-08-16 03:56:10,503 - mmaction - INFO - Epoch [22][240/940] lr: 4.000e-03, eta: 9:14:51, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.6943, top5_acc: 0.8844, loss_cls: 1.2273, loss: 1.2273, grad_norm: 2.6133 2020-08-16 03:56:36,232 - mmaction - INFO - Epoch [22][260/940] lr: 4.000e-03, eta: 9:14:28, time: 1.286, data_time: 0.005, memory: 10215, top1_acc: 0.6867, top5_acc: 0.8676, loss_cls: 1.2737, loss: 1.2737, grad_norm: 2.6259 2020-08-16 03:57:00,743 - mmaction - INFO - Epoch [22][280/940] lr: 4.000e-03, eta: 9:14:03, time: 1.226, data_time: 0.007, memory: 10215, top1_acc: 0.6820, top5_acc: 0.8721, loss_cls: 1.2874, loss: 1.2874, grad_norm: 2.6391 2020-08-16 03:57:26,995 - mmaction - INFO - Epoch [22][300/940] lr: 4.000e-03, eta: 9:13:41, time: 1.314, data_time: 0.006, memory: 10215, top1_acc: 0.6893, top5_acc: 0.8811, loss_cls: 1.2367, loss: 1.2367, grad_norm: 2.6514 2020-08-16 03:57:52,410 - mmaction - INFO - Epoch [22][320/940] lr: 4.000e-03, eta: 9:13:17, time: 1.269, data_time: 0.004, memory: 10215, top1_acc: 0.6873, top5_acc: 0.8770, loss_cls: 1.2527, loss: 1.2527, grad_norm: 2.6484 2020-08-16 03:58:18,278 - mmaction - INFO - Epoch [22][340/940] lr: 4.000e-03, eta: 9:12:54, time: 1.295, data_time: 0.006, memory: 10215, top1_acc: 0.6854, top5_acc: 0.8820, loss_cls: 1.2313, loss: 1.2313, grad_norm: 2.6387 2020-08-16 03:58:43,326 - mmaction - INFO - Epoch [22][360/940] lr: 4.000e-03, eta: 9:12:30, time: 1.253, data_time: 0.002, memory: 10215, top1_acc: 0.6863, top5_acc: 0.8848, loss_cls: 1.2440, loss: 1.2440, grad_norm: 2.6807 2020-08-16 03:59:08,808 - mmaction - INFO - Epoch [22][380/940] lr: 4.000e-03, eta: 9:12:07, time: 1.273, data_time: 0.004, memory: 10215, top1_acc: 0.6895, top5_acc: 0.8713, loss_cls: 1.2399, loss: 1.2399, grad_norm: 2.6187 2020-08-16 03:59:33,268 - mmaction - INFO - Epoch [22][400/940] lr: 4.000e-03, eta: 9:11:42, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.6826, top5_acc: 0.8754, loss_cls: 1.2620, loss: 1.2620, grad_norm: 2.6435 2020-08-16 03:59:59,520 - mmaction - INFO - Epoch [22][420/940] lr: 4.000e-03, eta: 9:11:19, time: 1.311, data_time: 0.004, memory: 10215, top1_acc: 0.6883, top5_acc: 0.8793, loss_cls: 1.2511, loss: 1.2511, grad_norm: 2.6345 2020-08-16 04:00:25,883 - mmaction - INFO - Epoch [22][440/940] lr: 4.000e-03, eta: 9:10:57, time: 1.309, data_time: 0.005, memory: 10215, top1_acc: 0.6838, top5_acc: 0.8779, loss_cls: 1.2452, loss: 1.2452, grad_norm: 2.6763 2020-08-16 04:00:51,408 - mmaction - INFO - Epoch [22][460/940] lr: 4.000e-03, eta: 9:10:33, time: 1.285, data_time: 0.026, memory: 10215, top1_acc: 0.6832, top5_acc: 0.8707, loss_cls: 1.2773, loss: 1.2773, grad_norm: 2.6617 2020-08-16 04:01:16,483 - mmaction - INFO - Epoch [22][480/940] lr: 4.000e-03, eta: 9:10:09, time: 1.255, data_time: 0.006, memory: 10215, top1_acc: 0.6822, top5_acc: 0.8793, loss_cls: 1.2542, loss: 1.2542, grad_norm: 2.6467 2020-08-16 04:01:41,779 - mmaction - INFO - Epoch [22][500/940] lr: 4.000e-03, eta: 9:09:46, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.6908, top5_acc: 0.8768, loss_cls: 1.2373, loss: 1.2373, grad_norm: 2.6476 2020-08-16 04:02:06,113 - mmaction - INFO - Epoch [22][520/940] lr: 4.000e-03, eta: 9:09:20, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.6854, top5_acc: 0.8783, loss_cls: 1.2420, loss: 1.2420, grad_norm: 2.6331 2020-08-16 04:02:32,860 - mmaction - INFO - Epoch [22][540/940] lr: 4.000e-03, eta: 9:08:59, time: 1.337, data_time: 0.006, memory: 10215, top1_acc: 0.6992, top5_acc: 0.8795, loss_cls: 1.2109, loss: 1.2109, grad_norm: 2.6075 2020-08-16 04:02:58,381 - mmaction - INFO - Epoch [22][560/940] lr: 4.000e-03, eta: 9:08:35, time: 1.276, data_time: 0.002, memory: 10215, top1_acc: 0.6975, top5_acc: 0.8816, loss_cls: 1.2417, loss: 1.2417, grad_norm: 2.6486 2020-08-16 04:03:25,361 - mmaction - INFO - Epoch [22][580/940] lr: 4.000e-03, eta: 9:08:13, time: 1.347, data_time: 0.006, memory: 10215, top1_acc: 0.6840, top5_acc: 0.8770, loss_cls: 1.2451, loss: 1.2451, grad_norm: 2.6488 2020-08-16 04:03:50,002 - mmaction - INFO - Epoch [22][600/940] lr: 4.000e-03, eta: 9:07:49, time: 1.234, data_time: 0.006, memory: 10215, top1_acc: 0.6848, top5_acc: 0.8775, loss_cls: 1.2480, loss: 1.2480, grad_norm: 2.6327 2020-08-16 04:04:15,518 - mmaction - INFO - Epoch [22][620/940] lr: 4.000e-03, eta: 9:07:25, time: 1.276, data_time: 0.002, memory: 10215, top1_acc: 0.6914, top5_acc: 0.8820, loss_cls: 1.2186, loss: 1.2186, grad_norm: 2.6082 2020-08-16 04:04:41,076 - mmaction - INFO - Epoch [22][640/940] lr: 4.000e-03, eta: 9:07:02, time: 1.278, data_time: 0.002, memory: 10215, top1_acc: 0.6875, top5_acc: 0.8842, loss_cls: 1.2152, loss: 1.2152, grad_norm: 2.6226 2020-08-16 04:05:06,668 - mmaction - INFO - Epoch [22][660/940] lr: 4.000e-03, eta: 9:06:38, time: 1.279, data_time: 0.004, memory: 10215, top1_acc: 0.6838, top5_acc: 0.8775, loss_cls: 1.2533, loss: 1.2533, grad_norm: 2.6542 2020-08-16 04:05:30,837 - mmaction - INFO - Epoch [22][680/940] lr: 4.000e-03, eta: 9:06:13, time: 1.209, data_time: 0.002, memory: 10215, top1_acc: 0.6918, top5_acc: 0.8863, loss_cls: 1.2275, loss: 1.2275, grad_norm: 2.6617 2020-08-16 04:05:55,761 - mmaction - INFO - Epoch [22][700/940] lr: 4.000e-03, eta: 9:05:49, time: 1.244, data_time: 0.004, memory: 10215, top1_acc: 0.6824, top5_acc: 0.8814, loss_cls: 1.2627, loss: 1.2627, grad_norm: 2.6969 2020-08-16 04:06:19,612 - mmaction - INFO - Epoch [22][720/940] lr: 4.000e-03, eta: 9:05:23, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.6779, top5_acc: 0.8764, loss_cls: 1.2703, loss: 1.2703, grad_norm: 2.7365 2020-08-16 04:06:44,276 - mmaction - INFO - Epoch [22][740/940] lr: 4.000e-03, eta: 9:04:58, time: 1.231, data_time: 0.004, memory: 10215, top1_acc: 0.6854, top5_acc: 0.8756, loss_cls: 1.2599, loss: 1.2599, grad_norm: 2.6926 2020-08-16 04:07:10,579 - mmaction - INFO - Epoch [22][760/940] lr: 4.000e-03, eta: 9:04:36, time: 1.317, data_time: 0.005, memory: 10215, top1_acc: 0.6898, top5_acc: 0.8818, loss_cls: 1.2320, loss: 1.2320, grad_norm: 2.6507 2020-08-16 04:07:35,775 - mmaction - INFO - Epoch [22][780/940] lr: 4.000e-03, eta: 9:04:12, time: 1.258, data_time: 0.005, memory: 10215, top1_acc: 0.6973, top5_acc: 0.8846, loss_cls: 1.2033, loss: 1.2033, grad_norm: 2.6361 2020-08-16 04:08:01,830 - mmaction - INFO - Epoch [22][800/940] lr: 4.000e-03, eta: 9:03:49, time: 1.304, data_time: 0.006, memory: 10215, top1_acc: 0.6918, top5_acc: 0.8746, loss_cls: 1.2416, loss: 1.2416, grad_norm: 2.6687 2020-08-16 04:08:25,072 - mmaction - INFO - Epoch [22][820/940] lr: 4.000e-03, eta: 9:03:22, time: 1.162, data_time: 0.005, memory: 10215, top1_acc: 0.7037, top5_acc: 0.8838, loss_cls: 1.1896, loss: 1.1896, grad_norm: 2.6312 2020-08-16 04:08:49,991 - mmaction - INFO - Epoch [22][840/940] lr: 4.000e-03, eta: 9:02:58, time: 1.246, data_time: 0.002, memory: 10215, top1_acc: 0.6953, top5_acc: 0.8764, loss_cls: 1.2328, loss: 1.2328, grad_norm: 2.6371 2020-08-16 04:09:15,285 - mmaction - INFO - Epoch [22][860/940] lr: 4.000e-03, eta: 9:02:34, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.6830, top5_acc: 0.8805, loss_cls: 1.2271, loss: 1.2271, grad_norm: 2.6725 2020-08-16 04:09:41,317 - mmaction - INFO - Epoch [22][880/940] lr: 4.000e-03, eta: 9:02:11, time: 1.302, data_time: 0.006, memory: 10215, top1_acc: 0.6842, top5_acc: 0.8797, loss_cls: 1.2496, loss: 1.2496, grad_norm: 2.6780 2020-08-16 04:10:05,750 - mmaction - INFO - Epoch [22][900/940] lr: 4.000e-03, eta: 9:01:46, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.6949, top5_acc: 0.8850, loss_cls: 1.1994, loss: 1.1994, grad_norm: 2.6728 2020-08-16 04:10:30,909 - mmaction - INFO - Epoch [22][920/940] lr: 4.000e-03, eta: 9:01:22, time: 1.258, data_time: 0.002, memory: 10215, top1_acc: 0.6932, top5_acc: 0.8803, loss_cls: 1.2293, loss: 1.2293, grad_norm: 2.6830 2020-08-16 04:10:55,296 - mmaction - INFO - Epoch [22][940/940] lr: 4.000e-03, eta: 9:00:57, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.6818, top5_acc: 0.8776, loss_cls: 1.2752, loss: 1.2752, grad_norm: 2.7194 2020-08-16 04:10:55,602 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-08-16 04:11:25,959 - mmaction - INFO - Epoch [23][20/940] lr: 4.000e-03, eta: 9:00:38, time: 1.441, data_time: 0.422, memory: 10215, top1_acc: 0.7043, top5_acc: 0.8896, loss_cls: 1.1865, loss: 1.1865, grad_norm: 2.6316 2020-08-16 04:11:49,845 - mmaction - INFO - Epoch [23][40/940] lr: 4.000e-03, eta: 9:00:12, time: 1.195, data_time: 0.002, memory: 10215, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.2281, loss: 1.2281, grad_norm: 2.7051 2020-08-16 04:12:13,874 - mmaction - INFO - Epoch [23][60/940] lr: 4.000e-03, eta: 8:59:47, time: 1.200, data_time: 0.004, memory: 10215, top1_acc: 0.6908, top5_acc: 0.8809, loss_cls: 1.2207, loss: 1.2207, grad_norm: 2.6451 2020-08-16 04:12:37,567 - mmaction - INFO - Epoch [23][80/940] lr: 4.000e-03, eta: 8:59:21, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.6998, top5_acc: 0.8824, loss_cls: 1.1897, loss: 1.1897, grad_norm: 2.6326 2020-08-16 04:13:02,911 - mmaction - INFO - Epoch [23][100/940] lr: 4.000e-03, eta: 8:58:57, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.6959, top5_acc: 0.8877, loss_cls: 1.1946, loss: 1.1946, grad_norm: 2.6723 2020-08-16 04:13:26,652 - mmaction - INFO - Epoch [23][120/940] lr: 4.000e-03, eta: 8:58:31, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.6975, top5_acc: 0.8873, loss_cls: 1.1966, loss: 1.1966, grad_norm: 2.6405 2020-08-16 04:13:51,563 - mmaction - INFO - Epoch [23][140/940] lr: 4.000e-03, eta: 8:58:07, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.6941, top5_acc: 0.8828, loss_cls: 1.2064, loss: 1.2064, grad_norm: 2.6847 2020-08-16 04:14:17,061 - mmaction - INFO - Epoch [23][160/940] lr: 4.000e-03, eta: 8:57:43, time: 1.276, data_time: 0.006, memory: 10215, top1_acc: 0.6928, top5_acc: 0.8783, loss_cls: 1.2247, loss: 1.2247, grad_norm: 2.6802 2020-08-16 04:14:42,436 - mmaction - INFO - Epoch [23][180/940] lr: 4.000e-03, eta: 8:57:19, time: 1.266, data_time: 0.004, memory: 10215, top1_acc: 0.6920, top5_acc: 0.8863, loss_cls: 1.2143, loss: 1.2143, grad_norm: 2.6915 2020-08-16 04:15:07,402 - mmaction - INFO - Epoch [23][200/940] lr: 4.000e-03, eta: 8:56:55, time: 1.251, data_time: 0.006, memory: 10215, top1_acc: 0.7023, top5_acc: 0.8846, loss_cls: 1.1924, loss: 1.1924, grad_norm: 2.6469 2020-08-16 04:15:32,930 - mmaction - INFO - Epoch [23][220/940] lr: 4.000e-03, eta: 8:56:32, time: 1.277, data_time: 0.002, memory: 10215, top1_acc: 0.6930, top5_acc: 0.8824, loss_cls: 1.2232, loss: 1.2232, grad_norm: 2.6735 2020-08-16 04:15:57,599 - mmaction - INFO - Epoch [23][240/940] lr: 4.000e-03, eta: 8:56:07, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.7057, top5_acc: 0.8838, loss_cls: 1.1834, loss: 1.1834, grad_norm: 2.6106 2020-08-16 04:16:22,587 - mmaction - INFO - Epoch [23][260/940] lr: 4.000e-03, eta: 8:55:43, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.7041, top5_acc: 0.8879, loss_cls: 1.1891, loss: 1.1891, grad_norm: 2.6236 2020-08-16 04:16:47,403 - mmaction - INFO - Epoch [23][280/940] lr: 4.000e-03, eta: 8:55:18, time: 1.239, data_time: 0.004, memory: 10215, top1_acc: 0.6982, top5_acc: 0.8807, loss_cls: 1.2270, loss: 1.2270, grad_norm: 2.6521 2020-08-16 04:17:11,889 - mmaction - INFO - Epoch [23][300/940] lr: 4.000e-03, eta: 8:54:53, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.6924, top5_acc: 0.8824, loss_cls: 1.2462, loss: 1.2462, grad_norm: 2.6935 2020-08-16 04:17:37,466 - mmaction - INFO - Epoch [23][320/940] lr: 4.000e-03, eta: 8:54:30, time: 1.276, data_time: 0.005, memory: 10215, top1_acc: 0.6900, top5_acc: 0.8783, loss_cls: 1.2301, loss: 1.2301, grad_norm: 2.6773 2020-08-16 04:18:02,681 - mmaction - INFO - Epoch [23][340/940] lr: 4.000e-03, eta: 8:54:06, time: 1.263, data_time: 0.006, memory: 10215, top1_acc: 0.7088, top5_acc: 0.8920, loss_cls: 1.1535, loss: 1.1535, grad_norm: 2.5982 2020-08-16 04:18:27,703 - mmaction - INFO - Epoch [23][360/940] lr: 4.000e-03, eta: 8:53:41, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.7020, top5_acc: 0.8816, loss_cls: 1.2006, loss: 1.2006, grad_norm: 2.6804 2020-08-16 04:18:53,285 - mmaction - INFO - Epoch [23][380/940] lr: 4.000e-03, eta: 8:53:18, time: 1.281, data_time: 0.005, memory: 10215, top1_acc: 0.6928, top5_acc: 0.8809, loss_cls: 1.1995, loss: 1.1995, grad_norm: 2.6756 2020-08-16 04:19:19,327 - mmaction - INFO - Epoch [23][400/940] lr: 4.000e-03, eta: 8:52:55, time: 1.300, data_time: 0.004, memory: 10215, top1_acc: 0.6967, top5_acc: 0.8809, loss_cls: 1.2158, loss: 1.2158, grad_norm: 2.6695 2020-08-16 04:19:44,253 - mmaction - INFO - Epoch [23][420/940] lr: 4.000e-03, eta: 8:52:31, time: 1.249, data_time: 0.006, memory: 10215, top1_acc: 0.7119, top5_acc: 0.8855, loss_cls: 1.1647, loss: 1.1647, grad_norm: 2.6499 2020-08-16 04:20:08,422 - mmaction - INFO - Epoch [23][440/940] lr: 4.000e-03, eta: 8:52:05, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.6957, top5_acc: 0.8803, loss_cls: 1.2019, loss: 1.2019, grad_norm: 2.6979 2020-08-16 04:20:33,185 - mmaction - INFO - Epoch [23][460/940] lr: 4.000e-03, eta: 8:51:41, time: 1.238, data_time: 0.002, memory: 10215, top1_acc: 0.6850, top5_acc: 0.8717, loss_cls: 1.2601, loss: 1.2601, grad_norm: 2.7366 2020-08-16 04:20:58,215 - mmaction - INFO - Epoch [23][480/940] lr: 4.000e-03, eta: 8:51:17, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.6945, top5_acc: 0.8840, loss_cls: 1.2235, loss: 1.2235, grad_norm: 2.7122 2020-08-16 04:21:23,569 - mmaction - INFO - Epoch [23][500/940] lr: 4.000e-03, eta: 8:50:53, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.6918, top5_acc: 0.8793, loss_cls: 1.2241, loss: 1.2241, grad_norm: 2.7296 2020-08-16 04:21:46,824 - mmaction - INFO - Epoch [23][520/940] lr: 4.000e-03, eta: 8:50:26, time: 1.161, data_time: 0.005, memory: 10215, top1_acc: 0.6961, top5_acc: 0.8912, loss_cls: 1.1817, loss: 1.1817, grad_norm: 2.6958 2020-08-16 04:22:11,241 - mmaction - INFO - Epoch [23][540/940] lr: 4.000e-03, eta: 8:50:01, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.6975, top5_acc: 0.8832, loss_cls: 1.1965, loss: 1.1965, grad_norm: 2.6437 2020-08-16 04:22:36,320 - mmaction - INFO - Epoch [23][560/940] lr: 4.000e-03, eta: 8:49:37, time: 1.254, data_time: 0.002, memory: 10215, top1_acc: 0.6871, top5_acc: 0.8744, loss_cls: 1.2566, loss: 1.2566, grad_norm: 2.7196 2020-08-16 04:23:00,857 - mmaction - INFO - Epoch [23][580/940] lr: 4.000e-03, eta: 8:49:12, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.6965, top5_acc: 0.8834, loss_cls: 1.2080, loss: 1.2080, grad_norm: 2.6992 2020-08-16 04:23:25,613 - mmaction - INFO - Epoch [23][600/940] lr: 4.000e-03, eta: 8:48:48, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.6973, top5_acc: 0.8832, loss_cls: 1.2114, loss: 1.2114, grad_norm: 2.6833 2020-08-16 04:23:51,966 - mmaction - INFO - Epoch [23][620/940] lr: 4.000e-03, eta: 8:48:25, time: 1.318, data_time: 0.005, memory: 10215, top1_acc: 0.6977, top5_acc: 0.8805, loss_cls: 1.2328, loss: 1.2328, grad_norm: 2.6912 2020-08-16 04:24:16,470 - mmaction - INFO - Epoch [23][640/940] lr: 4.000e-03, eta: 8:48:00, time: 1.223, data_time: 0.002, memory: 10215, top1_acc: 0.6816, top5_acc: 0.8838, loss_cls: 1.2208, loss: 1.2208, grad_norm: 2.7215 2020-08-16 04:24:40,905 - mmaction - INFO - Epoch [23][660/940] lr: 4.000e-03, eta: 8:47:35, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.6992, top5_acc: 0.8768, loss_cls: 1.2161, loss: 1.2161, grad_norm: 2.7239 2020-08-16 04:25:07,755 - mmaction - INFO - Epoch [23][680/940] lr: 4.000e-03, eta: 8:47:13, time: 1.342, data_time: 0.004, memory: 10215, top1_acc: 0.6977, top5_acc: 0.8826, loss_cls: 1.2058, loss: 1.2058, grad_norm: 2.6938 2020-08-16 04:25:33,205 - mmaction - INFO - Epoch [23][700/940] lr: 4.000e-03, eta: 8:46:49, time: 1.272, data_time: 0.002, memory: 10215, top1_acc: 0.6916, top5_acc: 0.8830, loss_cls: 1.2328, loss: 1.2328, grad_norm: 2.6886 2020-08-16 04:25:56,944 - mmaction - INFO - Epoch [23][720/940] lr: 4.000e-03, eta: 8:46:24, time: 1.186, data_time: 0.004, memory: 10215, top1_acc: 0.7014, top5_acc: 0.8848, loss_cls: 1.2111, loss: 1.2111, grad_norm: 2.6431 2020-08-16 04:26:22,587 - mmaction - INFO - Epoch [23][740/940] lr: 4.000e-03, eta: 8:46:00, time: 1.283, data_time: 0.005, memory: 10215, top1_acc: 0.7045, top5_acc: 0.8867, loss_cls: 1.1817, loss: 1.1817, grad_norm: 2.6510 2020-08-16 04:26:47,278 - mmaction - INFO - Epoch [23][760/940] lr: 4.000e-03, eta: 8:45:35, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.6893, top5_acc: 0.8805, loss_cls: 1.2250, loss: 1.2250, grad_norm: 2.7516 2020-08-16 04:27:12,507 - mmaction - INFO - Epoch [23][780/940] lr: 4.000e-03, eta: 8:45:11, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.6854, top5_acc: 0.8727, loss_cls: 1.2552, loss: 1.2552, grad_norm: 2.7540 2020-08-16 04:27:36,178 - mmaction - INFO - Epoch [23][800/940] lr: 4.000e-03, eta: 8:44:46, time: 1.182, data_time: 0.004, memory: 10215, top1_acc: 0.7031, top5_acc: 0.8863, loss_cls: 1.1810, loss: 1.1810, grad_norm: 2.6791 2020-08-16 04:28:01,176 - mmaction - INFO - Epoch [23][820/940] lr: 4.000e-03, eta: 8:44:21, time: 1.251, data_time: 0.006, memory: 10215, top1_acc: 0.7004, top5_acc: 0.8820, loss_cls: 1.1913, loss: 1.1913, grad_norm: 2.6838 2020-08-16 04:28:25,374 - mmaction - INFO - Epoch [23][840/940] lr: 4.000e-03, eta: 8:43:56, time: 1.210, data_time: 0.002, memory: 10215, top1_acc: 0.6916, top5_acc: 0.8809, loss_cls: 1.2145, loss: 1.2145, grad_norm: 2.7400 2020-08-16 04:28:51,207 - mmaction - INFO - Epoch [23][860/940] lr: 4.000e-03, eta: 8:43:33, time: 1.291, data_time: 0.002, memory: 10215, top1_acc: 0.7045, top5_acc: 0.8898, loss_cls: 1.1592, loss: 1.1592, grad_norm: 2.6774 2020-08-16 04:29:15,098 - mmaction - INFO - Epoch [23][880/940] lr: 4.000e-03, eta: 8:43:07, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.6875, top5_acc: 0.8830, loss_cls: 1.2141, loss: 1.2141, grad_norm: 2.7432 2020-08-16 04:29:42,075 - mmaction - INFO - Epoch [23][900/940] lr: 4.000e-03, eta: 8:42:45, time: 1.350, data_time: 0.005, memory: 10215, top1_acc: 0.6939, top5_acc: 0.8766, loss_cls: 1.2293, loss: 1.2293, grad_norm: 2.7543 2020-08-16 04:30:06,368 - mmaction - INFO - Epoch [23][920/940] lr: 4.000e-03, eta: 8:42:20, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.7096, top5_acc: 0.8887, loss_cls: 1.1536, loss: 1.1536, grad_norm: 2.6447 2020-08-16 04:30:29,277 - mmaction - INFO - Epoch [23][940/940] lr: 4.000e-03, eta: 8:41:53, time: 1.145, data_time: 0.002, memory: 10215, top1_acc: 0.6851, top5_acc: 0.8768, loss_cls: 1.2467, loss: 1.2467, grad_norm: 2.7763 2020-08-16 04:30:29,504 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-08-16 04:30:58,947 - mmaction - INFO - Epoch [24][20/940] lr: 4.000e-03, eta: 8:41:33, time: 1.404, data_time: 0.333, memory: 10215, top1_acc: 0.7082, top5_acc: 0.8924, loss_cls: 1.1340, loss: 1.1340, grad_norm: 2.6180 2020-08-16 04:31:22,813 - mmaction - INFO - Epoch [24][40/940] lr: 4.000e-03, eta: 8:41:07, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.7070, top5_acc: 0.8857, loss_cls: 1.1868, loss: 1.1868, grad_norm: 2.6653 2020-08-16 04:31:47,958 - mmaction - INFO - Epoch [24][60/940] lr: 4.000e-03, eta: 8:40:43, time: 1.259, data_time: 0.006, memory: 10215, top1_acc: 0.7045, top5_acc: 0.8898, loss_cls: 1.1807, loss: 1.1807, grad_norm: 2.6885 2020-08-16 04:32:12,459 - mmaction - INFO - Epoch [24][80/940] lr: 4.000e-03, eta: 8:40:18, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.7068, top5_acc: 0.8896, loss_cls: 1.1773, loss: 1.1773, grad_norm: 2.6483 2020-08-16 04:32:36,497 - mmaction - INFO - Epoch [24][100/940] lr: 4.000e-03, eta: 8:39:53, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.6914, top5_acc: 0.8795, loss_cls: 1.2079, loss: 1.2079, grad_norm: 2.7259 2020-08-16 04:33:01,769 - mmaction - INFO - Epoch [24][120/940] lr: 4.000e-03, eta: 8:39:29, time: 1.263, data_time: 0.002, memory: 10215, top1_acc: 0.7027, top5_acc: 0.8889, loss_cls: 1.1762, loss: 1.1762, grad_norm: 2.7055 2020-08-16 04:33:25,705 - mmaction - INFO - Epoch [24][140/940] lr: 4.000e-03, eta: 8:39:03, time: 1.194, data_time: 0.004, memory: 10215, top1_acc: 0.7051, top5_acc: 0.8889, loss_cls: 1.1571, loss: 1.1571, grad_norm: 2.6988 2020-08-16 04:33:49,995 - mmaction - INFO - Epoch [24][160/940] lr: 4.000e-03, eta: 8:38:38, time: 1.217, data_time: 0.006, memory: 10215, top1_acc: 0.7006, top5_acc: 0.8908, loss_cls: 1.1656, loss: 1.1656, grad_norm: 2.6802 2020-08-16 04:34:15,436 - mmaction - INFO - Epoch [24][180/940] lr: 4.000e-03, eta: 8:38:14, time: 1.271, data_time: 0.005, memory: 10215, top1_acc: 0.6961, top5_acc: 0.8820, loss_cls: 1.2062, loss: 1.2062, grad_norm: 2.7357 2020-08-16 04:34:39,029 - mmaction - INFO - Epoch [24][200/940] lr: 4.000e-03, eta: 8:37:48, time: 1.180, data_time: 0.004, memory: 10215, top1_acc: 0.6971, top5_acc: 0.8832, loss_cls: 1.1964, loss: 1.1964, grad_norm: 2.7664 2020-08-16 04:35:03,068 - mmaction - INFO - Epoch [24][220/940] lr: 4.000e-03, eta: 8:37:23, time: 1.202, data_time: 0.004, memory: 10215, top1_acc: 0.6934, top5_acc: 0.8869, loss_cls: 1.1919, loss: 1.1919, grad_norm: 2.6961 2020-08-16 04:35:26,979 - mmaction - INFO - Epoch [24][240/940] lr: 4.000e-03, eta: 8:36:57, time: 1.196, data_time: 0.003, memory: 10215, top1_acc: 0.6990, top5_acc: 0.8873, loss_cls: 1.2020, loss: 1.2020, grad_norm: 2.7205 2020-08-16 04:35:51,425 - mmaction - INFO - Epoch [24][260/940] lr: 4.000e-03, eta: 8:36:32, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7018, top5_acc: 0.8832, loss_cls: 1.2085, loss: 1.2085, grad_norm: 2.7381 2020-08-16 04:36:16,217 - mmaction - INFO - Epoch [24][280/940] lr: 4.000e-03, eta: 8:36:08, time: 1.242, data_time: 0.006, memory: 10215, top1_acc: 0.6977, top5_acc: 0.8834, loss_cls: 1.1948, loss: 1.1948, grad_norm: 2.7182 2020-08-16 04:36:42,538 - mmaction - INFO - Epoch [24][300/940] lr: 4.000e-03, eta: 8:35:45, time: 1.315, data_time: 0.004, memory: 10215, top1_acc: 0.7031, top5_acc: 0.8840, loss_cls: 1.2004, loss: 1.2004, grad_norm: 2.7441 2020-08-16 04:37:06,446 - mmaction - INFO - Epoch [24][320/940] lr: 4.000e-03, eta: 8:35:19, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7104, top5_acc: 0.8865, loss_cls: 1.1490, loss: 1.1490, grad_norm: 2.6730 2020-08-16 04:37:31,854 - mmaction - INFO - Epoch [24][340/940] lr: 4.000e-03, eta: 8:34:55, time: 1.268, data_time: 0.005, memory: 10215, top1_acc: 0.7096, top5_acc: 0.8924, loss_cls: 1.1832, loss: 1.1832, grad_norm: 2.7177 2020-08-16 04:37:55,860 - mmaction - INFO - Epoch [24][360/940] lr: 4.000e-03, eta: 8:34:30, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.6977, top5_acc: 0.8779, loss_cls: 1.2016, loss: 1.2016, grad_norm: 2.7282 2020-08-16 04:38:20,604 - mmaction - INFO - Epoch [24][380/940] lr: 4.000e-03, eta: 8:34:05, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.6990, top5_acc: 0.8883, loss_cls: 1.1850, loss: 1.1850, grad_norm: 2.7396 2020-08-16 04:38:45,353 - mmaction - INFO - Epoch [24][400/940] lr: 4.000e-03, eta: 8:33:41, time: 1.237, data_time: 0.002, memory: 10215, top1_acc: 0.7066, top5_acc: 0.8883, loss_cls: 1.1558, loss: 1.1558, grad_norm: 2.6671 2020-08-16 04:39:11,071 - mmaction - INFO - Epoch [24][420/940] lr: 4.000e-03, eta: 8:33:17, time: 1.283, data_time: 0.005, memory: 10215, top1_acc: 0.7025, top5_acc: 0.8832, loss_cls: 1.2047, loss: 1.2047, grad_norm: 2.7397 2020-08-16 04:39:33,981 - mmaction - INFO - Epoch [24][440/940] lr: 4.000e-03, eta: 8:32:51, time: 1.148, data_time: 0.007, memory: 10215, top1_acc: 0.6951, top5_acc: 0.8791, loss_cls: 1.2263, loss: 1.2263, grad_norm: 2.7698 2020-08-16 04:39:59,240 - mmaction - INFO - Epoch [24][460/940] lr: 4.000e-03, eta: 8:32:27, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7004, top5_acc: 0.8881, loss_cls: 1.1901, loss: 1.1901, grad_norm: 2.6960 2020-08-16 04:40:24,938 - mmaction - INFO - Epoch [24][480/940] lr: 4.000e-03, eta: 8:32:03, time: 1.287, data_time: 0.006, memory: 10215, top1_acc: 0.6961, top5_acc: 0.8918, loss_cls: 1.1796, loss: 1.1796, grad_norm: 2.7553 2020-08-16 04:40:48,402 - mmaction - INFO - Epoch [24][500/940] lr: 4.000e-03, eta: 8:31:37, time: 1.171, data_time: 0.005, memory: 10215, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1894, loss: 1.1894, grad_norm: 2.7175 2020-08-16 04:41:14,132 - mmaction - INFO - Epoch [24][520/940] lr: 4.000e-03, eta: 8:31:14, time: 1.288, data_time: 0.006, memory: 10215, top1_acc: 0.7012, top5_acc: 0.8797, loss_cls: 1.1957, loss: 1.1957, grad_norm: 2.7100 2020-08-16 04:41:38,578 - mmaction - INFO - Epoch [24][540/940] lr: 4.000e-03, eta: 8:30:49, time: 1.221, data_time: 0.006, memory: 10215, top1_acc: 0.7105, top5_acc: 0.8953, loss_cls: 1.1414, loss: 1.1414, grad_norm: 2.6870 2020-08-16 04:42:03,735 - mmaction - INFO - Epoch [24][560/940] lr: 4.000e-03, eta: 8:30:25, time: 1.259, data_time: 0.006, memory: 10215, top1_acc: 0.7072, top5_acc: 0.8852, loss_cls: 1.1715, loss: 1.1715, grad_norm: 2.7067 2020-08-16 04:42:27,115 - mmaction - INFO - Epoch [24][580/940] lr: 4.000e-03, eta: 8:29:58, time: 1.169, data_time: 0.002, memory: 10215, top1_acc: 0.6908, top5_acc: 0.8912, loss_cls: 1.2176, loss: 1.2176, grad_norm: 2.7894 2020-08-16 04:42:51,723 - mmaction - INFO - Epoch [24][600/940] lr: 4.000e-03, eta: 8:29:34, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.7041, top5_acc: 0.8846, loss_cls: 1.1895, loss: 1.1895, grad_norm: 2.7414 2020-08-16 04:43:16,731 - mmaction - INFO - Epoch [24][620/940] lr: 4.000e-03, eta: 8:29:09, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.6996, top5_acc: 0.8846, loss_cls: 1.1842, loss: 1.1842, grad_norm: 2.7277 2020-08-16 04:43:41,605 - mmaction - INFO - Epoch [24][640/940] lr: 4.000e-03, eta: 8:28:45, time: 1.244, data_time: 0.002, memory: 10215, top1_acc: 0.6975, top5_acc: 0.8842, loss_cls: 1.1969, loss: 1.1969, grad_norm: 2.7274 2020-08-16 04:44:07,199 - mmaction - INFO - Epoch [24][660/940] lr: 4.000e-03, eta: 8:28:21, time: 1.278, data_time: 0.004, memory: 10215, top1_acc: 0.7012, top5_acc: 0.8879, loss_cls: 1.1727, loss: 1.1727, grad_norm: 2.7216 2020-08-16 04:44:30,921 - mmaction - INFO - Epoch [24][680/940] lr: 4.000e-03, eta: 8:27:55, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.6996, top5_acc: 0.8830, loss_cls: 1.2102, loss: 1.2102, grad_norm: 2.7296 2020-08-16 04:44:55,219 - mmaction - INFO - Epoch [24][700/940] lr: 4.000e-03, eta: 8:27:30, time: 1.215, data_time: 0.002, memory: 10215, top1_acc: 0.6982, top5_acc: 0.8836, loss_cls: 1.1862, loss: 1.1862, grad_norm: 2.7375 2020-08-16 04:45:21,073 - mmaction - INFO - Epoch [24][720/940] lr: 4.000e-03, eta: 8:27:07, time: 1.291, data_time: 0.005, memory: 10215, top1_acc: 0.7047, top5_acc: 0.8885, loss_cls: 1.1860, loss: 1.1860, grad_norm: 2.7477 2020-08-16 04:45:44,166 - mmaction - INFO - Epoch [24][740/940] lr: 4.000e-03, eta: 8:26:41, time: 1.156, data_time: 0.005, memory: 10215, top1_acc: 0.7047, top5_acc: 0.8939, loss_cls: 1.1646, loss: 1.1646, grad_norm: 2.7166 2020-08-16 04:46:09,739 - mmaction - INFO - Epoch [24][760/940] lr: 4.000e-03, eta: 8:26:17, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.7004, top5_acc: 0.8863, loss_cls: 1.1903, loss: 1.1903, grad_norm: 2.7524 2020-08-16 04:46:35,731 - mmaction - INFO - Epoch [24][780/940] lr: 4.000e-03, eta: 8:25:54, time: 1.302, data_time: 0.005, memory: 10215, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1895, loss: 1.1895, grad_norm: 2.7787 2020-08-16 04:47:01,339 - mmaction - INFO - Epoch [24][800/940] lr: 4.000e-03, eta: 8:25:30, time: 1.279, data_time: 0.006, memory: 10215, top1_acc: 0.7010, top5_acc: 0.8793, loss_cls: 1.2069, loss: 1.2069, grad_norm: 2.7265 2020-08-16 04:47:24,482 - mmaction - INFO - Epoch [24][820/940] lr: 4.000e-03, eta: 8:25:04, time: 1.159, data_time: 0.005, memory: 10215, top1_acc: 0.7068, top5_acc: 0.8887, loss_cls: 1.1737, loss: 1.1737, grad_norm: 2.7576 2020-08-16 04:47:48,850 - mmaction - INFO - Epoch [24][840/940] lr: 4.000e-03, eta: 8:24:39, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7059, top5_acc: 0.8844, loss_cls: 1.1889, loss: 1.1889, grad_norm: 2.7782 2020-08-16 04:48:13,834 - mmaction - INFO - Epoch [24][860/940] lr: 4.000e-03, eta: 8:24:14, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.7055, top5_acc: 0.8883, loss_cls: 1.1704, loss: 1.1704, grad_norm: 2.7376 2020-08-16 04:48:39,379 - mmaction - INFO - Epoch [24][880/940] lr: 4.000e-03, eta: 8:23:51, time: 1.275, data_time: 0.004, memory: 10215, top1_acc: 0.6982, top5_acc: 0.8842, loss_cls: 1.1901, loss: 1.1901, grad_norm: 2.7734 2020-08-16 04:49:05,152 - mmaction - INFO - Epoch [24][900/940] lr: 4.000e-03, eta: 8:23:27, time: 1.290, data_time: 0.005, memory: 10215, top1_acc: 0.7029, top5_acc: 0.8824, loss_cls: 1.2067, loss: 1.2067, grad_norm: 2.7886 2020-08-16 04:49:29,359 - mmaction - INFO - Epoch [24][920/940] lr: 4.000e-03, eta: 8:23:02, time: 1.210, data_time: 0.006, memory: 10215, top1_acc: 0.7082, top5_acc: 0.8830, loss_cls: 1.1790, loss: 1.1790, grad_norm: 2.7430 2020-08-16 04:49:53,483 - mmaction - INFO - Epoch [24][940/940] lr: 4.000e-03, eta: 8:22:37, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.6993, top5_acc: 0.8835, loss_cls: 1.2231, loss: 1.2231, grad_norm: 2.8060 2020-08-16 04:49:53,700 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-08-16 04:50:24,090 - mmaction - INFO - Epoch [25][20/940] lr: 4.000e-03, eta: 8:22:18, time: 1.497, data_time: 0.393, memory: 10215, top1_acc: 0.6951, top5_acc: 0.8895, loss_cls: 1.1638, loss: 1.1638, grad_norm: 2.7216 2020-08-16 04:50:47,525 - mmaction - INFO - Epoch [25][40/940] lr: 4.000e-03, eta: 8:21:52, time: 1.174, data_time: 0.006, memory: 10215, top1_acc: 0.7010, top5_acc: 0.8852, loss_cls: 1.1967, loss: 1.1967, grad_norm: 2.7756 2020-08-16 04:51:11,684 - mmaction - INFO - Epoch [25][60/940] lr: 4.000e-03, eta: 8:21:26, time: 1.206, data_time: 0.005, memory: 10215, top1_acc: 0.6994, top5_acc: 0.8854, loss_cls: 1.1658, loss: 1.1658, grad_norm: 2.7012 2020-08-16 04:51:38,377 - mmaction - INFO - Epoch [25][80/940] lr: 4.000e-03, eta: 8:21:04, time: 1.335, data_time: 0.005, memory: 10215, top1_acc: 0.7152, top5_acc: 0.8969, loss_cls: 1.1293, loss: 1.1293, grad_norm: 2.7071 2020-08-16 04:52:03,020 - mmaction - INFO - Epoch [25][100/940] lr: 4.000e-03, eta: 8:20:39, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.7025, top5_acc: 0.8896, loss_cls: 1.1679, loss: 1.1679, grad_norm: 2.7891 2020-08-16 04:52:28,737 - mmaction - INFO - Epoch [25][120/940] lr: 4.000e-03, eta: 8:20:16, time: 1.286, data_time: 0.002, memory: 10215, top1_acc: 0.7090, top5_acc: 0.8904, loss_cls: 1.1579, loss: 1.1579, grad_norm: 2.7742 2020-08-16 04:52:52,801 - mmaction - INFO - Epoch [25][140/940] lr: 4.000e-03, eta: 8:19:50, time: 1.202, data_time: 0.005, memory: 10215, top1_acc: 0.7168, top5_acc: 0.8918, loss_cls: 1.1461, loss: 1.1461, grad_norm: 2.7567 2020-08-16 04:53:16,696 - mmaction - INFO - Epoch [25][160/940] lr: 4.000e-03, eta: 8:19:25, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.7152, top5_acc: 0.8930, loss_cls: 1.1385, loss: 1.1385, grad_norm: 2.6980 2020-08-16 04:53:41,771 - mmaction - INFO - Epoch [25][180/940] lr: 4.000e-03, eta: 8:19:00, time: 1.251, data_time: 0.004, memory: 10215, top1_acc: 0.7102, top5_acc: 0.8834, loss_cls: 1.1808, loss: 1.1808, grad_norm: 2.7405 2020-08-16 04:54:06,328 - mmaction - INFO - Epoch [25][200/940] lr: 4.000e-03, eta: 8:18:36, time: 1.231, data_time: 0.006, memory: 10215, top1_acc: 0.7029, top5_acc: 0.8941, loss_cls: 1.1740, loss: 1.1740, grad_norm: 2.7940 2020-08-16 04:54:30,901 - mmaction - INFO - Epoch [25][220/940] lr: 4.000e-03, eta: 8:18:11, time: 1.227, data_time: 0.004, memory: 10215, top1_acc: 0.7061, top5_acc: 0.8900, loss_cls: 1.1538, loss: 1.1538, grad_norm: 2.7235 2020-08-16 04:54:56,119 - mmaction - INFO - Epoch [25][240/940] lr: 4.000e-03, eta: 8:17:47, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.7053, top5_acc: 0.8854, loss_cls: 1.1848, loss: 1.1848, grad_norm: 2.7451 2020-08-16 04:55:21,370 - mmaction - INFO - Epoch [25][260/940] lr: 4.000e-03, eta: 8:17:23, time: 1.261, data_time: 0.004, memory: 10215, top1_acc: 0.7043, top5_acc: 0.8918, loss_cls: 1.1754, loss: 1.1754, grad_norm: 2.7550 2020-08-16 04:55:45,488 - mmaction - INFO - Epoch [25][280/940] lr: 4.000e-03, eta: 8:16:57, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.6971, top5_acc: 0.8930, loss_cls: 1.1640, loss: 1.1640, grad_norm: 2.7992 2020-08-16 04:56:10,848 - mmaction - INFO - Epoch [25][300/940] lr: 4.000e-03, eta: 8:16:33, time: 1.265, data_time: 0.005, memory: 10215, top1_acc: 0.6971, top5_acc: 0.8842, loss_cls: 1.1900, loss: 1.1900, grad_norm: 2.7717 2020-08-16 04:56:34,563 - mmaction - INFO - Epoch [25][320/940] lr: 4.000e-03, eta: 8:16:08, time: 1.189, data_time: 0.006, memory: 10215, top1_acc: 0.7123, top5_acc: 0.8959, loss_cls: 1.1308, loss: 1.1308, grad_norm: 2.7008 2020-08-16 04:56:59,579 - mmaction - INFO - Epoch [25][340/940] lr: 4.000e-03, eta: 8:15:43, time: 1.249, data_time: 0.004, memory: 10215, top1_acc: 0.6969, top5_acc: 0.8900, loss_cls: 1.1777, loss: 1.1777, grad_norm: 2.7668 2020-08-16 04:57:24,617 - mmaction - INFO - Epoch [25][360/940] lr: 4.000e-03, eta: 8:15:19, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.6986, top5_acc: 0.8895, loss_cls: 1.1655, loss: 1.1655, grad_norm: 2.7489 2020-08-16 04:57:48,727 - mmaction - INFO - Epoch [25][380/940] lr: 4.000e-03, eta: 8:14:54, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.7055, top5_acc: 0.8879, loss_cls: 1.1737, loss: 1.1737, grad_norm: 2.7539 2020-08-16 04:58:13,772 - mmaction - INFO - Epoch [25][400/940] lr: 4.000e-03, eta: 8:14:29, time: 1.254, data_time: 0.006, memory: 10215, top1_acc: 0.7006, top5_acc: 0.8885, loss_cls: 1.1862, loss: 1.1862, grad_norm: 2.7758 2020-08-16 04:58:38,940 - mmaction - INFO - Epoch [25][420/940] lr: 4.000e-03, eta: 8:14:05, time: 1.257, data_time: 0.004, memory: 10215, top1_acc: 0.6984, top5_acc: 0.8807, loss_cls: 1.1984, loss: 1.1984, grad_norm: 2.7801 2020-08-16 04:59:04,450 - mmaction - INFO - Epoch [25][440/940] lr: 4.000e-03, eta: 8:13:41, time: 1.274, data_time: 0.005, memory: 10215, top1_acc: 0.7070, top5_acc: 0.8896, loss_cls: 1.1537, loss: 1.1537, grad_norm: 2.7408 2020-08-16 04:59:29,689 - mmaction - INFO - Epoch [25][460/940] lr: 4.000e-03, eta: 8:13:17, time: 1.263, data_time: 0.008, memory: 10215, top1_acc: 0.7148, top5_acc: 0.8869, loss_cls: 1.1612, loss: 1.1612, grad_norm: 2.7380 2020-08-16 04:59:54,074 - mmaction - INFO - Epoch [25][480/940] lr: 4.000e-03, eta: 8:12:52, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1854, loss: 1.1854, grad_norm: 2.7545 2020-08-16 05:00:19,616 - mmaction - INFO - Epoch [25][500/940] lr: 4.000e-03, eta: 8:12:28, time: 1.269, data_time: 0.004, memory: 10215, top1_acc: 0.7033, top5_acc: 0.8855, loss_cls: 1.1622, loss: 1.1622, grad_norm: 2.7586 2020-08-16 05:00:44,108 - mmaction - INFO - Epoch [25][520/940] lr: 4.000e-03, eta: 8:12:04, time: 1.232, data_time: 0.012, memory: 10215, top1_acc: 0.7137, top5_acc: 0.8955, loss_cls: 1.1357, loss: 1.1357, grad_norm: 2.7406 2020-08-16 05:01:09,548 - mmaction - INFO - Epoch [25][540/940] lr: 4.000e-03, eta: 8:11:40, time: 1.271, data_time: 0.006, memory: 10215, top1_acc: 0.7068, top5_acc: 0.8914, loss_cls: 1.1511, loss: 1.1511, grad_norm: 2.7510 2020-08-16 05:01:33,880 - mmaction - INFO - Epoch [25][560/940] lr: 4.000e-03, eta: 8:11:15, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.7053, top5_acc: 0.8873, loss_cls: 1.2029, loss: 1.2029, grad_norm: 2.7742 2020-08-16 05:01:57,781 - mmaction - INFO - Epoch [25][580/940] lr: 4.000e-03, eta: 8:10:49, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.6980, top5_acc: 0.8865, loss_cls: 1.1862, loss: 1.1862, grad_norm: 2.7521 2020-08-16 05:02:23,719 - mmaction - INFO - Epoch [25][600/940] lr: 4.000e-03, eta: 8:10:26, time: 1.298, data_time: 0.005, memory: 10215, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1784, loss: 1.1784, grad_norm: 2.8014 2020-08-16 05:02:47,934 - mmaction - INFO - Epoch [25][620/940] lr: 4.000e-03, eta: 8:10:01, time: 1.209, data_time: 0.006, memory: 10215, top1_acc: 0.6904, top5_acc: 0.8809, loss_cls: 1.2219, loss: 1.2219, grad_norm: 2.8223 2020-08-16 05:03:14,149 - mmaction - INFO - Epoch [25][640/940] lr: 4.000e-03, eta: 8:09:37, time: 1.312, data_time: 0.005, memory: 10215, top1_acc: 0.7146, top5_acc: 0.8951, loss_cls: 1.1506, loss: 1.1506, grad_norm: 2.7717 2020-08-16 05:03:39,859 - mmaction - INFO - Epoch [25][660/940] lr: 4.000e-03, eta: 8:09:14, time: 1.284, data_time: 0.005, memory: 10215, top1_acc: 0.7027, top5_acc: 0.8842, loss_cls: 1.1966, loss: 1.1966, grad_norm: 2.7784 2020-08-16 05:04:03,731 - mmaction - INFO - Epoch [25][680/940] lr: 4.000e-03, eta: 8:08:48, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7021, top5_acc: 0.8824, loss_cls: 1.1582, loss: 1.1582, grad_norm: 2.7288 2020-08-16 05:04:27,956 - mmaction - INFO - Epoch [25][700/940] lr: 4.000e-03, eta: 8:08:23, time: 1.210, data_time: 0.004, memory: 10215, top1_acc: 0.6936, top5_acc: 0.8820, loss_cls: 1.2030, loss: 1.2030, grad_norm: 2.8194 2020-08-16 05:04:54,585 - mmaction - INFO - Epoch [25][720/940] lr: 4.000e-03, eta: 8:08:00, time: 1.333, data_time: 0.005, memory: 10215, top1_acc: 0.7049, top5_acc: 0.8939, loss_cls: 1.1592, loss: 1.1592, grad_norm: 2.7847 2020-08-16 05:05:18,027 - mmaction - INFO - Epoch [25][740/940] lr: 4.000e-03, eta: 8:07:34, time: 1.172, data_time: 0.002, memory: 10215, top1_acc: 0.7119, top5_acc: 0.8926, loss_cls: 1.1430, loss: 1.1430, grad_norm: 2.7444 2020-08-16 05:05:43,122 - mmaction - INFO - Epoch [25][760/940] lr: 4.000e-03, eta: 8:07:10, time: 1.253, data_time: 0.005, memory: 10215, top1_acc: 0.7041, top5_acc: 0.8936, loss_cls: 1.1629, loss: 1.1629, grad_norm: 2.7759 2020-08-16 05:06:07,812 - mmaction - INFO - Epoch [25][780/940] lr: 4.000e-03, eta: 8:06:46, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.6984, top5_acc: 0.8877, loss_cls: 1.1825, loss: 1.1825, grad_norm: 2.7603 2020-08-16 05:06:32,982 - mmaction - INFO - Epoch [25][800/940] lr: 4.000e-03, eta: 8:06:21, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.8928, loss_cls: 1.1438, loss: 1.1438, grad_norm: 2.7183 2020-08-16 05:06:58,217 - mmaction - INFO - Epoch [25][820/940] lr: 4.000e-03, eta: 8:05:57, time: 1.264, data_time: 0.006, memory: 10215, top1_acc: 0.7008, top5_acc: 0.8963, loss_cls: 1.1600, loss: 1.1600, grad_norm: 2.8024 2020-08-16 05:07:23,319 - mmaction - INFO - Epoch [25][840/940] lr: 4.000e-03, eta: 8:05:33, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.7033, top5_acc: 0.8850, loss_cls: 1.1987, loss: 1.1987, grad_norm: 2.8107 2020-08-16 05:07:48,214 - mmaction - INFO - Epoch [25][860/940] lr: 4.000e-03, eta: 8:05:08, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7041, top5_acc: 0.8873, loss_cls: 1.1737, loss: 1.1737, grad_norm: 2.7568 2020-08-16 05:08:12,011 - mmaction - INFO - Epoch [25][880/940] lr: 4.000e-03, eta: 8:04:43, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.7037, top5_acc: 0.8865, loss_cls: 1.1745, loss: 1.1745, grad_norm: 2.7956 2020-08-16 05:08:37,802 - mmaction - INFO - Epoch [25][900/940] lr: 4.000e-03, eta: 8:04:19, time: 1.291, data_time: 0.006, memory: 10215, top1_acc: 0.7141, top5_acc: 0.8920, loss_cls: 1.1441, loss: 1.1441, grad_norm: 2.7701 2020-08-16 05:09:03,785 - mmaction - INFO - Epoch [25][920/940] lr: 4.000e-03, eta: 8:03:56, time: 1.299, data_time: 0.002, memory: 10215, top1_acc: 0.6922, top5_acc: 0.8846, loss_cls: 1.2059, loss: 1.2059, grad_norm: 2.8162 2020-08-16 05:09:28,576 - mmaction - INFO - Epoch [25][940/940] lr: 4.000e-03, eta: 8:03:31, time: 1.238, data_time: 0.005, memory: 10215, top1_acc: 0.6950, top5_acc: 0.8811, loss_cls: 1.2207, loss: 1.2207, grad_norm: 2.8284 2020-08-16 05:09:28,910 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-08-16 05:09:57,999 - mmaction - INFO - Epoch [26][20/940] lr: 4.000e-03, eta: 8:03:10, time: 1.392, data_time: 0.426, memory: 10215, top1_acc: 0.7014, top5_acc: 0.8859, loss_cls: 1.1693, loss: 1.1693, grad_norm: 2.7526 2020-08-16 05:10:23,360 - mmaction - INFO - Epoch [26][40/940] lr: 4.000e-03, eta: 8:02:46, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.7145, top5_acc: 0.8904, loss_cls: 1.1378, loss: 1.1378, grad_norm: 2.7137 2020-08-16 05:10:48,142 - mmaction - INFO - Epoch [26][60/940] lr: 4.000e-03, eta: 8:02:21, time: 1.242, data_time: 0.006, memory: 10215, top1_acc: 0.6994, top5_acc: 0.8855, loss_cls: 1.2011, loss: 1.2011, grad_norm: 2.8252 2020-08-16 05:11:12,043 - mmaction - INFO - Epoch [26][80/940] lr: 4.000e-03, eta: 8:01:56, time: 1.193, data_time: 0.004, memory: 10215, top1_acc: 0.7125, top5_acc: 0.8971, loss_cls: 1.1199, loss: 1.1199, grad_norm: 2.7582 2020-08-16 05:11:38,607 - mmaction - INFO - Epoch [26][100/940] lr: 4.000e-03, eta: 8:01:33, time: 1.330, data_time: 0.005, memory: 10215, top1_acc: 0.7006, top5_acc: 0.8885, loss_cls: 1.1710, loss: 1.1710, grad_norm: 2.8234 2020-08-16 05:12:03,433 - mmaction - INFO - Epoch [26][120/940] lr: 4.000e-03, eta: 8:01:08, time: 1.240, data_time: 0.005, memory: 10215, top1_acc: 0.7092, top5_acc: 0.8914, loss_cls: 1.1609, loss: 1.1609, grad_norm: 2.7713 2020-08-16 05:12:27,167 - mmaction - INFO - Epoch [26][140/940] lr: 4.000e-03, eta: 8:00:43, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.7170, top5_acc: 0.8902, loss_cls: 1.1445, loss: 1.1445, grad_norm: 2.7893 2020-08-16 05:12:51,317 - mmaction - INFO - Epoch [26][160/940] lr: 4.000e-03, eta: 8:00:17, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.6975, top5_acc: 0.8848, loss_cls: 1.1914, loss: 1.1914, grad_norm: 2.7997 2020-08-16 05:13:16,485 - mmaction - INFO - Epoch [26][180/940] lr: 4.000e-03, eta: 7:59:53, time: 1.261, data_time: 0.006, memory: 10215, top1_acc: 0.7131, top5_acc: 0.8896, loss_cls: 1.1227, loss: 1.1227, grad_norm: 2.6994 2020-08-16 05:13:40,966 - mmaction - INFO - Epoch [26][200/940] lr: 4.000e-03, eta: 7:59:28, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.7154, top5_acc: 0.8918, loss_cls: 1.1344, loss: 1.1344, grad_norm: 2.7292 2020-08-16 05:14:05,533 - mmaction - INFO - Epoch [26][220/940] lr: 4.000e-03, eta: 7:59:03, time: 1.232, data_time: 0.007, memory: 10215, top1_acc: 0.7053, top5_acc: 0.8865, loss_cls: 1.1802, loss: 1.1802, grad_norm: 2.7994 2020-08-16 05:14:31,068 - mmaction - INFO - Epoch [26][240/940] lr: 4.000e-03, eta: 7:58:39, time: 1.275, data_time: 0.004, memory: 10215, top1_acc: 0.7111, top5_acc: 0.8926, loss_cls: 1.1493, loss: 1.1493, grad_norm: 2.7935 2020-08-16 05:14:55,011 - mmaction - INFO - Epoch [26][260/940] lr: 4.000e-03, eta: 7:58:14, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.7035, top5_acc: 0.8881, loss_cls: 1.1809, loss: 1.1809, grad_norm: 2.8378 2020-08-16 05:15:20,207 - mmaction - INFO - Epoch [26][280/940] lr: 4.000e-03, eta: 7:57:50, time: 1.259, data_time: 0.005, memory: 10215, top1_acc: 0.7121, top5_acc: 0.8904, loss_cls: 1.1531, loss: 1.1531, grad_norm: 2.7680 2020-08-16 05:15:44,577 - mmaction - INFO - Epoch [26][300/940] lr: 4.000e-03, eta: 7:57:25, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7045, top5_acc: 0.8904, loss_cls: 1.1536, loss: 1.1536, grad_norm: 2.7857 2020-08-16 05:16:10,453 - mmaction - INFO - Epoch [26][320/940] lr: 4.000e-03, eta: 7:57:01, time: 1.292, data_time: 0.006, memory: 10215, top1_acc: 0.7004, top5_acc: 0.8928, loss_cls: 1.1460, loss: 1.1460, grad_norm: 2.7935 2020-08-16 05:16:35,133 - mmaction - INFO - Epoch [26][340/940] lr: 4.000e-03, eta: 7:56:37, time: 1.236, data_time: 0.006, memory: 10215, top1_acc: 0.7072, top5_acc: 0.8885, loss_cls: 1.1434, loss: 1.1434, grad_norm: 2.8058 2020-08-16 05:16:58,534 - mmaction - INFO - Epoch [26][360/940] lr: 4.000e-03, eta: 7:56:11, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1531, loss: 1.1531, grad_norm: 2.7865 2020-08-16 05:17:24,045 - mmaction - INFO - Epoch [26][380/940] lr: 4.000e-03, eta: 7:55:47, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.7086, top5_acc: 0.8885, loss_cls: 1.1603, loss: 1.1603, grad_norm: 2.7793 2020-08-16 05:17:50,344 - mmaction - INFO - Epoch [26][400/940] lr: 4.000e-03, eta: 7:55:24, time: 1.314, data_time: 0.006, memory: 10215, top1_acc: 0.7033, top5_acc: 0.8916, loss_cls: 1.1558, loss: 1.1558, grad_norm: 2.8103 2020-08-16 05:18:14,488 - mmaction - INFO - Epoch [26][420/940] lr: 4.000e-03, eta: 7:54:58, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.7076, top5_acc: 0.8889, loss_cls: 1.1682, loss: 1.1682, grad_norm: 2.8325 2020-08-16 05:18:39,335 - mmaction - INFO - Epoch [26][440/940] lr: 4.000e-03, eta: 7:54:34, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.7139, top5_acc: 0.8910, loss_cls: 1.1288, loss: 1.1288, grad_norm: 2.7555 2020-08-16 05:19:03,944 - mmaction - INFO - Epoch [26][460/940] lr: 4.000e-03, eta: 7:54:09, time: 1.232, data_time: 0.005, memory: 10215, top1_acc: 0.7117, top5_acc: 0.8996, loss_cls: 1.1255, loss: 1.1255, grad_norm: 2.7887 2020-08-16 05:19:28,748 - mmaction - INFO - Epoch [26][480/940] lr: 4.000e-03, eta: 7:53:44, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.7107, top5_acc: 0.8891, loss_cls: 1.1438, loss: 1.1438, grad_norm: 2.8078 2020-08-16 05:19:52,449 - mmaction - INFO - Epoch [26][500/940] lr: 4.000e-03, eta: 7:53:19, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.8941, loss_cls: 1.1300, loss: 1.1300, grad_norm: 2.7753 2020-08-16 05:20:18,524 - mmaction - INFO - Epoch [26][520/940] lr: 4.000e-03, eta: 7:52:55, time: 1.303, data_time: 0.004, memory: 10215, top1_acc: 0.7037, top5_acc: 0.8871, loss_cls: 1.1741, loss: 1.1741, grad_norm: 2.8124 2020-08-16 05:20:42,735 - mmaction - INFO - Epoch [26][540/940] lr: 4.000e-03, eta: 7:52:30, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.7004, top5_acc: 0.8955, loss_cls: 1.1514, loss: 1.1514, grad_norm: 2.8270 2020-08-16 05:21:08,689 - mmaction - INFO - Epoch [26][560/940] lr: 4.000e-03, eta: 7:52:07, time: 1.294, data_time: 0.006, memory: 10215, top1_acc: 0.7139, top5_acc: 0.8934, loss_cls: 1.1523, loss: 1.1523, grad_norm: 2.8436 2020-08-16 05:21:33,975 - mmaction - INFO - Epoch [26][580/940] lr: 4.000e-03, eta: 7:51:43, time: 1.267, data_time: 0.007, memory: 10215, top1_acc: 0.6998, top5_acc: 0.8881, loss_cls: 1.1784, loss: 1.1784, grad_norm: 2.8861 2020-08-16 05:21:57,755 - mmaction - INFO - Epoch [26][600/940] lr: 4.000e-03, eta: 7:51:17, time: 1.188, data_time: 0.004, memory: 10215, top1_acc: 0.7086, top5_acc: 0.8916, loss_cls: 1.1606, loss: 1.1606, grad_norm: 2.7963 2020-08-16 05:22:24,532 - mmaction - INFO - Epoch [26][620/940] lr: 4.000e-03, eta: 7:50:54, time: 1.340, data_time: 0.005, memory: 10215, top1_acc: 0.7078, top5_acc: 0.8869, loss_cls: 1.1673, loss: 1.1673, grad_norm: 2.7857 2020-08-16 05:22:48,159 - mmaction - INFO - Epoch [26][640/940] lr: 4.000e-03, eta: 7:50:29, time: 1.181, data_time: 0.002, memory: 10215, top1_acc: 0.7121, top5_acc: 0.8961, loss_cls: 1.1410, loss: 1.1410, grad_norm: 2.7731 2020-08-16 05:23:12,985 - mmaction - INFO - Epoch [26][660/940] lr: 4.000e-03, eta: 7:50:04, time: 1.240, data_time: 0.005, memory: 10215, top1_acc: 0.7010, top5_acc: 0.8836, loss_cls: 1.1868, loss: 1.1868, grad_norm: 2.8165 2020-08-16 05:23:38,258 - mmaction - INFO - Epoch [26][680/940] lr: 4.000e-03, eta: 7:49:40, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7137, top5_acc: 0.8857, loss_cls: 1.1509, loss: 1.1509, grad_norm: 2.8144 2020-08-16 05:24:01,766 - mmaction - INFO - Epoch [26][700/940] lr: 4.000e-03, eta: 7:49:14, time: 1.178, data_time: 0.006, memory: 10215, top1_acc: 0.6943, top5_acc: 0.8889, loss_cls: 1.1859, loss: 1.1859, grad_norm: 2.8273 2020-08-16 05:24:26,480 - mmaction - INFO - Epoch [26][720/940] lr: 4.000e-03, eta: 7:48:49, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.7074, top5_acc: 0.8930, loss_cls: 1.1536, loss: 1.1536, grad_norm: 2.8279 2020-08-16 05:24:52,777 - mmaction - INFO - Epoch [26][740/940] lr: 4.000e-03, eta: 7:48:26, time: 1.316, data_time: 0.005, memory: 10215, top1_acc: 0.7074, top5_acc: 0.8928, loss_cls: 1.1539, loss: 1.1539, grad_norm: 2.8079 2020-08-16 05:25:16,782 - mmaction - INFO - Epoch [26][760/940] lr: 4.000e-03, eta: 7:48:01, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7098, top5_acc: 0.8877, loss_cls: 1.1545, loss: 1.1545, grad_norm: 2.8223 2020-08-16 05:25:41,969 - mmaction - INFO - Epoch [26][780/940] lr: 4.000e-03, eta: 7:47:37, time: 1.259, data_time: 0.002, memory: 10215, top1_acc: 0.7039, top5_acc: 0.8930, loss_cls: 1.1440, loss: 1.1440, grad_norm: 2.8216 2020-08-16 05:26:07,907 - mmaction - INFO - Epoch [26][800/940] lr: 4.000e-03, eta: 7:47:13, time: 1.296, data_time: 0.006, memory: 10215, top1_acc: 0.7014, top5_acc: 0.8889, loss_cls: 1.1752, loss: 1.1752, grad_norm: 2.8416 2020-08-16 05:26:33,026 - mmaction - INFO - Epoch [26][820/940] lr: 4.000e-03, eta: 7:46:49, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.6992, top5_acc: 0.8912, loss_cls: 1.1709, loss: 1.1709, grad_norm: 2.8564 2020-08-16 05:26:56,946 - mmaction - INFO - Epoch [26][840/940] lr: 4.000e-03, eta: 7:46:23, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7064, top5_acc: 0.8846, loss_cls: 1.1718, loss: 1.1718, grad_norm: 2.8012 2020-08-16 05:27:20,167 - mmaction - INFO - Epoch [26][860/940] lr: 4.000e-03, eta: 7:45:57, time: 1.163, data_time: 0.005, memory: 10215, top1_acc: 0.7150, top5_acc: 0.8949, loss_cls: 1.1181, loss: 1.1181, grad_norm: 2.7533 2020-08-16 05:27:43,782 - mmaction - INFO - Epoch [26][880/940] lr: 4.000e-03, eta: 7:45:32, time: 1.179, data_time: 0.004, memory: 10215, top1_acc: 0.7127, top5_acc: 0.8881, loss_cls: 1.1354, loss: 1.1354, grad_norm: 2.8023 2020-08-16 05:28:08,516 - mmaction - INFO - Epoch [26][900/940] lr: 4.000e-03, eta: 7:45:07, time: 1.238, data_time: 0.006, memory: 10215, top1_acc: 0.7156, top5_acc: 0.8879, loss_cls: 1.1386, loss: 1.1386, grad_norm: 2.7725 2020-08-16 05:28:32,459 - mmaction - INFO - Epoch [26][920/940] lr: 4.000e-03, eta: 7:44:41, time: 1.196, data_time: 0.006, memory: 10215, top1_acc: 0.7104, top5_acc: 0.8879, loss_cls: 1.1644, loss: 1.1644, grad_norm: 2.8065 2020-08-16 05:28:56,091 - mmaction - INFO - Epoch [26][940/940] lr: 4.000e-03, eta: 7:44:16, time: 1.183, data_time: 0.006, memory: 10215, top1_acc: 0.6993, top5_acc: 0.8845, loss_cls: 1.1905, loss: 1.1905, grad_norm: 2.8827 2020-08-16 05:28:56,323 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-08-16 05:29:27,163 - mmaction - INFO - Epoch [27][20/940] lr: 4.000e-03, eta: 7:43:56, time: 1.520, data_time: 0.378, memory: 10215, top1_acc: 0.7109, top5_acc: 0.8924, loss_cls: 1.1219, loss: 1.1219, grad_norm: 2.7811 2020-08-16 05:29:52,455 - mmaction - INFO - Epoch [27][40/940] lr: 4.000e-03, eta: 7:43:32, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.7102, top5_acc: 0.8943, loss_cls: 1.1399, loss: 1.1399, grad_norm: 2.8326 2020-08-16 05:30:16,386 - mmaction - INFO - Epoch [27][60/940] lr: 4.000e-03, eta: 7:43:07, time: 1.194, data_time: 0.004, memory: 10215, top1_acc: 0.7020, top5_acc: 0.8859, loss_cls: 1.1840, loss: 1.1840, grad_norm: 2.8635 2020-08-16 05:30:40,498 - mmaction - INFO - Epoch [27][80/940] lr: 4.000e-03, eta: 7:42:42, time: 1.208, data_time: 0.006, memory: 10215, top1_acc: 0.7211, top5_acc: 0.9004, loss_cls: 1.0929, loss: 1.0929, grad_norm: 2.7454 2020-08-16 05:31:04,683 - mmaction - INFO - Epoch [27][100/940] lr: 4.000e-03, eta: 7:42:16, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.7107, top5_acc: 0.8910, loss_cls: 1.1542, loss: 1.1542, grad_norm: 2.8539 2020-08-16 05:31:29,638 - mmaction - INFO - Epoch [27][120/940] lr: 4.000e-03, eta: 7:41:52, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8980, loss_cls: 1.1085, loss: 1.1085, grad_norm: 2.8070 2020-08-16 05:31:55,301 - mmaction - INFO - Epoch [27][140/940] lr: 4.000e-03, eta: 7:41:28, time: 1.280, data_time: 0.004, memory: 10215, top1_acc: 0.7213, top5_acc: 0.9004, loss_cls: 1.0921, loss: 1.0921, grad_norm: 2.7860 2020-08-16 05:32:18,150 - mmaction - INFO - Epoch [27][160/940] lr: 4.000e-03, eta: 7:41:02, time: 1.146, data_time: 0.007, memory: 10215, top1_acc: 0.7156, top5_acc: 0.8945, loss_cls: 1.1218, loss: 1.1218, grad_norm: 2.7994 2020-08-16 05:32:43,424 - mmaction - INFO - Epoch [27][180/940] lr: 4.000e-03, eta: 7:40:38, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.7076, top5_acc: 0.8959, loss_cls: 1.1369, loss: 1.1369, grad_norm: 2.8235 2020-08-16 05:33:08,280 - mmaction - INFO - Epoch [27][200/940] lr: 4.000e-03, eta: 7:40:13, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7051, top5_acc: 0.8928, loss_cls: 1.1642, loss: 1.1642, grad_norm: 2.8517 2020-08-16 05:33:33,302 - mmaction - INFO - Epoch [27][220/940] lr: 4.000e-03, eta: 7:39:49, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.7123, top5_acc: 0.8900, loss_cls: 1.1362, loss: 1.1362, grad_norm: 2.8122 2020-08-16 05:33:56,403 - mmaction - INFO - Epoch [27][240/940] lr: 4.000e-03, eta: 7:39:22, time: 1.157, data_time: 0.005, memory: 10215, top1_acc: 0.7111, top5_acc: 0.8865, loss_cls: 1.1653, loss: 1.1653, grad_norm: 2.8168 2020-08-16 05:34:21,393 - mmaction - INFO - Epoch [27][260/940] lr: 4.000e-03, eta: 7:38:58, time: 1.247, data_time: 0.004, memory: 10215, top1_acc: 0.7238, top5_acc: 0.8930, loss_cls: 1.1048, loss: 1.1048, grad_norm: 2.7581 2020-08-16 05:34:46,198 - mmaction - INFO - Epoch [27][280/940] lr: 4.000e-03, eta: 7:38:33, time: 1.242, data_time: 0.005, memory: 10215, top1_acc: 0.7051, top5_acc: 0.8895, loss_cls: 1.1574, loss: 1.1574, grad_norm: 2.8746 2020-08-16 05:35:09,817 - mmaction - INFO - Epoch [27][300/940] lr: 4.000e-03, eta: 7:38:08, time: 1.181, data_time: 0.005, memory: 10215, top1_acc: 0.7148, top5_acc: 0.8977, loss_cls: 1.1204, loss: 1.1204, grad_norm: 2.7913 2020-08-16 05:35:33,530 - mmaction - INFO - Epoch [27][320/940] lr: 4.000e-03, eta: 7:37:42, time: 1.183, data_time: 0.002, memory: 10215, top1_acc: 0.7090, top5_acc: 0.8900, loss_cls: 1.1453, loss: 1.1453, grad_norm: 2.8591 2020-08-16 05:36:01,381 - mmaction - INFO - Epoch [27][340/940] lr: 4.000e-03, eta: 7:37:20, time: 1.395, data_time: 0.006, memory: 10215, top1_acc: 0.7248, top5_acc: 0.8953, loss_cls: 1.1116, loss: 1.1116, grad_norm: 2.8015 2020-08-16 05:36:24,818 - mmaction - INFO - Epoch [27][360/940] lr: 4.000e-03, eta: 7:36:54, time: 1.170, data_time: 0.006, memory: 10215, top1_acc: 0.7029, top5_acc: 0.8859, loss_cls: 1.1808, loss: 1.1808, grad_norm: 2.8776 2020-08-16 05:36:48,532 - mmaction - INFO - Epoch [27][380/940] lr: 4.000e-03, eta: 7:36:29, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.7182, top5_acc: 0.8932, loss_cls: 1.1295, loss: 1.1295, grad_norm: 2.8239 2020-08-16 05:37:14,278 - mmaction - INFO - Epoch [27][400/940] lr: 4.000e-03, eta: 7:36:05, time: 1.285, data_time: 0.005, memory: 10215, top1_acc: 0.7088, top5_acc: 0.8943, loss_cls: 1.1410, loss: 1.1410, grad_norm: 2.8301 2020-08-16 05:37:37,611 - mmaction - INFO - Epoch [27][420/940] lr: 4.000e-03, eta: 7:35:39, time: 1.168, data_time: 0.007, memory: 10215, top1_acc: 0.7162, top5_acc: 0.8922, loss_cls: 1.1341, loss: 1.1341, grad_norm: 2.8111 2020-08-16 05:38:03,736 - mmaction - INFO - Epoch [27][440/940] lr: 4.000e-03, eta: 7:35:16, time: 1.305, data_time: 0.004, memory: 10215, top1_acc: 0.7111, top5_acc: 0.8955, loss_cls: 1.1241, loss: 1.1241, grad_norm: 2.8322 2020-08-16 05:38:27,080 - mmaction - INFO - Epoch [27][460/940] lr: 4.000e-03, eta: 7:34:50, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.7172, top5_acc: 0.8898, loss_cls: 1.1237, loss: 1.1237, grad_norm: 2.8067 2020-08-16 05:38:52,264 - mmaction - INFO - Epoch [27][480/940] lr: 4.000e-03, eta: 7:34:26, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7172, top5_acc: 0.8924, loss_cls: 1.1245, loss: 1.1245, grad_norm: 2.8644 2020-08-16 05:39:16,545 - mmaction - INFO - Epoch [27][500/940] lr: 4.000e-03, eta: 7:34:01, time: 1.213, data_time: 0.004, memory: 10215, top1_acc: 0.7152, top5_acc: 0.8916, loss_cls: 1.1353, loss: 1.1353, grad_norm: 2.8605 2020-08-16 05:39:40,160 - mmaction - INFO - Epoch [27][520/940] lr: 4.000e-03, eta: 7:33:35, time: 1.182, data_time: 0.005, memory: 10215, top1_acc: 0.7061, top5_acc: 0.8855, loss_cls: 1.1496, loss: 1.1496, grad_norm: 2.8642 2020-08-16 05:40:03,799 - mmaction - INFO - Epoch [27][540/940] lr: 4.000e-03, eta: 7:33:09, time: 1.180, data_time: 0.005, memory: 10215, top1_acc: 0.7184, top5_acc: 0.9000, loss_cls: 1.1052, loss: 1.1052, grad_norm: 2.7973 2020-08-16 05:40:27,284 - mmaction - INFO - Epoch [27][560/940] lr: 4.000e-03, eta: 7:32:44, time: 1.175, data_time: 0.003, memory: 10215, top1_acc: 0.7053, top5_acc: 0.8967, loss_cls: 1.1460, loss: 1.1460, grad_norm: 2.8166 2020-08-16 05:40:50,923 - mmaction - INFO - Epoch [27][580/940] lr: 4.000e-03, eta: 7:32:18, time: 1.180, data_time: 0.006, memory: 10215, top1_acc: 0.7006, top5_acc: 0.8918, loss_cls: 1.1439, loss: 1.1439, grad_norm: 2.8479 2020-08-16 05:41:15,344 - mmaction - INFO - Epoch [27][600/940] lr: 4.000e-03, eta: 7:31:53, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7100, top5_acc: 0.8943, loss_cls: 1.1453, loss: 1.1453, grad_norm: 2.8715 2020-08-16 05:41:39,679 - mmaction - INFO - Epoch [27][620/940] lr: 4.000e-03, eta: 7:31:28, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7139, top5_acc: 0.8926, loss_cls: 1.1503, loss: 1.1503, grad_norm: 2.8426 2020-08-16 05:42:04,543 - mmaction - INFO - Epoch [27][640/940] lr: 4.000e-03, eta: 7:31:03, time: 1.243, data_time: 0.002, memory: 10215, top1_acc: 0.7105, top5_acc: 0.8939, loss_cls: 1.1323, loss: 1.1323, grad_norm: 2.8528 2020-08-16 05:42:26,422 - mmaction - INFO - Epoch [27][660/940] lr: 4.000e-03, eta: 7:30:36, time: 1.093, data_time: 0.005, memory: 10215, top1_acc: 0.7049, top5_acc: 0.8881, loss_cls: 1.1815, loss: 1.1815, grad_norm: 2.8990 2020-08-16 05:42:49,883 - mmaction - INFO - Epoch [27][680/940] lr: 4.000e-03, eta: 7:30:11, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.7033, top5_acc: 0.8908, loss_cls: 1.1488, loss: 1.1488, grad_norm: 2.8878 2020-08-16 05:43:12,978 - mmaction - INFO - Epoch [27][700/940] lr: 4.000e-03, eta: 7:29:44, time: 1.152, data_time: 0.005, memory: 10215, top1_acc: 0.7143, top5_acc: 0.8930, loss_cls: 1.1214, loss: 1.1214, grad_norm: 2.8583 2020-08-16 05:43:37,036 - mmaction - INFO - Epoch [27][720/940] lr: 4.000e-03, eta: 7:29:19, time: 1.206, data_time: 0.006, memory: 10215, top1_acc: 0.7023, top5_acc: 0.8943, loss_cls: 1.1610, loss: 1.1610, grad_norm: 2.8834 2020-08-16 05:44:00,624 - mmaction - INFO - Epoch [27][740/940] lr: 4.000e-03, eta: 7:28:54, time: 1.177, data_time: 0.004, memory: 10215, top1_acc: 0.7121, top5_acc: 0.8844, loss_cls: 1.1667, loss: 1.1667, grad_norm: 2.8528 2020-08-16 05:44:24,003 - mmaction - INFO - Epoch [27][760/940] lr: 4.000e-03, eta: 7:28:28, time: 1.171, data_time: 0.005, memory: 10215, top1_acc: 0.7107, top5_acc: 0.8926, loss_cls: 1.1577, loss: 1.1577, grad_norm: 2.8919 2020-08-16 05:44:48,164 - mmaction - INFO - Epoch [27][780/940] lr: 4.000e-03, eta: 7:28:03, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1179, loss: 1.1179, grad_norm: 2.8603 2020-08-16 05:45:12,106 - mmaction - INFO - Epoch [27][800/940] lr: 4.000e-03, eta: 7:27:37, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.7063, top5_acc: 0.8869, loss_cls: 1.1534, loss: 1.1534, grad_norm: 2.8947 2020-08-16 05:45:36,262 - mmaction - INFO - Epoch [27][820/940] lr: 4.000e-03, eta: 7:27:12, time: 1.208, data_time: 0.003, memory: 10215, top1_acc: 0.7213, top5_acc: 0.8951, loss_cls: 1.1221, loss: 1.1221, grad_norm: 2.8119 2020-08-16 05:46:01,444 - mmaction - INFO - Epoch [27][840/940] lr: 4.000e-03, eta: 7:26:48, time: 1.259, data_time: 0.002, memory: 10215, top1_acc: 0.7184, top5_acc: 0.8918, loss_cls: 1.1177, loss: 1.1177, grad_norm: 2.8333 2020-08-16 05:46:26,240 - mmaction - INFO - Epoch [27][860/940] lr: 4.000e-03, eta: 7:26:23, time: 1.237, data_time: 0.004, memory: 10215, top1_acc: 0.7113, top5_acc: 0.8896, loss_cls: 1.1690, loss: 1.1690, grad_norm: 2.8753 2020-08-16 05:46:48,851 - mmaction - INFO - Epoch [27][880/940] lr: 4.000e-03, eta: 7:25:57, time: 1.133, data_time: 0.006, memory: 10215, top1_acc: 0.7115, top5_acc: 0.8855, loss_cls: 1.1618, loss: 1.1618, grad_norm: 2.8440 2020-08-16 05:47:13,598 - mmaction - INFO - Epoch [27][900/940] lr: 4.000e-03, eta: 7:25:32, time: 1.236, data_time: 0.006, memory: 10215, top1_acc: 0.6980, top5_acc: 0.8885, loss_cls: 1.1773, loss: 1.1773, grad_norm: 2.9398 2020-08-16 05:47:36,779 - mmaction - INFO - Epoch [27][920/940] lr: 4.000e-03, eta: 7:25:06, time: 1.161, data_time: 0.005, memory: 10215, top1_acc: 0.7090, top5_acc: 0.8891, loss_cls: 1.1612, loss: 1.1612, grad_norm: 2.8600 2020-08-16 05:47:58,747 - mmaction - INFO - Epoch [27][940/940] lr: 4.000e-03, eta: 7:24:39, time: 1.096, data_time: 0.006, memory: 10215, top1_acc: 0.7155, top5_acc: 0.8912, loss_cls: 1.1399, loss: 1.1399, grad_norm: 2.8451 2020-08-16 05:47:59,034 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-08-16 05:48:27,826 - mmaction - INFO - Epoch [28][20/940] lr: 4.000e-03, eta: 7:24:17, time: 1.375, data_time: 0.365, memory: 10215, top1_acc: 0.7117, top5_acc: 0.8873, loss_cls: 1.1497, loss: 1.1497, grad_norm: 2.8684 2020-08-16 05:48:51,667 - mmaction - INFO - Epoch [28][40/940] lr: 4.000e-03, eta: 7:23:52, time: 1.192, data_time: 0.003, memory: 10215, top1_acc: 0.7236, top5_acc: 0.8984, loss_cls: 1.0957, loss: 1.0957, grad_norm: 2.7963 2020-08-16 05:49:13,776 - mmaction - INFO - Epoch [28][60/940] lr: 4.000e-03, eta: 7:23:25, time: 1.104, data_time: 0.005, memory: 10215, top1_acc: 0.7102, top5_acc: 0.8867, loss_cls: 1.1570, loss: 1.1570, grad_norm: 2.8936 2020-08-16 05:49:37,304 - mmaction - INFO - Epoch [28][80/940] lr: 4.000e-03, eta: 7:22:59, time: 1.178, data_time: 0.006, memory: 10215, top1_acc: 0.7207, top5_acc: 0.8904, loss_cls: 1.1276, loss: 1.1276, grad_norm: 2.8533 2020-08-16 05:50:00,539 - mmaction - INFO - Epoch [28][100/940] lr: 4.000e-03, eta: 7:22:33, time: 1.160, data_time: 0.005, memory: 10215, top1_acc: 0.7100, top5_acc: 0.8951, loss_cls: 1.1464, loss: 1.1464, grad_norm: 2.8622 2020-08-16 05:50:25,587 - mmaction - INFO - Epoch [28][120/940] lr: 4.000e-03, eta: 7:22:09, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.7207, top5_acc: 0.8963, loss_cls: 1.1020, loss: 1.1020, grad_norm: 2.8191 2020-08-16 05:50:48,111 - mmaction - INFO - Epoch [28][140/940] lr: 4.000e-03, eta: 7:21:42, time: 1.124, data_time: 0.004, memory: 10215, top1_acc: 0.7111, top5_acc: 0.8930, loss_cls: 1.1285, loss: 1.1285, grad_norm: 2.8713 2020-08-16 05:51:12,249 - mmaction - INFO - Epoch [28][160/940] lr: 4.000e-03, eta: 7:21:17, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.7180, top5_acc: 0.9027, loss_cls: 1.0934, loss: 1.0934, grad_norm: 2.8431 2020-08-16 05:51:34,902 - mmaction - INFO - Epoch [28][180/940] lr: 4.000e-03, eta: 7:20:51, time: 1.132, data_time: 0.006, memory: 10215, top1_acc: 0.7082, top5_acc: 0.8906, loss_cls: 1.1620, loss: 1.1620, grad_norm: 2.9234 2020-08-16 05:51:58,884 - mmaction - INFO - Epoch [28][200/940] lr: 4.000e-03, eta: 7:20:25, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7100, top5_acc: 0.8924, loss_cls: 1.1583, loss: 1.1583, grad_norm: 2.8746 2020-08-16 05:52:21,872 - mmaction - INFO - Epoch [28][220/940] lr: 4.000e-03, eta: 7:19:59, time: 1.147, data_time: 0.004, memory: 10215, top1_acc: 0.7250, top5_acc: 0.8973, loss_cls: 1.1031, loss: 1.1031, grad_norm: 2.8295 2020-08-16 05:52:46,694 - mmaction - INFO - Epoch [28][240/940] lr: 4.000e-03, eta: 7:19:35, time: 1.243, data_time: 0.006, memory: 10215, top1_acc: 0.7297, top5_acc: 0.8895, loss_cls: 1.1092, loss: 1.1092, grad_norm: 2.8234 2020-08-16 05:53:10,368 - mmaction - INFO - Epoch [28][260/940] lr: 4.000e-03, eta: 7:19:09, time: 1.184, data_time: 0.002, memory: 10215, top1_acc: 0.7162, top5_acc: 0.8949, loss_cls: 1.1331, loss: 1.1331, grad_norm: 2.9159 2020-08-16 05:53:33,906 - mmaction - INFO - Epoch [28][280/940] lr: 4.000e-03, eta: 7:18:44, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8908, loss_cls: 1.1286, loss: 1.1286, grad_norm: 2.9351 2020-08-16 05:53:57,144 - mmaction - INFO - Epoch [28][300/940] lr: 4.000e-03, eta: 7:18:18, time: 1.164, data_time: 0.006, memory: 10215, top1_acc: 0.7148, top5_acc: 0.8855, loss_cls: 1.1257, loss: 1.1257, grad_norm: 2.8151 2020-08-16 05:54:22,517 - mmaction - INFO - Epoch [28][320/940] lr: 4.000e-03, eta: 7:17:54, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.7201, top5_acc: 0.8986, loss_cls: 1.1043, loss: 1.1043, grad_norm: 2.8536 2020-08-16 05:54:45,845 - mmaction - INFO - Epoch [28][340/940] lr: 4.000e-03, eta: 7:17:28, time: 1.169, data_time: 0.006, memory: 10215, top1_acc: 0.7162, top5_acc: 0.8979, loss_cls: 1.1226, loss: 1.1226, grad_norm: 2.8836 2020-08-16 05:55:09,184 - mmaction - INFO - Epoch [28][360/940] lr: 4.000e-03, eta: 7:17:02, time: 1.167, data_time: 0.004, memory: 10215, top1_acc: 0.7094, top5_acc: 0.8891, loss_cls: 1.1381, loss: 1.1381, grad_norm: 2.8498 2020-08-16 05:55:34,961 - mmaction - INFO - Epoch [28][380/940] lr: 4.000e-03, eta: 7:16:38, time: 1.289, data_time: 0.002, memory: 10215, top1_acc: 0.7305, top5_acc: 0.8945, loss_cls: 1.0863, loss: 1.0863, grad_norm: 2.7660 2020-08-16 05:55:58,929 - mmaction - INFO - Epoch [28][400/940] lr: 4.000e-03, eta: 7:16:13, time: 1.196, data_time: 0.004, memory: 10215, top1_acc: 0.7146, top5_acc: 0.9027, loss_cls: 1.0947, loss: 1.0947, grad_norm: 2.8215 2020-08-16 05:56:24,075 - mmaction - INFO - Epoch [28][420/940] lr: 4.000e-03, eta: 7:15:49, time: 1.258, data_time: 0.005, memory: 10215, top1_acc: 0.7055, top5_acc: 0.8920, loss_cls: 1.1361, loss: 1.1361, grad_norm: 2.9092 2020-08-16 05:56:46,482 - mmaction - INFO - Epoch [28][440/940] lr: 4.000e-03, eta: 7:15:22, time: 1.120, data_time: 0.005, memory: 10215, top1_acc: 0.7221, top5_acc: 0.8938, loss_cls: 1.0951, loss: 1.0951, grad_norm: 2.8365 2020-08-16 05:57:11,019 - mmaction - INFO - Epoch [28][460/940] lr: 4.000e-03, eta: 7:14:58, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.7057, top5_acc: 0.8904, loss_cls: 1.1581, loss: 1.1581, grad_norm: 2.9074 2020-08-16 05:57:32,613 - mmaction - INFO - Epoch [28][480/940] lr: 4.000e-03, eta: 7:14:30, time: 1.078, data_time: 0.005, memory: 10215, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0966, loss: 1.0966, grad_norm: 2.8457 2020-08-16 05:57:55,960 - mmaction - INFO - Epoch [28][500/940] lr: 4.000e-03, eta: 7:14:05, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.7238, top5_acc: 0.8926, loss_cls: 1.1087, loss: 1.1087, grad_norm: 2.8047 2020-08-16 05:58:21,916 - mmaction - INFO - Epoch [28][520/940] lr: 4.000e-03, eta: 7:13:41, time: 1.298, data_time: 0.005, memory: 10215, top1_acc: 0.7211, top5_acc: 0.8986, loss_cls: 1.1073, loss: 1.1073, grad_norm: 2.8597 2020-08-16 05:58:44,090 - mmaction - INFO - Epoch [28][540/940] lr: 4.000e-03, eta: 7:13:14, time: 1.109, data_time: 0.002, memory: 10215, top1_acc: 0.7094, top5_acc: 0.8902, loss_cls: 1.1464, loss: 1.1464, grad_norm: 2.9217 2020-08-16 05:59:07,965 - mmaction - INFO - Epoch [28][560/940] lr: 4.000e-03, eta: 7:12:49, time: 1.191, data_time: 0.004, memory: 10215, top1_acc: 0.7143, top5_acc: 0.8953, loss_cls: 1.1350, loss: 1.1350, grad_norm: 2.8391 2020-08-16 05:59:31,903 - mmaction - INFO - Epoch [28][580/940] lr: 4.000e-03, eta: 7:12:24, time: 1.200, data_time: 0.007, memory: 10215, top1_acc: 0.7172, top5_acc: 0.8928, loss_cls: 1.1255, loss: 1.1255, grad_norm: 2.8733 2020-08-16 05:59:55,251 - mmaction - INFO - Epoch [28][600/940] lr: 4.000e-03, eta: 7:11:58, time: 1.165, data_time: 0.005, memory: 10215, top1_acc: 0.7074, top5_acc: 0.8877, loss_cls: 1.1662, loss: 1.1662, grad_norm: 2.9547 2020-08-16 06:00:19,815 - mmaction - INFO - Epoch [28][620/940] lr: 4.000e-03, eta: 7:11:33, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7109, top5_acc: 0.8918, loss_cls: 1.1332, loss: 1.1332, grad_norm: 2.8617 2020-08-16 06:00:43,873 - mmaction - INFO - Epoch [28][640/940] lr: 4.000e-03, eta: 7:11:08, time: 1.210, data_time: 0.017, memory: 10215, top1_acc: 0.7193, top5_acc: 0.8930, loss_cls: 1.1276, loss: 1.1276, grad_norm: 2.8908 2020-08-16 06:01:08,019 - mmaction - INFO - Epoch [28][660/940] lr: 4.000e-03, eta: 7:10:43, time: 1.206, data_time: 0.004, memory: 10215, top1_acc: 0.7080, top5_acc: 0.8910, loss_cls: 1.1583, loss: 1.1583, grad_norm: 2.9587 2020-08-16 06:01:31,303 - mmaction - INFO - Epoch [28][680/940] lr: 4.000e-03, eta: 7:10:17, time: 1.166, data_time: 0.005, memory: 10215, top1_acc: 0.7105, top5_acc: 0.8936, loss_cls: 1.1335, loss: 1.1335, grad_norm: 2.8610 2020-08-16 06:01:55,151 - mmaction - INFO - Epoch [28][700/940] lr: 4.000e-03, eta: 7:09:52, time: 1.191, data_time: 0.004, memory: 10215, top1_acc: 0.7211, top5_acc: 0.9012, loss_cls: 1.0938, loss: 1.0938, grad_norm: 2.8351 2020-08-16 06:02:19,808 - mmaction - INFO - Epoch [28][720/940] lr: 4.000e-03, eta: 7:09:27, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.7154, top5_acc: 0.8918, loss_cls: 1.1239, loss: 1.1239, grad_norm: 2.9085 2020-08-16 06:02:43,881 - mmaction - INFO - Epoch [28][740/940] lr: 4.000e-03, eta: 7:09:02, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.7066, top5_acc: 0.8932, loss_cls: 1.1474, loss: 1.1474, grad_norm: 2.9185 2020-08-16 06:03:08,332 - mmaction - INFO - Epoch [28][760/940] lr: 4.000e-03, eta: 7:08:38, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.7131, top5_acc: 0.8908, loss_cls: 1.1213, loss: 1.1213, grad_norm: 2.8617 2020-08-16 06:03:31,774 - mmaction - INFO - Epoch [28][780/940] lr: 4.000e-03, eta: 7:08:12, time: 1.170, data_time: 0.004, memory: 10215, top1_acc: 0.7057, top5_acc: 0.8965, loss_cls: 1.1162, loss: 1.1162, grad_norm: 2.8966 2020-08-16 06:03:55,073 - mmaction - INFO - Epoch [28][800/940] lr: 4.000e-03, eta: 7:07:46, time: 1.166, data_time: 0.006, memory: 10215, top1_acc: 0.7113, top5_acc: 0.8912, loss_cls: 1.1546, loss: 1.1546, grad_norm: 2.9664 2020-08-16 06:04:19,386 - mmaction - INFO - Epoch [28][820/940] lr: 4.000e-03, eta: 7:07:21, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7180, top5_acc: 0.8916, loss_cls: 1.1269, loss: 1.1269, grad_norm: 2.8385 2020-08-16 06:04:43,615 - mmaction - INFO - Epoch [28][840/940] lr: 4.000e-03, eta: 7:06:56, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.7127, top5_acc: 0.8930, loss_cls: 1.1221, loss: 1.1221, grad_norm: 2.8718 2020-08-16 06:05:07,815 - mmaction - INFO - Epoch [28][860/940] lr: 4.000e-03, eta: 7:06:31, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.7080, top5_acc: 0.8941, loss_cls: 1.1466, loss: 1.1466, grad_norm: 2.9744 2020-08-16 06:05:32,055 - mmaction - INFO - Epoch [28][880/940] lr: 4.000e-03, eta: 7:06:06, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7158, top5_acc: 0.8975, loss_cls: 1.0941, loss: 1.0941, grad_norm: 2.8117 2020-08-16 06:05:56,238 - mmaction - INFO - Epoch [28][900/940] lr: 4.000e-03, eta: 7:05:41, time: 1.209, data_time: 0.004, memory: 10215, top1_acc: 0.7125, top5_acc: 0.8941, loss_cls: 1.1239, loss: 1.1239, grad_norm: 2.9007 2020-08-16 06:06:20,998 - mmaction - INFO - Epoch [28][920/940] lr: 4.000e-03, eta: 7:05:17, time: 1.238, data_time: 0.002, memory: 10215, top1_acc: 0.7143, top5_acc: 0.8955, loss_cls: 1.1132, loss: 1.1132, grad_norm: 2.8656 2020-08-16 06:06:44,093 - mmaction - INFO - Epoch [28][940/940] lr: 4.000e-03, eta: 7:04:51, time: 1.153, data_time: 0.004, memory: 10215, top1_acc: 0.7119, top5_acc: 0.8961, loss_cls: 1.1212, loss: 1.1212, grad_norm: 2.8953 2020-08-16 06:06:44,421 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-08-16 06:07:14,351 - mmaction - INFO - Epoch [29][20/940] lr: 4.000e-03, eta: 7:04:29, time: 1.416, data_time: 0.402, memory: 10215, top1_acc: 0.7219, top5_acc: 0.8988, loss_cls: 1.0720, loss: 1.0720, grad_norm: 2.8339 2020-08-16 06:07:37,502 - mmaction - INFO - Epoch [29][40/940] lr: 4.000e-03, eta: 7:04:03, time: 1.158, data_time: 0.003, memory: 10215, top1_acc: 0.7186, top5_acc: 0.8998, loss_cls: 1.0958, loss: 1.0958, grad_norm: 2.8154 2020-08-16 06:08:02,212 - mmaction - INFO - Epoch [29][60/940] lr: 4.000e-03, eta: 7:03:38, time: 1.234, data_time: 0.004, memory: 10215, top1_acc: 0.7195, top5_acc: 0.8973, loss_cls: 1.0891, loss: 1.0891, grad_norm: 2.8451 2020-08-16 06:08:26,745 - mmaction - INFO - Epoch [29][80/940] lr: 4.000e-03, eta: 7:03:14, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.7090, top5_acc: 0.8949, loss_cls: 1.1286, loss: 1.1286, grad_norm: 2.9403 2020-08-16 06:08:50,394 - mmaction - INFO - Epoch [29][100/940] lr: 4.000e-03, eta: 7:02:48, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.7143, top5_acc: 0.8926, loss_cls: 1.1297, loss: 1.1297, grad_norm: 2.8747 2020-08-16 06:09:12,047 - mmaction - INFO - Epoch [29][120/940] lr: 4.000e-03, eta: 7:02:21, time: 1.081, data_time: 0.004, memory: 10215, top1_acc: 0.7207, top5_acc: 0.8986, loss_cls: 1.1056, loss: 1.1056, grad_norm: 2.8725 2020-08-16 06:09:35,957 - mmaction - INFO - Epoch [29][140/940] lr: 4.000e-03, eta: 7:01:56, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7109, top5_acc: 0.8990, loss_cls: 1.1308, loss: 1.1308, grad_norm: 2.9118 2020-08-16 06:09:59,968 - mmaction - INFO - Epoch [29][160/940] lr: 4.000e-03, eta: 7:01:31, time: 1.199, data_time: 0.004, memory: 10215, top1_acc: 0.7102, top5_acc: 0.8867, loss_cls: 1.1571, loss: 1.1571, grad_norm: 2.8868 2020-08-16 06:10:23,963 - mmaction - INFO - Epoch [29][180/940] lr: 4.000e-03, eta: 7:01:06, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7154, top5_acc: 0.8922, loss_cls: 1.1315, loss: 1.1315, grad_norm: 2.9189 2020-08-16 06:10:47,743 - mmaction - INFO - Epoch [29][200/940] lr: 4.000e-03, eta: 7:00:40, time: 1.188, data_time: 0.006, memory: 10215, top1_acc: 0.7104, top5_acc: 0.8854, loss_cls: 1.1408, loss: 1.1408, grad_norm: 2.8987 2020-08-16 06:11:11,672 - mmaction - INFO - Epoch [29][220/940] lr: 4.000e-03, eta: 7:00:15, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.7170, top5_acc: 0.8965, loss_cls: 1.1233, loss: 1.1233, grad_norm: 2.9109 2020-08-16 06:11:34,430 - mmaction - INFO - Epoch [29][240/940] lr: 4.000e-03, eta: 6:59:49, time: 1.136, data_time: 0.004, memory: 10215, top1_acc: 0.7207, top5_acc: 0.9002, loss_cls: 1.0997, loss: 1.0997, grad_norm: 2.8820 2020-08-16 06:11:58,958 - mmaction - INFO - Epoch [29][260/940] lr: 4.000e-03, eta: 6:59:24, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.7174, top5_acc: 0.8969, loss_cls: 1.1201, loss: 1.1201, grad_norm: 2.9132 2020-08-16 06:12:22,498 - mmaction - INFO - Epoch [29][280/940] lr: 4.000e-03, eta: 6:58:59, time: 1.176, data_time: 0.005, memory: 10215, top1_acc: 0.7107, top5_acc: 0.8934, loss_cls: 1.1273, loss: 1.1273, grad_norm: 2.8878 2020-08-16 06:12:46,025 - mmaction - INFO - Epoch [29][300/940] lr: 4.000e-03, eta: 6:58:33, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.7174, top5_acc: 0.8969, loss_cls: 1.1200, loss: 1.1200, grad_norm: 2.8807 2020-08-16 06:13:11,648 - mmaction - INFO - Epoch [29][320/940] lr: 4.000e-03, eta: 6:58:10, time: 1.280, data_time: 0.005, memory: 10215, top1_acc: 0.7221, top5_acc: 0.8967, loss_cls: 1.0903, loss: 1.0903, grad_norm: 2.8737 2020-08-16 06:13:35,309 - mmaction - INFO - Epoch [29][340/940] lr: 4.000e-03, eta: 6:57:44, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7240, top5_acc: 0.8986, loss_cls: 1.0813, loss: 1.0813, grad_norm: 2.8646 2020-08-16 06:13:59,527 - mmaction - INFO - Epoch [29][360/940] lr: 4.000e-03, eta: 6:57:19, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.7207, top5_acc: 0.8924, loss_cls: 1.1356, loss: 1.1356, grad_norm: 2.9207 2020-08-16 06:14:23,467 - mmaction - INFO - Epoch [29][380/940] lr: 4.000e-03, eta: 6:56:54, time: 1.199, data_time: 0.006, memory: 10215, top1_acc: 0.7117, top5_acc: 0.8961, loss_cls: 1.1219, loss: 1.1219, grad_norm: 2.9205 2020-08-16 06:14:47,005 - mmaction - INFO - Epoch [29][400/940] lr: 4.000e-03, eta: 6:56:28, time: 1.176, data_time: 0.004, memory: 10215, top1_acc: 0.7227, top5_acc: 0.8930, loss_cls: 1.1220, loss: 1.1220, grad_norm: 2.8771 2020-08-16 06:15:11,321 - mmaction - INFO - Epoch [29][420/940] lr: 4.000e-03, eta: 6:56:04, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.7129, top5_acc: 0.8877, loss_cls: 1.1385, loss: 1.1385, grad_norm: 2.9211 2020-08-16 06:15:34,523 - mmaction - INFO - Epoch [29][440/940] lr: 4.000e-03, eta: 6:55:38, time: 1.162, data_time: 0.004, memory: 10215, top1_acc: 0.7084, top5_acc: 0.8920, loss_cls: 1.1373, loss: 1.1373, grad_norm: 2.9044 2020-08-16 06:15:58,444 - mmaction - INFO - Epoch [29][460/940] lr: 4.000e-03, eta: 6:55:13, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7137, top5_acc: 0.8943, loss_cls: 1.1190, loss: 1.1190, grad_norm: 2.8635 2020-08-16 06:16:21,715 - mmaction - INFO - Epoch [29][480/940] lr: 4.000e-03, eta: 6:54:47, time: 1.166, data_time: 0.006, memory: 10215, top1_acc: 0.7178, top5_acc: 0.9012, loss_cls: 1.1080, loss: 1.1080, grad_norm: 2.8689 2020-08-16 06:16:45,119 - mmaction - INFO - Epoch [29][500/940] lr: 4.000e-03, eta: 6:54:21, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.7201, top5_acc: 0.8986, loss_cls: 1.1019, loss: 1.1019, grad_norm: 2.8627 2020-08-16 06:17:10,297 - mmaction - INFO - Epoch [29][520/940] lr: 4.000e-03, eta: 6:53:57, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7230, top5_acc: 0.9000, loss_cls: 1.1037, loss: 1.1037, grad_norm: 2.8349 2020-08-16 06:17:33,188 - mmaction - INFO - Epoch [29][540/940] lr: 4.000e-03, eta: 6:53:31, time: 1.143, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.8934, loss_cls: 1.1193, loss: 1.1193, grad_norm: 2.8857 2020-08-16 06:17:57,844 - mmaction - INFO - Epoch [29][560/940] lr: 4.000e-03, eta: 6:53:07, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.7135, top5_acc: 0.8953, loss_cls: 1.1331, loss: 1.1331, grad_norm: 2.8986 2020-08-16 06:18:20,831 - mmaction - INFO - Epoch [29][580/940] lr: 4.000e-03, eta: 6:52:41, time: 1.149, data_time: 0.005, memory: 10215, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.1236, loss: 1.1236, grad_norm: 2.8897 2020-08-16 06:18:45,550 - mmaction - INFO - Epoch [29][600/940] lr: 4.000e-03, eta: 6:52:16, time: 1.236, data_time: 0.002, memory: 10215, top1_acc: 0.7076, top5_acc: 0.8957, loss_cls: 1.1435, loss: 1.1435, grad_norm: 2.9747 2020-08-16 06:19:08,291 - mmaction - INFO - Epoch [29][620/940] lr: 4.000e-03, eta: 6:51:50, time: 1.137, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.9004, loss_cls: 1.1159, loss: 1.1159, grad_norm: 2.9393 2020-08-16 06:19:32,363 - mmaction - INFO - Epoch [29][640/940] lr: 4.000e-03, eta: 6:51:25, time: 1.204, data_time: 0.002, memory: 10215, top1_acc: 0.7217, top5_acc: 0.8994, loss_cls: 1.1057, loss: 1.1057, grad_norm: 2.9069 2020-08-16 06:19:55,885 - mmaction - INFO - Epoch [29][660/940] lr: 4.000e-03, eta: 6:51:00, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.7029, top5_acc: 0.8869, loss_cls: 1.1736, loss: 1.1736, grad_norm: 2.9510 2020-08-16 06:20:20,331 - mmaction - INFO - Epoch [29][680/940] lr: 4.000e-03, eta: 6:50:35, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.7143, top5_acc: 0.8914, loss_cls: 1.1529, loss: 1.1529, grad_norm: 2.8937 2020-08-16 06:20:44,628 - mmaction - INFO - Epoch [29][700/940] lr: 4.000e-03, eta: 6:50:10, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.7117, top5_acc: 0.8918, loss_cls: 1.1399, loss: 1.1399, grad_norm: 2.9166 2020-08-16 06:21:08,871 - mmaction - INFO - Epoch [29][720/940] lr: 4.000e-03, eta: 6:49:45, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7156, top5_acc: 0.8975, loss_cls: 1.1138, loss: 1.1138, grad_norm: 2.8925 2020-08-16 06:21:31,968 - mmaction - INFO - Epoch [29][740/940] lr: 4.000e-03, eta: 6:49:19, time: 1.152, data_time: 0.004, memory: 10215, top1_acc: 0.7184, top5_acc: 0.8959, loss_cls: 1.1140, loss: 1.1140, grad_norm: 2.9000 2020-08-16 06:21:56,713 - mmaction - INFO - Epoch [29][760/940] lr: 4.000e-03, eta: 6:48:55, time: 1.240, data_time: 0.006, memory: 10215, top1_acc: 0.7234, top5_acc: 0.8973, loss_cls: 1.1056, loss: 1.1056, grad_norm: 2.8541 2020-08-16 06:22:19,881 - mmaction - INFO - Epoch [29][780/940] lr: 4.000e-03, eta: 6:48:29, time: 1.158, data_time: 0.006, memory: 10215, top1_acc: 0.7178, top5_acc: 0.8920, loss_cls: 1.1256, loss: 1.1256, grad_norm: 2.8920 2020-08-16 06:22:42,921 - mmaction - INFO - Epoch [29][800/940] lr: 4.000e-03, eta: 6:48:03, time: 1.152, data_time: 0.002, memory: 10215, top1_acc: 0.7154, top5_acc: 0.8867, loss_cls: 1.1415, loss: 1.1415, grad_norm: 2.9186 2020-08-16 06:23:06,442 - mmaction - INFO - Epoch [29][820/940] lr: 4.000e-03, eta: 6:47:38, time: 1.175, data_time: 0.004, memory: 10215, top1_acc: 0.7176, top5_acc: 0.8918, loss_cls: 1.1311, loss: 1.1311, grad_norm: 2.9296 2020-08-16 06:23:28,918 - mmaction - INFO - Epoch [29][840/940] lr: 4.000e-03, eta: 6:47:12, time: 1.125, data_time: 0.006, memory: 10215, top1_acc: 0.7164, top5_acc: 0.8896, loss_cls: 1.1315, loss: 1.1315, grad_norm: 2.9321 2020-08-16 06:23:51,652 - mmaction - INFO - Epoch [29][860/940] lr: 4.000e-03, eta: 6:46:45, time: 1.135, data_time: 0.005, memory: 10215, top1_acc: 0.7223, top5_acc: 0.8973, loss_cls: 1.1046, loss: 1.1046, grad_norm: 2.9048 2020-08-16 06:24:15,104 - mmaction - INFO - Epoch [29][880/940] lr: 4.000e-03, eta: 6:46:20, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7215, top5_acc: 0.8969, loss_cls: 1.0977, loss: 1.0977, grad_norm: 2.9345 2020-08-16 06:24:37,952 - mmaction - INFO - Epoch [29][900/940] lr: 4.000e-03, eta: 6:45:54, time: 1.141, data_time: 0.005, memory: 10215, top1_acc: 0.7160, top5_acc: 0.8912, loss_cls: 1.1230, loss: 1.1230, grad_norm: 2.9158 2020-08-16 06:25:00,760 - mmaction - INFO - Epoch [29][920/940] lr: 4.000e-03, eta: 6:45:28, time: 1.142, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.8957, loss_cls: 1.1139, loss: 1.1139, grad_norm: 2.9539 2020-08-16 06:25:24,263 - mmaction - INFO - Epoch [29][940/940] lr: 4.000e-03, eta: 6:45:03, time: 1.173, data_time: 0.004, memory: 10215, top1_acc: 0.7098, top5_acc: 0.8874, loss_cls: 1.1571, loss: 1.1571, grad_norm: 2.9649 2020-08-16 06:25:24,567 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-08-16 06:25:53,119 - mmaction - INFO - Epoch [30][20/940] lr: 4.000e-03, eta: 6:44:41, time: 1.407, data_time: 0.387, memory: 10215, top1_acc: 0.7221, top5_acc: 0.8977, loss_cls: 1.0957, loss: 1.0957, grad_norm: 2.8736 2020-08-16 06:26:16,126 - mmaction - INFO - Epoch [30][40/940] lr: 4.000e-03, eta: 6:44:15, time: 1.148, data_time: 0.005, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8928, loss_cls: 1.1192, loss: 1.1192, grad_norm: 2.9309 2020-08-16 06:26:39,295 - mmaction - INFO - Epoch [30][60/940] lr: 4.000e-03, eta: 6:43:49, time: 1.160, data_time: 0.006, memory: 10215, top1_acc: 0.7205, top5_acc: 0.8906, loss_cls: 1.1077, loss: 1.1077, grad_norm: 2.8797 2020-08-16 06:27:04,065 - mmaction - INFO - Epoch [30][80/940] lr: 4.000e-03, eta: 6:43:25, time: 1.237, data_time: 0.004, memory: 10215, top1_acc: 0.7205, top5_acc: 0.8943, loss_cls: 1.1072, loss: 1.1072, grad_norm: 2.8774 2020-08-16 06:27:27,800 - mmaction - INFO - Epoch [30][100/940] lr: 4.000e-03, eta: 6:42:59, time: 1.189, data_time: 0.006, memory: 10215, top1_acc: 0.7273, top5_acc: 0.8990, loss_cls: 1.0824, loss: 1.0824, grad_norm: 2.8805 2020-08-16 06:27:51,597 - mmaction - INFO - Epoch [30][120/940] lr: 4.000e-03, eta: 6:42:34, time: 1.188, data_time: 0.004, memory: 10215, top1_acc: 0.7295, top5_acc: 0.8932, loss_cls: 1.0840, loss: 1.0840, grad_norm: 2.8706 2020-08-16 06:28:13,958 - mmaction - INFO - Epoch [30][140/940] lr: 4.000e-03, eta: 6:42:08, time: 1.120, data_time: 0.005, memory: 10215, top1_acc: 0.7199, top5_acc: 0.8975, loss_cls: 1.1063, loss: 1.1063, grad_norm: 2.8936 2020-08-16 06:28:39,552 - mmaction - INFO - Epoch [30][160/940] lr: 4.000e-03, eta: 6:41:44, time: 1.277, data_time: 0.004, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8990, loss_cls: 1.0853, loss: 1.0853, grad_norm: 2.8843 2020-08-16 06:29:02,093 - mmaction - INFO - Epoch [30][180/940] lr: 4.000e-03, eta: 6:41:18, time: 1.130, data_time: 0.006, memory: 10215, top1_acc: 0.7207, top5_acc: 0.8943, loss_cls: 1.1025, loss: 1.1025, grad_norm: 2.8501 2020-08-16 06:29:24,825 - mmaction - INFO - Epoch [30][200/940] lr: 4.000e-03, eta: 6:40:52, time: 1.135, data_time: 0.004, memory: 10215, top1_acc: 0.7164, top5_acc: 0.8984, loss_cls: 1.0963, loss: 1.0963, grad_norm: 2.9195 2020-08-16 06:29:47,946 - mmaction - INFO - Epoch [30][220/940] lr: 4.000e-03, eta: 6:40:26, time: 1.157, data_time: 0.005, memory: 10215, top1_acc: 0.7174, top5_acc: 0.8984, loss_cls: 1.1109, loss: 1.1109, grad_norm: 2.9423 2020-08-16 06:30:11,945 - mmaction - INFO - Epoch [30][240/940] lr: 4.000e-03, eta: 6:40:01, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7139, top5_acc: 0.8906, loss_cls: 1.1313, loss: 1.1313, grad_norm: 2.9333 2020-08-16 06:30:35,048 - mmaction - INFO - Epoch [30][260/940] lr: 4.000e-03, eta: 6:39:36, time: 1.155, data_time: 0.002, memory: 10215, top1_acc: 0.7238, top5_acc: 0.9055, loss_cls: 1.0756, loss: 1.0756, grad_norm: 2.9145 2020-08-16 06:30:59,547 - mmaction - INFO - Epoch [30][280/940] lr: 4.000e-03, eta: 6:39:11, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.7277, top5_acc: 0.9016, loss_cls: 1.0667, loss: 1.0667, grad_norm: 2.8777 2020-08-16 06:31:22,679 - mmaction - INFO - Epoch [30][300/940] lr: 4.000e-03, eta: 6:38:45, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.7152, top5_acc: 0.8938, loss_cls: 1.1211, loss: 1.1211, grad_norm: 2.9637 2020-08-16 06:31:45,133 - mmaction - INFO - Epoch [30][320/940] lr: 4.000e-03, eta: 6:38:19, time: 1.121, data_time: 0.004, memory: 10215, top1_acc: 0.7182, top5_acc: 0.8967, loss_cls: 1.1058, loss: 1.1058, grad_norm: 2.9700 2020-08-16 06:32:10,019 - mmaction - INFO - Epoch [30][340/940] lr: 4.000e-03, eta: 6:37:55, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7164, top5_acc: 0.9002, loss_cls: 1.0948, loss: 1.0948, grad_norm: 2.9401 2020-08-16 06:32:33,722 - mmaction - INFO - Epoch [30][360/940] lr: 4.000e-03, eta: 6:37:29, time: 1.184, data_time: 0.004, memory: 10215, top1_acc: 0.7160, top5_acc: 0.9010, loss_cls: 1.0761, loss: 1.0761, grad_norm: 2.8864 2020-08-16 06:32:57,074 - mmaction - INFO - Epoch [30][380/940] lr: 4.000e-03, eta: 6:37:04, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.7234, top5_acc: 0.8955, loss_cls: 1.1041, loss: 1.1041, grad_norm: 2.9516 2020-08-16 06:33:20,626 - mmaction - INFO - Epoch [30][400/940] lr: 4.000e-03, eta: 6:36:38, time: 1.176, data_time: 0.004, memory: 10215, top1_acc: 0.7148, top5_acc: 0.8926, loss_cls: 1.1129, loss: 1.1129, grad_norm: 2.9653 2020-08-16 06:33:44,138 - mmaction - INFO - Epoch [30][420/940] lr: 4.000e-03, eta: 6:36:13, time: 1.177, data_time: 0.005, memory: 10215, top1_acc: 0.7156, top5_acc: 0.8928, loss_cls: 1.1138, loss: 1.1138, grad_norm: 2.9459 2020-08-16 06:34:07,499 - mmaction - INFO - Epoch [30][440/940] lr: 4.000e-03, eta: 6:35:48, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0639, loss: 1.0639, grad_norm: 2.8996 2020-08-16 06:34:31,887 - mmaction - INFO - Epoch [30][460/940] lr: 4.000e-03, eta: 6:35:23, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7254, top5_acc: 0.9018, loss_cls: 1.0836, loss: 1.0836, grad_norm: 2.8991 2020-08-16 06:34:56,150 - mmaction - INFO - Epoch [30][480/940] lr: 4.000e-03, eta: 6:34:58, time: 1.213, data_time: 0.006, memory: 10215, top1_acc: 0.7088, top5_acc: 0.8906, loss_cls: 1.1457, loss: 1.1457, grad_norm: 2.9031 2020-08-16 06:35:20,710 - mmaction - INFO - Epoch [30][500/940] lr: 4.000e-03, eta: 6:34:33, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.7123, top5_acc: 0.8945, loss_cls: 1.1376, loss: 1.1376, grad_norm: 2.9587 2020-08-16 06:35:43,581 - mmaction - INFO - Epoch [30][520/940] lr: 4.000e-03, eta: 6:34:08, time: 1.142, data_time: 0.004, memory: 10215, top1_acc: 0.7217, top5_acc: 0.8953, loss_cls: 1.0984, loss: 1.0984, grad_norm: 2.8995 2020-08-16 06:36:07,141 - mmaction - INFO - Epoch [30][540/940] lr: 4.000e-03, eta: 6:33:42, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.7191, top5_acc: 0.8965, loss_cls: 1.1103, loss: 1.1103, grad_norm: 2.9225 2020-08-16 06:36:31,235 - mmaction - INFO - Epoch [30][560/940] lr: 4.000e-03, eta: 6:33:17, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.7184, top5_acc: 0.8963, loss_cls: 1.1077, loss: 1.1077, grad_norm: 2.9397 2020-08-16 06:36:55,109 - mmaction - INFO - Epoch [30][580/940] lr: 4.000e-03, eta: 6:32:52, time: 1.193, data_time: 0.002, memory: 10215, top1_acc: 0.7232, top5_acc: 0.8998, loss_cls: 1.0964, loss: 1.0964, grad_norm: 2.9258 2020-08-16 06:37:19,075 - mmaction - INFO - Epoch [30][600/940] lr: 4.000e-03, eta: 6:32:27, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7205, top5_acc: 0.8990, loss_cls: 1.0973, loss: 1.0973, grad_norm: 2.9554 2020-08-16 06:37:42,525 - mmaction - INFO - Epoch [30][620/940] lr: 4.000e-03, eta: 6:32:02, time: 1.174, data_time: 0.006, memory: 10215, top1_acc: 0.7086, top5_acc: 0.8906, loss_cls: 1.1551, loss: 1.1551, grad_norm: 3.0181 2020-08-16 06:38:05,489 - mmaction - INFO - Epoch [30][640/940] lr: 4.000e-03, eta: 6:31:36, time: 1.148, data_time: 0.002, memory: 10215, top1_acc: 0.7299, top5_acc: 0.8990, loss_cls: 1.0709, loss: 1.0709, grad_norm: 2.9161 2020-08-16 06:38:29,379 - mmaction - INFO - Epoch [30][660/940] lr: 4.000e-03, eta: 6:31:11, time: 1.193, data_time: 0.004, memory: 10215, top1_acc: 0.7270, top5_acc: 0.8959, loss_cls: 1.1032, loss: 1.1032, grad_norm: 2.9631 2020-08-16 06:38:54,301 - mmaction - INFO - Epoch [30][680/940] lr: 4.000e-03, eta: 6:30:47, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.7156, top5_acc: 0.8951, loss_cls: 1.1239, loss: 1.1239, grad_norm: 2.9600 2020-08-16 06:39:16,524 - mmaction - INFO - Epoch [30][700/940] lr: 4.000e-03, eta: 6:30:20, time: 1.110, data_time: 0.004, memory: 10215, top1_acc: 0.7221, top5_acc: 0.8961, loss_cls: 1.0918, loss: 1.0918, grad_norm: 2.9153 2020-08-16 06:39:40,811 - mmaction - INFO - Epoch [30][720/940] lr: 4.000e-03, eta: 6:29:55, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.7242, top5_acc: 0.8994, loss_cls: 1.0864, loss: 1.0864, grad_norm: 2.9050 2020-08-16 06:40:04,070 - mmaction - INFO - Epoch [30][740/940] lr: 4.000e-03, eta: 6:29:30, time: 1.163, data_time: 0.005, memory: 10215, top1_acc: 0.7176, top5_acc: 0.8951, loss_cls: 1.1052, loss: 1.1052, grad_norm: 2.9202 2020-08-16 06:40:27,875 - mmaction - INFO - Epoch [30][760/940] lr: 4.000e-03, eta: 6:29:05, time: 1.190, data_time: 0.002, memory: 10215, top1_acc: 0.7201, top5_acc: 0.9000, loss_cls: 1.0969, loss: 1.0969, grad_norm: 2.9834 2020-08-16 06:40:52,518 - mmaction - INFO - Epoch [30][780/940] lr: 4.000e-03, eta: 6:28:40, time: 1.230, data_time: 0.005, memory: 10215, top1_acc: 0.7174, top5_acc: 0.8938, loss_cls: 1.1070, loss: 1.1070, grad_norm: 2.9720 2020-08-16 06:41:16,039 - mmaction - INFO - Epoch [30][800/940] lr: 4.000e-03, eta: 6:28:15, time: 1.179, data_time: 0.006, memory: 10215, top1_acc: 0.7230, top5_acc: 0.8926, loss_cls: 1.0990, loss: 1.0990, grad_norm: 2.9263 2020-08-16 06:41:42,066 - mmaction - INFO - Epoch [30][820/940] lr: 4.000e-03, eta: 6:27:51, time: 1.300, data_time: 0.004, memory: 10215, top1_acc: 0.7129, top5_acc: 0.8928, loss_cls: 1.1335, loss: 1.1335, grad_norm: 3.0524 2020-08-16 06:42:05,988 - mmaction - INFO - Epoch [30][840/940] lr: 4.000e-03, eta: 6:27:26, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.6986, top5_acc: 0.8883, loss_cls: 1.1584, loss: 1.1584, grad_norm: 3.0426 2020-08-16 06:42:29,571 - mmaction - INFO - Epoch [30][860/940] lr: 4.000e-03, eta: 6:27:01, time: 1.179, data_time: 0.002, memory: 10215, top1_acc: 0.7248, top5_acc: 0.8969, loss_cls: 1.0795, loss: 1.0795, grad_norm: 2.9046 2020-08-16 06:42:54,163 - mmaction - INFO - Epoch [30][880/940] lr: 4.000e-03, eta: 6:26:36, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.7182, top5_acc: 0.8881, loss_cls: 1.1355, loss: 1.1355, grad_norm: 3.0188 2020-08-16 06:43:17,656 - mmaction - INFO - Epoch [30][900/940] lr: 4.000e-03, eta: 6:26:11, time: 1.176, data_time: 0.005, memory: 10215, top1_acc: 0.7201, top5_acc: 0.8883, loss_cls: 1.1271, loss: 1.1271, grad_norm: 2.9591 2020-08-16 06:43:40,734 - mmaction - INFO - Epoch [30][920/940] lr: 4.000e-03, eta: 6:25:45, time: 1.152, data_time: 0.004, memory: 10215, top1_acc: 0.7162, top5_acc: 0.8949, loss_cls: 1.1128, loss: 1.1128, grad_norm: 2.9639 2020-08-16 06:44:02,954 - mmaction - INFO - Epoch [30][940/940] lr: 4.000e-03, eta: 6:25:19, time: 1.113, data_time: 0.006, memory: 10215, top1_acc: 0.7265, top5_acc: 0.9006, loss_cls: 1.1153, loss: 1.1153, grad_norm: 2.9810 2020-08-16 06:44:03,240 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-08-16 06:44:32,121 - mmaction - INFO - Epoch [31][20/940] lr: 4.000e-03, eta: 6:24:57, time: 1.421, data_time: 0.385, memory: 10215, top1_acc: 0.7111, top5_acc: 0.8984, loss_cls: 1.1090, loss: 1.1090, grad_norm: 2.9594 2020-08-16 06:44:55,965 - mmaction - INFO - Epoch [31][40/940] lr: 4.000e-03, eta: 6:24:32, time: 1.195, data_time: 0.006, memory: 10215, top1_acc: 0.7244, top5_acc: 0.8984, loss_cls: 1.0929, loss: 1.0929, grad_norm: 2.9506 2020-08-16 06:45:18,496 - mmaction - INFO - Epoch [31][60/940] lr: 4.000e-03, eta: 6:24:06, time: 1.125, data_time: 0.005, memory: 10215, top1_acc: 0.7209, top5_acc: 0.8973, loss_cls: 1.1105, loss: 1.1105, grad_norm: 2.9480 2020-08-16 06:45:43,850 - mmaction - INFO - Epoch [31][80/940] lr: 4.000e-03, eta: 6:23:42, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.7166, top5_acc: 0.8934, loss_cls: 1.1205, loss: 1.1205, grad_norm: 2.9870 2020-08-16 06:46:07,457 - mmaction - INFO - Epoch [31][100/940] lr: 4.000e-03, eta: 6:23:17, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.7279, top5_acc: 0.8996, loss_cls: 1.0657, loss: 1.0657, grad_norm: 2.9037 2020-08-16 06:46:31,462 - mmaction - INFO - Epoch [31][120/940] lr: 4.000e-03, eta: 6:22:52, time: 1.202, data_time: 0.005, memory: 10215, top1_acc: 0.7119, top5_acc: 0.8926, loss_cls: 1.1196, loss: 1.1196, grad_norm: 2.9736 2020-08-16 06:46:56,081 - mmaction - INFO - Epoch [31][140/940] lr: 4.000e-03, eta: 6:22:27, time: 1.230, data_time: 0.005, memory: 10215, top1_acc: 0.7041, top5_acc: 0.8979, loss_cls: 1.1171, loss: 1.1171, grad_norm: 3.0597 2020-08-16 06:47:19,659 - mmaction - INFO - Epoch [31][160/940] lr: 4.000e-03, eta: 6:22:02, time: 1.180, data_time: 0.005, memory: 10215, top1_acc: 0.7213, top5_acc: 0.8906, loss_cls: 1.1089, loss: 1.1089, grad_norm: 2.9793 2020-08-16 06:47:45,399 - mmaction - INFO - Epoch [31][180/940] lr: 4.000e-03, eta: 6:21:38, time: 1.284, data_time: 0.005, memory: 10215, top1_acc: 0.7285, top5_acc: 0.9051, loss_cls: 1.0633, loss: 1.0633, grad_norm: 2.9242 2020-08-16 06:48:08,049 - mmaction - INFO - Epoch [31][200/940] lr: 4.000e-03, eta: 6:21:12, time: 1.135, data_time: 0.006, memory: 10215, top1_acc: 0.7248, top5_acc: 0.8988, loss_cls: 1.0812, loss: 1.0812, grad_norm: 2.9255 2020-08-16 06:48:30,986 - mmaction - INFO - Epoch [31][220/940] lr: 4.000e-03, eta: 6:20:47, time: 1.144, data_time: 0.004, memory: 10215, top1_acc: 0.7145, top5_acc: 0.8992, loss_cls: 1.1114, loss: 1.1114, grad_norm: 2.9963 2020-08-16 06:48:54,874 - mmaction - INFO - Epoch [31][240/940] lr: 4.000e-03, eta: 6:20:21, time: 1.196, data_time: 0.006, memory: 10215, top1_acc: 0.7352, top5_acc: 0.9012, loss_cls: 1.0650, loss: 1.0650, grad_norm: 2.9427 2020-08-16 06:49:18,945 - mmaction - INFO - Epoch [31][260/940] lr: 4.000e-03, eta: 6:19:57, time: 1.202, data_time: 0.006, memory: 10215, top1_acc: 0.7203, top5_acc: 0.9033, loss_cls: 1.0680, loss: 1.0680, grad_norm: 2.9590 2020-08-16 06:49:41,297 - mmaction - INFO - Epoch [31][280/940] lr: 4.000e-03, eta: 6:19:31, time: 1.119, data_time: 0.006, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8941, loss_cls: 1.1249, loss: 1.1249, grad_norm: 2.9928 2020-08-16 06:50:03,546 - mmaction - INFO - Epoch [31][300/940] lr: 4.000e-03, eta: 6:19:04, time: 1.112, data_time: 0.004, memory: 10215, top1_acc: 0.7309, top5_acc: 0.8979, loss_cls: 1.0787, loss: 1.0787, grad_norm: 2.9299 2020-08-16 06:50:28,930 - mmaction - INFO - Epoch [31][320/940] lr: 4.000e-03, eta: 6:18:40, time: 1.269, data_time: 0.002, memory: 10215, top1_acc: 0.7291, top5_acc: 0.9027, loss_cls: 1.0777, loss: 1.0777, grad_norm: 2.9624 2020-08-16 06:50:51,291 - mmaction - INFO - Epoch [31][340/940] lr: 4.000e-03, eta: 6:18:14, time: 1.117, data_time: 0.004, memory: 10215, top1_acc: 0.7303, top5_acc: 0.9059, loss_cls: 1.0524, loss: 1.0524, grad_norm: 2.9177 2020-08-16 06:51:15,657 - mmaction - INFO - Epoch [31][360/940] lr: 4.000e-03, eta: 6:17:50, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7000, top5_acc: 0.8947, loss_cls: 1.1493, loss: 1.1493, grad_norm: 3.0835 2020-08-16 06:51:38,713 - mmaction - INFO - Epoch [31][380/940] lr: 4.000e-03, eta: 6:17:24, time: 1.151, data_time: 0.004, memory: 10215, top1_acc: 0.7223, top5_acc: 0.8980, loss_cls: 1.0990, loss: 1.0990, grad_norm: 2.9917 2020-08-16 06:52:02,249 - mmaction - INFO - Epoch [31][400/940] lr: 4.000e-03, eta: 6:16:59, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.7236, top5_acc: 0.8973, loss_cls: 1.0911, loss: 1.0911, grad_norm: 2.9753 2020-08-16 06:52:26,908 - mmaction - INFO - Epoch [31][420/940] lr: 4.000e-03, eta: 6:16:34, time: 1.231, data_time: 0.004, memory: 10215, top1_acc: 0.7312, top5_acc: 0.8977, loss_cls: 1.0604, loss: 1.0604, grad_norm: 2.9147 2020-08-16 06:52:51,074 - mmaction - INFO - Epoch [31][440/940] lr: 4.000e-03, eta: 6:16:09, time: 1.210, data_time: 0.006, memory: 10215, top1_acc: 0.7191, top5_acc: 0.8932, loss_cls: 1.1326, loss: 1.1326, grad_norm: 2.9929 2020-08-16 06:53:14,987 - mmaction - INFO - Epoch [31][460/940] lr: 4.000e-03, eta: 6:15:44, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7287, top5_acc: 0.9010, loss_cls: 1.0684, loss: 1.0684, grad_norm: 2.9625 2020-08-16 06:53:38,646 - mmaction - INFO - Epoch [31][480/940] lr: 4.000e-03, eta: 6:15:19, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0717, loss: 1.0717, grad_norm: 2.9760 2020-08-16 06:54:04,330 - mmaction - INFO - Epoch [31][500/940] lr: 4.000e-03, eta: 6:14:55, time: 1.283, data_time: 0.004, memory: 10215, top1_acc: 0.7252, top5_acc: 0.9062, loss_cls: 1.0707, loss: 1.0707, grad_norm: 3.0085 2020-08-16 06:54:26,761 - mmaction - INFO - Epoch [31][520/940] lr: 4.000e-03, eta: 6:14:29, time: 1.123, data_time: 0.005, memory: 10215, top1_acc: 0.7221, top5_acc: 0.9010, loss_cls: 1.0894, loss: 1.0894, grad_norm: 2.9989 2020-08-16 06:54:50,687 - mmaction - INFO - Epoch [31][540/940] lr: 4.000e-03, eta: 6:14:04, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7256, top5_acc: 0.8967, loss_cls: 1.0869, loss: 1.0869, grad_norm: 2.9873 2020-08-16 06:55:15,183 - mmaction - INFO - Epoch [31][560/940] lr: 4.000e-03, eta: 6:13:40, time: 1.225, data_time: 0.006, memory: 10215, top1_acc: 0.7127, top5_acc: 0.8982, loss_cls: 1.1186, loss: 1.1186, grad_norm: 3.0605 2020-08-16 06:55:37,808 - mmaction - INFO - Epoch [31][580/940] lr: 4.000e-03, eta: 6:13:14, time: 1.133, data_time: 0.005, memory: 10215, top1_acc: 0.7270, top5_acc: 0.9012, loss_cls: 1.0664, loss: 1.0664, grad_norm: 2.9187 2020-08-16 06:56:01,438 - mmaction - INFO - Epoch [31][600/940] lr: 4.000e-03, eta: 6:12:49, time: 1.179, data_time: 0.004, memory: 10215, top1_acc: 0.7342, top5_acc: 0.9047, loss_cls: 1.0508, loss: 1.0508, grad_norm: 2.9527 2020-08-16 06:56:24,935 - mmaction - INFO - Epoch [31][620/940] lr: 4.000e-03, eta: 6:12:23, time: 1.177, data_time: 0.006, memory: 10215, top1_acc: 0.7164, top5_acc: 0.8984, loss_cls: 1.1143, loss: 1.1143, grad_norm: 2.9948 2020-08-16 06:56:48,407 - mmaction - INFO - Epoch [31][640/940] lr: 4.000e-03, eta: 6:11:58, time: 1.174, data_time: 0.002, memory: 10215, top1_acc: 0.7080, top5_acc: 0.8961, loss_cls: 1.1139, loss: 1.1139, grad_norm: 3.0184 2020-08-16 06:57:12,146 - mmaction - INFO - Epoch [31][660/940] lr: 4.000e-03, eta: 6:11:33, time: 1.185, data_time: 0.004, memory: 10215, top1_acc: 0.7172, top5_acc: 0.8990, loss_cls: 1.0863, loss: 1.0863, grad_norm: 2.9440 2020-08-16 06:57:35,404 - mmaction - INFO - Epoch [31][680/940] lr: 4.000e-03, eta: 6:11:08, time: 1.165, data_time: 0.006, memory: 10215, top1_acc: 0.7084, top5_acc: 0.8957, loss_cls: 1.1101, loss: 1.1101, grad_norm: 2.9562 2020-08-16 06:57:59,435 - mmaction - INFO - Epoch [31][700/940] lr: 4.000e-03, eta: 6:10:43, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7199, top5_acc: 0.8963, loss_cls: 1.1006, loss: 1.1006, grad_norm: 2.9843 2020-08-16 06:58:24,301 - mmaction - INFO - Epoch [31][720/940] lr: 4.000e-03, eta: 6:10:18, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.7205, top5_acc: 0.8953, loss_cls: 1.1017, loss: 1.1017, grad_norm: 2.9886 2020-08-16 06:58:47,635 - mmaction - INFO - Epoch [31][740/940] lr: 4.000e-03, eta: 6:09:53, time: 1.167, data_time: 0.002, memory: 10215, top1_acc: 0.7322, top5_acc: 0.9023, loss_cls: 1.0679, loss: 1.0679, grad_norm: 2.9498 2020-08-16 06:59:12,899 - mmaction - INFO - Epoch [31][760/940] lr: 4.000e-03, eta: 6:09:29, time: 1.261, data_time: 0.004, memory: 10215, top1_acc: 0.7121, top5_acc: 0.8916, loss_cls: 1.1247, loss: 1.1247, grad_norm: 2.9879 2020-08-16 06:59:36,603 - mmaction - INFO - Epoch [31][780/940] lr: 4.000e-03, eta: 6:09:04, time: 1.187, data_time: 0.006, memory: 10215, top1_acc: 0.7234, top5_acc: 0.9012, loss_cls: 1.1036, loss: 1.1036, grad_norm: 2.9658 2020-08-16 06:59:59,819 - mmaction - INFO - Epoch [31][800/940] lr: 4.000e-03, eta: 6:08:38, time: 1.159, data_time: 0.005, memory: 10215, top1_acc: 0.7170, top5_acc: 0.8975, loss_cls: 1.1109, loss: 1.1109, grad_norm: 3.0521 2020-08-16 07:00:23,571 - mmaction - INFO - Epoch [31][820/940] lr: 4.000e-03, eta: 6:08:13, time: 1.183, data_time: 0.006, memory: 10215, top1_acc: 0.7242, top5_acc: 0.8949, loss_cls: 1.0916, loss: 1.0916, grad_norm: 2.9316 2020-08-16 07:00:47,389 - mmaction - INFO - Epoch [31][840/940] lr: 4.000e-03, eta: 6:07:48, time: 1.196, data_time: 0.013, memory: 10215, top1_acc: 0.7199, top5_acc: 0.8959, loss_cls: 1.1051, loss: 1.1051, grad_norm: 2.9760 2020-08-16 07:01:09,627 - mmaction - INFO - Epoch [31][860/940] lr: 4.000e-03, eta: 6:07:22, time: 1.113, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.1344, loss: 1.1344, grad_norm: 3.0288 2020-08-16 07:01:32,799 - mmaction - INFO - Epoch [31][880/940] lr: 4.000e-03, eta: 6:06:57, time: 1.157, data_time: 0.006, memory: 10215, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0812, loss: 1.0812, grad_norm: 2.9528 2020-08-16 07:01:57,997 - mmaction - INFO - Epoch [31][900/940] lr: 4.000e-03, eta: 6:06:32, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7283, top5_acc: 0.9031, loss_cls: 1.0999, loss: 1.0999, grad_norm: 3.0067 2020-08-16 07:02:21,499 - mmaction - INFO - Epoch [31][920/940] lr: 4.000e-03, eta: 6:06:07, time: 1.174, data_time: 0.006, memory: 10215, top1_acc: 0.7188, top5_acc: 0.8971, loss_cls: 1.1043, loss: 1.1043, grad_norm: 3.0138 2020-08-16 07:02:43,364 - mmaction - INFO - Epoch [31][940/940] lr: 4.000e-03, eta: 6:05:41, time: 1.095, data_time: 0.006, memory: 10215, top1_acc: 0.7200, top5_acc: 0.9004, loss_cls: 1.1213, loss: 1.1213, grad_norm: 3.0479 2020-08-16 07:02:43,752 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-08-16 07:03:15,057 - mmaction - INFO - Epoch [32][20/940] lr: 4.000e-03, eta: 6:05:20, time: 1.490, data_time: 0.408, memory: 10215, top1_acc: 0.7252, top5_acc: 0.9033, loss_cls: 1.0738, loss: 1.0738, grad_norm: 2.9973 2020-08-16 07:03:38,396 - mmaction - INFO - Epoch [32][40/940] lr: 4.000e-03, eta: 6:04:54, time: 1.169, data_time: 0.006, memory: 10215, top1_acc: 0.7186, top5_acc: 0.8959, loss_cls: 1.0960, loss: 1.0960, grad_norm: 2.9867 2020-08-16 07:04:01,041 - mmaction - INFO - Epoch [32][60/940] lr: 4.000e-03, eta: 6:04:29, time: 1.131, data_time: 0.004, memory: 10215, top1_acc: 0.7285, top5_acc: 0.9004, loss_cls: 1.0920, loss: 1.0920, grad_norm: 2.9709 2020-08-16 07:04:24,959 - mmaction - INFO - Epoch [32][80/940] lr: 4.000e-03, eta: 6:04:04, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7297, top5_acc: 0.9008, loss_cls: 1.0763, loss: 1.0763, grad_norm: 2.9803 2020-08-16 07:04:48,359 - mmaction - INFO - Epoch [32][100/940] lr: 4.000e-03, eta: 6:03:38, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.7168, top5_acc: 0.8992, loss_cls: 1.0894, loss: 1.0894, grad_norm: 2.9766 2020-08-16 07:05:11,937 - mmaction - INFO - Epoch [32][120/940] lr: 4.000e-03, eta: 6:03:13, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.7340, top5_acc: 0.9066, loss_cls: 1.0524, loss: 1.0524, grad_norm: 2.9583 2020-08-16 07:05:36,795 - mmaction - INFO - Epoch [32][140/940] lr: 4.000e-03, eta: 6:02:49, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.7154, top5_acc: 0.8979, loss_cls: 1.0955, loss: 1.0955, grad_norm: 3.0420 2020-08-16 07:06:01,737 - mmaction - INFO - Epoch [32][160/940] lr: 4.000e-03, eta: 6:02:24, time: 1.244, data_time: 0.003, memory: 10215, top1_acc: 0.7178, top5_acc: 0.8908, loss_cls: 1.1174, loss: 1.1174, grad_norm: 3.0646 2020-08-16 07:06:24,990 - mmaction - INFO - Epoch [32][180/940] lr: 4.000e-03, eta: 6:01:59, time: 1.166, data_time: 0.007, memory: 10215, top1_acc: 0.7203, top5_acc: 0.9010, loss_cls: 1.0864, loss: 1.0864, grad_norm: 3.0264 2020-08-16 07:06:48,895 - mmaction - INFO - Epoch [32][200/940] lr: 4.000e-03, eta: 6:01:34, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7346, top5_acc: 0.9061, loss_cls: 1.0462, loss: 1.0462, grad_norm: 2.9784 2020-08-16 07:07:11,807 - mmaction - INFO - Epoch [32][220/940] lr: 4.000e-03, eta: 6:01:08, time: 1.145, data_time: 0.005, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9014, loss_cls: 1.0719, loss: 1.0719, grad_norm: 2.9548 2020-08-16 07:07:35,931 - mmaction - INFO - Epoch [32][240/940] lr: 4.000e-03, eta: 6:00:44, time: 1.208, data_time: 0.006, memory: 10215, top1_acc: 0.7170, top5_acc: 0.9002, loss_cls: 1.0853, loss: 1.0853, grad_norm: 2.9980 2020-08-16 07:07:59,126 - mmaction - INFO - Epoch [32][260/940] lr: 4.000e-03, eta: 6:00:18, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.7199, top5_acc: 0.9000, loss_cls: 1.1058, loss: 1.1058, grad_norm: 3.0479 2020-08-16 07:08:23,634 - mmaction - INFO - Epoch [32][280/940] lr: 4.000e-03, eta: 5:59:54, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.7262, top5_acc: 0.8967, loss_cls: 1.1042, loss: 1.1042, grad_norm: 2.9740 2020-08-16 07:08:47,754 - mmaction - INFO - Epoch [32][300/940] lr: 4.000e-03, eta: 5:59:29, time: 1.206, data_time: 0.002, memory: 10215, top1_acc: 0.7211, top5_acc: 0.8988, loss_cls: 1.1002, loss: 1.1002, grad_norm: 3.0558 2020-08-16 07:09:11,274 - mmaction - INFO - Epoch [32][320/940] lr: 4.000e-03, eta: 5:59:04, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7150, top5_acc: 0.8996, loss_cls: 1.1018, loss: 1.1018, grad_norm: 3.0374 2020-08-16 07:09:34,910 - mmaction - INFO - Epoch [32][340/940] lr: 4.000e-03, eta: 5:58:39, time: 1.183, data_time: 0.005, memory: 10215, top1_acc: 0.7234, top5_acc: 0.9002, loss_cls: 1.0837, loss: 1.0837, grad_norm: 3.0056 2020-08-16 07:09:58,637 - mmaction - INFO - Epoch [32][360/940] lr: 4.000e-03, eta: 5:58:13, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7227, top5_acc: 0.8957, loss_cls: 1.0954, loss: 1.0954, grad_norm: 2.9825 2020-08-16 07:10:22,361 - mmaction - INFO - Epoch [32][380/940] lr: 4.000e-03, eta: 5:57:48, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.7191, top5_acc: 0.8982, loss_cls: 1.0866, loss: 1.0866, grad_norm: 3.0302 2020-08-16 07:10:45,284 - mmaction - INFO - Epoch [32][400/940] lr: 4.000e-03, eta: 5:57:23, time: 1.145, data_time: 0.005, memory: 10215, top1_acc: 0.7273, top5_acc: 0.9002, loss_cls: 1.0708, loss: 1.0708, grad_norm: 2.9623 2020-08-16 07:11:09,346 - mmaction - INFO - Epoch [32][420/940] lr: 4.000e-03, eta: 5:56:58, time: 1.204, data_time: 0.006, memory: 10215, top1_acc: 0.7229, top5_acc: 0.8938, loss_cls: 1.0958, loss: 1.0958, grad_norm: 2.9889 2020-08-16 07:11:31,457 - mmaction - INFO - Epoch [32][440/940] lr: 4.000e-03, eta: 5:56:32, time: 1.104, data_time: 0.005, memory: 10215, top1_acc: 0.7209, top5_acc: 0.8938, loss_cls: 1.1162, loss: 1.1162, grad_norm: 3.0089 2020-08-16 07:11:56,785 - mmaction - INFO - Epoch [32][460/940] lr: 4.000e-03, eta: 5:56:08, time: 1.268, data_time: 0.005, memory: 10215, top1_acc: 0.7223, top5_acc: 0.8967, loss_cls: 1.0967, loss: 1.0967, grad_norm: 3.0381 2020-08-16 07:12:20,761 - mmaction - INFO - Epoch [32][480/940] lr: 4.000e-03, eta: 5:55:43, time: 1.199, data_time: 0.002, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9041, loss_cls: 1.0539, loss: 1.0539, grad_norm: 2.9984 2020-08-16 07:12:45,395 - mmaction - INFO - Epoch [32][500/940] lr: 4.000e-03, eta: 5:55:18, time: 1.230, data_time: 0.004, memory: 10215, top1_acc: 0.7301, top5_acc: 0.8986, loss_cls: 1.0612, loss: 1.0612, grad_norm: 2.9605 2020-08-16 07:13:09,493 - mmaction - INFO - Epoch [32][520/940] lr: 4.000e-03, eta: 5:54:54, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.7164, top5_acc: 0.8969, loss_cls: 1.0983, loss: 1.0983, grad_norm: 3.0009 2020-08-16 07:13:34,855 - mmaction - INFO - Epoch [32][540/940] lr: 4.000e-03, eta: 5:54:30, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.7168, top5_acc: 0.8957, loss_cls: 1.1152, loss: 1.1152, grad_norm: 3.0518 2020-08-16 07:13:57,325 - mmaction - INFO - Epoch [32][560/940] lr: 4.000e-03, eta: 5:54:04, time: 1.122, data_time: 0.005, memory: 10215, top1_acc: 0.7209, top5_acc: 0.8957, loss_cls: 1.0982, loss: 1.0982, grad_norm: 3.0349 2020-08-16 07:14:21,088 - mmaction - INFO - Epoch [32][580/940] lr: 4.000e-03, eta: 5:53:39, time: 1.190, data_time: 0.005, memory: 10215, top1_acc: 0.7227, top5_acc: 0.8998, loss_cls: 1.0900, loss: 1.0900, grad_norm: 3.0304 2020-08-16 07:14:45,841 - mmaction - INFO - Epoch [32][600/940] lr: 4.000e-03, eta: 5:53:14, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.7254, top5_acc: 0.8961, loss_cls: 1.1041, loss: 1.1041, grad_norm: 3.0399 2020-08-16 07:15:09,234 - mmaction - INFO - Epoch [32][620/940] lr: 4.000e-03, eta: 5:52:49, time: 1.171, data_time: 0.005, memory: 10215, top1_acc: 0.7316, top5_acc: 0.8949, loss_cls: 1.0777, loss: 1.0777, grad_norm: 2.9611 2020-08-16 07:15:33,798 - mmaction - INFO - Epoch [32][640/940] lr: 4.000e-03, eta: 5:52:25, time: 1.228, data_time: 0.002, memory: 10215, top1_acc: 0.7248, top5_acc: 0.8977, loss_cls: 1.0971, loss: 1.0971, grad_norm: 3.0098 2020-08-16 07:15:57,508 - mmaction - INFO - Epoch [32][660/940] lr: 4.000e-03, eta: 5:51:59, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.7336, top5_acc: 0.8965, loss_cls: 1.0607, loss: 1.0607, grad_norm: 3.0094 2020-08-16 07:16:20,982 - mmaction - INFO - Epoch [32][680/940] lr: 4.000e-03, eta: 5:51:34, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.7188, top5_acc: 0.9012, loss_cls: 1.0761, loss: 1.0761, grad_norm: 3.0048 2020-08-16 07:16:45,353 - mmaction - INFO - Epoch [32][700/940] lr: 4.000e-03, eta: 5:51:10, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7346, top5_acc: 0.8990, loss_cls: 1.0567, loss: 1.0567, grad_norm: 2.9932 2020-08-16 07:17:08,379 - mmaction - INFO - Epoch [32][720/940] lr: 4.000e-03, eta: 5:50:44, time: 1.153, data_time: 0.005, memory: 10215, top1_acc: 0.7133, top5_acc: 0.8967, loss_cls: 1.1120, loss: 1.1120, grad_norm: 3.0742 2020-08-16 07:17:33,171 - mmaction - INFO - Epoch [32][740/940] lr: 4.000e-03, eta: 5:50:20, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.0308 2020-08-16 07:17:56,732 - mmaction - INFO - Epoch [32][760/940] lr: 4.000e-03, eta: 5:49:55, time: 1.181, data_time: 0.006, memory: 10215, top1_acc: 0.7117, top5_acc: 0.8885, loss_cls: 1.1266, loss: 1.1266, grad_norm: 3.0688 2020-08-16 07:18:20,601 - mmaction - INFO - Epoch [32][780/940] lr: 4.000e-03, eta: 5:49:30, time: 1.193, data_time: 0.005, memory: 10215, top1_acc: 0.7268, top5_acc: 0.9002, loss_cls: 1.0745, loss: 1.0745, grad_norm: 3.0333 2020-08-16 07:18:45,675 - mmaction - INFO - Epoch [32][800/940] lr: 4.000e-03, eta: 5:49:05, time: 1.253, data_time: 0.002, memory: 10215, top1_acc: 0.7285, top5_acc: 0.9062, loss_cls: 1.0515, loss: 1.0515, grad_norm: 3.0019 2020-08-16 07:19:08,426 - mmaction - INFO - Epoch [32][820/940] lr: 4.000e-03, eta: 5:48:40, time: 1.138, data_time: 0.006, memory: 10215, top1_acc: 0.7123, top5_acc: 0.9008, loss_cls: 1.0991, loss: 1.0991, grad_norm: 3.0976 2020-08-16 07:19:32,714 - mmaction - INFO - Epoch [32][840/940] lr: 4.000e-03, eta: 5:48:15, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.7166, top5_acc: 0.8994, loss_cls: 1.0874, loss: 1.0874, grad_norm: 3.0644 2020-08-16 07:19:57,090 - mmaction - INFO - Epoch [32][860/940] lr: 4.000e-03, eta: 5:47:50, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.7176, top5_acc: 0.8949, loss_cls: 1.1242, loss: 1.1242, grad_norm: 3.0905 2020-08-16 07:20:20,726 - mmaction - INFO - Epoch [32][880/940] lr: 4.000e-03, eta: 5:47:25, time: 1.183, data_time: 0.005, memory: 10215, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.0130 2020-08-16 07:20:45,317 - mmaction - INFO - Epoch [32][900/940] lr: 4.000e-03, eta: 5:47:01, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.7201, top5_acc: 0.8975, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.0556 2020-08-16 07:21:07,684 - mmaction - INFO - Epoch [32][920/940] lr: 4.000e-03, eta: 5:46:35, time: 1.121, data_time: 0.006, memory: 10215, top1_acc: 0.7178, top5_acc: 0.8998, loss_cls: 1.0746, loss: 1.0746, grad_norm: 3.0358 2020-08-16 07:21:31,209 - mmaction - INFO - Epoch [32][940/940] lr: 4.000e-03, eta: 5:46:10, time: 1.175, data_time: 0.004, memory: 10215, top1_acc: 0.7325, top5_acc: 0.9050, loss_cls: 1.0597, loss: 1.0597, grad_norm: 3.0315 2020-08-16 07:21:31,531 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-08-16 07:22:00,941 - mmaction - INFO - Epoch [33][20/940] lr: 4.000e-03, eta: 5:45:47, time: 1.392, data_time: 0.330, memory: 10215, top1_acc: 0.7305, top5_acc: 0.9000, loss_cls: 1.0699, loss: 1.0699, grad_norm: 2.9725 2020-08-16 07:22:23,102 - mmaction - INFO - Epoch [33][40/940] lr: 4.000e-03, eta: 5:45:21, time: 1.107, data_time: 0.005, memory: 10215, top1_acc: 0.7369, top5_acc: 0.9041, loss_cls: 1.0612, loss: 1.0612, grad_norm: 2.9864 2020-08-16 07:22:46,585 - mmaction - INFO - Epoch [33][60/940] lr: 4.000e-03, eta: 5:44:56, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.7303, top5_acc: 0.9010, loss_cls: 1.0459, loss: 1.0459, grad_norm: 2.9958 2020-08-16 07:23:10,475 - mmaction - INFO - Epoch [33][80/940] lr: 4.000e-03, eta: 5:44:31, time: 1.195, data_time: 0.002, memory: 10215, top1_acc: 0.7318, top5_acc: 0.9037, loss_cls: 1.0705, loss: 1.0705, grad_norm: 3.0331 2020-08-16 07:23:34,814 - mmaction - INFO - Epoch [33][100/940] lr: 4.000e-03, eta: 5:44:07, time: 1.215, data_time: 0.004, memory: 10215, top1_acc: 0.7311, top5_acc: 0.9004, loss_cls: 1.0572, loss: 1.0572, grad_norm: 3.0713 2020-08-16 07:23:59,566 - mmaction - INFO - Epoch [33][120/940] lr: 4.000e-03, eta: 5:43:42, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.7305, top5_acc: 0.9012, loss_cls: 1.0606, loss: 1.0606, grad_norm: 3.0170 2020-08-16 07:24:22,797 - mmaction - INFO - Epoch [33][140/940] lr: 4.000e-03, eta: 5:43:17, time: 1.160, data_time: 0.005, memory: 10215, top1_acc: 0.7227, top5_acc: 0.9055, loss_cls: 1.0852, loss: 1.0852, grad_norm: 3.0574 2020-08-16 07:24:46,244 - mmaction - INFO - Epoch [33][160/940] lr: 4.000e-03, eta: 5:42:52, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7188, top5_acc: 0.8939, loss_cls: 1.1019, loss: 1.1019, grad_norm: 2.9936 2020-08-16 07:25:09,515 - mmaction - INFO - Epoch [33][180/940] lr: 4.000e-03, eta: 5:42:26, time: 1.164, data_time: 0.004, memory: 10215, top1_acc: 0.7215, top5_acc: 0.9045, loss_cls: 1.0858, loss: 1.0858, grad_norm: 3.0719 2020-08-16 07:25:33,483 - mmaction - INFO - Epoch [33][200/940] lr: 4.000e-03, eta: 5:42:02, time: 1.198, data_time: 0.002, memory: 10215, top1_acc: 0.7242, top5_acc: 0.8957, loss_cls: 1.0974, loss: 1.0974, grad_norm: 3.0391 2020-08-16 07:25:58,433 - mmaction - INFO - Epoch [33][220/940] lr: 4.000e-03, eta: 5:41:37, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9037, loss_cls: 1.0509, loss: 1.0509, grad_norm: 2.9718 2020-08-16 07:26:21,087 - mmaction - INFO - Epoch [33][240/940] lr: 4.000e-03, eta: 5:41:12, time: 1.135, data_time: 0.006, memory: 10215, top1_acc: 0.7287, top5_acc: 0.9035, loss_cls: 1.0594, loss: 1.0594, grad_norm: 3.0380 2020-08-16 07:26:44,414 - mmaction - INFO - Epoch [33][260/940] lr: 4.000e-03, eta: 5:40:46, time: 1.165, data_time: 0.005, memory: 10215, top1_acc: 0.7246, top5_acc: 0.9061, loss_cls: 1.0703, loss: 1.0703, grad_norm: 3.0510 2020-08-16 07:27:09,005 - mmaction - INFO - Epoch [33][280/940] lr: 4.000e-03, eta: 5:40:22, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7268, top5_acc: 0.8979, loss_cls: 1.0739, loss: 1.0739, grad_norm: 3.0366 2020-08-16 07:27:32,239 - mmaction - INFO - Epoch [33][300/940] lr: 4.000e-03, eta: 5:39:57, time: 1.162, data_time: 0.005, memory: 10215, top1_acc: 0.7143, top5_acc: 0.8920, loss_cls: 1.1035, loss: 1.1035, grad_norm: 3.0659 2020-08-16 07:27:56,876 - mmaction - INFO - Epoch [33][320/940] lr: 4.000e-03, eta: 5:39:32, time: 1.232, data_time: 0.002, memory: 10215, top1_acc: 0.7293, top5_acc: 0.9047, loss_cls: 1.0692, loss: 1.0692, grad_norm: 3.0073 2020-08-16 07:28:21,162 - mmaction - INFO - Epoch [33][340/940] lr: 4.000e-03, eta: 5:39:07, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.7268, top5_acc: 0.9068, loss_cls: 1.0641, loss: 1.0641, grad_norm: 3.0424 2020-08-16 07:28:45,201 - mmaction - INFO - Epoch [33][360/940] lr: 4.000e-03, eta: 5:38:43, time: 1.201, data_time: 0.002, memory: 10215, top1_acc: 0.7289, top5_acc: 0.9055, loss_cls: 1.0536, loss: 1.0536, grad_norm: 3.0045 2020-08-16 07:29:07,807 - mmaction - INFO - Epoch [33][380/940] lr: 4.000e-03, eta: 5:38:17, time: 1.129, data_time: 0.005, memory: 10215, top1_acc: 0.7277, top5_acc: 0.8963, loss_cls: 1.0650, loss: 1.0650, grad_norm: 3.0307 2020-08-16 07:29:32,379 - mmaction - INFO - Epoch [33][400/940] lr: 4.000e-03, eta: 5:37:53, time: 1.230, data_time: 0.005, memory: 10215, top1_acc: 0.7305, top5_acc: 0.8994, loss_cls: 1.0700, loss: 1.0700, grad_norm: 3.0088 2020-08-16 07:29:56,086 - mmaction - INFO - Epoch [33][420/940] lr: 4.000e-03, eta: 5:37:28, time: 1.183, data_time: 0.005, memory: 10215, top1_acc: 0.7246, top5_acc: 0.9000, loss_cls: 1.0843, loss: 1.0843, grad_norm: 3.0496 2020-08-16 07:30:20,463 - mmaction - INFO - Epoch [33][440/940] lr: 4.000e-03, eta: 5:37:03, time: 1.222, data_time: 0.006, memory: 10215, top1_acc: 0.7195, top5_acc: 0.8965, loss_cls: 1.0835, loss: 1.0835, grad_norm: 3.0834 2020-08-16 07:30:45,888 - mmaction - INFO - Epoch [33][460/940] lr: 4.000e-03, eta: 5:36:39, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.7324, top5_acc: 0.9012, loss_cls: 1.0446, loss: 1.0446, grad_norm: 2.9905 2020-08-16 07:31:11,487 - mmaction - INFO - Epoch [33][480/940] lr: 4.000e-03, eta: 5:36:15, time: 1.283, data_time: 0.006, memory: 10215, top1_acc: 0.7354, top5_acc: 0.9055, loss_cls: 1.0460, loss: 1.0460, grad_norm: 3.0184 2020-08-16 07:31:34,934 - mmaction - INFO - Epoch [33][500/940] lr: 4.000e-03, eta: 5:35:50, time: 1.171, data_time: 0.005, memory: 10215, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0665, loss: 1.0665, grad_norm: 3.0961 2020-08-16 07:32:00,600 - mmaction - INFO - Epoch [33][520/940] lr: 4.000e-03, eta: 5:35:26, time: 1.285, data_time: 0.005, memory: 10215, top1_acc: 0.7303, top5_acc: 0.8955, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.0592 2020-08-16 07:32:23,051 - mmaction - INFO - Epoch [33][540/940] lr: 4.000e-03, eta: 5:35:00, time: 1.121, data_time: 0.005, memory: 10215, top1_acc: 0.7188, top5_acc: 0.9027, loss_cls: 1.0902, loss: 1.0902, grad_norm: 3.1146 2020-08-16 07:32:47,064 - mmaction - INFO - Epoch [33][560/940] lr: 4.000e-03, eta: 5:34:35, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.7316, top5_acc: 0.8908, loss_cls: 1.0870, loss: 1.0870, grad_norm: 3.0613 2020-08-16 07:33:11,985 - mmaction - INFO - Epoch [33][580/940] lr: 4.000e-03, eta: 5:34:11, time: 1.246, data_time: 0.007, memory: 10215, top1_acc: 0.7254, top5_acc: 0.8994, loss_cls: 1.0706, loss: 1.0706, grad_norm: 3.0513 2020-08-16 07:33:35,464 - mmaction - INFO - Epoch [33][600/940] lr: 4.000e-03, eta: 5:33:46, time: 1.174, data_time: 0.002, memory: 10215, top1_acc: 0.7344, top5_acc: 0.9064, loss_cls: 1.0642, loss: 1.0642, grad_norm: 3.0748 2020-08-16 07:33:58,325 - mmaction - INFO - Epoch [33][620/940] lr: 4.000e-03, eta: 5:33:20, time: 1.143, data_time: 0.005, memory: 10215, top1_acc: 0.7357, top5_acc: 0.8967, loss_cls: 1.0515, loss: 1.0515, grad_norm: 2.9934 2020-08-16 07:34:23,160 - mmaction - INFO - Epoch [33][640/940] lr: 4.000e-03, eta: 5:32:56, time: 1.242, data_time: 0.002, memory: 10215, top1_acc: 0.7129, top5_acc: 0.9016, loss_cls: 1.0933, loss: 1.0933, grad_norm: 3.0813 2020-08-16 07:34:47,286 - mmaction - INFO - Epoch [33][660/940] lr: 4.000e-03, eta: 5:32:31, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.7260, top5_acc: 0.9023, loss_cls: 1.0767, loss: 1.0767, grad_norm: 3.0170 2020-08-16 07:35:10,362 - mmaction - INFO - Epoch [33][680/940] lr: 4.000e-03, eta: 5:32:06, time: 1.155, data_time: 0.005, memory: 10215, top1_acc: 0.7213, top5_acc: 0.8996, loss_cls: 1.1045, loss: 1.1045, grad_norm: 3.0786 2020-08-16 07:35:35,170 - mmaction - INFO - Epoch [33][700/940] lr: 4.000e-03, eta: 5:31:42, time: 1.241, data_time: 0.002, memory: 10215, top1_acc: 0.7273, top5_acc: 0.8998, loss_cls: 1.0833, loss: 1.0833, grad_norm: 3.0113 2020-08-16 07:35:59,495 - mmaction - INFO - Epoch [33][720/940] lr: 4.000e-03, eta: 5:31:17, time: 1.215, data_time: 0.004, memory: 10215, top1_acc: 0.7373, top5_acc: 0.9025, loss_cls: 1.0481, loss: 1.0481, grad_norm: 2.9944 2020-08-16 07:36:22,866 - mmaction - INFO - Epoch [33][740/940] lr: 4.000e-03, eta: 5:30:52, time: 1.170, data_time: 0.005, memory: 10215, top1_acc: 0.7289, top5_acc: 0.8945, loss_cls: 1.0760, loss: 1.0760, grad_norm: 2.9964 2020-08-16 07:36:46,673 - mmaction - INFO - Epoch [33][760/940] lr: 4.000e-03, eta: 5:30:27, time: 1.189, data_time: 0.005, memory: 10215, top1_acc: 0.7271, top5_acc: 0.8957, loss_cls: 1.1018, loss: 1.1018, grad_norm: 3.0467 2020-08-16 07:37:11,613 - mmaction - INFO - Epoch [33][780/940] lr: 4.000e-03, eta: 5:30:03, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8932, loss_cls: 1.1229, loss: 1.1229, grad_norm: 3.1168 2020-08-16 07:37:34,513 - mmaction - INFO - Epoch [33][800/940] lr: 4.000e-03, eta: 5:29:37, time: 1.145, data_time: 0.005, memory: 10215, top1_acc: 0.7225, top5_acc: 0.9041, loss_cls: 1.0720, loss: 1.0720, grad_norm: 3.0764 2020-08-16 07:37:58,242 - mmaction - INFO - Epoch [33][820/940] lr: 4.000e-03, eta: 5:29:12, time: 1.186, data_time: 0.002, memory: 10215, top1_acc: 0.7361, top5_acc: 0.8984, loss_cls: 1.0497, loss: 1.0497, grad_norm: 2.9974 2020-08-16 07:38:21,687 - mmaction - INFO - Epoch [33][840/940] lr: 4.000e-03, eta: 5:28:47, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.7195, top5_acc: 0.8988, loss_cls: 1.0917, loss: 1.0917, grad_norm: 3.0579 2020-08-16 07:38:43,923 - mmaction - INFO - Epoch [33][860/940] lr: 4.000e-03, eta: 5:28:21, time: 1.111, data_time: 0.002, memory: 10215, top1_acc: 0.7322, top5_acc: 0.8967, loss_cls: 1.0744, loss: 1.0744, grad_norm: 3.0664 2020-08-16 07:39:06,524 - mmaction - INFO - Epoch [33][880/940] lr: 4.000e-03, eta: 5:27:56, time: 1.128, data_time: 0.005, memory: 10215, top1_acc: 0.7289, top5_acc: 0.9002, loss_cls: 1.0789, loss: 1.0789, grad_norm: 3.0784 2020-08-16 07:39:29,918 - mmaction - INFO - Epoch [33][900/940] lr: 4.000e-03, eta: 5:27:31, time: 1.172, data_time: 0.006, memory: 10215, top1_acc: 0.7205, top5_acc: 0.9037, loss_cls: 1.0685, loss: 1.0685, grad_norm: 3.0848 2020-08-16 07:39:53,062 - mmaction - INFO - Epoch [33][920/940] lr: 4.000e-03, eta: 5:27:05, time: 1.156, data_time: 0.004, memory: 10215, top1_acc: 0.7174, top5_acc: 0.8967, loss_cls: 1.1031, loss: 1.1031, grad_norm: 3.1926 2020-08-16 07:40:16,015 - mmaction - INFO - Epoch [33][940/940] lr: 4.000e-03, eta: 5:26:40, time: 1.148, data_time: 0.005, memory: 10215, top1_acc: 0.7147, top5_acc: 0.8951, loss_cls: 1.1118, loss: 1.1118, grad_norm: 3.1480 2020-08-16 07:40:16,345 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-08-16 07:40:43,531 - mmaction - INFO - Epoch [34][20/940] lr: 4.000e-03, eta: 5:26:16, time: 1.284, data_time: 0.332, memory: 10215, top1_acc: 0.7219, top5_acc: 0.8998, loss_cls: 1.0763, loss: 1.0763, grad_norm: 3.0236 2020-08-16 07:41:08,254 - mmaction - INFO - Epoch [34][40/940] lr: 4.000e-03, eta: 5:25:52, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9037, loss_cls: 1.0334, loss: 1.0334, grad_norm: 3.0086 2020-08-16 07:41:31,616 - mmaction - INFO - Epoch [34][60/940] lr: 4.000e-03, eta: 5:25:27, time: 1.170, data_time: 0.005, memory: 10215, top1_acc: 0.7242, top5_acc: 0.9035, loss_cls: 1.0711, loss: 1.0711, grad_norm: 3.0946 2020-08-16 07:41:54,826 - mmaction - INFO - Epoch [34][80/940] lr: 4.000e-03, eta: 5:25:01, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.7279, top5_acc: 0.8977, loss_cls: 1.0798, loss: 1.0798, grad_norm: 3.0822 2020-08-16 07:42:18,412 - mmaction - INFO - Epoch [34][100/940] lr: 4.000e-03, eta: 5:24:36, time: 1.182, data_time: 0.006, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9113, loss_cls: 1.0176, loss: 1.0176, grad_norm: 3.0584 2020-08-16 07:42:44,141 - mmaction - INFO - Epoch [34][120/940] lr: 4.000e-03, eta: 5:24:12, time: 1.285, data_time: 0.004, memory: 10215, top1_acc: 0.7309, top5_acc: 0.9045, loss_cls: 1.0413, loss: 1.0413, grad_norm: 3.0449 2020-08-16 07:43:06,031 - mmaction - INFO - Epoch [34][140/940] lr: 4.000e-03, eta: 5:23:47, time: 1.096, data_time: 0.005, memory: 10215, top1_acc: 0.7229, top5_acc: 0.9012, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.1060 2020-08-16 07:43:30,293 - mmaction - INFO - Epoch [34][160/940] lr: 4.000e-03, eta: 5:23:22, time: 1.213, data_time: 0.002, memory: 10215, top1_acc: 0.7268, top5_acc: 0.9061, loss_cls: 1.0534, loss: 1.0534, grad_norm: 3.0941 2020-08-16 07:43:53,720 - mmaction - INFO - Epoch [34][180/940] lr: 4.000e-03, eta: 5:22:57, time: 1.170, data_time: 0.005, memory: 10215, top1_acc: 0.7184, top5_acc: 0.9000, loss_cls: 1.0713, loss: 1.0713, grad_norm: 3.1125 2020-08-16 07:44:18,202 - mmaction - INFO - Epoch [34][200/940] lr: 4.000e-03, eta: 5:22:32, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7348, top5_acc: 0.9094, loss_cls: 1.0426, loss: 1.0426, grad_norm: 3.0938 2020-08-16 07:44:40,386 - mmaction - INFO - Epoch [34][220/940] lr: 4.000e-03, eta: 5:22:06, time: 1.108, data_time: 0.004, memory: 10215, top1_acc: 0.7270, top5_acc: 0.9053, loss_cls: 1.0439, loss: 1.0439, grad_norm: 3.0758 2020-08-16 07:45:04,883 - mmaction - INFO - Epoch [34][240/940] lr: 4.000e-03, eta: 5:21:42, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.7396, top5_acc: 0.9059, loss_cls: 1.0218, loss: 1.0218, grad_norm: 2.9999 2020-08-16 07:45:28,135 - mmaction - INFO - Epoch [34][260/940] lr: 4.000e-03, eta: 5:21:17, time: 1.163, data_time: 0.002, memory: 10215, top1_acc: 0.7365, top5_acc: 0.9002, loss_cls: 1.0450, loss: 1.0450, grad_norm: 3.0246 2020-08-16 07:45:51,821 - mmaction - INFO - Epoch [34][280/940] lr: 4.000e-03, eta: 5:20:52, time: 1.183, data_time: 0.004, memory: 10215, top1_acc: 0.7348, top5_acc: 0.9061, loss_cls: 1.0321, loss: 1.0321, grad_norm: 3.0440 2020-08-16 07:46:14,921 - mmaction - INFO - Epoch [34][300/940] lr: 4.000e-03, eta: 5:20:27, time: 1.157, data_time: 0.006, memory: 10215, top1_acc: 0.7293, top5_acc: 0.8979, loss_cls: 1.0919, loss: 1.0919, grad_norm: 3.0785 2020-08-16 07:46:38,291 - mmaction - INFO - Epoch [34][320/940] lr: 4.000e-03, eta: 5:20:01, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.7164, top5_acc: 0.8949, loss_cls: 1.0929, loss: 1.0929, grad_norm: 3.0862 2020-08-16 07:47:01,965 - mmaction - INFO - Epoch [34][340/940] lr: 4.000e-03, eta: 5:19:37, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7195, top5_acc: 0.9041, loss_cls: 1.0835, loss: 1.0835, grad_norm: 3.1442 2020-08-16 07:47:25,668 - mmaction - INFO - Epoch [34][360/940] lr: 4.000e-03, eta: 5:19:12, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.7234, top5_acc: 0.8982, loss_cls: 1.0815, loss: 1.0815, grad_norm: 3.0785 2020-08-16 07:47:49,125 - mmaction - INFO - Epoch [34][380/940] lr: 4.000e-03, eta: 5:18:47, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7301, top5_acc: 0.9047, loss_cls: 1.0475, loss: 1.0475, grad_norm: 3.0540 2020-08-16 07:48:12,777 - mmaction - INFO - Epoch [34][400/940] lr: 4.000e-03, eta: 5:18:22, time: 1.183, data_time: 0.002, memory: 10215, top1_acc: 0.7303, top5_acc: 0.8973, loss_cls: 1.0797, loss: 1.0797, grad_norm: 3.1282 2020-08-16 07:48:35,891 - mmaction - INFO - Epoch [34][420/940] lr: 4.000e-03, eta: 5:17:56, time: 1.154, data_time: 0.005, memory: 10215, top1_acc: 0.7252, top5_acc: 0.9012, loss_cls: 1.0658, loss: 1.0658, grad_norm: 3.0564 2020-08-16 07:48:59,596 - mmaction - INFO - Epoch [34][440/940] lr: 4.000e-03, eta: 5:17:31, time: 1.187, data_time: 0.005, memory: 10215, top1_acc: 0.7205, top5_acc: 0.8945, loss_cls: 1.0884, loss: 1.0884, grad_norm: 3.1125 2020-08-16 07:49:22,749 - mmaction - INFO - Epoch [34][460/940] lr: 4.000e-03, eta: 5:17:06, time: 1.156, data_time: 0.005, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9031, loss_cls: 1.0444, loss: 1.0444, grad_norm: 3.0612 2020-08-16 07:49:46,324 - mmaction - INFO - Epoch [34][480/940] lr: 4.000e-03, eta: 5:16:41, time: 1.180, data_time: 0.006, memory: 10215, top1_acc: 0.7297, top5_acc: 0.9059, loss_cls: 1.0341, loss: 1.0341, grad_norm: 3.0970 2020-08-16 07:50:10,759 - mmaction - INFO - Epoch [34][500/940] lr: 4.000e-03, eta: 5:16:17, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.7244, top5_acc: 0.9031, loss_cls: 1.0773, loss: 1.0773, grad_norm: 3.1180 2020-08-16 07:50:35,136 - mmaction - INFO - Epoch [34][520/940] lr: 4.000e-03, eta: 5:15:52, time: 1.219, data_time: 0.002, memory: 10215, top1_acc: 0.7262, top5_acc: 0.9021, loss_cls: 1.0642, loss: 1.0642, grad_norm: 3.1427 2020-08-16 07:50:58,727 - mmaction - INFO - Epoch [34][540/940] lr: 4.000e-03, eta: 5:15:27, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.7117, top5_acc: 0.9016, loss_cls: 1.0881, loss: 1.0881, grad_norm: 3.1116 2020-08-16 07:51:24,296 - mmaction - INFO - Epoch [34][560/940] lr: 4.000e-03, eta: 5:15:03, time: 1.280, data_time: 0.005, memory: 10215, top1_acc: 0.7232, top5_acc: 0.8988, loss_cls: 1.0805, loss: 1.0805, grad_norm: 3.0896 2020-08-16 07:51:49,197 - mmaction - INFO - Epoch [34][580/940] lr: 4.000e-03, eta: 5:14:39, time: 1.242, data_time: 0.005, memory: 10215, top1_acc: 0.7303, top5_acc: 0.9021, loss_cls: 1.0755, loss: 1.0755, grad_norm: 3.1133 2020-08-16 07:52:13,051 - mmaction - INFO - Epoch [34][600/940] lr: 4.000e-03, eta: 5:14:14, time: 1.195, data_time: 0.006, memory: 10215, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0449, loss: 1.0449, grad_norm: 3.1010 2020-08-16 07:52:36,353 - mmaction - INFO - Epoch [34][620/940] lr: 4.000e-03, eta: 5:13:49, time: 1.165, data_time: 0.002, memory: 10215, top1_acc: 0.7148, top5_acc: 0.8953, loss_cls: 1.1230, loss: 1.1230, grad_norm: 3.1862 2020-08-16 07:52:59,465 - mmaction - INFO - Epoch [34][640/940] lr: 4.000e-03, eta: 5:13:24, time: 1.154, data_time: 0.002, memory: 10215, top1_acc: 0.7258, top5_acc: 0.9010, loss_cls: 1.0846, loss: 1.0846, grad_norm: 3.1273 2020-08-16 07:53:23,890 - mmaction - INFO - Epoch [34][660/940] lr: 4.000e-03, eta: 5:12:59, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7205, top5_acc: 0.8975, loss_cls: 1.0916, loss: 1.0916, grad_norm: 3.1297 2020-08-16 07:53:46,257 - mmaction - INFO - Epoch [34][680/940] lr: 4.000e-03, eta: 5:12:34, time: 1.116, data_time: 0.005, memory: 10215, top1_acc: 0.7266, top5_acc: 0.9004, loss_cls: 1.0555, loss: 1.0555, grad_norm: 3.0539 2020-08-16 07:54:09,376 - mmaction - INFO - Epoch [34][700/940] lr: 4.000e-03, eta: 5:12:08, time: 1.158, data_time: 0.006, memory: 10215, top1_acc: 0.7234, top5_acc: 0.8998, loss_cls: 1.0821, loss: 1.0821, grad_norm: 3.1094 2020-08-16 07:54:33,541 - mmaction - INFO - Epoch [34][720/940] lr: 4.000e-03, eta: 5:11:44, time: 1.207, data_time: 0.004, memory: 10215, top1_acc: 0.7217, top5_acc: 0.9070, loss_cls: 1.0638, loss: 1.0638, grad_norm: 3.0901 2020-08-16 07:54:58,013 - mmaction - INFO - Epoch [34][740/940] lr: 4.000e-03, eta: 5:11:19, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7145, top5_acc: 0.8922, loss_cls: 1.1282, loss: 1.1282, grad_norm: 3.1562 2020-08-16 07:55:22,734 - mmaction - INFO - Epoch [34][760/940] lr: 4.000e-03, eta: 5:10:55, time: 1.235, data_time: 0.006, memory: 10215, top1_acc: 0.7301, top5_acc: 0.8988, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.1172 2020-08-16 07:55:45,982 - mmaction - INFO - Epoch [34][780/940] lr: 4.000e-03, eta: 5:10:30, time: 1.164, data_time: 0.006, memory: 10215, top1_acc: 0.7287, top5_acc: 0.8979, loss_cls: 1.0778, loss: 1.0778, grad_norm: 3.0963 2020-08-16 07:56:08,665 - mmaction - INFO - Epoch [34][800/940] lr: 4.000e-03, eta: 5:10:04, time: 1.133, data_time: 0.006, memory: 10215, top1_acc: 0.7236, top5_acc: 0.8926, loss_cls: 1.0977, loss: 1.0977, grad_norm: 3.0700 2020-08-16 07:56:32,571 - mmaction - INFO - Epoch [34][820/940] lr: 4.000e-03, eta: 5:09:39, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7260, top5_acc: 0.9014, loss_cls: 1.0738, loss: 1.0738, grad_norm: 3.0840 2020-08-16 07:56:57,580 - mmaction - INFO - Epoch [34][840/940] lr: 4.000e-03, eta: 5:09:15, time: 1.249, data_time: 0.004, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9061, loss_cls: 1.0385, loss: 1.0385, grad_norm: 3.0786 2020-08-16 07:57:21,505 - mmaction - INFO - Epoch [34][860/940] lr: 4.000e-03, eta: 5:08:50, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.7283, top5_acc: 0.8982, loss_cls: 1.0837, loss: 1.0837, grad_norm: 3.1044 2020-08-16 07:57:46,011 - mmaction - INFO - Epoch [34][880/940] lr: 4.000e-03, eta: 5:08:26, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.7205, top5_acc: 0.9037, loss_cls: 1.0730, loss: 1.0730, grad_norm: 3.1088 2020-08-16 07:58:11,305 - mmaction - INFO - Epoch [34][900/940] lr: 4.000e-03, eta: 5:08:02, time: 1.268, data_time: 0.006, memory: 10215, top1_acc: 0.7201, top5_acc: 0.8930, loss_cls: 1.0924, loss: 1.0924, grad_norm: 3.1383 2020-08-16 07:58:35,184 - mmaction - INFO - Epoch [34][920/940] lr: 4.000e-03, eta: 5:07:37, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.7152, top5_acc: 0.9018, loss_cls: 1.0904, loss: 1.0904, grad_norm: 3.1498 2020-08-16 07:58:58,405 - mmaction - INFO - Epoch [34][940/940] lr: 4.000e-03, eta: 5:07:12, time: 1.162, data_time: 0.005, memory: 10215, top1_acc: 0.7293, top5_acc: 0.8941, loss_cls: 1.0932, loss: 1.0932, grad_norm: 3.1448 2020-08-16 07:58:58,680 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-08-16 07:59:28,198 - mmaction - INFO - Epoch [35][20/940] lr: 4.000e-03, eta: 5:06:49, time: 1.370, data_time: 0.291, memory: 10215, top1_acc: 0.7301, top5_acc: 0.9016, loss_cls: 1.0608, loss: 1.0608, grad_norm: 3.0252 2020-08-16 07:59:53,110 - mmaction - INFO - Epoch [35][40/940] lr: 4.000e-03, eta: 5:06:24, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7229, top5_acc: 0.9012, loss_cls: 1.0999, loss: 1.0999, grad_norm: 3.1043 2020-08-16 08:00:19,593 - mmaction - INFO - Epoch [35][60/940] lr: 4.000e-03, eta: 5:06:01, time: 1.317, data_time: 0.006, memory: 10215, top1_acc: 0.7336, top5_acc: 0.8982, loss_cls: 1.0727, loss: 1.0727, grad_norm: 3.0403 2020-08-16 08:00:46,034 - mmaction - INFO - Epoch [35][80/940] lr: 4.000e-03, eta: 5:05:37, time: 1.331, data_time: 0.017, memory: 10215, top1_acc: 0.7258, top5_acc: 0.8986, loss_cls: 1.0694, loss: 1.0694, grad_norm: 3.0521 2020-08-16 08:01:09,442 - mmaction - INFO - Epoch [35][100/940] lr: 4.000e-03, eta: 5:05:12, time: 1.169, data_time: 0.004, memory: 10215, top1_acc: 0.7230, top5_acc: 0.8994, loss_cls: 1.0624, loss: 1.0624, grad_norm: 3.1115 2020-08-16 08:01:34,443 - mmaction - INFO - Epoch [35][120/940] lr: 4.000e-03, eta: 5:04:48, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.7357, top5_acc: 0.8994, loss_cls: 1.0689, loss: 1.0689, grad_norm: 3.0703 2020-08-16 08:01:58,880 - mmaction - INFO - Epoch [35][140/940] lr: 4.000e-03, eta: 5:04:23, time: 1.220, data_time: 0.004, memory: 10215, top1_acc: 0.7344, top5_acc: 0.9064, loss_cls: 1.0320, loss: 1.0320, grad_norm: 3.0465 2020-08-16 08:02:24,083 - mmaction - INFO - Epoch [35][160/940] lr: 4.000e-03, eta: 5:03:59, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7240, top5_acc: 0.9043, loss_cls: 1.0567, loss: 1.0567, grad_norm: 3.0742 2020-08-16 08:02:48,541 - mmaction - INFO - Epoch [35][180/940] lr: 4.000e-03, eta: 5:03:35, time: 1.223, data_time: 0.002, memory: 10215, top1_acc: 0.7252, top5_acc: 0.8994, loss_cls: 1.0569, loss: 1.0569, grad_norm: 3.0431 2020-08-16 08:03:12,651 - mmaction - INFO - Epoch [35][200/940] lr: 4.000e-03, eta: 5:03:10, time: 1.204, data_time: 0.004, memory: 10215, top1_acc: 0.7277, top5_acc: 0.8977, loss_cls: 1.0638, loss: 1.0638, grad_norm: 3.1087 2020-08-16 08:03:38,355 - mmaction - INFO - Epoch [35][220/940] lr: 4.000e-03, eta: 5:02:46, time: 1.287, data_time: 0.005, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9035, loss_cls: 1.0543, loss: 1.0543, grad_norm: 3.0995 2020-08-16 08:04:02,497 - mmaction - INFO - Epoch [35][240/940] lr: 4.000e-03, eta: 5:02:21, time: 1.206, data_time: 0.004, memory: 10215, top1_acc: 0.7311, top5_acc: 0.9078, loss_cls: 1.0402, loss: 1.0402, grad_norm: 3.0389 2020-08-16 08:04:27,110 - mmaction - INFO - Epoch [35][260/940] lr: 4.000e-03, eta: 5:01:57, time: 1.232, data_time: 0.005, memory: 10215, top1_acc: 0.7238, top5_acc: 0.8951, loss_cls: 1.0980, loss: 1.0980, grad_norm: 3.1477 2020-08-16 08:04:53,719 - mmaction - INFO - Epoch [35][280/940] lr: 4.000e-03, eta: 5:01:33, time: 1.329, data_time: 0.004, memory: 10215, top1_acc: 0.7383, top5_acc: 0.9016, loss_cls: 1.0580, loss: 1.0580, grad_norm: 3.0615 2020-08-16 08:05:20,119 - mmaction - INFO - Epoch [35][300/940] lr: 4.000e-03, eta: 5:01:09, time: 1.321, data_time: 0.005, memory: 10215, top1_acc: 0.7221, top5_acc: 0.9027, loss_cls: 1.0722, loss: 1.0722, grad_norm: 3.1203 2020-08-16 08:05:44,355 - mmaction - INFO - Epoch [35][320/940] lr: 4.000e-03, eta: 5:00:45, time: 1.210, data_time: 0.005, memory: 10215, top1_acc: 0.7408, top5_acc: 0.9002, loss_cls: 1.0265, loss: 1.0265, grad_norm: 3.0112 2020-08-16 08:06:11,271 - mmaction - INFO - Epoch [35][340/940] lr: 4.000e-03, eta: 5:00:21, time: 1.346, data_time: 0.005, memory: 10215, top1_acc: 0.7316, top5_acc: 0.9014, loss_cls: 1.0690, loss: 1.0690, grad_norm: 3.0689 2020-08-16 08:06:36,202 - mmaction - INFO - Epoch [35][360/940] lr: 4.000e-03, eta: 4:59:57, time: 1.247, data_time: 0.006, memory: 10215, top1_acc: 0.7389, top5_acc: 0.9070, loss_cls: 1.0249, loss: 1.0249, grad_norm: 3.0851 2020-08-16 08:07:01,711 - mmaction - INFO - Epoch [35][380/940] lr: 4.000e-03, eta: 4:59:33, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.7246, top5_acc: 0.9023, loss_cls: 1.0865, loss: 1.0865, grad_norm: 3.1890 2020-08-16 08:07:28,201 - mmaction - INFO - Epoch [35][400/940] lr: 4.000e-03, eta: 4:59:09, time: 1.323, data_time: 0.005, memory: 10215, top1_acc: 0.7260, top5_acc: 0.9012, loss_cls: 1.0679, loss: 1.0679, grad_norm: 3.1477 2020-08-16 08:07:53,792 - mmaction - INFO - Epoch [35][420/940] lr: 4.000e-03, eta: 4:58:45, time: 1.281, data_time: 0.005, memory: 10215, top1_acc: 0.7250, top5_acc: 0.9006, loss_cls: 1.0762, loss: 1.0762, grad_norm: 3.1657 2020-08-16 08:08:19,789 - mmaction - INFO - Epoch [35][440/940] lr: 4.000e-03, eta: 4:58:21, time: 1.298, data_time: 0.004, memory: 10215, top1_acc: 0.7283, top5_acc: 0.8990, loss_cls: 1.0839, loss: 1.0839, grad_norm: 3.1682 2020-08-16 08:08:44,996 - mmaction - INFO - Epoch [35][460/940] lr: 4.000e-03, eta: 4:57:57, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7344, top5_acc: 0.9064, loss_cls: 1.0317, loss: 1.0317, grad_norm: 3.0842 2020-08-16 08:09:11,660 - mmaction - INFO - Epoch [35][480/940] lr: 4.000e-03, eta: 4:57:34, time: 1.333, data_time: 0.006, memory: 10215, top1_acc: 0.7225, top5_acc: 0.8965, loss_cls: 1.0814, loss: 1.0814, grad_norm: 3.1690 2020-08-16 08:09:36,915 - mmaction - INFO - Epoch [35][500/940] lr: 4.000e-03, eta: 4:57:09, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.7186, top5_acc: 0.8934, loss_cls: 1.1104, loss: 1.1104, grad_norm: 3.1150 2020-08-16 08:10:03,572 - mmaction - INFO - Epoch [35][520/940] lr: 4.000e-03, eta: 4:56:46, time: 1.333, data_time: 0.005, memory: 10215, top1_acc: 0.7273, top5_acc: 0.9041, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.1012 2020-08-16 08:10:29,127 - mmaction - INFO - Epoch [35][540/940] lr: 4.000e-03, eta: 4:56:22, time: 1.278, data_time: 0.003, memory: 10215, top1_acc: 0.7232, top5_acc: 0.8953, loss_cls: 1.0858, loss: 1.0858, grad_norm: 3.2013 2020-08-16 08:10:53,934 - mmaction - INFO - Epoch [35][560/940] lr: 4.000e-03, eta: 4:55:57, time: 1.239, data_time: 0.004, memory: 10215, top1_acc: 0.7289, top5_acc: 0.8990, loss_cls: 1.0681, loss: 1.0681, grad_norm: 3.1325 2020-08-16 08:11:20,353 - mmaction - INFO - Epoch [35][580/940] lr: 4.000e-03, eta: 4:55:34, time: 1.322, data_time: 0.005, memory: 10215, top1_acc: 0.7324, top5_acc: 0.9018, loss_cls: 1.0609, loss: 1.0609, grad_norm: 3.0910 2020-08-16 08:11:45,585 - mmaction - INFO - Epoch [35][600/940] lr: 4.000e-03, eta: 4:55:10, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7223, top5_acc: 0.8947, loss_cls: 1.1093, loss: 1.1093, grad_norm: 3.2097 2020-08-16 08:12:11,762 - mmaction - INFO - Epoch [35][620/940] lr: 4.000e-03, eta: 4:54:46, time: 1.311, data_time: 0.006, memory: 10215, top1_acc: 0.7299, top5_acc: 0.9039, loss_cls: 1.0503, loss: 1.0503, grad_norm: 3.1385 2020-08-16 08:12:36,794 - mmaction - INFO - Epoch [35][640/940] lr: 4.000e-03, eta: 4:54:21, time: 1.250, data_time: 0.002, memory: 10215, top1_acc: 0.7336, top5_acc: 0.9021, loss_cls: 1.0394, loss: 1.0394, grad_norm: 3.0848 2020-08-16 08:13:02,741 - mmaction - INFO - Epoch [35][660/940] lr: 4.000e-03, eta: 4:53:58, time: 1.299, data_time: 0.005, memory: 10215, top1_acc: 0.7271, top5_acc: 0.9018, loss_cls: 1.0700, loss: 1.0700, grad_norm: 3.1681 2020-08-16 08:13:29,992 - mmaction - INFO - Epoch [35][680/940] lr: 4.000e-03, eta: 4:53:34, time: 1.361, data_time: 0.005, memory: 10215, top1_acc: 0.7348, top5_acc: 0.9090, loss_cls: 1.0204, loss: 1.0204, grad_norm: 3.0703 2020-08-16 08:13:54,892 - mmaction - INFO - Epoch [35][700/940] lr: 4.000e-03, eta: 4:53:10, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7281, top5_acc: 0.8982, loss_cls: 1.0688, loss: 1.0688, grad_norm: 3.1244 2020-08-16 08:14:20,697 - mmaction - INFO - Epoch [35][720/940] lr: 4.000e-03, eta: 4:52:46, time: 1.289, data_time: 0.005, memory: 10215, top1_acc: 0.7289, top5_acc: 0.8980, loss_cls: 1.0660, loss: 1.0660, grad_norm: 3.1326 2020-08-16 08:14:45,286 - mmaction - INFO - Epoch [35][740/940] lr: 4.000e-03, eta: 4:52:21, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7322, top5_acc: 0.9029, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.1298 2020-08-16 08:15:11,230 - mmaction - INFO - Epoch [35][760/940] lr: 4.000e-03, eta: 4:51:57, time: 1.297, data_time: 0.005, memory: 10215, top1_acc: 0.7191, top5_acc: 0.9031, loss_cls: 1.0941, loss: 1.0941, grad_norm: 3.1623 2020-08-16 08:15:34,177 - mmaction - INFO - Epoch [35][780/940] lr: 4.000e-03, eta: 4:51:32, time: 1.147, data_time: 0.002, memory: 10215, top1_acc: 0.7277, top5_acc: 0.9018, loss_cls: 1.0657, loss: 1.0657, grad_norm: 3.1514 2020-08-16 08:15:58,714 - mmaction - INFO - Epoch [35][800/940] lr: 4.000e-03, eta: 4:51:08, time: 1.226, data_time: 0.004, memory: 10215, top1_acc: 0.7307, top5_acc: 0.9086, loss_cls: 1.0450, loss: 1.0450, grad_norm: 3.1058 2020-08-16 08:16:24,101 - mmaction - INFO - Epoch [35][820/940] lr: 4.000e-03, eta: 4:50:43, time: 1.271, data_time: 0.005, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9055, loss_cls: 1.0509, loss: 1.0509, grad_norm: 3.1136 2020-08-16 08:16:49,052 - mmaction - INFO - Epoch [35][840/940] lr: 4.000e-03, eta: 4:50:19, time: 1.246, data_time: 0.004, memory: 10215, top1_acc: 0.7266, top5_acc: 0.9049, loss_cls: 1.0619, loss: 1.0619, grad_norm: 3.1600 2020-08-16 08:17:14,843 - mmaction - INFO - Epoch [35][860/940] lr: 4.000e-03, eta: 4:49:55, time: 1.291, data_time: 0.005, memory: 10215, top1_acc: 0.7283, top5_acc: 0.9039, loss_cls: 1.0761, loss: 1.0761, grad_norm: 3.1516 2020-08-16 08:17:39,856 - mmaction - INFO - Epoch [35][880/940] lr: 4.000e-03, eta: 4:49:31, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.7223, top5_acc: 0.9016, loss_cls: 1.0973, loss: 1.0973, grad_norm: 3.2068 2020-08-16 08:18:04,220 - mmaction - INFO - Epoch [35][900/940] lr: 4.000e-03, eta: 4:49:06, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7248, top5_acc: 0.8990, loss_cls: 1.0899, loss: 1.0899, grad_norm: 3.1683 2020-08-16 08:18:30,020 - mmaction - INFO - Epoch [35][920/940] lr: 4.000e-03, eta: 4:48:42, time: 1.289, data_time: 0.005, memory: 10215, top1_acc: 0.7332, top5_acc: 0.9043, loss_cls: 1.0495, loss: 1.0495, grad_norm: 3.1041 2020-08-16 08:18:54,021 - mmaction - INFO - Epoch [35][940/940] lr: 4.000e-03, eta: 4:48:17, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7275, top5_acc: 0.9024, loss_cls: 1.0689, loss: 1.0689, grad_norm: 3.1713 2020-08-16 08:18:54,391 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-08-16 08:19:26,216 - mmaction - INFO - Epoch [36][20/940] lr: 4.000e-03, eta: 4:47:55, time: 1.507, data_time: 0.468, memory: 10215, top1_acc: 0.7271, top5_acc: 0.8957, loss_cls: 1.0743, loss: 1.0743, grad_norm: 3.0966 2020-08-16 08:19:50,417 - mmaction - INFO - Epoch [36][40/940] lr: 4.000e-03, eta: 4:47:31, time: 1.212, data_time: 0.003, memory: 10215, top1_acc: 0.7412, top5_acc: 0.9111, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.0492 2020-08-16 08:20:16,100 - mmaction - INFO - Epoch [36][60/940] lr: 4.000e-03, eta: 4:47:07, time: 1.282, data_time: 0.004, memory: 10215, top1_acc: 0.7270, top5_acc: 0.9082, loss_cls: 1.0350, loss: 1.0350, grad_norm: 3.1251 2020-08-16 08:20:39,755 - mmaction - INFO - Epoch [36][80/940] lr: 4.000e-03, eta: 4:46:42, time: 1.184, data_time: 0.006, memory: 10215, top1_acc: 0.7289, top5_acc: 0.9061, loss_cls: 1.0401, loss: 1.0401, grad_norm: 3.1357 2020-08-16 08:21:05,189 - mmaction - INFO - Epoch [36][100/940] lr: 4.000e-03, eta: 4:46:17, time: 1.270, data_time: 0.004, memory: 10215, top1_acc: 0.7279, top5_acc: 0.9082, loss_cls: 1.0555, loss: 1.0555, grad_norm: 3.1537 2020-08-16 08:21:29,696 - mmaction - INFO - Epoch [36][120/940] lr: 4.000e-03, eta: 4:45:53, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.7391, top5_acc: 0.8992, loss_cls: 1.0415, loss: 1.0415, grad_norm: 3.1239 2020-08-16 08:21:55,468 - mmaction - INFO - Epoch [36][140/940] lr: 4.000e-03, eta: 4:45:29, time: 1.286, data_time: 0.005, memory: 10215, top1_acc: 0.7330, top5_acc: 0.9059, loss_cls: 1.0337, loss: 1.0337, grad_norm: 3.1526 2020-08-16 08:22:18,072 - mmaction - INFO - Epoch [36][160/940] lr: 4.000e-03, eta: 4:45:04, time: 1.133, data_time: 0.006, memory: 10215, top1_acc: 0.7346, top5_acc: 0.9053, loss_cls: 1.0475, loss: 1.0475, grad_norm: 3.1799 2020-08-16 08:22:42,215 - mmaction - INFO - Epoch [36][180/940] lr: 4.000e-03, eta: 4:44:39, time: 1.206, data_time: 0.005, memory: 10215, top1_acc: 0.7238, top5_acc: 0.9000, loss_cls: 1.0849, loss: 1.0849, grad_norm: 3.2180 2020-08-16 08:23:09,170 - mmaction - INFO - Epoch [36][200/940] lr: 4.000e-03, eta: 4:44:15, time: 1.349, data_time: 0.005, memory: 10215, top1_acc: 0.7418, top5_acc: 0.9113, loss_cls: 0.9993, loss: 0.9993, grad_norm: 3.0710 2020-08-16 08:23:32,275 - mmaction - INFO - Epoch [36][220/940] lr: 4.000e-03, eta: 4:43:50, time: 1.155, data_time: 0.002, memory: 10215, top1_acc: 0.7281, top5_acc: 0.9033, loss_cls: 1.0468, loss: 1.0468, grad_norm: 3.1347 2020-08-16 08:23:56,545 - mmaction - INFO - Epoch [36][240/940] lr: 4.000e-03, eta: 4:43:26, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.7338, top5_acc: 0.9105, loss_cls: 1.0334, loss: 1.0334, grad_norm: 3.1426 2020-08-16 08:24:21,157 - mmaction - INFO - Epoch [36][260/940] lr: 4.000e-03, eta: 4:43:01, time: 1.232, data_time: 0.005, memory: 10215, top1_acc: 0.7340, top5_acc: 0.9000, loss_cls: 1.0497, loss: 1.0497, grad_norm: 3.1475 2020-08-16 08:24:45,907 - mmaction - INFO - Epoch [36][280/940] lr: 4.000e-03, eta: 4:42:37, time: 1.236, data_time: 0.004, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9047, loss_cls: 1.0408, loss: 1.0408, grad_norm: 3.1789 2020-08-16 08:25:10,938 - mmaction - INFO - Epoch [36][300/940] lr: 4.000e-03, eta: 4:42:12, time: 1.253, data_time: 0.005, memory: 10215, top1_acc: 0.7332, top5_acc: 0.9059, loss_cls: 1.0428, loss: 1.0428, grad_norm: 3.1485 2020-08-16 08:25:35,107 - mmaction - INFO - Epoch [36][320/940] lr: 4.000e-03, eta: 4:41:48, time: 1.209, data_time: 0.002, memory: 10215, top1_acc: 0.7275, top5_acc: 0.9002, loss_cls: 1.0659, loss: 1.0659, grad_norm: 3.1888 2020-08-16 08:26:00,700 - mmaction - INFO - Epoch [36][340/940] lr: 4.000e-03, eta: 4:41:23, time: 1.278, data_time: 0.004, memory: 10215, top1_acc: 0.7197, top5_acc: 0.9020, loss_cls: 1.0842, loss: 1.0842, grad_norm: 3.2334 2020-08-16 08:26:25,255 - mmaction - INFO - Epoch [36][360/940] lr: 4.000e-03, eta: 4:40:59, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.7301, top5_acc: 0.9023, loss_cls: 1.0642, loss: 1.0642, grad_norm: 3.1448 2020-08-16 08:26:49,692 - mmaction - INFO - Epoch [36][380/940] lr: 4.000e-03, eta: 4:40:34, time: 1.221, data_time: 0.004, memory: 10215, top1_acc: 0.7355, top5_acc: 0.9018, loss_cls: 1.0477, loss: 1.0477, grad_norm: 3.1229 2020-08-16 08:27:14,427 - mmaction - INFO - Epoch [36][400/940] lr: 4.000e-03, eta: 4:40:10, time: 1.238, data_time: 0.005, memory: 10215, top1_acc: 0.7262, top5_acc: 0.9012, loss_cls: 1.0752, loss: 1.0752, grad_norm: 3.2139 2020-08-16 08:27:39,711 - mmaction - INFO - Epoch [36][420/940] lr: 4.000e-03, eta: 4:39:46, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7336, top5_acc: 0.9117, loss_cls: 1.0169, loss: 1.0169, grad_norm: 3.1158 2020-08-16 08:28:05,662 - mmaction - INFO - Epoch [36][440/940] lr: 4.000e-03, eta: 4:39:22, time: 1.299, data_time: 0.005, memory: 10215, top1_acc: 0.7232, top5_acc: 0.9006, loss_cls: 1.0798, loss: 1.0798, grad_norm: 3.1535 2020-08-16 08:28:29,219 - mmaction - INFO - Epoch [36][460/940] lr: 4.000e-03, eta: 4:38:57, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.7428, top5_acc: 0.9062, loss_cls: 1.0430, loss: 1.0430, grad_norm: 3.1188 2020-08-16 08:28:53,112 - mmaction - INFO - Epoch [36][480/940] lr: 4.000e-03, eta: 4:38:32, time: 1.195, data_time: 0.002, memory: 10215, top1_acc: 0.7340, top5_acc: 0.9053, loss_cls: 1.0223, loss: 1.0223, grad_norm: 3.1227 2020-08-16 08:29:19,473 - mmaction - INFO - Epoch [36][500/940] lr: 4.000e-03, eta: 4:38:08, time: 1.315, data_time: 0.004, memory: 10215, top1_acc: 0.7400, top5_acc: 0.9047, loss_cls: 1.0169, loss: 1.0169, grad_norm: 3.1445 2020-08-16 08:29:43,631 - mmaction - INFO - Epoch [36][520/940] lr: 4.000e-03, eta: 4:37:43, time: 1.211, data_time: 0.007, memory: 10215, top1_acc: 0.7299, top5_acc: 0.9057, loss_cls: 1.0615, loss: 1.0615, grad_norm: 3.1805 2020-08-16 08:30:06,898 - mmaction - INFO - Epoch [36][540/940] lr: 4.000e-03, eta: 4:37:18, time: 1.164, data_time: 0.005, memory: 10215, top1_acc: 0.7156, top5_acc: 0.9053, loss_cls: 1.0824, loss: 1.0824, grad_norm: 3.2730 2020-08-16 08:30:30,991 - mmaction - INFO - Epoch [36][560/940] lr: 4.000e-03, eta: 4:36:54, time: 1.204, data_time: 0.002, memory: 10215, top1_acc: 0.7219, top5_acc: 0.8967, loss_cls: 1.0967, loss: 1.0967, grad_norm: 3.1948 2020-08-16 08:30:53,534 - mmaction - INFO - Epoch [36][580/940] lr: 4.000e-03, eta: 4:36:28, time: 1.126, data_time: 0.005, memory: 10215, top1_acc: 0.7330, top5_acc: 0.9123, loss_cls: 1.0354, loss: 1.0354, grad_norm: 3.1823 2020-08-16 08:31:18,754 - mmaction - INFO - Epoch [36][600/940] lr: 4.000e-03, eta: 4:36:04, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7199, top5_acc: 0.9018, loss_cls: 1.0774, loss: 1.0774, grad_norm: 3.1928 2020-08-16 08:31:42,807 - mmaction - INFO - Epoch [36][620/940] lr: 4.000e-03, eta: 4:35:39, time: 1.202, data_time: 0.004, memory: 10215, top1_acc: 0.7395, top5_acc: 0.9027, loss_cls: 1.0384, loss: 1.0384, grad_norm: 3.1658 2020-08-16 08:32:06,540 - mmaction - INFO - Epoch [36][640/940] lr: 4.000e-03, eta: 4:35:14, time: 1.187, data_time: 0.002, memory: 10215, top1_acc: 0.7275, top5_acc: 0.9027, loss_cls: 1.0664, loss: 1.0664, grad_norm: 3.2248 2020-08-16 08:32:31,839 - mmaction - INFO - Epoch [36][660/940] lr: 4.000e-03, eta: 4:34:50, time: 1.265, data_time: 0.002, memory: 10215, top1_acc: 0.7191, top5_acc: 0.8986, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.2508 2020-08-16 08:32:56,067 - mmaction - INFO - Epoch [36][680/940] lr: 4.000e-03, eta: 4:34:26, time: 1.210, data_time: 0.006, memory: 10215, top1_acc: 0.7316, top5_acc: 0.9010, loss_cls: 1.0669, loss: 1.0669, grad_norm: 3.1852 2020-08-16 08:33:21,575 - mmaction - INFO - Epoch [36][700/940] lr: 4.000e-03, eta: 4:34:01, time: 1.277, data_time: 0.006, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9031, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.1422 2020-08-16 08:33:45,311 - mmaction - INFO - Epoch [36][720/940] lr: 4.000e-03, eta: 4:33:36, time: 1.186, data_time: 0.006, memory: 10215, top1_acc: 0.7367, top5_acc: 0.9074, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.1213 2020-08-16 08:34:09,447 - mmaction - INFO - Epoch [36][740/940] lr: 4.000e-03, eta: 4:33:12, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.7264, top5_acc: 0.8975, loss_cls: 1.0544, loss: 1.0544, grad_norm: 3.1017 2020-08-16 08:34:34,362 - mmaction - INFO - Epoch [36][760/940] lr: 4.000e-03, eta: 4:32:47, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7248, top5_acc: 0.8945, loss_cls: 1.1006, loss: 1.1006, grad_norm: 3.2136 2020-08-16 08:34:58,265 - mmaction - INFO - Epoch [36][780/940] lr: 4.000e-03, eta: 4:32:23, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 1.0876, loss: 1.0876, grad_norm: 3.1591 2020-08-16 08:35:22,640 - mmaction - INFO - Epoch [36][800/940] lr: 4.000e-03, eta: 4:31:58, time: 1.218, data_time: 0.006, memory: 10215, top1_acc: 0.7189, top5_acc: 0.8957, loss_cls: 1.1068, loss: 1.1068, grad_norm: 3.1885 2020-08-16 08:35:47,383 - mmaction - INFO - Epoch [36][820/940] lr: 4.000e-03, eta: 4:31:34, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.7232, top5_acc: 0.8992, loss_cls: 1.0804, loss: 1.0804, grad_norm: 3.1936 2020-08-16 08:36:11,798 - mmaction - INFO - Epoch [36][840/940] lr: 4.000e-03, eta: 4:31:09, time: 1.218, data_time: 0.004, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9021, loss_cls: 1.0379, loss: 1.0379, grad_norm: 3.1275 2020-08-16 08:36:37,759 - mmaction - INFO - Epoch [36][860/940] lr: 4.000e-03, eta: 4:30:45, time: 1.301, data_time: 0.006, memory: 10215, top1_acc: 0.7207, top5_acc: 0.8957, loss_cls: 1.0876, loss: 1.0876, grad_norm: 3.1981 2020-08-16 08:37:02,388 - mmaction - INFO - Epoch [36][880/940] lr: 4.000e-03, eta: 4:30:20, time: 1.230, data_time: 0.005, memory: 10215, top1_acc: 0.7146, top5_acc: 0.8969, loss_cls: 1.0833, loss: 1.0833, grad_norm: 3.1709 2020-08-16 08:37:26,592 - mmaction - INFO - Epoch [36][900/940] lr: 4.000e-03, eta: 4:29:56, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.7279, top5_acc: 0.9004, loss_cls: 1.0622, loss: 1.0622, grad_norm: 3.1801 2020-08-16 08:37:50,912 - mmaction - INFO - Epoch [36][920/940] lr: 4.000e-03, eta: 4:29:31, time: 1.215, data_time: 0.006, memory: 10215, top1_acc: 0.7217, top5_acc: 0.8988, loss_cls: 1.0612, loss: 1.0612, grad_norm: 3.1544 2020-08-16 08:38:15,765 - mmaction - INFO - Epoch [36][940/940] lr: 4.000e-03, eta: 4:29:07, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7277, top5_acc: 0.9008, loss_cls: 1.0729, loss: 1.0729, grad_norm: 3.1716 2020-08-16 08:38:16,040 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-08-16 08:38:44,421 - mmaction - INFO - Epoch [37][20/940] lr: 4.000e-03, eta: 4:28:43, time: 1.369, data_time: 0.344, memory: 10215, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 1.0287, loss: 1.0287, grad_norm: 3.0671 2020-08-16 08:39:10,014 - mmaction - INFO - Epoch [37][40/940] lr: 4.000e-03, eta: 4:28:19, time: 1.280, data_time: 0.002, memory: 10215, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0198, loss: 1.0198, grad_norm: 3.1517 2020-08-16 08:39:32,719 - mmaction - INFO - Epoch [37][60/940] lr: 4.000e-03, eta: 4:27:54, time: 1.134, data_time: 0.004, memory: 10215, top1_acc: 0.7336, top5_acc: 0.9033, loss_cls: 1.0316, loss: 1.0316, grad_norm: 3.2071 2020-08-16 08:39:57,013 - mmaction - INFO - Epoch [37][80/940] lr: 4.000e-03, eta: 4:27:29, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.7281, top5_acc: 0.9039, loss_cls: 1.0432, loss: 1.0432, grad_norm: 3.1675 2020-08-16 08:40:20,000 - mmaction - INFO - Epoch [37][100/940] lr: 4.000e-03, eta: 4:27:04, time: 1.148, data_time: 0.005, memory: 10215, top1_acc: 0.7395, top5_acc: 0.9051, loss_cls: 1.0506, loss: 1.0506, grad_norm: 3.1919 2020-08-16 08:40:43,921 - mmaction - INFO - Epoch [37][120/940] lr: 4.000e-03, eta: 4:26:39, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7334, top5_acc: 0.9066, loss_cls: 1.0313, loss: 1.0313, grad_norm: 3.1629 2020-08-16 08:41:06,743 - mmaction - INFO - Epoch [37][140/940] lr: 4.000e-03, eta: 4:26:14, time: 1.140, data_time: 0.004, memory: 10215, top1_acc: 0.7357, top5_acc: 0.9066, loss_cls: 1.0384, loss: 1.0384, grad_norm: 3.1684 2020-08-16 08:41:31,950 - mmaction - INFO - Epoch [37][160/940] lr: 4.000e-03, eta: 4:25:50, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7363, top5_acc: 0.9039, loss_cls: 1.0288, loss: 1.0288, grad_norm: 3.1093 2020-08-16 08:41:55,556 - mmaction - INFO - Epoch [37][180/940] lr: 4.000e-03, eta: 4:25:25, time: 1.179, data_time: 0.005, memory: 10215, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0772, loss: 1.0772, grad_norm: 3.1834 2020-08-16 08:42:19,480 - mmaction - INFO - Epoch [37][200/940] lr: 4.000e-03, eta: 4:25:00, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 1.0405, loss: 1.0405, grad_norm: 3.1832 2020-08-16 08:42:41,649 - mmaction - INFO - Epoch [37][220/940] lr: 4.000e-03, eta: 4:24:35, time: 1.109, data_time: 0.004, memory: 10215, top1_acc: 0.7359, top5_acc: 0.9105, loss_cls: 1.0223, loss: 1.0223, grad_norm: 3.1303 2020-08-16 08:43:05,881 - mmaction - INFO - Epoch [37][240/940] lr: 4.000e-03, eta: 4:24:10, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.7385, top5_acc: 0.9162, loss_cls: 1.0219, loss: 1.0219, grad_norm: 3.1687 2020-08-16 08:43:28,768 - mmaction - INFO - Epoch [37][260/940] lr: 4.000e-03, eta: 4:23:45, time: 1.146, data_time: 0.005, memory: 10215, top1_acc: 0.7330, top5_acc: 0.9064, loss_cls: 1.0412, loss: 1.0412, grad_norm: 3.1815 2020-08-16 08:43:50,897 - mmaction - INFO - Epoch [37][280/940] lr: 4.000e-03, eta: 4:23:20, time: 1.103, data_time: 0.005, memory: 10215, top1_acc: 0.7352, top5_acc: 0.9092, loss_cls: 1.0241, loss: 1.0241, grad_norm: 3.1413 2020-08-16 08:44:16,396 - mmaction - INFO - Epoch [37][300/940] lr: 4.000e-03, eta: 4:22:55, time: 1.278, data_time: 0.007, memory: 10215, top1_acc: 0.7406, top5_acc: 0.9008, loss_cls: 1.0439, loss: 1.0439, grad_norm: 3.1510 2020-08-16 08:44:39,944 - mmaction - INFO - Epoch [37][320/940] lr: 4.000e-03, eta: 4:22:30, time: 1.176, data_time: 0.004, memory: 10215, top1_acc: 0.7262, top5_acc: 0.9016, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.2284 2020-08-16 08:45:03,588 - mmaction - INFO - Epoch [37][340/940] lr: 4.000e-03, eta: 4:22:06, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.7291, top5_acc: 0.8973, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.2332 2020-08-16 08:45:26,956 - mmaction - INFO - Epoch [37][360/940] lr: 4.000e-03, eta: 4:21:41, time: 1.168, data_time: 0.002, memory: 10215, top1_acc: 0.7275, top5_acc: 0.9043, loss_cls: 1.0605, loss: 1.0605, grad_norm: 3.2413 2020-08-16 08:45:51,725 - mmaction - INFO - Epoch [37][380/940] lr: 4.000e-03, eta: 4:21:16, time: 1.236, data_time: 0.004, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9008, loss_cls: 1.0529, loss: 1.0529, grad_norm: 3.1512 2020-08-16 08:46:15,602 - mmaction - INFO - Epoch [37][400/940] lr: 4.000e-03, eta: 4:20:51, time: 1.196, data_time: 0.006, memory: 10215, top1_acc: 0.7330, top5_acc: 0.9031, loss_cls: 1.0467, loss: 1.0467, grad_norm: 3.2002 2020-08-16 08:46:37,865 - mmaction - INFO - Epoch [37][420/940] lr: 4.000e-03, eta: 4:20:26, time: 1.112, data_time: 0.005, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9002, loss_cls: 1.0401, loss: 1.0401, grad_norm: 3.2075 2020-08-16 08:47:01,960 - mmaction - INFO - Epoch [37][440/940] lr: 4.000e-03, eta: 4:20:01, time: 1.206, data_time: 0.006, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9002, loss_cls: 1.0591, loss: 1.0591, grad_norm: 3.2104 2020-08-16 08:47:25,902 - mmaction - INFO - Epoch [37][460/940] lr: 4.000e-03, eta: 4:19:37, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7268, top5_acc: 0.9035, loss_cls: 1.0573, loss: 1.0573, grad_norm: 3.1607 2020-08-16 08:47:48,408 - mmaction - INFO - Epoch [37][480/940] lr: 4.000e-03, eta: 4:19:11, time: 1.127, data_time: 0.005, memory: 10215, top1_acc: 0.7330, top5_acc: 0.9061, loss_cls: 1.0468, loss: 1.0468, grad_norm: 3.2107 2020-08-16 08:48:13,378 - mmaction - INFO - Epoch [37][500/940] lr: 4.000e-03, eta: 4:18:47, time: 1.247, data_time: 0.005, memory: 10215, top1_acc: 0.7348, top5_acc: 0.9072, loss_cls: 1.0580, loss: 1.0580, grad_norm: 3.1996 2020-08-16 08:48:35,146 - mmaction - INFO - Epoch [37][520/940] lr: 4.000e-03, eta: 4:18:21, time: 1.090, data_time: 0.005, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9064, loss_cls: 1.0437, loss: 1.0437, grad_norm: 3.2406 2020-08-16 08:48:58,862 - mmaction - INFO - Epoch [37][540/940] lr: 4.000e-03, eta: 4:17:57, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7273, top5_acc: 0.9037, loss_cls: 1.0761, loss: 1.0761, grad_norm: 3.2778 2020-08-16 08:49:22,510 - mmaction - INFO - Epoch [37][560/940] lr: 4.000e-03, eta: 4:17:32, time: 1.183, data_time: 0.002, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9039, loss_cls: 1.0394, loss: 1.0394, grad_norm: 3.1715 2020-08-16 08:49:46,042 - mmaction - INFO - Epoch [37][580/940] lr: 4.000e-03, eta: 4:17:07, time: 1.175, data_time: 0.004, memory: 10215, top1_acc: 0.7291, top5_acc: 0.9021, loss_cls: 1.0685, loss: 1.0685, grad_norm: 3.2087 2020-08-16 08:50:08,845 - mmaction - INFO - Epoch [37][600/940] lr: 4.000e-03, eta: 4:16:42, time: 1.141, data_time: 0.005, memory: 10215, top1_acc: 0.7168, top5_acc: 0.9004, loss_cls: 1.0772, loss: 1.0772, grad_norm: 3.2716 2020-08-16 08:50:33,306 - mmaction - INFO - Epoch [37][620/940] lr: 4.000e-03, eta: 4:16:17, time: 1.223, data_time: 0.002, memory: 10215, top1_acc: 0.7275, top5_acc: 0.8992, loss_cls: 1.0774, loss: 1.0774, grad_norm: 3.2035 2020-08-16 08:50:57,725 - mmaction - INFO - Epoch [37][640/940] lr: 4.000e-03, eta: 4:15:53, time: 1.221, data_time: 0.002, memory: 10215, top1_acc: 0.7277, top5_acc: 0.9020, loss_cls: 1.0483, loss: 1.0483, grad_norm: 3.2471 2020-08-16 08:51:21,761 - mmaction - INFO - Epoch [37][660/940] lr: 4.000e-03, eta: 4:15:28, time: 1.200, data_time: 0.004, memory: 10215, top1_acc: 0.7371, top5_acc: 0.9062, loss_cls: 1.0512, loss: 1.0512, grad_norm: 3.2475 2020-08-16 08:51:44,856 - mmaction - INFO - Epoch [37][680/940] lr: 4.000e-03, eta: 4:15:03, time: 1.155, data_time: 0.005, memory: 10215, top1_acc: 0.7283, top5_acc: 0.8979, loss_cls: 1.0881, loss: 1.0881, grad_norm: 3.2723 2020-08-16 08:52:07,179 - mmaction - INFO - Epoch [37][700/940] lr: 4.000e-03, eta: 4:14:37, time: 1.117, data_time: 0.005, memory: 10215, top1_acc: 0.7393, top5_acc: 0.9053, loss_cls: 1.0171, loss: 1.0171, grad_norm: 3.1650 2020-08-16 08:52:31,032 - mmaction - INFO - Epoch [37][720/940] lr: 4.000e-03, eta: 4:14:13, time: 1.191, data_time: 0.006, memory: 10215, top1_acc: 0.7328, top5_acc: 0.9105, loss_cls: 1.0249, loss: 1.0249, grad_norm: 3.1374 2020-08-16 08:52:53,894 - mmaction - INFO - Epoch [37][740/940] lr: 4.000e-03, eta: 4:13:48, time: 1.145, data_time: 0.005, memory: 10215, top1_acc: 0.7326, top5_acc: 0.8996, loss_cls: 1.0691, loss: 1.0691, grad_norm: 3.1901 2020-08-16 08:53:18,683 - mmaction - INFO - Epoch [37][760/940] lr: 4.000e-03, eta: 4:13:23, time: 1.238, data_time: 0.006, memory: 10215, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0734, loss: 1.0734, grad_norm: 3.2392 2020-08-16 08:53:41,091 - mmaction - INFO - Epoch [37][780/940] lr: 4.000e-03, eta: 4:12:58, time: 1.122, data_time: 0.006, memory: 10215, top1_acc: 0.7395, top5_acc: 0.9064, loss_cls: 1.0231, loss: 1.0231, grad_norm: 3.1451 2020-08-16 08:54:05,108 - mmaction - INFO - Epoch [37][800/940] lr: 4.000e-03, eta: 4:12:33, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.7355, top5_acc: 0.9051, loss_cls: 1.0412, loss: 1.0412, grad_norm: 3.1885 2020-08-16 08:54:28,350 - mmaction - INFO - Epoch [37][820/940] lr: 4.000e-03, eta: 4:12:08, time: 1.164, data_time: 0.006, memory: 10215, top1_acc: 0.7314, top5_acc: 0.8990, loss_cls: 1.0876, loss: 1.0876, grad_norm: 3.2349 2020-08-16 08:54:51,016 - mmaction - INFO - Epoch [37][840/940] lr: 4.000e-03, eta: 4:11:43, time: 1.131, data_time: 0.004, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9057, loss_cls: 1.0472, loss: 1.0472, grad_norm: 3.2323 2020-08-16 08:55:14,937 - mmaction - INFO - Epoch [37][860/940] lr: 4.000e-03, eta: 4:11:18, time: 1.197, data_time: 0.006, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9047, loss_cls: 1.0644, loss: 1.0644, grad_norm: 3.2688 2020-08-16 08:55:38,255 - mmaction - INFO - Epoch [37][880/940] lr: 4.000e-03, eta: 4:10:53, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.7301, top5_acc: 0.9066, loss_cls: 1.0440, loss: 1.0440, grad_norm: 3.2333 2020-08-16 08:56:02,396 - mmaction - INFO - Epoch [37][900/940] lr: 4.000e-03, eta: 4:10:29, time: 1.206, data_time: 0.004, memory: 10215, top1_acc: 0.7318, top5_acc: 0.9096, loss_cls: 1.0411, loss: 1.0411, grad_norm: 3.2233 2020-08-16 08:56:26,837 - mmaction - INFO - Epoch [37][920/940] lr: 4.000e-03, eta: 4:10:04, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7283, top5_acc: 0.9012, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.2256 2020-08-16 08:56:47,954 - mmaction - INFO - Epoch [37][940/940] lr: 4.000e-03, eta: 4:09:38, time: 1.054, data_time: 0.005, memory: 10215, top1_acc: 0.7325, top5_acc: 0.9107, loss_cls: 1.0426, loss: 1.0426, grad_norm: 3.2510 2020-08-16 08:56:48,237 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-08-16 08:57:16,073 - mmaction - INFO - Epoch [38][20/940] lr: 4.000e-03, eta: 4:09:15, time: 1.321, data_time: 0.327, memory: 10215, top1_acc: 0.7287, top5_acc: 0.9033, loss_cls: 1.0615, loss: 1.0615, grad_norm: 3.1726 2020-08-16 08:57:39,495 - mmaction - INFO - Epoch [38][40/940] lr: 4.000e-03, eta: 4:08:50, time: 1.169, data_time: 0.004, memory: 10215, top1_acc: 0.7365, top5_acc: 0.9068, loss_cls: 1.0243, loss: 1.0243, grad_norm: 3.1478 2020-08-16 08:58:04,562 - mmaction - INFO - Epoch [38][60/940] lr: 4.000e-03, eta: 4:08:25, time: 1.255, data_time: 0.005, memory: 10215, top1_acc: 0.7424, top5_acc: 0.9066, loss_cls: 1.0170, loss: 1.0170, grad_norm: 3.1854 2020-08-16 08:58:28,708 - mmaction - INFO - Epoch [38][80/940] lr: 4.000e-03, eta: 4:08:01, time: 1.206, data_time: 0.004, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9020, loss_cls: 1.0285, loss: 1.0285, grad_norm: 3.1533 2020-08-16 08:58:52,820 - mmaction - INFO - Epoch [38][100/940] lr: 4.000e-03, eta: 4:07:36, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.7340, top5_acc: 0.9086, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.2284 2020-08-16 08:59:16,202 - mmaction - INFO - Epoch [38][120/940] lr: 4.000e-03, eta: 4:07:11, time: 1.167, data_time: 0.006, memory: 10215, top1_acc: 0.7447, top5_acc: 0.9107, loss_cls: 1.0211, loss: 1.0211, grad_norm: 3.1882 2020-08-16 08:59:39,314 - mmaction - INFO - Epoch [38][140/940] lr: 4.000e-03, eta: 4:06:46, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.7391, top5_acc: 0.9014, loss_cls: 1.0406, loss: 1.0406, grad_norm: 3.1941 2020-08-16 09:00:03,723 - mmaction - INFO - Epoch [38][160/940] lr: 4.000e-03, eta: 4:06:21, time: 1.161, data_time: 0.005, memory: 10215, top1_acc: 0.7432, top5_acc: 0.9084, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.1917 2020-08-16 09:00:28,950 - mmaction - INFO - Epoch [38][180/940] lr: 4.000e-03, eta: 4:05:57, time: 1.316, data_time: 0.066, memory: 10215, top1_acc: 0.7336, top5_acc: 0.9023, loss_cls: 1.0564, loss: 1.0564, grad_norm: 3.2272 2020-08-16 09:00:54,299 - mmaction - INFO - Epoch [38][200/940] lr: 4.000e-03, eta: 4:05:33, time: 1.271, data_time: 0.009, memory: 10215, top1_acc: 0.7271, top5_acc: 0.9061, loss_cls: 1.0345, loss: 1.0345, grad_norm: 3.2244 2020-08-16 09:01:19,154 - mmaction - INFO - Epoch [38][220/940] lr: 4.000e-03, eta: 4:05:09, time: 1.243, data_time: 0.005, memory: 10215, top1_acc: 0.7410, top5_acc: 0.9100, loss_cls: 1.0122, loss: 1.0122, grad_norm: 3.1966 2020-08-16 09:01:42,221 - mmaction - INFO - Epoch [38][240/940] lr: 4.000e-03, eta: 4:04:44, time: 1.152, data_time: 0.005, memory: 10215, top1_acc: 0.7371, top5_acc: 0.9094, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.2031 2020-08-16 09:02:06,434 - mmaction - INFO - Epoch [38][260/940] lr: 4.000e-03, eta: 4:04:19, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.7377, top5_acc: 0.9068, loss_cls: 1.0273, loss: 1.0273, grad_norm: 3.1745 2020-08-16 09:02:31,063 - mmaction - INFO - Epoch [38][280/940] lr: 4.000e-03, eta: 4:03:55, time: 1.230, data_time: 0.005, memory: 10215, top1_acc: 0.7451, top5_acc: 0.9129, loss_cls: 0.9949, loss: 0.9949, grad_norm: 3.1728 2020-08-16 09:02:55,755 - mmaction - INFO - Epoch [38][300/940] lr: 4.000e-03, eta: 4:03:30, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9041, loss_cls: 1.0435, loss: 1.0435, grad_norm: 3.2345 2020-08-16 09:03:20,556 - mmaction - INFO - Epoch [38][320/940] lr: 4.000e-03, eta: 4:03:06, time: 1.238, data_time: 0.005, memory: 10215, top1_acc: 0.7238, top5_acc: 0.9127, loss_cls: 1.0643, loss: 1.0643, grad_norm: 3.3286 2020-08-16 09:03:43,045 - mmaction - INFO - Epoch [38][340/940] lr: 4.000e-03, eta: 4:02:41, time: 1.126, data_time: 0.005, memory: 10215, top1_acc: 0.7238, top5_acc: 0.9057, loss_cls: 1.0639, loss: 1.0639, grad_norm: 3.2510 2020-08-16 09:04:07,301 - mmaction - INFO - Epoch [38][360/940] lr: 4.000e-03, eta: 4:02:16, time: 1.211, data_time: 0.006, memory: 10215, top1_acc: 0.7369, top5_acc: 0.9086, loss_cls: 1.0193, loss: 1.0193, grad_norm: 3.2433 2020-08-16 09:04:32,606 - mmaction - INFO - Epoch [38][380/940] lr: 4.000e-03, eta: 4:01:52, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.7244, top5_acc: 0.9004, loss_cls: 1.0824, loss: 1.0824, grad_norm: 3.3277 2020-08-16 09:04:57,769 - mmaction - INFO - Epoch [38][400/940] lr: 4.000e-03, eta: 4:01:27, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.7412, top5_acc: 0.9082, loss_cls: 1.0338, loss: 1.0338, grad_norm: 3.2765 2020-08-16 09:05:22,794 - mmaction - INFO - Epoch [38][420/940] lr: 4.000e-03, eta: 4:01:03, time: 1.253, data_time: 0.005, memory: 10215, top1_acc: 0.7293, top5_acc: 0.9072, loss_cls: 1.0503, loss: 1.0503, grad_norm: 3.2252 2020-08-16 09:05:47,985 - mmaction - INFO - Epoch [38][440/940] lr: 4.000e-03, eta: 4:00:39, time: 1.258, data_time: 0.005, memory: 10215, top1_acc: 0.7273, top5_acc: 0.9053, loss_cls: 1.0686, loss: 1.0686, grad_norm: 3.2312 2020-08-16 09:06:11,020 - mmaction - INFO - Epoch [38][460/940] lr: 4.000e-03, eta: 4:00:14, time: 1.153, data_time: 0.005, memory: 10215, top1_acc: 0.7275, top5_acc: 0.8961, loss_cls: 1.0907, loss: 1.0907, grad_norm: 3.2698 2020-08-16 09:06:36,589 - mmaction - INFO - Epoch [38][480/940] lr: 4.000e-03, eta: 3:59:50, time: 1.276, data_time: 0.005, memory: 10215, top1_acc: 0.7326, top5_acc: 0.9043, loss_cls: 1.0478, loss: 1.0478, grad_norm: 3.2414 2020-08-16 09:06:58,943 - mmaction - INFO - Epoch [38][500/940] lr: 4.000e-03, eta: 3:59:24, time: 1.120, data_time: 0.006, memory: 10215, top1_acc: 0.7314, top5_acc: 0.9080, loss_cls: 1.0240, loss: 1.0240, grad_norm: 3.1676 2020-08-16 09:07:22,367 - mmaction - INFO - Epoch [38][520/940] lr: 4.000e-03, eta: 3:58:59, time: 1.170, data_time: 0.004, memory: 10215, top1_acc: 0.7432, top5_acc: 0.9045, loss_cls: 1.0372, loss: 1.0372, grad_norm: 3.1614 2020-08-16 09:07:46,126 - mmaction - INFO - Epoch [38][540/940] lr: 4.000e-03, eta: 3:58:35, time: 1.189, data_time: 0.005, memory: 10215, top1_acc: 0.7195, top5_acc: 0.9025, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.2942 2020-08-16 09:08:08,147 - mmaction - INFO - Epoch [38][560/940] lr: 4.000e-03, eta: 3:58:09, time: 1.099, data_time: 0.005, memory: 10215, top1_acc: 0.7338, top5_acc: 0.9066, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.2444 2020-08-16 09:08:31,550 - mmaction - INFO - Epoch [38][580/940] lr: 4.000e-03, eta: 3:57:45, time: 1.172, data_time: 0.005, memory: 10215, top1_acc: 0.7242, top5_acc: 0.9021, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.2049 2020-08-16 09:08:56,523 - mmaction - INFO - Epoch [38][600/940] lr: 4.000e-03, eta: 3:57:20, time: 1.247, data_time: 0.004, memory: 10215, top1_acc: 0.7398, top5_acc: 0.9043, loss_cls: 1.0272, loss: 1.0272, grad_norm: 3.1891 2020-08-16 09:09:21,257 - mmaction - INFO - Epoch [38][620/940] lr: 4.000e-03, eta: 3:56:56, time: 1.238, data_time: 0.005, memory: 10215, top1_acc: 0.7395, top5_acc: 0.9029, loss_cls: 1.0369, loss: 1.0369, grad_norm: 3.2099 2020-08-16 09:09:44,073 - mmaction - INFO - Epoch [38][640/940] lr: 4.000e-03, eta: 3:56:31, time: 1.140, data_time: 0.002, memory: 10215, top1_acc: 0.7365, top5_acc: 0.9043, loss_cls: 1.0382, loss: 1.0382, grad_norm: 3.2486 2020-08-16 09:10:08,476 - mmaction - INFO - Epoch [38][660/940] lr: 4.000e-03, eta: 3:56:06, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.7375, top5_acc: 0.9080, loss_cls: 1.0195, loss: 1.0195, grad_norm: 3.2447 2020-08-16 09:10:33,883 - mmaction - INFO - Epoch [38][680/940] lr: 4.000e-03, eta: 3:55:42, time: 1.270, data_time: 0.002, memory: 10215, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 1.0546, loss: 1.0546, grad_norm: 3.2171 2020-08-16 09:10:57,276 - mmaction - INFO - Epoch [38][700/940] lr: 4.000e-03, eta: 3:55:17, time: 1.168, data_time: 0.004, memory: 10215, top1_acc: 0.7389, top5_acc: 0.9090, loss_cls: 1.0215, loss: 1.0215, grad_norm: 3.2322 2020-08-16 09:11:23,065 - mmaction - INFO - Epoch [38][720/940] lr: 4.000e-03, eta: 3:54:53, time: 1.291, data_time: 0.005, memory: 10215, top1_acc: 0.7262, top5_acc: 0.8996, loss_cls: 1.0678, loss: 1.0678, grad_norm: 3.2420 2020-08-16 09:11:45,866 - mmaction - INFO - Epoch [38][740/940] lr: 4.000e-03, eta: 3:54:28, time: 1.139, data_time: 0.005, memory: 10215, top1_acc: 0.7334, top5_acc: 0.9014, loss_cls: 1.0532, loss: 1.0532, grad_norm: 3.2271 2020-08-16 09:12:08,963 - mmaction - INFO - Epoch [38][760/940] lr: 4.000e-03, eta: 3:54:03, time: 1.156, data_time: 0.005, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9053, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.2464 2020-08-16 09:12:33,385 - mmaction - INFO - Epoch [38][780/940] lr: 4.000e-03, eta: 3:53:38, time: 1.219, data_time: 0.005, memory: 10215, top1_acc: 0.7377, top5_acc: 0.9088, loss_cls: 1.0341, loss: 1.0341, grad_norm: 3.2608 2020-08-16 09:12:57,889 - mmaction - INFO - Epoch [38][800/940] lr: 4.000e-03, eta: 3:53:14, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.7281, top5_acc: 0.9035, loss_cls: 1.0613, loss: 1.0613, grad_norm: 3.3201 2020-08-16 09:13:22,842 - mmaction - INFO - Epoch [38][820/940] lr: 4.000e-03, eta: 3:52:49, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7357, top5_acc: 0.9068, loss_cls: 1.0378, loss: 1.0378, grad_norm: 3.2561 2020-08-16 09:13:46,287 - mmaction - INFO - Epoch [38][840/940] lr: 4.000e-03, eta: 3:52:25, time: 1.174, data_time: 0.006, memory: 10215, top1_acc: 0.7266, top5_acc: 0.9014, loss_cls: 1.0529, loss: 1.0529, grad_norm: 3.2860 2020-08-16 09:14:10,333 - mmaction - INFO - Epoch [38][860/940] lr: 4.000e-03, eta: 3:52:00, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.7305, top5_acc: 0.9045, loss_cls: 1.0484, loss: 1.0484, grad_norm: 3.2124 2020-08-16 09:14:35,212 - mmaction - INFO - Epoch [38][880/940] lr: 4.000e-03, eta: 3:51:36, time: 1.244, data_time: 0.002, memory: 10215, top1_acc: 0.7236, top5_acc: 0.9027, loss_cls: 1.0663, loss: 1.0663, grad_norm: 3.2629 2020-08-16 09:14:58,079 - mmaction - INFO - Epoch [38][900/940] lr: 4.000e-03, eta: 3:51:11, time: 1.144, data_time: 0.002, memory: 10215, top1_acc: 0.7297, top5_acc: 0.9006, loss_cls: 1.0637, loss: 1.0637, grad_norm: 3.2426 2020-08-16 09:15:20,364 - mmaction - INFO - Epoch [38][920/940] lr: 4.000e-03, eta: 3:50:45, time: 1.113, data_time: 0.004, memory: 10215, top1_acc: 0.7406, top5_acc: 0.9051, loss_cls: 1.0174, loss: 1.0174, grad_norm: 3.1862 2020-08-16 09:15:43,814 - mmaction - INFO - Epoch [38][940/940] lr: 4.000e-03, eta: 3:50:21, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7323, top5_acc: 0.9069, loss_cls: 1.0361, loss: 1.0361, grad_norm: 3.2565 2020-08-16 09:15:44,151 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-08-16 09:16:13,690 - mmaction - INFO - Epoch [39][20/940] lr: 4.000e-03, eta: 3:49:57, time: 1.416, data_time: 0.423, memory: 10215, top1_acc: 0.7365, top5_acc: 0.9045, loss_cls: 1.0293, loss: 1.0293, grad_norm: 3.1938 2020-08-16 09:16:37,029 - mmaction - INFO - Epoch [39][40/940] lr: 4.000e-03, eta: 3:49:32, time: 1.169, data_time: 0.006, memory: 10215, top1_acc: 0.7393, top5_acc: 0.9053, loss_cls: 1.0222, loss: 1.0222, grad_norm: 3.2015 2020-08-16 09:16:59,909 - mmaction - INFO - Epoch [39][60/940] lr: 4.000e-03, eta: 3:49:07, time: 1.143, data_time: 0.005, memory: 10215, top1_acc: 0.7371, top5_acc: 0.9098, loss_cls: 1.0214, loss: 1.0214, grad_norm: 3.2239 2020-08-16 09:17:25,094 - mmaction - INFO - Epoch [39][80/940] lr: 4.000e-03, eta: 3:48:43, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7387, top5_acc: 0.9102, loss_cls: 1.0117, loss: 1.0117, grad_norm: 3.2316 2020-08-16 09:17:47,905 - mmaction - INFO - Epoch [39][100/940] lr: 4.000e-03, eta: 3:48:18, time: 1.139, data_time: 0.005, memory: 10215, top1_acc: 0.7400, top5_acc: 0.9111, loss_cls: 0.9981, loss: 0.9981, grad_norm: 3.1784 2020-08-16 09:18:11,772 - mmaction - INFO - Epoch [39][120/940] lr: 4.000e-03, eta: 3:47:53, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7299, top5_acc: 0.9098, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.2574 2020-08-16 09:18:36,202 - mmaction - INFO - Epoch [39][140/940] lr: 4.000e-03, eta: 3:47:29, time: 1.221, data_time: 0.006, memory: 10215, top1_acc: 0.7377, top5_acc: 0.9025, loss_cls: 1.0442, loss: 1.0442, grad_norm: 3.2778 2020-08-16 09:19:00,096 - mmaction - INFO - Epoch [39][160/940] lr: 4.000e-03, eta: 3:47:04, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.7295, top5_acc: 0.9045, loss_cls: 1.0403, loss: 1.0403, grad_norm: 3.2428 2020-08-16 09:19:23,791 - mmaction - INFO - Epoch [39][180/940] lr: 4.000e-03, eta: 3:46:39, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7412, top5_acc: 0.9059, loss_cls: 1.0174, loss: 1.0174, grad_norm: 3.1985 2020-08-16 09:19:48,367 - mmaction - INFO - Epoch [39][200/940] lr: 4.000e-03, eta: 3:46:15, time: 1.229, data_time: 0.003, memory: 10215, top1_acc: 0.7389, top5_acc: 0.9090, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.2040 2020-08-16 09:20:13,717 - mmaction - INFO - Epoch [39][220/940] lr: 4.000e-03, eta: 3:45:51, time: 1.265, data_time: 0.004, memory: 10215, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 1.0273, loss: 1.0273, grad_norm: 3.2053 2020-08-16 09:20:37,037 - mmaction - INFO - Epoch [39][240/940] lr: 4.000e-03, eta: 3:45:26, time: 1.168, data_time: 0.006, memory: 10215, top1_acc: 0.7477, top5_acc: 0.9086, loss_cls: 1.0083, loss: 1.0083, grad_norm: 3.1834 2020-08-16 09:21:00,607 - mmaction - INFO - Epoch [39][260/940] lr: 4.000e-03, eta: 3:45:01, time: 1.176, data_time: 0.004, memory: 10215, top1_acc: 0.7457, top5_acc: 0.9137, loss_cls: 1.0008, loss: 1.0008, grad_norm: 3.1460 2020-08-16 09:21:24,145 - mmaction - INFO - Epoch [39][280/940] lr: 4.000e-03, eta: 3:44:36, time: 1.179, data_time: 0.006, memory: 10215, top1_acc: 0.7408, top5_acc: 0.9059, loss_cls: 1.0286, loss: 1.0286, grad_norm: 3.2953 2020-08-16 09:21:47,091 - mmaction - INFO - Epoch [39][300/940] lr: 4.000e-03, eta: 3:44:11, time: 1.145, data_time: 0.005, memory: 10215, top1_acc: 0.7336, top5_acc: 0.9004, loss_cls: 1.0442, loss: 1.0442, grad_norm: 3.2430 2020-08-16 09:22:11,505 - mmaction - INFO - Epoch [39][320/940] lr: 4.000e-03, eta: 3:43:47, time: 1.223, data_time: 0.006, memory: 10215, top1_acc: 0.7252, top5_acc: 0.9020, loss_cls: 1.0569, loss: 1.0569, grad_norm: 3.3357 2020-08-16 09:22:34,683 - mmaction - INFO - Epoch [39][340/940] lr: 4.000e-03, eta: 3:43:22, time: 1.159, data_time: 0.002, memory: 10215, top1_acc: 0.7363, top5_acc: 0.9104, loss_cls: 1.0070, loss: 1.0070, grad_norm: 3.2334 2020-08-16 09:22:59,418 - mmaction - INFO - Epoch [39][360/940] lr: 4.000e-03, eta: 3:42:57, time: 1.235, data_time: 0.004, memory: 10215, top1_acc: 0.7373, top5_acc: 0.9121, loss_cls: 1.0259, loss: 1.0259, grad_norm: 3.3634 2020-08-16 09:23:22,782 - mmaction - INFO - Epoch [39][380/940] lr: 4.000e-03, eta: 3:42:32, time: 1.170, data_time: 0.005, memory: 10215, top1_acc: 0.7234, top5_acc: 0.9035, loss_cls: 1.0598, loss: 1.0598, grad_norm: 3.2884 2020-08-16 09:23:45,938 - mmaction - INFO - Epoch [39][400/940] lr: 4.000e-03, eta: 3:42:08, time: 1.156, data_time: 0.004, memory: 10215, top1_acc: 0.7307, top5_acc: 0.9074, loss_cls: 1.0560, loss: 1.0560, grad_norm: 3.3331 2020-08-16 09:24:11,355 - mmaction - INFO - Epoch [39][420/940] lr: 4.000e-03, eta: 3:41:43, time: 1.272, data_time: 0.005, memory: 10215, top1_acc: 0.7430, top5_acc: 0.9129, loss_cls: 0.9965, loss: 0.9965, grad_norm: 3.2306 2020-08-16 09:24:36,306 - mmaction - INFO - Epoch [39][440/940] lr: 4.000e-03, eta: 3:41:19, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7346, top5_acc: 0.9068, loss_cls: 1.0192, loss: 1.0192, grad_norm: 3.2385 2020-08-16 09:24:59,837 - mmaction - INFO - Epoch [39][460/940] lr: 4.000e-03, eta: 3:40:54, time: 1.178, data_time: 0.005, memory: 10215, top1_acc: 0.7350, top5_acc: 0.9047, loss_cls: 1.0397, loss: 1.0397, grad_norm: 3.2345 2020-08-16 09:25:23,632 - mmaction - INFO - Epoch [39][480/940] lr: 4.000e-03, eta: 3:40:29, time: 1.188, data_time: 0.004, memory: 10215, top1_acc: 0.7363, top5_acc: 0.9043, loss_cls: 1.0266, loss: 1.0266, grad_norm: 3.2019 2020-08-16 09:25:47,423 - mmaction - INFO - Epoch [39][500/940] lr: 4.000e-03, eta: 3:40:05, time: 1.191, data_time: 0.005, memory: 10215, top1_acc: 0.7320, top5_acc: 0.9035, loss_cls: 1.0489, loss: 1.0489, grad_norm: 3.2786 2020-08-16 09:26:12,128 - mmaction - INFO - Epoch [39][520/940] lr: 4.000e-03, eta: 3:39:40, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.7299, top5_acc: 0.9055, loss_cls: 1.0508, loss: 1.0508, grad_norm: 3.2787 2020-08-16 09:26:35,444 - mmaction - INFO - Epoch [39][540/940] lr: 4.000e-03, eta: 3:39:15, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.7389, top5_acc: 0.9115, loss_cls: 1.0205, loss: 1.0205, grad_norm: 3.2051 2020-08-16 09:26:59,144 - mmaction - INFO - Epoch [39][560/940] lr: 4.000e-03, eta: 3:38:51, time: 1.184, data_time: 0.004, memory: 10215, top1_acc: 0.7395, top5_acc: 0.9070, loss_cls: 1.0216, loss: 1.0216, grad_norm: 3.2363 2020-08-16 09:27:23,624 - mmaction - INFO - Epoch [39][580/940] lr: 4.000e-03, eta: 3:38:26, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7342, top5_acc: 0.9053, loss_cls: 1.0552, loss: 1.0552, grad_norm: 3.2773 2020-08-16 09:27:48,754 - mmaction - INFO - Epoch [39][600/940] lr: 4.000e-03, eta: 3:38:02, time: 1.253, data_time: 0.005, memory: 10215, top1_acc: 0.7387, top5_acc: 0.9064, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.2224 2020-08-16 09:28:13,991 - mmaction - INFO - Epoch [39][620/940] lr: 4.000e-03, eta: 3:37:38, time: 1.265, data_time: 0.007, memory: 10215, top1_acc: 0.7426, top5_acc: 0.9074, loss_cls: 1.0279, loss: 1.0279, grad_norm: 3.2409 2020-08-16 09:28:38,121 - mmaction - INFO - Epoch [39][640/940] lr: 4.000e-03, eta: 3:37:13, time: 1.207, data_time: 0.002, memory: 10215, top1_acc: 0.7424, top5_acc: 0.9100, loss_cls: 1.0051, loss: 1.0051, grad_norm: 3.2153 2020-08-16 09:29:01,300 - mmaction - INFO - Epoch [39][660/940] lr: 4.000e-03, eta: 3:36:48, time: 1.156, data_time: 0.004, memory: 10215, top1_acc: 0.7389, top5_acc: 0.9119, loss_cls: 1.0073, loss: 1.0073, grad_norm: 3.2530 2020-08-16 09:29:25,952 - mmaction - INFO - Epoch [39][680/940] lr: 4.000e-03, eta: 3:36:24, time: 1.235, data_time: 0.006, memory: 10215, top1_acc: 0.7447, top5_acc: 0.9125, loss_cls: 0.9833, loss: 0.9833, grad_norm: 3.2534 2020-08-16 09:29:49,907 - mmaction - INFO - Epoch [39][700/940] lr: 4.000e-03, eta: 3:35:59, time: 1.196, data_time: 0.004, memory: 10215, top1_acc: 0.7379, top5_acc: 0.9047, loss_cls: 1.0336, loss: 1.0336, grad_norm: 3.2763 2020-08-16 09:30:13,017 - mmaction - INFO - Epoch [39][720/940] lr: 4.000e-03, eta: 3:35:34, time: 1.156, data_time: 0.006, memory: 10215, top1_acc: 0.7330, top5_acc: 0.9090, loss_cls: 1.0312, loss: 1.0312, grad_norm: 3.2675 2020-08-16 09:30:37,335 - mmaction - INFO - Epoch [39][740/940] lr: 4.000e-03, eta: 3:35:10, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7322, top5_acc: 0.9070, loss_cls: 1.0314, loss: 1.0314, grad_norm: 3.3498 2020-08-16 09:31:01,261 - mmaction - INFO - Epoch [39][760/940] lr: 4.000e-03, eta: 3:34:45, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7301, top5_acc: 0.9061, loss_cls: 1.0508, loss: 1.0508, grad_norm: 3.2880 2020-08-16 09:31:23,841 - mmaction - INFO - Epoch [39][780/940] lr: 4.000e-03, eta: 3:34:20, time: 1.130, data_time: 0.005, memory: 10215, top1_acc: 0.7297, top5_acc: 0.9070, loss_cls: 1.0340, loss: 1.0340, grad_norm: 3.3373 2020-08-16 09:31:49,061 - mmaction - INFO - Epoch [39][800/940] lr: 4.000e-03, eta: 3:33:56, time: 1.259, data_time: 0.004, memory: 10215, top1_acc: 0.7359, top5_acc: 0.9033, loss_cls: 1.0327, loss: 1.0327, grad_norm: 3.2368 2020-08-16 09:32:12,739 - mmaction - INFO - Epoch [39][820/940] lr: 4.000e-03, eta: 3:33:31, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.7285, top5_acc: 0.8982, loss_cls: 1.0708, loss: 1.0708, grad_norm: 3.3410 2020-08-16 09:32:37,859 - mmaction - INFO - Epoch [39][840/940] lr: 4.000e-03, eta: 3:33:07, time: 1.254, data_time: 0.006, memory: 10215, top1_acc: 0.7268, top5_acc: 0.9006, loss_cls: 1.0639, loss: 1.0639, grad_norm: 3.3312 2020-08-16 09:33:02,130 - mmaction - INFO - Epoch [39][860/940] lr: 4.000e-03, eta: 3:32:42, time: 1.215, data_time: 0.004, memory: 10215, top1_acc: 0.7312, top5_acc: 0.9100, loss_cls: 1.0530, loss: 1.0530, grad_norm: 3.3278 2020-08-16 09:33:27,977 - mmaction - INFO - Epoch [39][880/940] lr: 4.000e-03, eta: 3:32:18, time: 1.291, data_time: 0.004, memory: 10215, top1_acc: 0.7342, top5_acc: 0.9041, loss_cls: 1.0427, loss: 1.0427, grad_norm: 3.3045 2020-08-16 09:33:51,774 - mmaction - INFO - Epoch [39][900/940] lr: 4.000e-03, eta: 3:31:53, time: 1.191, data_time: 0.005, memory: 10215, top1_acc: 0.7303, top5_acc: 0.9062, loss_cls: 1.0443, loss: 1.0443, grad_norm: 3.3320 2020-08-16 09:34:17,013 - mmaction - INFO - Epoch [39][920/940] lr: 4.000e-03, eta: 3:31:29, time: 1.259, data_time: 0.005, memory: 10215, top1_acc: 0.7309, top5_acc: 0.9010, loss_cls: 1.0600, loss: 1.0600, grad_norm: 3.3700 2020-08-16 09:34:40,166 - mmaction - INFO - Epoch [39][940/940] lr: 4.000e-03, eta: 3:31:04, time: 1.160, data_time: 0.006, memory: 10215, top1_acc: 0.7429, top5_acc: 0.9079, loss_cls: 1.0211, loss: 1.0211, grad_norm: 3.2529 2020-08-16 09:34:40,398 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-08-16 09:35:08,686 - mmaction - INFO - Epoch [40][20/940] lr: 4.000e-03, eta: 3:30:40, time: 1.364, data_time: 0.355, memory: 10215, top1_acc: 0.7434, top5_acc: 0.9100, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.2361 2020-08-16 09:35:31,690 - mmaction - INFO - Epoch [40][40/940] lr: 4.000e-03, eta: 3:30:15, time: 1.150, data_time: 0.002, memory: 10215, top1_acc: 0.7445, top5_acc: 0.9080, loss_cls: 1.0147, loss: 1.0147, grad_norm: 3.2519 2020-08-16 09:35:55,969 - mmaction - INFO - Epoch [40][60/940] lr: 4.000e-03, eta: 3:29:51, time: 1.214, data_time: 0.004, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9115, loss_cls: 0.9954, loss: 0.9954, grad_norm: 3.2140 2020-08-16 09:36:19,916 - mmaction - INFO - Epoch [40][80/940] lr: 4.000e-03, eta: 3:29:26, time: 1.197, data_time: 0.002, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9104, loss_cls: 1.0016, loss: 1.0016, grad_norm: 3.2450 2020-08-16 09:36:43,292 - mmaction - INFO - Epoch [40][100/940] lr: 4.000e-03, eta: 3:29:01, time: 1.167, data_time: 0.004, memory: 10215, top1_acc: 0.7428, top5_acc: 0.9107, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.2664 2020-08-16 09:37:06,738 - mmaction - INFO - Epoch [40][120/940] lr: 4.000e-03, eta: 3:28:37, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7391, top5_acc: 0.9064, loss_cls: 1.0156, loss: 1.0156, grad_norm: 3.3013 2020-08-16 09:37:30,426 - mmaction - INFO - Epoch [40][140/940] lr: 4.000e-03, eta: 3:28:12, time: 1.182, data_time: 0.004, memory: 10215, top1_acc: 0.7445, top5_acc: 0.9193, loss_cls: 0.9762, loss: 0.9762, grad_norm: 3.2439 2020-08-16 09:37:55,429 - mmaction - INFO - Epoch [40][160/940] lr: 4.000e-03, eta: 3:27:47, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.9973, loss: 0.9973, grad_norm: 3.2359 2020-08-16 09:38:20,319 - mmaction - INFO - Epoch [40][180/940] lr: 4.000e-03, eta: 3:27:23, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7391, top5_acc: 0.9080, loss_cls: 1.0065, loss: 1.0065, grad_norm: 3.2750 2020-08-16 09:38:45,688 - mmaction - INFO - Epoch [40][200/940] lr: 4.000e-03, eta: 3:26:59, time: 1.267, data_time: 0.002, memory: 10215, top1_acc: 0.7428, top5_acc: 0.9096, loss_cls: 1.0039, loss: 1.0039, grad_norm: 3.2154 2020-08-16 09:39:09,698 - mmaction - INFO - Epoch [40][220/940] lr: 4.000e-03, eta: 3:26:34, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7377, top5_acc: 0.9029, loss_cls: 1.0314, loss: 1.0314, grad_norm: 3.3184 2020-08-16 09:39:32,739 - mmaction - INFO - Epoch [40][240/940] lr: 4.000e-03, eta: 3:26:09, time: 1.153, data_time: 0.005, memory: 10215, top1_acc: 0.7412, top5_acc: 0.9092, loss_cls: 1.0232, loss: 1.0232, grad_norm: 3.2864 2020-08-16 09:39:56,835 - mmaction - INFO - Epoch [40][260/940] lr: 4.000e-03, eta: 3:25:45, time: 1.203, data_time: 0.004, memory: 10215, top1_acc: 0.7324, top5_acc: 0.8998, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.3222 2020-08-16 09:40:21,770 - mmaction - INFO - Epoch [40][280/940] lr: 4.000e-03, eta: 3:25:20, time: 1.249, data_time: 0.006, memory: 10215, top1_acc: 0.7436, top5_acc: 0.9125, loss_cls: 1.0108, loss: 1.0108, grad_norm: 3.3013 2020-08-16 09:40:46,107 - mmaction - INFO - Epoch [40][300/940] lr: 4.000e-03, eta: 3:24:56, time: 1.216, data_time: 0.006, memory: 10215, top1_acc: 0.7312, top5_acc: 0.9027, loss_cls: 1.0644, loss: 1.0644, grad_norm: 3.3424 2020-08-16 09:41:09,127 - mmaction - INFO - Epoch [40][320/940] lr: 4.000e-03, eta: 3:24:31, time: 1.153, data_time: 0.005, memory: 10215, top1_acc: 0.7289, top5_acc: 0.9055, loss_cls: 1.0386, loss: 1.0386, grad_norm: 3.3050 2020-08-16 09:41:34,963 - mmaction - INFO - Epoch [40][340/940] lr: 4.000e-03, eta: 3:24:07, time: 1.290, data_time: 0.005, memory: 10215, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0200, loss: 1.0200, grad_norm: 3.2621 2020-08-16 09:41:59,253 - mmaction - INFO - Epoch [40][360/940] lr: 4.000e-03, eta: 3:23:42, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7457, top5_acc: 0.9111, loss_cls: 0.9994, loss: 0.9994, grad_norm: 3.2745 2020-08-16 09:42:23,473 - mmaction - INFO - Epoch [40][380/940] lr: 4.000e-03, eta: 3:23:18, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.7455, top5_acc: 0.9092, loss_cls: 1.0123, loss: 1.0123, grad_norm: 3.2688 2020-08-16 09:42:46,954 - mmaction - INFO - Epoch [40][400/940] lr: 4.000e-03, eta: 3:22:53, time: 1.175, data_time: 0.005, memory: 10215, top1_acc: 0.7293, top5_acc: 0.9016, loss_cls: 1.0455, loss: 1.0455, grad_norm: 3.3482 2020-08-16 09:43:12,027 - mmaction - INFO - Epoch [40][420/940] lr: 4.000e-03, eta: 3:22:29, time: 1.254, data_time: 0.002, memory: 10215, top1_acc: 0.7449, top5_acc: 0.9127, loss_cls: 0.9969, loss: 0.9969, grad_norm: 3.2746 2020-08-16 09:43:37,071 - mmaction - INFO - Epoch [40][440/940] lr: 4.000e-03, eta: 3:22:04, time: 1.249, data_time: 0.004, memory: 10215, top1_acc: 0.7234, top5_acc: 0.9059, loss_cls: 1.0634, loss: 1.0634, grad_norm: 3.3988 2020-08-16 09:44:01,782 - mmaction - INFO - Epoch [40][460/940] lr: 4.000e-03, eta: 3:21:40, time: 1.238, data_time: 0.006, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9146, loss_cls: 0.9601, loss: 0.9601, grad_norm: 3.2165 2020-08-16 09:44:25,754 - mmaction - INFO - Epoch [40][480/940] lr: 4.000e-03, eta: 3:21:15, time: 1.196, data_time: 0.006, memory: 10215, top1_acc: 0.7311, top5_acc: 0.9076, loss_cls: 1.0244, loss: 1.0244, grad_norm: 3.2870 2020-08-16 09:44:50,161 - mmaction - INFO - Epoch [40][500/940] lr: 4.000e-03, eta: 3:20:51, time: 1.223, data_time: 0.007, memory: 10215, top1_acc: 0.7361, top5_acc: 0.9062, loss_cls: 1.0248, loss: 1.0248, grad_norm: 3.3398 2020-08-16 09:45:14,294 - mmaction - INFO - Epoch [40][520/940] lr: 4.000e-03, eta: 3:20:26, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.7436, top5_acc: 0.9121, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.2785 2020-08-16 09:45:38,887 - mmaction - INFO - Epoch [40][540/940] lr: 4.000e-03, eta: 3:20:02, time: 1.233, data_time: 0.007, memory: 10215, top1_acc: 0.7307, top5_acc: 0.9059, loss_cls: 1.0578, loss: 1.0578, grad_norm: 3.3599 2020-08-16 09:46:04,221 - mmaction - INFO - Epoch [40][560/940] lr: 4.000e-03, eta: 3:19:37, time: 1.265, data_time: 0.004, memory: 10215, top1_acc: 0.7416, top5_acc: 0.9086, loss_cls: 1.0334, loss: 1.0334, grad_norm: 3.2851 2020-08-16 09:46:28,065 - mmaction - INFO - Epoch [40][580/940] lr: 4.000e-03, eta: 3:19:13, time: 1.194, data_time: 0.006, memory: 10215, top1_acc: 0.7453, top5_acc: 0.9055, loss_cls: 1.0201, loss: 1.0201, grad_norm: 3.2853 2020-08-16 09:46:54,018 - mmaction - INFO - Epoch [40][600/940] lr: 4.000e-03, eta: 3:18:49, time: 1.296, data_time: 0.005, memory: 10215, top1_acc: 0.7277, top5_acc: 0.9049, loss_cls: 1.0576, loss: 1.0576, grad_norm: 3.3755 2020-08-16 09:47:19,183 - mmaction - INFO - Epoch [40][620/940] lr: 4.000e-03, eta: 3:18:24, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7297, top5_acc: 0.9072, loss_cls: 1.0453, loss: 1.0453, grad_norm: 3.3382 2020-08-16 09:47:42,817 - mmaction - INFO - Epoch [40][640/940] lr: 4.000e-03, eta: 3:17:59, time: 1.182, data_time: 0.002, memory: 10215, top1_acc: 0.7367, top5_acc: 0.9014, loss_cls: 1.0636, loss: 1.0636, grad_norm: 3.3210 2020-08-16 09:48:09,548 - mmaction - INFO - Epoch [40][660/940] lr: 4.000e-03, eta: 3:17:36, time: 1.335, data_time: 0.004, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9154, loss_cls: 0.9662, loss: 0.9662, grad_norm: 3.2196 2020-08-16 09:48:34,971 - mmaction - INFO - Epoch [40][680/940] lr: 4.000e-03, eta: 3:17:11, time: 1.273, data_time: 0.005, memory: 10215, top1_acc: 0.7482, top5_acc: 0.9061, loss_cls: 0.9956, loss: 0.9956, grad_norm: 3.2551 2020-08-16 09:48:59,722 - mmaction - INFO - Epoch [40][700/940] lr: 4.000e-03, eta: 3:16:47, time: 1.236, data_time: 0.004, memory: 10215, top1_acc: 0.7254, top5_acc: 0.9018, loss_cls: 1.0648, loss: 1.0648, grad_norm: 3.3630 2020-08-16 09:49:25,723 - mmaction - INFO - Epoch [40][720/940] lr: 4.000e-03, eta: 3:16:23, time: 1.302, data_time: 0.005, memory: 10215, top1_acc: 0.7467, top5_acc: 0.9123, loss_cls: 1.0018, loss: 1.0018, grad_norm: 3.2723 2020-08-16 09:49:51,393 - mmaction - INFO - Epoch [40][740/940] lr: 4.000e-03, eta: 3:15:59, time: 1.283, data_time: 0.005, memory: 10215, top1_acc: 0.7496, top5_acc: 0.9131, loss_cls: 0.9914, loss: 0.9914, grad_norm: 3.2530 2020-08-16 09:50:17,539 - mmaction - INFO - Epoch [40][760/940] lr: 4.000e-03, eta: 3:15:34, time: 1.306, data_time: 0.002, memory: 10215, top1_acc: 0.7361, top5_acc: 0.9090, loss_cls: 1.0492, loss: 1.0492, grad_norm: 3.3501 2020-08-16 09:50:43,878 - mmaction - INFO - Epoch [40][780/940] lr: 4.000e-03, eta: 3:15:10, time: 1.318, data_time: 0.005, memory: 10215, top1_acc: 0.7402, top5_acc: 0.9125, loss_cls: 1.0040, loss: 1.0040, grad_norm: 3.2832 2020-08-16 09:51:08,791 - mmaction - INFO - Epoch [40][800/940] lr: 4.000e-03, eta: 3:14:46, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7381, top5_acc: 0.9076, loss_cls: 1.0163, loss: 1.0163, grad_norm: 3.3065 2020-08-16 09:51:34,482 - mmaction - INFO - Epoch [40][820/940] lr: 4.000e-03, eta: 3:14:22, time: 1.286, data_time: 0.006, memory: 10215, top1_acc: 0.7379, top5_acc: 0.9070, loss_cls: 1.0264, loss: 1.0264, grad_norm: 3.3390 2020-08-16 09:51:59,911 - mmaction - INFO - Epoch [40][840/940] lr: 4.000e-03, eta: 3:13:58, time: 1.270, data_time: 0.005, memory: 10215, top1_acc: 0.7322, top5_acc: 0.8992, loss_cls: 1.0683, loss: 1.0683, grad_norm: 3.3487 2020-08-16 09:52:25,768 - mmaction - INFO - Epoch [40][860/940] lr: 4.000e-03, eta: 3:13:33, time: 1.294, data_time: 0.005, memory: 10215, top1_acc: 0.7316, top5_acc: 0.9055, loss_cls: 1.0512, loss: 1.0512, grad_norm: 3.3085 2020-08-16 09:52:51,400 - mmaction - INFO - Epoch [40][880/940] lr: 4.000e-03, eta: 3:13:09, time: 1.282, data_time: 0.002, memory: 10215, top1_acc: 0.7373, top5_acc: 0.9055, loss_cls: 1.0303, loss: 1.0303, grad_norm: 3.2914 2020-08-16 09:53:17,198 - mmaction - INFO - Epoch [40][900/940] lr: 4.000e-03, eta: 3:12:45, time: 1.288, data_time: 0.004, memory: 10215, top1_acc: 0.7375, top5_acc: 0.9039, loss_cls: 1.0515, loss: 1.0515, grad_norm: 3.3647 2020-08-16 09:53:42,356 - mmaction - INFO - Epoch [40][920/940] lr: 4.000e-03, eta: 3:12:21, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7428, top5_acc: 0.9066, loss_cls: 1.0100, loss: 1.0100, grad_norm: 3.2569 2020-08-16 09:54:07,275 - mmaction - INFO - Epoch [40][940/940] lr: 4.000e-03, eta: 3:11:56, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7299, top5_acc: 0.9030, loss_cls: 1.0718, loss: 1.0718, grad_norm: 3.4463 2020-08-16 09:54:07,591 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-08-16 09:54:36,306 - mmaction - INFO - Epoch [41][20/940] lr: 4.000e-04, eta: 3:11:32, time: 1.358, data_time: 0.330, memory: 10215, top1_acc: 0.7520, top5_acc: 0.9068, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.2507 2020-08-16 09:55:01,961 - mmaction - INFO - Epoch [41][40/940] lr: 4.000e-04, eta: 3:11:08, time: 1.280, data_time: 0.005, memory: 10215, top1_acc: 0.7400, top5_acc: 0.9084, loss_cls: 1.0025, loss: 1.0025, grad_norm: 3.3025 2020-08-16 09:55:27,765 - mmaction - INFO - Epoch [41][60/940] lr: 4.000e-04, eta: 3:10:44, time: 1.293, data_time: 0.005, memory: 10215, top1_acc: 0.7396, top5_acc: 0.9139, loss_cls: 0.9911, loss: 0.9911, grad_norm: 3.2973 2020-08-16 09:55:54,058 - mmaction - INFO - Epoch [41][80/940] lr: 4.000e-04, eta: 3:10:20, time: 1.313, data_time: 0.004, memory: 10215, top1_acc: 0.7424, top5_acc: 0.9123, loss_cls: 0.9935, loss: 0.9935, grad_norm: 3.2871 2020-08-16 09:56:19,327 - mmaction - INFO - Epoch [41][100/940] lr: 4.000e-04, eta: 3:09:56, time: 1.265, data_time: 0.006, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9148, loss_cls: 0.9555, loss: 0.9555, grad_norm: 3.2062 2020-08-16 09:56:44,231 - mmaction - INFO - Epoch [41][120/940] lr: 4.000e-04, eta: 3:09:31, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7498, top5_acc: 0.9107, loss_cls: 0.9663, loss: 0.9663, grad_norm: 3.2190 2020-08-16 09:57:09,169 - mmaction - INFO - Epoch [41][140/940] lr: 4.000e-04, eta: 3:09:07, time: 1.248, data_time: 0.005, memory: 10215, top1_acc: 0.7477, top5_acc: 0.9168, loss_cls: 0.9957, loss: 0.9957, grad_norm: 3.2366 2020-08-16 09:57:35,094 - mmaction - INFO - Epoch [41][160/940] lr: 4.000e-04, eta: 3:08:43, time: 1.295, data_time: 0.005, memory: 10215, top1_acc: 0.7389, top5_acc: 0.9092, loss_cls: 1.0016, loss: 1.0016, grad_norm: 3.2839 2020-08-16 09:57:59,948 - mmaction - INFO - Epoch [41][180/940] lr: 4.000e-04, eta: 3:08:18, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9168, loss_cls: 0.9458, loss: 0.9458, grad_norm: 3.2372 2020-08-16 09:58:26,534 - mmaction - INFO - Epoch [41][200/940] lr: 4.000e-04, eta: 3:07:54, time: 1.327, data_time: 0.005, memory: 10215, top1_acc: 0.7453, top5_acc: 0.9111, loss_cls: 0.9839, loss: 0.9839, grad_norm: 3.2314 2020-08-16 09:58:51,064 - mmaction - INFO - Epoch [41][220/940] lr: 4.000e-04, eta: 3:07:30, time: 1.229, data_time: 0.006, memory: 10215, top1_acc: 0.7459, top5_acc: 0.9143, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.2792 2020-08-16 09:59:15,798 - mmaction - INFO - Epoch [41][240/940] lr: 4.000e-04, eta: 3:07:05, time: 1.235, data_time: 0.005, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9211, loss_cls: 0.9458, loss: 0.9458, grad_norm: 3.2026 2020-08-16 09:59:40,541 - mmaction - INFO - Epoch [41][260/940] lr: 4.000e-04, eta: 3:06:41, time: 1.239, data_time: 0.006, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9166, loss_cls: 0.9512, loss: 0.9512, grad_norm: 3.2086 2020-08-16 10:00:06,832 - mmaction - INFO - Epoch [41][280/940] lr: 4.000e-04, eta: 3:06:17, time: 1.309, data_time: 0.005, memory: 10215, top1_acc: 0.7400, top5_acc: 0.9035, loss_cls: 1.0344, loss: 1.0344, grad_norm: 3.2849 2020-08-16 10:00:31,778 - mmaction - INFO - Epoch [41][300/940] lr: 4.000e-04, eta: 3:05:52, time: 1.253, data_time: 0.009, memory: 10215, top1_acc: 0.7453, top5_acc: 0.9127, loss_cls: 0.9669, loss: 0.9669, grad_norm: 3.2329 2020-08-16 10:00:57,207 - mmaction - INFO - Epoch [41][320/940] lr: 4.000e-04, eta: 3:05:28, time: 1.270, data_time: 0.005, memory: 10215, top1_acc: 0.7475, top5_acc: 0.9055, loss_cls: 0.9844, loss: 0.9844, grad_norm: 3.2310 2020-08-16 10:01:22,085 - mmaction - INFO - Epoch [41][340/940] lr: 4.000e-04, eta: 3:05:04, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.7398, top5_acc: 0.9113, loss_cls: 1.0098, loss: 1.0098, grad_norm: 3.3245 2020-08-16 10:01:46,551 - mmaction - INFO - Epoch [41][360/940] lr: 4.000e-04, eta: 3:04:39, time: 1.222, data_time: 0.005, memory: 10215, top1_acc: 0.7436, top5_acc: 0.9084, loss_cls: 1.0090, loss: 1.0090, grad_norm: 3.3271 2020-08-16 10:02:11,776 - mmaction - INFO - Epoch [41][380/940] lr: 4.000e-04, eta: 3:04:15, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9100, loss_cls: 0.9708, loss: 0.9708, grad_norm: 3.2168 2020-08-16 10:02:37,469 - mmaction - INFO - Epoch [41][400/940] lr: 4.000e-04, eta: 3:03:51, time: 1.282, data_time: 0.004, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9125, loss_cls: 0.9564, loss: 0.9564, grad_norm: 3.2087 2020-08-16 10:03:03,881 - mmaction - INFO - Epoch [41][420/940] lr: 4.000e-04, eta: 3:03:26, time: 1.323, data_time: 0.006, memory: 10215, top1_acc: 0.7469, top5_acc: 0.9146, loss_cls: 0.9800, loss: 0.9800, grad_norm: 3.2598 2020-08-16 10:03:28,731 - mmaction - INFO - Epoch [41][440/940] lr: 4.000e-04, eta: 3:03:02, time: 1.240, data_time: 0.004, memory: 10215, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9864, loss: 0.9864, grad_norm: 3.2371 2020-08-16 10:03:55,077 - mmaction - INFO - Epoch [41][460/940] lr: 4.000e-04, eta: 3:02:38, time: 1.319, data_time: 0.006, memory: 10215, top1_acc: 0.7502, top5_acc: 0.9123, loss_cls: 0.9677, loss: 0.9677, grad_norm: 3.2817 2020-08-16 10:04:19,593 - mmaction - INFO - Epoch [41][480/940] lr: 4.000e-04, eta: 3:02:13, time: 1.225, data_time: 0.006, memory: 10215, top1_acc: 0.7475, top5_acc: 0.9117, loss_cls: 0.9870, loss: 0.9870, grad_norm: 3.2405 2020-08-16 10:04:44,330 - mmaction - INFO - Epoch [41][500/940] lr: 4.000e-04, eta: 3:01:49, time: 1.238, data_time: 0.005, memory: 10215, top1_acc: 0.7375, top5_acc: 0.9072, loss_cls: 1.0118, loss: 1.0118, grad_norm: 3.3245 2020-08-16 10:05:09,217 - mmaction - INFO - Epoch [41][520/940] lr: 4.000e-04, eta: 3:01:25, time: 1.244, data_time: 0.004, memory: 10215, top1_acc: 0.7363, top5_acc: 0.9023, loss_cls: 1.0523, loss: 1.0523, grad_norm: 3.3624 2020-08-16 10:05:33,392 - mmaction - INFO - Epoch [41][540/940] lr: 4.000e-04, eta: 3:01:00, time: 1.209, data_time: 0.002, memory: 10215, top1_acc: 0.7568, top5_acc: 0.9209, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.2177 2020-08-16 10:05:58,325 - mmaction - INFO - Epoch [41][560/940] lr: 4.000e-04, eta: 3:00:36, time: 1.245, data_time: 0.004, memory: 10215, top1_acc: 0.7545, top5_acc: 0.9115, loss_cls: 0.9849, loss: 0.9849, grad_norm: 3.2515 2020-08-16 10:06:23,444 - mmaction - INFO - Epoch [41][580/940] lr: 4.000e-04, eta: 3:00:11, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.7459, top5_acc: 0.9172, loss_cls: 0.9801, loss: 0.9801, grad_norm: 3.3213 2020-08-16 10:06:50,416 - mmaction - INFO - Epoch [41][600/940] lr: 4.000e-04, eta: 2:59:47, time: 1.347, data_time: 0.004, memory: 10215, top1_acc: 0.7600, top5_acc: 0.9141, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.1460 2020-08-16 10:07:14,101 - mmaction - INFO - Epoch [41][620/940] lr: 4.000e-04, eta: 2:59:23, time: 1.186, data_time: 0.005, memory: 10215, top1_acc: 0.7500, top5_acc: 0.9096, loss_cls: 0.9905, loss: 0.9905, grad_norm: 3.2619 2020-08-16 10:07:38,834 - mmaction - INFO - Epoch [41][640/940] lr: 4.000e-04, eta: 2:58:58, time: 1.237, data_time: 0.002, memory: 10215, top1_acc: 0.7520, top5_acc: 0.9139, loss_cls: 0.9754, loss: 0.9754, grad_norm: 3.2773 2020-08-16 10:08:03,132 - mmaction - INFO - Epoch [41][660/940] lr: 4.000e-04, eta: 2:58:33, time: 1.213, data_time: 0.004, memory: 10215, top1_acc: 0.7391, top5_acc: 0.9150, loss_cls: 0.9820, loss: 0.9820, grad_norm: 3.3017 2020-08-16 10:08:26,591 - mmaction - INFO - Epoch [41][680/940] lr: 4.000e-04, eta: 2:58:09, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9166, loss_cls: 0.9537, loss: 0.9537, grad_norm: 3.2542 2020-08-16 10:08:52,721 - mmaction - INFO - Epoch [41][700/940] lr: 4.000e-04, eta: 2:57:45, time: 1.308, data_time: 0.005, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9201, loss_cls: 0.9429, loss: 0.9429, grad_norm: 3.1762 2020-08-16 10:09:17,426 - mmaction - INFO - Epoch [41][720/940] lr: 4.000e-04, eta: 2:57:20, time: 1.234, data_time: 0.004, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9135, loss_cls: 0.9634, loss: 0.9634, grad_norm: 3.2150 2020-08-16 10:09:40,865 - mmaction - INFO - Epoch [41][740/940] lr: 4.000e-04, eta: 2:56:55, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9086, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.2384 2020-08-16 10:10:06,652 - mmaction - INFO - Epoch [41][760/940] lr: 4.000e-04, eta: 2:56:31, time: 1.289, data_time: 0.004, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9109, loss_cls: 0.9710, loss: 0.9710, grad_norm: 3.2701 2020-08-16 10:10:32,245 - mmaction - INFO - Epoch [41][780/940] lr: 4.000e-04, eta: 2:56:07, time: 1.278, data_time: 0.002, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9148, loss_cls: 0.9632, loss: 0.9632, grad_norm: 3.1905 2020-08-16 10:10:56,480 - mmaction - INFO - Epoch [41][800/940] lr: 4.000e-04, eta: 2:55:42, time: 1.213, data_time: 0.006, memory: 10215, top1_acc: 0.7455, top5_acc: 0.9146, loss_cls: 0.9700, loss: 0.9700, grad_norm: 3.2382 2020-08-16 10:11:18,917 - mmaction - INFO - Epoch [41][820/940] lr: 4.000e-04, eta: 2:55:17, time: 1.122, data_time: 0.002, memory: 10215, top1_acc: 0.7477, top5_acc: 0.9189, loss_cls: 0.9815, loss: 0.9815, grad_norm: 3.3038 2020-08-16 10:11:42,499 - mmaction - INFO - Epoch [41][840/940] lr: 4.000e-04, eta: 2:54:53, time: 1.178, data_time: 0.004, memory: 10215, top1_acc: 0.7396, top5_acc: 0.9078, loss_cls: 1.0142, loss: 1.0142, grad_norm: 3.3572 2020-08-16 10:12:08,466 - mmaction - INFO - Epoch [41][860/940] lr: 4.000e-04, eta: 2:54:28, time: 1.300, data_time: 0.005, memory: 10215, top1_acc: 0.7439, top5_acc: 0.9129, loss_cls: 0.9870, loss: 0.9870, grad_norm: 3.2421 2020-08-16 10:12:32,965 - mmaction - INFO - Epoch [41][880/940] lr: 4.000e-04, eta: 2:54:04, time: 1.225, data_time: 0.002, memory: 10215, top1_acc: 0.7545, top5_acc: 0.9205, loss_cls: 0.9315, loss: 0.9315, grad_norm: 3.2199 2020-08-16 10:12:58,381 - mmaction - INFO - Epoch [41][900/940] lr: 4.000e-04, eta: 2:53:39, time: 1.268, data_time: 0.005, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9154, loss_cls: 0.9760, loss: 0.9760, grad_norm: 3.2283 2020-08-16 10:13:22,836 - mmaction - INFO - Epoch [41][920/940] lr: 4.000e-04, eta: 2:53:15, time: 1.225, data_time: 0.006, memory: 10215, top1_acc: 0.7508, top5_acc: 0.9072, loss_cls: 0.9773, loss: 0.9773, grad_norm: 3.2519 2020-08-16 10:13:46,220 - mmaction - INFO - Epoch [41][940/940] lr: 4.000e-04, eta: 2:52:50, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.7482, top5_acc: 0.9152, loss_cls: 0.9689, loss: 0.9689, grad_norm: 3.2520 2020-08-16 10:13:46,545 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-08-16 10:14:16,001 - mmaction - INFO - Epoch [42][20/940] lr: 4.000e-04, eta: 2:52:26, time: 1.379, data_time: 0.430, memory: 10215, top1_acc: 0.7656, top5_acc: 0.9176, loss_cls: 0.9428, loss: 0.9428, grad_norm: 3.2184 2020-08-16 10:14:41,082 - mmaction - INFO - Epoch [42][40/940] lr: 4.000e-04, eta: 2:52:02, time: 1.256, data_time: 0.004, memory: 10215, top1_acc: 0.7611, top5_acc: 0.9217, loss_cls: 0.9407, loss: 0.9407, grad_norm: 3.2109 2020-08-16 10:15:05,630 - mmaction - INFO - Epoch [42][60/940] lr: 4.000e-04, eta: 2:51:37, time: 1.227, data_time: 0.004, memory: 10215, top1_acc: 0.7600, top5_acc: 0.9174, loss_cls: 0.9315, loss: 0.9315, grad_norm: 3.1964 2020-08-16 10:15:31,071 - mmaction - INFO - Epoch [42][80/940] lr: 4.000e-04, eta: 2:51:13, time: 1.272, data_time: 0.002, memory: 10215, top1_acc: 0.7436, top5_acc: 0.9146, loss_cls: 0.9791, loss: 0.9791, grad_norm: 3.2764 2020-08-16 10:15:55,003 - mmaction - INFO - Epoch [42][100/940] lr: 4.000e-04, eta: 2:50:48, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7494, top5_acc: 0.9076, loss_cls: 0.9881, loss: 0.9881, grad_norm: 3.2672 2020-08-16 10:16:19,431 - mmaction - INFO - Epoch [42][120/940] lr: 4.000e-04, eta: 2:50:24, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7434, top5_acc: 0.9113, loss_cls: 0.9901, loss: 0.9901, grad_norm: 3.2547 2020-08-16 10:16:43,831 - mmaction - INFO - Epoch [42][140/940] lr: 4.000e-04, eta: 2:49:59, time: 1.218, data_time: 0.004, memory: 10215, top1_acc: 0.7484, top5_acc: 0.9082, loss_cls: 0.9978, loss: 0.9978, grad_norm: 3.2723 2020-08-16 10:17:07,806 - mmaction - INFO - Epoch [42][160/940] lr: 4.000e-04, eta: 2:49:35, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7471, top5_acc: 0.9123, loss_cls: 0.9908, loss: 0.9908, grad_norm: 3.2702 2020-08-16 10:17:31,735 - mmaction - INFO - Epoch [42][180/940] lr: 4.000e-04, eta: 2:49:10, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7557, top5_acc: 0.9068, loss_cls: 0.9775, loss: 0.9775, grad_norm: 3.2496 2020-08-16 10:17:56,445 - mmaction - INFO - Epoch [42][200/940] lr: 4.000e-04, eta: 2:48:46, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9174, loss_cls: 0.9744, loss: 0.9744, grad_norm: 3.3406 2020-08-16 10:18:20,103 - mmaction - INFO - Epoch [42][220/940] lr: 4.000e-04, eta: 2:48:21, time: 1.183, data_time: 0.004, memory: 10215, top1_acc: 0.7420, top5_acc: 0.9104, loss_cls: 1.0014, loss: 1.0014, grad_norm: 3.3335 2020-08-16 10:18:44,278 - mmaction - INFO - Epoch [42][240/940] lr: 4.000e-04, eta: 2:47:56, time: 1.209, data_time: 0.002, memory: 10215, top1_acc: 0.7461, top5_acc: 0.9109, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.2873 2020-08-16 10:19:10,090 - mmaction - INFO - Epoch [42][260/940] lr: 4.000e-04, eta: 2:47:32, time: 1.289, data_time: 0.004, memory: 10215, top1_acc: 0.7570, top5_acc: 0.9203, loss_cls: 0.9347, loss: 0.9347, grad_norm: 3.2100 2020-08-16 10:19:34,433 - mmaction - INFO - Epoch [42][280/940] lr: 4.000e-04, eta: 2:47:08, time: 1.219, data_time: 0.005, memory: 10215, top1_acc: 0.7453, top5_acc: 0.9076, loss_cls: 1.0002, loss: 1.0002, grad_norm: 3.3059 2020-08-16 10:19:58,740 - mmaction - INFO - Epoch [42][300/940] lr: 4.000e-04, eta: 2:46:43, time: 1.214, data_time: 0.004, memory: 10215, top1_acc: 0.7514, top5_acc: 0.9104, loss_cls: 0.9954, loss: 0.9954, grad_norm: 3.2537 2020-08-16 10:20:21,565 - mmaction - INFO - Epoch [42][320/940] lr: 4.000e-04, eta: 2:46:18, time: 1.143, data_time: 0.005, memory: 10215, top1_acc: 0.7439, top5_acc: 0.9098, loss_cls: 0.9827, loss: 0.9827, grad_norm: 3.2598 2020-08-16 10:20:44,522 - mmaction - INFO - Epoch [42][340/940] lr: 4.000e-04, eta: 2:45:53, time: 1.146, data_time: 0.005, memory: 10215, top1_acc: 0.7572, top5_acc: 0.9131, loss_cls: 0.9584, loss: 0.9584, grad_norm: 3.2137 2020-08-16 10:21:08,434 - mmaction - INFO - Epoch [42][360/940] lr: 4.000e-04, eta: 2:45:29, time: 1.197, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9137, loss_cls: 0.9573, loss: 0.9573, grad_norm: 3.2364 2020-08-16 10:21:32,461 - mmaction - INFO - Epoch [42][380/940] lr: 4.000e-04, eta: 2:45:04, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7512, top5_acc: 0.9148, loss_cls: 0.9723, loss: 0.9723, grad_norm: 3.2668 2020-08-16 10:21:56,718 - mmaction - INFO - Epoch [42][400/940] lr: 4.000e-04, eta: 2:44:39, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9127, loss_cls: 0.9822, loss: 0.9822, grad_norm: 3.3014 2020-08-16 10:22:21,243 - mmaction - INFO - Epoch [42][420/940] lr: 4.000e-04, eta: 2:44:15, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7408, top5_acc: 0.9090, loss_cls: 1.0050, loss: 1.0050, grad_norm: 3.3044 2020-08-16 10:22:45,223 - mmaction - INFO - Epoch [42][440/940] lr: 4.000e-04, eta: 2:43:50, time: 1.200, data_time: 0.005, memory: 10215, top1_acc: 0.7572, top5_acc: 0.9145, loss_cls: 0.9531, loss: 0.9531, grad_norm: 3.2210 2020-08-16 10:23:09,482 - mmaction - INFO - Epoch [42][460/940] lr: 4.000e-04, eta: 2:43:26, time: 1.213, data_time: 0.002, memory: 10215, top1_acc: 0.7639, top5_acc: 0.9166, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.1868 2020-08-16 10:23:34,546 - mmaction - INFO - Epoch [42][480/940] lr: 4.000e-04, eta: 2:43:01, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.7465, top5_acc: 0.9096, loss_cls: 0.9803, loss: 0.9803, grad_norm: 3.2848 2020-08-16 10:23:59,387 - mmaction - INFO - Epoch [42][500/940] lr: 4.000e-04, eta: 2:42:37, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9139, loss_cls: 0.9813, loss: 0.9813, grad_norm: 3.2732 2020-08-16 10:24:23,989 - mmaction - INFO - Epoch [42][520/940] lr: 4.000e-04, eta: 2:42:12, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.7506, top5_acc: 0.9189, loss_cls: 0.9593, loss: 0.9593, grad_norm: 3.2531 2020-08-16 10:24:48,842 - mmaction - INFO - Epoch [42][540/940] lr: 4.000e-04, eta: 2:41:48, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7561, top5_acc: 0.9174, loss_cls: 0.9603, loss: 0.9603, grad_norm: 3.2465 2020-08-16 10:25:12,947 - mmaction - INFO - Epoch [42][560/940] lr: 4.000e-04, eta: 2:41:23, time: 1.204, data_time: 0.004, memory: 10215, top1_acc: 0.7453, top5_acc: 0.9145, loss_cls: 0.9797, loss: 0.9797, grad_norm: 3.3326 2020-08-16 10:25:37,075 - mmaction - INFO - Epoch [42][580/940] lr: 4.000e-04, eta: 2:40:59, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9141, loss_cls: 0.9622, loss: 0.9622, grad_norm: 3.2083 2020-08-16 10:26:02,728 - mmaction - INFO - Epoch [42][600/940] lr: 4.000e-04, eta: 2:40:34, time: 1.281, data_time: 0.005, memory: 10215, top1_acc: 0.7527, top5_acc: 0.9150, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.2145 2020-08-16 10:26:25,227 - mmaction - INFO - Epoch [42][620/940] lr: 4.000e-04, eta: 2:40:10, time: 1.126, data_time: 0.005, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9172, loss_cls: 0.9488, loss: 0.9488, grad_norm: 3.2235 2020-08-16 10:26:48,705 - mmaction - INFO - Epoch [42][640/940] lr: 4.000e-04, eta: 2:39:45, time: 1.174, data_time: 0.002, memory: 10215, top1_acc: 0.7535, top5_acc: 0.9215, loss_cls: 0.9443, loss: 0.9443, grad_norm: 3.2730 2020-08-16 10:27:12,665 - mmaction - INFO - Epoch [42][660/940] lr: 4.000e-04, eta: 2:39:20, time: 1.197, data_time: 0.004, memory: 10215, top1_acc: 0.7639, top5_acc: 0.9154, loss_cls: 0.9396, loss: 0.9396, grad_norm: 3.2359 2020-08-16 10:27:36,519 - mmaction - INFO - Epoch [42][680/940] lr: 4.000e-04, eta: 2:38:56, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7520, top5_acc: 0.9205, loss_cls: 0.9375, loss: 0.9375, grad_norm: 3.2629 2020-08-16 10:28:00,779 - mmaction - INFO - Epoch [42][700/940] lr: 4.000e-04, eta: 2:38:31, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.7541, top5_acc: 0.9137, loss_cls: 0.9636, loss: 0.9636, grad_norm: 3.2553 2020-08-16 10:28:26,534 - mmaction - INFO - Epoch [42][720/940] lr: 4.000e-04, eta: 2:38:07, time: 1.288, data_time: 0.005, memory: 10215, top1_acc: 0.7508, top5_acc: 0.9143, loss_cls: 0.9702, loss: 0.9702, grad_norm: 3.1973 2020-08-16 10:28:51,732 - mmaction - INFO - Epoch [42][740/940] lr: 4.000e-04, eta: 2:37:42, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.7367, top5_acc: 0.9078, loss_cls: 1.0127, loss: 1.0127, grad_norm: 3.3452 2020-08-16 10:29:16,774 - mmaction - INFO - Epoch [42][760/940] lr: 4.000e-04, eta: 2:37:18, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9123, loss_cls: 0.9508, loss: 0.9508, grad_norm: 3.2113 2020-08-16 10:29:41,223 - mmaction - INFO - Epoch [42][780/940] lr: 4.000e-04, eta: 2:36:53, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7521, top5_acc: 0.9146, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.3066 2020-08-16 10:30:05,075 - mmaction - INFO - Epoch [42][800/940] lr: 4.000e-04, eta: 2:36:29, time: 1.192, data_time: 0.005, memory: 10215, top1_acc: 0.7496, top5_acc: 0.9086, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.3038 2020-08-16 10:30:28,543 - mmaction - INFO - Epoch [42][820/940] lr: 4.000e-04, eta: 2:36:04, time: 1.174, data_time: 0.002, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9172, loss_cls: 0.9604, loss: 0.9604, grad_norm: 3.2529 2020-08-16 10:30:53,749 - mmaction - INFO - Epoch [42][840/940] lr: 4.000e-04, eta: 2:35:40, time: 1.259, data_time: 0.005, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9146, loss_cls: 0.9698, loss: 0.9698, grad_norm: 3.2599 2020-08-16 10:31:17,772 - mmaction - INFO - Epoch [42][860/940] lr: 4.000e-04, eta: 2:35:15, time: 1.203, data_time: 0.006, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9092, loss_cls: 0.9692, loss: 0.9692, grad_norm: 3.2579 2020-08-16 10:31:41,181 - mmaction - INFO - Epoch [42][880/940] lr: 4.000e-04, eta: 2:34:50, time: 1.169, data_time: 0.006, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9162, loss_cls: 0.9541, loss: 0.9541, grad_norm: 3.1947 2020-08-16 10:32:04,437 - mmaction - INFO - Epoch [42][900/940] lr: 4.000e-04, eta: 2:34:26, time: 1.164, data_time: 0.005, memory: 10215, top1_acc: 0.7514, top5_acc: 0.9104, loss_cls: 0.9687, loss: 0.9687, grad_norm: 3.1996 2020-08-16 10:32:29,807 - mmaction - INFO - Epoch [42][920/940] lr: 4.000e-04, eta: 2:34:01, time: 1.267, data_time: 0.005, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9121, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.2406 2020-08-16 10:32:52,498 - mmaction - INFO - Epoch [42][940/940] lr: 4.000e-04, eta: 2:33:36, time: 1.136, data_time: 0.005, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9142, loss_cls: 0.9461, loss: 0.9461, grad_norm: 3.2090 2020-08-16 10:32:52,770 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-08-16 10:33:21,096 - mmaction - INFO - Epoch [43][20/940] lr: 4.000e-04, eta: 2:33:12, time: 1.336, data_time: 0.322, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9145, loss_cls: 0.9538, loss: 0.9538, grad_norm: 3.3003 2020-08-16 10:33:45,112 - mmaction - INFO - Epoch [43][40/940] lr: 4.000e-04, eta: 2:32:48, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.7592, top5_acc: 0.9119, loss_cls: 0.9471, loss: 0.9471, grad_norm: 3.2233 2020-08-16 10:34:09,339 - mmaction - INFO - Epoch [43][60/940] lr: 4.000e-04, eta: 2:32:23, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9193, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.2533 2020-08-16 10:34:33,005 - mmaction - INFO - Epoch [43][80/940] lr: 4.000e-04, eta: 2:31:58, time: 1.182, data_time: 0.005, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9092, loss_cls: 0.9648, loss: 0.9648, grad_norm: 3.2443 2020-08-16 10:34:59,841 - mmaction - INFO - Epoch [43][100/940] lr: 4.000e-04, eta: 2:31:34, time: 1.343, data_time: 0.005, memory: 10215, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.9725, loss: 0.9725, grad_norm: 3.3123 2020-08-16 10:35:23,923 - mmaction - INFO - Epoch [43][120/940] lr: 4.000e-04, eta: 2:31:10, time: 1.203, data_time: 0.004, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9178, loss_cls: 0.9395, loss: 0.9395, grad_norm: 3.2243 2020-08-16 10:35:48,358 - mmaction - INFO - Epoch [43][140/940] lr: 4.000e-04, eta: 2:30:45, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9146, loss_cls: 0.9471, loss: 0.9471, grad_norm: 3.2241 2020-08-16 10:36:09,631 - mmaction - INFO - Epoch [43][160/940] lr: 4.000e-04, eta: 2:30:20, time: 1.062, data_time: 0.005, memory: 10215, top1_acc: 0.7586, top5_acc: 0.9178, loss_cls: 0.9368, loss: 0.9368, grad_norm: 3.2352 2020-08-16 10:36:34,428 - mmaction - INFO - Epoch [43][180/940] lr: 4.000e-04, eta: 2:29:56, time: 1.242, data_time: 0.006, memory: 10215, top1_acc: 0.7635, top5_acc: 0.9229, loss_cls: 0.9183, loss: 0.9183, grad_norm: 3.2172 2020-08-16 10:37:00,188 - mmaction - INFO - Epoch [43][200/940] lr: 4.000e-04, eta: 2:29:31, time: 1.285, data_time: 0.004, memory: 10215, top1_acc: 0.7529, top5_acc: 0.9104, loss_cls: 0.9899, loss: 0.9899, grad_norm: 3.2682 2020-08-16 10:37:23,759 - mmaction - INFO - Epoch [43][220/940] lr: 4.000e-04, eta: 2:29:07, time: 1.182, data_time: 0.007, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9104, loss_cls: 0.9850, loss: 0.9850, grad_norm: 3.2945 2020-08-16 10:37:48,178 - mmaction - INFO - Epoch [43][240/940] lr: 4.000e-04, eta: 2:28:42, time: 1.219, data_time: 0.005, memory: 10215, top1_acc: 0.7408, top5_acc: 0.9105, loss_cls: 1.0061, loss: 1.0061, grad_norm: 3.2875 2020-08-16 10:38:12,229 - mmaction - INFO - Epoch [43][260/940] lr: 4.000e-04, eta: 2:28:18, time: 1.205, data_time: 0.006, memory: 10215, top1_acc: 0.7580, top5_acc: 0.9178, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.2597 2020-08-16 10:38:36,605 - mmaction - INFO - Epoch [43][280/940] lr: 4.000e-04, eta: 2:27:53, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7613, top5_acc: 0.9090, loss_cls: 0.9513, loss: 0.9513, grad_norm: 3.2307 2020-08-16 10:39:01,516 - mmaction - INFO - Epoch [43][300/940] lr: 4.000e-04, eta: 2:27:29, time: 1.247, data_time: 0.005, memory: 10215, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9712, loss: 0.9712, grad_norm: 3.2487 2020-08-16 10:39:26,550 - mmaction - INFO - Epoch [43][320/940] lr: 4.000e-04, eta: 2:27:04, time: 1.251, data_time: 0.002, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9045, loss_cls: 0.9925, loss: 0.9925, grad_norm: 3.3241 2020-08-16 10:39:50,632 - mmaction - INFO - Epoch [43][340/940] lr: 4.000e-04, eta: 2:26:40, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.7576, top5_acc: 0.9174, loss_cls: 0.9653, loss: 0.9653, grad_norm: 3.2366 2020-08-16 10:40:13,645 - mmaction - INFO - Epoch [43][360/940] lr: 4.000e-04, eta: 2:26:15, time: 1.150, data_time: 0.006, memory: 10215, top1_acc: 0.7451, top5_acc: 0.9100, loss_cls: 1.0092, loss: 1.0092, grad_norm: 3.3139 2020-08-16 10:40:37,167 - mmaction - INFO - Epoch [43][380/940] lr: 4.000e-04, eta: 2:25:50, time: 1.178, data_time: 0.006, memory: 10215, top1_acc: 0.7400, top5_acc: 0.9047, loss_cls: 0.9984, loss: 0.9984, grad_norm: 3.3555 2020-08-16 10:41:02,293 - mmaction - INFO - Epoch [43][400/940] lr: 4.000e-04, eta: 2:25:26, time: 1.256, data_time: 0.006, memory: 10215, top1_acc: 0.7570, top5_acc: 0.9193, loss_cls: 0.9363, loss: 0.9363, grad_norm: 3.2628 2020-08-16 10:41:25,967 - mmaction - INFO - Epoch [43][420/940] lr: 4.000e-04, eta: 2:25:01, time: 1.184, data_time: 0.004, memory: 10215, top1_acc: 0.7498, top5_acc: 0.9127, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.3002 2020-08-16 10:41:49,007 - mmaction - INFO - Epoch [43][440/940] lr: 4.000e-04, eta: 2:24:36, time: 1.151, data_time: 0.004, memory: 10215, top1_acc: 0.7553, top5_acc: 0.9102, loss_cls: 0.9836, loss: 0.9836, grad_norm: 3.2755 2020-08-16 10:42:12,761 - mmaction - INFO - Epoch [43][460/940] lr: 4.000e-04, eta: 2:24:12, time: 1.189, data_time: 0.012, memory: 10215, top1_acc: 0.7391, top5_acc: 0.9088, loss_cls: 1.0082, loss: 1.0082, grad_norm: 3.3336 2020-08-16 10:42:35,932 - mmaction - INFO - Epoch [43][480/940] lr: 4.000e-04, eta: 2:23:47, time: 1.158, data_time: 0.002, memory: 10215, top1_acc: 0.7533, top5_acc: 0.9213, loss_cls: 0.9534, loss: 0.9534, grad_norm: 3.2292 2020-08-16 10:42:59,993 - mmaction - INFO - Epoch [43][500/940] lr: 4.000e-04, eta: 2:23:22, time: 1.202, data_time: 0.005, memory: 10215, top1_acc: 0.7633, top5_acc: 0.9127, loss_cls: 0.9687, loss: 0.9687, grad_norm: 3.2582 2020-08-16 10:43:25,230 - mmaction - INFO - Epoch [43][520/940] lr: 4.000e-04, eta: 2:22:58, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9146, loss_cls: 0.9646, loss: 0.9646, grad_norm: 3.2852 2020-08-16 10:43:48,812 - mmaction - INFO - Epoch [43][540/940] lr: 4.000e-04, eta: 2:22:33, time: 1.177, data_time: 0.005, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9098, loss_cls: 0.9676, loss: 0.9676, grad_norm: 3.2619 2020-08-16 10:44:11,875 - mmaction - INFO - Epoch [43][560/940] lr: 4.000e-04, eta: 2:22:08, time: 1.155, data_time: 0.006, memory: 10215, top1_acc: 0.7451, top5_acc: 0.9070, loss_cls: 0.9872, loss: 0.9872, grad_norm: 3.3563 2020-08-16 10:44:35,648 - mmaction - INFO - Epoch [43][580/940] lr: 4.000e-04, eta: 2:21:44, time: 1.187, data_time: 0.006, memory: 10215, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.9565, loss: 0.9565, grad_norm: 3.2494 2020-08-16 10:44:58,952 - mmaction - INFO - Epoch [43][600/940] lr: 4.000e-04, eta: 2:21:19, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.7648, top5_acc: 0.9211, loss_cls: 0.9119, loss: 0.9119, grad_norm: 3.1837 2020-08-16 10:45:24,523 - mmaction - INFO - Epoch [43][620/940] lr: 4.000e-04, eta: 2:20:55, time: 1.278, data_time: 0.005, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9168, loss_cls: 0.9627, loss: 0.9627, grad_norm: 3.2732 2020-08-16 10:45:47,633 - mmaction - INFO - Epoch [43][640/940] lr: 4.000e-04, eta: 2:20:30, time: 1.155, data_time: 0.002, memory: 10215, top1_acc: 0.7590, top5_acc: 0.9117, loss_cls: 0.9642, loss: 0.9642, grad_norm: 3.2458 2020-08-16 10:46:10,931 - mmaction - INFO - Epoch [43][660/940] lr: 4.000e-04, eta: 2:20:05, time: 1.164, data_time: 0.004, memory: 10215, top1_acc: 0.7605, top5_acc: 0.9146, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.3340 2020-08-16 10:46:34,442 - mmaction - INFO - Epoch [43][680/940] lr: 4.000e-04, eta: 2:19:41, time: 1.177, data_time: 0.005, memory: 10215, top1_acc: 0.7582, top5_acc: 0.9150, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.2670 2020-08-16 10:46:57,745 - mmaction - INFO - Epoch [43][700/940] lr: 4.000e-04, eta: 2:19:16, time: 1.164, data_time: 0.005, memory: 10215, top1_acc: 0.7615, top5_acc: 0.9213, loss_cls: 0.9177, loss: 0.9177, grad_norm: 3.2145 2020-08-16 10:47:21,133 - mmaction - INFO - Epoch [43][720/940] lr: 4.000e-04, eta: 2:18:51, time: 1.171, data_time: 0.005, memory: 10215, top1_acc: 0.7490, top5_acc: 0.9148, loss_cls: 0.9653, loss: 0.9653, grad_norm: 3.3140 2020-08-16 10:47:45,981 - mmaction - INFO - Epoch [43][740/940] lr: 4.000e-04, eta: 2:18:27, time: 1.240, data_time: 0.004, memory: 10215, top1_acc: 0.7678, top5_acc: 0.9187, loss_cls: 0.9136, loss: 0.9136, grad_norm: 3.2017 2020-08-16 10:48:10,850 - mmaction - INFO - Epoch [43][760/940] lr: 4.000e-04, eta: 2:18:02, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7512, top5_acc: 0.9150, loss_cls: 0.9666, loss: 0.9666, grad_norm: 3.2467 2020-08-16 10:48:34,337 - mmaction - INFO - Epoch [43][780/940] lr: 4.000e-04, eta: 2:17:38, time: 1.172, data_time: 0.005, memory: 10215, top1_acc: 0.7590, top5_acc: 0.9213, loss_cls: 0.9350, loss: 0.9350, grad_norm: 3.2379 2020-08-16 10:48:58,405 - mmaction - INFO - Epoch [43][800/940] lr: 4.000e-04, eta: 2:17:13, time: 1.203, data_time: 0.005, memory: 10215, top1_acc: 0.7613, top5_acc: 0.9150, loss_cls: 0.9497, loss: 0.9497, grad_norm: 3.2779 2020-08-16 10:49:22,093 - mmaction - INFO - Epoch [43][820/940] lr: 4.000e-04, eta: 2:16:48, time: 1.185, data_time: 0.007, memory: 10215, top1_acc: 0.7461, top5_acc: 0.9143, loss_cls: 0.9637, loss: 0.9637, grad_norm: 3.3455 2020-08-16 10:49:44,983 - mmaction - INFO - Epoch [43][840/940] lr: 4.000e-04, eta: 2:16:24, time: 1.146, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9133, loss_cls: 0.9699, loss: 0.9699, grad_norm: 3.2982 2020-08-16 10:50:11,284 - mmaction - INFO - Epoch [43][860/940] lr: 4.000e-04, eta: 2:15:59, time: 1.315, data_time: 0.005, memory: 10215, top1_acc: 0.7359, top5_acc: 0.9123, loss_cls: 0.9969, loss: 0.9969, grad_norm: 3.3739 2020-08-16 10:50:34,397 - mmaction - INFO - Epoch [43][880/940] lr: 4.000e-04, eta: 2:15:35, time: 1.156, data_time: 0.002, memory: 10215, top1_acc: 0.7408, top5_acc: 0.9070, loss_cls: 0.9992, loss: 0.9992, grad_norm: 3.3455 2020-08-16 10:50:59,056 - mmaction - INFO - Epoch [43][900/940] lr: 4.000e-04, eta: 2:15:10, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7533, top5_acc: 0.9115, loss_cls: 0.9684, loss: 0.9684, grad_norm: 3.2840 2020-08-16 10:51:22,024 - mmaction - INFO - Epoch [43][920/940] lr: 4.000e-04, eta: 2:14:45, time: 1.150, data_time: 0.006, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9541, loss: 0.9541, grad_norm: 3.2574 2020-08-16 10:51:44,337 - mmaction - INFO - Epoch [43][940/940] lr: 4.000e-04, eta: 2:14:21, time: 1.114, data_time: 0.006, memory: 10215, top1_acc: 0.7461, top5_acc: 0.9138, loss_cls: 0.9886, loss: 0.9886, grad_norm: 3.3231 2020-08-16 10:51:44,601 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-08-16 10:52:13,295 - mmaction - INFO - Epoch [44][20/940] lr: 4.000e-04, eta: 2:13:57, time: 1.371, data_time: 0.334, memory: 10215, top1_acc: 0.7604, top5_acc: 0.9168, loss_cls: 0.9395, loss: 0.9395, grad_norm: 3.2476 2020-08-16 10:52:35,384 - mmaction - INFO - Epoch [44][40/940] lr: 4.000e-04, eta: 2:13:32, time: 1.105, data_time: 0.002, memory: 10215, top1_acc: 0.7623, top5_acc: 0.9199, loss_cls: 0.9183, loss: 0.9183, grad_norm: 3.1732 2020-08-16 10:52:59,521 - mmaction - INFO - Epoch [44][60/940] lr: 4.000e-04, eta: 2:13:07, time: 1.205, data_time: 0.004, memory: 10215, top1_acc: 0.7502, top5_acc: 0.9154, loss_cls: 0.9648, loss: 0.9648, grad_norm: 3.2761 2020-08-16 10:53:25,908 - mmaction - INFO - Epoch [44][80/940] lr: 4.000e-04, eta: 2:12:43, time: 1.321, data_time: 0.006, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9139, loss_cls: 0.9700, loss: 0.9700, grad_norm: 3.2920 2020-08-16 10:53:49,986 - mmaction - INFO - Epoch [44][100/940] lr: 4.000e-04, eta: 2:12:18, time: 1.202, data_time: 0.004, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9109, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.2929 2020-08-16 10:54:13,437 - mmaction - INFO - Epoch [44][120/940] lr: 4.000e-04, eta: 2:11:54, time: 1.174, data_time: 0.005, memory: 10215, top1_acc: 0.7639, top5_acc: 0.9193, loss_cls: 0.9293, loss: 0.9293, grad_norm: 3.2651 2020-08-16 10:54:37,606 - mmaction - INFO - Epoch [44][140/940] lr: 4.000e-04, eta: 2:11:29, time: 1.207, data_time: 0.006, memory: 10215, top1_acc: 0.7553, top5_acc: 0.9150, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.2263 2020-08-16 10:55:00,472 - mmaction - INFO - Epoch [44][160/940] lr: 4.000e-04, eta: 2:11:04, time: 1.144, data_time: 0.005, memory: 10215, top1_acc: 0.7635, top5_acc: 0.9170, loss_cls: 0.9294, loss: 0.9294, grad_norm: 3.2074 2020-08-16 10:55:24,829 - mmaction - INFO - Epoch [44][180/940] lr: 4.000e-04, eta: 2:10:40, time: 1.217, data_time: 0.005, memory: 10215, top1_acc: 0.7436, top5_acc: 0.9100, loss_cls: 0.9792, loss: 0.9792, grad_norm: 3.3186 2020-08-16 10:55:49,683 - mmaction - INFO - Epoch [44][200/940] lr: 4.000e-04, eta: 2:10:15, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7535, top5_acc: 0.9133, loss_cls: 0.9601, loss: 0.9601, grad_norm: 3.2966 2020-08-16 10:56:15,363 - mmaction - INFO - Epoch [44][220/940] lr: 4.000e-04, eta: 2:09:51, time: 1.282, data_time: 0.004, memory: 10215, top1_acc: 0.7650, top5_acc: 0.9154, loss_cls: 0.9299, loss: 0.9299, grad_norm: 3.1966 2020-08-16 10:56:41,374 - mmaction - INFO - Epoch [44][240/940] lr: 4.000e-04, eta: 2:09:27, time: 1.302, data_time: 0.005, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9137, loss_cls: 0.9636, loss: 0.9636, grad_norm: 3.2327 2020-08-16 10:57:05,232 - mmaction - INFO - Epoch [44][260/940] lr: 4.000e-04, eta: 2:09:02, time: 1.192, data_time: 0.006, memory: 10215, top1_acc: 0.7533, top5_acc: 0.9148, loss_cls: 0.9670, loss: 0.9670, grad_norm: 3.3177 2020-08-16 10:57:29,222 - mmaction - INFO - Epoch [44][280/940] lr: 4.000e-04, eta: 2:08:38, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9162, loss_cls: 0.9431, loss: 0.9431, grad_norm: 3.2423 2020-08-16 10:57:52,225 - mmaction - INFO - Epoch [44][300/940] lr: 4.000e-04, eta: 2:08:13, time: 1.149, data_time: 0.005, memory: 10215, top1_acc: 0.7570, top5_acc: 0.9197, loss_cls: 0.9559, loss: 0.9559, grad_norm: 3.2650 2020-08-16 10:58:16,008 - mmaction - INFO - Epoch [44][320/940] lr: 4.000e-04, eta: 2:07:48, time: 1.190, data_time: 0.005, memory: 10215, top1_acc: 0.7520, top5_acc: 0.9158, loss_cls: 0.9665, loss: 0.9665, grad_norm: 3.2939 2020-08-16 10:58:38,514 - mmaction - INFO - Epoch [44][340/940] lr: 4.000e-04, eta: 2:07:23, time: 1.126, data_time: 0.004, memory: 10215, top1_acc: 0.7467, top5_acc: 0.9209, loss_cls: 0.9491, loss: 0.9491, grad_norm: 3.3040 2020-08-16 10:59:02,450 - mmaction - INFO - Epoch [44][360/940] lr: 4.000e-04, eta: 2:06:59, time: 1.195, data_time: 0.005, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9166, loss_cls: 0.9654, loss: 0.9654, grad_norm: 3.2452 2020-08-16 10:59:25,710 - mmaction - INFO - Epoch [44][380/940] lr: 4.000e-04, eta: 2:06:34, time: 1.164, data_time: 0.006, memory: 10215, top1_acc: 0.7471, top5_acc: 0.9162, loss_cls: 0.9587, loss: 0.9587, grad_norm: 3.2600 2020-08-16 10:59:49,121 - mmaction - INFO - Epoch [44][400/940] lr: 4.000e-04, eta: 2:06:10, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9148, loss_cls: 0.9400, loss: 0.9400, grad_norm: 3.2498 2020-08-16 11:00:14,515 - mmaction - INFO - Epoch [44][420/940] lr: 4.000e-04, eta: 2:05:45, time: 1.255, data_time: 0.006, memory: 10215, top1_acc: 0.7445, top5_acc: 0.9119, loss_cls: 0.9702, loss: 0.9702, grad_norm: 3.2801 2020-08-16 11:00:37,318 - mmaction - INFO - Epoch [44][440/940] lr: 4.000e-04, eta: 2:05:20, time: 1.158, data_time: 0.030, memory: 10215, top1_acc: 0.7422, top5_acc: 0.9082, loss_cls: 0.9907, loss: 0.9907, grad_norm: 3.3116 2020-08-16 11:01:01,729 - mmaction - INFO - Epoch [44][460/940] lr: 4.000e-04, eta: 2:04:56, time: 1.218, data_time: 0.004, memory: 10215, top1_acc: 0.7529, top5_acc: 0.9127, loss_cls: 0.9936, loss: 0.9936, grad_norm: 3.2971 2020-08-16 11:01:24,718 - mmaction - INFO - Epoch [44][480/940] lr: 4.000e-04, eta: 2:04:31, time: 1.150, data_time: 0.006, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9152, loss_cls: 0.9629, loss: 0.9629, grad_norm: 3.2436 2020-08-16 11:01:49,473 - mmaction - INFO - Epoch [44][500/940] lr: 4.000e-04, eta: 2:04:07, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.7627, top5_acc: 0.9143, loss_cls: 0.9587, loss: 0.9587, grad_norm: 3.2123 2020-08-16 11:02:14,981 - mmaction - INFO - Epoch [44][520/940] lr: 4.000e-04, eta: 2:03:42, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.7469, top5_acc: 0.9098, loss_cls: 0.9758, loss: 0.9758, grad_norm: 3.3251 2020-08-16 11:02:39,429 - mmaction - INFO - Epoch [44][540/940] lr: 4.000e-04, eta: 2:03:18, time: 1.223, data_time: 0.002, memory: 10215, top1_acc: 0.7607, top5_acc: 0.9205, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.2520 2020-08-16 11:03:03,095 - mmaction - INFO - Epoch [44][560/940] lr: 4.000e-04, eta: 2:02:53, time: 1.182, data_time: 0.004, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9137, loss_cls: 0.9599, loss: 0.9599, grad_norm: 3.2437 2020-08-16 11:03:27,984 - mmaction - INFO - Epoch [44][580/940] lr: 4.000e-04, eta: 2:02:29, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9119, loss_cls: 0.9719, loss: 0.9719, grad_norm: 3.2516 2020-08-16 11:03:53,281 - mmaction - INFO - Epoch [44][600/940] lr: 4.000e-04, eta: 2:02:04, time: 1.263, data_time: 0.004, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9160, loss_cls: 0.9744, loss: 0.9744, grad_norm: 3.3144 2020-08-16 11:04:17,278 - mmaction - INFO - Epoch [44][620/940] lr: 4.000e-04, eta: 2:01:40, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.9575, loss: 0.9575, grad_norm: 3.2875 2020-08-16 11:04:41,625 - mmaction - INFO - Epoch [44][640/940] lr: 4.000e-04, eta: 2:01:15, time: 1.218, data_time: 0.002, memory: 10215, top1_acc: 0.7439, top5_acc: 0.9107, loss_cls: 0.9823, loss: 0.9823, grad_norm: 3.3227 2020-08-16 11:05:06,127 - mmaction - INFO - Epoch [44][660/940] lr: 4.000e-04, eta: 2:00:51, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7471, top5_acc: 0.9105, loss_cls: 0.9982, loss: 0.9982, grad_norm: 3.3396 2020-08-16 11:05:29,931 - mmaction - INFO - Epoch [44][680/940] lr: 4.000e-04, eta: 2:00:26, time: 1.190, data_time: 0.002, memory: 10215, top1_acc: 0.7635, top5_acc: 0.9215, loss_cls: 0.9261, loss: 0.9261, grad_norm: 3.2800 2020-08-16 11:05:54,132 - mmaction - INFO - Epoch [44][700/940] lr: 4.000e-04, eta: 2:00:02, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.7568, top5_acc: 0.9191, loss_cls: 0.9238, loss: 0.9238, grad_norm: 3.2178 2020-08-16 11:06:17,120 - mmaction - INFO - Epoch [44][720/940] lr: 4.000e-04, eta: 1:59:37, time: 1.151, data_time: 0.006, memory: 10215, top1_acc: 0.7367, top5_acc: 0.9113, loss_cls: 0.9997, loss: 0.9997, grad_norm: 3.4009 2020-08-16 11:06:40,916 - mmaction - INFO - Epoch [44][740/940] lr: 4.000e-04, eta: 1:59:12, time: 1.190, data_time: 0.006, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9168, loss_cls: 0.9693, loss: 0.9693, grad_norm: 3.3256 2020-08-16 11:07:05,203 - mmaction - INFO - Epoch [44][760/940] lr: 4.000e-04, eta: 1:58:48, time: 1.216, data_time: 0.005, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9139, loss_cls: 0.9755, loss: 0.9755, grad_norm: 3.3427 2020-08-16 11:07:29,458 - mmaction - INFO - Epoch [44][780/940] lr: 4.000e-04, eta: 1:58:23, time: 1.211, data_time: 0.005, memory: 10215, top1_acc: 0.7541, top5_acc: 0.9160, loss_cls: 0.9542, loss: 0.9542, grad_norm: 3.2928 2020-08-16 11:07:53,767 - mmaction - INFO - Epoch [44][800/940] lr: 4.000e-04, eta: 1:57:59, time: 1.218, data_time: 0.006, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9131, loss_cls: 0.9578, loss: 0.9578, grad_norm: 3.2294 2020-08-16 11:08:18,132 - mmaction - INFO - Epoch [44][820/940] lr: 4.000e-04, eta: 1:57:34, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.7457, top5_acc: 0.9100, loss_cls: 0.9791, loss: 0.9791, grad_norm: 3.3042 2020-08-16 11:08:41,633 - mmaction - INFO - Epoch [44][840/940] lr: 4.000e-04, eta: 1:57:10, time: 1.175, data_time: 0.002, memory: 10215, top1_acc: 0.7582, top5_acc: 0.9201, loss_cls: 0.9400, loss: 0.9400, grad_norm: 3.2770 2020-08-16 11:09:04,919 - mmaction - INFO - Epoch [44][860/940] lr: 4.000e-04, eta: 1:56:45, time: 1.162, data_time: 0.004, memory: 10215, top1_acc: 0.7520, top5_acc: 0.9152, loss_cls: 0.9649, loss: 0.9649, grad_norm: 3.2706 2020-08-16 11:09:28,644 - mmaction - INFO - Epoch [44][880/940] lr: 4.000e-04, eta: 1:56:20, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.7439, top5_acc: 0.9055, loss_cls: 1.0092, loss: 1.0092, grad_norm: 3.3906 2020-08-16 11:09:52,142 - mmaction - INFO - Epoch [44][900/940] lr: 4.000e-04, eta: 1:55:56, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.7662, top5_acc: 0.9176, loss_cls: 0.9050, loss: 0.9050, grad_norm: 3.1582 2020-08-16 11:10:16,450 - mmaction - INFO - Epoch [44][920/940] lr: 4.000e-04, eta: 1:55:31, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.7482, top5_acc: 0.9078, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.2886 2020-08-16 11:10:39,130 - mmaction - INFO - Epoch [44][940/940] lr: 4.000e-04, eta: 1:55:07, time: 1.135, data_time: 0.005, memory: 10215, top1_acc: 0.7622, top5_acc: 0.9190, loss_cls: 0.9347, loss: 0.9347, grad_norm: 3.2579 2020-08-16 11:10:39,547 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-08-16 11:11:09,533 - mmaction - INFO - Epoch [45][20/940] lr: 4.000e-04, eta: 1:54:43, time: 1.412, data_time: 0.427, memory: 10215, top1_acc: 0.7502, top5_acc: 0.9133, loss_cls: 0.9821, loss: 0.9821, grad_norm: 3.3509 2020-08-16 11:11:33,169 - mmaction - INFO - Epoch [45][40/940] lr: 4.000e-04, eta: 1:54:18, time: 1.183, data_time: 0.004, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9148, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.3468 2020-08-16 11:11:57,319 - mmaction - INFO - Epoch [45][60/940] lr: 4.000e-04, eta: 1:53:53, time: 1.208, data_time: 0.002, memory: 10215, top1_acc: 0.7465, top5_acc: 0.9107, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.3287 2020-08-16 11:12:23,918 - mmaction - INFO - Epoch [45][80/940] lr: 4.000e-04, eta: 1:53:29, time: 1.328, data_time: 0.006, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9096, loss_cls: 0.9662, loss: 0.9662, grad_norm: 3.2661 2020-08-16 11:12:47,735 - mmaction - INFO - Epoch [45][100/940] lr: 4.000e-04, eta: 1:53:05, time: 1.192, data_time: 0.006, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9102, loss_cls: 0.9786, loss: 0.9786, grad_norm: 3.2893 2020-08-16 11:13:11,671 - mmaction - INFO - Epoch [45][120/940] lr: 4.000e-04, eta: 1:52:40, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.7453, top5_acc: 0.9146, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.2790 2020-08-16 11:13:37,331 - mmaction - INFO - Epoch [45][140/940] lr: 4.000e-04, eta: 1:52:16, time: 1.284, data_time: 0.005, memory: 10215, top1_acc: 0.7484, top5_acc: 0.9133, loss_cls: 0.9739, loss: 0.9739, grad_norm: 3.3055 2020-08-16 11:14:02,249 - mmaction - INFO - Epoch [45][160/940] lr: 4.000e-04, eta: 1:51:51, time: 1.244, data_time: 0.004, memory: 10215, top1_acc: 0.7488, top5_acc: 0.9127, loss_cls: 0.9741, loss: 0.9741, grad_norm: 3.2768 2020-08-16 11:14:25,803 - mmaction - INFO - Epoch [45][180/940] lr: 4.000e-04, eta: 1:51:27, time: 1.180, data_time: 0.006, memory: 10215, top1_acc: 0.7443, top5_acc: 0.9102, loss_cls: 0.9967, loss: 0.9967, grad_norm: 3.3302 2020-08-16 11:14:51,745 - mmaction - INFO - Epoch [45][200/940] lr: 4.000e-04, eta: 1:51:02, time: 1.297, data_time: 0.005, memory: 10215, top1_acc: 0.7498, top5_acc: 0.9109, loss_cls: 0.9615, loss: 0.9615, grad_norm: 3.2338 2020-08-16 11:15:16,940 - mmaction - INFO - Epoch [45][220/940] lr: 4.000e-04, eta: 1:50:38, time: 1.260, data_time: 0.004, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9148, loss_cls: 0.9599, loss: 0.9599, grad_norm: 3.2566 2020-08-16 11:15:42,217 - mmaction - INFO - Epoch [45][240/940] lr: 4.000e-04, eta: 1:50:14, time: 1.262, data_time: 0.004, memory: 10215, top1_acc: 0.7664, top5_acc: 0.9223, loss_cls: 0.9227, loss: 0.9227, grad_norm: 3.2499 2020-08-16 11:16:06,168 - mmaction - INFO - Epoch [45][260/940] lr: 4.000e-04, eta: 1:49:49, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.7588, top5_acc: 0.9148, loss_cls: 0.9670, loss: 0.9670, grad_norm: 3.2713 2020-08-16 11:16:30,324 - mmaction - INFO - Epoch [45][280/940] lr: 4.000e-04, eta: 1:49:24, time: 1.206, data_time: 0.005, memory: 10215, top1_acc: 0.7596, top5_acc: 0.9186, loss_cls: 0.9262, loss: 0.9262, grad_norm: 3.2809 2020-08-16 11:16:55,978 - mmaction - INFO - Epoch [45][300/940] lr: 4.000e-04, eta: 1:49:00, time: 1.284, data_time: 0.005, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9146, loss_cls: 0.9479, loss: 0.9479, grad_norm: 3.2651 2020-08-16 11:17:20,315 - mmaction - INFO - Epoch [45][320/940] lr: 4.000e-04, eta: 1:48:36, time: 1.216, data_time: 0.006, memory: 10215, top1_acc: 0.7592, top5_acc: 0.9250, loss_cls: 0.9386, loss: 0.9386, grad_norm: 3.2870 2020-08-16 11:17:44,846 - mmaction - INFO - Epoch [45][340/940] lr: 4.000e-04, eta: 1:48:11, time: 1.228, data_time: 0.005, memory: 10215, top1_acc: 0.7498, top5_acc: 0.9088, loss_cls: 0.9875, loss: 0.9875, grad_norm: 3.3616 2020-08-16 11:18:08,835 - mmaction - INFO - Epoch [45][360/940] lr: 4.000e-04, eta: 1:47:46, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.7518, top5_acc: 0.9135, loss_cls: 0.9421, loss: 0.9421, grad_norm: 3.2511 2020-08-16 11:18:32,236 - mmaction - INFO - Epoch [45][380/940] lr: 4.000e-04, eta: 1:47:22, time: 1.172, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9162, loss_cls: 0.9541, loss: 0.9541, grad_norm: 3.3161 2020-08-16 11:18:56,944 - mmaction - INFO - Epoch [45][400/940] lr: 4.000e-04, eta: 1:46:57, time: 1.234, data_time: 0.005, memory: 10215, top1_acc: 0.7568, top5_acc: 0.9148, loss_cls: 0.9501, loss: 0.9501, grad_norm: 3.2608 2020-08-16 11:19:24,083 - mmaction - INFO - Epoch [45][420/940] lr: 4.000e-04, eta: 1:46:33, time: 1.358, data_time: 0.005, memory: 10215, top1_acc: 0.7467, top5_acc: 0.9205, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.3083 2020-08-16 11:19:49,034 - mmaction - INFO - Epoch [45][440/940] lr: 4.000e-04, eta: 1:46:09, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7557, top5_acc: 0.9133, loss_cls: 0.9667, loss: 0.9667, grad_norm: 3.2824 2020-08-16 11:20:14,599 - mmaction - INFO - Epoch [45][460/940] lr: 4.000e-04, eta: 1:45:44, time: 1.278, data_time: 0.006, memory: 10215, top1_acc: 0.7729, top5_acc: 0.9158, loss_cls: 0.9181, loss: 0.9181, grad_norm: 3.2143 2020-08-16 11:20:39,255 - mmaction - INFO - Epoch [45][480/940] lr: 4.000e-04, eta: 1:45:20, time: 1.235, data_time: 0.005, memory: 10215, top1_acc: 0.7627, top5_acc: 0.9221, loss_cls: 0.9156, loss: 0.9156, grad_norm: 3.3085 2020-08-16 11:21:04,649 - mmaction - INFO - Epoch [45][500/940] lr: 4.000e-04, eta: 1:44:56, time: 1.267, data_time: 0.005, memory: 10215, top1_acc: 0.7461, top5_acc: 0.9082, loss_cls: 0.9956, loss: 0.9956, grad_norm: 3.3399 2020-08-16 11:21:28,688 - mmaction - INFO - Epoch [45][520/940] lr: 4.000e-04, eta: 1:44:31, time: 1.205, data_time: 0.006, memory: 10215, top1_acc: 0.7564, top5_acc: 0.9105, loss_cls: 0.9582, loss: 0.9582, grad_norm: 3.3081 2020-08-16 11:21:54,046 - mmaction - INFO - Epoch [45][540/940] lr: 4.000e-04, eta: 1:44:07, time: 1.268, data_time: 0.005, memory: 10215, top1_acc: 0.7627, top5_acc: 0.9215, loss_cls: 0.9294, loss: 0.9294, grad_norm: 3.2506 2020-08-16 11:22:19,007 - mmaction - INFO - Epoch [45][560/940] lr: 4.000e-04, eta: 1:43:42, time: 1.248, data_time: 0.002, memory: 10215, top1_acc: 0.7578, top5_acc: 0.9184, loss_cls: 0.9453, loss: 0.9453, grad_norm: 3.3104 2020-08-16 11:22:43,344 - mmaction - INFO - Epoch [45][580/940] lr: 4.000e-04, eta: 1:43:18, time: 1.215, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9135, loss_cls: 0.9735, loss: 0.9735, grad_norm: 3.3436 2020-08-16 11:23:07,928 - mmaction - INFO - Epoch [45][600/940] lr: 4.000e-04, eta: 1:42:53, time: 1.231, data_time: 0.006, memory: 10215, top1_acc: 0.7463, top5_acc: 0.9125, loss_cls: 0.9920, loss: 0.9920, grad_norm: 3.3672 2020-08-16 11:23:33,137 - mmaction - INFO - Epoch [45][620/940] lr: 4.000e-04, eta: 1:42:29, time: 1.261, data_time: 0.005, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9143, loss_cls: 0.9486, loss: 0.9486, grad_norm: 3.2816 2020-08-16 11:23:59,414 - mmaction - INFO - Epoch [45][640/940] lr: 4.000e-04, eta: 1:42:04, time: 1.314, data_time: 0.002, memory: 10215, top1_acc: 0.7652, top5_acc: 0.9158, loss_cls: 0.9271, loss: 0.9271, grad_norm: 3.2834 2020-08-16 11:24:24,153 - mmaction - INFO - Epoch [45][660/940] lr: 4.000e-04, eta: 1:41:40, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.7637, top5_acc: 0.9170, loss_cls: 0.9349, loss: 0.9349, grad_norm: 3.2893 2020-08-16 11:24:48,848 - mmaction - INFO - Epoch [45][680/940] lr: 4.000e-04, eta: 1:41:16, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.7451, top5_acc: 0.9141, loss_cls: 0.9797, loss: 0.9797, grad_norm: 3.3646 2020-08-16 11:25:14,312 - mmaction - INFO - Epoch [45][700/940] lr: 4.000e-04, eta: 1:40:51, time: 1.272, data_time: 0.006, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9211, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.3410 2020-08-16 11:25:39,822 - mmaction - INFO - Epoch [45][720/940] lr: 4.000e-04, eta: 1:40:27, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9137, loss_cls: 0.9636, loss: 0.9636, grad_norm: 3.2862 2020-08-16 11:26:05,454 - mmaction - INFO - Epoch [45][740/940] lr: 4.000e-04, eta: 1:40:02, time: 1.279, data_time: 0.006, memory: 10215, top1_acc: 0.7498, top5_acc: 0.9062, loss_cls: 0.9810, loss: 0.9810, grad_norm: 3.2775 2020-08-16 11:26:29,457 - mmaction - INFO - Epoch [45][760/940] lr: 4.000e-04, eta: 1:39:38, time: 1.202, data_time: 0.006, memory: 10215, top1_acc: 0.7508, top5_acc: 0.9186, loss_cls: 0.9481, loss: 0.9481, grad_norm: 3.2772 2020-08-16 11:26:55,291 - mmaction - INFO - Epoch [45][780/940] lr: 4.000e-04, eta: 1:39:13, time: 1.290, data_time: 0.005, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9141, loss_cls: 0.9768, loss: 0.9768, grad_norm: 3.3272 2020-08-16 11:27:20,346 - mmaction - INFO - Epoch [45][800/940] lr: 4.000e-04, eta: 1:38:49, time: 1.254, data_time: 0.005, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9150, loss_cls: 0.9414, loss: 0.9414, grad_norm: 3.2798 2020-08-16 11:27:45,493 - mmaction - INFO - Epoch [45][820/940] lr: 4.000e-04, eta: 1:38:25, time: 1.255, data_time: 0.004, memory: 10215, top1_acc: 0.7480, top5_acc: 0.9131, loss_cls: 0.9698, loss: 0.9698, grad_norm: 3.3256 2020-08-16 11:28:11,406 - mmaction - INFO - Epoch [45][840/940] lr: 4.000e-04, eta: 1:38:00, time: 1.298, data_time: 0.006, memory: 10215, top1_acc: 0.7482, top5_acc: 0.9186, loss_cls: 0.9546, loss: 0.9546, grad_norm: 3.3170 2020-08-16 11:28:35,181 - mmaction - INFO - Epoch [45][860/940] lr: 4.000e-04, eta: 1:37:36, time: 1.187, data_time: 0.006, memory: 10215, top1_acc: 0.7521, top5_acc: 0.9176, loss_cls: 0.9702, loss: 0.9702, grad_norm: 3.3158 2020-08-16 11:28:59,548 - mmaction - INFO - Epoch [45][880/940] lr: 4.000e-04, eta: 1:37:11, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9162, loss_cls: 0.9486, loss: 0.9486, grad_norm: 3.2563 2020-08-16 11:29:24,801 - mmaction - INFO - Epoch [45][900/940] lr: 4.000e-04, eta: 1:36:47, time: 1.261, data_time: 0.004, memory: 10215, top1_acc: 0.7617, top5_acc: 0.9174, loss_cls: 0.9525, loss: 0.9525, grad_norm: 3.3188 2020-08-16 11:29:47,929 - mmaction - INFO - Epoch [45][920/940] lr: 4.000e-04, eta: 1:36:22, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.7553, top5_acc: 0.9162, loss_cls: 0.9566, loss: 0.9566, grad_norm: 3.3539 2020-08-16 11:30:13,278 - mmaction - INFO - Epoch [45][940/940] lr: 4.000e-04, eta: 1:35:58, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.9723, loss: 0.9723, grad_norm: 3.4034 2020-08-16 11:30:13,585 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-08-16 11:30:41,564 - mmaction - INFO - Epoch [46][20/940] lr: 4.000e-04, eta: 1:35:33, time: 1.377, data_time: 0.385, memory: 10215, top1_acc: 0.7637, top5_acc: 0.9139, loss_cls: 0.9408, loss: 0.9408, grad_norm: 3.2440 2020-08-16 11:31:06,826 - mmaction - INFO - Epoch [46][40/940] lr: 4.000e-04, eta: 1:35:09, time: 1.261, data_time: 0.004, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9156, loss_cls: 0.9461, loss: 0.9461, grad_norm: 3.2663 2020-08-16 11:31:30,382 - mmaction - INFO - Epoch [46][60/940] lr: 4.000e-04, eta: 1:34:44, time: 1.180, data_time: 0.006, memory: 10215, top1_acc: 0.7545, top5_acc: 0.9143, loss_cls: 0.9426, loss: 0.9426, grad_norm: 3.2866 2020-08-16 11:31:54,097 - mmaction - INFO - Epoch [46][80/940] lr: 4.000e-04, eta: 1:34:20, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7439, top5_acc: 0.9111, loss_cls: 0.9952, loss: 0.9952, grad_norm: 3.3418 2020-08-16 11:32:18,639 - mmaction - INFO - Epoch [46][100/940] lr: 4.000e-04, eta: 1:33:55, time: 1.227, data_time: 0.002, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9123, loss_cls: 0.9784, loss: 0.9784, grad_norm: 3.2928 2020-08-16 11:32:44,063 - mmaction - INFO - Epoch [46][120/940] lr: 4.000e-04, eta: 1:33:31, time: 1.269, data_time: 0.004, memory: 10215, top1_acc: 0.7604, top5_acc: 0.9199, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.2617 2020-08-16 11:33:08,208 - mmaction - INFO - Epoch [46][140/940] lr: 4.000e-04, eta: 1:33:06, time: 1.207, data_time: 0.006, memory: 10215, top1_acc: 0.7463, top5_acc: 0.9139, loss_cls: 0.9858, loss: 0.9858, grad_norm: 3.3416 2020-08-16 11:33:32,445 - mmaction - INFO - Epoch [46][160/940] lr: 4.000e-04, eta: 1:32:42, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9139, loss_cls: 0.9448, loss: 0.9448, grad_norm: 3.2530 2020-08-16 11:33:57,984 - mmaction - INFO - Epoch [46][180/940] lr: 4.000e-04, eta: 1:32:18, time: 1.276, data_time: 0.006, memory: 10215, top1_acc: 0.7564, top5_acc: 0.9160, loss_cls: 0.9584, loss: 0.9584, grad_norm: 3.3075 2020-08-16 11:34:21,643 - mmaction - INFO - Epoch [46][200/940] lr: 4.000e-04, eta: 1:31:53, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7467, top5_acc: 0.9160, loss_cls: 0.9552, loss: 0.9552, grad_norm: 3.3376 2020-08-16 11:34:46,934 - mmaction - INFO - Epoch [46][220/940] lr: 4.000e-04, eta: 1:31:28, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7426, top5_acc: 0.9062, loss_cls: 0.9876, loss: 0.9876, grad_norm: 3.3488 2020-08-16 11:35:09,987 - mmaction - INFO - Epoch [46][240/940] lr: 4.000e-04, eta: 1:31:04, time: 1.155, data_time: 0.005, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9176, loss_cls: 0.9790, loss: 0.9790, grad_norm: 3.3759 2020-08-16 11:35:33,831 - mmaction - INFO - Epoch [46][260/940] lr: 4.000e-04, eta: 1:30:39, time: 1.192, data_time: 0.002, memory: 10215, top1_acc: 0.7525, top5_acc: 0.9182, loss_cls: 0.9347, loss: 0.9347, grad_norm: 3.2553 2020-08-16 11:35:59,543 - mmaction - INFO - Epoch [46][280/940] lr: 4.000e-04, eta: 1:30:15, time: 1.284, data_time: 0.005, memory: 10215, top1_acc: 0.7564, top5_acc: 0.9187, loss_cls: 0.9349, loss: 0.9349, grad_norm: 3.2805 2020-08-16 11:36:24,704 - mmaction - INFO - Epoch [46][300/940] lr: 4.000e-04, eta: 1:29:50, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7598, top5_acc: 0.9162, loss_cls: 0.9361, loss: 0.9361, grad_norm: 3.2579 2020-08-16 11:36:49,551 - mmaction - INFO - Epoch [46][320/940] lr: 4.000e-04, eta: 1:29:26, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.7424, top5_acc: 0.9109, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.3656 2020-08-16 11:37:14,752 - mmaction - INFO - Epoch [46][340/940] lr: 4.000e-04, eta: 1:29:02, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.7637, top5_acc: 0.9143, loss_cls: 0.9381, loss: 0.9381, grad_norm: 3.2708 2020-08-16 11:37:39,722 - mmaction - INFO - Epoch [46][360/940] lr: 4.000e-04, eta: 1:28:37, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9152, loss_cls: 0.9541, loss: 0.9541, grad_norm: 3.2730 2020-08-16 11:38:01,928 - mmaction - INFO - Epoch [46][380/940] lr: 4.000e-04, eta: 1:28:12, time: 1.112, data_time: 0.005, memory: 10215, top1_acc: 0.7473, top5_acc: 0.9125, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.3293 2020-08-16 11:38:26,547 - mmaction - INFO - Epoch [46][400/940] lr: 4.000e-04, eta: 1:27:48, time: 1.229, data_time: 0.005, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9146, loss_cls: 0.9454, loss: 0.9454, grad_norm: 3.2963 2020-08-16 11:38:50,640 - mmaction - INFO - Epoch [46][420/940] lr: 4.000e-04, eta: 1:27:23, time: 1.207, data_time: 0.005, memory: 10215, top1_acc: 0.7678, top5_acc: 0.9205, loss_cls: 0.8984, loss: 0.8984, grad_norm: 3.1959 2020-08-16 11:39:14,137 - mmaction - INFO - Epoch [46][440/940] lr: 4.000e-04, eta: 1:26:59, time: 1.172, data_time: 0.004, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9117, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.3269 2020-08-16 11:39:38,463 - mmaction - INFO - Epoch [46][460/940] lr: 4.000e-04, eta: 1:26:34, time: 1.219, data_time: 0.006, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9145, loss_cls: 0.9643, loss: 0.9643, grad_norm: 3.3620 2020-08-16 11:40:03,272 - mmaction - INFO - Epoch [46][480/940] lr: 4.000e-04, eta: 1:26:10, time: 1.238, data_time: 0.006, memory: 10215, top1_acc: 0.7512, top5_acc: 0.9133, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.3218 2020-08-16 11:40:26,405 - mmaction - INFO - Epoch [46][500/940] lr: 4.000e-04, eta: 1:25:45, time: 1.159, data_time: 0.004, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9211, loss_cls: 0.9515, loss: 0.9515, grad_norm: 3.3268 2020-08-16 11:40:49,434 - mmaction - INFO - Epoch [46][520/940] lr: 4.000e-04, eta: 1:25:20, time: 1.150, data_time: 0.004, memory: 10215, top1_acc: 0.7668, top5_acc: 0.9174, loss_cls: 0.9359, loss: 0.9359, grad_norm: 3.2793 2020-08-16 11:41:14,704 - mmaction - INFO - Epoch [46][540/940] lr: 4.000e-04, eta: 1:24:56, time: 1.265, data_time: 0.005, memory: 10215, top1_acc: 0.7541, top5_acc: 0.9141, loss_cls: 0.9687, loss: 0.9687, grad_norm: 3.3354 2020-08-16 11:41:38,005 - mmaction - INFO - Epoch [46][560/940] lr: 4.000e-04, eta: 1:24:31, time: 1.163, data_time: 0.005, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9164, loss_cls: 0.9704, loss: 0.9704, grad_norm: 3.3564 2020-08-16 11:42:00,495 - mmaction - INFO - Epoch [46][580/940] lr: 4.000e-04, eta: 1:24:07, time: 1.127, data_time: 0.006, memory: 10215, top1_acc: 0.7443, top5_acc: 0.9107, loss_cls: 0.9733, loss: 0.9733, grad_norm: 3.3160 2020-08-16 11:42:24,808 - mmaction - INFO - Epoch [46][600/940] lr: 4.000e-04, eta: 1:23:42, time: 1.216, data_time: 0.006, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9176, loss_cls: 0.9526, loss: 0.9526, grad_norm: 3.3256 2020-08-16 11:42:47,846 - mmaction - INFO - Epoch [46][620/940] lr: 4.000e-04, eta: 1:23:18, time: 1.152, data_time: 0.002, memory: 10215, top1_acc: 0.7430, top5_acc: 0.9170, loss_cls: 0.9643, loss: 0.9643, grad_norm: 3.3735 2020-08-16 11:43:10,439 - mmaction - INFO - Epoch [46][640/940] lr: 4.000e-04, eta: 1:22:53, time: 1.130, data_time: 0.002, memory: 10215, top1_acc: 0.7557, top5_acc: 0.9121, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.2966 2020-08-16 11:43:33,800 - mmaction - INFO - Epoch [46][660/940] lr: 4.000e-04, eta: 1:22:28, time: 1.167, data_time: 0.005, memory: 10215, top1_acc: 0.7557, top5_acc: 0.9156, loss_cls: 0.9532, loss: 0.9532, grad_norm: 3.3309 2020-08-16 11:43:56,863 - mmaction - INFO - Epoch [46][680/940] lr: 4.000e-04, eta: 1:22:04, time: 1.155, data_time: 0.006, memory: 10215, top1_acc: 0.7580, top5_acc: 0.9209, loss_cls: 0.9175, loss: 0.9175, grad_norm: 3.2468 2020-08-16 11:44:19,822 - mmaction - INFO - Epoch [46][700/940] lr: 4.000e-04, eta: 1:21:39, time: 1.146, data_time: 0.005, memory: 10215, top1_acc: 0.7559, top5_acc: 0.9213, loss_cls: 0.9306, loss: 0.9306, grad_norm: 3.2793 2020-08-16 11:44:42,986 - mmaction - INFO - Epoch [46][720/940] lr: 4.000e-04, eta: 1:21:14, time: 1.160, data_time: 0.005, memory: 10215, top1_acc: 0.7588, top5_acc: 0.9156, loss_cls: 0.9449, loss: 0.9449, grad_norm: 3.3041 2020-08-16 11:45:06,481 - mmaction - INFO - Epoch [46][740/940] lr: 4.000e-04, eta: 1:20:50, time: 1.175, data_time: 0.004, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9098, loss_cls: 0.9782, loss: 0.9782, grad_norm: 3.3696 2020-08-16 11:45:29,708 - mmaction - INFO - Epoch [46][760/940] lr: 4.000e-04, eta: 1:20:25, time: 1.161, data_time: 0.002, memory: 10215, top1_acc: 0.7631, top5_acc: 0.9199, loss_cls: 0.9319, loss: 0.9319, grad_norm: 3.2481 2020-08-16 11:45:54,213 - mmaction - INFO - Epoch [46][780/940] lr: 4.000e-04, eta: 1:20:01, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9105, loss_cls: 0.9649, loss: 0.9649, grad_norm: 3.3482 2020-08-16 11:46:18,630 - mmaction - INFO - Epoch [46][800/940] lr: 4.000e-04, eta: 1:19:36, time: 1.223, data_time: 0.005, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9139, loss_cls: 0.9578, loss: 0.9578, grad_norm: 3.2944 2020-08-16 11:46:41,088 - mmaction - INFO - Epoch [46][820/940] lr: 4.000e-04, eta: 1:19:11, time: 1.121, data_time: 0.005, memory: 10215, top1_acc: 0.7494, top5_acc: 0.9104, loss_cls: 0.9805, loss: 0.9805, grad_norm: 3.3551 2020-08-16 11:47:04,211 - mmaction - INFO - Epoch [46][840/940] lr: 4.000e-04, eta: 1:18:47, time: 1.158, data_time: 0.005, memory: 10215, top1_acc: 0.7576, top5_acc: 0.9172, loss_cls: 0.9557, loss: 0.9557, grad_norm: 3.2728 2020-08-16 11:47:28,013 - mmaction - INFO - Epoch [46][860/940] lr: 4.000e-04, eta: 1:18:22, time: 1.189, data_time: 0.004, memory: 10215, top1_acc: 0.7475, top5_acc: 0.9117, loss_cls: 0.9727, loss: 0.9727, grad_norm: 3.3417 2020-08-16 11:47:51,953 - mmaction - INFO - Epoch [46][880/940] lr: 4.000e-04, eta: 1:17:58, time: 1.199, data_time: 0.005, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9203, loss_cls: 0.9502, loss: 0.9502, grad_norm: 3.2913 2020-08-16 11:48:15,889 - mmaction - INFO - Epoch [46][900/940] lr: 4.000e-04, eta: 1:17:33, time: 1.196, data_time: 0.004, memory: 10215, top1_acc: 0.7562, top5_acc: 0.9191, loss_cls: 0.9373, loss: 0.9373, grad_norm: 3.3259 2020-08-16 11:48:39,567 - mmaction - INFO - Epoch [46][920/940] lr: 4.000e-04, eta: 1:17:09, time: 1.184, data_time: 0.003, memory: 10215, top1_acc: 0.7561, top5_acc: 0.9127, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.3123 2020-08-16 11:49:01,844 - mmaction - INFO - Epoch [46][940/940] lr: 4.000e-04, eta: 1:16:44, time: 1.112, data_time: 0.004, memory: 10215, top1_acc: 0.7512, top5_acc: 0.9095, loss_cls: 0.9808, loss: 0.9808, grad_norm: 3.3490 2020-08-16 11:49:02,123 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-08-16 11:49:31,219 - mmaction - INFO - Epoch [47][20/940] lr: 4.000e-04, eta: 1:16:20, time: 1.408, data_time: 0.359, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9109, loss_cls: 0.9654, loss: 0.9654, grad_norm: 3.2878 2020-08-16 11:49:54,843 - mmaction - INFO - Epoch [47][40/940] lr: 4.000e-04, eta: 1:15:55, time: 1.180, data_time: 0.004, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.9675, loss: 0.9675, grad_norm: 3.3185 2020-08-16 11:50:19,232 - mmaction - INFO - Epoch [47][60/940] lr: 4.000e-04, eta: 1:15:31, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.7570, top5_acc: 0.9145, loss_cls: 0.9510, loss: 0.9510, grad_norm: 3.3331 2020-08-16 11:50:42,791 - mmaction - INFO - Epoch [47][80/940] lr: 4.000e-04, eta: 1:15:06, time: 1.176, data_time: 0.005, memory: 10215, top1_acc: 0.7496, top5_acc: 0.9125, loss_cls: 0.9756, loss: 0.9756, grad_norm: 3.3639 2020-08-16 11:51:09,123 - mmaction - INFO - Epoch [47][100/940] lr: 4.000e-04, eta: 1:14:42, time: 1.318, data_time: 0.006, memory: 10215, top1_acc: 0.7625, top5_acc: 0.9154, loss_cls: 0.9417, loss: 0.9417, grad_norm: 3.2630 2020-08-16 11:51:32,189 - mmaction - INFO - Epoch [47][120/940] lr: 4.000e-04, eta: 1:14:17, time: 1.151, data_time: 0.004, memory: 10215, top1_acc: 0.7521, top5_acc: 0.9078, loss_cls: 0.9713, loss: 0.9713, grad_norm: 3.2776 2020-08-16 11:51:56,817 - mmaction - INFO - Epoch [47][140/940] lr: 4.000e-04, eta: 1:13:53, time: 1.232, data_time: 0.006, memory: 10215, top1_acc: 0.7432, top5_acc: 0.9152, loss_cls: 0.9905, loss: 0.9905, grad_norm: 3.3629 2020-08-16 11:52:20,793 - mmaction - INFO - Epoch [47][160/940] lr: 4.000e-04, eta: 1:13:28, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7633, top5_acc: 0.9193, loss_cls: 0.9304, loss: 0.9304, grad_norm: 3.3192 2020-08-16 11:52:45,019 - mmaction - INFO - Epoch [47][180/940] lr: 4.000e-04, eta: 1:13:04, time: 1.209, data_time: 0.005, memory: 10215, top1_acc: 0.7535, top5_acc: 0.9174, loss_cls: 0.9503, loss: 0.9503, grad_norm: 3.3046 2020-08-16 11:53:08,214 - mmaction - INFO - Epoch [47][200/940] lr: 4.000e-04, eta: 1:12:39, time: 1.162, data_time: 0.006, memory: 10215, top1_acc: 0.7607, top5_acc: 0.9184, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.2828 2020-08-16 11:53:33,283 - mmaction - INFO - Epoch [47][220/940] lr: 4.000e-04, eta: 1:12:15, time: 1.252, data_time: 0.004, memory: 10215, top1_acc: 0.7527, top5_acc: 0.9137, loss_cls: 0.9811, loss: 0.9811, grad_norm: 3.3287 2020-08-16 11:53:57,415 - mmaction - INFO - Epoch [47][240/940] lr: 4.000e-04, eta: 1:11:50, time: 1.208, data_time: 0.005, memory: 10215, top1_acc: 0.7635, top5_acc: 0.9152, loss_cls: 0.9360, loss: 0.9360, grad_norm: 3.2723 2020-08-16 11:54:22,028 - mmaction - INFO - Epoch [47][260/940] lr: 4.000e-04, eta: 1:11:26, time: 1.230, data_time: 0.006, memory: 10215, top1_acc: 0.7477, top5_acc: 0.9170, loss_cls: 0.9795, loss: 0.9795, grad_norm: 3.3739 2020-08-16 11:54:46,289 - mmaction - INFO - Epoch [47][280/940] lr: 4.000e-04, eta: 1:11:01, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9117, loss_cls: 0.9699, loss: 0.9699, grad_norm: 3.3332 2020-08-16 11:55:09,007 - mmaction - INFO - Epoch [47][300/940] lr: 4.000e-04, eta: 1:10:36, time: 1.136, data_time: 0.004, memory: 10215, top1_acc: 0.7627, top5_acc: 0.9195, loss_cls: 0.9235, loss: 0.9235, grad_norm: 3.2494 2020-08-16 11:55:32,213 - mmaction - INFO - Epoch [47][320/940] lr: 4.000e-04, eta: 1:10:12, time: 1.160, data_time: 0.002, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9162, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.2524 2020-08-16 11:55:56,735 - mmaction - INFO - Epoch [47][340/940] lr: 4.000e-04, eta: 1:09:47, time: 1.225, data_time: 0.005, memory: 10215, top1_acc: 0.7576, top5_acc: 0.9195, loss_cls: 0.9179, loss: 0.9179, grad_norm: 3.3110 2020-08-16 11:56:21,314 - mmaction - INFO - Epoch [47][360/940] lr: 4.000e-04, eta: 1:09:23, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7518, top5_acc: 0.9135, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.3191 2020-08-16 11:56:47,463 - mmaction - INFO - Epoch [47][380/940] lr: 4.000e-04, eta: 1:08:59, time: 1.307, data_time: 0.005, memory: 10215, top1_acc: 0.7518, top5_acc: 0.9143, loss_cls: 0.9571, loss: 0.9571, grad_norm: 3.3558 2020-08-16 11:57:10,839 - mmaction - INFO - Epoch [47][400/940] lr: 4.000e-04, eta: 1:08:34, time: 1.169, data_time: 0.002, memory: 10215, top1_acc: 0.7600, top5_acc: 0.9182, loss_cls: 0.9354, loss: 0.9354, grad_norm: 3.2677 2020-08-16 11:57:35,129 - mmaction - INFO - Epoch [47][420/940] lr: 4.000e-04, eta: 1:08:09, time: 1.213, data_time: 0.005, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9131, loss_cls: 0.9720, loss: 0.9720, grad_norm: 3.3695 2020-08-16 11:57:59,717 - mmaction - INFO - Epoch [47][440/940] lr: 4.000e-04, eta: 1:07:45, time: 1.230, data_time: 0.005, memory: 10215, top1_acc: 0.7518, top5_acc: 0.9166, loss_cls: 0.9608, loss: 0.9608, grad_norm: 3.3081 2020-08-16 11:58:23,829 - mmaction - INFO - Epoch [47][460/940] lr: 4.000e-04, eta: 1:07:20, time: 1.206, data_time: 0.006, memory: 10215, top1_acc: 0.7588, top5_acc: 0.9146, loss_cls: 0.9627, loss: 0.9627, grad_norm: 3.2831 2020-08-16 11:58:48,447 - mmaction - INFO - Epoch [47][480/940] lr: 4.000e-04, eta: 1:06:56, time: 1.231, data_time: 0.002, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9170, loss_cls: 0.9307, loss: 0.9307, grad_norm: 3.2751 2020-08-16 11:59:13,399 - mmaction - INFO - Epoch [47][500/940] lr: 4.000e-04, eta: 1:06:32, time: 1.245, data_time: 0.005, memory: 10215, top1_acc: 0.7553, top5_acc: 0.9092, loss_cls: 0.9930, loss: 0.9930, grad_norm: 3.3220 2020-08-16 11:59:37,688 - mmaction - INFO - Epoch [47][520/940] lr: 4.000e-04, eta: 1:06:07, time: 1.217, data_time: 0.006, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9164, loss_cls: 0.9647, loss: 0.9647, grad_norm: 3.3548 2020-08-16 12:00:01,665 - mmaction - INFO - Epoch [47][540/940] lr: 4.000e-04, eta: 1:05:42, time: 1.198, data_time: 0.005, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9145, loss_cls: 0.9330, loss: 0.9330, grad_norm: 3.3354 2020-08-16 12:00:25,919 - mmaction - INFO - Epoch [47][560/940] lr: 4.000e-04, eta: 1:05:18, time: 1.206, data_time: 0.005, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.9696, loss: 0.9696, grad_norm: 3.2980 2020-08-16 12:00:51,644 - mmaction - INFO - Epoch [47][580/940] lr: 4.000e-04, eta: 1:04:54, time: 1.292, data_time: 0.020, memory: 10215, top1_acc: 0.7600, top5_acc: 0.9197, loss_cls: 0.9330, loss: 0.9330, grad_norm: 3.2783 2020-08-16 12:01:14,449 - mmaction - INFO - Epoch [47][600/940] lr: 4.000e-04, eta: 1:04:29, time: 1.139, data_time: 0.006, memory: 10215, top1_acc: 0.7648, top5_acc: 0.9229, loss_cls: 0.9239, loss: 0.9239, grad_norm: 3.2393 2020-08-16 12:01:39,074 - mmaction - INFO - Epoch [47][620/940] lr: 4.000e-04, eta: 1:04:04, time: 1.232, data_time: 0.008, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9145, loss_cls: 0.9704, loss: 0.9704, grad_norm: 3.3333 2020-08-16 12:02:02,526 - mmaction - INFO - Epoch [47][640/940] lr: 4.000e-04, eta: 1:03:40, time: 1.174, data_time: 0.007, memory: 10215, top1_acc: 0.7566, top5_acc: 0.9189, loss_cls: 0.9504, loss: 0.9504, grad_norm: 3.3713 2020-08-16 12:02:27,608 - mmaction - INFO - Epoch [47][660/940] lr: 4.000e-04, eta: 1:03:15, time: 1.255, data_time: 0.003, memory: 10215, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.9440, loss: 0.9440, grad_norm: 3.3170 2020-08-16 12:02:51,833 - mmaction - INFO - Epoch [47][680/940] lr: 4.000e-04, eta: 1:02:51, time: 1.211, data_time: 0.002, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.2695 2020-08-16 12:03:14,710 - mmaction - INFO - Epoch [47][700/940] lr: 4.000e-04, eta: 1:02:26, time: 1.143, data_time: 0.006, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.9444, loss: 0.9444, grad_norm: 3.2778 2020-08-16 12:03:38,292 - mmaction - INFO - Epoch [47][720/940] lr: 4.000e-04, eta: 1:02:02, time: 1.180, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9184, loss_cls: 0.9451, loss: 0.9451, grad_norm: 3.3186 2020-08-16 12:04:01,874 - mmaction - INFO - Epoch [47][740/940] lr: 4.000e-04, eta: 1:01:37, time: 1.177, data_time: 0.006, memory: 10215, top1_acc: 0.7582, top5_acc: 0.9170, loss_cls: 0.9500, loss: 0.9500, grad_norm: 3.3234 2020-08-16 12:04:26,147 - mmaction - INFO - Epoch [47][760/940] lr: 4.000e-04, eta: 1:01:13, time: 1.216, data_time: 0.006, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9066, loss_cls: 0.9704, loss: 0.9704, grad_norm: 3.3078 2020-08-16 12:04:48,865 - mmaction - INFO - Epoch [47][780/940] lr: 4.000e-04, eta: 1:00:48, time: 1.134, data_time: 0.004, memory: 10215, top1_acc: 0.7406, top5_acc: 0.9123, loss_cls: 0.9869, loss: 0.9869, grad_norm: 3.3844 2020-08-16 12:05:13,932 - mmaction - INFO - Epoch [47][800/940] lr: 4.000e-04, eta: 1:00:24, time: 1.252, data_time: 0.005, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9195, loss_cls: 0.9410, loss: 0.9410, grad_norm: 3.3458 2020-08-16 12:05:37,014 - mmaction - INFO - Epoch [47][820/940] lr: 4.000e-04, eta: 0:59:59, time: 1.157, data_time: 0.006, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9127, loss_cls: 0.9775, loss: 0.9775, grad_norm: 3.3693 2020-08-16 12:06:01,335 - mmaction - INFO - Epoch [47][840/940] lr: 4.000e-04, eta: 0:59:35, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9154, loss_cls: 0.9565, loss: 0.9565, grad_norm: 3.3346 2020-08-16 12:06:25,535 - mmaction - INFO - Epoch [47][860/940] lr: 4.000e-04, eta: 0:59:10, time: 1.212, data_time: 0.005, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9162, loss_cls: 0.9480, loss: 0.9480, grad_norm: 3.3525 2020-08-16 12:06:50,210 - mmaction - INFO - Epoch [47][880/940] lr: 4.000e-04, eta: 0:58:46, time: 1.232, data_time: 0.004, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9158, loss_cls: 0.9586, loss: 0.9586, grad_norm: 3.3055 2020-08-16 12:07:14,069 - mmaction - INFO - Epoch [47][900/940] lr: 4.000e-04, eta: 0:58:21, time: 1.194, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9131, loss_cls: 0.9546, loss: 0.9546, grad_norm: 3.2750 2020-08-16 12:07:39,674 - mmaction - INFO - Epoch [47][920/940] lr: 4.000e-04, eta: 0:57:57, time: 1.278, data_time: 0.004, memory: 10215, top1_acc: 0.7576, top5_acc: 0.9189, loss_cls: 0.9260, loss: 0.9260, grad_norm: 3.2793 2020-08-16 12:08:02,833 - mmaction - INFO - Epoch [47][940/940] lr: 4.000e-04, eta: 0:57:32, time: 1.160, data_time: 0.005, memory: 10215, top1_acc: 0.7622, top5_acc: 0.9152, loss_cls: 0.9595, loss: 0.9595, grad_norm: 3.3624 2020-08-16 12:08:03,091 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-08-16 12:08:32,757 - mmaction - INFO - Epoch [48][20/940] lr: 4.000e-04, eta: 0:57:08, time: 1.452, data_time: 0.491, memory: 10215, top1_acc: 0.7572, top5_acc: 0.9139, loss_cls: 0.9578, loss: 0.9578, grad_norm: 3.2855 2020-08-16 12:08:54,876 - mmaction - INFO - Epoch [48][40/940] lr: 4.000e-04, eta: 0:56:43, time: 1.107, data_time: 0.003, memory: 10215, top1_acc: 0.7424, top5_acc: 0.9152, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.3674 2020-08-16 12:09:18,094 - mmaction - INFO - Epoch [48][60/940] lr: 4.000e-04, eta: 0:56:19, time: 1.158, data_time: 0.004, memory: 10215, top1_acc: 0.7521, top5_acc: 0.9180, loss_cls: 0.9577, loss: 0.9577, grad_norm: 3.3684 2020-08-16 12:09:41,562 - mmaction - INFO - Epoch [48][80/940] lr: 4.000e-04, eta: 0:55:54, time: 1.176, data_time: 0.007, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9137, loss_cls: 0.9637, loss: 0.9637, grad_norm: 3.3986 2020-08-16 12:10:05,761 - mmaction - INFO - Epoch [48][100/940] lr: 4.000e-04, eta: 0:55:30, time: 1.210, data_time: 0.004, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9180, loss_cls: 0.9263, loss: 0.9263, grad_norm: 3.2558 2020-08-16 12:10:29,864 - mmaction - INFO - Epoch [48][120/940] lr: 4.000e-04, eta: 0:55:05, time: 1.205, data_time: 0.002, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9145, loss_cls: 0.9381, loss: 0.9381, grad_norm: 3.3378 2020-08-16 12:10:53,619 - mmaction - INFO - Epoch [48][140/940] lr: 4.000e-04, eta: 0:54:41, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7619, top5_acc: 0.9203, loss_cls: 0.9220, loss: 0.9220, grad_norm: 3.3172 2020-08-16 12:11:17,349 - mmaction - INFO - Epoch [48][160/940] lr: 4.000e-04, eta: 0:54:16, time: 1.188, data_time: 0.006, memory: 10215, top1_acc: 0.7654, top5_acc: 0.9162, loss_cls: 0.9359, loss: 0.9359, grad_norm: 3.2901 2020-08-16 12:11:41,712 - mmaction - INFO - Epoch [48][180/940] lr: 4.000e-04, eta: 0:53:52, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.7578, top5_acc: 0.9121, loss_cls: 0.9685, loss: 0.9685, grad_norm: 3.3666 2020-08-16 12:12:05,356 - mmaction - INFO - Epoch [48][200/940] lr: 4.000e-04, eta: 0:53:27, time: 1.184, data_time: 0.006, memory: 10215, top1_acc: 0.7604, top5_acc: 0.9150, loss_cls: 0.9416, loss: 0.9416, grad_norm: 3.2778 2020-08-16 12:12:29,583 - mmaction - INFO - Epoch [48][220/940] lr: 4.000e-04, eta: 0:53:03, time: 1.211, data_time: 0.007, memory: 10215, top1_acc: 0.7434, top5_acc: 0.9113, loss_cls: 0.9892, loss: 0.9892, grad_norm: 3.3449 2020-08-16 12:12:53,764 - mmaction - INFO - Epoch [48][240/940] lr: 4.000e-04, eta: 0:52:38, time: 1.209, data_time: 0.002, memory: 10215, top1_acc: 0.7580, top5_acc: 0.9207, loss_cls: 0.9297, loss: 0.9297, grad_norm: 3.2999 2020-08-16 12:13:18,387 - mmaction - INFO - Epoch [48][260/940] lr: 4.000e-04, eta: 0:52:14, time: 1.230, data_time: 0.004, memory: 10215, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.4083 2020-08-16 12:13:43,105 - mmaction - INFO - Epoch [48][280/940] lr: 4.000e-04, eta: 0:51:49, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.7707, top5_acc: 0.9281, loss_cls: 0.8889, loss: 0.8889, grad_norm: 3.1987 2020-08-16 12:14:08,084 - mmaction - INFO - Epoch [48][300/940] lr: 4.000e-04, eta: 0:51:25, time: 1.248, data_time: 0.004, memory: 10215, top1_acc: 0.7615, top5_acc: 0.9240, loss_cls: 0.9056, loss: 0.9056, grad_norm: 3.2616 2020-08-16 12:14:30,528 - mmaction - INFO - Epoch [48][320/940] lr: 4.000e-04, eta: 0:51:00, time: 1.124, data_time: 0.005, memory: 10215, top1_acc: 0.7629, top5_acc: 0.9182, loss_cls: 0.9265, loss: 0.9265, grad_norm: 3.3109 2020-08-16 12:14:55,344 - mmaction - INFO - Epoch [48][340/940] lr: 4.000e-04, eta: 0:50:36, time: 1.239, data_time: 0.004, memory: 10215, top1_acc: 0.7639, top5_acc: 0.9176, loss_cls: 0.9520, loss: 0.9520, grad_norm: 3.3072 2020-08-16 12:15:19,232 - mmaction - INFO - Epoch [48][360/940] lr: 4.000e-04, eta: 0:50:11, time: 1.196, data_time: 0.005, memory: 10215, top1_acc: 0.7486, top5_acc: 0.9141, loss_cls: 0.9691, loss: 0.9691, grad_norm: 3.3411 2020-08-16 12:15:43,271 - mmaction - INFO - Epoch [48][380/940] lr: 4.000e-04, eta: 0:49:47, time: 1.200, data_time: 0.004, memory: 10215, top1_acc: 0.7541, top5_acc: 0.9176, loss_cls: 0.9475, loss: 0.9475, grad_norm: 3.3151 2020-08-16 12:16:05,997 - mmaction - INFO - Epoch [48][400/940] lr: 4.000e-04, eta: 0:49:22, time: 1.138, data_time: 0.005, memory: 10215, top1_acc: 0.7744, top5_acc: 0.9205, loss_cls: 0.9188, loss: 0.9188, grad_norm: 3.2952 2020-08-16 12:16:30,552 - mmaction - INFO - Epoch [48][420/940] lr: 4.000e-04, eta: 0:48:57, time: 1.226, data_time: 0.005, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9162, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.3383 2020-08-16 12:16:55,141 - mmaction - INFO - Epoch [48][440/940] lr: 4.000e-04, eta: 0:48:33, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7631, top5_acc: 0.9178, loss_cls: 0.9384, loss: 0.9384, grad_norm: 3.2905 2020-08-16 12:17:17,957 - mmaction - INFO - Epoch [48][460/940] lr: 4.000e-04, eta: 0:48:08, time: 1.139, data_time: 0.005, memory: 10215, top1_acc: 0.7439, top5_acc: 0.9131, loss_cls: 0.9847, loss: 0.9847, grad_norm: 3.3586 2020-08-16 12:17:41,401 - mmaction - INFO - Epoch [48][480/940] lr: 4.000e-04, eta: 0:47:44, time: 1.173, data_time: 0.005, memory: 10215, top1_acc: 0.7518, top5_acc: 0.9176, loss_cls: 0.9625, loss: 0.9625, grad_norm: 3.3681 2020-08-16 12:18:05,783 - mmaction - INFO - Epoch [48][500/940] lr: 4.000e-04, eta: 0:47:19, time: 1.218, data_time: 0.005, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9109, loss_cls: 0.9620, loss: 0.9620, grad_norm: 3.2800 2020-08-16 12:18:28,295 - mmaction - INFO - Epoch [48][520/940] lr: 4.000e-04, eta: 0:46:55, time: 1.126, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9115, loss_cls: 0.9420, loss: 0.9420, grad_norm: 3.3057 2020-08-16 12:18:53,534 - mmaction - INFO - Epoch [48][540/940] lr: 4.000e-04, eta: 0:46:30, time: 1.263, data_time: 0.005, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9104, loss_cls: 0.9697, loss: 0.9697, grad_norm: 3.3394 2020-08-16 12:19:18,782 - mmaction - INFO - Epoch [48][560/940] lr: 4.000e-04, eta: 0:46:06, time: 1.261, data_time: 0.006, memory: 10215, top1_acc: 0.7607, top5_acc: 0.9229, loss_cls: 0.9192, loss: 0.9192, grad_norm: 3.2852 2020-08-16 12:19:41,442 - mmaction - INFO - Epoch [48][580/940] lr: 4.000e-04, eta: 0:45:41, time: 1.135, data_time: 0.005, memory: 10215, top1_acc: 0.7463, top5_acc: 0.9078, loss_cls: 1.0042, loss: 1.0042, grad_norm: 3.3855 2020-08-16 12:20:05,851 - mmaction - INFO - Epoch [48][600/940] lr: 4.000e-04, eta: 0:45:17, time: 1.220, data_time: 0.004, memory: 10215, top1_acc: 0.7455, top5_acc: 0.9150, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.3888 2020-08-16 12:20:29,728 - mmaction - INFO - Epoch [48][620/940] lr: 4.000e-04, eta: 0:44:52, time: 1.194, data_time: 0.002, memory: 10215, top1_acc: 0.7600, top5_acc: 0.9152, loss_cls: 0.9556, loss: 0.9556, grad_norm: 3.2709 2020-08-16 12:20:52,425 - mmaction - INFO - Epoch [48][640/940] lr: 4.000e-04, eta: 0:44:28, time: 1.135, data_time: 0.002, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9174, loss_cls: 0.9485, loss: 0.9485, grad_norm: 3.3748 2020-08-16 12:21:16,729 - mmaction - INFO - Epoch [48][660/940] lr: 4.000e-04, eta: 0:44:03, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9765, loss: 0.9765, grad_norm: 3.3399 2020-08-16 12:21:41,693 - mmaction - INFO - Epoch [48][680/940] lr: 4.000e-04, eta: 0:43:39, time: 1.249, data_time: 0.005, memory: 10215, top1_acc: 0.7646, top5_acc: 0.9252, loss_cls: 0.9154, loss: 0.9154, grad_norm: 3.2532 2020-08-16 12:22:05,066 - mmaction - INFO - Epoch [48][700/940] lr: 4.000e-04, eta: 0:43:14, time: 1.167, data_time: 0.006, memory: 10215, top1_acc: 0.7500, top5_acc: 0.9193, loss_cls: 0.9712, loss: 0.9712, grad_norm: 3.3838 2020-08-16 12:22:28,401 - mmaction - INFO - Epoch [48][720/940] lr: 4.000e-04, eta: 0:42:50, time: 1.169, data_time: 0.005, memory: 10215, top1_acc: 0.7576, top5_acc: 0.9174, loss_cls: 0.9504, loss: 0.9504, grad_norm: 3.3239 2020-08-16 12:22:51,376 - mmaction - INFO - Epoch [48][740/940] lr: 4.000e-04, eta: 0:42:25, time: 1.148, data_time: 0.005, memory: 10215, top1_acc: 0.7572, top5_acc: 0.9162, loss_cls: 0.9313, loss: 0.9313, grad_norm: 3.2792 2020-08-16 12:23:16,665 - mmaction - INFO - Epoch [48][760/940] lr: 4.000e-04, eta: 0:42:01, time: 1.265, data_time: 0.002, memory: 10215, top1_acc: 0.7662, top5_acc: 0.9209, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.3026 2020-08-16 12:23:40,797 - mmaction - INFO - Epoch [48][780/940] lr: 4.000e-04, eta: 0:41:36, time: 1.205, data_time: 0.005, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9152, loss_cls: 0.9342, loss: 0.9342, grad_norm: 3.2356 2020-08-16 12:24:05,514 - mmaction - INFO - Epoch [48][800/940] lr: 4.000e-04, eta: 0:41:12, time: 1.237, data_time: 0.005, memory: 10215, top1_acc: 0.7424, top5_acc: 0.9086, loss_cls: 1.0040, loss: 1.0040, grad_norm: 3.3764 2020-08-16 12:24:30,482 - mmaction - INFO - Epoch [48][820/940] lr: 4.000e-04, eta: 0:40:47, time: 1.246, data_time: 0.005, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9148, loss_cls: 0.9428, loss: 0.9428, grad_norm: 3.2993 2020-08-16 12:24:55,167 - mmaction - INFO - Epoch [48][840/940] lr: 4.000e-04, eta: 0:40:23, time: 1.236, data_time: 0.005, memory: 10215, top1_acc: 0.7500, top5_acc: 0.9182, loss_cls: 0.9562, loss: 0.9562, grad_norm: 3.3828 2020-08-16 12:25:19,330 - mmaction - INFO - Epoch [48][860/940] lr: 4.000e-04, eta: 0:39:58, time: 1.207, data_time: 0.004, memory: 10215, top1_acc: 0.7486, top5_acc: 0.9086, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.3628 2020-08-16 12:25:43,922 - mmaction - INFO - Epoch [48][880/940] lr: 4.000e-04, eta: 0:39:34, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9084, loss_cls: 0.9884, loss: 0.9884, grad_norm: 3.3896 2020-08-16 12:26:07,017 - mmaction - INFO - Epoch [48][900/940] lr: 4.000e-04, eta: 0:39:09, time: 1.153, data_time: 0.004, memory: 10215, top1_acc: 0.7475, top5_acc: 0.9117, loss_cls: 0.9696, loss: 0.9696, grad_norm: 3.3436 2020-08-16 12:26:31,808 - mmaction - INFO - Epoch [48][920/940] lr: 4.000e-04, eta: 0:38:45, time: 1.242, data_time: 0.005, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9150, loss_cls: 0.9544, loss: 0.9544, grad_norm: 3.3119 2020-08-16 12:26:55,180 - mmaction - INFO - Epoch [48][940/940] lr: 4.000e-04, eta: 0:38:20, time: 1.166, data_time: 0.005, memory: 10215, top1_acc: 0.7480, top5_acc: 0.9172, loss_cls: 0.9658, loss: 0.9658, grad_norm: 3.3807 2020-08-16 12:26:55,411 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-08-16 12:27:25,376 - mmaction - INFO - Epoch [49][20/940] lr: 4.000e-04, eta: 0:37:56, time: 1.445, data_time: 0.350, memory: 10215, top1_acc: 0.7619, top5_acc: 0.9180, loss_cls: 0.9178, loss: 0.9178, grad_norm: 3.2600 2020-08-16 12:27:50,590 - mmaction - INFO - Epoch [49][40/940] lr: 4.000e-04, eta: 0:37:32, time: 1.259, data_time: 0.004, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9133, loss_cls: 0.9611, loss: 0.9611, grad_norm: 3.3766 2020-08-16 12:28:14,583 - mmaction - INFO - Epoch [49][60/940] lr: 4.000e-04, eta: 0:37:07, time: 1.201, data_time: 0.005, memory: 10215, top1_acc: 0.7578, top5_acc: 0.9244, loss_cls: 0.9274, loss: 0.9274, grad_norm: 3.3249 2020-08-16 12:28:38,376 - mmaction - INFO - Epoch [49][80/940] lr: 4.000e-04, eta: 0:36:43, time: 1.188, data_time: 0.005, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9616, loss: 0.9616, grad_norm: 3.3316 2020-08-16 12:29:02,778 - mmaction - INFO - Epoch [49][100/940] lr: 4.000e-04, eta: 0:36:18, time: 1.221, data_time: 0.005, memory: 10215, top1_acc: 0.7516, top5_acc: 0.9117, loss_cls: 0.9546, loss: 0.9546, grad_norm: 3.3103 2020-08-16 12:29:26,516 - mmaction - INFO - Epoch [49][120/940] lr: 4.000e-04, eta: 0:35:54, time: 1.185, data_time: 0.005, memory: 10215, top1_acc: 0.7490, top5_acc: 0.9121, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.3492 2020-08-16 12:29:51,838 - mmaction - INFO - Epoch [49][140/940] lr: 4.000e-04, eta: 0:35:29, time: 1.266, data_time: 0.005, memory: 10215, top1_acc: 0.7496, top5_acc: 0.9215, loss_cls: 0.9577, loss: 0.9577, grad_norm: 3.3761 2020-08-16 12:30:15,724 - mmaction - INFO - Epoch [49][160/940] lr: 4.000e-04, eta: 0:35:05, time: 1.194, data_time: 0.006, memory: 10215, top1_acc: 0.7533, top5_acc: 0.9230, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.3046 2020-08-16 12:30:41,560 - mmaction - INFO - Epoch [49][180/940] lr: 4.000e-04, eta: 0:34:40, time: 1.294, data_time: 0.005, memory: 10215, top1_acc: 0.7477, top5_acc: 0.9105, loss_cls: 0.9870, loss: 0.9870, grad_norm: 3.3315 2020-08-16 12:31:05,203 - mmaction - INFO - Epoch [49][200/940] lr: 4.000e-04, eta: 0:34:16, time: 1.181, data_time: 0.004, memory: 10215, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.9214, loss: 0.9214, grad_norm: 3.2424 2020-08-16 12:31:31,601 - mmaction - INFO - Epoch [49][220/940] lr: 4.000e-04, eta: 0:33:51, time: 1.321, data_time: 0.005, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9205, loss_cls: 0.9490, loss: 0.9490, grad_norm: 3.3597 2020-08-16 12:31:56,399 - mmaction - INFO - Epoch [49][240/940] lr: 4.000e-04, eta: 0:33:27, time: 1.238, data_time: 0.004, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9189, loss_cls: 0.9232, loss: 0.9232, grad_norm: 3.2371 2020-08-16 12:32:21,284 - mmaction - INFO - Epoch [49][260/940] lr: 4.000e-04, eta: 0:33:02, time: 1.247, data_time: 0.006, memory: 10215, top1_acc: 0.7465, top5_acc: 0.9186, loss_cls: 0.9741, loss: 0.9741, grad_norm: 3.3930 2020-08-16 12:32:46,775 - mmaction - INFO - Epoch [49][280/940] lr: 4.000e-04, eta: 0:32:38, time: 1.275, data_time: 0.002, memory: 10215, top1_acc: 0.7572, top5_acc: 0.9119, loss_cls: 0.9579, loss: 0.9579, grad_norm: 3.2893 2020-08-16 12:33:10,183 - mmaction - INFO - Epoch [49][300/940] lr: 4.000e-04, eta: 0:32:13, time: 1.169, data_time: 0.006, memory: 10215, top1_acc: 0.7578, top5_acc: 0.9139, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.2555 2020-08-16 12:33:34,243 - mmaction - INFO - Epoch [49][320/940] lr: 4.000e-04, eta: 0:31:49, time: 1.204, data_time: 0.005, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9187, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.3412 2020-08-16 12:33:58,833 - mmaction - INFO - Epoch [49][340/940] lr: 4.000e-04, eta: 0:31:25, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.7643, top5_acc: 0.9238, loss_cls: 0.9132, loss: 0.9132, grad_norm: 3.2961 2020-08-16 12:34:23,443 - mmaction - INFO - Epoch [49][360/940] lr: 4.000e-04, eta: 0:31:00, time: 1.233, data_time: 0.005, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9152, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.3385 2020-08-16 12:34:47,832 - mmaction - INFO - Epoch [49][380/940] lr: 4.000e-04, eta: 0:30:36, time: 1.217, data_time: 0.004, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9187, loss_cls: 0.9684, loss: 0.9684, grad_norm: 3.3813 2020-08-16 12:35:12,294 - mmaction - INFO - Epoch [49][400/940] lr: 4.000e-04, eta: 0:30:11, time: 1.224, data_time: 0.005, memory: 10215, top1_acc: 0.7627, top5_acc: 0.9203, loss_cls: 0.9161, loss: 0.9161, grad_norm: 3.2577 2020-08-16 12:35:35,793 - mmaction - INFO - Epoch [49][420/940] lr: 4.000e-04, eta: 0:29:47, time: 1.176, data_time: 0.003, memory: 10215, top1_acc: 0.7514, top5_acc: 0.9146, loss_cls: 0.9437, loss: 0.9437, grad_norm: 3.3396 2020-08-16 12:36:01,165 - mmaction - INFO - Epoch [49][440/940] lr: 4.000e-04, eta: 0:29:22, time: 1.267, data_time: 0.004, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9186, loss_cls: 0.9496, loss: 0.9496, grad_norm: 3.3808 2020-08-16 12:36:26,491 - mmaction - INFO - Epoch [49][460/940] lr: 4.000e-04, eta: 0:28:58, time: 1.268, data_time: 0.005, memory: 10215, top1_acc: 0.7598, top5_acc: 0.9146, loss_cls: 0.9486, loss: 0.9486, grad_norm: 3.3287 2020-08-16 12:36:51,958 - mmaction - INFO - Epoch [49][480/940] lr: 4.000e-04, eta: 0:28:33, time: 1.271, data_time: 0.005, memory: 10215, top1_acc: 0.7525, top5_acc: 0.9158, loss_cls: 0.9473, loss: 0.9473, grad_norm: 3.3276 2020-08-16 12:37:16,808 - mmaction - INFO - Epoch [49][500/940] lr: 4.000e-04, eta: 0:28:09, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7463, top5_acc: 0.9137, loss_cls: 0.9860, loss: 0.9860, grad_norm: 3.3962 2020-08-16 12:37:41,986 - mmaction - INFO - Epoch [49][520/940] lr: 4.000e-04, eta: 0:27:44, time: 1.257, data_time: 0.005, memory: 10215, top1_acc: 0.7525, top5_acc: 0.9186, loss_cls: 0.9512, loss: 0.9512, grad_norm: 3.3648 2020-08-16 12:38:07,651 - mmaction - INFO - Epoch [49][540/940] lr: 4.000e-04, eta: 0:27:20, time: 1.286, data_time: 0.005, memory: 10215, top1_acc: 0.7699, top5_acc: 0.9268, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.2708 2020-08-16 12:38:33,471 - mmaction - INFO - Epoch [49][560/940] lr: 4.000e-04, eta: 0:26:55, time: 1.289, data_time: 0.004, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9160, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.3066 2020-08-16 12:38:57,117 - mmaction - INFO - Epoch [49][580/940] lr: 4.000e-04, eta: 0:26:31, time: 1.184, data_time: 0.005, memory: 10215, top1_acc: 0.7514, top5_acc: 0.9111, loss_cls: 0.9749, loss: 0.9749, grad_norm: 3.3993 2020-08-16 12:39:23,534 - mmaction - INFO - Epoch [49][600/940] lr: 4.000e-04, eta: 0:26:06, time: 1.319, data_time: 0.005, memory: 10215, top1_acc: 0.7537, top5_acc: 0.9137, loss_cls: 0.9698, loss: 0.9698, grad_norm: 3.3782 2020-08-16 12:39:47,674 - mmaction - INFO - Epoch [49][620/940] lr: 4.000e-04, eta: 0:25:42, time: 1.209, data_time: 0.006, memory: 10215, top1_acc: 0.7490, top5_acc: 0.9105, loss_cls: 0.9698, loss: 0.9698, grad_norm: 3.3603 2020-08-16 12:40:12,898 - mmaction - INFO - Epoch [49][640/940] lr: 4.000e-04, eta: 0:25:17, time: 1.260, data_time: 0.002, memory: 10215, top1_acc: 0.7541, top5_acc: 0.9156, loss_cls: 0.9374, loss: 0.9374, grad_norm: 3.3209 2020-08-16 12:40:38,474 - mmaction - INFO - Epoch [49][660/940] lr: 4.000e-04, eta: 0:24:53, time: 1.280, data_time: 0.004, memory: 10215, top1_acc: 0.7506, top5_acc: 0.9162, loss_cls: 0.9467, loss: 0.9467, grad_norm: 3.3428 2020-08-16 12:41:03,320 - mmaction - INFO - Epoch [49][680/940] lr: 4.000e-04, eta: 0:24:29, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.7523, top5_acc: 0.9139, loss_cls: 0.9566, loss: 0.9566, grad_norm: 3.3613 2020-08-16 12:41:28,676 - mmaction - INFO - Epoch [49][700/940] lr: 4.000e-04, eta: 0:24:04, time: 1.269, data_time: 0.005, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9158, loss_cls: 0.9713, loss: 0.9713, grad_norm: 3.3539 2020-08-16 12:41:53,916 - mmaction - INFO - Epoch [49][720/940] lr: 4.000e-04, eta: 0:23:40, time: 1.262, data_time: 0.005, memory: 10215, top1_acc: 0.7461, top5_acc: 0.9105, loss_cls: 0.9837, loss: 0.9837, grad_norm: 3.3982 2020-08-16 12:42:18,309 - mmaction - INFO - Epoch [49][740/940] lr: 4.000e-04, eta: 0:23:15, time: 1.220, data_time: 0.002, memory: 10215, top1_acc: 0.7625, top5_acc: 0.9150, loss_cls: 0.9441, loss: 0.9441, grad_norm: 3.3635 2020-08-16 12:42:43,613 - mmaction - INFO - Epoch [49][760/940] lr: 4.000e-04, eta: 0:22:51, time: 1.265, data_time: 0.006, memory: 10215, top1_acc: 0.7549, top5_acc: 0.9189, loss_cls: 0.9603, loss: 0.9603, grad_norm: 3.3273 2020-08-16 12:43:09,944 - mmaction - INFO - Epoch [49][780/940] lr: 4.000e-04, eta: 0:22:26, time: 1.317, data_time: 0.002, memory: 10215, top1_acc: 0.7586, top5_acc: 0.9117, loss_cls: 0.9542, loss: 0.9542, grad_norm: 3.2986 2020-08-16 12:43:34,923 - mmaction - INFO - Epoch [49][800/940] lr: 4.000e-04, eta: 0:22:02, time: 1.249, data_time: 0.002, memory: 10215, top1_acc: 0.7564, top5_acc: 0.9162, loss_cls: 0.9498, loss: 0.9498, grad_norm: 3.3643 2020-08-16 12:43:59,271 - mmaction - INFO - Epoch [49][820/940] lr: 4.000e-04, eta: 0:21:37, time: 1.216, data_time: 0.004, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9168, loss_cls: 0.9430, loss: 0.9430, grad_norm: 3.3163 2020-08-16 12:44:24,816 - mmaction - INFO - Epoch [49][840/940] lr: 4.000e-04, eta: 0:21:13, time: 1.278, data_time: 0.005, memory: 10215, top1_acc: 0.7561, top5_acc: 0.9131, loss_cls: 0.9401, loss: 0.9401, grad_norm: 3.3602 2020-08-16 12:44:49,668 - mmaction - INFO - Epoch [49][860/940] lr: 4.000e-04, eta: 0:20:48, time: 1.241, data_time: 0.005, memory: 10215, top1_acc: 0.7637, top5_acc: 0.9172, loss_cls: 0.9281, loss: 0.9281, grad_norm: 3.2809 2020-08-16 12:45:14,698 - mmaction - INFO - Epoch [49][880/940] lr: 4.000e-04, eta: 0:20:24, time: 1.251, data_time: 0.005, memory: 10215, top1_acc: 0.7588, top5_acc: 0.9201, loss_cls: 0.9281, loss: 0.9281, grad_norm: 3.3299 2020-08-16 12:45:39,944 - mmaction - INFO - Epoch [49][900/940] lr: 4.000e-04, eta: 0:19:59, time: 1.264, data_time: 0.006, memory: 10215, top1_acc: 0.7514, top5_acc: 0.9143, loss_cls: 0.9671, loss: 0.9671, grad_norm: 3.3301 2020-08-16 12:46:04,279 - mmaction - INFO - Epoch [49][920/940] lr: 4.000e-04, eta: 0:19:35, time: 1.215, data_time: 0.004, memory: 10215, top1_acc: 0.7578, top5_acc: 0.9092, loss_cls: 0.9599, loss: 0.9599, grad_norm: 3.3487 2020-08-16 12:46:28,593 - mmaction - INFO - Epoch [49][940/940] lr: 4.000e-04, eta: 0:19:10, time: 1.214, data_time: 0.005, memory: 10215, top1_acc: 0.7518, top5_acc: 0.9115, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.3977 2020-08-16 12:46:28,810 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-08-16 12:46:56,714 - mmaction - INFO - Epoch [50][20/940] lr: 4.000e-04, eta: 0:18:46, time: 1.344, data_time: 0.350, memory: 10215, top1_acc: 0.7631, top5_acc: 0.9180, loss_cls: 0.9336, loss: 0.9336, grad_norm: 3.3381 2020-08-16 12:47:22,828 - mmaction - INFO - Epoch [50][40/940] lr: 4.000e-04, eta: 0:18:22, time: 1.303, data_time: 0.005, memory: 10215, top1_acc: 0.7568, top5_acc: 0.9223, loss_cls: 0.9352, loss: 0.9352, grad_norm: 3.2945 2020-08-16 12:47:47,252 - mmaction - INFO - Epoch [50][60/940] lr: 4.000e-04, eta: 0:17:57, time: 1.224, data_time: 0.007, memory: 10215, top1_acc: 0.7643, top5_acc: 0.9195, loss_cls: 0.9286, loss: 0.9286, grad_norm: 3.3038 2020-08-16 12:48:11,983 - mmaction - INFO - Epoch [50][80/940] lr: 4.000e-04, eta: 0:17:33, time: 1.235, data_time: 0.004, memory: 10215, top1_acc: 0.7553, top5_acc: 0.9170, loss_cls: 0.9455, loss: 0.9455, grad_norm: 3.3184 2020-08-16 12:48:36,492 - mmaction - INFO - Epoch [50][100/940] lr: 4.000e-04, eta: 0:17:08, time: 1.227, data_time: 0.005, memory: 10215, top1_acc: 0.7572, top5_acc: 0.9125, loss_cls: 0.9519, loss: 0.9519, grad_norm: 3.2846 2020-08-16 12:49:01,753 - mmaction - INFO - Epoch [50][120/940] lr: 4.000e-04, eta: 0:16:44, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7484, top5_acc: 0.9131, loss_cls: 0.9935, loss: 0.9935, grad_norm: 3.3879 2020-08-16 12:49:28,698 - mmaction - INFO - Epoch [50][140/940] lr: 4.000e-04, eta: 0:16:19, time: 1.350, data_time: 0.007, memory: 10215, top1_acc: 0.7539, top5_acc: 0.9150, loss_cls: 0.9496, loss: 0.9496, grad_norm: 3.3300 2020-08-16 12:49:54,086 - mmaction - INFO - Epoch [50][160/940] lr: 4.000e-04, eta: 0:15:55, time: 1.268, data_time: 0.005, memory: 10215, top1_acc: 0.7553, top5_acc: 0.9154, loss_cls: 0.9384, loss: 0.9384, grad_norm: 3.3119 2020-08-16 12:50:18,865 - mmaction - INFO - Epoch [50][180/940] lr: 4.000e-04, eta: 0:15:30, time: 1.240, data_time: 0.005, memory: 10215, top1_acc: 0.7561, top5_acc: 0.9182, loss_cls: 0.9373, loss: 0.9373, grad_norm: 3.3134 2020-08-16 12:50:45,895 - mmaction - INFO - Epoch [50][200/940] lr: 4.000e-04, eta: 0:15:06, time: 1.350, data_time: 0.005, memory: 10215, top1_acc: 0.7555, top5_acc: 0.9197, loss_cls: 0.9306, loss: 0.9306, grad_norm: 3.3387 2020-08-16 12:51:11,747 - mmaction - INFO - Epoch [50][220/940] lr: 4.000e-04, eta: 0:14:41, time: 1.294, data_time: 0.005, memory: 10215, top1_acc: 0.7541, top5_acc: 0.9180, loss_cls: 0.9708, loss: 0.9708, grad_norm: 3.4086 2020-08-16 12:51:37,543 - mmaction - INFO - Epoch [50][240/940] lr: 4.000e-04, eta: 0:14:17, time: 1.288, data_time: 0.004, memory: 10215, top1_acc: 0.7578, top5_acc: 0.9090, loss_cls: 0.9423, loss: 0.9423, grad_norm: 3.3285 2020-08-16 12:52:02,522 - mmaction - INFO - Epoch [50][260/940] lr: 4.000e-04, eta: 0:13:52, time: 1.250, data_time: 0.005, memory: 10215, top1_acc: 0.7514, top5_acc: 0.9148, loss_cls: 0.9685, loss: 0.9685, grad_norm: 3.3679 2020-08-16 12:52:26,939 - mmaction - INFO - Epoch [50][280/940] lr: 4.000e-04, eta: 0:13:28, time: 1.220, data_time: 0.005, memory: 10215, top1_acc: 0.7598, top5_acc: 0.9182, loss_cls: 0.9245, loss: 0.9245, grad_norm: 3.2762 2020-08-16 12:52:52,269 - mmaction - INFO - Epoch [50][300/940] lr: 4.000e-04, eta: 0:13:03, time: 1.267, data_time: 0.002, memory: 10215, top1_acc: 0.7484, top5_acc: 0.9186, loss_cls: 0.9659, loss: 0.9659, grad_norm: 3.3879 2020-08-16 12:53:16,880 - mmaction - INFO - Epoch [50][320/940] lr: 4.000e-04, eta: 0:12:39, time: 1.231, data_time: 0.005, memory: 10215, top1_acc: 0.7602, top5_acc: 0.9211, loss_cls: 0.9273, loss: 0.9273, grad_norm: 3.2976 2020-08-16 12:53:41,908 - mmaction - INFO - Epoch [50][340/940] lr: 4.000e-04, eta: 0:12:14, time: 1.251, data_time: 0.002, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9057, loss_cls: 0.9453, loss: 0.9453, grad_norm: 3.3214 2020-08-16 12:54:06,582 - mmaction - INFO - Epoch [50][360/940] lr: 4.000e-04, eta: 0:11:50, time: 1.232, data_time: 0.005, memory: 10215, top1_acc: 0.7592, top5_acc: 0.9150, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.2654 2020-08-16 12:54:31,810 - mmaction - INFO - Epoch [50][380/940] lr: 4.000e-04, eta: 0:11:25, time: 1.260, data_time: 0.005, memory: 10215, top1_acc: 0.7570, top5_acc: 0.9154, loss_cls: 0.9484, loss: 0.9484, grad_norm: 3.3576 2020-08-16 12:54:56,764 - mmaction - INFO - Epoch [50][400/940] lr: 4.000e-04, eta: 0:11:01, time: 1.248, data_time: 0.008, memory: 10215, top1_acc: 0.7551, top5_acc: 0.9195, loss_cls: 0.9646, loss: 0.9646, grad_norm: 3.3699 2020-08-16 12:55:21,601 - mmaction - INFO - Epoch [50][420/940] lr: 4.000e-04, eta: 0:10:36, time: 1.244, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9234, loss_cls: 0.9222, loss: 0.9222, grad_norm: 3.3042 2020-08-16 12:55:46,712 - mmaction - INFO - Epoch [50][440/940] lr: 4.000e-04, eta: 0:10:12, time: 1.254, data_time: 0.004, memory: 10215, top1_acc: 0.7592, top5_acc: 0.9146, loss_cls: 0.9450, loss: 0.9450, grad_norm: 3.2892 2020-08-16 12:56:12,198 - mmaction - INFO - Epoch [50][460/940] lr: 4.000e-04, eta: 0:09:47, time: 1.276, data_time: 0.005, memory: 10215, top1_acc: 0.7582, top5_acc: 0.9191, loss_cls: 0.9286, loss: 0.9286, grad_norm: 3.3202 2020-08-16 12:56:38,408 - mmaction - INFO - Epoch [50][480/940] lr: 4.000e-04, eta: 0:09:23, time: 1.309, data_time: 0.005, memory: 10215, top1_acc: 0.7604, top5_acc: 0.9215, loss_cls: 0.9341, loss: 0.9341, grad_norm: 3.3393 2020-08-16 12:57:01,740 - mmaction - INFO - Epoch [50][500/940] lr: 4.000e-04, eta: 0:08:58, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.7547, top5_acc: 0.9105, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.3265 2020-08-16 12:57:27,610 - mmaction - INFO - Epoch [50][520/940] lr: 4.000e-04, eta: 0:08:34, time: 1.291, data_time: 0.005, memory: 10215, top1_acc: 0.7492, top5_acc: 0.9111, loss_cls: 0.9698, loss: 0.9698, grad_norm: 3.3588 2020-08-16 12:57:53,685 - mmaction - INFO - Epoch [50][540/940] lr: 4.000e-04, eta: 0:08:09, time: 1.306, data_time: 0.006, memory: 10215, top1_acc: 0.7486, top5_acc: 0.9146, loss_cls: 0.9756, loss: 0.9756, grad_norm: 3.3676 2020-08-16 12:58:18,249 - mmaction - INFO - Epoch [50][560/940] lr: 4.000e-04, eta: 0:07:45, time: 1.228, data_time: 0.004, memory: 10215, top1_acc: 0.7641, top5_acc: 0.9178, loss_cls: 0.9179, loss: 0.9179, grad_norm: 3.3059 2020-08-16 12:58:44,045 - mmaction - INFO - Epoch [50][580/940] lr: 4.000e-04, eta: 0:07:20, time: 1.290, data_time: 0.002, memory: 10215, top1_acc: 0.7598, top5_acc: 0.9166, loss_cls: 0.9485, loss: 0.9485, grad_norm: 3.3449 2020-08-16 12:59:09,287 - mmaction - INFO - Epoch [50][600/940] lr: 4.000e-04, eta: 0:06:56, time: 1.261, data_time: 0.004, memory: 10215, top1_acc: 0.7596, top5_acc: 0.9187, loss_cls: 0.9333, loss: 0.9333, grad_norm: 3.3343 2020-08-16 12:59:35,362 - mmaction - INFO - Epoch [50][620/940] lr: 4.000e-04, eta: 0:06:31, time: 1.305, data_time: 0.005, memory: 10215, top1_acc: 0.7504, top5_acc: 0.9211, loss_cls: 0.9469, loss: 0.9469, grad_norm: 3.3691 2020-08-16 13:00:00,345 - mmaction - INFO - Epoch [50][640/940] lr: 4.000e-04, eta: 0:06:07, time: 1.249, data_time: 0.002, memory: 10215, top1_acc: 0.7494, top5_acc: 0.9143, loss_cls: 0.9697, loss: 0.9697, grad_norm: 3.3596 2020-08-16 13:00:26,373 - mmaction - INFO - Epoch [50][660/940] lr: 4.000e-04, eta: 0:05:42, time: 1.288, data_time: 0.004, memory: 10215, top1_acc: 0.7561, top5_acc: 0.9186, loss_cls: 0.9400, loss: 0.9400, grad_norm: 3.3666 2020-08-16 13:00:50,962 - mmaction - INFO - Epoch [50][680/940] lr: 4.000e-04, eta: 0:05:18, time: 1.243, data_time: 0.029, memory: 10215, top1_acc: 0.7508, top5_acc: 0.9197, loss_cls: 0.9444, loss: 0.9444, grad_norm: 3.3090 2020-08-16 13:01:15,780 - mmaction - INFO - Epoch [50][700/940] lr: 4.000e-04, eta: 0:04:53, time: 1.239, data_time: 0.005, memory: 10215, top1_acc: 0.7496, top5_acc: 0.9148, loss_cls: 0.9553, loss: 0.9553, grad_norm: 3.3275 2020-08-16 13:01:42,512 - mmaction - INFO - Epoch [50][720/940] lr: 4.000e-04, eta: 0:04:29, time: 1.339, data_time: 0.005, memory: 10215, top1_acc: 0.7521, top5_acc: 0.9137, loss_cls: 0.9602, loss: 0.9602, grad_norm: 3.3590 2020-08-16 13:02:07,479 - mmaction - INFO - Epoch [50][740/940] lr: 4.000e-04, eta: 0:04:05, time: 1.246, data_time: 0.004, memory: 10215, top1_acc: 0.7586, top5_acc: 0.9129, loss_cls: 0.9528, loss: 0.9528, grad_norm: 3.3467 2020-08-16 13:02:32,439 - mmaction - INFO - Epoch [50][760/940] lr: 4.000e-04, eta: 0:03:40, time: 1.250, data_time: 0.006, memory: 10215, top1_acc: 0.7613, top5_acc: 0.9203, loss_cls: 0.9402, loss: 0.9402, grad_norm: 3.3170 2020-08-16 13:02:56,718 - mmaction - INFO - Epoch [50][780/940] lr: 4.000e-04, eta: 0:03:16, time: 1.212, data_time: 0.006, memory: 10215, top1_acc: 0.7584, top5_acc: 0.9180, loss_cls: 0.9410, loss: 0.9410, grad_norm: 3.3422 2020-08-16 13:03:21,960 - mmaction - INFO - Epoch [50][800/940] lr: 4.000e-04, eta: 0:02:51, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.7574, top5_acc: 0.9113, loss_cls: 0.9547, loss: 0.9547, grad_norm: 3.3596 2020-08-16 13:03:45,949 - mmaction - INFO - Epoch [50][820/940] lr: 4.000e-04, eta: 0:02:27, time: 1.198, data_time: 0.006, memory: 10215, top1_acc: 0.7529, top5_acc: 0.9156, loss_cls: 0.9505, loss: 0.9505, grad_norm: 3.3712 2020-08-16 13:04:11,879 - mmaction - INFO - Epoch [50][840/940] lr: 4.000e-04, eta: 0:02:02, time: 1.298, data_time: 0.005, memory: 10215, top1_acc: 0.7531, top5_acc: 0.9178, loss_cls: 0.9663, loss: 0.9663, grad_norm: 3.4016 2020-08-16 13:04:35,122 - mmaction - INFO - Epoch [50][860/940] lr: 4.000e-04, eta: 0:01:38, time: 1.160, data_time: 0.005, memory: 10215, top1_acc: 0.7561, top5_acc: 0.9137, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.3225 2020-08-16 13:05:00,362 - mmaction - INFO - Epoch [50][880/940] lr: 4.000e-04, eta: 0:01:13, time: 1.264, data_time: 0.005, memory: 10215, top1_acc: 0.7625, top5_acc: 0.9111, loss_cls: 0.9233, loss: 0.9233, grad_norm: 3.2627 2020-08-16 13:05:25,933 - mmaction - INFO - Epoch [50][900/940] lr: 4.000e-04, eta: 0:00:49, time: 1.277, data_time: 0.005, memory: 10215, top1_acc: 0.7527, top5_acc: 0.9152, loss_cls: 0.9576, loss: 0.9576, grad_norm: 3.3403 2020-08-16 13:05:51,050 - mmaction - INFO - Epoch [50][920/940] lr: 4.000e-04, eta: 0:00:24, time: 1.257, data_time: 0.007, memory: 10215, top1_acc: 0.7662, top5_acc: 0.9213, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.2782 2020-08-16 13:06:14,450 - mmaction - INFO - Epoch [50][940/940] lr: 4.000e-04, eta: 0:00:00, time: 1.168, data_time: 0.005, memory: 10215, top1_acc: 0.7510, top5_acc: 0.9129, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.3974 2020-08-16 13:06:14,771 - mmaction - INFO - Saving checkpoint at 50 epochs