2020-07-24 12:00:24,151 - 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: 1.0rc0 MMAction2: 0.1.0+b96aab9 ------------------------------------------------------------ 2020-07-24 12:00:24,152 - mmaction - INFO - Distributed training: True 2020-07-24 12:00:24,152 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2/slurm_configs/tsm_nl_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='embedded_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', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='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=7, 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=0.00875 * 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)] 2020-07-24 12:00:24,152 - mmaction - INFO - Set random seed to 0, deterministic: True 2020-07-24 12:00:40,256 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-07-24 12:00:43,249 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-63, work_dir: /mnt/lustre/linjintao/try/mmaction2/workdir/tsm_nl_32g_embedded_gaussian 2020-07-24 12:00:43,249 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-07-24 12:01:45,675 - mmaction - INFO - Epoch [1][20/1074] lr: 3.500e-02, eta: 1 day, 22:23:09, time: 3.111, data_time: 0.664, memory: 9526, top1_acc: 0.0237, top5_acc: 0.0681, loss_cls: 6.0236, loss: 6.0236, grad_norm: 2.2948 2020-07-24 12:02:06,380 - mmaction - INFO - Epoch [1][40/1074] lr: 3.500e-02, eta: 1 day, 6:56:12, time: 1.040, data_time: 0.012, memory: 9526, top1_acc: 0.0748, top5_acc: 0.1944, loss_cls: 5.2515, loss: 5.2515, grad_norm: 2.9026 2020-07-24 12:02:27,362 - mmaction - INFO - Epoch [1][60/1074] lr: 3.500e-02, eta: 1 day, 1:50:09, time: 1.051, data_time: 0.007, memory: 9526, top1_acc: 0.1114, top5_acc: 0.2810, loss_cls: 4.7321, loss: 4.7321, grad_norm: 3.3225 2020-07-24 12:02:48,141 - mmaction - INFO - Epoch [1][80/1074] lr: 3.500e-02, eta: 23:14:26, time: 1.040, data_time: 0.009, memory: 9526, top1_acc: 0.1379, top5_acc: 0.3310, loss_cls: 4.3898, loss: 4.3898, grad_norm: 3.6115 2020-07-24 12:03:08,910 - mmaction - INFO - Epoch [1][100/1074] lr: 3.500e-02, eta: 21:40:37, time: 1.038, data_time: 0.008, memory: 9526, top1_acc: 0.1502, top5_acc: 0.3504, loss_cls: 4.3371, loss: 4.3371, grad_norm: 3.5709 2020-07-24 12:03:30,073 - mmaction - INFO - Epoch [1][120/1074] lr: 3.500e-02, eta: 20:40:36, time: 1.056, data_time: 0.006, memory: 9526, top1_acc: 0.1759, top5_acc: 0.3940, loss_cls: 4.0599, loss: 4.0599, grad_norm: 3.5360 2020-07-24 12:03:51,033 - mmaction - INFO - Epoch [1][140/1074] lr: 3.500e-02, eta: 19:56:47, time: 1.049, data_time: 0.007, memory: 9526, top1_acc: 0.1926, top5_acc: 0.4266, loss_cls: 3.9321, loss: 3.9321, grad_norm: 3.5750 2020-07-24 12:04:12,307 - mmaction - INFO - Epoch [1][160/1074] lr: 3.500e-02, eta: 19:25:30, time: 1.064, data_time: 0.009, memory: 9526, top1_acc: 0.1911, top5_acc: 0.4161, loss_cls: 3.9543, loss: 3.9543, grad_norm: 3.6610 2020-07-24 12:04:34,578 - mmaction - INFO - Epoch [1][180/1074] lr: 3.500e-02, eta: 19:05:43, time: 1.111, data_time: 0.009, memory: 9526, top1_acc: 0.2074, top5_acc: 0.4489, loss_cls: 3.7790, loss: 3.7790, grad_norm: 3.5270 2020-07-24 12:04:56,827 - mmaction - INFO - Epoch [1][200/1074] lr: 3.500e-02, eta: 18:50:04, time: 1.114, data_time: 0.008, memory: 9526, top1_acc: 0.2199, top5_acc: 0.4542, loss_cls: 3.7428, loss: 3.7428, grad_norm: 3.4707 2020-07-24 12:05:17,877 - mmaction - INFO - Epoch [1][220/1074] lr: 3.500e-02, eta: 18:32:06, time: 1.051, data_time: 0.009, memory: 9526, top1_acc: 0.2221, top5_acc: 0.4574, loss_cls: 3.7159, loss: 3.7159, grad_norm: 3.5096 2020-07-24 12:05:40,456 - mmaction - INFO - Epoch [1][240/1074] lr: 3.500e-02, eta: 18:23:08, time: 1.133, data_time: 0.008, memory: 9526, top1_acc: 0.2368, top5_acc: 0.4786, loss_cls: 3.6160, loss: 3.6160, grad_norm: 3.5351 2020-07-24 12:06:02,060 - mmaction - INFO - Epoch [1][260/1074] lr: 3.500e-02, eta: 18:11:55, time: 1.080, data_time: 0.007, memory: 9526, top1_acc: 0.2422, top5_acc: 0.4804, loss_cls: 3.5895, loss: 3.5895, grad_norm: 3.5788 2020-07-24 12:06:25,275 - mmaction - INFO - Epoch [1][280/1074] lr: 3.500e-02, eta: 18:07:21, time: 1.161, data_time: 0.004, memory: 9526, top1_acc: 0.2467, top5_acc: 0.4924, loss_cls: 3.5419, loss: 3.5419, grad_norm: 3.4725 2020-07-24 12:06:48,297 - mmaction - INFO - Epoch [1][300/1074] lr: 3.500e-02, eta: 18:02:44, time: 1.150, data_time: 0.007, memory: 9526, top1_acc: 0.2516, top5_acc: 0.5058, loss_cls: 3.5251, loss: 3.5251, grad_norm: 3.5987 2020-07-24 12:07:11,355 - mmaction - INFO - Epoch [1][320/1074] lr: 3.500e-02, eta: 17:58:50, time: 1.154, data_time: 0.006, memory: 9526, top1_acc: 0.2422, top5_acc: 0.5020, loss_cls: 3.4970, loss: 3.4970, grad_norm: 3.4453 2020-07-24 12:07:34,191 - mmaction - INFO - Epoch [1][340/1074] lr: 3.500e-02, eta: 17:54:29, time: 1.137, data_time: 0.008, memory: 9526, top1_acc: 0.2618, top5_acc: 0.5118, loss_cls: 3.4480, loss: 3.4480, grad_norm: 3.4776 2020-07-24 12:07:58,879 - mmaction - INFO - Epoch [1][360/1074] lr: 3.500e-02, eta: 17:55:36, time: 1.239, data_time: 0.009, memory: 9526, top1_acc: 0.2623, top5_acc: 0.5163, loss_cls: 3.4345, loss: 3.4345, grad_norm: 3.4601 2020-07-24 12:08:21,764 - mmaction - INFO - Epoch [1][380/1074] lr: 3.500e-02, eta: 17:52:07, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.2770, top5_acc: 0.5379, loss_cls: 3.3377, loss: 3.3377, grad_norm: 3.4067 2020-07-24 12:08:46,388 - mmaction - INFO - Epoch [1][400/1074] lr: 3.500e-02, eta: 17:52:52, time: 1.232, data_time: 0.005, memory: 9526, top1_acc: 0.2828, top5_acc: 0.5482, loss_cls: 3.3161, loss: 3.3161, grad_norm: 3.4218 2020-07-24 12:09:09,331 - mmaction - INFO - Epoch [1][420/1074] lr: 3.500e-02, eta: 17:49:42, time: 1.143, data_time: 0.005, memory: 9526, top1_acc: 0.2971, top5_acc: 0.5417, loss_cls: 3.2600, loss: 3.2600, grad_norm: 3.4179 2020-07-24 12:09:31,468 - mmaction - INFO - Epoch [1][440/1074] lr: 3.500e-02, eta: 17:45:30, time: 1.110, data_time: 0.008, memory: 9526, top1_acc: 0.2853, top5_acc: 0.5359, loss_cls: 3.3057, loss: 3.3057, grad_norm: 3.3956 2020-07-24 12:09:53,122 - mmaction - INFO - Epoch [1][460/1074] lr: 3.500e-02, eta: 17:40:37, time: 1.084, data_time: 0.008, memory: 9526, top1_acc: 0.2993, top5_acc: 0.5558, loss_cls: 3.2019, loss: 3.2019, grad_norm: 3.4383 2020-07-24 12:10:16,607 - mmaction - INFO - Epoch [1][480/1074] lr: 3.500e-02, eta: 17:39:26, time: 1.174, data_time: 0.003, memory: 9526, top1_acc: 0.2960, top5_acc: 0.5645, loss_cls: 3.1987, loss: 3.1987, grad_norm: 3.4706 2020-07-24 12:10:38,707 - mmaction - INFO - Epoch [1][500/1074] lr: 3.500e-02, eta: 17:35:48, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.3085, top5_acc: 0.5618, loss_cls: 3.1638, loss: 3.1638, grad_norm: 3.4556 2020-07-24 12:11:03,786 - mmaction - INFO - Epoch [1][520/1074] lr: 3.500e-02, eta: 17:37:32, time: 1.253, data_time: 0.004, memory: 9526, top1_acc: 0.2964, top5_acc: 0.5670, loss_cls: 3.1796, loss: 3.1796, grad_norm: 3.5434 2020-07-24 12:11:26,031 - mmaction - INFO - Epoch [1][540/1074] lr: 3.500e-02, eta: 17:34:31, time: 1.113, data_time: 0.007, memory: 9526, top1_acc: 0.3002, top5_acc: 0.5681, loss_cls: 3.2019, loss: 3.2019, grad_norm: 3.3735 2020-07-24 12:11:50,893 - mmaction - INFO - Epoch [1][560/1074] lr: 3.500e-02, eta: 17:35:46, time: 1.242, data_time: 0.003, memory: 9526, top1_acc: 0.3145, top5_acc: 0.5656, loss_cls: 3.1530, loss: 3.1530, grad_norm: 3.4350 2020-07-24 12:12:15,167 - mmaction - INFO - Epoch [1][580/1074] lr: 3.500e-02, eta: 17:36:04, time: 1.215, data_time: 0.007, memory: 9526, top1_acc: 0.3105, top5_acc: 0.5710, loss_cls: 3.1442, loss: 3.1442, grad_norm: 3.3529 2020-07-24 12:12:36,942 - mmaction - INFO - Epoch [1][600/1074] lr: 3.500e-02, eta: 17:32:35, time: 1.088, data_time: 0.003, memory: 9526, top1_acc: 0.3161, top5_acc: 0.5813, loss_cls: 3.1053, loss: 3.1053, grad_norm: 3.4160 2020-07-24 12:13:00,906 - mmaction - INFO - Epoch [1][620/1074] lr: 3.500e-02, eta: 17:32:28, time: 1.199, data_time: 0.007, memory: 9526, top1_acc: 0.3268, top5_acc: 0.5935, loss_cls: 3.0440, loss: 3.0440, grad_norm: 3.3926 2020-07-24 12:13:22,844 - mmaction - INFO - Epoch [1][640/1074] lr: 3.500e-02, eta: 17:29:27, time: 1.094, data_time: 0.004, memory: 9526, top1_acc: 0.3152, top5_acc: 0.5842, loss_cls: 3.0830, loss: 3.0830, grad_norm: 3.3782 2020-07-24 12:13:49,242 - mmaction - INFO - Epoch [1][660/1074] lr: 3.500e-02, eta: 17:32:40, time: 1.322, data_time: 0.005, memory: 9526, top1_acc: 0.3366, top5_acc: 0.5940, loss_cls: 3.0182, loss: 3.0182, grad_norm: 3.3943 2020-07-24 12:14:12,793 - mmaction - INFO - Epoch [1][680/1074] lr: 3.500e-02, eta: 17:31:55, time: 1.177, data_time: 0.006, memory: 9526, top1_acc: 0.3112, top5_acc: 0.5839, loss_cls: 3.1031, loss: 3.1031, grad_norm: 3.4402 2020-07-24 12:14:35,014 - mmaction - INFO - Epoch [1][700/1074] lr: 3.500e-02, eta: 17:29:31, time: 1.112, data_time: 0.009, memory: 9526, top1_acc: 0.3391, top5_acc: 0.5926, loss_cls: 3.0365, loss: 3.0365, grad_norm: 3.3176 2020-07-24 12:14:57,826 - mmaction - INFO - Epoch [1][720/1074] lr: 3.500e-02, eta: 17:27:55, time: 1.139, data_time: 0.003, memory: 9526, top1_acc: 0.3321, top5_acc: 0.6029, loss_cls: 2.9858, loss: 2.9858, grad_norm: 3.3560 2020-07-24 12:15:20,483 - mmaction - INFO - Epoch [1][740/1074] lr: 3.500e-02, eta: 17:26:12, time: 1.131, data_time: 0.008, memory: 9526, top1_acc: 0.3359, top5_acc: 0.6129, loss_cls: 2.9508, loss: 2.9508, grad_norm: 3.2645 2020-07-24 12:15:45,062 - mmaction - INFO - Epoch [1][760/1074] lr: 3.500e-02, eta: 17:26:52, time: 1.231, data_time: 0.007, memory: 9526, top1_acc: 0.3319, top5_acc: 0.6009, loss_cls: 2.9851, loss: 2.9851, grad_norm: 3.3809 2020-07-24 12:16:08,394 - mmaction - INFO - Epoch [1][780/1074] lr: 3.500e-02, eta: 17:25:59, time: 1.165, data_time: 0.009, memory: 9526, top1_acc: 0.3511, top5_acc: 0.6158, loss_cls: 2.9331, loss: 2.9331, grad_norm: 3.3441 2020-07-24 12:16:32,104 - mmaction - INFO - Epoch [1][800/1074] lr: 3.500e-02, eta: 17:25:39, time: 1.189, data_time: 0.008, memory: 9526, top1_acc: 0.3431, top5_acc: 0.6063, loss_cls: 2.9467, loss: 2.9467, grad_norm: 3.3587 2020-07-24 12:16:55,069 - mmaction - INFO - Epoch [1][820/1074] lr: 3.500e-02, eta: 17:24:23, time: 1.146, data_time: 0.006, memory: 9526, top1_acc: 0.3569, top5_acc: 0.6138, loss_cls: 2.9152, loss: 2.9152, grad_norm: 3.2744 2020-07-24 12:17:20,225 - mmaction - INFO - Epoch [1][840/1074] lr: 3.500e-02, eta: 17:25:34, time: 1.260, data_time: 0.007, memory: 9526, top1_acc: 0.3589, top5_acc: 0.6241, loss_cls: 2.8864, loss: 2.8864, grad_norm: 3.3247 2020-07-24 12:17:42,379 - mmaction - INFO - Epoch [1][860/1074] lr: 3.500e-02, eta: 17:23:27, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.3516, top5_acc: 0.6007, loss_cls: 2.9660, loss: 2.9660, grad_norm: 3.3200 2020-07-24 12:18:04,308 - mmaction - INFO - Epoch [1][880/1074] lr: 3.500e-02, eta: 17:21:23, time: 1.101, data_time: 0.009, memory: 9526, top1_acc: 0.3417, top5_acc: 0.5991, loss_cls: 2.9695, loss: 2.9695, grad_norm: 3.4040 2020-07-24 12:18:28,126 - mmaction - INFO - Epoch [1][900/1074] lr: 3.500e-02, eta: 17:21:07, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.3527, top5_acc: 0.6087, loss_cls: 2.9002, loss: 2.9002, grad_norm: 3.2555 2020-07-24 12:18:50,935 - mmaction - INFO - Epoch [1][920/1074] lr: 3.500e-02, eta: 17:19:56, time: 1.142, data_time: 0.005, memory: 9526, top1_acc: 0.3676, top5_acc: 0.6246, loss_cls: 2.8544, loss: 2.8544, grad_norm: 3.3211 2020-07-24 12:19:15,333 - mmaction - INFO - Epoch [1][940/1074] lr: 3.500e-02, eta: 17:20:14, time: 1.220, data_time: 0.003, memory: 9526, top1_acc: 0.3518, top5_acc: 0.6129, loss_cls: 2.8823, loss: 2.8823, grad_norm: 3.4143 2020-07-24 12:19:39,954 - mmaction - INFO - Epoch [1][960/1074] lr: 3.500e-02, eta: 17:20:43, time: 1.231, data_time: 0.005, memory: 9526, top1_acc: 0.3571, top5_acc: 0.6283, loss_cls: 2.8590, loss: 2.8590, grad_norm: 3.2633 2020-07-24 12:20:02,281 - mmaction - INFO - Epoch [1][980/1074] lr: 3.500e-02, eta: 17:19:08, time: 1.117, data_time: 0.006, memory: 9526, top1_acc: 0.3641, top5_acc: 0.6261, loss_cls: 2.8379, loss: 2.8379, grad_norm: 3.3397 2020-07-24 12:20:25,989 - mmaction - INFO - Epoch [1][1000/1074] lr: 3.500e-02, eta: 17:18:45, time: 1.184, data_time: 0.003, memory: 9526, top1_acc: 0.3685, top5_acc: 0.6172, loss_cls: 2.8848, loss: 2.8848, grad_norm: 3.3014 2020-07-24 12:20:48,934 - mmaction - INFO - Epoch [1][1020/1074] lr: 3.500e-02, eta: 17:17:43, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.3781, top5_acc: 0.6288, loss_cls: 2.7936, loss: 2.7936, grad_norm: 3.2444 2020-07-24 12:21:12,499 - mmaction - INFO - Epoch [1][1040/1074] lr: 3.500e-02, eta: 17:17:19, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.3643, top5_acc: 0.6246, loss_cls: 2.8312, loss: 2.8312, grad_norm: 3.3403 2020-07-24 12:21:34,317 - mmaction - INFO - Epoch [1][1060/1074] lr: 3.500e-02, eta: 17:15:25, time: 1.091, data_time: 0.006, memory: 9526, top1_acc: 0.3663, top5_acc: 0.6252, loss_cls: 2.8399, loss: 2.8399, grad_norm: 3.2688 2020-07-24 12:21:50,313 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-07-24 12:22:25,095 - mmaction - INFO - Epoch [2][20/1074] lr: 3.500e-02, eta: 17:08:18, time: 1.605, data_time: 0.461, memory: 9526, top1_acc: 0.3846, top5_acc: 0.6504, loss_cls: 2.7087, loss: 2.7087, grad_norm: 3.2631 2020-07-24 12:22:46,993 - mmaction - INFO - Epoch [2][40/1074] lr: 3.500e-02, eta: 17:06:40, time: 1.094, data_time: 0.003, memory: 9526, top1_acc: 0.3908, top5_acc: 0.6491, loss_cls: 2.7355, loss: 2.7355, grad_norm: 3.3634 2020-07-24 12:23:10,039 - mmaction - INFO - Epoch [2][60/1074] lr: 3.500e-02, eta: 17:05:55, time: 1.148, data_time: 0.009, memory: 9526, top1_acc: 0.3940, top5_acc: 0.6621, loss_cls: 2.6616, loss: 2.6616, grad_norm: 3.2581 2020-07-24 12:23:32,664 - mmaction - INFO - Epoch [2][80/1074] lr: 3.500e-02, eta: 17:04:57, time: 1.132, data_time: 0.008, memory: 9526, top1_acc: 0.3808, top5_acc: 0.6473, loss_cls: 2.7271, loss: 2.7271, grad_norm: 3.3257 2020-07-24 12:23:56,788 - mmaction - INFO - Epoch [2][100/1074] lr: 3.500e-02, eta: 17:05:09, time: 1.210, data_time: 0.008, memory: 9526, top1_acc: 0.3790, top5_acc: 0.6516, loss_cls: 2.7077, loss: 2.7077, grad_norm: 3.2268 2020-07-24 12:24:20,601 - mmaction - INFO - Epoch [2][120/1074] lr: 3.500e-02, eta: 17:05:02, time: 1.190, data_time: 0.006, memory: 9526, top1_acc: 0.3795, top5_acc: 0.6420, loss_cls: 2.7641, loss: 2.7641, grad_norm: 3.2545 2020-07-24 12:24:43,948 - mmaction - INFO - Epoch [2][140/1074] lr: 3.500e-02, eta: 17:04:35, time: 1.167, data_time: 0.004, memory: 9526, top1_acc: 0.3929, top5_acc: 0.6502, loss_cls: 2.7093, loss: 2.7093, grad_norm: 3.2846 2020-07-24 12:25:06,858 - mmaction - INFO - Epoch [2][160/1074] lr: 3.500e-02, eta: 17:03:50, time: 1.146, data_time: 0.007, memory: 9526, top1_acc: 0.3875, top5_acc: 0.6589, loss_cls: 2.6662, loss: 2.6662, grad_norm: 3.2618 2020-07-24 12:25:30,171 - mmaction - INFO - Epoch [2][180/1074] lr: 3.500e-02, eta: 17:03:22, time: 1.165, data_time: 0.003, memory: 9526, top1_acc: 0.3835, top5_acc: 0.6449, loss_cls: 2.7032, loss: 2.7032, grad_norm: 3.2075 2020-07-24 12:25:55,466 - mmaction - INFO - Epoch [2][200/1074] lr: 3.500e-02, eta: 17:04:16, time: 1.265, data_time: 0.004, memory: 9526, top1_acc: 0.3873, top5_acc: 0.6520, loss_cls: 2.7126, loss: 2.7126, grad_norm: 3.2716 2020-07-24 12:26:17,009 - mmaction - INFO - Epoch [2][220/1074] lr: 3.500e-02, eta: 17:02:35, time: 1.076, data_time: 0.004, memory: 9526, top1_acc: 0.3980, top5_acc: 0.6594, loss_cls: 2.6753, loss: 2.6753, grad_norm: 3.2462 2020-07-24 12:26:40,601 - mmaction - INFO - Epoch [2][240/1074] lr: 3.500e-02, eta: 17:02:15, time: 1.176, data_time: 0.007, memory: 9526, top1_acc: 0.4060, top5_acc: 0.6632, loss_cls: 2.6422, loss: 2.6422, grad_norm: 3.2377 2020-07-24 12:27:04,096 - mmaction - INFO - Epoch [2][260/1074] lr: 3.500e-02, eta: 17:01:59, time: 1.179, data_time: 0.008, memory: 9526, top1_acc: 0.3888, top5_acc: 0.6679, loss_cls: 2.6506, loss: 2.6506, grad_norm: 3.3266 2020-07-24 12:27:28,027 - mmaction - INFO - Epoch [2][280/1074] lr: 3.500e-02, eta: 17:01:53, time: 1.194, data_time: 0.008, memory: 9526, top1_acc: 0.3893, top5_acc: 0.6518, loss_cls: 2.6797, loss: 2.6797, grad_norm: 3.2036 2020-07-24 12:27:51,993 - mmaction - INFO - Epoch [2][300/1074] lr: 3.500e-02, eta: 17:01:51, time: 1.200, data_time: 0.008, memory: 9526, top1_acc: 0.4038, top5_acc: 0.6652, loss_cls: 2.6102, loss: 2.6102, grad_norm: 3.2654 2020-07-24 12:28:14,900 - mmaction - INFO - Epoch [2][320/1074] lr: 3.500e-02, eta: 17:01:06, time: 1.143, data_time: 0.008, memory: 9526, top1_acc: 0.4025, top5_acc: 0.6609, loss_cls: 2.6405, loss: 2.6405, grad_norm: 3.2455 2020-07-24 12:28:38,144 - mmaction - INFO - Epoch [2][340/1074] lr: 3.500e-02, eta: 17:00:40, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.3958, top5_acc: 0.6603, loss_cls: 2.6418, loss: 2.6418, grad_norm: 3.2078 2020-07-24 12:29:01,076 - mmaction - INFO - Epoch [2][360/1074] lr: 3.500e-02, eta: 16:59:55, time: 1.142, data_time: 0.006, memory: 9526, top1_acc: 0.3951, top5_acc: 0.6661, loss_cls: 2.6197, loss: 2.6197, grad_norm: 3.1556 2020-07-24 12:29:24,194 - mmaction - INFO - Epoch [2][380/1074] lr: 3.500e-02, eta: 16:59:23, time: 1.159, data_time: 0.008, memory: 9526, top1_acc: 0.4096, top5_acc: 0.6652, loss_cls: 2.5776, loss: 2.5776, grad_norm: 3.2026 2020-07-24 12:29:46,695 - mmaction - INFO - Epoch [2][400/1074] lr: 3.500e-02, eta: 16:58:25, time: 1.123, data_time: 0.006, memory: 9526, top1_acc: 0.3964, top5_acc: 0.6696, loss_cls: 2.6027, loss: 2.6027, grad_norm: 3.1992 2020-07-24 12:30:10,624 - mmaction - INFO - Epoch [2][420/1074] lr: 3.500e-02, eta: 16:58:22, time: 1.199, data_time: 0.007, memory: 9526, top1_acc: 0.3982, top5_acc: 0.6563, loss_cls: 2.6384, loss: 2.6384, grad_norm: 3.2260 2020-07-24 12:30:34,798 - mmaction - INFO - Epoch [2][440/1074] lr: 3.500e-02, eta: 16:58:26, time: 1.210, data_time: 0.004, memory: 9526, top1_acc: 0.4083, top5_acc: 0.6741, loss_cls: 2.5821, loss: 2.5821, grad_norm: 3.2115 2020-07-24 12:30:57,888 - mmaction - INFO - Epoch [2][460/1074] lr: 3.500e-02, eta: 16:57:51, time: 1.154, data_time: 0.007, memory: 9526, top1_acc: 0.4074, top5_acc: 0.6636, loss_cls: 2.6121, loss: 2.6121, grad_norm: 3.1632 2020-07-24 12:31:21,670 - mmaction - INFO - Epoch [2][480/1074] lr: 3.500e-02, eta: 16:57:40, time: 1.189, data_time: 0.004, memory: 9526, top1_acc: 0.4051, top5_acc: 0.6592, loss_cls: 2.6189, loss: 2.6189, grad_norm: 3.1232 2020-07-24 12:31:45,391 - mmaction - INFO - Epoch [2][500/1074] lr: 3.500e-02, eta: 16:57:27, time: 1.186, data_time: 0.006, memory: 9526, top1_acc: 0.4114, top5_acc: 0.6768, loss_cls: 2.5482, loss: 2.5482, grad_norm: 3.2588 2020-07-24 12:32:07,097 - mmaction - INFO - Epoch [2][520/1074] lr: 3.500e-02, eta: 16:56:07, time: 1.085, data_time: 0.004, memory: 9526, top1_acc: 0.4138, top5_acc: 0.6788, loss_cls: 2.5756, loss: 2.5756, grad_norm: 3.1934 2020-07-24 12:32:30,621 - mmaction - INFO - Epoch [2][540/1074] lr: 3.500e-02, eta: 16:55:45, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.4125, top5_acc: 0.6757, loss_cls: 2.5683, loss: 2.5683, grad_norm: 3.1778 2020-07-24 12:32:55,070 - mmaction - INFO - Epoch [2][560/1074] lr: 3.500e-02, eta: 16:55:57, time: 1.226, data_time: 0.008, memory: 9526, top1_acc: 0.3953, top5_acc: 0.6746, loss_cls: 2.5873, loss: 2.5873, grad_norm: 3.1731 2020-07-24 12:33:18,966 - mmaction - INFO - Epoch [2][580/1074] lr: 3.500e-02, eta: 16:55:49, time: 1.195, data_time: 0.003, memory: 9526, top1_acc: 0.4049, top5_acc: 0.6728, loss_cls: 2.5854, loss: 2.5854, grad_norm: 3.1673 2020-07-24 12:33:41,776 - mmaction - INFO - Epoch [2][600/1074] lr: 3.500e-02, eta: 16:55:06, time: 1.140, data_time: 0.006, memory: 9526, top1_acc: 0.4167, top5_acc: 0.6813, loss_cls: 2.5476, loss: 2.5476, grad_norm: 3.2412 2020-07-24 12:34:05,917 - mmaction - INFO - Epoch [2][620/1074] lr: 3.500e-02, eta: 16:55:05, time: 1.207, data_time: 0.008, memory: 9526, top1_acc: 0.4123, top5_acc: 0.6719, loss_cls: 2.5996, loss: 2.5996, grad_norm: 3.2033 2020-07-24 12:34:28,552 - mmaction - INFO - Epoch [2][640/1074] lr: 3.500e-02, eta: 16:54:18, time: 1.132, data_time: 0.004, memory: 9526, top1_acc: 0.4170, top5_acc: 0.6783, loss_cls: 2.5636, loss: 2.5636, grad_norm: 3.1243 2020-07-24 12:34:51,908 - mmaction - INFO - Epoch [2][660/1074] lr: 3.500e-02, eta: 16:53:53, time: 1.168, data_time: 0.006, memory: 9526, top1_acc: 0.4205, top5_acc: 0.6819, loss_cls: 2.5235, loss: 2.5235, grad_norm: 3.0912 2020-07-24 12:35:14,111 - mmaction - INFO - Epoch [2][680/1074] lr: 3.500e-02, eta: 16:52:50, time: 1.104, data_time: 0.003, memory: 9526, top1_acc: 0.4020, top5_acc: 0.6719, loss_cls: 2.6065, loss: 2.6065, grad_norm: 3.2586 2020-07-24 12:35:37,623 - mmaction - INFO - Epoch [2][700/1074] lr: 3.500e-02, eta: 16:52:34, time: 1.181, data_time: 0.010, memory: 9526, top1_acc: 0.4025, top5_acc: 0.6797, loss_cls: 2.5584, loss: 2.5584, grad_norm: 3.1123 2020-07-24 12:35:59,498 - mmaction - INFO - Epoch [2][720/1074] lr: 3.500e-02, eta: 16:51:23, time: 1.088, data_time: 0.008, memory: 9526, top1_acc: 0.4183, top5_acc: 0.6875, loss_cls: 2.5200, loss: 2.5200, grad_norm: 3.1360 2020-07-24 12:36:22,886 - mmaction - INFO - Epoch [2][740/1074] lr: 3.500e-02, eta: 16:51:02, time: 1.174, data_time: 0.009, memory: 9526, top1_acc: 0.4167, top5_acc: 0.6873, loss_cls: 2.5346, loss: 2.5346, grad_norm: 3.2197 2020-07-24 12:36:46,187 - mmaction - INFO - Epoch [2][760/1074] lr: 3.500e-02, eta: 16:50:35, time: 1.162, data_time: 0.008, memory: 9526, top1_acc: 0.4054, top5_acc: 0.6848, loss_cls: 2.5522, loss: 2.5522, grad_norm: 3.1887 2020-07-24 12:37:09,253 - mmaction - INFO - Epoch [2][780/1074] lr: 3.500e-02, eta: 16:50:04, time: 1.156, data_time: 0.008, memory: 9526, top1_acc: 0.4196, top5_acc: 0.6868, loss_cls: 2.5298, loss: 2.5298, grad_norm: 3.1708 2020-07-24 12:37:32,660 - mmaction - INFO - Epoch [2][800/1074] lr: 3.500e-02, eta: 16:49:40, time: 1.168, data_time: 0.008, memory: 9526, top1_acc: 0.4190, top5_acc: 0.6857, loss_cls: 2.4922, loss: 2.4922, grad_norm: 3.1167 2020-07-24 12:37:56,390 - mmaction - INFO - Epoch [2][820/1074] lr: 3.500e-02, eta: 16:49:27, time: 1.189, data_time: 0.009, memory: 9526, top1_acc: 0.4219, top5_acc: 0.6895, loss_cls: 2.4972, loss: 2.4972, grad_norm: 3.1342 2020-07-24 12:38:19,271 - mmaction - INFO - Epoch [2][840/1074] lr: 3.500e-02, eta: 16:48:49, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.4212, top5_acc: 0.6868, loss_cls: 2.5367, loss: 2.5367, grad_norm: 3.1115 2020-07-24 12:38:43,856 - mmaction - INFO - Epoch [2][860/1074] lr: 3.500e-02, eta: 16:49:01, time: 1.234, data_time: 0.009, memory: 9526, top1_acc: 0.4246, top5_acc: 0.6873, loss_cls: 2.4792, loss: 2.4792, grad_norm: 3.1112 2020-07-24 12:39:07,996 - mmaction - INFO - Epoch [2][880/1074] lr: 3.500e-02, eta: 16:48:54, time: 1.202, data_time: 0.006, memory: 9526, top1_acc: 0.4301, top5_acc: 0.6922, loss_cls: 2.5047, loss: 2.5047, grad_norm: 3.1806 2020-07-24 12:39:31,875 - mmaction - INFO - Epoch [2][900/1074] lr: 3.500e-02, eta: 16:48:46, time: 1.198, data_time: 0.009, memory: 9526, top1_acc: 0.4324, top5_acc: 0.6888, loss_cls: 2.4897, loss: 2.4897, grad_norm: 3.2095 2020-07-24 12:39:54,711 - mmaction - INFO - Epoch [2][920/1074] lr: 3.500e-02, eta: 16:48:08, time: 1.142, data_time: 0.007, memory: 9526, top1_acc: 0.4310, top5_acc: 0.6895, loss_cls: 2.5010, loss: 2.5010, grad_norm: 3.1143 2020-07-24 12:40:17,448 - mmaction - INFO - Epoch [2][940/1074] lr: 3.500e-02, eta: 16:47:26, time: 1.134, data_time: 0.005, memory: 9526, top1_acc: 0.4266, top5_acc: 0.6871, loss_cls: 2.4946, loss: 2.4946, grad_norm: 3.0823 2020-07-24 12:40:42,843 - mmaction - INFO - Epoch [2][960/1074] lr: 3.500e-02, eta: 16:47:53, time: 1.270, data_time: 0.010, memory: 9526, top1_acc: 0.4350, top5_acc: 0.6839, loss_cls: 2.4827, loss: 2.4827, grad_norm: 3.1149 2020-07-24 12:41:05,140 - mmaction - INFO - Epoch [2][980/1074] lr: 3.500e-02, eta: 16:47:03, time: 1.118, data_time: 0.007, memory: 9526, top1_acc: 0.4228, top5_acc: 0.6929, loss_cls: 2.4647, loss: 2.4647, grad_norm: 3.1470 2020-07-24 12:41:28,751 - mmaction - INFO - Epoch [2][1000/1074] lr: 3.500e-02, eta: 16:46:44, time: 1.179, data_time: 0.007, memory: 9526, top1_acc: 0.4217, top5_acc: 0.6844, loss_cls: 2.5089, loss: 2.5089, grad_norm: 3.1421 2020-07-24 12:41:54,177 - mmaction - INFO - Epoch [2][1020/1074] lr: 3.500e-02, eta: 16:47:12, time: 1.273, data_time: 0.007, memory: 9526, top1_acc: 0.4478, top5_acc: 0.6917, loss_cls: 2.4162, loss: 2.4162, grad_norm: 3.0442 2020-07-24 12:42:17,606 - mmaction - INFO - Epoch [2][1040/1074] lr: 3.500e-02, eta: 16:46:48, time: 1.172, data_time: 0.004, memory: 9526, top1_acc: 0.4321, top5_acc: 0.7033, loss_cls: 2.4561, loss: 2.4561, grad_norm: 3.1660 2020-07-24 12:42:40,441 - mmaction - INFO - Epoch [2][1060/1074] lr: 3.500e-02, eta: 16:46:12, time: 1.143, data_time: 0.006, memory: 9526, top1_acc: 0.4317, top5_acc: 0.7033, loss_cls: 2.4486, loss: 2.4486, grad_norm: 3.1854 2020-07-24 12:42:56,027 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-07-24 12:43:33,363 - mmaction - INFO - Epoch [3][20/1074] lr: 3.500e-02, eta: 16:43:43, time: 1.761, data_time: 0.407, memory: 9526, top1_acc: 0.4386, top5_acc: 0.7056, loss_cls: 2.3731, loss: 2.3731, grad_norm: 3.0643 2020-07-24 12:43:57,251 - mmaction - INFO - Epoch [3][40/1074] lr: 3.500e-02, eta: 16:43:33, time: 1.197, data_time: 0.008, memory: 9526, top1_acc: 0.4449, top5_acc: 0.6989, loss_cls: 2.4282, loss: 2.4282, grad_norm: 3.1671 2020-07-24 12:44:21,295 - mmaction - INFO - Epoch [3][60/1074] lr: 3.500e-02, eta: 16:43:25, time: 1.201, data_time: 0.005, memory: 9526, top1_acc: 0.4417, top5_acc: 0.7125, loss_cls: 2.3692, loss: 2.3692, grad_norm: 3.1403 2020-07-24 12:44:43,864 - mmaction - INFO - Epoch [3][80/1074] lr: 3.500e-02, eta: 16:42:43, time: 1.129, data_time: 0.004, memory: 9526, top1_acc: 0.4520, top5_acc: 0.7089, loss_cls: 2.3608, loss: 2.3608, grad_norm: 3.1394 2020-07-24 12:45:07,994 - mmaction - INFO - Epoch [3][100/1074] lr: 3.500e-02, eta: 16:42:36, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.4386, top5_acc: 0.7054, loss_cls: 2.4034, loss: 2.4034, grad_norm: 3.0356 2020-07-24 12:45:31,327 - mmaction - INFO - Epoch [3][120/1074] lr: 3.500e-02, eta: 16:42:12, time: 1.169, data_time: 0.004, memory: 9526, top1_acc: 0.4464, top5_acc: 0.7096, loss_cls: 2.3827, loss: 2.3827, grad_norm: 3.1053 2020-07-24 12:45:55,885 - mmaction - INFO - Epoch [3][140/1074] lr: 3.500e-02, eta: 16:42:15, time: 1.226, data_time: 0.007, memory: 9526, top1_acc: 0.4440, top5_acc: 0.7150, loss_cls: 2.3804, loss: 2.3804, grad_norm: 3.1124 2020-07-24 12:46:19,721 - mmaction - INFO - Epoch [3][160/1074] lr: 3.500e-02, eta: 16:42:01, time: 1.193, data_time: 0.004, memory: 9526, top1_acc: 0.4471, top5_acc: 0.7040, loss_cls: 2.3605, loss: 2.3605, grad_norm: 3.0914 2020-07-24 12:46:45,146 - mmaction - INFO - Epoch [3][180/1074] lr: 3.500e-02, eta: 16:42:23, time: 1.272, data_time: 0.005, memory: 9526, top1_acc: 0.4444, top5_acc: 0.7018, loss_cls: 2.4144, loss: 2.4144, grad_norm: 3.0851 2020-07-24 12:47:10,802 - mmaction - INFO - Epoch [3][200/1074] lr: 3.500e-02, eta: 16:42:49, time: 1.283, data_time: 0.004, memory: 9526, top1_acc: 0.4551, top5_acc: 0.7170, loss_cls: 2.3406, loss: 2.3406, grad_norm: 3.0575 2020-07-24 12:47:33,795 - mmaction - INFO - Epoch [3][220/1074] lr: 3.500e-02, eta: 16:42:15, time: 1.149, data_time: 0.004, memory: 9526, top1_acc: 0.4504, top5_acc: 0.7094, loss_cls: 2.3384, loss: 2.3384, grad_norm: 3.0648 2020-07-24 12:47:58,709 - mmaction - INFO - Epoch [3][240/1074] lr: 3.500e-02, eta: 16:42:22, time: 1.242, data_time: 0.007, memory: 9526, top1_acc: 0.4473, top5_acc: 0.7205, loss_cls: 2.3597, loss: 2.3597, grad_norm: 3.1127 2020-07-24 12:48:22,347 - mmaction - INFO - Epoch [3][260/1074] lr: 3.500e-02, eta: 16:42:04, time: 1.185, data_time: 0.009, memory: 9526, top1_acc: 0.4565, top5_acc: 0.7125, loss_cls: 2.3353, loss: 2.3353, grad_norm: 3.1067 2020-07-24 12:48:46,497 - mmaction - INFO - Epoch [3][280/1074] lr: 3.500e-02, eta: 16:41:55, time: 1.207, data_time: 0.008, memory: 9526, top1_acc: 0.4509, top5_acc: 0.7103, loss_cls: 2.3413, loss: 2.3413, grad_norm: 3.1548 2020-07-24 12:49:10,186 - mmaction - INFO - Epoch [3][300/1074] lr: 3.500e-02, eta: 16:41:38, time: 1.186, data_time: 0.006, memory: 9526, top1_acc: 0.4571, top5_acc: 0.7228, loss_cls: 2.3048, loss: 2.3048, grad_norm: 3.0452 2020-07-24 12:49:34,165 - mmaction - INFO - Epoch [3][320/1074] lr: 3.500e-02, eta: 16:41:24, time: 1.195, data_time: 0.006, memory: 9526, top1_acc: 0.4449, top5_acc: 0.7123, loss_cls: 2.3762, loss: 2.3762, grad_norm: 3.1343 2020-07-24 12:49:58,001 - mmaction - INFO - Epoch [3][340/1074] lr: 3.500e-02, eta: 16:41:10, time: 1.195, data_time: 0.007, memory: 9526, top1_acc: 0.4473, top5_acc: 0.7063, loss_cls: 2.3921, loss: 2.3921, grad_norm: 3.1075 2020-07-24 12:50:21,145 - mmaction - INFO - Epoch [3][360/1074] lr: 3.500e-02, eta: 16:40:38, time: 1.153, data_time: 0.006, memory: 9526, top1_acc: 0.4605, top5_acc: 0.7190, loss_cls: 2.3317, loss: 2.3317, grad_norm: 3.0908 2020-07-24 12:50:44,274 - mmaction - INFO - Epoch [3][380/1074] lr: 3.500e-02, eta: 16:40:09, time: 1.159, data_time: 0.007, memory: 9526, top1_acc: 0.4509, top5_acc: 0.6996, loss_cls: 2.3929, loss: 2.3929, grad_norm: 3.0943 2020-07-24 12:51:07,484 - mmaction - INFO - Epoch [3][400/1074] lr: 3.500e-02, eta: 16:39:40, time: 1.160, data_time: 0.006, memory: 9526, top1_acc: 0.4504, top5_acc: 0.7136, loss_cls: 2.3616, loss: 2.3616, grad_norm: 3.1130 2020-07-24 12:51:31,967 - mmaction - INFO - Epoch [3][420/1074] lr: 3.500e-02, eta: 16:39:37, time: 1.224, data_time: 0.007, memory: 9526, top1_acc: 0.4531, top5_acc: 0.7107, loss_cls: 2.3579, loss: 2.3579, grad_norm: 3.1073 2020-07-24 12:51:55,983 - mmaction - INFO - Epoch [3][440/1074] lr: 3.500e-02, eta: 16:39:24, time: 1.200, data_time: 0.009, memory: 9526, top1_acc: 0.4438, top5_acc: 0.7098, loss_cls: 2.3966, loss: 2.3966, grad_norm: 3.0806 2020-07-24 12:52:17,720 - mmaction - INFO - Epoch [3][460/1074] lr: 3.500e-02, eta: 16:38:28, time: 1.089, data_time: 0.009, memory: 9526, top1_acc: 0.4629, top5_acc: 0.7241, loss_cls: 2.2974, loss: 2.2974, grad_norm: 3.0188 2020-07-24 12:52:41,079 - mmaction - INFO - Epoch [3][480/1074] lr: 3.500e-02, eta: 16:38:03, time: 1.170, data_time: 0.008, memory: 9526, top1_acc: 0.4484, top5_acc: 0.7154, loss_cls: 2.3463, loss: 2.3463, grad_norm: 3.0567 2020-07-24 12:53:03,260 - mmaction - INFO - Epoch [3][500/1074] lr: 3.500e-02, eta: 16:37:14, time: 1.107, data_time: 0.004, memory: 9526, top1_acc: 0.4520, top5_acc: 0.7089, loss_cls: 2.3786, loss: 2.3786, grad_norm: 3.1166 2020-07-24 12:53:27,884 - mmaction - INFO - Epoch [3][520/1074] lr: 3.500e-02, eta: 16:37:14, time: 1.233, data_time: 0.008, memory: 9526, top1_acc: 0.4643, top5_acc: 0.7299, loss_cls: 2.2603, loss: 2.2603, grad_norm: 3.0205 2020-07-24 12:53:51,443 - mmaction - INFO - Epoch [3][540/1074] lr: 3.500e-02, eta: 16:36:53, time: 1.177, data_time: 0.003, memory: 9526, top1_acc: 0.4375, top5_acc: 0.7065, loss_cls: 2.3699, loss: 2.3699, grad_norm: 2.9818 2020-07-24 12:54:16,447 - mmaction - INFO - Epoch [3][560/1074] lr: 3.500e-02, eta: 16:36:58, time: 1.250, data_time: 0.007, memory: 9526, top1_acc: 0.4674, top5_acc: 0.7281, loss_cls: 2.2655, loss: 2.2655, grad_norm: 3.0458 2020-07-24 12:54:38,834 - mmaction - INFO - Epoch [3][580/1074] lr: 3.500e-02, eta: 16:36:15, time: 1.120, data_time: 0.003, memory: 9526, top1_acc: 0.4525, top5_acc: 0.7132, loss_cls: 2.3583, loss: 2.3583, grad_norm: 3.1309 2020-07-24 12:55:02,878 - mmaction - INFO - Epoch [3][600/1074] lr: 3.500e-02, eta: 16:36:02, time: 1.201, data_time: 0.007, memory: 9526, top1_acc: 0.4558, top5_acc: 0.7134, loss_cls: 2.3549, loss: 2.3549, grad_norm: 3.0699 2020-07-24 12:55:25,893 - mmaction - INFO - Epoch [3][620/1074] lr: 3.500e-02, eta: 16:35:31, time: 1.152, data_time: 0.004, memory: 9526, top1_acc: 0.4442, top5_acc: 0.7118, loss_cls: 2.3632, loss: 2.3632, grad_norm: 3.0988 2020-07-24 12:55:47,898 - mmaction - INFO - Epoch [3][640/1074] lr: 3.500e-02, eta: 16:34:40, time: 1.096, data_time: 0.006, memory: 9526, top1_acc: 0.4522, top5_acc: 0.7138, loss_cls: 2.3359, loss: 2.3359, grad_norm: 3.0227 2020-07-24 12:56:12,205 - mmaction - INFO - Epoch [3][660/1074] lr: 3.500e-02, eta: 16:34:33, time: 1.219, data_time: 0.008, memory: 9526, top1_acc: 0.4527, top5_acc: 0.7134, loss_cls: 2.3573, loss: 2.3573, grad_norm: 2.9939 2020-07-24 12:56:34,190 - mmaction - INFO - Epoch [3][680/1074] lr: 3.500e-02, eta: 16:33:43, time: 1.097, data_time: 0.006, memory: 9526, top1_acc: 0.4592, top5_acc: 0.7217, loss_cls: 2.3216, loss: 2.3216, grad_norm: 3.0317 2020-07-24 12:56:59,629 - mmaction - INFO - Epoch [3][700/1074] lr: 3.500e-02, eta: 16:33:56, time: 1.274, data_time: 0.007, memory: 9526, top1_acc: 0.4618, top5_acc: 0.7179, loss_cls: 2.3289, loss: 2.3289, grad_norm: 3.0727 2020-07-24 12:57:23,171 - mmaction - INFO - Epoch [3][720/1074] lr: 3.500e-02, eta: 16:33:33, time: 1.175, data_time: 0.005, memory: 9526, top1_acc: 0.4665, top5_acc: 0.7214, loss_cls: 2.2799, loss: 2.2799, grad_norm: 3.1121 2020-07-24 12:57:46,756 - mmaction - INFO - Epoch [3][740/1074] lr: 3.500e-02, eta: 16:33:12, time: 1.180, data_time: 0.006, memory: 9526, top1_acc: 0.4580, top5_acc: 0.7150, loss_cls: 2.3393, loss: 2.3393, grad_norm: 3.0495 2020-07-24 12:58:10,080 - mmaction - INFO - Epoch [3][760/1074] lr: 3.500e-02, eta: 16:32:47, time: 1.169, data_time: 0.009, memory: 9526, top1_acc: 0.4563, top5_acc: 0.7150, loss_cls: 2.3323, loss: 2.3323, grad_norm: 2.9493 2020-07-24 12:58:34,860 - mmaction - INFO - Epoch [3][780/1074] lr: 3.500e-02, eta: 16:32:46, time: 1.238, data_time: 0.004, memory: 9526, top1_acc: 0.4576, top5_acc: 0.7179, loss_cls: 2.3425, loss: 2.3425, grad_norm: 3.0309 2020-07-24 12:58:58,051 - mmaction - INFO - Epoch [3][800/1074] lr: 3.500e-02, eta: 16:32:17, time: 1.156, data_time: 0.006, memory: 9526, top1_acc: 0.4632, top5_acc: 0.7190, loss_cls: 2.2981, loss: 2.2981, grad_norm: 3.0150 2020-07-24 12:59:21,222 - mmaction - INFO - Epoch [3][820/1074] lr: 3.500e-02, eta: 16:31:50, time: 1.162, data_time: 0.008, memory: 9526, top1_acc: 0.4549, top5_acc: 0.7136, loss_cls: 2.3239, loss: 2.3239, grad_norm: 2.9666 2020-07-24 12:59:45,423 - mmaction - INFO - Epoch [3][840/1074] lr: 3.500e-02, eta: 16:31:38, time: 1.208, data_time: 0.007, memory: 9526, top1_acc: 0.4621, top5_acc: 0.7127, loss_cls: 2.3240, loss: 2.3240, grad_norm: 3.0045 2020-07-24 13:00:13,825 - mmaction - INFO - Epoch [3][860/1074] lr: 3.500e-02, eta: 16:32:37, time: 1.417, data_time: 0.007, memory: 9526, top1_acc: 0.4614, top5_acc: 0.7136, loss_cls: 2.3073, loss: 2.3073, grad_norm: 3.0923 2020-07-24 13:00:37,876 - mmaction - INFO - Epoch [3][880/1074] lr: 3.500e-02, eta: 16:32:24, time: 1.207, data_time: 0.014, memory: 9526, top1_acc: 0.4690, top5_acc: 0.7339, loss_cls: 2.2611, loss: 2.2611, grad_norm: 3.0343 2020-07-24 13:01:01,441 - mmaction - INFO - Epoch [3][900/1074] lr: 3.500e-02, eta: 16:32:00, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.4799, top5_acc: 0.7246, loss_cls: 2.2430, loss: 2.2430, grad_norm: 2.9987 2020-07-24 13:01:23,968 - mmaction - INFO - Epoch [3][920/1074] lr: 3.500e-02, eta: 16:31:22, time: 1.130, data_time: 0.009, memory: 9526, top1_acc: 0.4583, top5_acc: 0.7141, loss_cls: 2.3548, loss: 2.3548, grad_norm: 2.9466 2020-07-24 13:01:48,403 - mmaction - INFO - Epoch [3][940/1074] lr: 3.500e-02, eta: 16:31:13, time: 1.219, data_time: 0.007, memory: 9526, top1_acc: 0.4676, top5_acc: 0.7203, loss_cls: 2.2841, loss: 2.2841, grad_norm: 2.9364 2020-07-24 13:02:12,660 - mmaction - INFO - Epoch [3][960/1074] lr: 3.500e-02, eta: 16:31:02, time: 1.213, data_time: 0.008, memory: 9526, top1_acc: 0.4560, top5_acc: 0.7167, loss_cls: 2.3274, loss: 2.3274, grad_norm: 3.0674 2020-07-24 13:02:36,377 - mmaction - INFO - Epoch [3][980/1074] lr: 3.500e-02, eta: 16:30:41, time: 1.183, data_time: 0.010, memory: 9526, top1_acc: 0.4578, top5_acc: 0.7147, loss_cls: 2.3618, loss: 2.3618, grad_norm: 3.0108 2020-07-24 13:03:00,342 - mmaction - INFO - Epoch [3][1000/1074] lr: 3.500e-02, eta: 16:30:26, time: 1.202, data_time: 0.009, memory: 9526, top1_acc: 0.4661, top5_acc: 0.7321, loss_cls: 2.2543, loss: 2.2543, grad_norm: 2.9731 2020-07-24 13:03:22,698 - mmaction - INFO - Epoch [3][1020/1074] lr: 3.500e-02, eta: 16:29:44, time: 1.117, data_time: 0.009, memory: 9526, top1_acc: 0.4683, top5_acc: 0.7277, loss_cls: 2.2632, loss: 2.2632, grad_norm: 2.9839 2020-07-24 13:03:47,849 - mmaction - INFO - Epoch [3][1040/1074] lr: 3.500e-02, eta: 16:29:47, time: 1.259, data_time: 0.005, memory: 9526, top1_acc: 0.4696, top5_acc: 0.7241, loss_cls: 2.2882, loss: 2.2882, grad_norm: 3.0637 2020-07-24 13:04:11,000 - mmaction - INFO - Epoch [3][1060/1074] lr: 3.500e-02, eta: 16:29:18, time: 1.157, data_time: 0.006, memory: 9526, top1_acc: 0.4690, top5_acc: 0.7288, loss_cls: 2.2602, loss: 2.2602, grad_norm: 2.9448 2020-07-24 13:04:26,336 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-07-24 13:05:03,375 - mmaction - INFO - Epoch [4][20/1074] lr: 3.500e-02, eta: 16:27:33, time: 1.790, data_time: 0.628, memory: 9526, top1_acc: 0.4734, top5_acc: 0.7315, loss_cls: 2.2389, loss: 2.2389, grad_norm: 3.0158 2020-07-24 13:05:26,928 - mmaction - INFO - Epoch [4][40/1074] lr: 3.500e-02, eta: 16:27:10, time: 1.177, data_time: 0.003, memory: 9526, top1_acc: 0.4708, top5_acc: 0.7228, loss_cls: 2.2685, loss: 2.2685, grad_norm: 3.1166 2020-07-24 13:05:51,879 - mmaction - INFO - Epoch [4][60/1074] lr: 3.500e-02, eta: 16:27:09, time: 1.247, data_time: 0.005, memory: 9526, top1_acc: 0.4857, top5_acc: 0.7509, loss_cls: 2.1462, loss: 2.1462, grad_norm: 2.9640 2020-07-24 13:06:15,762 - mmaction - INFO - Epoch [4][80/1074] lr: 3.500e-02, eta: 16:26:51, time: 1.194, data_time: 0.006, memory: 9526, top1_acc: 0.4842, top5_acc: 0.7408, loss_cls: 2.1831, loss: 2.1831, grad_norm: 3.0694 2020-07-24 13:06:39,256 - mmaction - INFO - Epoch [4][100/1074] lr: 3.500e-02, eta: 16:26:28, time: 1.174, data_time: 0.007, memory: 9526, top1_acc: 0.4783, top5_acc: 0.7482, loss_cls: 2.1925, loss: 2.1925, grad_norm: 3.0811 2020-07-24 13:07:01,728 - mmaction - INFO - Epoch [4][120/1074] lr: 3.500e-02, eta: 16:25:49, time: 1.125, data_time: 0.007, memory: 9526, top1_acc: 0.4967, top5_acc: 0.7496, loss_cls: 2.1254, loss: 2.1254, grad_norm: 3.0075 2020-07-24 13:07:27,504 - mmaction - INFO - Epoch [4][140/1074] lr: 3.500e-02, eta: 16:25:59, time: 1.286, data_time: 0.006, memory: 9526, top1_acc: 0.4795, top5_acc: 0.7333, loss_cls: 2.2278, loss: 2.2278, grad_norm: 3.0456 2020-07-24 13:07:53,276 - mmaction - INFO - Epoch [4][160/1074] lr: 3.500e-02, eta: 16:26:10, time: 1.290, data_time: 0.007, memory: 9526, top1_acc: 0.4788, top5_acc: 0.7335, loss_cls: 2.2178, loss: 2.2178, grad_norm: 3.0465 2020-07-24 13:08:16,434 - mmaction - INFO - Epoch [4][180/1074] lr: 3.500e-02, eta: 16:25:40, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.4980, top5_acc: 0.7395, loss_cls: 2.1960, loss: 2.1960, grad_norm: 2.9855 2020-07-24 13:08:40,628 - mmaction - INFO - Epoch [4][200/1074] lr: 3.500e-02, eta: 16:25:28, time: 1.213, data_time: 0.008, memory: 9526, top1_acc: 0.4933, top5_acc: 0.7551, loss_cls: 2.1349, loss: 2.1349, grad_norm: 2.9789 2020-07-24 13:09:02,157 - mmaction - INFO - Epoch [4][220/1074] lr: 3.500e-02, eta: 16:24:33, time: 1.071, data_time: 0.006, memory: 9526, top1_acc: 0.4891, top5_acc: 0.7382, loss_cls: 2.2024, loss: 2.2024, grad_norm: 3.0952 2020-07-24 13:09:26,499 - mmaction - INFO - Epoch [4][240/1074] lr: 3.500e-02, eta: 16:24:23, time: 1.222, data_time: 0.009, memory: 9526, top1_acc: 0.4828, top5_acc: 0.7350, loss_cls: 2.2068, loss: 2.2068, grad_norm: 2.9772 2020-07-24 13:09:50,198 - mmaction - INFO - Epoch [4][260/1074] lr: 3.500e-02, eta: 16:24:03, time: 1.185, data_time: 0.008, memory: 9526, top1_acc: 0.4984, top5_acc: 0.7431, loss_cls: 2.1725, loss: 2.1725, grad_norm: 2.9980 2020-07-24 13:10:13,754 - mmaction - INFO - Epoch [4][280/1074] lr: 3.500e-02, eta: 16:23:39, time: 1.175, data_time: 0.003, memory: 9526, top1_acc: 0.4875, top5_acc: 0.7384, loss_cls: 2.2078, loss: 2.2078, grad_norm: 2.9855 2020-07-24 13:10:37,843 - mmaction - INFO - Epoch [4][300/1074] lr: 3.500e-02, eta: 16:23:25, time: 1.208, data_time: 0.007, memory: 9526, top1_acc: 0.4875, top5_acc: 0.7429, loss_cls: 2.1835, loss: 2.1835, grad_norm: 2.9407 2020-07-24 13:11:03,736 - mmaction - INFO - Epoch [4][320/1074] lr: 3.500e-02, eta: 16:23:35, time: 1.295, data_time: 0.006, memory: 9526, top1_acc: 0.4844, top5_acc: 0.7460, loss_cls: 2.1842, loss: 2.1842, grad_norm: 2.9999 2020-07-24 13:11:26,671 - mmaction - INFO - Epoch [4][340/1074] lr: 3.500e-02, eta: 16:23:03, time: 1.146, data_time: 0.003, memory: 9526, top1_acc: 0.4850, top5_acc: 0.7388, loss_cls: 2.2137, loss: 2.2137, grad_norm: 2.9930 2020-07-24 13:11:49,406 - mmaction - INFO - Epoch [4][360/1074] lr: 3.500e-02, eta: 16:22:27, time: 1.133, data_time: 0.007, memory: 9526, top1_acc: 0.4917, top5_acc: 0.7467, loss_cls: 2.1419, loss: 2.1419, grad_norm: 2.9688 2020-07-24 13:12:12,829 - mmaction - INFO - Epoch [4][380/1074] lr: 3.500e-02, eta: 16:22:03, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.4777, top5_acc: 0.7384, loss_cls: 2.1877, loss: 2.1877, grad_norm: 2.9935 2020-07-24 13:12:36,002 - mmaction - INFO - Epoch [4][400/1074] lr: 3.500e-02, eta: 16:21:34, time: 1.155, data_time: 0.006, memory: 9526, top1_acc: 0.4917, top5_acc: 0.7438, loss_cls: 2.1607, loss: 2.1607, grad_norm: 3.0310 2020-07-24 13:13:00,842 - mmaction - INFO - Epoch [4][420/1074] lr: 3.500e-02, eta: 16:21:29, time: 1.245, data_time: 0.008, memory: 9526, top1_acc: 0.4694, top5_acc: 0.7252, loss_cls: 2.2405, loss: 2.2405, grad_norm: 3.0233 2020-07-24 13:13:23,930 - mmaction - INFO - Epoch [4][440/1074] lr: 3.500e-02, eta: 16:21:00, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.4902, top5_acc: 0.7402, loss_cls: 2.1971, loss: 2.1971, grad_norm: 3.0383 2020-07-24 13:13:46,416 - mmaction - INFO - Epoch [4][460/1074] lr: 3.500e-02, eta: 16:20:22, time: 1.123, data_time: 0.003, memory: 9526, top1_acc: 0.4821, top5_acc: 0.7328, loss_cls: 2.2024, loss: 2.2024, grad_norm: 3.0293 2020-07-24 13:14:11,156 - mmaction - INFO - Epoch [4][480/1074] lr: 3.500e-02, eta: 16:20:15, time: 1.239, data_time: 0.007, memory: 9526, top1_acc: 0.4926, top5_acc: 0.7435, loss_cls: 2.1456, loss: 2.1456, grad_norm: 2.9787 2020-07-24 13:14:35,277 - mmaction - INFO - Epoch [4][500/1074] lr: 3.500e-02, eta: 16:19:59, time: 1.204, data_time: 0.004, memory: 9526, top1_acc: 0.4777, top5_acc: 0.7326, loss_cls: 2.2161, loss: 2.2161, grad_norm: 3.0067 2020-07-24 13:14:59,465 - mmaction - INFO - Epoch [4][520/1074] lr: 3.500e-02, eta: 16:19:44, time: 1.209, data_time: 0.007, memory: 9526, top1_acc: 0.4900, top5_acc: 0.7475, loss_cls: 2.1726, loss: 2.1726, grad_norm: 2.9669 2020-07-24 13:15:23,806 - mmaction - INFO - Epoch [4][540/1074] lr: 3.500e-02, eta: 16:19:31, time: 1.216, data_time: 0.007, memory: 9526, top1_acc: 0.4786, top5_acc: 0.7330, loss_cls: 2.2273, loss: 2.2273, grad_norm: 3.0259 2020-07-24 13:15:46,961 - mmaction - INFO - Epoch [4][560/1074] lr: 3.500e-02, eta: 16:19:03, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.4857, top5_acc: 0.7502, loss_cls: 2.1712, loss: 2.1712, grad_norm: 3.0157 2020-07-24 13:16:10,773 - mmaction - INFO - Epoch [4][580/1074] lr: 3.500e-02, eta: 16:18:43, time: 1.190, data_time: 0.003, memory: 9526, top1_acc: 0.4761, top5_acc: 0.7266, loss_cls: 2.2558, loss: 2.2558, grad_norm: 2.9522 2020-07-24 13:16:33,214 - mmaction - INFO - Epoch [4][600/1074] lr: 3.500e-02, eta: 16:18:05, time: 1.120, data_time: 0.006, memory: 9526, top1_acc: 0.4839, top5_acc: 0.7310, loss_cls: 2.1950, loss: 2.1950, grad_norm: 2.8994 2020-07-24 13:16:56,327 - mmaction - INFO - Epoch [4][620/1074] lr: 3.500e-02, eta: 16:17:37, time: 1.158, data_time: 0.008, memory: 9526, top1_acc: 0.4804, top5_acc: 0.7422, loss_cls: 2.2137, loss: 2.2137, grad_norm: 3.0353 2020-07-24 13:17:19,687 - mmaction - INFO - Epoch [4][640/1074] lr: 3.500e-02, eta: 16:17:11, time: 1.169, data_time: 0.007, memory: 9526, top1_acc: 0.4842, top5_acc: 0.7357, loss_cls: 2.2109, loss: 2.2109, grad_norm: 3.0064 2020-07-24 13:17:43,516 - mmaction - INFO - Epoch [4][660/1074] lr: 3.500e-02, eta: 16:16:50, time: 1.188, data_time: 0.003, memory: 9526, top1_acc: 0.4757, top5_acc: 0.7397, loss_cls: 2.2262, loss: 2.2262, grad_norm: 2.9607 2020-07-24 13:18:07,645 - mmaction - INFO - Epoch [4][680/1074] lr: 3.500e-02, eta: 16:16:36, time: 1.211, data_time: 0.007, memory: 9526, top1_acc: 0.4969, top5_acc: 0.7433, loss_cls: 2.1616, loss: 2.1616, grad_norm: 2.9819 2020-07-24 13:18:30,700 - mmaction - INFO - Epoch [4][700/1074] lr: 3.500e-02, eta: 16:16:06, time: 1.152, data_time: 0.005, memory: 9526, top1_acc: 0.4951, top5_acc: 0.7333, loss_cls: 2.2004, loss: 2.2004, grad_norm: 2.9421 2020-07-24 13:18:55,860 - mmaction - INFO - Epoch [4][720/1074] lr: 3.500e-02, eta: 16:16:03, time: 1.258, data_time: 0.004, memory: 9526, top1_acc: 0.4915, top5_acc: 0.7455, loss_cls: 2.1431, loss: 2.1431, grad_norm: 2.9244 2020-07-24 13:19:18,367 - mmaction - INFO - Epoch [4][740/1074] lr: 3.500e-02, eta: 16:15:26, time: 1.124, data_time: 0.002, memory: 9526, top1_acc: 0.4884, top5_acc: 0.7458, loss_cls: 2.1594, loss: 2.1594, grad_norm: 2.9842 2020-07-24 13:19:41,327 - mmaction - INFO - Epoch [4][760/1074] lr: 3.500e-02, eta: 16:14:56, time: 1.150, data_time: 0.008, memory: 9526, top1_acc: 0.4891, top5_acc: 0.7473, loss_cls: 2.1525, loss: 2.1525, grad_norm: 2.9576 2020-07-24 13:20:04,028 - mmaction - INFO - Epoch [4][780/1074] lr: 3.500e-02, eta: 16:14:22, time: 1.135, data_time: 0.007, memory: 9526, top1_acc: 0.4886, top5_acc: 0.7391, loss_cls: 2.1927, loss: 2.1927, grad_norm: 2.9754 2020-07-24 13:20:27,533 - mmaction - INFO - Epoch [4][800/1074] lr: 3.500e-02, eta: 16:13:58, time: 1.175, data_time: 0.003, memory: 9526, top1_acc: 0.4855, top5_acc: 0.7500, loss_cls: 2.1523, loss: 2.1523, grad_norm: 2.9432 2020-07-24 13:20:51,402 - mmaction - INFO - Epoch [4][820/1074] lr: 3.500e-02, eta: 16:13:38, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.4859, top5_acc: 0.7420, loss_cls: 2.1735, loss: 2.1735, grad_norm: 2.9085 2020-07-24 13:21:16,518 - mmaction - INFO - Epoch [4][840/1074] lr: 3.500e-02, eta: 16:13:34, time: 1.256, data_time: 0.008, memory: 9526, top1_acc: 0.4886, top5_acc: 0.7444, loss_cls: 2.1377, loss: 2.1377, grad_norm: 2.9927 2020-07-24 13:21:41,353 - mmaction - INFO - Epoch [4][860/1074] lr: 3.500e-02, eta: 16:13:27, time: 1.242, data_time: 0.003, memory: 9526, top1_acc: 0.4835, top5_acc: 0.7420, loss_cls: 2.1809, loss: 2.1809, grad_norm: 3.0256 2020-07-24 13:22:06,775 - mmaction - INFO - Epoch [4][880/1074] lr: 3.500e-02, eta: 16:13:26, time: 1.271, data_time: 0.006, memory: 9526, top1_acc: 0.4944, top5_acc: 0.7337, loss_cls: 2.1877, loss: 2.1877, grad_norm: 2.9747 2020-07-24 13:22:32,347 - mmaction - INFO - Epoch [4][900/1074] lr: 3.500e-02, eta: 16:13:26, time: 1.275, data_time: 0.006, memory: 9526, top1_acc: 0.4911, top5_acc: 0.7395, loss_cls: 2.1854, loss: 2.1854, grad_norm: 2.8785 2020-07-24 13:22:56,206 - mmaction - INFO - Epoch [4][920/1074] lr: 3.500e-02, eta: 16:13:06, time: 1.195, data_time: 0.009, memory: 9526, top1_acc: 0.4815, top5_acc: 0.7422, loss_cls: 2.1847, loss: 2.1847, grad_norm: 2.9212 2020-07-24 13:23:18,872 - mmaction - INFO - Epoch [4][940/1074] lr: 3.500e-02, eta: 16:12:32, time: 1.133, data_time: 0.009, memory: 9526, top1_acc: 0.4935, top5_acc: 0.7400, loss_cls: 2.1777, loss: 2.1777, grad_norm: 2.9750 2020-07-24 13:23:42,192 - mmaction - INFO - Epoch [4][960/1074] lr: 3.500e-02, eta: 16:12:06, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.4908, top5_acc: 0.7373, loss_cls: 2.1703, loss: 2.1703, grad_norm: 2.9157 2020-07-24 13:24:05,949 - mmaction - INFO - Epoch [4][980/1074] lr: 3.500e-02, eta: 16:11:45, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.4933, top5_acc: 0.7455, loss_cls: 2.1621, loss: 2.1621, grad_norm: 2.9199 2020-07-24 13:24:30,843 - mmaction - INFO - Epoch [4][1000/1074] lr: 3.500e-02, eta: 16:11:36, time: 1.242, data_time: 0.003, memory: 9526, top1_acc: 0.4955, top5_acc: 0.7415, loss_cls: 2.1569, loss: 2.1569, grad_norm: 2.9457 2020-07-24 13:24:54,595 - mmaction - INFO - Epoch [4][1020/1074] lr: 3.500e-02, eta: 16:11:15, time: 1.187, data_time: 0.009, memory: 9526, top1_acc: 0.4893, top5_acc: 0.7404, loss_cls: 2.1690, loss: 2.1690, grad_norm: 2.9616 2020-07-24 13:25:20,465 - mmaction - INFO - Epoch [4][1040/1074] lr: 3.500e-02, eta: 16:11:19, time: 1.296, data_time: 0.007, memory: 9526, top1_acc: 0.5000, top5_acc: 0.7478, loss_cls: 2.1457, loss: 2.1457, grad_norm: 2.9160 2020-07-24 13:25:43,731 - mmaction - INFO - Epoch [4][1060/1074] lr: 3.500e-02, eta: 16:10:51, time: 1.162, data_time: 0.005, memory: 9526, top1_acc: 0.4875, top5_acc: 0.7438, loss_cls: 2.1793, loss: 2.1793, grad_norm: 3.0036 2020-07-24 13:26:00,571 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-07-24 13:26:34,689 - mmaction - INFO - Epoch [5][20/1074] lr: 3.500e-02, eta: 16:08:55, time: 1.669, data_time: 0.463, memory: 9526, top1_acc: 0.5016, top5_acc: 0.7587, loss_cls: 2.1109, loss: 2.1109, grad_norm: 2.9645 2020-07-24 13:26:57,868 - mmaction - INFO - Epoch [5][40/1074] lr: 3.500e-02, eta: 16:08:28, time: 1.164, data_time: 0.009, memory: 9526, top1_acc: 0.4958, top5_acc: 0.7502, loss_cls: 2.1023, loss: 2.1023, grad_norm: 2.9336 2020-07-24 13:27:21,984 - mmaction - INFO - Epoch [5][60/1074] lr: 3.500e-02, eta: 16:08:11, time: 1.207, data_time: 0.008, memory: 9526, top1_acc: 0.5045, top5_acc: 0.7632, loss_cls: 2.0880, loss: 2.0880, grad_norm: 2.9763 2020-07-24 13:27:43,987 - mmaction - INFO - Epoch [5][80/1074] lr: 3.500e-02, eta: 16:07:30, time: 1.100, data_time: 0.003, memory: 9526, top1_acc: 0.4991, top5_acc: 0.7509, loss_cls: 2.1317, loss: 2.1317, grad_norm: 2.9576 2020-07-24 13:28:08,141 - mmaction - INFO - Epoch [5][100/1074] lr: 3.500e-02, eta: 16:07:13, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.4996, top5_acc: 0.7589, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.9965 2020-07-24 13:28:34,167 - mmaction - INFO - Epoch [5][120/1074] lr: 3.500e-02, eta: 16:07:17, time: 1.303, data_time: 0.007, memory: 9526, top1_acc: 0.5038, top5_acc: 0.7592, loss_cls: 2.0865, loss: 2.0865, grad_norm: 2.9981 2020-07-24 13:28:56,968 - mmaction - INFO - Epoch [5][140/1074] lr: 3.500e-02, eta: 16:06:46, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.5000, top5_acc: 0.7547, loss_cls: 2.1131, loss: 2.1131, grad_norm: 2.9599 2020-07-24 13:29:19,977 - mmaction - INFO - Epoch [5][160/1074] lr: 3.500e-02, eta: 16:06:16, time: 1.149, data_time: 0.004, memory: 9526, top1_acc: 0.4975, top5_acc: 0.7540, loss_cls: 2.1056, loss: 2.1056, grad_norm: 2.9840 2020-07-24 13:29:44,986 - mmaction - INFO - Epoch [5][180/1074] lr: 3.500e-02, eta: 16:06:08, time: 1.249, data_time: 0.007, memory: 9526, top1_acc: 0.5085, top5_acc: 0.7545, loss_cls: 2.0690, loss: 2.0690, grad_norm: 2.9593 2020-07-24 13:30:10,783 - mmaction - INFO - Epoch [5][200/1074] lr: 3.500e-02, eta: 16:06:10, time: 1.293, data_time: 0.008, memory: 9526, top1_acc: 0.5065, top5_acc: 0.7538, loss_cls: 2.0859, loss: 2.0859, grad_norm: 2.9646 2020-07-24 13:30:33,781 - mmaction - INFO - Epoch [5][220/1074] lr: 3.500e-02, eta: 16:05:40, time: 1.149, data_time: 0.003, memory: 9526, top1_acc: 0.5018, top5_acc: 0.7589, loss_cls: 2.0587, loss: 2.0587, grad_norm: 2.9154 2020-07-24 13:30:57,596 - mmaction - INFO - Epoch [5][240/1074] lr: 3.500e-02, eta: 16:05:19, time: 1.188, data_time: 0.005, memory: 9526, top1_acc: 0.5011, top5_acc: 0.7507, loss_cls: 2.1114, loss: 2.1114, grad_norm: 2.9632 2020-07-24 13:31:21,315 - mmaction - INFO - Epoch [5][260/1074] lr: 3.500e-02, eta: 16:04:57, time: 1.189, data_time: 0.008, memory: 9526, top1_acc: 0.5167, top5_acc: 0.7583, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.9366 2020-07-24 13:31:46,515 - mmaction - INFO - Epoch [5][280/1074] lr: 3.500e-02, eta: 16:04:51, time: 1.261, data_time: 0.003, memory: 9526, top1_acc: 0.4982, top5_acc: 0.7567, loss_cls: 2.0936, loss: 2.0936, grad_norm: 2.9898 2020-07-24 13:32:11,879 - mmaction - INFO - Epoch [5][300/1074] lr: 3.500e-02, eta: 16:04:47, time: 1.267, data_time: 0.002, memory: 9526, top1_acc: 0.4987, top5_acc: 0.7478, loss_cls: 2.1199, loss: 2.1199, grad_norm: 2.9794 2020-07-24 13:32:35,017 - mmaction - INFO - Epoch [5][320/1074] lr: 3.500e-02, eta: 16:04:19, time: 1.157, data_time: 0.003, memory: 9526, top1_acc: 0.5000, top5_acc: 0.7583, loss_cls: 2.1173, loss: 2.1173, grad_norm: 2.9074 2020-07-24 13:32:58,872 - mmaction - INFO - Epoch [5][340/1074] lr: 3.500e-02, eta: 16:03:58, time: 1.193, data_time: 0.008, memory: 9526, top1_acc: 0.5165, top5_acc: 0.7638, loss_cls: 2.0556, loss: 2.0556, grad_norm: 2.8864 2020-07-24 13:33:21,994 - mmaction - INFO - Epoch [5][360/1074] lr: 3.500e-02, eta: 16:03:29, time: 1.155, data_time: 0.004, memory: 9526, top1_acc: 0.5065, top5_acc: 0.7563, loss_cls: 2.0990, loss: 2.0990, grad_norm: 2.9285 2020-07-24 13:33:47,486 - mmaction - INFO - Epoch [5][380/1074] lr: 3.500e-02, eta: 16:03:26, time: 1.274, data_time: 0.005, memory: 9526, top1_acc: 0.5100, top5_acc: 0.7592, loss_cls: 2.0484, loss: 2.0484, grad_norm: 2.9257 2020-07-24 13:34:12,601 - mmaction - INFO - Epoch [5][400/1074] lr: 3.500e-02, eta: 16:03:18, time: 1.254, data_time: 0.009, memory: 9526, top1_acc: 0.5063, top5_acc: 0.7522, loss_cls: 2.0845, loss: 2.0845, grad_norm: 2.9008 2020-07-24 13:34:35,030 - mmaction - INFO - Epoch [5][420/1074] lr: 3.500e-02, eta: 16:02:43, time: 1.124, data_time: 0.009, memory: 9526, top1_acc: 0.5018, top5_acc: 0.7518, loss_cls: 2.1043, loss: 2.1043, grad_norm: 2.9189 2020-07-24 13:34:59,386 - mmaction - INFO - Epoch [5][440/1074] lr: 3.500e-02, eta: 16:02:27, time: 1.216, data_time: 0.007, memory: 9526, top1_acc: 0.5060, top5_acc: 0.7576, loss_cls: 2.0792, loss: 2.0792, grad_norm: 2.9354 2020-07-24 13:35:24,075 - mmaction - INFO - Epoch [5][460/1074] lr: 3.500e-02, eta: 16:02:15, time: 1.235, data_time: 0.008, memory: 9526, top1_acc: 0.5170, top5_acc: 0.7696, loss_cls: 2.0173, loss: 2.0173, grad_norm: 2.9507 2020-07-24 13:35:46,986 - mmaction - INFO - Epoch [5][480/1074] lr: 3.500e-02, eta: 16:01:44, time: 1.144, data_time: 0.008, memory: 9526, top1_acc: 0.5199, top5_acc: 0.7665, loss_cls: 2.0150, loss: 2.0150, grad_norm: 2.9366 2020-07-24 13:36:11,271 - mmaction - INFO - Epoch [5][500/1074] lr: 3.500e-02, eta: 16:01:28, time: 1.217, data_time: 0.009, memory: 9526, top1_acc: 0.4920, top5_acc: 0.7469, loss_cls: 2.1400, loss: 2.1400, grad_norm: 2.9910 2020-07-24 13:36:37,383 - mmaction - INFO - Epoch [5][520/1074] lr: 3.500e-02, eta: 16:01:29, time: 1.301, data_time: 0.005, memory: 9526, top1_acc: 0.5165, top5_acc: 0.7567, loss_cls: 2.0698, loss: 2.0698, grad_norm: 2.9840 2020-07-24 13:37:02,479 - mmaction - INFO - Epoch [5][540/1074] lr: 3.500e-02, eta: 16:01:21, time: 1.258, data_time: 0.008, memory: 9526, top1_acc: 0.5042, top5_acc: 0.7511, loss_cls: 2.0946, loss: 2.0946, grad_norm: 2.9789 2020-07-24 13:37:25,483 - mmaction - INFO - Epoch [5][560/1074] lr: 3.500e-02, eta: 16:00:51, time: 1.149, data_time: 0.003, memory: 9526, top1_acc: 0.5196, top5_acc: 0.7545, loss_cls: 2.0583, loss: 2.0583, grad_norm: 2.9360 2020-07-24 13:37:48,931 - mmaction - INFO - Epoch [5][580/1074] lr: 3.500e-02, eta: 16:00:26, time: 1.171, data_time: 0.007, memory: 9526, top1_acc: 0.5103, top5_acc: 0.7583, loss_cls: 2.0719, loss: 2.0719, grad_norm: 2.9399 2020-07-24 13:38:13,357 - mmaction - INFO - Epoch [5][600/1074] lr: 3.500e-02, eta: 16:00:11, time: 1.223, data_time: 0.005, memory: 9526, top1_acc: 0.4946, top5_acc: 0.7513, loss_cls: 2.1576, loss: 2.1576, grad_norm: 2.9464 2020-07-24 13:38:37,212 - mmaction - INFO - Epoch [5][620/1074] lr: 3.500e-02, eta: 15:59:49, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.5056, top5_acc: 0.7554, loss_cls: 2.1162, loss: 2.1162, grad_norm: 2.9349 2020-07-24 13:39:02,829 - mmaction - INFO - Epoch [5][640/1074] lr: 3.500e-02, eta: 15:59:46, time: 1.287, data_time: 0.008, memory: 9526, top1_acc: 0.5114, top5_acc: 0.7569, loss_cls: 2.1111, loss: 2.1111, grad_norm: 2.9448 2020-07-24 13:39:27,669 - mmaction - INFO - Epoch [5][660/1074] lr: 3.500e-02, eta: 15:59:34, time: 1.239, data_time: 0.004, memory: 9526, top1_acc: 0.5127, top5_acc: 0.7643, loss_cls: 2.0440, loss: 2.0440, grad_norm: 2.9189 2020-07-24 13:39:51,180 - mmaction - INFO - Epoch [5][680/1074] lr: 3.500e-02, eta: 15:59:10, time: 1.179, data_time: 0.008, memory: 9526, top1_acc: 0.4989, top5_acc: 0.7513, loss_cls: 2.1239, loss: 2.1239, grad_norm: 2.9171 2020-07-24 13:40:13,690 - mmaction - INFO - Epoch [5][700/1074] lr: 3.500e-02, eta: 15:58:35, time: 1.125, data_time: 0.005, memory: 9526, top1_acc: 0.5147, top5_acc: 0.7679, loss_cls: 2.0351, loss: 2.0351, grad_norm: 2.9090 2020-07-24 13:40:38,394 - mmaction - INFO - Epoch [5][720/1074] lr: 3.500e-02, eta: 15:58:22, time: 1.234, data_time: 0.002, memory: 9526, top1_acc: 0.5007, top5_acc: 0.7592, loss_cls: 2.0800, loss: 2.0800, grad_norm: 2.9727 2020-07-24 13:41:02,624 - mmaction - INFO - Epoch [5][740/1074] lr: 3.500e-02, eta: 15:58:04, time: 1.211, data_time: 0.006, memory: 9526, top1_acc: 0.5007, top5_acc: 0.7531, loss_cls: 2.0946, loss: 2.0946, grad_norm: 3.0370 2020-07-24 13:41:26,869 - mmaction - INFO - Epoch [5][760/1074] lr: 3.500e-02, eta: 15:57:47, time: 1.213, data_time: 0.004, memory: 9526, top1_acc: 0.5047, top5_acc: 0.7567, loss_cls: 2.0975, loss: 2.0975, grad_norm: 2.8978 2020-07-24 13:41:51,216 - mmaction - INFO - Epoch [5][780/1074] lr: 3.500e-02, eta: 15:57:30, time: 1.218, data_time: 0.006, memory: 9526, top1_acc: 0.5176, top5_acc: 0.7658, loss_cls: 2.0534, loss: 2.0534, grad_norm: 2.9391 2020-07-24 13:42:14,531 - mmaction - INFO - Epoch [5][800/1074] lr: 3.500e-02, eta: 15:57:03, time: 1.165, data_time: 0.003, memory: 9526, top1_acc: 0.5009, top5_acc: 0.7493, loss_cls: 2.1228, loss: 2.1228, grad_norm: 2.9772 2020-07-24 13:42:37,311 - mmaction - INFO - Epoch [5][820/1074] lr: 3.500e-02, eta: 15:56:32, time: 1.139, data_time: 0.007, memory: 9526, top1_acc: 0.5103, top5_acc: 0.7603, loss_cls: 2.0532, loss: 2.0532, grad_norm: 2.9249 2020-07-24 13:43:00,771 - mmaction - INFO - Epoch [5][840/1074] lr: 3.500e-02, eta: 15:56:06, time: 1.173, data_time: 0.003, memory: 9526, top1_acc: 0.5116, top5_acc: 0.7596, loss_cls: 2.0648, loss: 2.0648, grad_norm: 2.8722 2020-07-24 13:43:24,029 - mmaction - INFO - Epoch [5][860/1074] lr: 3.500e-02, eta: 15:55:39, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.5018, top5_acc: 0.7482, loss_cls: 2.1398, loss: 2.1398, grad_norm: 2.9601 2020-07-24 13:43:48,003 - mmaction - INFO - Epoch [5][880/1074] lr: 3.500e-02, eta: 15:55:19, time: 1.198, data_time: 0.003, memory: 9526, top1_acc: 0.5121, top5_acc: 0.7612, loss_cls: 2.0670, loss: 2.0670, grad_norm: 2.8680 2020-07-24 13:44:12,631 - mmaction - INFO - Epoch [5][900/1074] lr: 3.500e-02, eta: 15:55:05, time: 1.232, data_time: 0.007, memory: 9526, top1_acc: 0.5145, top5_acc: 0.7571, loss_cls: 2.0574, loss: 2.0574, grad_norm: 2.9938 2020-07-24 13:44:37,113 - mmaction - INFO - Epoch [5][920/1074] lr: 3.500e-02, eta: 15:54:49, time: 1.223, data_time: 0.003, memory: 9526, top1_acc: 0.5150, top5_acc: 0.7603, loss_cls: 2.0845, loss: 2.0845, grad_norm: 2.9064 2020-07-24 13:45:00,015 - mmaction - INFO - Epoch [5][940/1074] lr: 3.500e-02, eta: 15:54:18, time: 1.143, data_time: 0.007, memory: 9526, top1_acc: 0.5152, top5_acc: 0.7576, loss_cls: 2.0727, loss: 2.0727, grad_norm: 2.9397 2020-07-24 13:45:23,994 - mmaction - INFO - Epoch [5][960/1074] lr: 3.500e-02, eta: 15:53:58, time: 1.200, data_time: 0.009, memory: 9526, top1_acc: 0.5165, top5_acc: 0.7612, loss_cls: 2.0432, loss: 2.0432, grad_norm: 2.8740 2020-07-24 13:45:47,941 - mmaction - INFO - Epoch [5][980/1074] lr: 3.500e-02, eta: 15:53:38, time: 1.201, data_time: 0.009, memory: 9526, top1_acc: 0.5230, top5_acc: 0.7696, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.9001 2020-07-24 13:46:12,693 - mmaction - INFO - Epoch [5][1000/1074] lr: 3.500e-02, eta: 15:53:24, time: 1.237, data_time: 0.004, memory: 9526, top1_acc: 0.5116, top5_acc: 0.7665, loss_cls: 2.0495, loss: 2.0495, grad_norm: 2.9455 2020-07-24 13:46:36,423 - mmaction - INFO - Epoch [5][1020/1074] lr: 3.500e-02, eta: 15:53:01, time: 1.183, data_time: 0.006, memory: 9526, top1_acc: 0.5138, top5_acc: 0.7685, loss_cls: 2.0629, loss: 2.0629, grad_norm: 2.9047 2020-07-24 13:46:58,453 - mmaction - INFO - Epoch [5][1040/1074] lr: 3.500e-02, eta: 15:52:23, time: 1.105, data_time: 0.010, memory: 9526, top1_acc: 0.4953, top5_acc: 0.7516, loss_cls: 2.0973, loss: 2.0973, grad_norm: 2.9620 2020-07-24 13:47:22,063 - mmaction - INFO - Epoch [5][1060/1074] lr: 3.500e-02, eta: 15:51:59, time: 1.180, data_time: 0.004, memory: 9526, top1_acc: 0.5143, top5_acc: 0.7594, loss_cls: 2.0580, loss: 2.0580, grad_norm: 2.9072 2020-07-24 13:47:37,573 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-24 13:48:12,513 - mmaction - INFO - Epoch [6][20/1074] lr: 3.500e-02, eta: 15:50:12, time: 1.635, data_time: 0.437, memory: 9526, top1_acc: 0.5179, top5_acc: 0.7705, loss_cls: 2.0226, loss: 2.0226, grad_norm: 2.9587 2020-07-24 13:48:35,213 - mmaction - INFO - Epoch [6][40/1074] lr: 3.500e-02, eta: 15:49:41, time: 1.140, data_time: 0.008, memory: 9526, top1_acc: 0.5132, top5_acc: 0.7705, loss_cls: 2.0132, loss: 2.0132, grad_norm: 3.0022 2020-07-24 13:48:58,157 - mmaction - INFO - Epoch [6][60/1074] lr: 3.500e-02, eta: 15:49:11, time: 1.143, data_time: 0.006, memory: 9526, top1_acc: 0.5158, top5_acc: 0.7766, loss_cls: 1.9870, loss: 1.9870, grad_norm: 3.0232 2020-07-24 13:49:20,906 - mmaction - INFO - Epoch [6][80/1074] lr: 3.500e-02, eta: 15:48:41, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.5272, top5_acc: 0.7703, loss_cls: 1.9900, loss: 1.9900, grad_norm: 2.9105 2020-07-24 13:49:45,540 - mmaction - INFO - Epoch [6][100/1074] lr: 3.500e-02, eta: 15:48:26, time: 1.228, data_time: 0.007, memory: 9526, top1_acc: 0.5239, top5_acc: 0.7574, loss_cls: 2.0411, loss: 2.0411, grad_norm: 2.9134 2020-07-24 13:50:09,406 - mmaction - INFO - Epoch [6][120/1074] lr: 3.500e-02, eta: 15:48:05, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.5362, top5_acc: 0.7768, loss_cls: 1.9598, loss: 1.9598, grad_norm: 2.9385 2020-07-24 13:50:33,979 - mmaction - INFO - Epoch [6][140/1074] lr: 3.500e-02, eta: 15:47:49, time: 1.227, data_time: 0.005, memory: 9526, top1_acc: 0.5270, top5_acc: 0.7681, loss_cls: 2.0081, loss: 2.0081, grad_norm: 2.8454 2020-07-24 13:50:58,882 - mmaction - INFO - Epoch [6][160/1074] lr: 3.500e-02, eta: 15:47:37, time: 1.245, data_time: 0.009, memory: 9526, top1_acc: 0.5230, top5_acc: 0.7717, loss_cls: 2.0063, loss: 2.0063, grad_norm: 2.9419 2020-07-24 13:51:22,651 - mmaction - INFO - Epoch [6][180/1074] lr: 3.500e-02, eta: 15:47:15, time: 1.190, data_time: 0.008, memory: 9526, top1_acc: 0.5321, top5_acc: 0.7830, loss_cls: 1.9442, loss: 1.9442, grad_norm: 2.9172 2020-07-24 13:51:45,142 - mmaction - INFO - Epoch [6][200/1074] lr: 3.500e-02, eta: 15:46:42, time: 1.123, data_time: 0.009, memory: 9526, top1_acc: 0.5328, top5_acc: 0.7754, loss_cls: 1.9761, loss: 1.9761, grad_norm: 2.9653 2020-07-24 13:52:08,775 - mmaction - INFO - Epoch [6][220/1074] lr: 3.500e-02, eta: 15:46:18, time: 1.182, data_time: 0.008, memory: 9526, top1_acc: 0.5261, top5_acc: 0.7801, loss_cls: 1.9735, loss: 1.9735, grad_norm: 2.9311 2020-07-24 13:52:31,940 - mmaction - INFO - Epoch [6][240/1074] lr: 3.500e-02, eta: 15:45:51, time: 1.159, data_time: 0.007, memory: 9526, top1_acc: 0.5174, top5_acc: 0.7730, loss_cls: 2.0071, loss: 2.0071, grad_norm: 2.9228 2020-07-24 13:52:54,676 - mmaction - INFO - Epoch [6][260/1074] lr: 3.500e-02, eta: 15:45:20, time: 1.137, data_time: 0.007, memory: 9526, top1_acc: 0.5225, top5_acc: 0.7632, loss_cls: 2.0296, loss: 2.0296, grad_norm: 2.9735 2020-07-24 13:53:19,448 - mmaction - INFO - Epoch [6][280/1074] lr: 3.500e-02, eta: 15:45:07, time: 1.239, data_time: 0.007, memory: 9526, top1_acc: 0.5241, top5_acc: 0.7621, loss_cls: 1.9989, loss: 1.9989, grad_norm: 2.8661 2020-07-24 13:53:42,302 - mmaction - INFO - Epoch [6][300/1074] lr: 3.500e-02, eta: 15:44:37, time: 1.143, data_time: 0.006, memory: 9526, top1_acc: 0.5420, top5_acc: 0.7772, loss_cls: 1.9588, loss: 1.9588, grad_norm: 2.9286 2020-07-24 13:54:06,588 - mmaction - INFO - Epoch [6][320/1074] lr: 3.500e-02, eta: 15:44:19, time: 1.214, data_time: 0.004, memory: 9526, top1_acc: 0.5230, top5_acc: 0.7719, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.9370 2020-07-24 13:54:29,462 - mmaction - INFO - Epoch [6][340/1074] lr: 3.500e-02, eta: 15:43:48, time: 1.139, data_time: 0.006, memory: 9526, top1_acc: 0.5188, top5_acc: 0.7746, loss_cls: 1.9940, loss: 1.9940, grad_norm: 2.8942 2020-07-24 13:54:52,851 - mmaction - INFO - Epoch [6][360/1074] lr: 3.500e-02, eta: 15:43:24, time: 1.173, data_time: 0.008, memory: 9526, top1_acc: 0.5279, top5_acc: 0.7708, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.8876 2020-07-24 13:55:15,926 - mmaction - INFO - Epoch [6][380/1074] lr: 3.500e-02, eta: 15:42:55, time: 1.150, data_time: 0.008, memory: 9526, top1_acc: 0.5150, top5_acc: 0.7667, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.9127 2020-07-24 13:55:40,198 - mmaction - INFO - Epoch [6][400/1074] lr: 3.500e-02, eta: 15:42:38, time: 1.217, data_time: 0.008, memory: 9526, top1_acc: 0.5163, top5_acc: 0.7627, loss_cls: 2.0153, loss: 2.0153, grad_norm: 2.8736 2020-07-24 13:56:04,148 - mmaction - INFO - Epoch [6][420/1074] lr: 3.500e-02, eta: 15:42:16, time: 1.194, data_time: 0.007, memory: 9526, top1_acc: 0.5246, top5_acc: 0.7670, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.9385 2020-07-24 13:56:28,571 - mmaction - INFO - Epoch [6][440/1074] lr: 3.500e-02, eta: 15:42:00, time: 1.224, data_time: 0.009, memory: 9526, top1_acc: 0.5147, top5_acc: 0.7645, loss_cls: 2.0331, loss: 2.0331, grad_norm: 2.9355 2020-07-24 13:56:53,020 - mmaction - INFO - Epoch [6][460/1074] lr: 3.500e-02, eta: 15:41:44, time: 1.225, data_time: 0.008, memory: 9526, top1_acc: 0.5261, top5_acc: 0.7699, loss_cls: 2.0095, loss: 2.0095, grad_norm: 2.9280 2020-07-24 13:57:18,086 - mmaction - INFO - Epoch [6][480/1074] lr: 3.500e-02, eta: 15:41:32, time: 1.253, data_time: 0.003, memory: 9526, top1_acc: 0.5192, top5_acc: 0.7701, loss_cls: 2.0211, loss: 2.0211, grad_norm: 2.8804 2020-07-24 13:57:41,285 - mmaction - INFO - Epoch [6][500/1074] lr: 3.500e-02, eta: 15:41:05, time: 1.160, data_time: 0.005, memory: 9526, top1_acc: 0.5455, top5_acc: 0.7790, loss_cls: 1.9492, loss: 1.9492, grad_norm: 2.8579 2020-07-24 13:58:04,981 - mmaction - INFO - Epoch [6][520/1074] lr: 3.500e-02, eta: 15:40:42, time: 1.182, data_time: 0.005, memory: 9526, top1_acc: 0.5105, top5_acc: 0.7632, loss_cls: 2.0408, loss: 2.0408, grad_norm: 3.0069 2020-07-24 13:58:28,868 - mmaction - INFO - Epoch [6][540/1074] lr: 3.500e-02, eta: 15:40:21, time: 1.196, data_time: 0.008, memory: 9526, top1_acc: 0.5165, top5_acc: 0.7616, loss_cls: 2.0316, loss: 2.0316, grad_norm: 2.8674 2020-07-24 13:58:51,970 - mmaction - INFO - Epoch [6][560/1074] lr: 3.500e-02, eta: 15:39:53, time: 1.156, data_time: 0.004, memory: 9526, top1_acc: 0.5384, top5_acc: 0.7877, loss_cls: 1.9327, loss: 1.9327, grad_norm: 2.9759 2020-07-24 13:59:16,962 - mmaction - INFO - Epoch [6][580/1074] lr: 3.500e-02, eta: 15:39:41, time: 1.250, data_time: 0.006, memory: 9526, top1_acc: 0.5152, top5_acc: 0.7600, loss_cls: 2.0311, loss: 2.0311, grad_norm: 2.9562 2020-07-24 13:59:39,405 - mmaction - INFO - Epoch [6][600/1074] lr: 3.500e-02, eta: 15:39:07, time: 1.121, data_time: 0.004, memory: 9526, top1_acc: 0.5234, top5_acc: 0.7790, loss_cls: 1.9820, loss: 1.9820, grad_norm: 2.8494 2020-07-24 14:00:04,636 - mmaction - INFO - Epoch [6][620/1074] lr: 3.500e-02, eta: 15:38:57, time: 1.263, data_time: 0.008, memory: 9526, top1_acc: 0.5357, top5_acc: 0.7830, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.8841 2020-07-24 14:00:29,876 - mmaction - INFO - Epoch [6][640/1074] lr: 3.500e-02, eta: 15:38:46, time: 1.261, data_time: 0.006, memory: 9526, top1_acc: 0.5301, top5_acc: 0.7696, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.9156 2020-07-24 14:00:52,750 - mmaction - INFO - Epoch [6][660/1074] lr: 3.500e-02, eta: 15:38:16, time: 1.140, data_time: 0.007, memory: 9526, top1_acc: 0.5326, top5_acc: 0.7813, loss_cls: 1.9523, loss: 1.9523, grad_norm: 2.9315 2020-07-24 14:01:16,753 - mmaction - INFO - Epoch [6][680/1074] lr: 3.500e-02, eta: 15:37:56, time: 1.202, data_time: 0.008, memory: 9526, top1_acc: 0.5129, top5_acc: 0.7638, loss_cls: 2.0087, loss: 2.0087, grad_norm: 2.9027 2020-07-24 14:01:39,485 - mmaction - INFO - Epoch [6][700/1074] lr: 3.500e-02, eta: 15:37:25, time: 1.134, data_time: 0.011, memory: 9526, top1_acc: 0.5230, top5_acc: 0.7804, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.8902 2020-07-24 14:02:03,861 - mmaction - INFO - Epoch [6][720/1074] lr: 3.500e-02, eta: 15:37:07, time: 1.220, data_time: 0.008, memory: 9526, top1_acc: 0.5210, top5_acc: 0.7658, loss_cls: 2.0384, loss: 2.0384, grad_norm: 2.9768 2020-07-24 14:02:26,810 - mmaction - INFO - Epoch [6][740/1074] lr: 3.500e-02, eta: 15:36:39, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.5254, top5_acc: 0.7739, loss_cls: 1.9654, loss: 1.9654, grad_norm: 2.8670 2020-07-24 14:02:50,074 - mmaction - INFO - Epoch [6][760/1074] lr: 3.500e-02, eta: 15:36:12, time: 1.162, data_time: 0.007, memory: 9526, top1_acc: 0.5129, top5_acc: 0.7690, loss_cls: 2.0322, loss: 2.0322, grad_norm: 2.8732 2020-07-24 14:03:13,820 - mmaction - INFO - Epoch [6][780/1074] lr: 3.500e-02, eta: 15:35:49, time: 1.184, data_time: 0.009, memory: 9526, top1_acc: 0.5324, top5_acc: 0.7757, loss_cls: 1.9546, loss: 1.9546, grad_norm: 2.8837 2020-07-24 14:03:37,969 - mmaction - INFO - Epoch [6][800/1074] lr: 3.500e-02, eta: 15:35:30, time: 1.211, data_time: 0.009, memory: 9526, top1_acc: 0.5350, top5_acc: 0.7748, loss_cls: 1.9783, loss: 1.9783, grad_norm: 2.8896 2020-07-24 14:04:01,186 - mmaction - INFO - Epoch [6][820/1074] lr: 3.500e-02, eta: 15:35:03, time: 1.158, data_time: 0.007, memory: 9526, top1_acc: 0.5179, top5_acc: 0.7712, loss_cls: 2.0026, loss: 2.0026, grad_norm: 2.9099 2020-07-24 14:04:24,871 - mmaction - INFO - Epoch [6][840/1074] lr: 3.500e-02, eta: 15:34:40, time: 1.188, data_time: 0.008, memory: 9526, top1_acc: 0.5214, top5_acc: 0.7817, loss_cls: 1.9925, loss: 1.9925, grad_norm: 2.9387 2020-07-24 14:04:49,087 - mmaction - INFO - Epoch [6][860/1074] lr: 3.500e-02, eta: 15:34:21, time: 1.211, data_time: 0.007, memory: 9526, top1_acc: 0.5143, top5_acc: 0.7643, loss_cls: 2.0406, loss: 2.0406, grad_norm: 2.8803 2020-07-24 14:05:12,931 - mmaction - INFO - Epoch [6][880/1074] lr: 3.500e-02, eta: 15:33:59, time: 1.192, data_time: 0.004, memory: 9526, top1_acc: 0.5205, top5_acc: 0.7679, loss_cls: 2.0278, loss: 2.0278, grad_norm: 2.9086 2020-07-24 14:05:36,554 - mmaction - INFO - Epoch [6][900/1074] lr: 3.500e-02, eta: 15:33:36, time: 1.181, data_time: 0.004, memory: 9526, top1_acc: 0.5263, top5_acc: 0.7703, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.8939 2020-07-24 14:05:59,302 - mmaction - INFO - Epoch [6][920/1074] lr: 3.500e-02, eta: 15:33:05, time: 1.136, data_time: 0.009, memory: 9526, top1_acc: 0.5136, top5_acc: 0.7692, loss_cls: 2.0563, loss: 2.0563, grad_norm: 2.9507 2020-07-24 14:06:23,528 - mmaction - INFO - Epoch [6][940/1074] lr: 3.500e-02, eta: 15:32:46, time: 1.209, data_time: 0.006, memory: 9526, top1_acc: 0.5339, top5_acc: 0.7786, loss_cls: 1.9551, loss: 1.9551, grad_norm: 2.8740 2020-07-24 14:06:46,436 - mmaction - INFO - Epoch [6][960/1074] lr: 3.500e-02, eta: 15:32:18, time: 1.151, data_time: 0.009, memory: 9526, top1_acc: 0.5232, top5_acc: 0.7824, loss_cls: 1.9601, loss: 1.9601, grad_norm: 2.9199 2020-07-24 14:07:12,377 - mmaction - INFO - Epoch [6][980/1074] lr: 3.500e-02, eta: 15:32:11, time: 1.293, data_time: 0.006, memory: 9526, top1_acc: 0.5217, top5_acc: 0.7703, loss_cls: 1.9988, loss: 1.9988, grad_norm: 2.9260 2020-07-24 14:07:34,746 - mmaction - INFO - Epoch [6][1000/1074] lr: 3.500e-02, eta: 15:31:38, time: 1.120, data_time: 0.007, memory: 9526, top1_acc: 0.5277, top5_acc: 0.7813, loss_cls: 1.9637, loss: 1.9637, grad_norm: 2.9066 2020-07-24 14:07:58,712 - mmaction - INFO - Epoch [6][1020/1074] lr: 3.500e-02, eta: 15:31:17, time: 1.196, data_time: 0.008, memory: 9526, top1_acc: 0.5241, top5_acc: 0.7728, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.9560 2020-07-24 14:08:21,860 - mmaction - INFO - Epoch [6][1040/1074] lr: 3.500e-02, eta: 15:30:50, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.5304, top5_acc: 0.7743, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.9098 2020-07-24 14:08:48,778 - mmaction - INFO - Epoch [6][1060/1074] lr: 3.500e-02, eta: 15:30:51, time: 1.344, data_time: 0.007, memory: 9526, top1_acc: 0.5167, top5_acc: 0.7665, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.9219 2020-07-24 14:09:04,254 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-07-24 14:09:41,921 - mmaction - INFO - Epoch [7][20/1074] lr: 3.500e-02, eta: 15:29:37, time: 1.779, data_time: 0.693, memory: 9526, top1_acc: 0.5266, top5_acc: 0.7772, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.8841 2020-07-24 14:10:03,722 - mmaction - INFO - Epoch [7][40/1074] lr: 3.500e-02, eta: 15:29:00, time: 1.093, data_time: 0.008, memory: 9526, top1_acc: 0.5382, top5_acc: 0.7837, loss_cls: 1.8948, loss: 1.8948, grad_norm: 2.8885 2020-07-24 14:10:26,997 - mmaction - INFO - Epoch [7][60/1074] lr: 3.500e-02, eta: 15:28:34, time: 1.164, data_time: 0.004, memory: 9526, top1_acc: 0.5438, top5_acc: 0.7799, loss_cls: 1.9013, loss: 1.9013, grad_norm: 2.9466 2020-07-24 14:10:50,207 - mmaction - INFO - Epoch [7][80/1074] lr: 3.500e-02, eta: 15:28:08, time: 1.160, data_time: 0.005, memory: 9526, top1_acc: 0.5379, top5_acc: 0.7866, loss_cls: 1.9324, loss: 1.9324, grad_norm: 2.9000 2020-07-24 14:11:13,691 - mmaction - INFO - Epoch [7][100/1074] lr: 3.500e-02, eta: 15:27:43, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.5455, top5_acc: 0.7779, loss_cls: 1.9246, loss: 1.9246, grad_norm: 2.7858 2020-07-24 14:11:36,085 - mmaction - INFO - Epoch [7][120/1074] lr: 3.500e-02, eta: 15:27:11, time: 1.120, data_time: 0.008, memory: 9526, top1_acc: 0.5313, top5_acc: 0.7804, loss_cls: 1.9442, loss: 1.9442, grad_norm: 2.9174 2020-07-24 14:12:00,814 - mmaction - INFO - Epoch [7][140/1074] lr: 3.500e-02, eta: 15:26:56, time: 1.239, data_time: 0.008, memory: 9526, top1_acc: 0.5453, top5_acc: 0.7882, loss_cls: 1.8904, loss: 1.8904, grad_norm: 2.9307 2020-07-24 14:12:25,013 - mmaction - INFO - Epoch [7][160/1074] lr: 3.500e-02, eta: 15:26:36, time: 1.206, data_time: 0.005, memory: 9526, top1_acc: 0.5368, top5_acc: 0.7759, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.9038 2020-07-24 14:12:47,304 - mmaction - INFO - Epoch [7][180/1074] lr: 3.500e-02, eta: 15:26:03, time: 1.117, data_time: 0.010, memory: 9526, top1_acc: 0.5397, top5_acc: 0.7799, loss_cls: 1.9246, loss: 1.9246, grad_norm: 2.8924 2020-07-24 14:13:11,036 - mmaction - INFO - Epoch [7][200/1074] lr: 3.500e-02, eta: 15:25:40, time: 1.187, data_time: 0.004, memory: 9526, top1_acc: 0.5306, top5_acc: 0.7737, loss_cls: 1.9739, loss: 1.9739, grad_norm: 2.8971 2020-07-24 14:13:36,271 - mmaction - INFO - Epoch [7][220/1074] lr: 3.500e-02, eta: 15:25:28, time: 1.261, data_time: 0.007, memory: 9526, top1_acc: 0.5460, top5_acc: 0.7821, loss_cls: 1.9110, loss: 1.9110, grad_norm: 2.8969 2020-07-24 14:14:00,232 - mmaction - INFO - Epoch [7][240/1074] lr: 3.500e-02, eta: 15:25:07, time: 1.199, data_time: 0.006, memory: 9526, top1_acc: 0.5328, top5_acc: 0.7817, loss_cls: 1.9479, loss: 1.9479, grad_norm: 2.9344 2020-07-24 14:14:23,487 - mmaction - INFO - Epoch [7][260/1074] lr: 3.500e-02, eta: 15:24:41, time: 1.162, data_time: 0.006, memory: 9526, top1_acc: 0.5250, top5_acc: 0.7775, loss_cls: 1.9803, loss: 1.9803, grad_norm: 2.9406 2020-07-24 14:14:47,525 - mmaction - INFO - Epoch [7][280/1074] lr: 3.500e-02, eta: 15:24:20, time: 1.203, data_time: 0.004, memory: 9526, top1_acc: 0.5431, top5_acc: 0.7813, loss_cls: 1.9246, loss: 1.9246, grad_norm: 2.8684 2020-07-24 14:15:12,104 - mmaction - INFO - Epoch [7][300/1074] lr: 3.500e-02, eta: 15:24:03, time: 1.223, data_time: 0.007, memory: 9526, top1_acc: 0.5335, top5_acc: 0.7768, loss_cls: 1.9657, loss: 1.9657, grad_norm: 2.8260 2020-07-24 14:15:36,982 - mmaction - INFO - Epoch [7][320/1074] lr: 3.500e-02, eta: 15:23:49, time: 1.251, data_time: 0.010, memory: 9526, top1_acc: 0.5384, top5_acc: 0.7846, loss_cls: 1.9392, loss: 1.9392, grad_norm: 2.9018 2020-07-24 14:16:01,673 - mmaction - INFO - Epoch [7][340/1074] lr: 3.500e-02, eta: 15:23:32, time: 1.230, data_time: 0.006, memory: 9526, top1_acc: 0.5404, top5_acc: 0.7933, loss_cls: 1.8789, loss: 1.8789, grad_norm: 2.8511 2020-07-24 14:16:26,146 - mmaction - INFO - Epoch [7][360/1074] lr: 3.500e-02, eta: 15:23:14, time: 1.225, data_time: 0.008, memory: 9526, top1_acc: 0.5429, top5_acc: 0.7746, loss_cls: 1.9410, loss: 1.9410, grad_norm: 2.9575 2020-07-24 14:16:49,143 - mmaction - INFO - Epoch [7][380/1074] lr: 3.500e-02, eta: 15:22:47, time: 1.150, data_time: 0.008, memory: 9526, top1_acc: 0.5304, top5_acc: 0.7719, loss_cls: 1.9641, loss: 1.9641, grad_norm: 2.8775 2020-07-24 14:17:12,598 - mmaction - INFO - Epoch [7][400/1074] lr: 3.500e-02, eta: 15:22:22, time: 1.171, data_time: 0.009, memory: 9526, top1_acc: 0.5386, top5_acc: 0.7768, loss_cls: 1.9529, loss: 1.9529, grad_norm: 2.8977 2020-07-24 14:17:37,529 - mmaction - INFO - Epoch [7][420/1074] lr: 3.500e-02, eta: 15:22:07, time: 1.250, data_time: 0.007, memory: 9526, top1_acc: 0.5431, top5_acc: 0.7804, loss_cls: 1.9281, loss: 1.9281, grad_norm: 2.8514 2020-07-24 14:18:02,059 - mmaction - INFO - Epoch [7][440/1074] lr: 3.500e-02, eta: 15:21:49, time: 1.221, data_time: 0.005, memory: 9526, top1_acc: 0.5384, top5_acc: 0.7788, loss_cls: 1.9263, loss: 1.9263, grad_norm: 2.9346 2020-07-24 14:18:25,254 - mmaction - INFO - Epoch [7][460/1074] lr: 3.500e-02, eta: 15:21:23, time: 1.165, data_time: 0.009, memory: 9526, top1_acc: 0.5243, top5_acc: 0.7754, loss_cls: 1.9822, loss: 1.9822, grad_norm: 2.9794 2020-07-24 14:18:48,438 - mmaction - INFO - Epoch [7][480/1074] lr: 3.500e-02, eta: 15:20:56, time: 1.157, data_time: 0.006, memory: 9526, top1_acc: 0.5391, top5_acc: 0.7839, loss_cls: 1.9296, loss: 1.9296, grad_norm: 2.9306 2020-07-24 14:19:11,659 - mmaction - INFO - Epoch [7][500/1074] lr: 3.500e-02, eta: 15:20:30, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.5355, top5_acc: 0.7714, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.8560 2020-07-24 14:19:35,139 - mmaction - INFO - Epoch [7][520/1074] lr: 3.500e-02, eta: 15:20:05, time: 1.175, data_time: 0.007, memory: 9526, top1_acc: 0.5237, top5_acc: 0.7868, loss_cls: 1.9629, loss: 1.9629, grad_norm: 2.9258 2020-07-24 14:19:58,201 - mmaction - INFO - Epoch [7][540/1074] lr: 3.500e-02, eta: 15:19:38, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.5417, top5_acc: 0.7797, loss_cls: 1.9352, loss: 1.9352, grad_norm: 2.8946 2020-07-24 14:20:23,331 - mmaction - INFO - Epoch [7][560/1074] lr: 3.500e-02, eta: 15:19:25, time: 1.256, data_time: 0.003, memory: 9526, top1_acc: 0.5362, top5_acc: 0.7864, loss_cls: 1.9222, loss: 1.9222, grad_norm: 2.9290 2020-07-24 14:20:46,794 - mmaction - INFO - Epoch [7][580/1074] lr: 3.500e-02, eta: 15:19:00, time: 1.172, data_time: 0.008, memory: 9526, top1_acc: 0.5283, top5_acc: 0.7868, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.8950 2020-07-24 14:21:11,662 - mmaction - INFO - Epoch [7][600/1074] lr: 3.500e-02, eta: 15:18:44, time: 1.243, data_time: 0.004, memory: 9526, top1_acc: 0.5375, top5_acc: 0.7821, loss_cls: 1.9100, loss: 1.9100, grad_norm: 2.7913 2020-07-24 14:21:35,433 - mmaction - INFO - Epoch [7][620/1074] lr: 3.500e-02, eta: 15:18:21, time: 1.186, data_time: 0.008, memory: 9526, top1_acc: 0.5348, top5_acc: 0.7757, loss_cls: 1.9544, loss: 1.9544, grad_norm: 2.8866 2020-07-24 14:21:58,275 - mmaction - INFO - Epoch [7][640/1074] lr: 3.500e-02, eta: 15:17:52, time: 1.140, data_time: 0.007, memory: 9526, top1_acc: 0.5442, top5_acc: 0.7868, loss_cls: 1.9095, loss: 1.9095, grad_norm: 2.8794 2020-07-24 14:22:22,489 - mmaction - INFO - Epoch [7][660/1074] lr: 3.500e-02, eta: 15:17:33, time: 1.211, data_time: 0.012, memory: 9526, top1_acc: 0.5509, top5_acc: 0.7839, loss_cls: 1.8968, loss: 1.8968, grad_norm: 2.8771 2020-07-24 14:22:46,567 - mmaction - INFO - Epoch [7][680/1074] lr: 3.500e-02, eta: 15:17:13, time: 1.209, data_time: 0.008, memory: 9526, top1_acc: 0.5373, top5_acc: 0.7739, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.9014 2020-07-24 14:23:09,092 - mmaction - INFO - Epoch [7][700/1074] lr: 3.500e-02, eta: 15:16:41, time: 1.124, data_time: 0.004, memory: 9526, top1_acc: 0.5234, top5_acc: 0.7766, loss_cls: 1.9708, loss: 1.9708, grad_norm: 2.9614 2020-07-24 14:23:33,474 - mmaction - INFO - Epoch [7][720/1074] lr: 3.500e-02, eta: 15:16:22, time: 1.215, data_time: 0.005, memory: 9526, top1_acc: 0.5355, top5_acc: 0.7754, loss_cls: 1.9612, loss: 1.9612, grad_norm: 2.8261 2020-07-24 14:23:56,715 - mmaction - INFO - Epoch [7][740/1074] lr: 3.500e-02, eta: 15:15:57, time: 1.166, data_time: 0.010, memory: 9526, top1_acc: 0.5482, top5_acc: 0.7935, loss_cls: 1.8649, loss: 1.8649, grad_norm: 2.8826 2020-07-24 14:24:21,254 - mmaction - INFO - Epoch [7][760/1074] lr: 3.500e-02, eta: 15:15:39, time: 1.225, data_time: 0.008, memory: 9526, top1_acc: 0.5333, top5_acc: 0.7797, loss_cls: 1.9571, loss: 1.9571, grad_norm: 2.8959 2020-07-24 14:24:44,185 - mmaction - INFO - Epoch [7][780/1074] lr: 3.500e-02, eta: 15:15:11, time: 1.149, data_time: 0.008, memory: 9526, top1_acc: 0.5388, top5_acc: 0.7850, loss_cls: 1.9241, loss: 1.9241, grad_norm: 2.8937 2020-07-24 14:25:07,777 - mmaction - INFO - Epoch [7][800/1074] lr: 3.500e-02, eta: 15:14:47, time: 1.180, data_time: 0.007, memory: 9526, top1_acc: 0.5473, top5_acc: 0.7924, loss_cls: 1.9152, loss: 1.9152, grad_norm: 2.8704 2020-07-24 14:25:30,798 - mmaction - INFO - Epoch [7][820/1074] lr: 3.500e-02, eta: 15:14:20, time: 1.152, data_time: 0.003, memory: 9526, top1_acc: 0.5435, top5_acc: 0.7821, loss_cls: 1.9296, loss: 1.9296, grad_norm: 2.8524 2020-07-24 14:25:54,191 - mmaction - INFO - Epoch [7][840/1074] lr: 3.500e-02, eta: 15:13:54, time: 1.169, data_time: 0.005, memory: 9526, top1_acc: 0.5411, top5_acc: 0.7692, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.9033 2020-07-24 14:26:17,526 - mmaction - INFO - Epoch [7][860/1074] lr: 3.500e-02, eta: 15:13:28, time: 1.162, data_time: 0.005, memory: 9526, top1_acc: 0.5435, top5_acc: 0.7799, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.8615 2020-07-24 14:26:41,651 - mmaction - INFO - Epoch [7][880/1074] lr: 3.500e-02, eta: 15:13:08, time: 1.211, data_time: 0.008, memory: 9526, top1_acc: 0.5482, top5_acc: 0.7839, loss_cls: 1.8796, loss: 1.8796, grad_norm: 2.8356 2020-07-24 14:27:05,729 - mmaction - INFO - Epoch [7][900/1074] lr: 3.500e-02, eta: 15:12:47, time: 1.202, data_time: 0.006, memory: 9526, top1_acc: 0.5471, top5_acc: 0.7828, loss_cls: 1.9274, loss: 1.9274, grad_norm: 2.9505 2020-07-24 14:27:29,408 - mmaction - INFO - Epoch [7][920/1074] lr: 3.500e-02, eta: 15:12:24, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.5368, top5_acc: 0.7708, loss_cls: 1.9684, loss: 1.9684, grad_norm: 2.9301 2020-07-24 14:27:51,413 - mmaction - INFO - Epoch [7][940/1074] lr: 3.500e-02, eta: 15:11:50, time: 1.098, data_time: 0.007, memory: 9526, top1_acc: 0.5382, top5_acc: 0.7879, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.8919 2020-07-24 14:28:15,724 - mmaction - INFO - Epoch [7][960/1074] lr: 3.500e-02, eta: 15:11:31, time: 1.217, data_time: 0.009, memory: 9526, top1_acc: 0.5458, top5_acc: 0.7848, loss_cls: 1.9333, loss: 1.9333, grad_norm: 2.9012 2020-07-24 14:28:40,522 - mmaction - INFO - Epoch [7][980/1074] lr: 3.500e-02, eta: 15:11:14, time: 1.239, data_time: 0.008, memory: 9526, top1_acc: 0.5413, top5_acc: 0.7806, loss_cls: 1.9020, loss: 1.9020, grad_norm: 2.8440 2020-07-24 14:29:03,809 - mmaction - INFO - Epoch [7][1000/1074] lr: 3.500e-02, eta: 15:10:49, time: 1.167, data_time: 0.007, memory: 9526, top1_acc: 0.5344, top5_acc: 0.7721, loss_cls: 1.9539, loss: 1.9539, grad_norm: 2.8409 2020-07-24 14:29:27,673 - mmaction - INFO - Epoch [7][1020/1074] lr: 3.500e-02, eta: 15:10:27, time: 1.190, data_time: 0.006, memory: 9526, top1_acc: 0.5192, top5_acc: 0.7688, loss_cls: 1.9996, loss: 1.9996, grad_norm: 2.9234 2020-07-24 14:29:51,087 - mmaction - INFO - Epoch [7][1040/1074] lr: 3.500e-02, eta: 15:10:02, time: 1.174, data_time: 0.008, memory: 9526, top1_acc: 0.5326, top5_acc: 0.7770, loss_cls: 1.9452, loss: 1.9452, grad_norm: 2.8886 2020-07-24 14:30:14,540 - mmaction - INFO - Epoch [7][1060/1074] lr: 3.500e-02, eta: 15:09:37, time: 1.170, data_time: 0.006, memory: 9526, top1_acc: 0.5359, top5_acc: 0.7792, loss_cls: 1.9315, loss: 1.9315, grad_norm: 2.8993 2020-07-24 14:30:29,810 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-07-24 14:31:04,133 - mmaction - INFO - Epoch [8][20/1074] lr: 3.500e-02, eta: 15:08:06, time: 1.594, data_time: 0.388, memory: 9526, top1_acc: 0.5484, top5_acc: 0.7964, loss_cls: 1.8721, loss: 1.8721, grad_norm: 2.8042 2020-07-24 14:31:26,229 - mmaction - INFO - Epoch [8][40/1074] lr: 3.500e-02, eta: 15:07:33, time: 1.107, data_time: 0.006, memory: 9526, top1_acc: 0.5473, top5_acc: 0.7962, loss_cls: 1.8525, loss: 1.8525, grad_norm: 2.8800 2020-07-24 14:31:49,192 - mmaction - INFO - Epoch [8][60/1074] lr: 3.500e-02, eta: 15:07:05, time: 1.145, data_time: 0.006, memory: 9526, top1_acc: 0.5496, top5_acc: 0.7837, loss_cls: 1.9056, loss: 1.9056, grad_norm: 2.9351 2020-07-24 14:32:14,436 - mmaction - INFO - Epoch [8][80/1074] lr: 3.500e-02, eta: 15:06:52, time: 1.267, data_time: 0.008, memory: 9526, top1_acc: 0.5654, top5_acc: 0.7924, loss_cls: 1.8216, loss: 1.8216, grad_norm: 2.8074 2020-07-24 14:32:37,352 - mmaction - INFO - Epoch [8][100/1074] lr: 3.500e-02, eta: 15:06:24, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.5433, top5_acc: 0.7815, loss_cls: 1.9078, loss: 1.9078, grad_norm: 2.8957 2020-07-24 14:32:59,339 - mmaction - INFO - Epoch [8][120/1074] lr: 3.500e-02, eta: 15:05:51, time: 1.099, data_time: 0.004, memory: 9526, top1_acc: 0.5578, top5_acc: 0.7973, loss_cls: 1.8505, loss: 1.8505, grad_norm: 2.9213 2020-07-24 14:33:24,073 - mmaction - INFO - Epoch [8][140/1074] lr: 3.500e-02, eta: 15:05:34, time: 1.238, data_time: 0.007, memory: 9526, top1_acc: 0.5554, top5_acc: 0.7938, loss_cls: 1.8566, loss: 1.8566, grad_norm: 2.9104 2020-07-24 14:33:45,925 - mmaction - INFO - Epoch [8][160/1074] lr: 3.500e-02, eta: 15:05:00, time: 1.094, data_time: 0.003, memory: 9526, top1_acc: 0.5413, top5_acc: 0.7922, loss_cls: 1.8992, loss: 1.8992, grad_norm: 2.9244 2020-07-24 14:34:08,984 - mmaction - INFO - Epoch [8][180/1074] lr: 3.500e-02, eta: 15:04:33, time: 1.150, data_time: 0.006, memory: 9526, top1_acc: 0.5433, top5_acc: 0.7824, loss_cls: 1.9230, loss: 1.9230, grad_norm: 2.8950 2020-07-24 14:34:31,656 - mmaction - INFO - Epoch [8][200/1074] lr: 3.500e-02, eta: 15:04:04, time: 1.135, data_time: 0.007, memory: 9526, top1_acc: 0.5453, top5_acc: 0.7922, loss_cls: 1.8760, loss: 1.8760, grad_norm: 2.9451 2020-07-24 14:34:56,149 - mmaction - INFO - Epoch [8][220/1074] lr: 3.500e-02, eta: 15:03:46, time: 1.221, data_time: 0.007, memory: 9526, top1_acc: 0.5500, top5_acc: 0.7857, loss_cls: 1.8952, loss: 1.8952, grad_norm: 2.9088 2020-07-24 14:35:19,096 - mmaction - INFO - Epoch [8][240/1074] lr: 3.500e-02, eta: 15:03:18, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.5455, top5_acc: 0.7931, loss_cls: 1.8712, loss: 1.8712, grad_norm: 2.8823 2020-07-24 14:35:42,743 - mmaction - INFO - Epoch [8][260/1074] lr: 3.500e-02, eta: 15:02:55, time: 1.187, data_time: 0.010, memory: 9526, top1_acc: 0.5545, top5_acc: 0.7998, loss_cls: 1.8391, loss: 1.8391, grad_norm: 2.8967 2020-07-24 14:36:05,429 - mmaction - INFO - Epoch [8][280/1074] lr: 3.500e-02, eta: 15:02:26, time: 1.132, data_time: 0.003, memory: 9526, top1_acc: 0.5607, top5_acc: 0.7908, loss_cls: 1.8577, loss: 1.8577, grad_norm: 2.8769 2020-07-24 14:36:29,816 - mmaction - INFO - Epoch [8][300/1074] lr: 3.500e-02, eta: 15:02:07, time: 1.218, data_time: 0.008, memory: 9526, top1_acc: 0.5529, top5_acc: 0.7926, loss_cls: 1.8657, loss: 1.8657, grad_norm: 2.9497 2020-07-24 14:36:52,607 - mmaction - INFO - Epoch [8][320/1074] lr: 3.500e-02, eta: 15:01:39, time: 1.142, data_time: 0.009, memory: 9526, top1_acc: 0.5446, top5_acc: 0.7980, loss_cls: 1.8593, loss: 1.8593, grad_norm: 2.8850 2020-07-24 14:37:15,191 - mmaction - INFO - Epoch [8][340/1074] lr: 3.500e-02, eta: 15:01:10, time: 1.128, data_time: 0.007, memory: 9526, top1_acc: 0.5324, top5_acc: 0.7777, loss_cls: 1.9466, loss: 1.9466, grad_norm: 2.9391 2020-07-24 14:37:38,618 - mmaction - INFO - Epoch [8][360/1074] lr: 3.500e-02, eta: 15:00:45, time: 1.171, data_time: 0.004, memory: 9526, top1_acc: 0.5373, top5_acc: 0.7826, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.9554 2020-07-24 14:38:01,089 - mmaction - INFO - Epoch [8][380/1074] lr: 3.500e-02, eta: 15:00:15, time: 1.124, data_time: 0.008, memory: 9526, top1_acc: 0.5460, top5_acc: 0.7821, loss_cls: 1.9497, loss: 1.9497, grad_norm: 2.8370 2020-07-24 14:38:23,092 - mmaction - INFO - Epoch [8][400/1074] lr: 3.500e-02, eta: 14:59:42, time: 1.100, data_time: 0.005, memory: 9526, top1_acc: 0.5460, top5_acc: 0.7891, loss_cls: 1.8950, loss: 1.8950, grad_norm: 2.8730 2020-07-24 14:38:46,751 - mmaction - INFO - Epoch [8][420/1074] lr: 3.500e-02, eta: 14:59:19, time: 1.180, data_time: 0.007, memory: 9526, top1_acc: 0.5388, top5_acc: 0.7801, loss_cls: 1.9362, loss: 1.9362, grad_norm: 2.9279 2020-07-24 14:39:09,929 - mmaction - INFO - Epoch [8][440/1074] lr: 3.500e-02, eta: 14:58:53, time: 1.163, data_time: 0.009, memory: 9526, top1_acc: 0.5462, top5_acc: 0.7891, loss_cls: 1.9050, loss: 1.9050, grad_norm: 2.8560 2020-07-24 14:39:33,498 - mmaction - INFO - Epoch [8][460/1074] lr: 3.500e-02, eta: 14:58:29, time: 1.173, data_time: 0.005, memory: 9526, top1_acc: 0.5525, top5_acc: 0.7839, loss_cls: 1.8955, loss: 1.8955, grad_norm: 2.9357 2020-07-24 14:39:57,065 - mmaction - INFO - Epoch [8][480/1074] lr: 3.500e-02, eta: 14:58:06, time: 1.182, data_time: 0.009, memory: 9526, top1_acc: 0.5576, top5_acc: 0.7971, loss_cls: 1.8295, loss: 1.8295, grad_norm: 2.8009 2020-07-24 14:40:19,068 - mmaction - INFO - Epoch [8][500/1074] lr: 3.500e-02, eta: 14:57:33, time: 1.098, data_time: 0.008, memory: 9526, top1_acc: 0.5460, top5_acc: 0.7859, loss_cls: 1.9076, loss: 1.9076, grad_norm: 2.8542 2020-07-24 14:40:42,742 - mmaction - INFO - Epoch [8][520/1074] lr: 3.500e-02, eta: 14:57:10, time: 1.187, data_time: 0.008, memory: 9526, top1_acc: 0.5400, top5_acc: 0.7830, loss_cls: 1.9273, loss: 1.9273, grad_norm: 2.9004 2020-07-24 14:41:08,764 - mmaction - INFO - Epoch [8][540/1074] lr: 3.500e-02, eta: 14:57:00, time: 1.298, data_time: 0.007, memory: 9526, top1_acc: 0.5491, top5_acc: 0.7917, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.8221 2020-07-24 14:41:32,483 - mmaction - INFO - Epoch [8][560/1074] lr: 3.500e-02, eta: 14:56:38, time: 1.189, data_time: 0.009, memory: 9526, top1_acc: 0.5536, top5_acc: 0.7911, loss_cls: 1.8418, loss: 1.8418, grad_norm: 2.8420 2020-07-24 14:41:55,168 - mmaction - INFO - Epoch [8][580/1074] lr: 3.500e-02, eta: 14:56:09, time: 1.130, data_time: 0.007, memory: 9526, top1_acc: 0.5507, top5_acc: 0.7891, loss_cls: 1.8881, loss: 1.8881, grad_norm: 2.8681 2020-07-24 14:42:18,995 - mmaction - INFO - Epoch [8][600/1074] lr: 3.500e-02, eta: 14:55:47, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.5484, top5_acc: 0.7868, loss_cls: 1.9014, loss: 1.9014, grad_norm: 2.9016 2020-07-24 14:42:44,097 - mmaction - INFO - Epoch [8][620/1074] lr: 3.500e-02, eta: 14:55:32, time: 1.255, data_time: 0.006, memory: 9526, top1_acc: 0.5451, top5_acc: 0.7922, loss_cls: 1.8882, loss: 1.8882, grad_norm: 2.8965 2020-07-24 14:43:06,788 - mmaction - INFO - Epoch [8][640/1074] lr: 3.500e-02, eta: 14:55:03, time: 1.134, data_time: 0.007, memory: 9526, top1_acc: 0.5487, top5_acc: 0.7926, loss_cls: 1.8747, loss: 1.8747, grad_norm: 2.8476 2020-07-24 14:43:31,323 - mmaction - INFO - Epoch [8][660/1074] lr: 3.500e-02, eta: 14:54:45, time: 1.228, data_time: 0.008, memory: 9526, top1_acc: 0.5574, top5_acc: 0.7973, loss_cls: 1.8442, loss: 1.8442, grad_norm: 2.8687 2020-07-24 14:43:53,349 - mmaction - INFO - Epoch [8][680/1074] lr: 3.500e-02, eta: 14:54:13, time: 1.102, data_time: 0.003, memory: 9526, top1_acc: 0.5536, top5_acc: 0.7942, loss_cls: 1.8731, loss: 1.8731, grad_norm: 2.9339 2020-07-24 14:44:16,676 - mmaction - INFO - Epoch [8][700/1074] lr: 3.500e-02, eta: 14:53:47, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.5533, top5_acc: 0.7875, loss_cls: 1.8622, loss: 1.8622, grad_norm: 2.8361 2020-07-24 14:44:40,236 - mmaction - INFO - Epoch [8][720/1074] lr: 3.500e-02, eta: 14:53:24, time: 1.177, data_time: 0.007, memory: 9526, top1_acc: 0.5453, top5_acc: 0.7830, loss_cls: 1.9203, loss: 1.9203, grad_norm: 2.9130 2020-07-24 14:45:01,775 - mmaction - INFO - Epoch [8][740/1074] lr: 3.500e-02, eta: 14:52:49, time: 1.078, data_time: 0.010, memory: 9526, top1_acc: 0.5375, top5_acc: 0.7810, loss_cls: 1.9291, loss: 1.9291, grad_norm: 2.9238 2020-07-24 14:45:25,420 - mmaction - INFO - Epoch [8][760/1074] lr: 3.500e-02, eta: 14:52:26, time: 1.187, data_time: 0.008, memory: 9526, top1_acc: 0.5525, top5_acc: 0.7846, loss_cls: 1.8770, loss: 1.8770, grad_norm: 2.8566 2020-07-24 14:45:49,941 - mmaction - INFO - Epoch [8][780/1074] lr: 3.500e-02, eta: 14:52:07, time: 1.222, data_time: 0.005, memory: 9526, top1_acc: 0.5467, top5_acc: 0.7982, loss_cls: 1.8553, loss: 1.8553, grad_norm: 2.8876 2020-07-24 14:46:12,932 - mmaction - INFO - Epoch [8][800/1074] lr: 3.500e-02, eta: 14:51:41, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.5308, top5_acc: 0.7777, loss_cls: 1.9349, loss: 1.9349, grad_norm: 2.9085 2020-07-24 14:46:35,636 - mmaction - INFO - Epoch [8][820/1074] lr: 3.500e-02, eta: 14:51:12, time: 1.133, data_time: 0.009, memory: 9526, top1_acc: 0.5321, top5_acc: 0.7826, loss_cls: 1.9368, loss: 1.9368, grad_norm: 2.9384 2020-07-24 14:46:59,408 - mmaction - INFO - Epoch [8][840/1074] lr: 3.500e-02, eta: 14:50:50, time: 1.188, data_time: 0.008, memory: 9526, top1_acc: 0.5529, top5_acc: 0.7882, loss_cls: 1.8713, loss: 1.8713, grad_norm: 2.9053 2020-07-24 14:47:23,680 - mmaction - INFO - Epoch [8][860/1074] lr: 3.500e-02, eta: 14:50:30, time: 1.214, data_time: 0.010, memory: 9526, top1_acc: 0.5487, top5_acc: 0.7940, loss_cls: 1.8849, loss: 1.8849, grad_norm: 2.8987 2020-07-24 14:47:45,533 - mmaction - INFO - Epoch [8][880/1074] lr: 3.500e-02, eta: 14:49:57, time: 1.095, data_time: 0.007, memory: 9526, top1_acc: 0.5482, top5_acc: 0.7884, loss_cls: 1.9163, loss: 1.9163, grad_norm: 2.8683 2020-07-24 14:48:08,864 - mmaction - INFO - Epoch [8][900/1074] lr: 3.500e-02, eta: 14:49:32, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.5475, top5_acc: 0.7808, loss_cls: 1.8999, loss: 1.8999, grad_norm: 2.7758 2020-07-24 14:48:32,081 - mmaction - INFO - Epoch [8][920/1074] lr: 3.500e-02, eta: 14:49:07, time: 1.161, data_time: 0.004, memory: 9526, top1_acc: 0.5420, top5_acc: 0.7913, loss_cls: 1.8887, loss: 1.8887, grad_norm: 2.8097 2020-07-24 14:48:54,932 - mmaction - INFO - Epoch [8][940/1074] lr: 3.500e-02, eta: 14:48:39, time: 1.144, data_time: 0.004, memory: 9526, top1_acc: 0.5368, top5_acc: 0.7772, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.8740 2020-07-24 14:49:18,381 - mmaction - INFO - Epoch [8][960/1074] lr: 3.500e-02, eta: 14:48:15, time: 1.169, data_time: 0.007, memory: 9526, top1_acc: 0.5525, top5_acc: 0.7987, loss_cls: 1.8500, loss: 1.8500, grad_norm: 2.8715 2020-07-24 14:49:42,259 - mmaction - INFO - Epoch [8][980/1074] lr: 3.500e-02, eta: 14:47:53, time: 1.195, data_time: 0.007, memory: 9526, top1_acc: 0.5393, top5_acc: 0.7906, loss_cls: 1.8904, loss: 1.8904, grad_norm: 2.9456 2020-07-24 14:50:04,179 - mmaction - INFO - Epoch [8][1000/1074] lr: 3.500e-02, eta: 14:47:21, time: 1.097, data_time: 0.007, memory: 9526, top1_acc: 0.5449, top5_acc: 0.7879, loss_cls: 1.8894, loss: 1.8894, grad_norm: 2.8304 2020-07-24 14:50:26,964 - mmaction - INFO - Epoch [8][1020/1074] lr: 3.500e-02, eta: 14:46:53, time: 1.140, data_time: 0.003, memory: 9526, top1_acc: 0.5560, top5_acc: 0.7911, loss_cls: 1.8509, loss: 1.8509, grad_norm: 2.8030 2020-07-24 14:50:49,510 - mmaction - INFO - Epoch [8][1040/1074] lr: 3.500e-02, eta: 14:46:24, time: 1.125, data_time: 0.008, memory: 9526, top1_acc: 0.5467, top5_acc: 0.7938, loss_cls: 1.8889, loss: 1.8889, grad_norm: 2.8527 2020-07-24 14:51:13,218 - mmaction - INFO - Epoch [8][1060/1074] lr: 3.500e-02, eta: 14:46:02, time: 1.188, data_time: 0.008, memory: 9526, top1_acc: 0.5509, top5_acc: 0.7864, loss_cls: 1.8817, loss: 1.8817, grad_norm: 2.8242 2020-07-24 14:51:28,823 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-07-24 14:52:03,422 - mmaction - INFO - Epoch [9][20/1074] lr: 3.500e-02, eta: 14:44:42, time: 1.622, data_time: 0.427, memory: 9526, top1_acc: 0.5783, top5_acc: 0.8114, loss_cls: 1.7531, loss: 1.7531, grad_norm: 2.8879 2020-07-24 14:52:25,497 - mmaction - INFO - Epoch [9][40/1074] lr: 3.500e-02, eta: 14:44:10, time: 1.103, data_time: 0.003, memory: 9526, top1_acc: 0.5587, top5_acc: 0.7962, loss_cls: 1.8291, loss: 1.8291, grad_norm: 2.8987 2020-07-24 14:52:49,493 - mmaction - INFO - Epoch [9][60/1074] lr: 3.500e-02, eta: 14:43:49, time: 1.198, data_time: 0.007, memory: 9526, top1_acc: 0.5545, top5_acc: 0.7969, loss_cls: 1.8275, loss: 1.8275, grad_norm: 2.8376 2020-07-24 14:53:10,877 - mmaction - INFO - Epoch [9][80/1074] lr: 3.500e-02, eta: 14:43:14, time: 1.072, data_time: 0.007, memory: 9526, top1_acc: 0.5629, top5_acc: 0.7987, loss_cls: 1.8006, loss: 1.8006, grad_norm: 2.8538 2020-07-24 14:53:33,168 - mmaction - INFO - Epoch [9][100/1074] lr: 3.500e-02, eta: 14:42:44, time: 1.115, data_time: 0.007, memory: 9526, top1_acc: 0.5549, top5_acc: 0.7960, loss_cls: 1.8295, loss: 1.8295, grad_norm: 2.9123 2020-07-24 14:53:57,343 - mmaction - INFO - Epoch [9][120/1074] lr: 3.500e-02, eta: 14:42:24, time: 1.209, data_time: 0.004, memory: 9526, top1_acc: 0.5589, top5_acc: 0.7884, loss_cls: 1.8320, loss: 1.8320, grad_norm: 2.8626 2020-07-24 14:54:20,719 - mmaction - INFO - Epoch [9][140/1074] lr: 3.500e-02, eta: 14:42:00, time: 1.166, data_time: 0.006, memory: 9526, top1_acc: 0.5565, top5_acc: 0.8036, loss_cls: 1.7939, loss: 1.7939, grad_norm: 2.8538 2020-07-24 14:54:45,085 - mmaction - INFO - Epoch [9][160/1074] lr: 3.500e-02, eta: 14:41:41, time: 1.220, data_time: 0.008, memory: 9526, top1_acc: 0.5538, top5_acc: 0.7946, loss_cls: 1.8415, loss: 1.8415, grad_norm: 2.8850 2020-07-24 14:55:08,866 - mmaction - INFO - Epoch [9][180/1074] lr: 3.500e-02, eta: 14:41:18, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.5603, top5_acc: 0.7946, loss_cls: 1.8455, loss: 1.8455, grad_norm: 2.8550 2020-07-24 14:55:32,455 - mmaction - INFO - Epoch [9][200/1074] lr: 3.500e-02, eta: 14:40:55, time: 1.179, data_time: 0.004, memory: 9526, top1_acc: 0.5504, top5_acc: 0.7978, loss_cls: 1.8614, loss: 1.8614, grad_norm: 2.9040 2020-07-24 14:55:55,360 - mmaction - INFO - Epoch [9][220/1074] lr: 3.500e-02, eta: 14:40:28, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.5549, top5_acc: 0.8058, loss_cls: 1.8355, loss: 1.8355, grad_norm: 2.8779 2020-07-24 14:56:20,204 - mmaction - INFO - Epoch [9][240/1074] lr: 3.500e-02, eta: 14:40:11, time: 1.246, data_time: 0.007, memory: 9526, top1_acc: 0.5609, top5_acc: 0.7891, loss_cls: 1.8382, loss: 1.8382, grad_norm: 2.8398 2020-07-24 14:56:44,226 - mmaction - INFO - Epoch [9][260/1074] lr: 3.500e-02, eta: 14:39:50, time: 1.201, data_time: 0.002, memory: 9526, top1_acc: 0.5536, top5_acc: 0.8011, loss_cls: 1.8255, loss: 1.8255, grad_norm: 2.9156 2020-07-24 14:57:07,371 - mmaction - INFO - Epoch [9][280/1074] lr: 3.500e-02, eta: 14:39:24, time: 1.155, data_time: 0.005, memory: 9526, top1_acc: 0.5641, top5_acc: 0.8007, loss_cls: 1.8030, loss: 1.8030, grad_norm: 2.8445 2020-07-24 14:57:30,534 - mmaction - INFO - Epoch [9][300/1074] lr: 3.500e-02, eta: 14:38:59, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.5446, top5_acc: 0.7953, loss_cls: 1.8801, loss: 1.8801, grad_norm: 2.9075 2020-07-24 14:57:55,320 - mmaction - INFO - Epoch [9][320/1074] lr: 3.500e-02, eta: 14:38:41, time: 1.234, data_time: 0.005, memory: 9526, top1_acc: 0.5690, top5_acc: 0.7982, loss_cls: 1.7924, loss: 1.7924, grad_norm: 2.8709 2020-07-24 14:58:18,252 - mmaction - INFO - Epoch [9][340/1074] lr: 3.500e-02, eta: 14:38:15, time: 1.152, data_time: 0.009, memory: 9526, top1_acc: 0.5592, top5_acc: 0.8025, loss_cls: 1.8077, loss: 1.8077, grad_norm: 2.9339 2020-07-24 14:58:42,228 - mmaction - INFO - Epoch [9][360/1074] lr: 3.500e-02, eta: 14:37:54, time: 1.198, data_time: 0.004, memory: 9526, top1_acc: 0.5647, top5_acc: 0.7958, loss_cls: 1.8322, loss: 1.8322, grad_norm: 2.8740 2020-07-24 14:59:07,524 - mmaction - INFO - Epoch [9][380/1074] lr: 3.500e-02, eta: 14:37:39, time: 1.266, data_time: 0.005, memory: 9526, top1_acc: 0.5578, top5_acc: 0.7846, loss_cls: 1.8720, loss: 1.8720, grad_norm: 2.8448 2020-07-24 14:59:30,187 - mmaction - INFO - Epoch [9][400/1074] lr: 3.500e-02, eta: 14:37:11, time: 1.130, data_time: 0.006, memory: 9526, top1_acc: 0.5650, top5_acc: 0.7931, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.8507 2020-07-24 14:59:53,397 - mmaction - INFO - Epoch [9][420/1074] lr: 3.500e-02, eta: 14:36:46, time: 1.164, data_time: 0.009, memory: 9526, top1_acc: 0.5475, top5_acc: 0.7955, loss_cls: 1.8601, loss: 1.8601, grad_norm: 2.8953 2020-07-24 15:00:18,635 - mmaction - INFO - Epoch [9][440/1074] lr: 3.500e-02, eta: 14:36:30, time: 1.250, data_time: 0.005, memory: 9526, top1_acc: 0.5567, top5_acc: 0.7926, loss_cls: 1.8351, loss: 1.8351, grad_norm: 2.9288 2020-07-24 15:00:41,893 - mmaction - INFO - Epoch [9][460/1074] lr: 3.500e-02, eta: 14:36:06, time: 1.176, data_time: 0.026, memory: 9526, top1_acc: 0.5558, top5_acc: 0.7922, loss_cls: 1.8226, loss: 1.8226, grad_norm: 2.9035 2020-07-24 15:01:06,888 - mmaction - INFO - Epoch [9][480/1074] lr: 3.500e-02, eta: 14:35:49, time: 1.249, data_time: 0.002, memory: 9526, top1_acc: 0.5576, top5_acc: 0.7962, loss_cls: 1.8343, loss: 1.8343, grad_norm: 2.8476 2020-07-24 15:01:30,156 - mmaction - INFO - Epoch [9][500/1074] lr: 3.500e-02, eta: 14:35:24, time: 1.160, data_time: 0.005, memory: 9526, top1_acc: 0.5576, top5_acc: 0.7944, loss_cls: 1.8358, loss: 1.8358, grad_norm: 2.8409 2020-07-24 15:01:54,395 - mmaction - INFO - Epoch [9][520/1074] lr: 3.500e-02, eta: 14:35:04, time: 1.216, data_time: 0.007, memory: 9526, top1_acc: 0.5730, top5_acc: 0.8047, loss_cls: 1.7746, loss: 1.7746, grad_norm: 2.8433 2020-07-24 15:02:18,539 - mmaction - INFO - Epoch [9][540/1074] lr: 3.500e-02, eta: 14:34:43, time: 1.204, data_time: 0.005, memory: 9526, top1_acc: 0.5703, top5_acc: 0.8078, loss_cls: 1.7793, loss: 1.7793, grad_norm: 2.8890 2020-07-24 15:02:41,600 - mmaction - INFO - Epoch [9][560/1074] lr: 3.500e-02, eta: 14:34:18, time: 1.154, data_time: 0.008, memory: 9526, top1_acc: 0.5549, top5_acc: 0.7958, loss_cls: 1.8383, loss: 1.8383, grad_norm: 2.8666 2020-07-24 15:03:04,303 - mmaction - INFO - Epoch [9][580/1074] lr: 3.500e-02, eta: 14:33:50, time: 1.134, data_time: 0.007, memory: 9526, top1_acc: 0.5484, top5_acc: 0.7993, loss_cls: 1.8269, loss: 1.8269, grad_norm: 2.8862 2020-07-24 15:03:27,733 - mmaction - INFO - Epoch [9][600/1074] lr: 3.500e-02, eta: 14:33:26, time: 1.173, data_time: 0.008, memory: 9526, top1_acc: 0.5500, top5_acc: 0.7924, loss_cls: 1.8530, loss: 1.8530, grad_norm: 2.9480 2020-07-24 15:03:50,733 - mmaction - INFO - Epoch [9][620/1074] lr: 3.500e-02, eta: 14:33:00, time: 1.151, data_time: 0.004, memory: 9526, top1_acc: 0.5493, top5_acc: 0.7913, loss_cls: 1.8642, loss: 1.8642, grad_norm: 2.8304 2020-07-24 15:04:12,623 - mmaction - INFO - Epoch [9][640/1074] lr: 3.500e-02, eta: 14:32:28, time: 1.091, data_time: 0.005, memory: 9526, top1_acc: 0.5444, top5_acc: 0.7949, loss_cls: 1.8893, loss: 1.8893, grad_norm: 2.9103 2020-07-24 15:04:37,526 - mmaction - INFO - Epoch [9][660/1074] lr: 3.500e-02, eta: 14:32:11, time: 1.247, data_time: 0.007, memory: 9526, top1_acc: 0.5473, top5_acc: 0.7984, loss_cls: 1.8611, loss: 1.8611, grad_norm: 2.9387 2020-07-24 15:05:00,272 - mmaction - INFO - Epoch [9][680/1074] lr: 3.500e-02, eta: 14:31:43, time: 1.134, data_time: 0.008, memory: 9526, top1_acc: 0.5413, top5_acc: 0.7866, loss_cls: 1.9005, loss: 1.9005, grad_norm: 2.9652 2020-07-24 15:05:23,625 - mmaction - INFO - Epoch [9][700/1074] lr: 3.500e-02, eta: 14:31:19, time: 1.171, data_time: 0.008, memory: 9526, top1_acc: 0.5531, top5_acc: 0.7848, loss_cls: 1.8840, loss: 1.8840, grad_norm: 2.8904 2020-07-24 15:05:48,240 - mmaction - INFO - Epoch [9][720/1074] lr: 3.500e-02, eta: 14:31:01, time: 1.230, data_time: 0.007, memory: 9526, top1_acc: 0.5518, top5_acc: 0.7888, loss_cls: 1.8753, loss: 1.8753, grad_norm: 2.8979 2020-07-24 15:06:10,886 - mmaction - INFO - Epoch [9][740/1074] lr: 3.500e-02, eta: 14:30:33, time: 1.133, data_time: 0.008, memory: 9526, top1_acc: 0.5585, top5_acc: 0.7955, loss_cls: 1.8353, loss: 1.8353, grad_norm: 2.8299 2020-07-24 15:06:34,063 - mmaction - INFO - Epoch [9][760/1074] lr: 3.500e-02, eta: 14:30:08, time: 1.159, data_time: 0.004, memory: 9526, top1_acc: 0.5600, top5_acc: 0.7949, loss_cls: 1.8297, loss: 1.8297, grad_norm: 2.8164 2020-07-24 15:06:58,385 - mmaction - INFO - Epoch [9][780/1074] lr: 3.500e-02, eta: 14:29:48, time: 1.213, data_time: 0.007, memory: 9526, top1_acc: 0.5600, top5_acc: 0.7917, loss_cls: 1.8438, loss: 1.8438, grad_norm: 2.7870 2020-07-24 15:07:22,433 - mmaction - INFO - Epoch [9][800/1074] lr: 3.500e-02, eta: 14:29:27, time: 1.206, data_time: 0.009, memory: 9526, top1_acc: 0.5542, top5_acc: 0.7929, loss_cls: 1.8373, loss: 1.8373, grad_norm: 2.9053 2020-07-24 15:07:45,733 - mmaction - INFO - Epoch [9][820/1074] lr: 3.500e-02, eta: 14:29:02, time: 1.162, data_time: 0.006, memory: 9526, top1_acc: 0.5665, top5_acc: 0.7960, loss_cls: 1.8020, loss: 1.8020, grad_norm: 2.8678 2020-07-24 15:08:08,866 - mmaction - INFO - Epoch [9][840/1074] lr: 3.500e-02, eta: 14:28:36, time: 1.159, data_time: 0.006, memory: 9526, top1_acc: 0.5641, top5_acc: 0.7973, loss_cls: 1.8222, loss: 1.8222, grad_norm: 2.8849 2020-07-24 15:08:31,058 - mmaction - INFO - Epoch [9][860/1074] lr: 3.500e-02, eta: 14:28:06, time: 1.108, data_time: 0.006, memory: 9526, top1_acc: 0.5661, top5_acc: 0.7958, loss_cls: 1.8262, loss: 1.8262, grad_norm: 2.8519 2020-07-24 15:08:54,394 - mmaction - INFO - Epoch [9][880/1074] lr: 3.500e-02, eta: 14:27:42, time: 1.166, data_time: 0.014, memory: 9526, top1_acc: 0.5600, top5_acc: 0.8031, loss_cls: 1.7988, loss: 1.7988, grad_norm: 2.9230 2020-07-24 15:09:17,340 - mmaction - INFO - Epoch [9][900/1074] lr: 3.500e-02, eta: 14:27:15, time: 1.146, data_time: 0.009, memory: 9526, top1_acc: 0.5516, top5_acc: 0.7913, loss_cls: 1.8585, loss: 1.8585, grad_norm: 2.9388 2020-07-24 15:09:40,485 - mmaction - INFO - Epoch [9][920/1074] lr: 3.500e-02, eta: 14:26:50, time: 1.161, data_time: 0.008, memory: 9526, top1_acc: 0.5585, top5_acc: 0.7917, loss_cls: 1.8509, loss: 1.8509, grad_norm: 2.8770 2020-07-24 15:10:04,082 - mmaction - INFO - Epoch [9][940/1074] lr: 3.500e-02, eta: 14:26:27, time: 1.181, data_time: 0.006, memory: 9526, top1_acc: 0.5688, top5_acc: 0.8013, loss_cls: 1.8017, loss: 1.8017, grad_norm: 2.8239 2020-07-24 15:10:29,284 - mmaction - INFO - Epoch [9][960/1074] lr: 3.500e-02, eta: 14:26:11, time: 1.260, data_time: 0.002, memory: 9526, top1_acc: 0.5571, top5_acc: 0.7931, loss_cls: 1.8825, loss: 1.8825, grad_norm: 2.8992 2020-07-24 15:10:52,011 - mmaction - INFO - Epoch [9][980/1074] lr: 3.500e-02, eta: 14:25:44, time: 1.133, data_time: 0.011, memory: 9526, top1_acc: 0.5598, top5_acc: 0.7955, loss_cls: 1.8355, loss: 1.8355, grad_norm: 2.8951 2020-07-24 15:11:15,418 - mmaction - INFO - Epoch [9][1000/1074] lr: 3.500e-02, eta: 14:25:20, time: 1.173, data_time: 0.007, memory: 9526, top1_acc: 0.5531, top5_acc: 0.7942, loss_cls: 1.8617, loss: 1.8617, grad_norm: 2.8925 2020-07-24 15:11:40,286 - mmaction - INFO - Epoch [9][1020/1074] lr: 3.500e-02, eta: 14:25:02, time: 1.243, data_time: 0.003, memory: 9526, top1_acc: 0.5509, top5_acc: 0.7962, loss_cls: 1.8585, loss: 1.8585, grad_norm: 2.9795 2020-07-24 15:12:02,801 - mmaction - INFO - Epoch [9][1040/1074] lr: 3.500e-02, eta: 14:24:34, time: 1.125, data_time: 0.007, memory: 9526, top1_acc: 0.5594, top5_acc: 0.7969, loss_cls: 1.8362, loss: 1.8362, grad_norm: 2.8665 2020-07-24 15:12:27,797 - mmaction - INFO - Epoch [9][1060/1074] lr: 3.500e-02, eta: 14:24:17, time: 1.250, data_time: 0.004, memory: 9526, top1_acc: 0.5545, top5_acc: 0.7929, loss_cls: 1.8693, loss: 1.8693, grad_norm: 2.8924 2020-07-24 15:12:43,739 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-07-24 15:13:19,956 - mmaction - INFO - Epoch [10][20/1074] lr: 3.500e-02, eta: 14:23:11, time: 1.712, data_time: 0.556, memory: 9526, top1_acc: 0.5679, top5_acc: 0.8013, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.9334 2020-07-24 15:13:43,096 - mmaction - INFO - Epoch [10][40/1074] lr: 3.500e-02, eta: 14:22:46, time: 1.161, data_time: 0.009, memory: 9526, top1_acc: 0.5694, top5_acc: 0.8038, loss_cls: 1.7699, loss: 1.7699, grad_norm: 2.8208 2020-07-24 15:14:06,030 - mmaction - INFO - Epoch [10][60/1074] lr: 3.500e-02, eta: 14:22:19, time: 1.143, data_time: 0.008, memory: 9526, top1_acc: 0.5701, top5_acc: 0.8060, loss_cls: 1.7604, loss: 1.7604, grad_norm: 2.8937 2020-07-24 15:14:29,180 - mmaction - INFO - Epoch [10][80/1074] lr: 3.500e-02, eta: 14:21:54, time: 1.161, data_time: 0.010, memory: 9526, top1_acc: 0.5625, top5_acc: 0.8027, loss_cls: 1.8282, loss: 1.8282, grad_norm: 2.9268 2020-07-24 15:14:53,748 - mmaction - INFO - Epoch [10][100/1074] lr: 3.500e-02, eta: 14:21:35, time: 1.229, data_time: 0.007, memory: 9526, top1_acc: 0.5654, top5_acc: 0.8002, loss_cls: 1.7935, loss: 1.7935, grad_norm: 2.8977 2020-07-24 15:15:17,950 - mmaction - INFO - Epoch [10][120/1074] lr: 3.500e-02, eta: 14:21:15, time: 1.212, data_time: 0.003, memory: 9526, top1_acc: 0.5723, top5_acc: 0.8045, loss_cls: 1.7622, loss: 1.7622, grad_norm: 2.8088 2020-07-24 15:15:41,781 - mmaction - INFO - Epoch [10][140/1074] lr: 3.500e-02, eta: 14:20:53, time: 1.191, data_time: 0.004, memory: 9526, top1_acc: 0.5605, top5_acc: 0.8027, loss_cls: 1.8097, loss: 1.8097, grad_norm: 2.9025 2020-07-24 15:16:05,015 - mmaction - INFO - Epoch [10][160/1074] lr: 3.500e-02, eta: 14:20:28, time: 1.161, data_time: 0.005, memory: 9526, top1_acc: 0.5654, top5_acc: 0.8045, loss_cls: 1.8012, loss: 1.8012, grad_norm: 2.9086 2020-07-24 15:16:27,728 - mmaction - INFO - Epoch [10][180/1074] lr: 3.500e-02, eta: 14:20:01, time: 1.137, data_time: 0.004, memory: 9526, top1_acc: 0.5650, top5_acc: 0.7975, loss_cls: 1.8184, loss: 1.8184, grad_norm: 2.9691 2020-07-24 15:16:50,328 - mmaction - INFO - Epoch [10][200/1074] lr: 3.500e-02, eta: 14:19:33, time: 1.129, data_time: 0.005, memory: 9526, top1_acc: 0.5607, top5_acc: 0.7969, loss_cls: 1.8277, loss: 1.8277, grad_norm: 2.9061 2020-07-24 15:17:13,693 - mmaction - INFO - Epoch [10][220/1074] lr: 3.500e-02, eta: 14:19:08, time: 1.166, data_time: 0.008, memory: 9526, top1_acc: 0.5654, top5_acc: 0.7942, loss_cls: 1.8489, loss: 1.8489, grad_norm: 2.9194 2020-07-24 15:17:36,782 - mmaction - INFO - Epoch [10][240/1074] lr: 3.500e-02, eta: 14:18:43, time: 1.157, data_time: 0.007, memory: 9526, top1_acc: 0.5688, top5_acc: 0.8080, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.9348 2020-07-24 15:18:01,348 - mmaction - INFO - Epoch [10][260/1074] lr: 3.500e-02, eta: 14:18:24, time: 1.226, data_time: 0.006, memory: 9526, top1_acc: 0.5623, top5_acc: 0.7933, loss_cls: 1.8171, loss: 1.8171, grad_norm: 2.8859 2020-07-24 15:18:23,463 - mmaction - INFO - Epoch [10][280/1074] lr: 3.500e-02, eta: 14:17:54, time: 1.108, data_time: 0.007, memory: 9526, top1_acc: 0.5699, top5_acc: 0.8105, loss_cls: 1.7724, loss: 1.7724, grad_norm: 2.8758 2020-07-24 15:18:47,810 - mmaction - INFO - Epoch [10][300/1074] lr: 3.500e-02, eta: 14:17:34, time: 1.215, data_time: 0.006, memory: 9526, top1_acc: 0.5654, top5_acc: 0.7987, loss_cls: 1.8000, loss: 1.8000, grad_norm: 2.9167 2020-07-24 15:19:10,967 - mmaction - INFO - Epoch [10][320/1074] lr: 3.500e-02, eta: 14:17:09, time: 1.159, data_time: 0.008, memory: 9526, top1_acc: 0.5576, top5_acc: 0.7940, loss_cls: 1.8241, loss: 1.8241, grad_norm: 2.8786 2020-07-24 15:19:37,523 - mmaction - INFO - Epoch [10][340/1074] lr: 3.500e-02, eta: 14:16:59, time: 1.329, data_time: 0.005, memory: 9526, top1_acc: 0.5563, top5_acc: 0.7924, loss_cls: 1.8400, loss: 1.8400, grad_norm: 2.8791 2020-07-24 15:19:59,423 - mmaction - INFO - Epoch [10][360/1074] lr: 3.500e-02, eta: 14:16:28, time: 1.094, data_time: 0.005, memory: 9526, top1_acc: 0.5766, top5_acc: 0.8045, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.8029 2020-07-24 15:20:22,747 - mmaction - INFO - Epoch [10][380/1074] lr: 3.500e-02, eta: 14:16:04, time: 1.163, data_time: 0.007, memory: 9526, top1_acc: 0.5634, top5_acc: 0.7973, loss_cls: 1.7900, loss: 1.7900, grad_norm: 2.8324 2020-07-24 15:20:49,188 - mmaction - INFO - Epoch [10][400/1074] lr: 3.500e-02, eta: 14:15:53, time: 1.326, data_time: 0.006, memory: 9526, top1_acc: 0.5757, top5_acc: 0.8060, loss_cls: 1.7649, loss: 1.7649, grad_norm: 2.8552 2020-07-24 15:21:12,139 - mmaction - INFO - Epoch [10][420/1074] lr: 3.500e-02, eta: 14:15:27, time: 1.148, data_time: 0.004, memory: 9526, top1_acc: 0.5560, top5_acc: 0.7949, loss_cls: 1.8322, loss: 1.8322, grad_norm: 2.8626 2020-07-24 15:21:34,881 - mmaction - INFO - Epoch [10][440/1074] lr: 3.500e-02, eta: 14:15:00, time: 1.135, data_time: 0.003, memory: 9526, top1_acc: 0.5658, top5_acc: 0.8000, loss_cls: 1.8172, loss: 1.8172, grad_norm: 2.8421 2020-07-24 15:21:58,181 - mmaction - INFO - Epoch [10][460/1074] lr: 3.500e-02, eta: 14:14:35, time: 1.167, data_time: 0.009, memory: 9526, top1_acc: 0.5578, top5_acc: 0.8000, loss_cls: 1.8224, loss: 1.8224, grad_norm: 2.8460 2020-07-24 15:22:22,147 - mmaction - INFO - Epoch [10][480/1074] lr: 3.500e-02, eta: 14:14:14, time: 1.199, data_time: 0.003, memory: 9526, top1_acc: 0.5607, top5_acc: 0.7911, loss_cls: 1.8231, loss: 1.8231, grad_norm: 2.9198 2020-07-24 15:22:45,623 - mmaction - INFO - Epoch [10][500/1074] lr: 3.500e-02, eta: 14:13:50, time: 1.173, data_time: 0.002, memory: 9526, top1_acc: 0.5551, top5_acc: 0.7924, loss_cls: 1.8476, loss: 1.8476, grad_norm: 2.9098 2020-07-24 15:23:08,759 - mmaction - INFO - Epoch [10][520/1074] lr: 3.500e-02, eta: 14:13:24, time: 1.153, data_time: 0.005, memory: 9526, top1_acc: 0.5750, top5_acc: 0.8103, loss_cls: 1.7566, loss: 1.7566, grad_norm: 2.8775 2020-07-24 15:23:31,158 - mmaction - INFO - Epoch [10][540/1074] lr: 3.500e-02, eta: 14:12:56, time: 1.122, data_time: 0.008, memory: 9526, top1_acc: 0.5511, top5_acc: 0.7908, loss_cls: 1.8577, loss: 1.8577, grad_norm: 2.8618 2020-07-24 15:23:54,454 - mmaction - INFO - Epoch [10][560/1074] lr: 3.500e-02, eta: 14:12:32, time: 1.166, data_time: 0.004, memory: 9526, top1_acc: 0.5667, top5_acc: 0.7964, loss_cls: 1.8089, loss: 1.8089, grad_norm: 2.8374 2020-07-24 15:24:17,967 - mmaction - INFO - Epoch [10][580/1074] lr: 3.500e-02, eta: 14:12:08, time: 1.175, data_time: 0.006, memory: 9526, top1_acc: 0.5592, top5_acc: 0.8051, loss_cls: 1.7907, loss: 1.7907, grad_norm: 2.8602 2020-07-24 15:24:40,019 - mmaction - INFO - Epoch [10][600/1074] lr: 3.500e-02, eta: 14:11:38, time: 1.102, data_time: 0.007, memory: 9526, top1_acc: 0.5504, top5_acc: 0.7855, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.8885 2020-07-24 15:25:02,689 - mmaction - INFO - Epoch [10][620/1074] lr: 3.500e-02, eta: 14:11:11, time: 1.133, data_time: 0.004, memory: 9526, top1_acc: 0.5511, top5_acc: 0.7998, loss_cls: 1.8224, loss: 1.8224, grad_norm: 2.9768 2020-07-24 15:25:26,439 - mmaction - INFO - Epoch [10][640/1074] lr: 3.500e-02, eta: 14:10:49, time: 1.189, data_time: 0.004, memory: 9526, top1_acc: 0.5625, top5_acc: 0.8020, loss_cls: 1.7861, loss: 1.7861, grad_norm: 2.8407 2020-07-24 15:25:50,625 - mmaction - INFO - Epoch [10][660/1074] lr: 3.500e-02, eta: 14:10:28, time: 1.209, data_time: 0.007, memory: 9526, top1_acc: 0.5612, top5_acc: 0.8085, loss_cls: 1.8069, loss: 1.8069, grad_norm: 2.8903 2020-07-24 15:26:14,255 - mmaction - INFO - Epoch [10][680/1074] lr: 3.500e-02, eta: 14:10:05, time: 1.182, data_time: 0.003, memory: 9526, top1_acc: 0.5605, top5_acc: 0.7975, loss_cls: 1.8209, loss: 1.8209, grad_norm: 2.8495 2020-07-24 15:26:37,061 - mmaction - INFO - Epoch [10][700/1074] lr: 3.500e-02, eta: 14:09:38, time: 1.138, data_time: 0.006, memory: 9526, top1_acc: 0.5723, top5_acc: 0.8083, loss_cls: 1.7663, loss: 1.7663, grad_norm: 2.7974 2020-07-24 15:26:59,962 - mmaction - INFO - Epoch [10][720/1074] lr: 3.500e-02, eta: 14:09:12, time: 1.146, data_time: 0.008, memory: 9526, top1_acc: 0.5813, top5_acc: 0.8132, loss_cls: 1.7453, loss: 1.7453, grad_norm: 2.8544 2020-07-24 15:27:22,978 - mmaction - INFO - Epoch [10][740/1074] lr: 3.500e-02, eta: 14:08:46, time: 1.152, data_time: 0.007, memory: 9526, top1_acc: 0.5804, top5_acc: 0.8123, loss_cls: 1.7216, loss: 1.7216, grad_norm: 2.8448 2020-07-24 15:27:47,934 - mmaction - INFO - Epoch [10][760/1074] lr: 3.500e-02, eta: 14:08:29, time: 1.249, data_time: 0.005, memory: 9526, top1_acc: 0.5592, top5_acc: 0.8025, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.8988 2020-07-24 15:28:12,317 - mmaction - INFO - Epoch [10][780/1074] lr: 3.500e-02, eta: 14:08:09, time: 1.218, data_time: 0.002, memory: 9526, top1_acc: 0.5690, top5_acc: 0.8067, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.8826 2020-07-24 15:28:36,984 - mmaction - INFO - Epoch [10][800/1074] lr: 3.500e-02, eta: 14:07:50, time: 1.231, data_time: 0.007, memory: 9526, top1_acc: 0.5712, top5_acc: 0.7991, loss_cls: 1.7643, loss: 1.7643, grad_norm: 2.8436 2020-07-24 15:29:00,479 - mmaction - INFO - Epoch [10][820/1074] lr: 3.500e-02, eta: 14:07:26, time: 1.178, data_time: 0.008, memory: 9526, top1_acc: 0.5647, top5_acc: 0.7862, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.8750 2020-07-24 15:29:25,524 - mmaction - INFO - Epoch [10][840/1074] lr: 3.500e-02, eta: 14:07:09, time: 1.253, data_time: 0.003, memory: 9526, top1_acc: 0.5703, top5_acc: 0.8083, loss_cls: 1.7747, loss: 1.7747, grad_norm: 2.8719 2020-07-24 15:29:49,597 - mmaction - INFO - Epoch [10][860/1074] lr: 3.500e-02, eta: 14:06:47, time: 1.201, data_time: 0.006, memory: 9526, top1_acc: 0.5679, top5_acc: 0.8047, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.9120 2020-07-24 15:30:13,579 - mmaction - INFO - Epoch [10][880/1074] lr: 3.500e-02, eta: 14:06:26, time: 1.198, data_time: 0.007, memory: 9526, top1_acc: 0.5647, top5_acc: 0.7944, loss_cls: 1.7938, loss: 1.7938, grad_norm: 2.8038 2020-07-24 15:30:37,397 - mmaction - INFO - Epoch [10][900/1074] lr: 3.500e-02, eta: 14:06:03, time: 1.194, data_time: 0.008, memory: 9526, top1_acc: 0.5710, top5_acc: 0.7984, loss_cls: 1.7951, loss: 1.7951, grad_norm: 2.8379 2020-07-24 15:31:02,357 - mmaction - INFO - Epoch [10][920/1074] lr: 3.500e-02, eta: 14:05:45, time: 1.246, data_time: 0.007, memory: 9526, top1_acc: 0.5801, top5_acc: 0.8165, loss_cls: 1.7566, loss: 1.7566, grad_norm: 2.8865 2020-07-24 15:31:24,265 - mmaction - INFO - Epoch [10][940/1074] lr: 3.500e-02, eta: 14:05:16, time: 1.099, data_time: 0.008, memory: 9526, top1_acc: 0.5560, top5_acc: 0.7920, loss_cls: 1.8398, loss: 1.8398, grad_norm: 2.9321 2020-07-24 15:31:47,995 - mmaction - INFO - Epoch [10][960/1074] lr: 3.500e-02, eta: 14:04:53, time: 1.184, data_time: 0.005, memory: 9526, top1_acc: 0.5730, top5_acc: 0.8054, loss_cls: 1.7845, loss: 1.7845, grad_norm: 2.8038 2020-07-24 15:32:10,256 - mmaction - INFO - Epoch [10][980/1074] lr: 3.500e-02, eta: 14:04:24, time: 1.114, data_time: 0.007, memory: 9526, top1_acc: 0.5683, top5_acc: 0.7996, loss_cls: 1.8101, loss: 1.8101, grad_norm: 2.8730 2020-07-24 15:32:33,862 - mmaction - INFO - Epoch [10][1000/1074] lr: 3.500e-02, eta: 14:04:01, time: 1.180, data_time: 0.004, memory: 9526, top1_acc: 0.5754, top5_acc: 0.8000, loss_cls: 1.7905, loss: 1.7905, grad_norm: 2.8457 2020-07-24 15:32:56,650 - mmaction - INFO - Epoch [10][1020/1074] lr: 3.500e-02, eta: 14:03:34, time: 1.138, data_time: 0.007, memory: 9526, top1_acc: 0.5746, top5_acc: 0.7987, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.8654 2020-07-24 15:33:18,858 - mmaction - INFO - Epoch [10][1040/1074] lr: 3.500e-02, eta: 14:03:05, time: 1.112, data_time: 0.008, memory: 9526, top1_acc: 0.5647, top5_acc: 0.8094, loss_cls: 1.7816, loss: 1.7816, grad_norm: 2.8953 2020-07-24 15:33:41,128 - mmaction - INFO - Epoch [10][1060/1074] lr: 3.500e-02, eta: 14:02:37, time: 1.113, data_time: 0.008, memory: 9526, top1_acc: 0.5634, top5_acc: 0.8049, loss_cls: 1.8203, loss: 1.8203, grad_norm: 2.9113 2020-07-24 15:33:56,938 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-24 15:34:30,520 - mmaction - INFO - Epoch [11][20/1074] lr: 3.500e-02, eta: 14:01:24, time: 1.596, data_time: 0.486, memory: 9526, top1_acc: 0.5685, top5_acc: 0.8134, loss_cls: 1.7466, loss: 1.7466, grad_norm: 2.8579 2020-07-24 15:34:52,400 - mmaction - INFO - Epoch [11][40/1074] lr: 3.500e-02, eta: 14:00:54, time: 1.091, data_time: 0.004, memory: 9526, top1_acc: 0.5821, top5_acc: 0.8154, loss_cls: 1.7217, loss: 1.7217, grad_norm: 2.8997 2020-07-24 15:35:16,687 - mmaction - INFO - Epoch [11][60/1074] lr: 3.500e-02, eta: 14:00:34, time: 1.218, data_time: 0.007, memory: 9526, top1_acc: 0.5792, top5_acc: 0.8141, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.8995 2020-07-24 15:35:38,622 - mmaction - INFO - Epoch [11][80/1074] lr: 3.500e-02, eta: 14:00:04, time: 1.095, data_time: 0.003, memory: 9526, top1_acc: 0.5650, top5_acc: 0.8049, loss_cls: 1.7669, loss: 1.7669, grad_norm: 2.8488 2020-07-24 15:36:02,398 - mmaction - INFO - Epoch [11][100/1074] lr: 3.500e-02, eta: 13:59:42, time: 1.186, data_time: 0.007, memory: 9526, top1_acc: 0.5788, top5_acc: 0.8071, loss_cls: 1.7630, loss: 1.7630, grad_norm: 2.9090 2020-07-24 15:36:25,503 - mmaction - INFO - Epoch [11][120/1074] lr: 3.500e-02, eta: 13:59:17, time: 1.160, data_time: 0.007, memory: 9526, top1_acc: 0.5839, top5_acc: 0.8074, loss_cls: 1.7413, loss: 1.7413, grad_norm: 2.8562 2020-07-24 15:36:49,003 - mmaction - INFO - Epoch [11][140/1074] lr: 3.500e-02, eta: 13:58:53, time: 1.169, data_time: 0.006, memory: 9526, top1_acc: 0.5737, top5_acc: 0.8147, loss_cls: 1.7374, loss: 1.7374, grad_norm: 2.9537 2020-07-24 15:37:13,688 - mmaction - INFO - Epoch [11][160/1074] lr: 3.500e-02, eta: 13:58:34, time: 1.237, data_time: 0.008, memory: 9526, top1_acc: 0.5665, top5_acc: 0.8051, loss_cls: 1.7894, loss: 1.7894, grad_norm: 2.9252 2020-07-24 15:37:35,941 - mmaction - INFO - Epoch [11][180/1074] lr: 3.500e-02, eta: 13:58:06, time: 1.114, data_time: 0.008, memory: 9526, top1_acc: 0.5891, top5_acc: 0.8105, loss_cls: 1.7209, loss: 1.7209, grad_norm: 2.8083 2020-07-24 15:38:00,502 - mmaction - INFO - Epoch [11][200/1074] lr: 3.500e-02, eta: 13:57:46, time: 1.227, data_time: 0.008, memory: 9526, top1_acc: 0.5623, top5_acc: 0.7998, loss_cls: 1.7893, loss: 1.7893, grad_norm: 2.9519 2020-07-24 15:38:23,706 - mmaction - INFO - Epoch [11][220/1074] lr: 3.500e-02, eta: 13:57:22, time: 1.161, data_time: 0.008, memory: 9526, top1_acc: 0.5819, top5_acc: 0.8185, loss_cls: 1.7054, loss: 1.7054, grad_norm: 2.8670 2020-07-24 15:38:47,744 - mmaction - INFO - Epoch [11][240/1074] lr: 3.500e-02, eta: 13:57:00, time: 1.199, data_time: 0.008, memory: 9526, top1_acc: 0.5685, top5_acc: 0.7991, loss_cls: 1.7993, loss: 1.7993, grad_norm: 2.9489 2020-07-24 15:39:10,466 - mmaction - INFO - Epoch [11][260/1074] lr: 3.500e-02, eta: 13:56:34, time: 1.139, data_time: 0.007, memory: 9526, top1_acc: 0.5931, top5_acc: 0.8145, loss_cls: 1.6950, loss: 1.6950, grad_norm: 2.8599 2020-07-24 15:39:32,814 - mmaction - INFO - Epoch [11][280/1074] lr: 3.500e-02, eta: 13:56:05, time: 1.116, data_time: 0.008, memory: 9526, top1_acc: 0.5625, top5_acc: 0.8058, loss_cls: 1.7933, loss: 1.7933, grad_norm: 2.9573 2020-07-24 15:39:59,680 - mmaction - INFO - Epoch [11][300/1074] lr: 3.500e-02, eta: 13:55:55, time: 1.347, data_time: 0.009, memory: 9526, top1_acc: 0.5826, top5_acc: 0.8181, loss_cls: 1.7014, loss: 1.7014, grad_norm: 2.8212 2020-07-24 15:40:21,604 - mmaction - INFO - Epoch [11][320/1074] lr: 3.500e-02, eta: 13:55:25, time: 1.093, data_time: 0.005, memory: 9526, top1_acc: 0.5734, top5_acc: 0.7982, loss_cls: 1.8046, loss: 1.8046, grad_norm: 2.9409 2020-07-24 15:40:44,510 - mmaction - INFO - Epoch [11][340/1074] lr: 3.500e-02, eta: 13:55:00, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.5757, top5_acc: 0.8134, loss_cls: 1.7578, loss: 1.7578, grad_norm: 2.8022 2020-07-24 15:41:08,433 - mmaction - INFO - Epoch [11][360/1074] lr: 3.500e-02, eta: 13:54:38, time: 1.196, data_time: 0.007, memory: 9526, top1_acc: 0.5612, top5_acc: 0.8004, loss_cls: 1.8038, loss: 1.8038, grad_norm: 2.9061 2020-07-24 15:41:31,508 - mmaction - INFO - Epoch [11][380/1074] lr: 3.500e-02, eta: 13:54:12, time: 1.151, data_time: 0.003, memory: 9526, top1_acc: 0.5708, top5_acc: 0.8098, loss_cls: 1.7412, loss: 1.7412, grad_norm: 2.8540 2020-07-24 15:41:57,054 - mmaction - INFO - Epoch [11][400/1074] lr: 3.500e-02, eta: 13:53:57, time: 1.278, data_time: 0.007, memory: 9526, top1_acc: 0.5806, top5_acc: 0.8069, loss_cls: 1.7552, loss: 1.7552, grad_norm: 2.8624 2020-07-24 15:42:20,316 - mmaction - INFO - Epoch [11][420/1074] lr: 3.500e-02, eta: 13:53:32, time: 1.164, data_time: 0.008, memory: 9526, top1_acc: 0.5725, top5_acc: 0.8145, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.9020 2020-07-24 15:42:43,383 - mmaction - INFO - Epoch [11][440/1074] lr: 3.500e-02, eta: 13:53:07, time: 1.153, data_time: 0.004, memory: 9526, top1_acc: 0.5781, top5_acc: 0.8074, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.8934 2020-07-24 15:43:08,510 - mmaction - INFO - Epoch [11][460/1074] lr: 3.500e-02, eta: 13:52:50, time: 1.258, data_time: 0.007, memory: 9526, top1_acc: 0.5705, top5_acc: 0.8181, loss_cls: 1.7328, loss: 1.7328, grad_norm: 2.8635 2020-07-24 15:43:32,055 - mmaction - INFO - Epoch [11][480/1074] lr: 3.500e-02, eta: 13:52:26, time: 1.173, data_time: 0.003, memory: 9526, top1_acc: 0.5683, top5_acc: 0.8038, loss_cls: 1.7697, loss: 1.7697, grad_norm: 2.8160 2020-07-24 15:43:54,839 - mmaction - INFO - Epoch [11][500/1074] lr: 3.500e-02, eta: 13:52:00, time: 1.143, data_time: 0.011, memory: 9526, top1_acc: 0.5786, top5_acc: 0.8029, loss_cls: 1.7647, loss: 1.7647, grad_norm: 2.9155 2020-07-24 15:44:18,611 - mmaction - INFO - Epoch [11][520/1074] lr: 3.500e-02, eta: 13:51:38, time: 1.190, data_time: 0.006, memory: 9526, top1_acc: 0.5848, top5_acc: 0.8158, loss_cls: 1.7099, loss: 1.7099, grad_norm: 2.8404 2020-07-24 15:44:42,877 - mmaction - INFO - Epoch [11][540/1074] lr: 3.500e-02, eta: 13:51:17, time: 1.213, data_time: 0.002, memory: 9526, top1_acc: 0.5795, top5_acc: 0.8121, loss_cls: 1.7450, loss: 1.7450, grad_norm: 2.8256 2020-07-24 15:45:05,313 - mmaction - INFO - Epoch [11][560/1074] lr: 3.500e-02, eta: 13:50:49, time: 1.121, data_time: 0.005, memory: 9526, top1_acc: 0.5705, top5_acc: 0.8047, loss_cls: 1.7734, loss: 1.7734, grad_norm: 2.8733 2020-07-24 15:45:29,832 - mmaction - INFO - Epoch [11][580/1074] lr: 3.500e-02, eta: 13:50:29, time: 1.224, data_time: 0.003, memory: 9526, top1_acc: 0.5694, top5_acc: 0.8083, loss_cls: 1.7853, loss: 1.7853, grad_norm: 2.8595 2020-07-24 15:45:53,011 - mmaction - INFO - Epoch [11][600/1074] lr: 3.500e-02, eta: 13:50:05, time: 1.161, data_time: 0.005, memory: 9526, top1_acc: 0.5636, top5_acc: 0.8049, loss_cls: 1.8080, loss: 1.8080, grad_norm: 2.9098 2020-07-24 15:46:16,015 - mmaction - INFO - Epoch [11][620/1074] lr: 3.500e-02, eta: 13:49:39, time: 1.149, data_time: 0.006, memory: 9526, top1_acc: 0.5792, top5_acc: 0.8116, loss_cls: 1.7322, loss: 1.7322, grad_norm: 2.9071 2020-07-24 15:46:38,468 - mmaction - INFO - Epoch [11][640/1074] lr: 3.500e-02, eta: 13:49:12, time: 1.124, data_time: 0.007, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8176, loss_cls: 1.7114, loss: 1.7114, grad_norm: 2.8697 2020-07-24 15:47:00,844 - mmaction - INFO - Epoch [11][660/1074] lr: 3.500e-02, eta: 13:48:44, time: 1.114, data_time: 0.006, memory: 9526, top1_acc: 0.5737, top5_acc: 0.8087, loss_cls: 1.7375, loss: 1.7375, grad_norm: 2.9395 2020-07-24 15:47:23,982 - mmaction - INFO - Epoch [11][680/1074] lr: 3.500e-02, eta: 13:48:19, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.5719, top5_acc: 0.8071, loss_cls: 1.8075, loss: 1.8075, grad_norm: 2.9836 2020-07-24 15:47:48,121 - mmaction - INFO - Epoch [11][700/1074] lr: 3.500e-02, eta: 13:47:58, time: 1.206, data_time: 0.007, memory: 9526, top1_acc: 0.5679, top5_acc: 0.7958, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.8650 2020-07-24 15:48:11,272 - mmaction - INFO - Epoch [11][720/1074] lr: 3.500e-02, eta: 13:47:33, time: 1.157, data_time: 0.008, memory: 9526, top1_acc: 0.5618, top5_acc: 0.8045, loss_cls: 1.8212, loss: 1.8212, grad_norm: 2.8768 2020-07-24 15:48:34,641 - mmaction - INFO - Epoch [11][740/1074] lr: 3.500e-02, eta: 13:47:09, time: 1.168, data_time: 0.009, memory: 9526, top1_acc: 0.5647, top5_acc: 0.7984, loss_cls: 1.7758, loss: 1.7758, grad_norm: 2.8506 2020-07-24 15:48:58,815 - mmaction - INFO - Epoch [11][760/1074] lr: 3.500e-02, eta: 13:46:48, time: 1.212, data_time: 0.007, memory: 9526, top1_acc: 0.5741, top5_acc: 0.8116, loss_cls: 1.7490, loss: 1.7490, grad_norm: 2.8626 2020-07-24 15:49:22,661 - mmaction - INFO - Epoch [11][780/1074] lr: 3.500e-02, eta: 13:46:26, time: 1.189, data_time: 0.006, memory: 9526, top1_acc: 0.5714, top5_acc: 0.8013, loss_cls: 1.7843, loss: 1.7843, grad_norm: 2.8945 2020-07-24 15:49:47,407 - mmaction - INFO - Epoch [11][800/1074] lr: 3.500e-02, eta: 13:46:07, time: 1.237, data_time: 0.007, memory: 9526, top1_acc: 0.5788, top5_acc: 0.8094, loss_cls: 1.7349, loss: 1.7349, grad_norm: 2.8794 2020-07-24 15:50:09,621 - mmaction - INFO - Epoch [11][820/1074] lr: 3.500e-02, eta: 13:45:38, time: 1.111, data_time: 0.009, memory: 9526, top1_acc: 0.5587, top5_acc: 0.7996, loss_cls: 1.8132, loss: 1.8132, grad_norm: 2.8854 2020-07-24 15:50:32,191 - mmaction - INFO - Epoch [11][840/1074] lr: 3.500e-02, eta: 13:45:12, time: 1.130, data_time: 0.005, memory: 9526, top1_acc: 0.5759, top5_acc: 0.8049, loss_cls: 1.7578, loss: 1.7578, grad_norm: 2.8794 2020-07-24 15:50:56,316 - mmaction - INFO - Epoch [11][860/1074] lr: 3.500e-02, eta: 13:44:50, time: 1.203, data_time: 0.007, memory: 9526, top1_acc: 0.5696, top5_acc: 0.8033, loss_cls: 1.7660, loss: 1.7660, grad_norm: 2.9116 2020-07-24 15:51:20,692 - mmaction - INFO - Epoch [11][880/1074] lr: 3.500e-02, eta: 13:44:30, time: 1.222, data_time: 0.007, memory: 9526, top1_acc: 0.5674, top5_acc: 0.7958, loss_cls: 1.7925, loss: 1.7925, grad_norm: 2.8479 2020-07-24 15:51:44,246 - mmaction - INFO - Epoch [11][900/1074] lr: 3.500e-02, eta: 13:44:06, time: 1.174, data_time: 0.007, memory: 9526, top1_acc: 0.5708, top5_acc: 0.8054, loss_cls: 1.7604, loss: 1.7604, grad_norm: 2.9081 2020-07-24 15:52:06,599 - mmaction - INFO - Epoch [11][920/1074] lr: 3.500e-02, eta: 13:43:39, time: 1.121, data_time: 0.009, memory: 9526, top1_acc: 0.5627, top5_acc: 0.8065, loss_cls: 1.7797, loss: 1.7797, grad_norm: 2.8954 2020-07-24 15:52:30,161 - mmaction - INFO - Epoch [11][940/1074] lr: 3.500e-02, eta: 13:43:15, time: 1.177, data_time: 0.004, memory: 9526, top1_acc: 0.5696, top5_acc: 0.8025, loss_cls: 1.7765, loss: 1.7765, grad_norm: 2.8629 2020-07-24 15:52:54,067 - mmaction - INFO - Epoch [11][960/1074] lr: 3.500e-02, eta: 13:42:53, time: 1.197, data_time: 0.007, memory: 9526, top1_acc: 0.5712, top5_acc: 0.7996, loss_cls: 1.7948, loss: 1.7948, grad_norm: 2.8883 2020-07-24 15:53:18,148 - mmaction - INFO - Epoch [11][980/1074] lr: 3.500e-02, eta: 13:42:32, time: 1.204, data_time: 0.004, memory: 9526, top1_acc: 0.5598, top5_acc: 0.8004, loss_cls: 1.7964, loss: 1.7964, grad_norm: 2.8433 2020-07-24 15:53:40,408 - mmaction - INFO - Epoch [11][1000/1074] lr: 3.500e-02, eta: 13:42:04, time: 1.113, data_time: 0.005, memory: 9526, top1_acc: 0.5790, top5_acc: 0.8092, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.8234 2020-07-24 15:54:03,915 - mmaction - INFO - Epoch [11][1020/1074] lr: 3.500e-02, eta: 13:41:41, time: 1.176, data_time: 0.004, memory: 9526, top1_acc: 0.5786, top5_acc: 0.8132, loss_cls: 1.7200, loss: 1.7200, grad_norm: 2.8668 2020-07-24 15:54:28,865 - mmaction - INFO - Epoch [11][1040/1074] lr: 3.500e-02, eta: 13:41:22, time: 1.243, data_time: 0.005, memory: 9526, top1_acc: 0.5828, top5_acc: 0.8018, loss_cls: 1.7535, loss: 1.7535, grad_norm: 2.8510 2020-07-24 15:54:51,702 - mmaction - INFO - Epoch [11][1060/1074] lr: 3.500e-02, eta: 13:40:56, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.5699, top5_acc: 0.8058, loss_cls: 1.7795, loss: 1.7795, grad_norm: 2.8958 2020-07-24 15:55:06,692 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-07-24 15:55:39,970 - mmaction - INFO - Epoch [12][20/1074] lr: 3.500e-02, eta: 13:39:46, time: 1.574, data_time: 0.505, memory: 9526, top1_acc: 0.5757, top5_acc: 0.8054, loss_cls: 1.7544, loss: 1.7544, grad_norm: 2.8921 2020-07-24 15:56:03,448 - mmaction - INFO - Epoch [12][40/1074] lr: 3.500e-02, eta: 13:39:22, time: 1.168, data_time: 0.007, memory: 9526, top1_acc: 0.5886, top5_acc: 0.8163, loss_cls: 1.6748, loss: 1.6748, grad_norm: 2.8777 2020-07-24 15:56:24,912 - mmaction - INFO - Epoch [12][60/1074] lr: 3.500e-02, eta: 13:38:52, time: 1.079, data_time: 0.009, memory: 9526, top1_acc: 0.5868, top5_acc: 0.8250, loss_cls: 1.6798, loss: 1.6798, grad_norm: 2.9180 2020-07-24 15:56:50,271 - mmaction - INFO - Epoch [12][80/1074] lr: 3.500e-02, eta: 13:38:35, time: 1.269, data_time: 0.008, memory: 9526, top1_acc: 0.5906, top5_acc: 0.8181, loss_cls: 1.6930, loss: 1.6930, grad_norm: 2.8391 2020-07-24 15:57:13,674 - mmaction - INFO - Epoch [12][100/1074] lr: 3.500e-02, eta: 13:38:11, time: 1.165, data_time: 0.006, memory: 9526, top1_acc: 0.5817, top5_acc: 0.8188, loss_cls: 1.7117, loss: 1.7117, grad_norm: 2.9085 2020-07-24 15:57:37,590 - mmaction - INFO - Epoch [12][120/1074] lr: 3.500e-02, eta: 13:37:49, time: 1.201, data_time: 0.008, memory: 9526, top1_acc: 0.5634, top5_acc: 0.8141, loss_cls: 1.7522, loss: 1.7522, grad_norm: 2.9072 2020-07-24 15:58:00,745 - mmaction - INFO - Epoch [12][140/1074] lr: 3.500e-02, eta: 13:37:24, time: 1.158, data_time: 0.005, memory: 9526, top1_acc: 0.5864, top5_acc: 0.8114, loss_cls: 1.7168, loss: 1.7168, grad_norm: 2.8693 2020-07-24 15:58:24,047 - mmaction - INFO - Epoch [12][160/1074] lr: 3.500e-02, eta: 13:37:00, time: 1.162, data_time: 0.003, memory: 9526, top1_acc: 0.5804, top5_acc: 0.8152, loss_cls: 1.7366, loss: 1.7366, grad_norm: 2.9053 2020-07-24 15:58:50,160 - mmaction - INFO - Epoch [12][180/1074] lr: 3.500e-02, eta: 13:36:46, time: 1.308, data_time: 0.005, memory: 9526, top1_acc: 0.5846, top5_acc: 0.8118, loss_cls: 1.7142, loss: 1.7142, grad_norm: 2.9276 2020-07-24 15:59:13,453 - mmaction - INFO - Epoch [12][200/1074] lr: 3.500e-02, eta: 13:36:21, time: 1.161, data_time: 0.005, memory: 9526, top1_acc: 0.5739, top5_acc: 0.8036, loss_cls: 1.7573, loss: 1.7573, grad_norm: 2.9106 2020-07-24 15:59:38,049 - mmaction - INFO - Epoch [12][220/1074] lr: 3.500e-02, eta: 13:36:02, time: 1.230, data_time: 0.010, memory: 9526, top1_acc: 0.5674, top5_acc: 0.8094, loss_cls: 1.7737, loss: 1.7737, grad_norm: 2.9268 2020-07-24 16:00:01,547 - mmaction - INFO - Epoch [12][240/1074] lr: 3.500e-02, eta: 13:35:38, time: 1.176, data_time: 0.008, memory: 9526, top1_acc: 0.5775, top5_acc: 0.8089, loss_cls: 1.7621, loss: 1.7621, grad_norm: 2.8715 2020-07-24 16:00:28,105 - mmaction - INFO - Epoch [12][260/1074] lr: 3.500e-02, eta: 13:35:25, time: 1.319, data_time: 0.009, memory: 9526, top1_acc: 0.5826, top5_acc: 0.8127, loss_cls: 1.7150, loss: 1.7150, grad_norm: 2.8260 2020-07-24 16:00:51,268 - mmaction - INFO - Epoch [12][280/1074] lr: 3.500e-02, eta: 13:35:01, time: 1.168, data_time: 0.023, memory: 9526, top1_acc: 0.5618, top5_acc: 0.8018, loss_cls: 1.7714, loss: 1.7714, grad_norm: 2.9337 2020-07-24 16:01:16,037 - mmaction - INFO - Epoch [12][300/1074] lr: 3.500e-02, eta: 13:34:41, time: 1.236, data_time: 0.013, memory: 9526, top1_acc: 0.5806, top5_acc: 0.8105, loss_cls: 1.7272, loss: 1.7272, grad_norm: 2.8142 2020-07-24 16:01:38,262 - mmaction - INFO - Epoch [12][320/1074] lr: 3.500e-02, eta: 13:34:14, time: 1.115, data_time: 0.008, memory: 9526, top1_acc: 0.5783, top5_acc: 0.8129, loss_cls: 1.7261, loss: 1.7261, grad_norm: 2.8966 2020-07-24 16:02:04,041 - mmaction - INFO - Epoch [12][340/1074] lr: 3.500e-02, eta: 13:33:58, time: 1.289, data_time: 0.003, memory: 9526, top1_acc: 0.5779, top5_acc: 0.8096, loss_cls: 1.7157, loss: 1.7157, grad_norm: 2.9069 2020-07-24 16:02:27,625 - mmaction - INFO - Epoch [12][360/1074] lr: 3.500e-02, eta: 13:33:34, time: 1.177, data_time: 0.004, memory: 9526, top1_acc: 0.5906, top5_acc: 0.8176, loss_cls: 1.7034, loss: 1.7034, grad_norm: 2.9109 2020-07-24 16:02:51,218 - mmaction - INFO - Epoch [12][380/1074] lr: 3.500e-02, eta: 13:33:11, time: 1.181, data_time: 0.010, memory: 9526, top1_acc: 0.5674, top5_acc: 0.8154, loss_cls: 1.7789, loss: 1.7789, grad_norm: 2.8761 2020-07-24 16:03:15,409 - mmaction - INFO - Epoch [12][400/1074] lr: 3.500e-02, eta: 13:32:50, time: 1.211, data_time: 0.005, memory: 9526, top1_acc: 0.5877, top5_acc: 0.8174, loss_cls: 1.7138, loss: 1.7138, grad_norm: 2.8970 2020-07-24 16:03:39,573 - mmaction - INFO - Epoch [12][420/1074] lr: 3.500e-02, eta: 13:32:28, time: 1.201, data_time: 0.006, memory: 9526, top1_acc: 0.5730, top5_acc: 0.8092, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.9295 2020-07-24 16:04:04,610 - mmaction - INFO - Epoch [12][440/1074] lr: 3.500e-02, eta: 13:32:11, time: 1.259, data_time: 0.010, memory: 9526, top1_acc: 0.5877, top5_acc: 0.8036, loss_cls: 1.7493, loss: 1.7493, grad_norm: 2.8322 2020-07-24 16:04:27,429 - mmaction - INFO - Epoch [12][460/1074] lr: 3.500e-02, eta: 13:31:44, time: 1.137, data_time: 0.006, memory: 9526, top1_acc: 0.5737, top5_acc: 0.8071, loss_cls: 1.7544, loss: 1.7544, grad_norm: 2.8777 2020-07-24 16:04:51,499 - mmaction - INFO - Epoch [12][480/1074] lr: 3.500e-02, eta: 13:31:23, time: 1.207, data_time: 0.007, memory: 9526, top1_acc: 0.5850, top5_acc: 0.8112, loss_cls: 1.7496, loss: 1.7496, grad_norm: 2.8668 2020-07-24 16:05:15,767 - mmaction - INFO - Epoch [12][500/1074] lr: 3.500e-02, eta: 13:31:02, time: 1.211, data_time: 0.006, memory: 9526, top1_acc: 0.5712, top5_acc: 0.8065, loss_cls: 1.7735, loss: 1.7735, grad_norm: 2.9148 2020-07-24 16:05:38,802 - mmaction - INFO - Epoch [12][520/1074] lr: 3.500e-02, eta: 13:30:37, time: 1.152, data_time: 0.008, memory: 9526, top1_acc: 0.5674, top5_acc: 0.8123, loss_cls: 1.7536, loss: 1.7536, grad_norm: 2.8351 2020-07-24 16:06:02,025 - mmaction - INFO - Epoch [12][540/1074] lr: 3.500e-02, eta: 13:30:12, time: 1.162, data_time: 0.005, memory: 9526, top1_acc: 0.5719, top5_acc: 0.8080, loss_cls: 1.7530, loss: 1.7530, grad_norm: 2.8996 2020-07-24 16:06:26,721 - mmaction - INFO - Epoch [12][560/1074] lr: 3.500e-02, eta: 13:29:53, time: 1.236, data_time: 0.007, memory: 9526, top1_acc: 0.5955, top5_acc: 0.8259, loss_cls: 1.6621, loss: 1.6621, grad_norm: 2.8547 2020-07-24 16:06:52,780 - mmaction - INFO - Epoch [12][580/1074] lr: 3.500e-02, eta: 13:29:38, time: 1.304, data_time: 0.004, memory: 9526, top1_acc: 0.5873, top5_acc: 0.8199, loss_cls: 1.7001, loss: 1.7001, grad_norm: 2.9142 2020-07-24 16:07:15,924 - mmaction - INFO - Epoch [12][600/1074] lr: 3.500e-02, eta: 13:29:13, time: 1.156, data_time: 0.002, memory: 9526, top1_acc: 0.5761, top5_acc: 0.8076, loss_cls: 1.7250, loss: 1.7250, grad_norm: 2.8937 2020-07-24 16:07:38,499 - mmaction - INFO - Epoch [12][620/1074] lr: 3.500e-02, eta: 13:28:46, time: 1.129, data_time: 0.004, memory: 9526, top1_acc: 0.5752, top5_acc: 0.8225, loss_cls: 1.7128, loss: 1.7128, grad_norm: 2.9238 2020-07-24 16:08:03,498 - mmaction - INFO - Epoch [12][640/1074] lr: 3.500e-02, eta: 13:28:28, time: 1.248, data_time: 0.006, memory: 9526, top1_acc: 0.5877, top5_acc: 0.8223, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.8310 2020-07-24 16:08:27,642 - mmaction - INFO - Epoch [12][660/1074] lr: 3.500e-02, eta: 13:28:06, time: 1.209, data_time: 0.007, memory: 9526, top1_acc: 0.5821, top5_acc: 0.8147, loss_cls: 1.7187, loss: 1.7187, grad_norm: 2.8754 2020-07-24 16:08:52,106 - mmaction - INFO - Epoch [12][680/1074] lr: 3.500e-02, eta: 13:27:46, time: 1.223, data_time: 0.006, memory: 9526, top1_acc: 0.5772, top5_acc: 0.8188, loss_cls: 1.7204, loss: 1.7204, grad_norm: 2.9327 2020-07-24 16:09:16,787 - mmaction - INFO - Epoch [12][700/1074] lr: 3.500e-02, eta: 13:27:26, time: 1.233, data_time: 0.003, memory: 9526, top1_acc: 0.5737, top5_acc: 0.8083, loss_cls: 1.7469, loss: 1.7469, grad_norm: 2.8794 2020-07-24 16:09:40,540 - mmaction - INFO - Epoch [12][720/1074] lr: 3.500e-02, eta: 13:27:03, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.5797, top5_acc: 0.8154, loss_cls: 1.7116, loss: 1.7116, grad_norm: 2.8987 2020-07-24 16:10:03,837 - mmaction - INFO - Epoch [12][740/1074] lr: 3.500e-02, eta: 13:26:39, time: 1.163, data_time: 0.003, memory: 9526, top1_acc: 0.5721, top5_acc: 0.8150, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.9115 2020-07-24 16:10:28,450 - mmaction - INFO - Epoch [12][760/1074] lr: 3.500e-02, eta: 13:26:19, time: 1.230, data_time: 0.005, memory: 9526, top1_acc: 0.5748, top5_acc: 0.7993, loss_cls: 1.7910, loss: 1.7910, grad_norm: 2.9335 2020-07-24 16:10:53,775 - mmaction - INFO - Epoch [12][780/1074] lr: 3.500e-02, eta: 13:26:01, time: 1.265, data_time: 0.008, memory: 9526, top1_acc: 0.5632, top5_acc: 0.8127, loss_cls: 1.7663, loss: 1.7663, grad_norm: 2.8643 2020-07-24 16:11:16,434 - mmaction - INFO - Epoch [12][800/1074] lr: 3.500e-02, eta: 13:25:35, time: 1.136, data_time: 0.009, memory: 9526, top1_acc: 0.5728, top5_acc: 0.8063, loss_cls: 1.7853, loss: 1.7853, grad_norm: 2.8170 2020-07-24 16:11:41,538 - mmaction - INFO - Epoch [12][820/1074] lr: 3.500e-02, eta: 13:25:17, time: 1.254, data_time: 0.003, memory: 9526, top1_acc: 0.5768, top5_acc: 0.8141, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.8638 2020-07-24 16:12:03,911 - mmaction - INFO - Epoch [12][840/1074] lr: 3.500e-02, eta: 13:24:49, time: 1.115, data_time: 0.006, memory: 9526, top1_acc: 0.5853, top5_acc: 0.8089, loss_cls: 1.7442, loss: 1.7442, grad_norm: 2.8805 2020-07-24 16:12:28,202 - mmaction - INFO - Epoch [12][860/1074] lr: 3.500e-02, eta: 13:24:28, time: 1.217, data_time: 0.008, memory: 9526, top1_acc: 0.5714, top5_acc: 0.8027, loss_cls: 1.7612, loss: 1.7612, grad_norm: 2.9250 2020-07-24 16:12:50,886 - mmaction - INFO - Epoch [12][880/1074] lr: 3.500e-02, eta: 13:24:02, time: 1.134, data_time: 0.009, memory: 9526, top1_acc: 0.5654, top5_acc: 0.8011, loss_cls: 1.8017, loss: 1.8017, grad_norm: 2.8638 2020-07-24 16:13:14,497 - mmaction - INFO - Epoch [12][900/1074] lr: 3.500e-02, eta: 13:23:39, time: 1.181, data_time: 0.005, memory: 9526, top1_acc: 0.5871, top5_acc: 0.8132, loss_cls: 1.7101, loss: 1.7101, grad_norm: 2.8872 2020-07-24 16:13:39,673 - mmaction - INFO - Epoch [12][920/1074] lr: 3.500e-02, eta: 13:23:20, time: 1.253, data_time: 0.007, memory: 9526, top1_acc: 0.5721, top5_acc: 0.8143, loss_cls: 1.7322, loss: 1.7322, grad_norm: 2.9022 2020-07-24 16:14:03,890 - mmaction - INFO - Epoch [12][940/1074] lr: 3.500e-02, eta: 13:22:59, time: 1.217, data_time: 0.011, memory: 9526, top1_acc: 0.5810, top5_acc: 0.8163, loss_cls: 1.7229, loss: 1.7229, grad_norm: 2.8793 2020-07-24 16:14:27,189 - mmaction - INFO - Epoch [12][960/1074] lr: 3.500e-02, eta: 13:22:35, time: 1.163, data_time: 0.005, memory: 9526, top1_acc: 0.5819, top5_acc: 0.8143, loss_cls: 1.7237, loss: 1.7237, grad_norm: 2.8838 2020-07-24 16:14:50,553 - mmaction - INFO - Epoch [12][980/1074] lr: 3.500e-02, eta: 13:22:11, time: 1.170, data_time: 0.008, memory: 9526, top1_acc: 0.5897, top5_acc: 0.8190, loss_cls: 1.6755, loss: 1.6755, grad_norm: 2.7803 2020-07-24 16:15:15,670 - mmaction - INFO - Epoch [12][1000/1074] lr: 3.500e-02, eta: 13:21:52, time: 1.252, data_time: 0.007, memory: 9526, top1_acc: 0.5672, top5_acc: 0.8103, loss_cls: 1.7638, loss: 1.7638, grad_norm: 2.9270 2020-07-24 16:15:37,023 - mmaction - INFO - Epoch [12][1020/1074] lr: 3.500e-02, eta: 13:21:22, time: 1.072, data_time: 0.010, memory: 9526, top1_acc: 0.5824, top5_acc: 0.8138, loss_cls: 1.7210, loss: 1.7210, grad_norm: 2.8536 2020-07-24 16:16:01,594 - mmaction - INFO - Epoch [12][1040/1074] lr: 3.500e-02, eta: 13:21:02, time: 1.230, data_time: 0.008, memory: 9526, top1_acc: 0.5734, top5_acc: 0.8100, loss_cls: 1.7581, loss: 1.7581, grad_norm: 2.8749 2020-07-24 16:16:24,370 - mmaction - INFO - Epoch [12][1060/1074] lr: 3.500e-02, eta: 13:20:36, time: 1.136, data_time: 0.003, memory: 9526, top1_acc: 0.5824, top5_acc: 0.8118, loss_cls: 1.7302, loss: 1.7302, grad_norm: 2.8738 2020-07-24 16:16:40,991 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-07-24 16:17:18,281 - mmaction - INFO - Epoch [13][20/1074] lr: 3.500e-02, eta: 13:19:41, time: 1.763, data_time: 0.564, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8185, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.8733 2020-07-24 16:17:40,364 - mmaction - INFO - Epoch [13][40/1074] lr: 3.500e-02, eta: 13:19:12, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.5895, top5_acc: 0.8232, loss_cls: 1.6750, loss: 1.6750, grad_norm: 2.9254 2020-07-24 16:18:02,915 - mmaction - INFO - Epoch [13][60/1074] lr: 3.500e-02, eta: 13:18:46, time: 1.129, data_time: 0.005, memory: 9526, top1_acc: 0.5908, top5_acc: 0.8219, loss_cls: 1.7032, loss: 1.7032, grad_norm: 2.8786 2020-07-24 16:18:27,851 - mmaction - INFO - Epoch [13][80/1074] lr: 3.500e-02, eta: 13:18:27, time: 1.246, data_time: 0.006, memory: 9526, top1_acc: 0.5821, top5_acc: 0.8089, loss_cls: 1.7225, loss: 1.7225, grad_norm: 2.8900 2020-07-24 16:18:51,602 - mmaction - INFO - Epoch [13][100/1074] lr: 3.500e-02, eta: 13:18:04, time: 1.188, data_time: 0.003, memory: 9526, top1_acc: 0.5786, top5_acc: 0.8141, loss_cls: 1.7219, loss: 1.7219, grad_norm: 2.8573 2020-07-24 16:19:15,040 - mmaction - INFO - Epoch [13][120/1074] lr: 3.500e-02, eta: 13:17:40, time: 1.171, data_time: 0.003, memory: 9526, top1_acc: 0.5996, top5_acc: 0.8275, loss_cls: 1.6322, loss: 1.6322, grad_norm: 2.8490 2020-07-24 16:19:38,151 - mmaction - INFO - Epoch [13][140/1074] lr: 3.500e-02, eta: 13:17:15, time: 1.155, data_time: 0.006, memory: 9526, top1_acc: 0.5967, top5_acc: 0.8234, loss_cls: 1.6420, loss: 1.6420, grad_norm: 2.8107 2020-07-24 16:20:02,548 - mmaction - INFO - Epoch [13][160/1074] lr: 3.500e-02, eta: 13:16:55, time: 1.221, data_time: 0.008, memory: 9526, top1_acc: 0.5946, top5_acc: 0.8288, loss_cls: 1.6434, loss: 1.6434, grad_norm: 2.9372 2020-07-24 16:20:26,839 - mmaction - INFO - Epoch [13][180/1074] lr: 3.500e-02, eta: 13:16:34, time: 1.215, data_time: 0.003, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8208, loss_cls: 1.6665, loss: 1.6665, grad_norm: 2.8641 2020-07-24 16:20:48,952 - mmaction - INFO - Epoch [13][200/1074] lr: 3.500e-02, eta: 13:16:05, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8185, loss_cls: 1.6771, loss: 1.6771, grad_norm: 2.9047 2020-07-24 16:21:13,196 - mmaction - INFO - Epoch [13][220/1074] lr: 3.500e-02, eta: 13:15:44, time: 1.214, data_time: 0.008, memory: 9526, top1_acc: 0.5761, top5_acc: 0.8096, loss_cls: 1.7371, loss: 1.7371, grad_norm: 2.9631 2020-07-24 16:21:38,213 - mmaction - INFO - Epoch [13][240/1074] lr: 3.500e-02, eta: 13:15:25, time: 1.249, data_time: 0.007, memory: 9526, top1_acc: 0.5902, top5_acc: 0.8214, loss_cls: 1.6959, loss: 1.6959, grad_norm: 2.8812 2020-07-24 16:22:01,974 - mmaction - INFO - Epoch [13][260/1074] lr: 3.500e-02, eta: 13:15:03, time: 1.190, data_time: 0.007, memory: 9526, top1_acc: 0.5824, top5_acc: 0.8069, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.8524 2020-07-24 16:22:26,842 - mmaction - INFO - Epoch [13][280/1074] lr: 3.500e-02, eta: 13:14:43, time: 1.243, data_time: 0.003, memory: 9526, top1_acc: 0.5866, top5_acc: 0.8199, loss_cls: 1.6632, loss: 1.6632, grad_norm: 2.8313 2020-07-24 16:22:50,060 - mmaction - INFO - Epoch [13][300/1074] lr: 3.500e-02, eta: 13:14:19, time: 1.162, data_time: 0.006, memory: 9526, top1_acc: 0.5833, top5_acc: 0.8176, loss_cls: 1.7001, loss: 1.7001, grad_norm: 2.8875 2020-07-24 16:23:15,605 - mmaction - INFO - Epoch [13][320/1074] lr: 3.500e-02, eta: 13:14:01, time: 1.274, data_time: 0.005, memory: 9526, top1_acc: 0.5770, top5_acc: 0.8203, loss_cls: 1.6886, loss: 1.6886, grad_norm: 2.9148 2020-07-24 16:23:39,758 - mmaction - INFO - Epoch [13][340/1074] lr: 3.500e-02, eta: 13:13:40, time: 1.209, data_time: 0.007, memory: 9526, top1_acc: 0.5750, top5_acc: 0.8009, loss_cls: 1.7591, loss: 1.7591, grad_norm: 2.9470 2020-07-24 16:24:03,666 - mmaction - INFO - Epoch [13][360/1074] lr: 3.500e-02, eta: 13:13:17, time: 1.195, data_time: 0.007, memory: 9526, top1_acc: 0.5770, top5_acc: 0.8103, loss_cls: 1.7248, loss: 1.7248, grad_norm: 2.8960 2020-07-24 16:24:25,944 - mmaction - INFO - Epoch [13][380/1074] lr: 3.500e-02, eta: 13:12:50, time: 1.117, data_time: 0.008, memory: 9526, top1_acc: 0.5942, top5_acc: 0.8257, loss_cls: 1.6555, loss: 1.6555, grad_norm: 2.8680 2020-07-24 16:24:49,473 - mmaction - INFO - Epoch [13][400/1074] lr: 3.500e-02, eta: 13:12:26, time: 1.175, data_time: 0.003, memory: 9526, top1_acc: 0.5797, top5_acc: 0.8138, loss_cls: 1.7387, loss: 1.7387, grad_norm: 2.8777 2020-07-24 16:25:13,194 - mmaction - INFO - Epoch [13][420/1074] lr: 3.500e-02, eta: 13:12:03, time: 1.184, data_time: 0.007, memory: 9526, top1_acc: 0.5871, top5_acc: 0.8163, loss_cls: 1.6973, loss: 1.6973, grad_norm: 2.8405 2020-07-24 16:25:37,502 - mmaction - INFO - Epoch [13][440/1074] lr: 3.500e-02, eta: 13:11:42, time: 1.218, data_time: 0.007, memory: 9526, top1_acc: 0.5964, top5_acc: 0.8185, loss_cls: 1.7151, loss: 1.7151, grad_norm: 2.9380 2020-07-24 16:26:00,946 - mmaction - INFO - Epoch [13][460/1074] lr: 3.500e-02, eta: 13:11:18, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.5884, top5_acc: 0.8208, loss_cls: 1.6875, loss: 1.6875, grad_norm: 2.9326 2020-07-24 16:26:24,421 - mmaction - INFO - Epoch [13][480/1074] lr: 3.500e-02, eta: 13:10:55, time: 1.177, data_time: 0.008, memory: 9526, top1_acc: 0.5772, top5_acc: 0.8027, loss_cls: 1.7486, loss: 1.7486, grad_norm: 2.9160 2020-07-24 16:26:49,992 - mmaction - INFO - Epoch [13][500/1074] lr: 3.500e-02, eta: 13:10:37, time: 1.277, data_time: 0.009, memory: 9526, top1_acc: 0.5855, top5_acc: 0.8145, loss_cls: 1.7088, loss: 1.7088, grad_norm: 2.8536 2020-07-24 16:27:13,007 - mmaction - INFO - Epoch [13][520/1074] lr: 3.500e-02, eta: 13:10:12, time: 1.154, data_time: 0.009, memory: 9526, top1_acc: 0.5732, top5_acc: 0.8096, loss_cls: 1.7576, loss: 1.7576, grad_norm: 2.8963 2020-07-24 16:27:37,482 - mmaction - INFO - Epoch [13][540/1074] lr: 3.500e-02, eta: 13:09:52, time: 1.224, data_time: 0.006, memory: 9526, top1_acc: 0.5828, top5_acc: 0.8076, loss_cls: 1.7374, loss: 1.7374, grad_norm: 2.9284 2020-07-24 16:28:00,163 - mmaction - INFO - Epoch [13][560/1074] lr: 3.500e-02, eta: 13:09:25, time: 1.133, data_time: 0.004, memory: 9526, top1_acc: 0.5819, top5_acc: 0.8232, loss_cls: 1.7028, loss: 1.7028, grad_norm: 2.8936 2020-07-24 16:28:24,623 - mmaction - INFO - Epoch [13][580/1074] lr: 3.500e-02, eta: 13:09:04, time: 1.219, data_time: 0.009, memory: 9526, top1_acc: 0.5819, top5_acc: 0.8042, loss_cls: 1.7468, loss: 1.7468, grad_norm: 2.8503 2020-07-24 16:28:48,523 - mmaction - INFO - Epoch [13][600/1074] lr: 3.500e-02, eta: 13:08:42, time: 1.200, data_time: 0.009, memory: 9526, top1_acc: 0.5835, top5_acc: 0.8100, loss_cls: 1.7108, loss: 1.7108, grad_norm: 2.8050 2020-07-24 16:29:10,597 - mmaction - INFO - Epoch [13][620/1074] lr: 3.500e-02, eta: 13:08:14, time: 1.100, data_time: 0.007, memory: 9526, top1_acc: 0.5842, top5_acc: 0.8208, loss_cls: 1.7107, loss: 1.7107, grad_norm: 2.8437 2020-07-24 16:29:34,991 - mmaction - INFO - Epoch [13][640/1074] lr: 3.500e-02, eta: 13:07:53, time: 1.224, data_time: 0.009, memory: 9526, top1_acc: 0.5913, top5_acc: 0.8080, loss_cls: 1.7316, loss: 1.7316, grad_norm: 2.8740 2020-07-24 16:29:59,183 - mmaction - INFO - Epoch [13][660/1074] lr: 3.500e-02, eta: 13:07:32, time: 1.210, data_time: 0.004, memory: 9526, top1_acc: 0.5824, top5_acc: 0.8118, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.9362 2020-07-24 16:30:23,612 - mmaction - INFO - Epoch [13][680/1074] lr: 3.500e-02, eta: 13:07:11, time: 1.223, data_time: 0.006, memory: 9526, top1_acc: 0.5752, top5_acc: 0.8196, loss_cls: 1.7361, loss: 1.7361, grad_norm: 2.8909 2020-07-24 16:30:47,388 - mmaction - INFO - Epoch [13][700/1074] lr: 3.500e-02, eta: 13:06:48, time: 1.186, data_time: 0.004, memory: 9526, top1_acc: 0.5748, top5_acc: 0.8143, loss_cls: 1.6920, loss: 1.6920, grad_norm: 2.9229 2020-07-24 16:31:12,342 - mmaction - INFO - Epoch [13][720/1074] lr: 3.500e-02, eta: 13:06:29, time: 1.250, data_time: 0.008, memory: 9526, top1_acc: 0.5813, top5_acc: 0.8092, loss_cls: 1.7361, loss: 1.7361, grad_norm: 2.9063 2020-07-24 16:31:36,320 - mmaction - INFO - Epoch [13][740/1074] lr: 3.500e-02, eta: 13:06:06, time: 1.197, data_time: 0.004, memory: 9526, top1_acc: 0.5924, top5_acc: 0.8121, loss_cls: 1.6964, loss: 1.6964, grad_norm: 2.8849 2020-07-24 16:32:00,622 - mmaction - INFO - Epoch [13][760/1074] lr: 3.500e-02, eta: 13:05:45, time: 1.215, data_time: 0.004, memory: 9526, top1_acc: 0.5815, top5_acc: 0.8112, loss_cls: 1.7454, loss: 1.7454, grad_norm: 2.9607 2020-07-24 16:32:24,210 - mmaction - INFO - Epoch [13][780/1074] lr: 3.500e-02, eta: 13:05:22, time: 1.178, data_time: 0.009, memory: 9526, top1_acc: 0.5779, top5_acc: 0.8163, loss_cls: 1.7276, loss: 1.7276, grad_norm: 2.8259 2020-07-24 16:32:47,094 - mmaction - INFO - Epoch [13][800/1074] lr: 3.500e-02, eta: 13:04:56, time: 1.147, data_time: 0.007, memory: 9526, top1_acc: 0.5768, top5_acc: 0.8132, loss_cls: 1.7390, loss: 1.7390, grad_norm: 2.8789 2020-07-24 16:33:10,665 - mmaction - INFO - Epoch [13][820/1074] lr: 3.500e-02, eta: 13:04:33, time: 1.174, data_time: 0.007, memory: 9526, top1_acc: 0.5725, top5_acc: 0.8040, loss_cls: 1.7637, loss: 1.7637, grad_norm: 2.9032 2020-07-24 16:33:35,209 - mmaction - INFO - Epoch [13][840/1074] lr: 3.500e-02, eta: 13:04:12, time: 1.230, data_time: 0.008, memory: 9526, top1_acc: 0.5848, top5_acc: 0.8185, loss_cls: 1.6885, loss: 1.6885, grad_norm: 2.8041 2020-07-24 16:33:59,806 - mmaction - INFO - Epoch [13][860/1074] lr: 3.500e-02, eta: 13:03:52, time: 1.231, data_time: 0.009, memory: 9526, top1_acc: 0.5725, top5_acc: 0.8067, loss_cls: 1.7524, loss: 1.7524, grad_norm: 2.9495 2020-07-24 16:34:22,514 - mmaction - INFO - Epoch [13][880/1074] lr: 3.500e-02, eta: 13:03:26, time: 1.135, data_time: 0.007, memory: 9526, top1_acc: 0.5781, top5_acc: 0.8214, loss_cls: 1.7335, loss: 1.7335, grad_norm: 2.9046 2020-07-24 16:34:45,942 - mmaction - INFO - Epoch [13][900/1074] lr: 3.500e-02, eta: 13:03:02, time: 1.172, data_time: 0.006, memory: 9526, top1_acc: 0.5772, top5_acc: 0.8201, loss_cls: 1.6951, loss: 1.6951, grad_norm: 2.9244 2020-07-24 16:35:10,446 - mmaction - INFO - Epoch [13][920/1074] lr: 3.500e-02, eta: 13:02:41, time: 1.225, data_time: 0.006, memory: 9526, top1_acc: 0.5964, top5_acc: 0.8217, loss_cls: 1.6659, loss: 1.6659, grad_norm: 2.7961 2020-07-24 16:35:34,447 - mmaction - INFO - Epoch [13][940/1074] lr: 3.500e-02, eta: 13:02:19, time: 1.199, data_time: 0.003, memory: 9526, top1_acc: 0.5877, top5_acc: 0.8109, loss_cls: 1.7114, loss: 1.7114, grad_norm: 2.8922 2020-07-24 16:35:57,236 - mmaction - INFO - Epoch [13][960/1074] lr: 3.500e-02, eta: 13:01:53, time: 1.140, data_time: 0.004, memory: 9526, top1_acc: 0.5792, top5_acc: 0.8103, loss_cls: 1.7522, loss: 1.7522, grad_norm: 2.8958 2020-07-24 16:36:19,547 - mmaction - INFO - Epoch [13][980/1074] lr: 3.500e-02, eta: 13:01:26, time: 1.113, data_time: 0.008, memory: 9526, top1_acc: 0.5683, top5_acc: 0.8078, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.9372 2020-07-24 16:36:44,072 - mmaction - INFO - Epoch [13][1000/1074] lr: 3.500e-02, eta: 13:01:05, time: 1.230, data_time: 0.009, memory: 9526, top1_acc: 0.5801, top5_acc: 0.8179, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.9165 2020-07-24 16:37:07,378 - mmaction - INFO - Epoch [13][1020/1074] lr: 3.500e-02, eta: 13:00:41, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.5696, top5_acc: 0.8042, loss_cls: 1.7896, loss: 1.7896, grad_norm: 2.8726 2020-07-24 16:37:29,686 - mmaction - INFO - Epoch [13][1040/1074] lr: 3.500e-02, eta: 13:00:14, time: 1.116, data_time: 0.007, memory: 9526, top1_acc: 0.5779, top5_acc: 0.8096, loss_cls: 1.7596, loss: 1.7596, grad_norm: 2.9108 2020-07-24 16:37:55,449 - mmaction - INFO - Epoch [13][1060/1074] lr: 3.500e-02, eta: 12:59:57, time: 1.288, data_time: 0.007, memory: 9526, top1_acc: 0.5795, top5_acc: 0.8100, loss_cls: 1.7465, loss: 1.7465, grad_norm: 2.8943 2020-07-24 16:38:12,192 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-07-24 16:38:45,750 - mmaction - INFO - Epoch [14][20/1074] lr: 3.500e-02, eta: 12:58:52, time: 1.570, data_time: 0.394, memory: 9526, top1_acc: 0.5853, top5_acc: 0.8188, loss_cls: 1.6903, loss: 1.6903, grad_norm: 2.8533 2020-07-24 16:39:07,831 - mmaction - INFO - Epoch [14][40/1074] lr: 3.500e-02, eta: 12:58:24, time: 1.100, data_time: 0.008, memory: 9526, top1_acc: 0.5917, top5_acc: 0.8261, loss_cls: 1.6579, loss: 1.6579, grad_norm: 2.8562 2020-07-24 16:39:31,988 - mmaction - INFO - Epoch [14][60/1074] lr: 3.500e-02, eta: 12:58:03, time: 1.213, data_time: 0.009, memory: 9526, top1_acc: 0.5799, top5_acc: 0.8179, loss_cls: 1.6869, loss: 1.6869, grad_norm: 2.9620 2020-07-24 16:39:54,418 - mmaction - INFO - Epoch [14][80/1074] lr: 3.500e-02, eta: 12:57:36, time: 1.121, data_time: 0.005, memory: 9526, top1_acc: 0.6038, top5_acc: 0.8259, loss_cls: 1.6385, loss: 1.6385, grad_norm: 2.8492 2020-07-24 16:40:19,632 - mmaction - INFO - Epoch [14][100/1074] lr: 3.500e-02, eta: 12:57:17, time: 1.260, data_time: 0.004, memory: 9526, top1_acc: 0.5971, top5_acc: 0.8192, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.8766 2020-07-24 16:40:44,445 - mmaction - INFO - Epoch [14][120/1074] lr: 3.500e-02, eta: 12:56:57, time: 1.240, data_time: 0.008, memory: 9526, top1_acc: 0.6042, top5_acc: 0.8170, loss_cls: 1.6553, loss: 1.6553, grad_norm: 2.9028 2020-07-24 16:41:08,057 - mmaction - INFO - Epoch [14][140/1074] lr: 3.500e-02, eta: 12:56:34, time: 1.181, data_time: 0.006, memory: 9526, top1_acc: 0.6033, top5_acc: 0.8234, loss_cls: 1.6318, loss: 1.6318, grad_norm: 2.8801 2020-07-24 16:41:30,532 - mmaction - INFO - Epoch [14][160/1074] lr: 3.500e-02, eta: 12:56:08, time: 1.121, data_time: 0.009, memory: 9526, top1_acc: 0.5853, top5_acc: 0.8181, loss_cls: 1.6942, loss: 1.6942, grad_norm: 2.9229 2020-07-24 16:41:54,472 - mmaction - INFO - Epoch [14][180/1074] lr: 3.500e-02, eta: 12:55:45, time: 1.198, data_time: 0.007, memory: 9526, top1_acc: 0.6054, top5_acc: 0.8292, loss_cls: 1.6222, loss: 1.6222, grad_norm: 2.8666 2020-07-24 16:42:18,718 - mmaction - INFO - Epoch [14][200/1074] lr: 3.500e-02, eta: 12:55:24, time: 1.213, data_time: 0.008, memory: 9526, top1_acc: 0.5967, top5_acc: 0.8210, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.8276 2020-07-24 16:42:41,292 - mmaction - INFO - Epoch [14][220/1074] lr: 3.500e-02, eta: 12:54:58, time: 1.130, data_time: 0.007, memory: 9526, top1_acc: 0.6045, top5_acc: 0.8355, loss_cls: 1.6063, loss: 1.6063, grad_norm: 2.8749 2020-07-24 16:43:04,220 - mmaction - INFO - Epoch [14][240/1074] lr: 3.500e-02, eta: 12:54:32, time: 1.147, data_time: 0.004, memory: 9526, top1_acc: 0.6020, top5_acc: 0.8288, loss_cls: 1.6233, loss: 1.6233, grad_norm: 2.8698 2020-07-24 16:43:28,521 - mmaction - INFO - Epoch [14][260/1074] lr: 3.500e-02, eta: 12:54:11, time: 1.214, data_time: 0.007, memory: 9526, top1_acc: 0.5884, top5_acc: 0.8228, loss_cls: 1.6880, loss: 1.6880, grad_norm: 2.8570 2020-07-24 16:43:51,926 - mmaction - INFO - Epoch [14][280/1074] lr: 3.500e-02, eta: 12:53:47, time: 1.171, data_time: 0.005, memory: 9526, top1_acc: 0.5897, top5_acc: 0.8192, loss_cls: 1.6885, loss: 1.6885, grad_norm: 2.9589 2020-07-24 16:44:15,795 - mmaction - INFO - Epoch [14][300/1074] lr: 3.500e-02, eta: 12:53:24, time: 1.193, data_time: 0.006, memory: 9526, top1_acc: 0.5882, top5_acc: 0.8225, loss_cls: 1.6683, loss: 1.6683, grad_norm: 2.8776 2020-07-24 16:44:40,598 - mmaction - INFO - Epoch [14][320/1074] lr: 3.500e-02, eta: 12:53:04, time: 1.241, data_time: 0.007, memory: 9526, top1_acc: 0.5859, top5_acc: 0.8199, loss_cls: 1.6743, loss: 1.6743, grad_norm: 2.8990 2020-07-24 16:45:04,740 - mmaction - INFO - Epoch [14][340/1074] lr: 3.500e-02, eta: 12:52:43, time: 1.207, data_time: 0.007, memory: 9526, top1_acc: 0.5848, top5_acc: 0.8210, loss_cls: 1.6818, loss: 1.6818, grad_norm: 2.9094 2020-07-24 16:45:29,570 - mmaction - INFO - Epoch [14][360/1074] lr: 3.500e-02, eta: 12:52:23, time: 1.242, data_time: 0.004, memory: 9526, top1_acc: 0.5920, top5_acc: 0.8234, loss_cls: 1.6749, loss: 1.6749, grad_norm: 2.8688 2020-07-24 16:45:53,640 - mmaction - INFO - Epoch [14][380/1074] lr: 3.500e-02, eta: 12:52:01, time: 1.204, data_time: 0.004, memory: 9526, top1_acc: 0.5904, top5_acc: 0.8181, loss_cls: 1.6727, loss: 1.6727, grad_norm: 2.8891 2020-07-24 16:46:16,207 - mmaction - INFO - Epoch [14][400/1074] lr: 3.500e-02, eta: 12:51:34, time: 1.129, data_time: 0.002, memory: 9526, top1_acc: 0.5917, top5_acc: 0.8165, loss_cls: 1.6672, loss: 1.6672, grad_norm: 2.8269 2020-07-24 16:46:40,762 - mmaction - INFO - Epoch [14][420/1074] lr: 3.500e-02, eta: 12:51:13, time: 1.223, data_time: 0.007, memory: 9526, top1_acc: 0.5719, top5_acc: 0.8167, loss_cls: 1.7175, loss: 1.7175, grad_norm: 2.9189 2020-07-24 16:47:03,570 - mmaction - INFO - Epoch [14][440/1074] lr: 3.500e-02, eta: 12:50:48, time: 1.143, data_time: 0.010, memory: 9526, top1_acc: 0.5904, top5_acc: 0.8199, loss_cls: 1.6824, loss: 1.6824, grad_norm: 2.8808 2020-07-24 16:47:28,825 - mmaction - INFO - Epoch [14][460/1074] lr: 3.500e-02, eta: 12:50:29, time: 1.262, data_time: 0.008, memory: 9526, top1_acc: 0.5913, top5_acc: 0.8217, loss_cls: 1.6713, loss: 1.6713, grad_norm: 2.9239 2020-07-24 16:47:52,502 - mmaction - INFO - Epoch [14][480/1074] lr: 3.500e-02, eta: 12:50:06, time: 1.186, data_time: 0.006, memory: 9526, top1_acc: 0.5886, top5_acc: 0.8219, loss_cls: 1.6829, loss: 1.6829, grad_norm: 2.8976 2020-07-24 16:48:15,699 - mmaction - INFO - Epoch [14][500/1074] lr: 3.500e-02, eta: 12:49:41, time: 1.156, data_time: 0.005, memory: 9526, top1_acc: 0.5846, top5_acc: 0.8194, loss_cls: 1.6939, loss: 1.6939, grad_norm: 2.8969 2020-07-24 16:48:40,754 - mmaction - INFO - Epoch [14][520/1074] lr: 3.500e-02, eta: 12:49:22, time: 1.256, data_time: 0.007, memory: 9526, top1_acc: 0.5888, top5_acc: 0.8152, loss_cls: 1.6960, loss: 1.6960, grad_norm: 2.9457 2020-07-24 16:49:04,414 - mmaction - INFO - Epoch [14][540/1074] lr: 3.500e-02, eta: 12:48:59, time: 1.180, data_time: 0.005, memory: 9526, top1_acc: 0.6058, top5_acc: 0.8272, loss_cls: 1.6434, loss: 1.6434, grad_norm: 2.8657 2020-07-24 16:49:27,271 - mmaction - INFO - Epoch [14][560/1074] lr: 3.500e-02, eta: 12:48:33, time: 1.146, data_time: 0.008, memory: 9526, top1_acc: 0.5920, top5_acc: 0.8243, loss_cls: 1.6564, loss: 1.6564, grad_norm: 2.8818 2020-07-24 16:49:50,490 - mmaction - INFO - Epoch [14][580/1074] lr: 3.500e-02, eta: 12:48:09, time: 1.159, data_time: 0.007, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8214, loss_cls: 1.6749, loss: 1.6749, grad_norm: 2.8615 2020-07-24 16:50:14,237 - mmaction - INFO - Epoch [14][600/1074] lr: 3.500e-02, eta: 12:47:46, time: 1.185, data_time: 0.005, memory: 9526, top1_acc: 0.5806, top5_acc: 0.8103, loss_cls: 1.7360, loss: 1.7360, grad_norm: 2.8757 2020-07-24 16:50:37,647 - mmaction - INFO - Epoch [14][620/1074] lr: 3.500e-02, eta: 12:47:22, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.5884, top5_acc: 0.8089, loss_cls: 1.7244, loss: 1.7244, grad_norm: 2.8848 2020-07-24 16:51:01,546 - mmaction - INFO - Epoch [14][640/1074] lr: 3.500e-02, eta: 12:47:00, time: 1.193, data_time: 0.005, memory: 9526, top1_acc: 0.5929, top5_acc: 0.8167, loss_cls: 1.6782, loss: 1.6782, grad_norm: 2.9416 2020-07-24 16:51:24,564 - mmaction - INFO - Epoch [14][660/1074] lr: 3.500e-02, eta: 12:46:35, time: 1.152, data_time: 0.005, memory: 9526, top1_acc: 0.5815, top5_acc: 0.8228, loss_cls: 1.6593, loss: 1.6593, grad_norm: 2.9083 2020-07-24 16:51:47,248 - mmaction - INFO - Epoch [14][680/1074] lr: 3.500e-02, eta: 12:46:09, time: 1.132, data_time: 0.005, memory: 9526, top1_acc: 0.5848, top5_acc: 0.8221, loss_cls: 1.6728, loss: 1.6728, grad_norm: 2.9726 2020-07-24 16:52:11,844 - mmaction - INFO - Epoch [14][700/1074] lr: 3.500e-02, eta: 12:45:48, time: 1.231, data_time: 0.005, memory: 9526, top1_acc: 0.5777, top5_acc: 0.8143, loss_cls: 1.7335, loss: 1.7335, grad_norm: 2.9668 2020-07-24 16:52:35,844 - mmaction - INFO - Epoch [14][720/1074] lr: 3.500e-02, eta: 12:45:26, time: 1.197, data_time: 0.007, memory: 9526, top1_acc: 0.5906, top5_acc: 0.8223, loss_cls: 1.7067, loss: 1.7067, grad_norm: 2.8148 2020-07-24 16:52:58,900 - mmaction - INFO - Epoch [14][740/1074] lr: 3.500e-02, eta: 12:45:01, time: 1.157, data_time: 0.007, memory: 9526, top1_acc: 0.5998, top5_acc: 0.8203, loss_cls: 1.6759, loss: 1.6759, grad_norm: 2.8428 2020-07-24 16:53:22,641 - mmaction - INFO - Epoch [14][760/1074] lr: 3.500e-02, eta: 12:44:38, time: 1.186, data_time: 0.006, memory: 9526, top1_acc: 0.5844, top5_acc: 0.8170, loss_cls: 1.7067, loss: 1.7067, grad_norm: 2.9400 2020-07-24 16:53:45,115 - mmaction - INFO - Epoch [14][780/1074] lr: 3.500e-02, eta: 12:44:12, time: 1.123, data_time: 0.003, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8134, loss_cls: 1.6732, loss: 1.6732, grad_norm: 2.8556 2020-07-24 16:54:08,953 - mmaction - INFO - Epoch [14][800/1074] lr: 3.500e-02, eta: 12:43:49, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.5964, top5_acc: 0.8138, loss_cls: 1.7017, loss: 1.7017, grad_norm: 2.8433 2020-07-24 16:54:33,232 - mmaction - INFO - Epoch [14][820/1074] lr: 3.500e-02, eta: 12:43:27, time: 1.215, data_time: 0.007, memory: 9526, top1_acc: 0.5842, top5_acc: 0.8100, loss_cls: 1.7357, loss: 1.7357, grad_norm: 2.8948 2020-07-24 16:54:55,319 - mmaction - INFO - Epoch [14][840/1074] lr: 3.500e-02, eta: 12:43:00, time: 1.102, data_time: 0.004, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8103, loss_cls: 1.7154, loss: 1.7154, grad_norm: 2.8558 2020-07-24 16:55:19,815 - mmaction - INFO - Epoch [14][860/1074] lr: 3.500e-02, eta: 12:42:39, time: 1.223, data_time: 0.008, memory: 9526, top1_acc: 0.5819, top5_acc: 0.8174, loss_cls: 1.7076, loss: 1.7076, grad_norm: 2.8855 2020-07-24 16:55:42,680 - mmaction - INFO - Epoch [14][880/1074] lr: 3.500e-02, eta: 12:42:13, time: 1.146, data_time: 0.009, memory: 9526, top1_acc: 0.5772, top5_acc: 0.8016, loss_cls: 1.7702, loss: 1.7702, grad_norm: 2.8954 2020-07-24 16:56:06,364 - mmaction - INFO - Epoch [14][900/1074] lr: 3.500e-02, eta: 12:41:50, time: 1.183, data_time: 0.008, memory: 9526, top1_acc: 0.5873, top5_acc: 0.8156, loss_cls: 1.6833, loss: 1.6833, grad_norm: 2.8750 2020-07-24 16:56:28,894 - mmaction - INFO - Epoch [14][920/1074] lr: 3.500e-02, eta: 12:41:24, time: 1.128, data_time: 0.008, memory: 9526, top1_acc: 0.5868, top5_acc: 0.8161, loss_cls: 1.7145, loss: 1.7145, grad_norm: 2.8141 2020-07-24 16:56:51,262 - mmaction - INFO - Epoch [14][940/1074] lr: 3.500e-02, eta: 12:40:58, time: 1.117, data_time: 0.006, memory: 9526, top1_acc: 0.5792, top5_acc: 0.8223, loss_cls: 1.7284, loss: 1.7284, grad_norm: 2.8844 2020-07-24 16:57:15,465 - mmaction - INFO - Epoch [14][960/1074] lr: 3.500e-02, eta: 12:40:36, time: 1.212, data_time: 0.008, memory: 9526, top1_acc: 0.5975, top5_acc: 0.8344, loss_cls: 1.6246, loss: 1.6246, grad_norm: 2.9244 2020-07-24 16:57:39,759 - mmaction - INFO - Epoch [14][980/1074] lr: 3.500e-02, eta: 12:40:14, time: 1.212, data_time: 0.006, memory: 9526, top1_acc: 0.5795, top5_acc: 0.8163, loss_cls: 1.6986, loss: 1.6986, grad_norm: 2.8553 2020-07-24 16:58:01,871 - mmaction - INFO - Epoch [14][1000/1074] lr: 3.500e-02, eta: 12:39:47, time: 1.108, data_time: 0.007, memory: 9526, top1_acc: 0.5853, top5_acc: 0.8138, loss_cls: 1.7293, loss: 1.7293, grad_norm: 2.8781 2020-07-24 16:58:26,487 - mmaction - INFO - Epoch [14][1020/1074] lr: 3.500e-02, eta: 12:39:26, time: 1.227, data_time: 0.007, memory: 9526, top1_acc: 0.5797, top5_acc: 0.8096, loss_cls: 1.7280, loss: 1.7280, grad_norm: 2.8468 2020-07-24 16:58:50,846 - mmaction - INFO - Epoch [14][1040/1074] lr: 3.500e-02, eta: 12:39:05, time: 1.220, data_time: 0.007, memory: 9526, top1_acc: 0.5754, top5_acc: 0.8116, loss_cls: 1.7328, loss: 1.7328, grad_norm: 2.9598 2020-07-24 16:59:14,224 - mmaction - INFO - Epoch [14][1060/1074] lr: 3.500e-02, eta: 12:38:41, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.5855, top5_acc: 0.8183, loss_cls: 1.7152, loss: 1.7152, grad_norm: 2.8854 2020-07-24 16:59:31,181 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-07-24 17:00:08,891 - mmaction - INFO - Epoch [15][20/1074] lr: 3.500e-02, eta: 12:37:53, time: 1.852, data_time: 0.526, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8259, loss_cls: 1.6241, loss: 1.6241, grad_norm: 2.8987 2020-07-24 17:00:32,170 - mmaction - INFO - Epoch [15][40/1074] lr: 3.500e-02, eta: 12:37:29, time: 1.169, data_time: 0.018, memory: 9526, top1_acc: 0.5955, top5_acc: 0.8248, loss_cls: 1.6726, loss: 1.6726, grad_norm: 2.9932 2020-07-24 17:00:56,731 - mmaction - INFO - Epoch [15][60/1074] lr: 3.500e-02, eta: 12:37:08, time: 1.227, data_time: 0.008, memory: 9526, top1_acc: 0.5944, top5_acc: 0.8275, loss_cls: 1.6416, loss: 1.6416, grad_norm: 2.8974 2020-07-24 17:01:20,122 - mmaction - INFO - Epoch [15][80/1074] lr: 3.500e-02, eta: 12:36:44, time: 1.171, data_time: 0.007, memory: 9526, top1_acc: 0.6013, top5_acc: 0.8275, loss_cls: 1.6508, loss: 1.6508, grad_norm: 2.9156 2020-07-24 17:01:43,058 - mmaction - INFO - Epoch [15][100/1074] lr: 3.500e-02, eta: 12:36:19, time: 1.144, data_time: 0.005, memory: 9526, top1_acc: 0.5953, top5_acc: 0.8330, loss_cls: 1.6129, loss: 1.6129, grad_norm: 2.8653 2020-07-24 17:02:06,586 - mmaction - INFO - Epoch [15][120/1074] lr: 3.500e-02, eta: 12:35:56, time: 1.178, data_time: 0.007, memory: 9526, top1_acc: 0.6107, top5_acc: 0.8270, loss_cls: 1.6107, loss: 1.6107, grad_norm: 2.8256 2020-07-24 17:02:29,890 - mmaction - INFO - Epoch [15][140/1074] lr: 3.500e-02, eta: 12:35:31, time: 1.161, data_time: 0.007, memory: 9526, top1_acc: 0.6105, top5_acc: 0.8277, loss_cls: 1.5928, loss: 1.5928, grad_norm: 2.8450 2020-07-24 17:02:52,748 - mmaction - INFO - Epoch [15][160/1074] lr: 3.500e-02, eta: 12:35:06, time: 1.148, data_time: 0.010, memory: 9526, top1_acc: 0.6056, top5_acc: 0.8257, loss_cls: 1.6318, loss: 1.6318, grad_norm: 2.8449 2020-07-24 17:03:16,403 - mmaction - INFO - Epoch [15][180/1074] lr: 3.500e-02, eta: 12:34:43, time: 1.179, data_time: 0.007, memory: 9526, top1_acc: 0.5891, top5_acc: 0.8145, loss_cls: 1.6691, loss: 1.6691, grad_norm: 2.9578 2020-07-24 17:03:41,256 - mmaction - INFO - Epoch [15][200/1074] lr: 3.500e-02, eta: 12:34:23, time: 1.246, data_time: 0.008, memory: 9526, top1_acc: 0.6025, top5_acc: 0.8237, loss_cls: 1.6232, loss: 1.6232, grad_norm: 2.8317 2020-07-24 17:04:05,276 - mmaction - INFO - Epoch [15][220/1074] lr: 3.500e-02, eta: 12:34:00, time: 1.198, data_time: 0.006, memory: 9526, top1_acc: 0.5980, top5_acc: 0.8223, loss_cls: 1.6557, loss: 1.6557, grad_norm: 2.8990 2020-07-24 17:04:28,129 - mmaction - INFO - Epoch [15][240/1074] lr: 3.500e-02, eta: 12:33:35, time: 1.146, data_time: 0.007, memory: 9526, top1_acc: 0.5866, top5_acc: 0.8203, loss_cls: 1.6960, loss: 1.6960, grad_norm: 2.9621 2020-07-24 17:04:53,173 - mmaction - INFO - Epoch [15][260/1074] lr: 3.500e-02, eta: 12:33:16, time: 1.251, data_time: 0.004, memory: 9526, top1_acc: 0.5904, top5_acc: 0.8239, loss_cls: 1.6853, loss: 1.6853, grad_norm: 2.9648 2020-07-24 17:05:16,388 - mmaction - INFO - Epoch [15][280/1074] lr: 3.500e-02, eta: 12:32:51, time: 1.161, data_time: 0.006, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8270, loss_cls: 1.6390, loss: 1.6390, grad_norm: 2.9890 2020-07-24 17:05:40,307 - mmaction - INFO - Epoch [15][300/1074] lr: 3.500e-02, eta: 12:32:29, time: 1.196, data_time: 0.007, memory: 9526, top1_acc: 0.5951, top5_acc: 0.8210, loss_cls: 1.6745, loss: 1.6745, grad_norm: 2.9075 2020-07-24 17:06:03,460 - mmaction - INFO - Epoch [15][320/1074] lr: 3.500e-02, eta: 12:32:04, time: 1.157, data_time: 0.004, memory: 9526, top1_acc: 0.5902, top5_acc: 0.8138, loss_cls: 1.6752, loss: 1.6752, grad_norm: 2.8545 2020-07-24 17:06:28,449 - mmaction - INFO - Epoch [15][340/1074] lr: 3.500e-02, eta: 12:31:44, time: 1.250, data_time: 0.008, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8246, loss_cls: 1.6561, loss: 1.6561, grad_norm: 2.8827 2020-07-24 17:06:52,593 - mmaction - INFO - Epoch [15][360/1074] lr: 3.500e-02, eta: 12:31:22, time: 1.207, data_time: 0.004, memory: 9526, top1_acc: 0.5830, top5_acc: 0.8196, loss_cls: 1.6831, loss: 1.6831, grad_norm: 2.9637 2020-07-24 17:07:15,120 - mmaction - INFO - Epoch [15][380/1074] lr: 3.500e-02, eta: 12:30:56, time: 1.127, data_time: 0.008, memory: 9526, top1_acc: 0.5908, top5_acc: 0.8181, loss_cls: 1.6789, loss: 1.6789, grad_norm: 2.8736 2020-07-24 17:07:38,402 - mmaction - INFO - Epoch [15][400/1074] lr: 3.500e-02, eta: 12:30:32, time: 1.165, data_time: 0.004, memory: 9526, top1_acc: 0.6078, top5_acc: 0.8277, loss_cls: 1.6258, loss: 1.6258, grad_norm: 2.8625 2020-07-24 17:08:01,428 - mmaction - INFO - Epoch [15][420/1074] lr: 3.500e-02, eta: 12:30:07, time: 1.151, data_time: 0.006, memory: 9526, top1_acc: 0.5953, top5_acc: 0.8239, loss_cls: 1.6695, loss: 1.6695, grad_norm: 2.8679 2020-07-24 17:08:24,273 - mmaction - INFO - Epoch [15][440/1074] lr: 3.500e-02, eta: 12:29:42, time: 1.142, data_time: 0.005, memory: 9526, top1_acc: 0.5920, top5_acc: 0.8299, loss_cls: 1.6373, loss: 1.6373, grad_norm: 2.9298 2020-07-24 17:08:47,258 - mmaction - INFO - Epoch [15][460/1074] lr: 3.500e-02, eta: 12:29:17, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.5884, top5_acc: 0.8196, loss_cls: 1.7031, loss: 1.7031, grad_norm: 2.9338 2020-07-24 17:09:11,016 - mmaction - INFO - Epoch [15][480/1074] lr: 3.500e-02, eta: 12:28:54, time: 1.189, data_time: 0.008, memory: 9526, top1_acc: 0.5850, top5_acc: 0.8183, loss_cls: 1.6957, loss: 1.6957, grad_norm: 2.8780 2020-07-24 17:09:33,573 - mmaction - INFO - Epoch [15][500/1074] lr: 3.500e-02, eta: 12:28:28, time: 1.126, data_time: 0.008, memory: 9526, top1_acc: 0.5806, top5_acc: 0.8179, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.9744 2020-07-24 17:09:59,576 - mmaction - INFO - Epoch [15][520/1074] lr: 3.500e-02, eta: 12:28:11, time: 1.305, data_time: 0.008, memory: 9526, top1_acc: 0.6036, top5_acc: 0.8241, loss_cls: 1.6641, loss: 1.6641, grad_norm: 2.8781 2020-07-24 17:10:21,929 - mmaction - INFO - Epoch [15][540/1074] lr: 3.500e-02, eta: 12:27:44, time: 1.114, data_time: 0.004, memory: 9526, top1_acc: 0.5884, top5_acc: 0.8243, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.8992 2020-07-24 17:10:47,956 - mmaction - INFO - Epoch [15][560/1074] lr: 3.500e-02, eta: 12:27:27, time: 1.303, data_time: 0.007, memory: 9526, top1_acc: 0.5964, top5_acc: 0.8203, loss_cls: 1.6640, loss: 1.6640, grad_norm: 2.9693 2020-07-24 17:11:12,235 - mmaction - INFO - Epoch [15][580/1074] lr: 3.500e-02, eta: 12:27:05, time: 1.214, data_time: 0.008, memory: 9526, top1_acc: 0.5996, top5_acc: 0.8201, loss_cls: 1.6633, loss: 1.6633, grad_norm: 2.9078 2020-07-24 17:11:36,166 - mmaction - INFO - Epoch [15][600/1074] lr: 3.500e-02, eta: 12:26:42, time: 1.198, data_time: 0.006, memory: 9526, top1_acc: 0.5859, top5_acc: 0.8246, loss_cls: 1.7037, loss: 1.7037, grad_norm: 2.8921 2020-07-24 17:12:00,304 - mmaction - INFO - Epoch [15][620/1074] lr: 3.500e-02, eta: 12:26:20, time: 1.203, data_time: 0.007, memory: 9526, top1_acc: 0.5908, top5_acc: 0.8241, loss_cls: 1.6597, loss: 1.6597, grad_norm: 2.9273 2020-07-24 17:12:24,317 - mmaction - INFO - Epoch [15][640/1074] lr: 3.500e-02, eta: 12:25:58, time: 1.204, data_time: 0.007, memory: 9526, top1_acc: 0.5929, top5_acc: 0.8163, loss_cls: 1.6877, loss: 1.6877, grad_norm: 2.9266 2020-07-24 17:12:49,095 - mmaction - INFO - Epoch [15][660/1074] lr: 3.500e-02, eta: 12:25:37, time: 1.240, data_time: 0.003, memory: 9526, top1_acc: 0.5859, top5_acc: 0.8158, loss_cls: 1.6835, loss: 1.6835, grad_norm: 2.8790 2020-07-24 17:13:12,199 - mmaction - INFO - Epoch [15][680/1074] lr: 3.500e-02, eta: 12:25:13, time: 1.152, data_time: 0.005, memory: 9526, top1_acc: 0.5882, top5_acc: 0.8076, loss_cls: 1.6933, loss: 1.6933, grad_norm: 2.8825 2020-07-24 17:13:35,364 - mmaction - INFO - Epoch [15][700/1074] lr: 3.500e-02, eta: 12:24:48, time: 1.160, data_time: 0.009, memory: 9526, top1_acc: 0.5859, top5_acc: 0.8219, loss_cls: 1.6778, loss: 1.6778, grad_norm: 2.9717 2020-07-24 17:14:00,515 - mmaction - INFO - Epoch [15][720/1074] lr: 3.500e-02, eta: 12:24:29, time: 1.256, data_time: 0.007, memory: 9526, top1_acc: 0.6094, top5_acc: 0.8217, loss_cls: 1.6424, loss: 1.6424, grad_norm: 2.8078 2020-07-24 17:14:23,576 - mmaction - INFO - Epoch [15][740/1074] lr: 3.500e-02, eta: 12:24:04, time: 1.156, data_time: 0.007, memory: 9526, top1_acc: 0.6033, top5_acc: 0.8326, loss_cls: 1.6163, loss: 1.6163, grad_norm: 2.8781 2020-07-24 17:14:48,541 - mmaction - INFO - Epoch [15][760/1074] lr: 3.500e-02, eta: 12:23:44, time: 1.247, data_time: 0.005, memory: 9526, top1_acc: 0.5935, top5_acc: 0.8237, loss_cls: 1.6675, loss: 1.6675, grad_norm: 2.9106 2020-07-24 17:15:12,515 - mmaction - INFO - Epoch [15][780/1074] lr: 3.500e-02, eta: 12:23:21, time: 1.194, data_time: 0.004, memory: 9526, top1_acc: 0.5980, top5_acc: 0.8230, loss_cls: 1.6619, loss: 1.6619, grad_norm: 2.8938 2020-07-24 17:15:36,976 - mmaction - INFO - Epoch [15][800/1074] lr: 3.500e-02, eta: 12:23:00, time: 1.227, data_time: 0.009, memory: 9526, top1_acc: 0.5949, top5_acc: 0.8223, loss_cls: 1.6692, loss: 1.6692, grad_norm: 2.8553 2020-07-24 17:16:00,011 - mmaction - INFO - Epoch [15][820/1074] lr: 3.500e-02, eta: 12:22:35, time: 1.150, data_time: 0.007, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8248, loss_cls: 1.6676, loss: 1.6676, grad_norm: 2.8579 2020-07-24 17:16:24,322 - mmaction - INFO - Epoch [15][840/1074] lr: 3.500e-02, eta: 12:22:13, time: 1.219, data_time: 0.007, memory: 9526, top1_acc: 0.5973, top5_acc: 0.8203, loss_cls: 1.6651, loss: 1.6651, grad_norm: 2.8776 2020-07-24 17:16:47,758 - mmaction - INFO - Epoch [15][860/1074] lr: 3.500e-02, eta: 12:21:50, time: 1.171, data_time: 0.006, memory: 9526, top1_acc: 0.5893, top5_acc: 0.8174, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.9652 2020-07-24 17:17:11,262 - mmaction - INFO - Epoch [15][880/1074] lr: 3.500e-02, eta: 12:21:26, time: 1.177, data_time: 0.004, memory: 9526, top1_acc: 0.5902, top5_acc: 0.8185, loss_cls: 1.6789, loss: 1.6789, grad_norm: 2.9126 2020-07-24 17:17:36,686 - mmaction - INFO - Epoch [15][900/1074] lr: 3.500e-02, eta: 12:21:07, time: 1.265, data_time: 0.006, memory: 9526, top1_acc: 0.5940, top5_acc: 0.8183, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.8486 2020-07-24 17:18:02,369 - mmaction - INFO - Epoch [15][920/1074] lr: 3.500e-02, eta: 12:20:48, time: 1.290, data_time: 0.009, memory: 9526, top1_acc: 0.5879, top5_acc: 0.8261, loss_cls: 1.6604, loss: 1.6604, grad_norm: 2.9000 2020-07-24 17:18:26,031 - mmaction - INFO - Epoch [15][940/1074] lr: 3.500e-02, eta: 12:20:25, time: 1.182, data_time: 0.005, memory: 9526, top1_acc: 0.6018, top5_acc: 0.8205, loss_cls: 1.6895, loss: 1.6895, grad_norm: 2.9692 2020-07-24 17:18:49,831 - mmaction - INFO - Epoch [15][960/1074] lr: 3.500e-02, eta: 12:20:02, time: 1.190, data_time: 0.007, memory: 9526, top1_acc: 0.5835, top5_acc: 0.8239, loss_cls: 1.6886, loss: 1.6886, grad_norm: 2.8960 2020-07-24 17:19:14,040 - mmaction - INFO - Epoch [15][980/1074] lr: 3.500e-02, eta: 12:19:40, time: 1.212, data_time: 0.006, memory: 9526, top1_acc: 0.5967, top5_acc: 0.8203, loss_cls: 1.6567, loss: 1.6567, grad_norm: 2.8889 2020-07-24 17:19:38,007 - mmaction - INFO - Epoch [15][1000/1074] lr: 3.500e-02, eta: 12:19:18, time: 1.199, data_time: 0.003, memory: 9526, top1_acc: 0.5929, top5_acc: 0.8154, loss_cls: 1.6716, loss: 1.6716, grad_norm: 2.9436 2020-07-24 17:20:00,645 - mmaction - INFO - Epoch [15][1020/1074] lr: 3.500e-02, eta: 12:18:52, time: 1.128, data_time: 0.005, memory: 9526, top1_acc: 0.6029, top5_acc: 0.8203, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.8909 2020-07-24 17:20:24,389 - mmaction - INFO - Epoch [15][1040/1074] lr: 3.500e-02, eta: 12:18:29, time: 1.190, data_time: 0.007, memory: 9526, top1_acc: 0.5980, top5_acc: 0.8230, loss_cls: 1.6571, loss: 1.6571, grad_norm: 2.8964 2020-07-24 17:20:48,542 - mmaction - INFO - Epoch [15][1060/1074] lr: 3.500e-02, eta: 12:18:06, time: 1.204, data_time: 0.005, memory: 9526, top1_acc: 0.6123, top5_acc: 0.8250, loss_cls: 1.6278, loss: 1.6278, grad_norm: 2.8576 2020-07-24 17:21:04,921 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-24 17:21:41,545 - mmaction - INFO - Epoch [16][20/1074] lr: 3.500e-02, eta: 12:17:14, time: 1.732, data_time: 0.567, memory: 9526, top1_acc: 0.6025, top5_acc: 0.8357, loss_cls: 1.5881, loss: 1.5881, grad_norm: 2.8977 2020-07-24 17:22:04,808 - mmaction - INFO - Epoch [16][40/1074] lr: 3.500e-02, eta: 12:16:50, time: 1.168, data_time: 0.010, memory: 9526, top1_acc: 0.6203, top5_acc: 0.8306, loss_cls: 1.5807, loss: 1.5807, grad_norm: 2.8800 2020-07-24 17:22:28,091 - mmaction - INFO - Epoch [16][60/1074] lr: 3.500e-02, eta: 12:16:26, time: 1.164, data_time: 0.004, memory: 9526, top1_acc: 0.6020, top5_acc: 0.8277, loss_cls: 1.6113, loss: 1.6113, grad_norm: 2.9579 2020-07-24 17:22:52,794 - mmaction - INFO - Epoch [16][80/1074] lr: 3.500e-02, eta: 12:16:05, time: 1.235, data_time: 0.008, memory: 9526, top1_acc: 0.5984, top5_acc: 0.8228, loss_cls: 1.6385, loss: 1.6385, grad_norm: 2.9682 2020-07-24 17:23:15,364 - mmaction - INFO - Epoch [16][100/1074] lr: 3.500e-02, eta: 12:15:39, time: 1.129, data_time: 0.006, memory: 9526, top1_acc: 0.6156, top5_acc: 0.8371, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.9085 2020-07-24 17:23:39,023 - mmaction - INFO - Epoch [16][120/1074] lr: 3.500e-02, eta: 12:15:16, time: 1.183, data_time: 0.004, memory: 9526, top1_acc: 0.6078, top5_acc: 0.8315, loss_cls: 1.6027, loss: 1.6027, grad_norm: 2.8853 2020-07-24 17:24:02,086 - mmaction - INFO - Epoch [16][140/1074] lr: 3.500e-02, eta: 12:14:51, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8301, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.9489 2020-07-24 17:24:26,005 - mmaction - INFO - Epoch [16][160/1074] lr: 3.500e-02, eta: 12:14:28, time: 1.199, data_time: 0.009, memory: 9526, top1_acc: 0.6092, top5_acc: 0.8333, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.9462 2020-07-24 17:24:49,084 - mmaction - INFO - Epoch [16][180/1074] lr: 3.500e-02, eta: 12:14:04, time: 1.151, data_time: 0.005, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8221, loss_cls: 1.6289, loss: 1.6289, grad_norm: 2.9117 2020-07-24 17:25:12,739 - mmaction - INFO - Epoch [16][200/1074] lr: 3.500e-02, eta: 12:13:40, time: 1.186, data_time: 0.009, memory: 9526, top1_acc: 0.6045, top5_acc: 0.8328, loss_cls: 1.6070, loss: 1.6070, grad_norm: 2.8833 2020-07-24 17:25:35,885 - mmaction - INFO - Epoch [16][220/1074] lr: 3.500e-02, eta: 12:13:16, time: 1.157, data_time: 0.004, memory: 9526, top1_acc: 0.5949, top5_acc: 0.8212, loss_cls: 1.6720, loss: 1.6720, grad_norm: 2.9423 2020-07-24 17:25:58,900 - mmaction - INFO - Epoch [16][240/1074] lr: 3.500e-02, eta: 12:12:51, time: 1.149, data_time: 0.006, memory: 9526, top1_acc: 0.5949, top5_acc: 0.8308, loss_cls: 1.6355, loss: 1.6355, grad_norm: 2.9156 2020-07-24 17:26:23,998 - mmaction - INFO - Epoch [16][260/1074] lr: 3.500e-02, eta: 12:12:31, time: 1.256, data_time: 0.005, memory: 9526, top1_acc: 0.6085, top5_acc: 0.8286, loss_cls: 1.5869, loss: 1.5869, grad_norm: 2.8722 2020-07-24 17:26:46,225 - mmaction - INFO - Epoch [16][280/1074] lr: 3.500e-02, eta: 12:12:04, time: 1.109, data_time: 0.006, memory: 9526, top1_acc: 0.5993, top5_acc: 0.8295, loss_cls: 1.6047, loss: 1.6047, grad_norm: 2.9097 2020-07-24 17:27:10,597 - mmaction - INFO - Epoch [16][300/1074] lr: 3.500e-02, eta: 12:11:43, time: 1.223, data_time: 0.007, memory: 9526, top1_acc: 0.5998, top5_acc: 0.8259, loss_cls: 1.6438, loss: 1.6438, grad_norm: 2.9297 2020-07-24 17:27:34,502 - mmaction - INFO - Epoch [16][320/1074] lr: 3.500e-02, eta: 12:11:20, time: 1.195, data_time: 0.005, memory: 9526, top1_acc: 0.5975, top5_acc: 0.8263, loss_cls: 1.6244, loss: 1.6244, grad_norm: 2.8733 2020-07-24 17:27:58,576 - mmaction - INFO - Epoch [16][340/1074] lr: 3.500e-02, eta: 12:10:58, time: 1.204, data_time: 0.005, memory: 9526, top1_acc: 0.5888, top5_acc: 0.8176, loss_cls: 1.6781, loss: 1.6781, grad_norm: 2.9316 2020-07-24 17:28:24,312 - mmaction - INFO - Epoch [16][360/1074] lr: 3.500e-02, eta: 12:10:39, time: 1.283, data_time: 0.005, memory: 9526, top1_acc: 0.6042, top5_acc: 0.8301, loss_cls: 1.6302, loss: 1.6302, grad_norm: 2.9065 2020-07-24 17:28:46,853 - mmaction - INFO - Epoch [16][380/1074] lr: 3.500e-02, eta: 12:10:13, time: 1.131, data_time: 0.008, memory: 9526, top1_acc: 0.5973, top5_acc: 0.8214, loss_cls: 1.6345, loss: 1.6345, grad_norm: 2.8868 2020-07-24 17:29:11,653 - mmaction - INFO - Epoch [16][400/1074] lr: 3.500e-02, eta: 12:09:53, time: 1.237, data_time: 0.005, memory: 9526, top1_acc: 0.6025, top5_acc: 0.8313, loss_cls: 1.6332, loss: 1.6332, grad_norm: 2.8602 2020-07-24 17:29:35,525 - mmaction - INFO - Epoch [16][420/1074] lr: 3.500e-02, eta: 12:09:30, time: 1.197, data_time: 0.009, memory: 9526, top1_acc: 0.5996, top5_acc: 0.8203, loss_cls: 1.6452, loss: 1.6452, grad_norm: 2.8946 2020-07-24 17:30:00,015 - mmaction - INFO - Epoch [16][440/1074] lr: 3.500e-02, eta: 12:09:08, time: 1.225, data_time: 0.006, memory: 9526, top1_acc: 0.5911, top5_acc: 0.8279, loss_cls: 1.6163, loss: 1.6163, grad_norm: 2.9447 2020-07-24 17:30:22,108 - mmaction - INFO - Epoch [16][460/1074] lr: 3.500e-02, eta: 12:08:42, time: 1.102, data_time: 0.002, memory: 9526, top1_acc: 0.5989, top5_acc: 0.8319, loss_cls: 1.6411, loss: 1.6411, grad_norm: 2.8894 2020-07-24 17:30:45,507 - mmaction - INFO - Epoch [16][480/1074] lr: 3.500e-02, eta: 12:08:18, time: 1.171, data_time: 0.008, memory: 9526, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.6285, loss: 1.6285, grad_norm: 2.9933 2020-07-24 17:31:09,933 - mmaction - INFO - Epoch [16][500/1074] lr: 3.500e-02, eta: 12:07:56, time: 1.222, data_time: 0.003, memory: 9526, top1_acc: 0.5931, top5_acc: 0.8297, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.9231 2020-07-24 17:31:32,908 - mmaction - INFO - Epoch [16][520/1074] lr: 3.500e-02, eta: 12:07:31, time: 1.144, data_time: 0.005, memory: 9526, top1_acc: 0.5902, top5_acc: 0.8234, loss_cls: 1.6497, loss: 1.6497, grad_norm: 2.8440 2020-07-24 17:31:56,914 - mmaction - INFO - Epoch [16][540/1074] lr: 3.500e-02, eta: 12:07:09, time: 1.205, data_time: 0.008, memory: 9526, top1_acc: 0.6060, top5_acc: 0.8248, loss_cls: 1.6296, loss: 1.6296, grad_norm: 2.8552 2020-07-24 17:32:21,855 - mmaction - INFO - Epoch [16][560/1074] lr: 3.500e-02, eta: 12:06:48, time: 1.242, data_time: 0.003, memory: 9526, top1_acc: 0.6089, top5_acc: 0.8321, loss_cls: 1.6020, loss: 1.6020, grad_norm: 2.8852 2020-07-24 17:32:45,188 - mmaction - INFO - Epoch [16][580/1074] lr: 3.500e-02, eta: 12:06:24, time: 1.171, data_time: 0.007, memory: 9526, top1_acc: 0.5942, top5_acc: 0.8261, loss_cls: 1.6406, loss: 1.6406, grad_norm: 2.9516 2020-07-24 17:33:08,808 - mmaction - INFO - Epoch [16][600/1074] lr: 3.500e-02, eta: 12:06:01, time: 1.181, data_time: 0.006, memory: 9526, top1_acc: 0.5991, top5_acc: 0.8299, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.9314 2020-07-24 17:33:32,404 - mmaction - INFO - Epoch [16][620/1074] lr: 3.500e-02, eta: 12:05:37, time: 1.179, data_time: 0.005, memory: 9526, top1_acc: 0.5833, top5_acc: 0.8125, loss_cls: 1.7199, loss: 1.7199, grad_norm: 3.0224 2020-07-24 17:33:55,201 - mmaction - INFO - Epoch [16][640/1074] lr: 3.500e-02, eta: 12:05:12, time: 1.141, data_time: 0.005, memory: 9526, top1_acc: 0.5926, top5_acc: 0.8225, loss_cls: 1.6742, loss: 1.6742, grad_norm: 2.9921 2020-07-24 17:34:18,976 - mmaction - INFO - Epoch [16][660/1074] lr: 3.500e-02, eta: 12:04:49, time: 1.184, data_time: 0.005, memory: 9526, top1_acc: 0.5790, top5_acc: 0.8152, loss_cls: 1.6994, loss: 1.6994, grad_norm: 2.9378 2020-07-24 17:34:42,234 - mmaction - INFO - Epoch [16][680/1074] lr: 3.500e-02, eta: 12:04:25, time: 1.168, data_time: 0.008, memory: 9526, top1_acc: 0.5850, top5_acc: 0.8165, loss_cls: 1.7023, loss: 1.7023, grad_norm: 2.9018 2020-07-24 17:35:05,572 - mmaction - INFO - Epoch [16][700/1074] lr: 3.500e-02, eta: 12:04:01, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8174, loss_cls: 1.6922, loss: 1.6922, grad_norm: 2.9792 2020-07-24 17:35:31,454 - mmaction - INFO - Epoch [16][720/1074] lr: 3.500e-02, eta: 12:03:42, time: 1.294, data_time: 0.003, memory: 9526, top1_acc: 0.5942, top5_acc: 0.8208, loss_cls: 1.6724, loss: 1.6724, grad_norm: 2.9251 2020-07-24 17:35:55,183 - mmaction - INFO - Epoch [16][740/1074] lr: 3.500e-02, eta: 12:03:19, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.6040, top5_acc: 0.8310, loss_cls: 1.6367, loss: 1.6367, grad_norm: 2.8674 2020-07-24 17:36:18,436 - mmaction - INFO - Epoch [16][760/1074] lr: 3.500e-02, eta: 12:02:55, time: 1.165, data_time: 0.005, memory: 9526, top1_acc: 0.5975, top5_acc: 0.8199, loss_cls: 1.6584, loss: 1.6584, grad_norm: 2.8999 2020-07-24 17:36:43,773 - mmaction - INFO - Epoch [16][780/1074] lr: 3.500e-02, eta: 12:02:35, time: 1.263, data_time: 0.005, memory: 9526, top1_acc: 0.5944, top5_acc: 0.8181, loss_cls: 1.6705, loss: 1.6705, grad_norm: 2.8232 2020-07-24 17:37:06,911 - mmaction - INFO - Epoch [16][800/1074] lr: 3.500e-02, eta: 12:02:11, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.5917, top5_acc: 0.8163, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.8827 2020-07-24 17:37:28,795 - mmaction - INFO - Epoch [16][820/1074] lr: 3.500e-02, eta: 12:01:44, time: 1.095, data_time: 0.006, memory: 9526, top1_acc: 0.5900, top5_acc: 0.8248, loss_cls: 1.6901, loss: 1.6901, grad_norm: 2.9451 2020-07-24 17:37:53,169 - mmaction - INFO - Epoch [16][840/1074] lr: 3.500e-02, eta: 12:01:22, time: 1.219, data_time: 0.003, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8246, loss_cls: 1.6404, loss: 1.6404, grad_norm: 2.9232 2020-07-24 17:38:17,284 - mmaction - INFO - Epoch [16][860/1074] lr: 3.500e-02, eta: 12:01:00, time: 1.204, data_time: 0.005, memory: 9526, top1_acc: 0.5964, top5_acc: 0.8201, loss_cls: 1.6648, loss: 1.6648, grad_norm: 2.9148 2020-07-24 17:38:40,331 - mmaction - INFO - Epoch [16][880/1074] lr: 3.500e-02, eta: 12:00:35, time: 1.152, data_time: 0.004, memory: 9526, top1_acc: 0.5844, top5_acc: 0.8263, loss_cls: 1.6699, loss: 1.6699, grad_norm: 2.9609 2020-07-24 17:39:03,315 - mmaction - INFO - Epoch [16][900/1074] lr: 3.500e-02, eta: 12:00:10, time: 1.149, data_time: 0.007, memory: 9526, top1_acc: 0.5913, top5_acc: 0.8208, loss_cls: 1.6743, loss: 1.6743, grad_norm: 2.9272 2020-07-24 17:39:26,724 - mmaction - INFO - Epoch [16][920/1074] lr: 3.500e-02, eta: 11:59:46, time: 1.170, data_time: 0.003, memory: 9526, top1_acc: 0.5908, top5_acc: 0.8225, loss_cls: 1.6442, loss: 1.6442, grad_norm: 2.8731 2020-07-24 17:39:50,252 - mmaction - INFO - Epoch [16][940/1074] lr: 3.500e-02, eta: 11:59:22, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.5931, top5_acc: 0.8205, loss_cls: 1.6820, loss: 1.6820, grad_norm: 2.8986 2020-07-24 17:40:14,355 - mmaction - INFO - Epoch [16][960/1074] lr: 3.500e-02, eta: 11:59:00, time: 1.206, data_time: 0.008, memory: 9526, top1_acc: 0.5951, top5_acc: 0.8217, loss_cls: 1.6534, loss: 1.6534, grad_norm: 2.9118 2020-07-24 17:40:37,663 - mmaction - INFO - Epoch [16][980/1074] lr: 3.500e-02, eta: 11:58:36, time: 1.169, data_time: 0.009, memory: 9526, top1_acc: 0.5982, top5_acc: 0.8234, loss_cls: 1.6302, loss: 1.6302, grad_norm: 2.9219 2020-07-24 17:41:02,082 - mmaction - INFO - Epoch [16][1000/1074] lr: 3.500e-02, eta: 11:58:14, time: 1.219, data_time: 0.006, memory: 9526, top1_acc: 0.5967, top5_acc: 0.8194, loss_cls: 1.6717, loss: 1.6717, grad_norm: 2.8916 2020-07-24 17:41:25,320 - mmaction - INFO - Epoch [16][1020/1074] lr: 3.500e-02, eta: 11:57:50, time: 1.164, data_time: 0.007, memory: 9526, top1_acc: 0.5931, top5_acc: 0.8192, loss_cls: 1.6881, loss: 1.6881, grad_norm: 2.9421 2020-07-24 17:41:48,237 - mmaction - INFO - Epoch [16][1040/1074] lr: 3.500e-02, eta: 11:57:25, time: 1.145, data_time: 0.006, memory: 9526, top1_acc: 0.5855, top5_acc: 0.8129, loss_cls: 1.7185, loss: 1.7185, grad_norm: 2.9545 2020-07-24 17:42:12,484 - mmaction - INFO - Epoch [16][1060/1074] lr: 3.500e-02, eta: 11:57:03, time: 1.213, data_time: 0.004, memory: 9526, top1_acc: 0.6004, top5_acc: 0.8228, loss_cls: 1.6522, loss: 1.6522, grad_norm: 2.9170 2020-07-24 17:42:28,956 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-07-24 17:43:02,380 - mmaction - INFO - Epoch [17][20/1074] lr: 3.500e-02, eta: 11:56:05, time: 1.564, data_time: 0.367, memory: 9526, top1_acc: 0.6036, top5_acc: 0.8279, loss_cls: 1.6218, loss: 1.6218, grad_norm: 2.9886 2020-07-24 17:43:26,496 - mmaction - INFO - Epoch [17][40/1074] lr: 3.500e-02, eta: 11:55:42, time: 1.203, data_time: 0.004, memory: 9526, top1_acc: 0.5989, top5_acc: 0.8232, loss_cls: 1.6387, loss: 1.6387, grad_norm: 2.9261 2020-07-24 17:43:49,149 - mmaction - INFO - Epoch [17][60/1074] lr: 3.500e-02, eta: 11:55:17, time: 1.136, data_time: 0.007, memory: 9526, top1_acc: 0.6163, top5_acc: 0.8335, loss_cls: 1.5734, loss: 1.5734, grad_norm: 2.8280 2020-07-24 17:44:13,131 - mmaction - INFO - Epoch [17][80/1074] lr: 3.500e-02, eta: 11:54:54, time: 1.200, data_time: 0.006, memory: 9526, top1_acc: 0.5996, top5_acc: 0.8313, loss_cls: 1.5999, loss: 1.5999, grad_norm: 2.8753 2020-07-24 17:44:36,590 - mmaction - INFO - Epoch [17][100/1074] lr: 3.500e-02, eta: 11:54:31, time: 1.173, data_time: 0.003, memory: 9526, top1_acc: 0.6092, top5_acc: 0.8368, loss_cls: 1.5951, loss: 1.5951, grad_norm: 2.9313 2020-07-24 17:44:59,610 - mmaction - INFO - Epoch [17][120/1074] lr: 3.500e-02, eta: 11:54:06, time: 1.151, data_time: 0.005, memory: 9526, top1_acc: 0.6163, top5_acc: 0.8295, loss_cls: 1.5860, loss: 1.5860, grad_norm: 2.8570 2020-07-24 17:45:22,500 - mmaction - INFO - Epoch [17][140/1074] lr: 3.500e-02, eta: 11:53:41, time: 1.141, data_time: 0.003, memory: 9526, top1_acc: 0.6179, top5_acc: 0.8379, loss_cls: 1.5451, loss: 1.5451, grad_norm: 2.9072 2020-07-24 17:45:46,479 - mmaction - INFO - Epoch [17][160/1074] lr: 3.500e-02, eta: 11:53:18, time: 1.199, data_time: 0.008, memory: 9526, top1_acc: 0.6051, top5_acc: 0.8272, loss_cls: 1.6167, loss: 1.6167, grad_norm: 2.9433 2020-07-24 17:46:10,674 - mmaction - INFO - Epoch [17][180/1074] lr: 3.500e-02, eta: 11:52:56, time: 1.212, data_time: 0.008, memory: 9526, top1_acc: 0.5969, top5_acc: 0.8348, loss_cls: 1.6187, loss: 1.6187, grad_norm: 2.9667 2020-07-24 17:46:35,619 - mmaction - INFO - Epoch [17][200/1074] lr: 3.500e-02, eta: 11:52:35, time: 1.243, data_time: 0.007, memory: 9526, top1_acc: 0.6109, top5_acc: 0.8364, loss_cls: 1.6014, loss: 1.6014, grad_norm: 2.9269 2020-07-24 17:46:59,461 - mmaction - INFO - Epoch [17][220/1074] lr: 3.500e-02, eta: 11:52:13, time: 1.197, data_time: 0.009, memory: 9526, top1_acc: 0.6060, top5_acc: 0.8288, loss_cls: 1.6133, loss: 1.6133, grad_norm: 2.8953 2020-07-24 17:47:23,365 - mmaction - INFO - Epoch [17][240/1074] lr: 3.500e-02, eta: 11:51:50, time: 1.190, data_time: 0.007, memory: 9526, top1_acc: 0.6103, top5_acc: 0.8400, loss_cls: 1.5760, loss: 1.5760, grad_norm: 2.9072 2020-07-24 17:47:46,903 - mmaction - INFO - Epoch [17][260/1074] lr: 3.500e-02, eta: 11:51:26, time: 1.182, data_time: 0.009, memory: 9526, top1_acc: 0.6125, top5_acc: 0.8364, loss_cls: 1.5620, loss: 1.5620, grad_norm: 2.8870 2020-07-24 17:48:11,181 - mmaction - INFO - Epoch [17][280/1074] lr: 3.500e-02, eta: 11:51:04, time: 1.211, data_time: 0.006, memory: 9526, top1_acc: 0.6138, top5_acc: 0.8304, loss_cls: 1.5824, loss: 1.5824, grad_norm: 2.8451 2020-07-24 17:48:35,052 - mmaction - INFO - Epoch [17][300/1074] lr: 3.500e-02, eta: 11:50:41, time: 1.195, data_time: 0.006, memory: 9526, top1_acc: 0.5960, top5_acc: 0.8277, loss_cls: 1.6576, loss: 1.6576, grad_norm: 2.9097 2020-07-24 17:48:58,753 - mmaction - INFO - Epoch [17][320/1074] lr: 3.500e-02, eta: 11:50:18, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.5975, top5_acc: 0.8208, loss_cls: 1.6539, loss: 1.6539, grad_norm: 2.8889 2020-07-24 17:49:22,187 - mmaction - INFO - Epoch [17][340/1074] lr: 3.500e-02, eta: 11:49:54, time: 1.171, data_time: 0.004, memory: 9526, top1_acc: 0.5998, top5_acc: 0.8310, loss_cls: 1.5977, loss: 1.5977, grad_norm: 2.9179 2020-07-24 17:49:46,264 - mmaction - INFO - Epoch [17][360/1074] lr: 3.500e-02, eta: 11:49:32, time: 1.201, data_time: 0.007, memory: 9526, top1_acc: 0.6004, top5_acc: 0.8326, loss_cls: 1.6217, loss: 1.6217, grad_norm: 2.9329 2020-07-24 17:50:10,432 - mmaction - INFO - Epoch [17][380/1074] lr: 3.500e-02, eta: 11:49:10, time: 1.213, data_time: 0.009, memory: 9526, top1_acc: 0.6089, top5_acc: 0.8310, loss_cls: 1.6020, loss: 1.6020, grad_norm: 2.9209 2020-07-24 17:50:33,473 - mmaction - INFO - Epoch [17][400/1074] lr: 3.500e-02, eta: 11:48:45, time: 1.152, data_time: 0.002, memory: 9526, top1_acc: 0.6145, top5_acc: 0.8324, loss_cls: 1.5896, loss: 1.5896, grad_norm: 2.9387 2020-07-24 17:50:57,029 - mmaction - INFO - Epoch [17][420/1074] lr: 3.500e-02, eta: 11:48:21, time: 1.178, data_time: 0.003, memory: 9526, top1_acc: 0.6038, top5_acc: 0.8254, loss_cls: 1.6129, loss: 1.6129, grad_norm: 2.9350 2020-07-24 17:51:20,072 - mmaction - INFO - Epoch [17][440/1074] lr: 3.500e-02, eta: 11:47:57, time: 1.151, data_time: 0.006, memory: 9526, top1_acc: 0.6065, top5_acc: 0.8371, loss_cls: 1.5847, loss: 1.5847, grad_norm: 2.9032 2020-07-24 17:51:44,260 - mmaction - INFO - Epoch [17][460/1074] lr: 3.500e-02, eta: 11:47:35, time: 1.211, data_time: 0.004, memory: 9526, top1_acc: 0.6051, top5_acc: 0.8326, loss_cls: 1.6274, loss: 1.6274, grad_norm: 2.9287 2020-07-24 17:52:09,207 - mmaction - INFO - Epoch [17][480/1074] lr: 3.500e-02, eta: 11:47:14, time: 1.247, data_time: 0.006, memory: 9526, top1_acc: 0.6060, top5_acc: 0.8223, loss_cls: 1.6407, loss: 1.6407, grad_norm: 2.9444 2020-07-24 17:52:31,948 - mmaction - INFO - Epoch [17][500/1074] lr: 3.500e-02, eta: 11:46:49, time: 1.136, data_time: 0.003, memory: 9526, top1_acc: 0.5929, top5_acc: 0.8246, loss_cls: 1.6464, loss: 1.6464, grad_norm: 2.8559 2020-07-24 17:52:55,977 - mmaction - INFO - Epoch [17][520/1074] lr: 3.500e-02, eta: 11:46:26, time: 1.204, data_time: 0.004, memory: 9526, top1_acc: 0.5917, top5_acc: 0.8192, loss_cls: 1.6897, loss: 1.6897, grad_norm: 2.9417 2020-07-24 17:53:18,629 - mmaction - INFO - Epoch [17][540/1074] lr: 3.500e-02, eta: 11:46:00, time: 1.126, data_time: 0.005, memory: 9526, top1_acc: 0.6031, top5_acc: 0.8288, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.9229 2020-07-24 17:53:41,374 - mmaction - INFO - Epoch [17][560/1074] lr: 3.500e-02, eta: 11:45:36, time: 1.142, data_time: 0.009, memory: 9526, top1_acc: 0.6074, top5_acc: 0.8310, loss_cls: 1.5972, loss: 1.5972, grad_norm: 2.8827 2020-07-24 17:54:04,899 - mmaction - INFO - Epoch [17][580/1074] lr: 3.500e-02, eta: 11:45:12, time: 1.177, data_time: 0.005, memory: 9526, top1_acc: 0.6056, top5_acc: 0.8333, loss_cls: 1.6146, loss: 1.6146, grad_norm: 2.9357 2020-07-24 17:54:31,346 - mmaction - INFO - Epoch [17][600/1074] lr: 3.500e-02, eta: 11:44:54, time: 1.322, data_time: 0.004, memory: 9526, top1_acc: 0.5982, top5_acc: 0.8310, loss_cls: 1.6250, loss: 1.6250, grad_norm: 3.0049 2020-07-24 17:54:55,584 - mmaction - INFO - Epoch [17][620/1074] lr: 3.500e-02, eta: 11:44:32, time: 1.207, data_time: 0.007, memory: 9526, top1_acc: 0.6033, top5_acc: 0.8299, loss_cls: 1.6232, loss: 1.6232, grad_norm: 2.8575 2020-07-24 17:55:18,390 - mmaction - INFO - Epoch [17][640/1074] lr: 3.500e-02, eta: 11:44:07, time: 1.141, data_time: 0.009, memory: 9526, top1_acc: 0.6047, top5_acc: 0.8330, loss_cls: 1.5869, loss: 1.5869, grad_norm: 2.8848 2020-07-24 17:55:41,141 - mmaction - INFO - Epoch [17][660/1074] lr: 3.500e-02, eta: 11:43:42, time: 1.138, data_time: 0.010, memory: 9526, top1_acc: 0.5960, top5_acc: 0.8286, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.9230 2020-07-24 17:56:05,635 - mmaction - INFO - Epoch [17][680/1074] lr: 3.500e-02, eta: 11:43:20, time: 1.229, data_time: 0.008, memory: 9526, top1_acc: 0.5982, top5_acc: 0.8230, loss_cls: 1.6428, loss: 1.6428, grad_norm: 2.9153 2020-07-24 17:56:30,659 - mmaction - INFO - Epoch [17][700/1074] lr: 3.500e-02, eta: 11:42:59, time: 1.245, data_time: 0.005, memory: 9526, top1_acc: 0.5951, top5_acc: 0.8257, loss_cls: 1.6588, loss: 1.6588, grad_norm: 2.9053 2020-07-24 17:56:53,750 - mmaction - INFO - Epoch [17][720/1074] lr: 3.500e-02, eta: 11:42:35, time: 1.156, data_time: 0.008, memory: 9526, top1_acc: 0.6004, top5_acc: 0.8181, loss_cls: 1.6835, loss: 1.6835, grad_norm: 2.9313 2020-07-24 17:57:18,959 - mmaction - INFO - Epoch [17][740/1074] lr: 3.500e-02, eta: 11:42:15, time: 1.265, data_time: 0.010, memory: 9526, top1_acc: 0.6049, top5_acc: 0.8310, loss_cls: 1.6218, loss: 1.6218, grad_norm: 2.8810 2020-07-24 17:57:42,521 - mmaction - INFO - Epoch [17][760/1074] lr: 3.500e-02, eta: 11:41:51, time: 1.177, data_time: 0.004, memory: 9526, top1_acc: 0.6056, top5_acc: 0.8230, loss_cls: 1.6411, loss: 1.6411, grad_norm: 2.9017 2020-07-24 17:58:07,781 - mmaction - INFO - Epoch [17][780/1074] lr: 3.500e-02, eta: 11:41:31, time: 1.260, data_time: 0.007, memory: 9526, top1_acc: 0.5926, top5_acc: 0.8319, loss_cls: 1.6145, loss: 1.6145, grad_norm: 2.8847 2020-07-24 17:58:31,498 - mmaction - INFO - Epoch [17][800/1074] lr: 3.500e-02, eta: 11:41:08, time: 1.186, data_time: 0.007, memory: 9526, top1_acc: 0.6033, top5_acc: 0.8261, loss_cls: 1.6385, loss: 1.6385, grad_norm: 2.9277 2020-07-24 17:58:54,310 - mmaction - INFO - Epoch [17][820/1074] lr: 3.500e-02, eta: 11:40:43, time: 1.140, data_time: 0.009, memory: 9526, top1_acc: 0.6060, top5_acc: 0.8210, loss_cls: 1.6499, loss: 1.6499, grad_norm: 2.9660 2020-07-24 17:59:19,042 - mmaction - INFO - Epoch [17][840/1074] lr: 3.500e-02, eta: 11:40:22, time: 1.238, data_time: 0.007, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8339, loss_cls: 1.5714, loss: 1.5714, grad_norm: 2.8496 2020-07-24 17:59:43,430 - mmaction - INFO - Epoch [17][860/1074] lr: 3.500e-02, eta: 11:40:00, time: 1.221, data_time: 0.007, memory: 9526, top1_acc: 0.6025, top5_acc: 0.8339, loss_cls: 1.6081, loss: 1.6081, grad_norm: 2.9340 2020-07-24 18:00:09,676 - mmaction - INFO - Epoch [17][880/1074] lr: 3.500e-02, eta: 11:39:41, time: 1.306, data_time: 0.004, memory: 9526, top1_acc: 0.5971, top5_acc: 0.8288, loss_cls: 1.6349, loss: 1.6349, grad_norm: 2.9620 2020-07-24 18:00:31,777 - mmaction - INFO - Epoch [17][900/1074] lr: 3.500e-02, eta: 11:39:15, time: 1.113, data_time: 0.013, memory: 9526, top1_acc: 0.5935, top5_acc: 0.8239, loss_cls: 1.6557, loss: 1.6557, grad_norm: 2.9881 2020-07-24 18:00:55,980 - mmaction - INFO - Epoch [17][920/1074] lr: 3.500e-02, eta: 11:38:53, time: 1.210, data_time: 0.006, memory: 9526, top1_acc: 0.5933, top5_acc: 0.8254, loss_cls: 1.6644, loss: 1.6644, grad_norm: 2.9377 2020-07-24 18:01:19,653 - mmaction - INFO - Epoch [17][940/1074] lr: 3.500e-02, eta: 11:38:29, time: 1.184, data_time: 0.007, memory: 9526, top1_acc: 0.6125, top5_acc: 0.8246, loss_cls: 1.6225, loss: 1.6225, grad_norm: 2.8675 2020-07-24 18:01:43,196 - mmaction - INFO - Epoch [17][960/1074] lr: 3.500e-02, eta: 11:38:06, time: 1.173, data_time: 0.005, memory: 9526, top1_acc: 0.5955, top5_acc: 0.8172, loss_cls: 1.6888, loss: 1.6888, grad_norm: 2.8555 2020-07-24 18:02:05,536 - mmaction - INFO - Epoch [17][980/1074] lr: 3.500e-02, eta: 11:37:40, time: 1.120, data_time: 0.007, memory: 9526, top1_acc: 0.6080, top5_acc: 0.8310, loss_cls: 1.6103, loss: 1.6103, grad_norm: 2.8968 2020-07-24 18:02:29,262 - mmaction - INFO - Epoch [17][1000/1074] lr: 3.500e-02, eta: 11:37:17, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.5944, top5_acc: 0.8210, loss_cls: 1.6552, loss: 1.6552, grad_norm: 2.9690 2020-07-24 18:02:52,372 - mmaction - INFO - Epoch [17][1020/1074] lr: 3.500e-02, eta: 11:36:52, time: 1.156, data_time: 0.005, memory: 9526, top1_acc: 0.6018, top5_acc: 0.8266, loss_cls: 1.6470, loss: 1.6470, grad_norm: 2.9219 2020-07-24 18:03:15,756 - mmaction - INFO - Epoch [17][1040/1074] lr: 3.500e-02, eta: 11:36:28, time: 1.168, data_time: 0.007, memory: 9526, top1_acc: 0.6004, top5_acc: 0.8219, loss_cls: 1.6389, loss: 1.6389, grad_norm: 2.9140 2020-07-24 18:03:39,761 - mmaction - INFO - Epoch [17][1060/1074] lr: 3.500e-02, eta: 11:36:06, time: 1.200, data_time: 0.007, memory: 9526, top1_acc: 0.5935, top5_acc: 0.8268, loss_cls: 1.6545, loss: 1.6545, grad_norm: 3.0221 2020-07-24 18:03:56,257 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-07-24 18:04:32,529 - mmaction - INFO - Epoch [18][20/1074] lr: 3.500e-02, eta: 11:35:15, time: 1.736, data_time: 0.615, memory: 9526, top1_acc: 0.6208, top5_acc: 0.8406, loss_cls: 1.5471, loss: 1.5471, grad_norm: 2.8157 2020-07-24 18:04:55,851 - mmaction - INFO - Epoch [18][40/1074] lr: 3.500e-02, eta: 11:34:51, time: 1.167, data_time: 0.007, memory: 9526, top1_acc: 0.6018, top5_acc: 0.8330, loss_cls: 1.6005, loss: 1.6005, grad_norm: 2.9612 2020-07-24 18:05:19,339 - mmaction - INFO - Epoch [18][60/1074] lr: 3.500e-02, eta: 11:34:27, time: 1.175, data_time: 0.006, memory: 9526, top1_acc: 0.6027, top5_acc: 0.8375, loss_cls: 1.5820, loss: 1.5820, grad_norm: 2.9434 2020-07-24 18:05:42,257 - mmaction - INFO - Epoch [18][80/1074] lr: 3.500e-02, eta: 11:34:03, time: 1.143, data_time: 0.010, memory: 9526, top1_acc: 0.6268, top5_acc: 0.8449, loss_cls: 1.4980, loss: 1.4980, grad_norm: 2.7874 2020-07-24 18:06:06,995 - mmaction - INFO - Epoch [18][100/1074] lr: 3.500e-02, eta: 11:33:42, time: 1.241, data_time: 0.008, memory: 9526, top1_acc: 0.6031, top5_acc: 0.8292, loss_cls: 1.5887, loss: 1.5887, grad_norm: 2.9027 2020-07-24 18:06:30,245 - mmaction - INFO - Epoch [18][120/1074] lr: 3.500e-02, eta: 11:33:17, time: 1.159, data_time: 0.007, memory: 9526, top1_acc: 0.6156, top5_acc: 0.8315, loss_cls: 1.5612, loss: 1.5612, grad_norm: 2.9514 2020-07-24 18:06:54,237 - mmaction - INFO - Epoch [18][140/1074] lr: 3.500e-02, eta: 11:32:55, time: 1.203, data_time: 0.008, memory: 9526, top1_acc: 0.5935, top5_acc: 0.8290, loss_cls: 1.6486, loss: 1.6486, grad_norm: 2.9663 2020-07-24 18:07:17,605 - mmaction - INFO - Epoch [18][160/1074] lr: 3.500e-02, eta: 11:32:31, time: 1.170, data_time: 0.007, memory: 9526, top1_acc: 0.5902, top5_acc: 0.8219, loss_cls: 1.6533, loss: 1.6533, grad_norm: 2.9074 2020-07-24 18:07:41,657 - mmaction - INFO - Epoch [18][180/1074] lr: 3.500e-02, eta: 11:32:08, time: 1.201, data_time: 0.003, memory: 9526, top1_acc: 0.6038, top5_acc: 0.8304, loss_cls: 1.5973, loss: 1.5973, grad_norm: 2.8524 2020-07-24 18:08:05,330 - mmaction - INFO - Epoch [18][200/1074] lr: 3.500e-02, eta: 11:31:45, time: 1.185, data_time: 0.007, memory: 9526, top1_acc: 0.6127, top5_acc: 0.8373, loss_cls: 1.5881, loss: 1.5881, grad_norm: 2.8305 2020-07-24 18:08:29,466 - mmaction - INFO - Epoch [18][220/1074] lr: 3.500e-02, eta: 11:31:22, time: 1.204, data_time: 0.002, memory: 9526, top1_acc: 0.6069, top5_acc: 0.8440, loss_cls: 1.5720, loss: 1.5720, grad_norm: 2.9166 2020-07-24 18:08:52,496 - mmaction - INFO - Epoch [18][240/1074] lr: 3.500e-02, eta: 11:30:58, time: 1.151, data_time: 0.008, memory: 9526, top1_acc: 0.6141, top5_acc: 0.8333, loss_cls: 1.5608, loss: 1.5608, grad_norm: 2.8551 2020-07-24 18:09:16,704 - mmaction - INFO - Epoch [18][260/1074] lr: 3.500e-02, eta: 11:30:36, time: 1.213, data_time: 0.008, memory: 9526, top1_acc: 0.5984, top5_acc: 0.8270, loss_cls: 1.6326, loss: 1.6326, grad_norm: 2.9800 2020-07-24 18:09:41,243 - mmaction - INFO - Epoch [18][280/1074] lr: 3.500e-02, eta: 11:30:14, time: 1.223, data_time: 0.007, memory: 9526, top1_acc: 0.6132, top5_acc: 0.8362, loss_cls: 1.5723, loss: 1.5723, grad_norm: 2.9078 2020-07-24 18:10:03,731 - mmaction - INFO - Epoch [18][300/1074] lr: 3.500e-02, eta: 11:29:48, time: 1.127, data_time: 0.010, memory: 9526, top1_acc: 0.6074, top5_acc: 0.8335, loss_cls: 1.5931, loss: 1.5931, grad_norm: 2.9364 2020-07-24 18:10:26,320 - mmaction - INFO - Epoch [18][320/1074] lr: 3.500e-02, eta: 11:29:23, time: 1.130, data_time: 0.005, memory: 9526, top1_acc: 0.6056, top5_acc: 0.8281, loss_cls: 1.6128, loss: 1.6128, grad_norm: 2.9775 2020-07-24 18:10:50,462 - mmaction - INFO - Epoch [18][340/1074] lr: 3.500e-02, eta: 11:29:00, time: 1.204, data_time: 0.007, memory: 9526, top1_acc: 0.6223, top5_acc: 0.8386, loss_cls: 1.5845, loss: 1.5845, grad_norm: 2.9631 2020-07-24 18:11:13,362 - mmaction - INFO - Epoch [18][360/1074] lr: 3.500e-02, eta: 11:28:36, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.6016, top5_acc: 0.8290, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.9646 2020-07-24 18:11:38,114 - mmaction - INFO - Epoch [18][380/1074] lr: 3.500e-02, eta: 11:28:14, time: 1.238, data_time: 0.007, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8308, loss_cls: 1.6084, loss: 1.6084, grad_norm: 2.8320 2020-07-24 18:12:01,493 - mmaction - INFO - Epoch [18][400/1074] lr: 3.500e-02, eta: 11:27:50, time: 1.169, data_time: 0.004, memory: 9526, top1_acc: 0.6161, top5_acc: 0.8379, loss_cls: 1.5493, loss: 1.5493, grad_norm: 2.8174 2020-07-24 18:12:26,751 - mmaction - INFO - Epoch [18][420/1074] lr: 3.500e-02, eta: 11:27:30, time: 1.258, data_time: 0.004, memory: 9526, top1_acc: 0.6112, top5_acc: 0.8337, loss_cls: 1.5901, loss: 1.5901, grad_norm: 2.9045 2020-07-24 18:12:50,745 - mmaction - INFO - Epoch [18][440/1074] lr: 3.500e-02, eta: 11:27:07, time: 1.204, data_time: 0.011, memory: 9526, top1_acc: 0.6083, top5_acc: 0.8283, loss_cls: 1.6144, loss: 1.6144, grad_norm: 2.9191 2020-07-24 18:13:13,381 - mmaction - INFO - Epoch [18][460/1074] lr: 3.500e-02, eta: 11:26:42, time: 1.128, data_time: 0.008, memory: 9526, top1_acc: 0.6036, top5_acc: 0.8379, loss_cls: 1.5775, loss: 1.5775, grad_norm: 2.9298 2020-07-24 18:13:36,273 - mmaction - INFO - Epoch [18][480/1074] lr: 3.500e-02, eta: 11:26:17, time: 1.148, data_time: 0.009, memory: 9526, top1_acc: 0.6025, top5_acc: 0.8337, loss_cls: 1.6008, loss: 1.6008, grad_norm: 2.9332 2020-07-24 18:14:00,561 - mmaction - INFO - Epoch [18][500/1074] lr: 3.500e-02, eta: 11:25:55, time: 1.213, data_time: 0.008, memory: 9526, top1_acc: 0.6114, top5_acc: 0.8324, loss_cls: 1.6119, loss: 1.6119, grad_norm: 2.9718 2020-07-24 18:14:24,737 - mmaction - INFO - Epoch [18][520/1074] lr: 3.500e-02, eta: 11:25:33, time: 1.211, data_time: 0.007, memory: 9526, top1_acc: 0.6158, top5_acc: 0.8362, loss_cls: 1.5726, loss: 1.5726, grad_norm: 2.8894 2020-07-24 18:14:48,851 - mmaction - INFO - Epoch [18][540/1074] lr: 3.500e-02, eta: 11:25:10, time: 1.204, data_time: 0.007, memory: 9526, top1_acc: 0.6065, top5_acc: 0.8250, loss_cls: 1.6320, loss: 1.6320, grad_norm: 2.9563 2020-07-24 18:15:13,248 - mmaction - INFO - Epoch [18][560/1074] lr: 3.500e-02, eta: 11:24:48, time: 1.220, data_time: 0.007, memory: 9526, top1_acc: 0.6152, top5_acc: 0.8308, loss_cls: 1.6058, loss: 1.6058, grad_norm: 2.9396 2020-07-24 18:15:36,343 - mmaction - INFO - Epoch [18][580/1074] lr: 3.500e-02, eta: 11:24:24, time: 1.157, data_time: 0.004, memory: 9526, top1_acc: 0.5935, top5_acc: 0.8158, loss_cls: 1.6683, loss: 1.6683, grad_norm: 2.9250 2020-07-24 18:15:59,835 - mmaction - INFO - Epoch [18][600/1074] lr: 3.500e-02, eta: 11:24:00, time: 1.174, data_time: 0.006, memory: 9526, top1_acc: 0.6027, top5_acc: 0.8288, loss_cls: 1.6389, loss: 1.6389, grad_norm: 2.9146 2020-07-24 18:16:24,337 - mmaction - INFO - Epoch [18][620/1074] lr: 3.500e-02, eta: 11:23:38, time: 1.224, data_time: 0.008, memory: 9526, top1_acc: 0.6054, top5_acc: 0.8277, loss_cls: 1.6142, loss: 1.6142, grad_norm: 2.8766 2020-07-24 18:16:48,484 - mmaction - INFO - Epoch [18][640/1074] lr: 3.500e-02, eta: 11:23:16, time: 1.209, data_time: 0.008, memory: 9526, top1_acc: 0.6056, top5_acc: 0.8279, loss_cls: 1.6133, loss: 1.6133, grad_norm: 2.8757 2020-07-24 18:17:11,931 - mmaction - INFO - Epoch [18][660/1074] lr: 3.500e-02, eta: 11:22:52, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.6000, top5_acc: 0.8330, loss_cls: 1.6076, loss: 1.6076, grad_norm: 2.8395 2020-07-24 18:17:35,270 - mmaction - INFO - Epoch [18][680/1074] lr: 3.500e-02, eta: 11:22:28, time: 1.170, data_time: 0.010, memory: 9526, top1_acc: 0.6107, top5_acc: 0.8373, loss_cls: 1.5831, loss: 1.5831, grad_norm: 2.9506 2020-07-24 18:17:59,548 - mmaction - INFO - Epoch [18][700/1074] lr: 3.500e-02, eta: 11:22:06, time: 1.214, data_time: 0.009, memory: 9526, top1_acc: 0.6013, top5_acc: 0.8165, loss_cls: 1.6542, loss: 1.6542, grad_norm: 2.9489 2020-07-24 18:18:23,660 - mmaction - INFO - Epoch [18][720/1074] lr: 3.500e-02, eta: 11:21:43, time: 1.209, data_time: 0.008, memory: 9526, top1_acc: 0.6056, top5_acc: 0.8306, loss_cls: 1.6061, loss: 1.6061, grad_norm: 2.8864 2020-07-24 18:18:46,411 - mmaction - INFO - Epoch [18][740/1074] lr: 3.500e-02, eta: 11:21:18, time: 1.136, data_time: 0.004, memory: 9526, top1_acc: 0.6085, top5_acc: 0.8152, loss_cls: 1.6352, loss: 1.6352, grad_norm: 2.8676 2020-07-24 18:19:08,962 - mmaction - INFO - Epoch [18][760/1074] lr: 3.500e-02, eta: 11:20:53, time: 1.128, data_time: 0.006, memory: 9526, top1_acc: 0.6002, top5_acc: 0.8246, loss_cls: 1.6642, loss: 1.6642, grad_norm: 2.9553 2020-07-24 18:19:34,593 - mmaction - INFO - Epoch [18][780/1074] lr: 3.500e-02, eta: 11:20:33, time: 1.279, data_time: 0.007, memory: 9526, top1_acc: 0.6051, top5_acc: 0.8239, loss_cls: 1.6328, loss: 1.6328, grad_norm: 2.9246 2020-07-24 18:19:56,792 - mmaction - INFO - Epoch [18][800/1074] lr: 3.500e-02, eta: 11:20:07, time: 1.113, data_time: 0.007, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8203, loss_cls: 1.6704, loss: 1.6704, grad_norm: 2.9166 2020-07-24 18:20:20,957 - mmaction - INFO - Epoch [18][820/1074] lr: 3.500e-02, eta: 11:19:44, time: 1.204, data_time: 0.007, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8248, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.8579 2020-07-24 18:20:44,855 - mmaction - INFO - Epoch [18][840/1074] lr: 3.500e-02, eta: 11:19:22, time: 1.200, data_time: 0.008, memory: 9526, top1_acc: 0.6109, top5_acc: 0.8355, loss_cls: 1.6026, loss: 1.6026, grad_norm: 2.9547 2020-07-24 18:21:07,927 - mmaction - INFO - Epoch [18][860/1074] lr: 3.500e-02, eta: 11:18:57, time: 1.151, data_time: 0.005, memory: 9526, top1_acc: 0.6018, top5_acc: 0.8239, loss_cls: 1.6537, loss: 1.6537, grad_norm: 2.9607 2020-07-24 18:21:32,059 - mmaction - INFO - Epoch [18][880/1074] lr: 3.500e-02, eta: 11:18:35, time: 1.209, data_time: 0.009, memory: 9526, top1_acc: 0.6007, top5_acc: 0.8371, loss_cls: 1.5884, loss: 1.5884, grad_norm: 2.9480 2020-07-24 18:21:55,957 - mmaction - INFO - Epoch [18][900/1074] lr: 3.500e-02, eta: 11:18:12, time: 1.192, data_time: 0.006, memory: 9526, top1_acc: 0.6092, top5_acc: 0.8275, loss_cls: 1.6143, loss: 1.6143, grad_norm: 2.8471 2020-07-24 18:22:19,101 - mmaction - INFO - Epoch [18][920/1074] lr: 3.500e-02, eta: 11:17:47, time: 1.159, data_time: 0.007, memory: 9526, top1_acc: 0.5984, top5_acc: 0.8326, loss_cls: 1.6059, loss: 1.6059, grad_norm: 2.9289 2020-07-24 18:22:43,105 - mmaction - INFO - Epoch [18][940/1074] lr: 3.500e-02, eta: 11:17:24, time: 1.200, data_time: 0.004, memory: 9526, top1_acc: 0.5960, top5_acc: 0.8297, loss_cls: 1.6457, loss: 1.6457, grad_norm: 2.9157 2020-07-24 18:23:06,948 - mmaction - INFO - Epoch [18][960/1074] lr: 3.500e-02, eta: 11:17:01, time: 1.191, data_time: 0.008, memory: 9526, top1_acc: 0.5962, top5_acc: 0.8203, loss_cls: 1.6799, loss: 1.6799, grad_norm: 2.9177 2020-07-24 18:23:29,863 - mmaction - INFO - Epoch [18][980/1074] lr: 3.500e-02, eta: 11:16:37, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.5967, top5_acc: 0.8192, loss_cls: 1.6705, loss: 1.6705, grad_norm: 2.9290 2020-07-24 18:23:53,550 - mmaction - INFO - Epoch [18][1000/1074] lr: 3.500e-02, eta: 11:16:13, time: 1.183, data_time: 0.003, memory: 9526, top1_acc: 0.6002, top5_acc: 0.8330, loss_cls: 1.6246, loss: 1.6246, grad_norm: 2.9292 2020-07-24 18:24:15,978 - mmaction - INFO - Epoch [18][1020/1074] lr: 3.500e-02, eta: 11:15:48, time: 1.120, data_time: 0.007, memory: 9526, top1_acc: 0.5886, top5_acc: 0.8270, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.9466 2020-07-24 18:24:39,544 - mmaction - INFO - Epoch [18][1040/1074] lr: 3.500e-02, eta: 11:15:24, time: 1.181, data_time: 0.009, memory: 9526, top1_acc: 0.5951, top5_acc: 0.8241, loss_cls: 1.6533, loss: 1.6533, grad_norm: 2.9526 2020-07-24 18:25:03,232 - mmaction - INFO - Epoch [18][1060/1074] lr: 3.500e-02, eta: 11:15:01, time: 1.184, data_time: 0.006, memory: 9526, top1_acc: 0.6027, top5_acc: 0.8321, loss_cls: 1.6325, loss: 1.6325, grad_norm: 2.8999 2020-07-24 18:25:19,283 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-07-24 18:25:53,460 - mmaction - INFO - Epoch [19][20/1074] lr: 3.500e-02, eta: 11:14:07, time: 1.613, data_time: 0.429, memory: 9526, top1_acc: 0.6239, top5_acc: 0.8446, loss_cls: 1.5355, loss: 1.5355, grad_norm: 2.8276 2020-07-24 18:26:15,633 - mmaction - INFO - Epoch [19][40/1074] lr: 3.500e-02, eta: 11:13:41, time: 1.109, data_time: 0.005, memory: 9526, top1_acc: 0.6123, top5_acc: 0.8348, loss_cls: 1.5426, loss: 1.5426, grad_norm: 2.8774 2020-07-24 18:26:40,390 - mmaction - INFO - Epoch [19][60/1074] lr: 3.500e-02, eta: 11:13:20, time: 1.235, data_time: 0.007, memory: 9526, top1_acc: 0.6165, top5_acc: 0.8431, loss_cls: 1.5619, loss: 1.5619, grad_norm: 2.9048 2020-07-24 18:27:04,163 - mmaction - INFO - Epoch [19][80/1074] lr: 3.500e-02, eta: 11:12:56, time: 1.191, data_time: 0.008, memory: 9526, top1_acc: 0.5958, top5_acc: 0.8313, loss_cls: 1.6190, loss: 1.6190, grad_norm: 2.9353 2020-07-24 18:27:28,777 - mmaction - INFO - Epoch [19][100/1074] lr: 3.500e-02, eta: 11:12:35, time: 1.230, data_time: 0.008, memory: 9526, top1_acc: 0.6136, top5_acc: 0.8324, loss_cls: 1.5981, loss: 1.5981, grad_norm: 2.9195 2020-07-24 18:27:50,026 - mmaction - INFO - Epoch [19][120/1074] lr: 3.500e-02, eta: 11:12:07, time: 1.063, data_time: 0.006, memory: 9526, top1_acc: 0.6138, top5_acc: 0.8337, loss_cls: 1.5721, loss: 1.5721, grad_norm: 2.8862 2020-07-24 18:28:13,821 - mmaction - INFO - Epoch [19][140/1074] lr: 3.500e-02, eta: 11:11:44, time: 1.187, data_time: 0.007, memory: 9526, top1_acc: 0.6261, top5_acc: 0.8435, loss_cls: 1.5308, loss: 1.5308, grad_norm: 2.8514 2020-07-24 18:28:37,152 - mmaction - INFO - Epoch [19][160/1074] lr: 3.500e-02, eta: 11:11:20, time: 1.169, data_time: 0.009, memory: 9526, top1_acc: 0.6214, top5_acc: 0.8371, loss_cls: 1.5616, loss: 1.5616, grad_norm: 2.9016 2020-07-24 18:29:02,291 - mmaction - INFO - Epoch [19][180/1074] lr: 3.500e-02, eta: 11:10:59, time: 1.254, data_time: 0.007, memory: 9526, top1_acc: 0.6170, top5_acc: 0.8333, loss_cls: 1.5849, loss: 1.5849, grad_norm: 2.8996 2020-07-24 18:29:27,320 - mmaction - INFO - Epoch [19][200/1074] lr: 3.500e-02, eta: 11:10:38, time: 1.253, data_time: 0.009, memory: 9526, top1_acc: 0.6078, top5_acc: 0.8362, loss_cls: 1.5893, loss: 1.5893, grad_norm: 2.9705 2020-07-24 18:29:49,720 - mmaction - INFO - Epoch [19][220/1074] lr: 3.500e-02, eta: 11:10:13, time: 1.119, data_time: 0.007, memory: 9526, top1_acc: 0.6114, top5_acc: 0.8362, loss_cls: 1.5697, loss: 1.5697, grad_norm: 2.9380 2020-07-24 18:30:14,257 - mmaction - INFO - Epoch [19][240/1074] lr: 3.500e-02, eta: 11:09:51, time: 1.230, data_time: 0.007, memory: 9526, top1_acc: 0.6047, top5_acc: 0.8286, loss_cls: 1.6079, loss: 1.6079, grad_norm: 2.9474 2020-07-24 18:30:36,861 - mmaction - INFO - Epoch [19][260/1074] lr: 3.500e-02, eta: 11:09:26, time: 1.130, data_time: 0.005, memory: 9526, top1_acc: 0.6134, top5_acc: 0.8377, loss_cls: 1.5783, loss: 1.5783, grad_norm: 2.8326 2020-07-24 18:30:59,436 - mmaction - INFO - Epoch [19][280/1074] lr: 3.500e-02, eta: 11:09:00, time: 1.127, data_time: 0.007, memory: 9526, top1_acc: 0.6054, top5_acc: 0.8266, loss_cls: 1.6034, loss: 1.6034, grad_norm: 2.9064 2020-07-24 18:31:24,435 - mmaction - INFO - Epoch [19][300/1074] lr: 3.500e-02, eta: 11:08:40, time: 1.253, data_time: 0.007, memory: 9526, top1_acc: 0.6069, top5_acc: 0.8375, loss_cls: 1.5787, loss: 1.5787, grad_norm: 2.9257 2020-07-24 18:31:48,399 - mmaction - INFO - Epoch [19][320/1074] lr: 3.500e-02, eta: 11:08:17, time: 1.195, data_time: 0.005, memory: 9526, top1_acc: 0.6192, top5_acc: 0.8366, loss_cls: 1.5728, loss: 1.5728, grad_norm: 2.9196 2020-07-24 18:32:11,725 - mmaction - INFO - Epoch [19][340/1074] lr: 3.500e-02, eta: 11:07:53, time: 1.168, data_time: 0.008, memory: 9526, top1_acc: 0.6083, top5_acc: 0.8384, loss_cls: 1.5657, loss: 1.5657, grad_norm: 2.9877 2020-07-24 18:32:35,898 - mmaction - INFO - Epoch [19][360/1074] lr: 3.500e-02, eta: 11:07:30, time: 1.208, data_time: 0.007, memory: 9526, top1_acc: 0.6020, top5_acc: 0.8335, loss_cls: 1.6110, loss: 1.6110, grad_norm: 2.9865 2020-07-24 18:32:58,457 - mmaction - INFO - Epoch [19][380/1074] lr: 3.500e-02, eta: 11:07:05, time: 1.128, data_time: 0.007, memory: 9526, top1_acc: 0.6315, top5_acc: 0.8413, loss_cls: 1.5445, loss: 1.5445, grad_norm: 2.8654 2020-07-24 18:33:23,040 - mmaction - INFO - Epoch [19][400/1074] lr: 3.500e-02, eta: 11:06:43, time: 1.230, data_time: 0.007, memory: 9526, top1_acc: 0.6105, top5_acc: 0.8348, loss_cls: 1.5881, loss: 1.5881, grad_norm: 2.8836 2020-07-24 18:33:45,561 - mmaction - INFO - Epoch [19][420/1074] lr: 3.500e-02, eta: 11:06:18, time: 1.125, data_time: 0.003, memory: 9526, top1_acc: 0.6042, top5_acc: 0.8192, loss_cls: 1.6438, loss: 1.6438, grad_norm: 2.9721 2020-07-24 18:34:08,780 - mmaction - INFO - Epoch [19][440/1074] lr: 3.500e-02, eta: 11:05:54, time: 1.159, data_time: 0.008, memory: 9526, top1_acc: 0.5960, top5_acc: 0.8221, loss_cls: 1.6578, loss: 1.6578, grad_norm: 2.9440 2020-07-24 18:34:31,785 - mmaction - INFO - Epoch [19][460/1074] lr: 3.500e-02, eta: 11:05:29, time: 1.153, data_time: 0.008, memory: 9526, top1_acc: 0.6040, top5_acc: 0.8342, loss_cls: 1.5790, loss: 1.5790, grad_norm: 2.8513 2020-07-24 18:34:55,306 - mmaction - INFO - Epoch [19][480/1074] lr: 3.500e-02, eta: 11:05:06, time: 1.175, data_time: 0.007, memory: 9526, top1_acc: 0.5987, top5_acc: 0.8308, loss_cls: 1.6003, loss: 1.6003, grad_norm: 2.9316 2020-07-24 18:35:19,127 - mmaction - INFO - Epoch [19][500/1074] lr: 3.500e-02, eta: 11:04:43, time: 1.192, data_time: 0.008, memory: 9526, top1_acc: 0.6045, top5_acc: 0.8337, loss_cls: 1.6146, loss: 1.6146, grad_norm: 2.9279 2020-07-24 18:35:43,713 - mmaction - INFO - Epoch [19][520/1074] lr: 3.500e-02, eta: 11:04:21, time: 1.226, data_time: 0.008, memory: 9526, top1_acc: 0.6134, top5_acc: 0.8259, loss_cls: 1.5901, loss: 1.5901, grad_norm: 2.8716 2020-07-24 18:36:07,053 - mmaction - INFO - Epoch [19][540/1074] lr: 3.500e-02, eta: 11:03:57, time: 1.170, data_time: 0.010, memory: 9526, top1_acc: 0.6123, top5_acc: 0.8368, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.8526 2020-07-24 18:36:30,950 - mmaction - INFO - Epoch [19][560/1074] lr: 3.500e-02, eta: 11:03:34, time: 1.194, data_time: 0.008, memory: 9526, top1_acc: 0.6179, top5_acc: 0.8397, loss_cls: 1.5480, loss: 1.5480, grad_norm: 2.8603 2020-07-24 18:36:54,215 - mmaction - INFO - Epoch [19][580/1074] lr: 3.500e-02, eta: 11:03:10, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.6096, top5_acc: 0.8357, loss_cls: 1.6031, loss: 1.6031, grad_norm: 2.9691 2020-07-24 18:37:17,627 - mmaction - INFO - Epoch [19][600/1074] lr: 3.500e-02, eta: 11:02:46, time: 1.167, data_time: 0.005, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8317, loss_cls: 1.5931, loss: 1.5931, grad_norm: 2.9331 2020-07-24 18:37:39,516 - mmaction - INFO - Epoch [19][620/1074] lr: 3.500e-02, eta: 11:02:20, time: 1.097, data_time: 0.007, memory: 9526, top1_acc: 0.6100, top5_acc: 0.8362, loss_cls: 1.5823, loss: 1.5823, grad_norm: 2.9312 2020-07-24 18:38:03,756 - mmaction - INFO - Epoch [19][640/1074] lr: 3.500e-02, eta: 11:01:57, time: 1.209, data_time: 0.007, memory: 9526, top1_acc: 0.6158, top5_acc: 0.8373, loss_cls: 1.5881, loss: 1.5881, grad_norm: 2.9318 2020-07-24 18:38:26,723 - mmaction - INFO - Epoch [19][660/1074] lr: 3.500e-02, eta: 11:01:33, time: 1.151, data_time: 0.008, memory: 9526, top1_acc: 0.6063, top5_acc: 0.8221, loss_cls: 1.6182, loss: 1.6182, grad_norm: 2.9085 2020-07-24 18:38:50,587 - mmaction - INFO - Epoch [19][680/1074] lr: 3.500e-02, eta: 11:01:10, time: 1.194, data_time: 0.007, memory: 9526, top1_acc: 0.6065, top5_acc: 0.8350, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.9196 2020-07-24 18:39:13,907 - mmaction - INFO - Epoch [19][700/1074] lr: 3.500e-02, eta: 11:00:46, time: 1.166, data_time: 0.003, memory: 9526, top1_acc: 0.5998, top5_acc: 0.8306, loss_cls: 1.6320, loss: 1.6320, grad_norm: 2.9555 2020-07-24 18:39:38,684 - mmaction - INFO - Epoch [19][720/1074] lr: 3.500e-02, eta: 11:00:24, time: 1.235, data_time: 0.007, memory: 9526, top1_acc: 0.6063, top5_acc: 0.8344, loss_cls: 1.6019, loss: 1.6019, grad_norm: 2.9593 2020-07-24 18:40:01,891 - mmaction - INFO - Epoch [19][740/1074] lr: 3.500e-02, eta: 11:00:00, time: 1.163, data_time: 0.008, memory: 9526, top1_acc: 0.5991, top5_acc: 0.8339, loss_cls: 1.6052, loss: 1.6052, grad_norm: 2.9734 2020-07-24 18:40:25,882 - mmaction - INFO - Epoch [19][760/1074] lr: 3.500e-02, eta: 10:59:37, time: 1.197, data_time: 0.008, memory: 9526, top1_acc: 0.5978, top5_acc: 0.8275, loss_cls: 1.6175, loss: 1.6175, grad_norm: 2.9487 2020-07-24 18:40:49,994 - mmaction - INFO - Epoch [19][780/1074] lr: 3.500e-02, eta: 10:59:15, time: 1.210, data_time: 0.008, memory: 9526, top1_acc: 0.6105, top5_acc: 0.8266, loss_cls: 1.6040, loss: 1.6040, grad_norm: 2.9078 2020-07-24 18:41:12,837 - mmaction - INFO - Epoch [19][800/1074] lr: 3.500e-02, eta: 10:58:50, time: 1.141, data_time: 0.005, memory: 9526, top1_acc: 0.6033, top5_acc: 0.8362, loss_cls: 1.6173, loss: 1.6173, grad_norm: 2.9758 2020-07-24 18:41:36,783 - mmaction - INFO - Epoch [19][820/1074] lr: 3.500e-02, eta: 10:58:27, time: 1.193, data_time: 0.006, memory: 9526, top1_acc: 0.6018, top5_acc: 0.8326, loss_cls: 1.6326, loss: 1.6326, grad_norm: 2.9502 2020-07-24 18:41:58,555 - mmaction - INFO - Epoch [19][840/1074] lr: 3.500e-02, eta: 10:58:00, time: 1.090, data_time: 0.008, memory: 9526, top1_acc: 0.6089, top5_acc: 0.8234, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.8810 2020-07-24 18:42:23,584 - mmaction - INFO - Epoch [19][860/1074] lr: 3.500e-02, eta: 10:57:39, time: 1.254, data_time: 0.009, memory: 9526, top1_acc: 0.6027, top5_acc: 0.8297, loss_cls: 1.6229, loss: 1.6229, grad_norm: 2.9530 2020-07-24 18:42:47,389 - mmaction - INFO - Epoch [19][880/1074] lr: 3.500e-02, eta: 10:57:16, time: 1.189, data_time: 0.005, memory: 9526, top1_acc: 0.6045, top5_acc: 0.8259, loss_cls: 1.6257, loss: 1.6257, grad_norm: 2.9218 2020-07-24 18:43:11,328 - mmaction - INFO - Epoch [19][900/1074] lr: 3.500e-02, eta: 10:56:53, time: 1.194, data_time: 0.009, memory: 9526, top1_acc: 0.6136, top5_acc: 0.8295, loss_cls: 1.6017, loss: 1.6017, grad_norm: 2.9533 2020-07-24 18:43:35,807 - mmaction - INFO - Epoch [19][920/1074] lr: 3.500e-02, eta: 10:56:31, time: 1.226, data_time: 0.008, memory: 9526, top1_acc: 0.6103, top5_acc: 0.8333, loss_cls: 1.5903, loss: 1.5903, grad_norm: 2.9752 2020-07-24 18:43:59,650 - mmaction - INFO - Epoch [19][940/1074] lr: 3.500e-02, eta: 10:56:08, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.5824, top5_acc: 0.8210, loss_cls: 1.6899, loss: 1.6899, grad_norm: 2.9676 2020-07-24 18:44:23,034 - mmaction - INFO - Epoch [19][960/1074] lr: 3.500e-02, eta: 10:55:44, time: 1.167, data_time: 0.005, memory: 9526, top1_acc: 0.6156, top5_acc: 0.8406, loss_cls: 1.5787, loss: 1.5787, grad_norm: 2.8942 2020-07-24 18:44:47,057 - mmaction - INFO - Epoch [19][980/1074] lr: 3.500e-02, eta: 10:55:22, time: 1.203, data_time: 0.005, memory: 9526, top1_acc: 0.6127, top5_acc: 0.8333, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.9189 2020-07-24 18:45:12,069 - mmaction - INFO - Epoch [19][1000/1074] lr: 3.500e-02, eta: 10:55:00, time: 1.248, data_time: 0.005, memory: 9526, top1_acc: 0.5991, top5_acc: 0.8246, loss_cls: 1.6182, loss: 1.6182, grad_norm: 2.8795 2020-07-24 18:45:35,284 - mmaction - INFO - Epoch [19][1020/1074] lr: 3.500e-02, eta: 10:54:36, time: 1.163, data_time: 0.008, memory: 9526, top1_acc: 0.6000, top5_acc: 0.8315, loss_cls: 1.6247, loss: 1.6247, grad_norm: 2.9308 2020-07-24 18:45:59,146 - mmaction - INFO - Epoch [19][1040/1074] lr: 3.500e-02, eta: 10:54:13, time: 1.192, data_time: 0.005, memory: 9526, top1_acc: 0.5897, top5_acc: 0.8275, loss_cls: 1.6263, loss: 1.6263, grad_norm: 2.9664 2020-07-24 18:46:21,840 - mmaction - INFO - Epoch [19][1060/1074] lr: 3.500e-02, eta: 10:53:48, time: 1.135, data_time: 0.005, memory: 9526, top1_acc: 0.6114, top5_acc: 0.8326, loss_cls: 1.5969, loss: 1.5969, grad_norm: 2.8875 2020-07-24 18:46:37,757 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-07-24 18:47:11,313 - mmaction - INFO - Epoch [20][20/1074] lr: 3.500e-02, eta: 10:52:55, time: 1.604, data_time: 0.463, memory: 9526, top1_acc: 0.6105, top5_acc: 0.8424, loss_cls: 1.5889, loss: 1.5889, grad_norm: 2.9064 2020-07-24 18:47:35,567 - mmaction - INFO - Epoch [20][40/1074] lr: 3.500e-02, eta: 10:52:33, time: 1.213, data_time: 0.005, memory: 9526, top1_acc: 0.6067, top5_acc: 0.8353, loss_cls: 1.5873, loss: 1.5873, grad_norm: 2.9239 2020-07-24 18:48:00,493 - mmaction - INFO - Epoch [20][60/1074] lr: 3.500e-02, eta: 10:52:12, time: 1.246, data_time: 0.009, memory: 9526, top1_acc: 0.6196, top5_acc: 0.8467, loss_cls: 1.5274, loss: 1.5274, grad_norm: 2.9335 2020-07-24 18:48:22,868 - mmaction - INFO - Epoch [20][80/1074] lr: 3.500e-02, eta: 10:51:46, time: 1.118, data_time: 0.007, memory: 9526, top1_acc: 0.5982, top5_acc: 0.8308, loss_cls: 1.6060, loss: 1.6060, grad_norm: 2.9416 2020-07-24 18:48:47,953 - mmaction - INFO - Epoch [20][100/1074] lr: 3.500e-02, eta: 10:51:25, time: 1.256, data_time: 0.005, memory: 9526, top1_acc: 0.6058, top5_acc: 0.8308, loss_cls: 1.5772, loss: 1.5772, grad_norm: 2.9504 2020-07-24 18:49:11,205 - mmaction - INFO - Epoch [20][120/1074] lr: 3.500e-02, eta: 10:51:01, time: 1.160, data_time: 0.005, memory: 9526, top1_acc: 0.6172, top5_acc: 0.8346, loss_cls: 1.5593, loss: 1.5593, grad_norm: 2.9188 2020-07-24 18:49:35,167 - mmaction - INFO - Epoch [20][140/1074] lr: 3.500e-02, eta: 10:50:38, time: 1.199, data_time: 0.005, memory: 9526, top1_acc: 0.6063, top5_acc: 0.8408, loss_cls: 1.5940, loss: 1.5940, grad_norm: 2.9341 2020-07-24 18:49:59,581 - mmaction - INFO - Epoch [20][160/1074] lr: 3.500e-02, eta: 10:50:16, time: 1.218, data_time: 0.007, memory: 9526, top1_acc: 0.6201, top5_acc: 0.8435, loss_cls: 1.5613, loss: 1.5613, grad_norm: 2.9678 2020-07-24 18:50:21,818 - mmaction - INFO - Epoch [20][180/1074] lr: 3.500e-02, eta: 10:49:50, time: 1.112, data_time: 0.007, memory: 9526, top1_acc: 0.6025, top5_acc: 0.8252, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.9584 2020-07-24 18:50:45,661 - mmaction - INFO - Epoch [20][200/1074] lr: 3.500e-02, eta: 10:49:27, time: 1.196, data_time: 0.010, memory: 9526, top1_acc: 0.6136, top5_acc: 0.8395, loss_cls: 1.5466, loss: 1.5466, grad_norm: 2.8828 2020-07-24 18:51:08,428 - mmaction - INFO - Epoch [20][220/1074] lr: 3.500e-02, eta: 10:49:02, time: 1.135, data_time: 0.002, memory: 9526, top1_acc: 0.6112, top5_acc: 0.8324, loss_cls: 1.5871, loss: 1.5871, grad_norm: 2.9206 2020-07-24 18:51:33,146 - mmaction - INFO - Epoch [20][240/1074] lr: 3.500e-02, eta: 10:48:41, time: 1.235, data_time: 0.008, memory: 9526, top1_acc: 0.6161, top5_acc: 0.8482, loss_cls: 1.5447, loss: 1.5447, grad_norm: 2.9463 2020-07-24 18:51:55,731 - mmaction - INFO - Epoch [20][260/1074] lr: 3.500e-02, eta: 10:48:16, time: 1.132, data_time: 0.008, memory: 9526, top1_acc: 0.6181, top5_acc: 0.8386, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.9105 2020-07-24 18:52:20,918 - mmaction - INFO - Epoch [20][280/1074] lr: 3.500e-02, eta: 10:47:55, time: 1.257, data_time: 0.007, memory: 9526, top1_acc: 0.6223, top5_acc: 0.8417, loss_cls: 1.5356, loss: 1.5356, grad_norm: 2.8857 2020-07-24 18:52:44,906 - mmaction - INFO - Epoch [20][300/1074] lr: 3.500e-02, eta: 10:47:32, time: 1.202, data_time: 0.005, memory: 9526, top1_acc: 0.6083, top5_acc: 0.8357, loss_cls: 1.5888, loss: 1.5888, grad_norm: 2.9878 2020-07-24 18:53:09,415 - mmaction - INFO - Epoch [20][320/1074] lr: 3.500e-02, eta: 10:47:10, time: 1.223, data_time: 0.008, memory: 9526, top1_acc: 0.6143, top5_acc: 0.8426, loss_cls: 1.5293, loss: 1.5293, grad_norm: 2.9465 2020-07-24 18:53:32,197 - mmaction - INFO - Epoch [20][340/1074] lr: 3.500e-02, eta: 10:46:45, time: 1.137, data_time: 0.009, memory: 9526, top1_acc: 0.6174, top5_acc: 0.8395, loss_cls: 1.5180, loss: 1.5180, grad_norm: 2.9167 2020-07-24 18:53:56,166 - mmaction - INFO - Epoch [20][360/1074] lr: 3.500e-02, eta: 10:46:22, time: 1.203, data_time: 0.009, memory: 9526, top1_acc: 0.6183, top5_acc: 0.8364, loss_cls: 1.5528, loss: 1.5528, grad_norm: 2.9074 2020-07-24 18:54:20,554 - mmaction - INFO - Epoch [20][380/1074] lr: 3.500e-02, eta: 10:46:00, time: 1.219, data_time: 0.005, memory: 9526, top1_acc: 0.6109, top5_acc: 0.8344, loss_cls: 1.5770, loss: 1.5770, grad_norm: 2.9352 2020-07-24 18:54:43,534 - mmaction - INFO - Epoch [20][400/1074] lr: 3.500e-02, eta: 10:45:36, time: 1.147, data_time: 0.003, memory: 9526, top1_acc: 0.6145, top5_acc: 0.8384, loss_cls: 1.5777, loss: 1.5777, grad_norm: 2.8815 2020-07-24 18:55:08,445 - mmaction - INFO - Epoch [20][420/1074] lr: 3.500e-02, eta: 10:45:14, time: 1.245, data_time: 0.008, memory: 9526, top1_acc: 0.6192, top5_acc: 0.8346, loss_cls: 1.5601, loss: 1.5601, grad_norm: 2.9242 2020-07-24 18:55:31,991 - mmaction - INFO - Epoch [20][440/1074] lr: 3.500e-02, eta: 10:44:51, time: 1.180, data_time: 0.005, memory: 9526, top1_acc: 0.6201, top5_acc: 0.8371, loss_cls: 1.5530, loss: 1.5530, grad_norm: 2.9682 2020-07-24 18:55:54,883 - mmaction - INFO - Epoch [20][460/1074] lr: 3.500e-02, eta: 10:44:26, time: 1.142, data_time: 0.005, memory: 9526, top1_acc: 0.6172, top5_acc: 0.8326, loss_cls: 1.5624, loss: 1.5624, grad_norm: 2.9314 2020-07-24 18:56:19,086 - mmaction - INFO - Epoch [20][480/1074] lr: 3.500e-02, eta: 10:44:03, time: 1.210, data_time: 0.008, memory: 9526, top1_acc: 0.6292, top5_acc: 0.8393, loss_cls: 1.5271, loss: 1.5271, grad_norm: 2.8611 2020-07-24 18:56:43,899 - mmaction - INFO - Epoch [20][500/1074] lr: 3.500e-02, eta: 10:43:42, time: 1.241, data_time: 0.010, memory: 9526, top1_acc: 0.5931, top5_acc: 0.8232, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.9654 2020-07-24 18:57:06,587 - mmaction - INFO - Epoch [20][520/1074] lr: 3.500e-02, eta: 10:43:17, time: 1.137, data_time: 0.008, memory: 9526, top1_acc: 0.5960, top5_acc: 0.8279, loss_cls: 1.6278, loss: 1.6278, grad_norm: 2.9291 2020-07-24 18:57:31,369 - mmaction - INFO - Epoch [20][540/1074] lr: 3.500e-02, eta: 10:42:55, time: 1.240, data_time: 0.007, memory: 9526, top1_acc: 0.6132, top5_acc: 0.8275, loss_cls: 1.6230, loss: 1.6230, grad_norm: 2.9333 2020-07-24 18:57:54,716 - mmaction - INFO - Epoch [20][560/1074] lr: 3.500e-02, eta: 10:42:31, time: 1.166, data_time: 0.005, memory: 9526, top1_acc: 0.6138, top5_acc: 0.8400, loss_cls: 1.5333, loss: 1.5333, grad_norm: 2.8432 2020-07-24 18:58:17,339 - mmaction - INFO - Epoch [20][580/1074] lr: 3.500e-02, eta: 10:42:06, time: 1.130, data_time: 0.006, memory: 9526, top1_acc: 0.6161, top5_acc: 0.8402, loss_cls: 1.5513, loss: 1.5513, grad_norm: 2.9596 2020-07-24 18:58:42,274 - mmaction - INFO - Epoch [20][600/1074] lr: 3.500e-02, eta: 10:41:45, time: 1.245, data_time: 0.009, memory: 9526, top1_acc: 0.6313, top5_acc: 0.8487, loss_cls: 1.4834, loss: 1.4834, grad_norm: 2.8535 2020-07-24 18:59:04,639 - mmaction - INFO - Epoch [20][620/1074] lr: 3.500e-02, eta: 10:41:20, time: 1.121, data_time: 0.008, memory: 9526, top1_acc: 0.6071, top5_acc: 0.8326, loss_cls: 1.6035, loss: 1.6035, grad_norm: 2.9376 2020-07-24 18:59:28,543 - mmaction - INFO - Epoch [20][640/1074] lr: 3.500e-02, eta: 10:40:56, time: 1.189, data_time: 0.006, memory: 9526, top1_acc: 0.6145, top5_acc: 0.8375, loss_cls: 1.5576, loss: 1.5576, grad_norm: 2.9099 2020-07-24 18:59:52,644 - mmaction - INFO - Epoch [20][660/1074] lr: 3.500e-02, eta: 10:40:34, time: 1.209, data_time: 0.009, memory: 9526, top1_acc: 0.6116, top5_acc: 0.8310, loss_cls: 1.5919, loss: 1.5919, grad_norm: 2.9648 2020-07-24 19:00:17,217 - mmaction - INFO - Epoch [20][680/1074] lr: 3.500e-02, eta: 10:40:11, time: 1.212, data_time: 0.007, memory: 9526, top1_acc: 0.6118, top5_acc: 0.8422, loss_cls: 1.5555, loss: 1.5555, grad_norm: 2.9148 2020-07-24 19:00:40,674 - mmaction - INFO - Epoch [20][700/1074] lr: 3.500e-02, eta: 10:39:48, time: 1.189, data_time: 0.031, memory: 9526, top1_acc: 0.6234, top5_acc: 0.8442, loss_cls: 1.5211, loss: 1.5211, grad_norm: 2.9067 2020-07-24 19:01:03,951 - mmaction - INFO - Epoch [20][720/1074] lr: 3.500e-02, eta: 10:39:24, time: 1.166, data_time: 0.009, memory: 9526, top1_acc: 0.5989, top5_acc: 0.8286, loss_cls: 1.6257, loss: 1.6257, grad_norm: 2.9706 2020-07-24 19:01:27,131 - mmaction - INFO - Epoch [20][740/1074] lr: 3.500e-02, eta: 10:39:00, time: 1.159, data_time: 0.004, memory: 9526, top1_acc: 0.6161, top5_acc: 0.8326, loss_cls: 1.5922, loss: 1.5922, grad_norm: 3.0152 2020-07-24 19:01:50,420 - mmaction - INFO - Epoch [20][760/1074] lr: 3.500e-02, eta: 10:38:36, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.6042, top5_acc: 0.8308, loss_cls: 1.6082, loss: 1.6082, grad_norm: 2.9407 2020-07-24 19:02:12,445 - mmaction - INFO - Epoch [20][780/1074] lr: 3.500e-02, eta: 10:38:10, time: 1.101, data_time: 0.005, memory: 9526, top1_acc: 0.6038, top5_acc: 0.8319, loss_cls: 1.6089, loss: 1.6089, grad_norm: 2.9084 2020-07-24 19:02:36,660 - mmaction - INFO - Epoch [20][800/1074] lr: 3.500e-02, eta: 10:37:48, time: 1.212, data_time: 0.009, memory: 9526, top1_acc: 0.6047, top5_acc: 0.8324, loss_cls: 1.6290, loss: 1.6290, grad_norm: 2.9202 2020-07-24 19:03:00,614 - mmaction - INFO - Epoch [20][820/1074] lr: 3.500e-02, eta: 10:37:25, time: 1.196, data_time: 0.003, memory: 9526, top1_acc: 0.6194, top5_acc: 0.8415, loss_cls: 1.5627, loss: 1.5627, grad_norm: 2.8829 2020-07-24 19:03:25,633 - mmaction - INFO - Epoch [20][840/1074] lr: 3.500e-02, eta: 10:37:03, time: 1.252, data_time: 0.005, memory: 9526, top1_acc: 0.6092, top5_acc: 0.8388, loss_cls: 1.5918, loss: 1.5918, grad_norm: 2.8926 2020-07-24 19:03:48,762 - mmaction - INFO - Epoch [20][860/1074] lr: 3.500e-02, eta: 10:36:39, time: 1.156, data_time: 0.003, memory: 9526, top1_acc: 0.6058, top5_acc: 0.8308, loss_cls: 1.6231, loss: 1.6231, grad_norm: 2.8924 2020-07-24 19:04:11,905 - mmaction - INFO - Epoch [20][880/1074] lr: 3.500e-02, eta: 10:36:15, time: 1.158, data_time: 0.004, memory: 9526, top1_acc: 0.5987, top5_acc: 0.8230, loss_cls: 1.6443, loss: 1.6443, grad_norm: 2.9402 2020-07-24 19:04:35,458 - mmaction - INFO - Epoch [20][900/1074] lr: 3.500e-02, eta: 10:35:51, time: 1.174, data_time: 0.006, memory: 9526, top1_acc: 0.6156, top5_acc: 0.8304, loss_cls: 1.5978, loss: 1.5978, grad_norm: 2.9442 2020-07-24 19:04:58,450 - mmaction - INFO - Epoch [20][920/1074] lr: 3.500e-02, eta: 10:35:27, time: 1.150, data_time: 0.008, memory: 9526, top1_acc: 0.6076, top5_acc: 0.8321, loss_cls: 1.6102, loss: 1.6102, grad_norm: 2.9151 2020-07-24 19:05:20,934 - mmaction - INFO - Epoch [20][940/1074] lr: 3.500e-02, eta: 10:35:02, time: 1.124, data_time: 0.008, memory: 9526, top1_acc: 0.6127, top5_acc: 0.8353, loss_cls: 1.5861, loss: 1.5861, grad_norm: 2.9523 2020-07-24 19:05:45,914 - mmaction - INFO - Epoch [20][960/1074] lr: 3.500e-02, eta: 10:34:41, time: 1.251, data_time: 0.008, memory: 9526, top1_acc: 0.6212, top5_acc: 0.8279, loss_cls: 1.5821, loss: 1.5821, grad_norm: 2.8735 2020-07-24 19:06:09,716 - mmaction - INFO - Epoch [20][980/1074] lr: 3.500e-02, eta: 10:34:17, time: 1.191, data_time: 0.004, memory: 9526, top1_acc: 0.6176, top5_acc: 0.8373, loss_cls: 1.5704, loss: 1.5704, grad_norm: 2.9052 2020-07-24 19:06:33,800 - mmaction - INFO - Epoch [20][1000/1074] lr: 3.500e-02, eta: 10:33:55, time: 1.203, data_time: 0.005, memory: 9526, top1_acc: 0.6020, top5_acc: 0.8317, loss_cls: 1.5868, loss: 1.5868, grad_norm: 2.9198 2020-07-24 19:06:55,501 - mmaction - INFO - Epoch [20][1020/1074] lr: 3.500e-02, eta: 10:33:28, time: 1.085, data_time: 0.006, memory: 9526, top1_acc: 0.6011, top5_acc: 0.8263, loss_cls: 1.6360, loss: 1.6360, grad_norm: 2.9449 2020-07-24 19:07:20,192 - mmaction - INFO - Epoch [20][1040/1074] lr: 3.500e-02, eta: 10:33:06, time: 1.235, data_time: 0.003, memory: 9526, top1_acc: 0.5906, top5_acc: 0.8239, loss_cls: 1.6471, loss: 1.6471, grad_norm: 2.9140 2020-07-24 19:07:42,823 - mmaction - INFO - Epoch [20][1060/1074] lr: 3.500e-02, eta: 10:32:42, time: 1.133, data_time: 0.006, memory: 9526, top1_acc: 0.6087, top5_acc: 0.8301, loss_cls: 1.6109, loss: 1.6109, grad_norm: 2.8980 2020-07-24 19:07:58,209 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-24 19:08:34,660 - mmaction - INFO - Epoch [21][20/1074] lr: 3.500e-03, eta: 10:31:52, time: 1.701, data_time: 0.597, memory: 9526, top1_acc: 0.6324, top5_acc: 0.8429, loss_cls: 1.5071, loss: 1.5071, grad_norm: 2.8143 2020-07-24 19:08:56,535 - mmaction - INFO - Epoch [21][40/1074] lr: 3.500e-03, eta: 10:31:27, time: 1.099, data_time: 0.011, memory: 9526, top1_acc: 0.6507, top5_acc: 0.8641, loss_cls: 1.3888, loss: 1.3888, grad_norm: 2.7089 2020-07-24 19:09:18,859 - mmaction - INFO - Epoch [21][60/1074] lr: 3.500e-03, eta: 10:31:01, time: 1.113, data_time: 0.006, memory: 9526, top1_acc: 0.6614, top5_acc: 0.8607, loss_cls: 1.3428, loss: 1.3428, grad_norm: 2.6542 2020-07-24 19:09:43,340 - mmaction - INFO - Epoch [21][80/1074] lr: 3.500e-03, eta: 10:30:39, time: 1.222, data_time: 0.005, memory: 9526, top1_acc: 0.6719, top5_acc: 0.8674, loss_cls: 1.3099, loss: 1.3099, grad_norm: 2.5914 2020-07-24 19:10:06,039 - mmaction - INFO - Epoch [21][100/1074] lr: 3.500e-03, eta: 10:30:14, time: 1.139, data_time: 0.009, memory: 9526, top1_acc: 0.6743, top5_acc: 0.8746, loss_cls: 1.2897, loss: 1.2897, grad_norm: 2.6713 2020-07-24 19:10:30,432 - mmaction - INFO - Epoch [21][120/1074] lr: 3.500e-03, eta: 10:29:52, time: 1.220, data_time: 0.003, memory: 9526, top1_acc: 0.6792, top5_acc: 0.8721, loss_cls: 1.3085, loss: 1.3085, grad_norm: 2.6502 2020-07-24 19:10:53,056 - mmaction - INFO - Epoch [21][140/1074] lr: 3.500e-03, eta: 10:29:27, time: 1.128, data_time: 0.005, memory: 9526, top1_acc: 0.6714, top5_acc: 0.8652, loss_cls: 1.3320, loss: 1.3320, grad_norm: 2.6962 2020-07-24 19:11:17,481 - mmaction - INFO - Epoch [21][160/1074] lr: 3.500e-03, eta: 10:29:05, time: 1.222, data_time: 0.008, memory: 9526, top1_acc: 0.6777, top5_acc: 0.8768, loss_cls: 1.2864, loss: 1.2864, grad_norm: 2.6572 2020-07-24 19:11:41,433 - mmaction - INFO - Epoch [21][180/1074] lr: 3.500e-03, eta: 10:28:42, time: 1.199, data_time: 0.008, memory: 9526, top1_acc: 0.6917, top5_acc: 0.8752, loss_cls: 1.2435, loss: 1.2435, grad_norm: 2.6110 2020-07-24 19:12:03,912 - mmaction - INFO - Epoch [21][200/1074] lr: 3.500e-03, eta: 10:28:17, time: 1.125, data_time: 0.004, memory: 9526, top1_acc: 0.6795, top5_acc: 0.8775, loss_cls: 1.2655, loss: 1.2655, grad_norm: 2.6417 2020-07-24 19:12:28,049 - mmaction - INFO - Epoch [21][220/1074] lr: 3.500e-03, eta: 10:27:54, time: 1.207, data_time: 0.006, memory: 9526, top1_acc: 0.6699, top5_acc: 0.8696, loss_cls: 1.3255, loss: 1.3255, grad_norm: 2.7042 2020-07-24 19:12:50,622 - mmaction - INFO - Epoch [21][240/1074] lr: 3.500e-03, eta: 10:27:29, time: 1.127, data_time: 0.002, memory: 9526, top1_acc: 0.6737, top5_acc: 0.8754, loss_cls: 1.3166, loss: 1.3166, grad_norm: 2.7404 2020-07-24 19:13:14,877 - mmaction - INFO - Epoch [21][260/1074] lr: 3.500e-03, eta: 10:27:06, time: 1.211, data_time: 0.007, memory: 9526, top1_acc: 0.6739, top5_acc: 0.8721, loss_cls: 1.2852, loss: 1.2852, grad_norm: 2.7036 2020-07-24 19:13:37,243 - mmaction - INFO - Epoch [21][280/1074] lr: 3.500e-03, eta: 10:26:41, time: 1.122, data_time: 0.008, memory: 9526, top1_acc: 0.6752, top5_acc: 0.8705, loss_cls: 1.2939, loss: 1.2939, grad_norm: 2.7232 2020-07-24 19:13:59,329 - mmaction - INFO - Epoch [21][300/1074] lr: 3.500e-03, eta: 10:26:15, time: 1.102, data_time: 0.005, memory: 9526, top1_acc: 0.6808, top5_acc: 0.8679, loss_cls: 1.2858, loss: 1.2858, grad_norm: 2.6857 2020-07-24 19:14:25,069 - mmaction - INFO - Epoch [21][320/1074] lr: 3.500e-03, eta: 10:25:55, time: 1.289, data_time: 0.005, memory: 9526, top1_acc: 0.7107, top5_acc: 0.8891, loss_cls: 1.1804, loss: 1.1804, grad_norm: 2.6211 2020-07-24 19:14:48,302 - mmaction - INFO - Epoch [21][340/1074] lr: 3.500e-03, eta: 10:25:31, time: 1.160, data_time: 0.003, memory: 9526, top1_acc: 0.6922, top5_acc: 0.8795, loss_cls: 1.2473, loss: 1.2473, grad_norm: 2.7184 2020-07-24 19:15:13,203 - mmaction - INFO - Epoch [21][360/1074] lr: 3.500e-03, eta: 10:25:10, time: 1.243, data_time: 0.007, memory: 9526, top1_acc: 0.6830, top5_acc: 0.8752, loss_cls: 1.2747, loss: 1.2747, grad_norm: 2.7318 2020-07-24 19:15:34,940 - mmaction - INFO - Epoch [21][380/1074] lr: 3.500e-03, eta: 10:24:43, time: 1.090, data_time: 0.007, memory: 9526, top1_acc: 0.6821, top5_acc: 0.8748, loss_cls: 1.2609, loss: 1.2609, grad_norm: 2.7222 2020-07-24 19:15:58,104 - mmaction - INFO - Epoch [21][400/1074] lr: 3.500e-03, eta: 10:24:19, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.6897, top5_acc: 0.8775, loss_cls: 1.2319, loss: 1.2319, grad_norm: 2.6348 2020-07-24 19:16:22,247 - mmaction - INFO - Epoch [21][420/1074] lr: 3.500e-03, eta: 10:23:57, time: 1.211, data_time: 0.008, memory: 9526, top1_acc: 0.6839, top5_acc: 0.8714, loss_cls: 1.2505, loss: 1.2505, grad_norm: 2.6989 2020-07-24 19:16:47,374 - mmaction - INFO - Epoch [21][440/1074] lr: 3.500e-03, eta: 10:23:35, time: 1.255, data_time: 0.002, memory: 9526, top1_acc: 0.6763, top5_acc: 0.8750, loss_cls: 1.2681, loss: 1.2681, grad_norm: 2.7390 2020-07-24 19:17:09,977 - mmaction - INFO - Epoch [21][460/1074] lr: 3.500e-03, eta: 10:23:11, time: 1.131, data_time: 0.006, memory: 9526, top1_acc: 0.6857, top5_acc: 0.8737, loss_cls: 1.2510, loss: 1.2510, grad_norm: 2.7381 2020-07-24 19:17:32,790 - mmaction - INFO - Epoch [21][480/1074] lr: 3.500e-03, eta: 10:22:46, time: 1.142, data_time: 0.004, memory: 9526, top1_acc: 0.7000, top5_acc: 0.8837, loss_cls: 1.2050, loss: 1.2050, grad_norm: 2.6414 2020-07-24 19:17:55,459 - mmaction - INFO - Epoch [21][500/1074] lr: 3.500e-03, eta: 10:22:21, time: 1.132, data_time: 0.005, memory: 9526, top1_acc: 0.6993, top5_acc: 0.8808, loss_cls: 1.2276, loss: 1.2276, grad_norm: 2.7058 2020-07-24 19:18:19,272 - mmaction - INFO - Epoch [21][520/1074] lr: 3.500e-03, eta: 10:21:58, time: 1.190, data_time: 0.008, memory: 9526, top1_acc: 0.6879, top5_acc: 0.8859, loss_cls: 1.2377, loss: 1.2377, grad_norm: 2.7697 2020-07-24 19:18:42,030 - mmaction - INFO - Epoch [21][540/1074] lr: 3.500e-03, eta: 10:21:33, time: 1.138, data_time: 0.006, memory: 9526, top1_acc: 0.6929, top5_acc: 0.8833, loss_cls: 1.2447, loss: 1.2447, grad_norm: 2.8008 2020-07-24 19:19:06,027 - mmaction - INFO - Epoch [21][560/1074] lr: 3.500e-03, eta: 10:21:10, time: 1.197, data_time: 0.005, memory: 9526, top1_acc: 0.6933, top5_acc: 0.8781, loss_cls: 1.2313, loss: 1.2313, grad_norm: 2.7324 2020-07-24 19:19:29,686 - mmaction - INFO - Epoch [21][580/1074] lr: 3.500e-03, eta: 10:20:47, time: 1.186, data_time: 0.007, memory: 9526, top1_acc: 0.6938, top5_acc: 0.8835, loss_cls: 1.2042, loss: 1.2042, grad_norm: 2.7696 2020-07-24 19:19:55,183 - mmaction - INFO - Epoch [21][600/1074] lr: 3.500e-03, eta: 10:20:26, time: 1.275, data_time: 0.004, memory: 9526, top1_acc: 0.6922, top5_acc: 0.8783, loss_cls: 1.2446, loss: 1.2446, grad_norm: 2.7678 2020-07-24 19:20:17,869 - mmaction - INFO - Epoch [21][620/1074] lr: 3.500e-03, eta: 10:20:01, time: 1.131, data_time: 0.006, memory: 9526, top1_acc: 0.6815, top5_acc: 0.8799, loss_cls: 1.2197, loss: 1.2197, grad_norm: 2.7960 2020-07-24 19:20:40,154 - mmaction - INFO - Epoch [21][640/1074] lr: 3.500e-03, eta: 10:19:36, time: 1.116, data_time: 0.007, memory: 9526, top1_acc: 0.6962, top5_acc: 0.8906, loss_cls: 1.1931, loss: 1.1931, grad_norm: 2.7071 2020-07-24 19:21:03,414 - mmaction - INFO - Epoch [21][660/1074] lr: 3.500e-03, eta: 10:19:12, time: 1.164, data_time: 0.008, memory: 9526, top1_acc: 0.6833, top5_acc: 0.8806, loss_cls: 1.2382, loss: 1.2382, grad_norm: 2.7633 2020-07-24 19:21:27,458 - mmaction - INFO - Epoch [21][680/1074] lr: 3.500e-03, eta: 10:18:49, time: 1.201, data_time: 0.006, memory: 9526, top1_acc: 0.6982, top5_acc: 0.8797, loss_cls: 1.2165, loss: 1.2165, grad_norm: 2.7372 2020-07-24 19:21:50,427 - mmaction - INFO - Epoch [21][700/1074] lr: 3.500e-03, eta: 10:18:25, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.6931, top5_acc: 0.8891, loss_cls: 1.2035, loss: 1.2035, grad_norm: 2.7907 2020-07-24 19:22:14,007 - mmaction - INFO - Epoch [21][720/1074] lr: 3.500e-03, eta: 10:18:01, time: 1.184, data_time: 0.009, memory: 9526, top1_acc: 0.7087, top5_acc: 0.8931, loss_cls: 1.1728, loss: 1.1728, grad_norm: 2.7408 2020-07-24 19:22:36,583 - mmaction - INFO - Epoch [21][740/1074] lr: 3.500e-03, eta: 10:17:37, time: 1.128, data_time: 0.006, memory: 9526, top1_acc: 0.7065, top5_acc: 0.8893, loss_cls: 1.1848, loss: 1.1848, grad_norm: 2.7533 2020-07-24 19:23:01,271 - mmaction - INFO - Epoch [21][760/1074] lr: 3.500e-03, eta: 10:17:15, time: 1.235, data_time: 0.004, memory: 9526, top1_acc: 0.7033, top5_acc: 0.8850, loss_cls: 1.1927, loss: 1.1927, grad_norm: 2.7731 2020-07-24 19:23:25,072 - mmaction - INFO - Epoch [21][780/1074] lr: 3.500e-03, eta: 10:16:51, time: 1.189, data_time: 0.006, memory: 9526, top1_acc: 0.6877, top5_acc: 0.8835, loss_cls: 1.2427, loss: 1.2427, grad_norm: 2.8480 2020-07-24 19:23:49,586 - mmaction - INFO - Epoch [21][800/1074] lr: 3.500e-03, eta: 10:16:29, time: 1.227, data_time: 0.005, memory: 9526, top1_acc: 0.6987, top5_acc: 0.8779, loss_cls: 1.2155, loss: 1.2155, grad_norm: 2.7456 2020-07-24 19:24:12,514 - mmaction - INFO - Epoch [21][820/1074] lr: 3.500e-03, eta: 10:16:05, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.7025, top5_acc: 0.8850, loss_cls: 1.1905, loss: 1.1905, grad_norm: 2.7541 2020-07-24 19:24:34,798 - mmaction - INFO - Epoch [21][840/1074] lr: 3.500e-03, eta: 10:15:39, time: 1.115, data_time: 0.007, memory: 9526, top1_acc: 0.6971, top5_acc: 0.8951, loss_cls: 1.1978, loss: 1.1978, grad_norm: 2.7780 2020-07-24 19:24:58,671 - mmaction - INFO - Epoch [21][860/1074] lr: 3.500e-03, eta: 10:15:16, time: 1.191, data_time: 0.008, memory: 9526, top1_acc: 0.7036, top5_acc: 0.8875, loss_cls: 1.1917, loss: 1.1917, grad_norm: 2.7328 2020-07-24 19:25:20,859 - mmaction - INFO - Epoch [21][880/1074] lr: 3.500e-03, eta: 10:14:51, time: 1.109, data_time: 0.008, memory: 9526, top1_acc: 0.6951, top5_acc: 0.8855, loss_cls: 1.2162, loss: 1.2162, grad_norm: 2.7702 2020-07-24 19:25:45,157 - mmaction - INFO - Epoch [21][900/1074] lr: 3.500e-03, eta: 10:14:28, time: 1.214, data_time: 0.011, memory: 9526, top1_acc: 0.6984, top5_acc: 0.8871, loss_cls: 1.2047, loss: 1.2047, grad_norm: 2.7827 2020-07-24 19:26:09,474 - mmaction - INFO - Epoch [21][920/1074] lr: 3.500e-03, eta: 10:14:06, time: 1.222, data_time: 0.009, memory: 9526, top1_acc: 0.6826, top5_acc: 0.8750, loss_cls: 1.2642, loss: 1.2642, grad_norm: 2.8434 2020-07-24 19:26:31,591 - mmaction - INFO - Epoch [21][940/1074] lr: 3.500e-03, eta: 10:13:41, time: 1.104, data_time: 0.004, memory: 9526, top1_acc: 0.7007, top5_acc: 0.8866, loss_cls: 1.1785, loss: 1.1785, grad_norm: 2.7834 2020-07-24 19:26:52,787 - mmaction - INFO - Epoch [21][960/1074] lr: 3.500e-03, eta: 10:13:14, time: 1.059, data_time: 0.004, memory: 9526, top1_acc: 0.7047, top5_acc: 0.8857, loss_cls: 1.1964, loss: 1.1964, grad_norm: 2.7967 2020-07-24 19:27:16,501 - mmaction - INFO - Epoch [21][980/1074] lr: 3.500e-03, eta: 10:12:50, time: 1.187, data_time: 0.009, memory: 9526, top1_acc: 0.7092, top5_acc: 0.8913, loss_cls: 1.1447, loss: 1.1447, grad_norm: 2.7871 2020-07-24 19:27:39,593 - mmaction - INFO - Epoch [21][1000/1074] lr: 3.500e-03, eta: 10:12:26, time: 1.156, data_time: 0.004, memory: 9526, top1_acc: 0.6975, top5_acc: 0.8819, loss_cls: 1.1994, loss: 1.1994, grad_norm: 2.7759 2020-07-24 19:28:05,387 - mmaction - INFO - Epoch [21][1020/1074] lr: 3.500e-03, eta: 10:12:06, time: 1.286, data_time: 0.007, memory: 9526, top1_acc: 0.6949, top5_acc: 0.8754, loss_cls: 1.2339, loss: 1.2339, grad_norm: 2.7944 2020-07-24 19:28:27,092 - mmaction - INFO - Epoch [21][1040/1074] lr: 3.500e-03, eta: 10:11:40, time: 1.087, data_time: 0.009, memory: 9526, top1_acc: 0.6958, top5_acc: 0.8828, loss_cls: 1.2043, loss: 1.2043, grad_norm: 2.7810 2020-07-24 19:28:49,795 - mmaction - INFO - Epoch [21][1060/1074] lr: 3.500e-03, eta: 10:11:15, time: 1.134, data_time: 0.007, memory: 9526, top1_acc: 0.7114, top5_acc: 0.8884, loss_cls: 1.1621, loss: 1.1621, grad_norm: 2.7370 2020-07-24 19:29:04,858 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-07-24 19:29:39,320 - mmaction - INFO - Epoch [22][20/1074] lr: 3.500e-03, eta: 10:10:25, time: 1.626, data_time: 0.435, memory: 9526, top1_acc: 0.7094, top5_acc: 0.8882, loss_cls: 1.1682, loss: 1.1682, grad_norm: 2.7937 2020-07-24 19:30:01,316 - mmaction - INFO - Epoch [22][40/1074] lr: 3.500e-03, eta: 10:09:59, time: 1.095, data_time: 0.003, memory: 9526, top1_acc: 0.7118, top5_acc: 0.8975, loss_cls: 1.1267, loss: 1.1267, grad_norm: 2.7447 2020-07-24 19:30:25,859 - mmaction - INFO - Epoch [22][60/1074] lr: 3.500e-03, eta: 10:09:37, time: 1.226, data_time: 0.012, memory: 9526, top1_acc: 0.7071, top5_acc: 0.8935, loss_cls: 1.1493, loss: 1.1493, grad_norm: 2.7446 2020-07-24 19:30:47,866 - mmaction - INFO - Epoch [22][80/1074] lr: 3.500e-03, eta: 10:09:11, time: 1.106, data_time: 0.009, memory: 9526, top1_acc: 0.7013, top5_acc: 0.8871, loss_cls: 1.1653, loss: 1.1653, grad_norm: 2.7478 2020-07-24 19:31:10,521 - mmaction - INFO - Epoch [22][100/1074] lr: 3.500e-03, eta: 10:08:46, time: 1.131, data_time: 0.005, memory: 9526, top1_acc: 0.7025, top5_acc: 0.8866, loss_cls: 1.1740, loss: 1.1740, grad_norm: 2.8158 2020-07-24 19:31:34,581 - mmaction - INFO - Epoch [22][120/1074] lr: 3.500e-03, eta: 10:08:24, time: 1.203, data_time: 0.007, memory: 9526, top1_acc: 0.7054, top5_acc: 0.8902, loss_cls: 1.1866, loss: 1.1866, grad_norm: 2.7923 2020-07-24 19:31:58,366 - mmaction - INFO - Epoch [22][140/1074] lr: 3.500e-03, eta: 10:08:00, time: 1.188, data_time: 0.007, memory: 9526, top1_acc: 0.7051, top5_acc: 0.8779, loss_cls: 1.1927, loss: 1.1927, grad_norm: 2.7727 2020-07-24 19:32:21,077 - mmaction - INFO - Epoch [22][160/1074] lr: 3.500e-03, eta: 10:07:36, time: 1.135, data_time: 0.007, memory: 9526, top1_acc: 0.6913, top5_acc: 0.8804, loss_cls: 1.2104, loss: 1.2104, grad_norm: 2.8292 2020-07-24 19:32:45,181 - mmaction - INFO - Epoch [22][180/1074] lr: 3.500e-03, eta: 10:07:13, time: 1.207, data_time: 0.010, memory: 9526, top1_acc: 0.7018, top5_acc: 0.8886, loss_cls: 1.1588, loss: 1.1588, grad_norm: 2.7872 2020-07-24 19:33:09,589 - mmaction - INFO - Epoch [22][200/1074] lr: 3.500e-03, eta: 10:06:51, time: 1.222, data_time: 0.004, memory: 9526, top1_acc: 0.7058, top5_acc: 0.8969, loss_cls: 1.1228, loss: 1.1228, grad_norm: 2.7875 2020-07-24 19:33:32,839 - mmaction - INFO - Epoch [22][220/1074] lr: 3.500e-03, eta: 10:06:27, time: 1.159, data_time: 0.005, memory: 9526, top1_acc: 0.6980, top5_acc: 0.8801, loss_cls: 1.2023, loss: 1.2023, grad_norm: 2.8262 2020-07-24 19:33:55,589 - mmaction - INFO - Epoch [22][240/1074] lr: 3.500e-03, eta: 10:06:02, time: 1.141, data_time: 0.007, memory: 9526, top1_acc: 0.7058, top5_acc: 0.8884, loss_cls: 1.1591, loss: 1.1591, grad_norm: 2.8008 2020-07-24 19:34:17,725 - mmaction - INFO - Epoch [22][260/1074] lr: 3.500e-03, eta: 10:05:37, time: 1.104, data_time: 0.007, memory: 9526, top1_acc: 0.7143, top5_acc: 0.8938, loss_cls: 1.1361, loss: 1.1361, grad_norm: 2.7695 2020-07-24 19:34:41,711 - mmaction - INFO - Epoch [22][280/1074] lr: 3.500e-03, eta: 10:05:14, time: 1.200, data_time: 0.007, memory: 9526, top1_acc: 0.7054, top5_acc: 0.8850, loss_cls: 1.1930, loss: 1.1930, grad_norm: 2.8412 2020-07-24 19:35:06,201 - mmaction - INFO - Epoch [22][300/1074] lr: 3.500e-03, eta: 10:04:52, time: 1.227, data_time: 0.008, memory: 9526, top1_acc: 0.7067, top5_acc: 0.8875, loss_cls: 1.1630, loss: 1.1630, grad_norm: 2.7987 2020-07-24 19:35:30,597 - mmaction - INFO - Epoch [22][320/1074] lr: 3.500e-03, eta: 10:04:29, time: 1.219, data_time: 0.002, memory: 9526, top1_acc: 0.6924, top5_acc: 0.8817, loss_cls: 1.1993, loss: 1.1993, grad_norm: 2.7910 2020-07-24 19:35:52,866 - mmaction - INFO - Epoch [22][340/1074] lr: 3.500e-03, eta: 10:04:04, time: 1.113, data_time: 0.007, memory: 9526, top1_acc: 0.6991, top5_acc: 0.8846, loss_cls: 1.1832, loss: 1.1832, grad_norm: 2.8865 2020-07-24 19:36:16,993 - mmaction - INFO - Epoch [22][360/1074] lr: 3.500e-03, eta: 10:03:41, time: 1.206, data_time: 0.004, memory: 9526, top1_acc: 0.7051, top5_acc: 0.8884, loss_cls: 1.1670, loss: 1.1670, grad_norm: 2.8397 2020-07-24 19:36:38,734 - mmaction - INFO - Epoch [22][380/1074] lr: 3.500e-03, eta: 10:03:15, time: 1.088, data_time: 0.008, memory: 9526, top1_acc: 0.7098, top5_acc: 0.8857, loss_cls: 1.1744, loss: 1.1744, grad_norm: 2.7975 2020-07-24 19:37:02,808 - mmaction - INFO - Epoch [22][400/1074] lr: 3.500e-03, eta: 10:02:53, time: 1.203, data_time: 0.003, memory: 9526, top1_acc: 0.7123, top5_acc: 0.8882, loss_cls: 1.1494, loss: 1.1494, grad_norm: 2.7683 2020-07-24 19:37:27,517 - mmaction - INFO - Epoch [22][420/1074] lr: 3.500e-03, eta: 10:02:31, time: 1.235, data_time: 0.006, memory: 9526, top1_acc: 0.7058, top5_acc: 0.8895, loss_cls: 1.1689, loss: 1.1689, grad_norm: 2.8016 2020-07-24 19:37:51,179 - mmaction - INFO - Epoch [22][440/1074] lr: 3.500e-03, eta: 10:02:07, time: 1.183, data_time: 0.005, memory: 9526, top1_acc: 0.7040, top5_acc: 0.8886, loss_cls: 1.1593, loss: 1.1593, grad_norm: 2.8034 2020-07-24 19:38:15,201 - mmaction - INFO - Epoch [22][460/1074] lr: 3.500e-03, eta: 10:01:44, time: 1.202, data_time: 0.008, memory: 9526, top1_acc: 0.6946, top5_acc: 0.8902, loss_cls: 1.1951, loss: 1.1951, grad_norm: 2.8025 2020-07-24 19:38:36,756 - mmaction - INFO - Epoch [22][480/1074] lr: 3.500e-03, eta: 10:01:18, time: 1.073, data_time: 0.005, memory: 9526, top1_acc: 0.7116, top5_acc: 0.8862, loss_cls: 1.1585, loss: 1.1585, grad_norm: 2.7908 2020-07-24 19:38:59,204 - mmaction - INFO - Epoch [22][500/1074] lr: 3.500e-03, eta: 10:00:53, time: 1.127, data_time: 0.009, memory: 9526, top1_acc: 0.6911, top5_acc: 0.8770, loss_cls: 1.2161, loss: 1.2161, grad_norm: 2.9092 2020-07-24 19:39:22,960 - mmaction - INFO - Epoch [22][520/1074] lr: 3.500e-03, eta: 10:00:30, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.7071, top5_acc: 0.8882, loss_cls: 1.1573, loss: 1.1573, grad_norm: 2.8033 2020-07-24 19:39:45,566 - mmaction - INFO - Epoch [22][540/1074] lr: 3.500e-03, eta: 10:00:05, time: 1.131, data_time: 0.009, memory: 9526, top1_acc: 0.6984, top5_acc: 0.8873, loss_cls: 1.1957, loss: 1.1957, grad_norm: 2.8684 2020-07-24 19:40:08,172 - mmaction - INFO - Epoch [22][560/1074] lr: 3.500e-03, eta: 9:59:41, time: 1.131, data_time: 0.008, memory: 9526, top1_acc: 0.7047, top5_acc: 0.8864, loss_cls: 1.1766, loss: 1.1766, grad_norm: 2.8578 2020-07-24 19:40:31,946 - mmaction - INFO - Epoch [22][580/1074] lr: 3.500e-03, eta: 9:59:17, time: 1.189, data_time: 0.004, memory: 9526, top1_acc: 0.7219, top5_acc: 0.8940, loss_cls: 1.1079, loss: 1.1079, grad_norm: 2.8110 2020-07-24 19:40:53,615 - mmaction - INFO - Epoch [22][600/1074] lr: 3.500e-03, eta: 9:58:51, time: 1.082, data_time: 0.007, memory: 9526, top1_acc: 0.7129, top5_acc: 0.8884, loss_cls: 1.1515, loss: 1.1515, grad_norm: 2.7719 2020-07-24 19:41:17,675 - mmaction - INFO - Epoch [22][620/1074] lr: 3.500e-03, eta: 9:58:29, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.6971, top5_acc: 0.8850, loss_cls: 1.1909, loss: 1.1909, grad_norm: 2.8457 2020-07-24 19:41:41,633 - mmaction - INFO - Epoch [22][640/1074] lr: 3.500e-03, eta: 9:58:06, time: 1.199, data_time: 0.008, memory: 9526, top1_acc: 0.7027, top5_acc: 0.8862, loss_cls: 1.1711, loss: 1.1711, grad_norm: 2.8660 2020-07-24 19:42:03,565 - mmaction - INFO - Epoch [22][660/1074] lr: 3.500e-03, eta: 9:57:40, time: 1.095, data_time: 0.004, memory: 9526, top1_acc: 0.7109, top5_acc: 0.8915, loss_cls: 1.1668, loss: 1.1668, grad_norm: 2.8584 2020-07-24 19:42:27,548 - mmaction - INFO - Epoch [22][680/1074] lr: 3.500e-03, eta: 9:57:17, time: 1.200, data_time: 0.004, memory: 9526, top1_acc: 0.7004, top5_acc: 0.8757, loss_cls: 1.2106, loss: 1.2106, grad_norm: 2.8438 2020-07-24 19:42:50,039 - mmaction - INFO - Epoch [22][700/1074] lr: 3.500e-03, eta: 9:56:52, time: 1.124, data_time: 0.005, memory: 9526, top1_acc: 0.7154, top5_acc: 0.8938, loss_cls: 1.1247, loss: 1.1247, grad_norm: 2.7623 2020-07-24 19:43:13,993 - mmaction - INFO - Epoch [22][720/1074] lr: 3.500e-03, eta: 9:56:29, time: 1.198, data_time: 0.006, memory: 9526, top1_acc: 0.7107, top5_acc: 0.8900, loss_cls: 1.1432, loss: 1.1432, grad_norm: 2.8156 2020-07-24 19:43:38,132 - mmaction - INFO - Epoch [22][740/1074] lr: 3.500e-03, eta: 9:56:06, time: 1.205, data_time: 0.005, memory: 9526, top1_acc: 0.6900, top5_acc: 0.8826, loss_cls: 1.1981, loss: 1.1981, grad_norm: 2.9014 2020-07-24 19:44:00,930 - mmaction - INFO - Epoch [22][760/1074] lr: 3.500e-03, eta: 9:55:42, time: 1.138, data_time: 0.008, memory: 9526, top1_acc: 0.7083, top5_acc: 0.8888, loss_cls: 1.1541, loss: 1.1541, grad_norm: 2.8548 2020-07-24 19:44:24,719 - mmaction - INFO - Epoch [22][780/1074] lr: 3.500e-03, eta: 9:55:19, time: 1.194, data_time: 0.008, memory: 9526, top1_acc: 0.7036, top5_acc: 0.8908, loss_cls: 1.1556, loss: 1.1556, grad_norm: 2.8243 2020-07-24 19:44:47,165 - mmaction - INFO - Epoch [22][800/1074] lr: 3.500e-03, eta: 9:54:54, time: 1.120, data_time: 0.007, memory: 9526, top1_acc: 0.7013, top5_acc: 0.8817, loss_cls: 1.1868, loss: 1.1868, grad_norm: 2.8754 2020-07-24 19:45:08,696 - mmaction - INFO - Epoch [22][820/1074] lr: 3.500e-03, eta: 9:54:28, time: 1.078, data_time: 0.007, memory: 9526, top1_acc: 0.7094, top5_acc: 0.8900, loss_cls: 1.1691, loss: 1.1691, grad_norm: 2.8222 2020-07-24 19:45:32,505 - mmaction - INFO - Epoch [22][840/1074] lr: 3.500e-03, eta: 9:54:05, time: 1.191, data_time: 0.005, memory: 9526, top1_acc: 0.6967, top5_acc: 0.8797, loss_cls: 1.2120, loss: 1.2120, grad_norm: 2.8808 2020-07-24 19:45:54,627 - mmaction - INFO - Epoch [22][860/1074] lr: 3.500e-03, eta: 9:53:39, time: 1.103, data_time: 0.007, memory: 9526, top1_acc: 0.7165, top5_acc: 0.8924, loss_cls: 1.1333, loss: 1.1333, grad_norm: 2.8188 2020-07-24 19:46:18,784 - mmaction - INFO - Epoch [22][880/1074] lr: 3.500e-03, eta: 9:53:17, time: 1.213, data_time: 0.009, memory: 9526, top1_acc: 0.7112, top5_acc: 0.8955, loss_cls: 1.1433, loss: 1.1433, grad_norm: 2.8576 2020-07-24 19:46:40,672 - mmaction - INFO - Epoch [22][900/1074] lr: 3.500e-03, eta: 9:52:51, time: 1.090, data_time: 0.005, memory: 9526, top1_acc: 0.7127, top5_acc: 0.8940, loss_cls: 1.1210, loss: 1.1210, grad_norm: 2.8664 2020-07-24 19:47:02,457 - mmaction - INFO - Epoch [22][920/1074] lr: 3.500e-03, eta: 9:52:25, time: 1.093, data_time: 0.008, memory: 9526, top1_acc: 0.6996, top5_acc: 0.8804, loss_cls: 1.1743, loss: 1.1743, grad_norm: 2.8460 2020-07-24 19:47:25,915 - mmaction - INFO - Epoch [22][940/1074] lr: 3.500e-03, eta: 9:52:01, time: 1.168, data_time: 0.008, memory: 9526, top1_acc: 0.7045, top5_acc: 0.8904, loss_cls: 1.1635, loss: 1.1635, grad_norm: 2.9016 2020-07-24 19:47:49,308 - mmaction - INFO - Epoch [22][960/1074] lr: 3.500e-03, eta: 9:51:38, time: 1.174, data_time: 0.010, memory: 9526, top1_acc: 0.7100, top5_acc: 0.8862, loss_cls: 1.1456, loss: 1.1456, grad_norm: 2.8264 2020-07-24 19:48:11,726 - mmaction - INFO - Epoch [22][980/1074] lr: 3.500e-03, eta: 9:51:13, time: 1.120, data_time: 0.005, memory: 9526, top1_acc: 0.6980, top5_acc: 0.8906, loss_cls: 1.1653, loss: 1.1653, grad_norm: 2.9142 2020-07-24 19:48:33,946 - mmaction - INFO - Epoch [22][1000/1074] lr: 3.500e-03, eta: 9:50:48, time: 1.110, data_time: 0.003, memory: 9526, top1_acc: 0.7022, top5_acc: 0.8864, loss_cls: 1.1876, loss: 1.1876, grad_norm: 2.9044 2020-07-24 19:48:57,700 - mmaction - INFO - Epoch [22][1020/1074] lr: 3.500e-03, eta: 9:50:25, time: 1.188, data_time: 0.008, memory: 9526, top1_acc: 0.7170, top5_acc: 0.8975, loss_cls: 1.1450, loss: 1.1450, grad_norm: 2.8642 2020-07-24 19:49:21,894 - mmaction - INFO - Epoch [22][1040/1074] lr: 3.500e-03, eta: 9:50:02, time: 1.211, data_time: 0.004, memory: 9526, top1_acc: 0.7129, top5_acc: 0.8913, loss_cls: 1.1641, loss: 1.1641, grad_norm: 2.8272 2020-07-24 19:49:43,458 - mmaction - INFO - Epoch [22][1060/1074] lr: 3.500e-03, eta: 9:49:36, time: 1.073, data_time: 0.005, memory: 9526, top1_acc: 0.7196, top5_acc: 0.8964, loss_cls: 1.0890, loss: 1.0890, grad_norm: 2.7627 2020-07-24 19:49:59,825 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-07-24 19:50:33,514 - mmaction - INFO - Epoch [23][20/1074] lr: 3.500e-03, eta: 9:48:45, time: 1.565, data_time: 0.402, memory: 9526, top1_acc: 0.7125, top5_acc: 0.8908, loss_cls: 1.1302, loss: 1.1302, grad_norm: 2.8234 2020-07-24 19:50:55,827 - mmaction - INFO - Epoch [23][40/1074] lr: 3.500e-03, eta: 9:48:20, time: 1.120, data_time: 0.008, memory: 9526, top1_acc: 0.7145, top5_acc: 0.8929, loss_cls: 1.1314, loss: 1.1314, grad_norm: 2.8269 2020-07-24 19:51:17,079 - mmaction - INFO - Epoch [23][60/1074] lr: 3.500e-03, eta: 9:47:54, time: 1.064, data_time: 0.003, memory: 9526, top1_acc: 0.7031, top5_acc: 0.8871, loss_cls: 1.1554, loss: 1.1554, grad_norm: 2.8922 2020-07-24 19:51:39,189 - mmaction - INFO - Epoch [23][80/1074] lr: 3.500e-03, eta: 9:47:28, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.7170, top5_acc: 0.8920, loss_cls: 1.1207, loss: 1.1207, grad_norm: 2.8099 2020-07-24 19:52:02,426 - mmaction - INFO - Epoch [23][100/1074] lr: 3.500e-03, eta: 9:47:04, time: 1.162, data_time: 0.004, memory: 9526, top1_acc: 0.7199, top5_acc: 0.8960, loss_cls: 1.0999, loss: 1.0999, grad_norm: 2.8719 2020-07-24 19:52:26,523 - mmaction - INFO - Epoch [23][120/1074] lr: 3.500e-03, eta: 9:46:42, time: 1.206, data_time: 0.004, memory: 9526, top1_acc: 0.7038, top5_acc: 0.8953, loss_cls: 1.1442, loss: 1.1442, grad_norm: 2.8747 2020-07-24 19:52:50,328 - mmaction - INFO - Epoch [23][140/1074] lr: 3.500e-03, eta: 9:46:18, time: 1.188, data_time: 0.005, memory: 9526, top1_acc: 0.7147, top5_acc: 0.8915, loss_cls: 1.1256, loss: 1.1256, grad_norm: 2.8167 2020-07-24 19:53:13,366 - mmaction - INFO - Epoch [23][160/1074] lr: 3.500e-03, eta: 9:45:54, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.7145, top5_acc: 0.8949, loss_cls: 1.1184, loss: 1.1184, grad_norm: 2.8937 2020-07-24 19:53:37,442 - mmaction - INFO - Epoch [23][180/1074] lr: 3.500e-03, eta: 9:45:32, time: 1.204, data_time: 0.005, memory: 9526, top1_acc: 0.7076, top5_acc: 0.8967, loss_cls: 1.1184, loss: 1.1184, grad_norm: 2.8786 2020-07-24 19:53:59,932 - mmaction - INFO - Epoch [23][200/1074] lr: 3.500e-03, eta: 9:45:07, time: 1.123, data_time: 0.004, memory: 9526, top1_acc: 0.7176, top5_acc: 0.9009, loss_cls: 1.1077, loss: 1.1077, grad_norm: 2.8535 2020-07-24 19:54:22,572 - mmaction - INFO - Epoch [23][220/1074] lr: 3.500e-03, eta: 9:44:42, time: 1.131, data_time: 0.007, memory: 9526, top1_acc: 0.7018, top5_acc: 0.8904, loss_cls: 1.1633, loss: 1.1633, grad_norm: 2.9214 2020-07-24 19:54:45,598 - mmaction - INFO - Epoch [23][240/1074] lr: 3.500e-03, eta: 9:44:18, time: 1.154, data_time: 0.008, memory: 9526, top1_acc: 0.7087, top5_acc: 0.8913, loss_cls: 1.1583, loss: 1.1583, grad_norm: 2.8478 2020-07-24 19:55:09,128 - mmaction - INFO - Epoch [23][260/1074] lr: 3.500e-03, eta: 9:43:55, time: 1.176, data_time: 0.007, memory: 9526, top1_acc: 0.6982, top5_acc: 0.8857, loss_cls: 1.1870, loss: 1.1870, grad_norm: 2.9483 2020-07-24 19:55:30,867 - mmaction - INFO - Epoch [23][280/1074] lr: 3.500e-03, eta: 9:43:29, time: 1.087, data_time: 0.003, memory: 9526, top1_acc: 0.7196, top5_acc: 0.8935, loss_cls: 1.1216, loss: 1.1216, grad_norm: 2.8860 2020-07-24 19:55:53,869 - mmaction - INFO - Epoch [23][300/1074] lr: 3.500e-03, eta: 9:43:05, time: 1.146, data_time: 0.007, memory: 9526, top1_acc: 0.7214, top5_acc: 0.8980, loss_cls: 1.0891, loss: 1.0891, grad_norm: 2.8365 2020-07-24 19:56:16,598 - mmaction - INFO - Epoch [23][320/1074] lr: 3.500e-03, eta: 9:42:40, time: 1.139, data_time: 0.009, memory: 9526, top1_acc: 0.7092, top5_acc: 0.8922, loss_cls: 1.1433, loss: 1.1433, grad_norm: 2.8731 2020-07-24 19:56:38,670 - mmaction - INFO - Epoch [23][340/1074] lr: 3.500e-03, eta: 9:42:15, time: 1.101, data_time: 0.007, memory: 9526, top1_acc: 0.7143, top5_acc: 0.8920, loss_cls: 1.1405, loss: 1.1405, grad_norm: 2.8704 2020-07-24 19:57:01,236 - mmaction - INFO - Epoch [23][360/1074] lr: 3.500e-03, eta: 9:41:50, time: 1.130, data_time: 0.009, memory: 9526, top1_acc: 0.6996, top5_acc: 0.8895, loss_cls: 1.1458, loss: 1.1458, grad_norm: 2.8871 2020-07-24 19:57:24,517 - mmaction - INFO - Epoch [23][380/1074] lr: 3.500e-03, eta: 9:41:27, time: 1.167, data_time: 0.009, memory: 9526, top1_acc: 0.7261, top5_acc: 0.8964, loss_cls: 1.1036, loss: 1.1036, grad_norm: 2.8052 2020-07-24 19:57:48,241 - mmaction - INFO - Epoch [23][400/1074] lr: 3.500e-03, eta: 9:41:03, time: 1.184, data_time: 0.004, memory: 9526, top1_acc: 0.7161, top5_acc: 0.8926, loss_cls: 1.1251, loss: 1.1251, grad_norm: 2.8274 2020-07-24 19:58:12,734 - mmaction - INFO - Epoch [23][420/1074] lr: 3.500e-03, eta: 9:40:41, time: 1.226, data_time: 0.004, memory: 9526, top1_acc: 0.7002, top5_acc: 0.8922, loss_cls: 1.1609, loss: 1.1609, grad_norm: 2.9124 2020-07-24 19:58:34,629 - mmaction - INFO - Epoch [23][440/1074] lr: 3.500e-03, eta: 9:40:16, time: 1.093, data_time: 0.005, memory: 9526, top1_acc: 0.7125, top5_acc: 0.8929, loss_cls: 1.1449, loss: 1.1449, grad_norm: 2.8971 2020-07-24 19:58:59,406 - mmaction - INFO - Epoch [23][460/1074] lr: 3.500e-03, eta: 9:39:54, time: 1.238, data_time: 0.004, memory: 9526, top1_acc: 0.7188, top5_acc: 0.8917, loss_cls: 1.1067, loss: 1.1067, grad_norm: 2.8322 2020-07-24 19:59:22,205 - mmaction - INFO - Epoch [23][480/1074] lr: 3.500e-03, eta: 9:39:29, time: 1.141, data_time: 0.007, memory: 9526, top1_acc: 0.7219, top5_acc: 0.9004, loss_cls: 1.0892, loss: 1.0892, grad_norm: 2.8701 2020-07-24 19:59:45,789 - mmaction - INFO - Epoch [23][500/1074] lr: 3.500e-03, eta: 9:39:06, time: 1.176, data_time: 0.004, memory: 9526, top1_acc: 0.7038, top5_acc: 0.8940, loss_cls: 1.1296, loss: 1.1296, grad_norm: 2.8828 2020-07-24 20:00:14,449 - mmaction - INFO - Epoch [23][520/1074] lr: 3.500e-03, eta: 9:38:49, time: 1.427, data_time: 0.009, memory: 9526, top1_acc: 0.7054, top5_acc: 0.8911, loss_cls: 1.1614, loss: 1.1614, grad_norm: 2.9652 2020-07-24 20:00:36,140 - mmaction - INFO - Epoch [23][540/1074] lr: 3.500e-03, eta: 9:38:23, time: 1.093, data_time: 0.017, memory: 9526, top1_acc: 0.7225, top5_acc: 0.8929, loss_cls: 1.1169, loss: 1.1169, grad_norm: 2.8830 2020-07-24 20:00:59,723 - mmaction - INFO - Epoch [23][560/1074] lr: 3.500e-03, eta: 9:38:00, time: 1.180, data_time: 0.008, memory: 9526, top1_acc: 0.7143, top5_acc: 0.8993, loss_cls: 1.1194, loss: 1.1194, grad_norm: 2.8929 2020-07-24 20:01:21,502 - mmaction - INFO - Epoch [23][580/1074] lr: 3.500e-03, eta: 9:37:34, time: 1.087, data_time: 0.004, memory: 9526, top1_acc: 0.7179, top5_acc: 0.8933, loss_cls: 1.1019, loss: 1.1019, grad_norm: 2.8939 2020-07-24 20:01:44,695 - mmaction - INFO - Epoch [23][600/1074] lr: 3.500e-03, eta: 9:37:10, time: 1.161, data_time: 0.009, memory: 9526, top1_acc: 0.7179, top5_acc: 0.9025, loss_cls: 1.1044, loss: 1.1044, grad_norm: 2.9020 2020-07-24 20:02:06,499 - mmaction - INFO - Epoch [23][620/1074] lr: 3.500e-03, eta: 9:36:45, time: 1.089, data_time: 0.004, memory: 9526, top1_acc: 0.7080, top5_acc: 0.8964, loss_cls: 1.1257, loss: 1.1257, grad_norm: 2.9034 2020-07-24 20:02:29,661 - mmaction - INFO - Epoch [23][640/1074] lr: 3.500e-03, eta: 9:36:21, time: 1.159, data_time: 0.006, memory: 9526, top1_acc: 0.7089, top5_acc: 0.8853, loss_cls: 1.1649, loss: 1.1649, grad_norm: 2.9038 2020-07-24 20:02:51,394 - mmaction - INFO - Epoch [23][660/1074] lr: 3.500e-03, eta: 9:35:55, time: 1.084, data_time: 0.008, memory: 9526, top1_acc: 0.7167, top5_acc: 0.8926, loss_cls: 1.1237, loss: 1.1237, grad_norm: 2.8877 2020-07-24 20:03:14,514 - mmaction - INFO - Epoch [23][680/1074] lr: 3.500e-03, eta: 9:35:31, time: 1.159, data_time: 0.008, memory: 9526, top1_acc: 0.7219, top5_acc: 0.8942, loss_cls: 1.1039, loss: 1.1039, grad_norm: 2.8648 2020-07-24 20:03:37,179 - mmaction - INFO - Epoch [23][700/1074] lr: 3.500e-03, eta: 9:35:07, time: 1.132, data_time: 0.006, memory: 9526, top1_acc: 0.7165, top5_acc: 0.8917, loss_cls: 1.1332, loss: 1.1332, grad_norm: 2.8646 2020-07-24 20:03:58,892 - mmaction - INFO - Epoch [23][720/1074] lr: 3.500e-03, eta: 9:34:41, time: 1.083, data_time: 0.008, memory: 9526, top1_acc: 0.7118, top5_acc: 0.9016, loss_cls: 1.1180, loss: 1.1180, grad_norm: 2.9144 2020-07-24 20:04:22,183 - mmaction - INFO - Epoch [23][740/1074] lr: 3.500e-03, eta: 9:34:17, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.7042, top5_acc: 0.8920, loss_cls: 1.1584, loss: 1.1584, grad_norm: 2.8759 2020-07-24 20:04:45,270 - mmaction - INFO - Epoch [23][760/1074] lr: 3.500e-03, eta: 9:33:53, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.7190, top5_acc: 0.8935, loss_cls: 1.1229, loss: 1.1229, grad_norm: 2.8898 2020-07-24 20:05:08,168 - mmaction - INFO - Epoch [23][780/1074] lr: 3.500e-03, eta: 9:33:29, time: 1.145, data_time: 0.006, memory: 9526, top1_acc: 0.7241, top5_acc: 0.8938, loss_cls: 1.0961, loss: 1.0961, grad_norm: 2.8234 2020-07-24 20:05:30,466 - mmaction - INFO - Epoch [23][800/1074] lr: 3.500e-03, eta: 9:33:04, time: 1.115, data_time: 0.004, memory: 9526, top1_acc: 0.7190, top5_acc: 0.8955, loss_cls: 1.1351, loss: 1.1351, grad_norm: 2.8458 2020-07-24 20:05:53,604 - mmaction - INFO - Epoch [23][820/1074] lr: 3.500e-03, eta: 9:32:40, time: 1.156, data_time: 0.007, memory: 9526, top1_acc: 0.7201, top5_acc: 0.8989, loss_cls: 1.0869, loss: 1.0869, grad_norm: 2.7931 2020-07-24 20:06:17,135 - mmaction - INFO - Epoch [23][840/1074] lr: 3.500e-03, eta: 9:32:17, time: 1.180, data_time: 0.007, memory: 9526, top1_acc: 0.7141, top5_acc: 0.8944, loss_cls: 1.1119, loss: 1.1119, grad_norm: 2.8287 2020-07-24 20:06:41,275 - mmaction - INFO - Epoch [23][860/1074] lr: 3.500e-03, eta: 9:31:54, time: 1.206, data_time: 0.005, memory: 9526, top1_acc: 0.7065, top5_acc: 0.8955, loss_cls: 1.1492, loss: 1.1492, grad_norm: 2.8976 2020-07-24 20:07:02,933 - mmaction - INFO - Epoch [23][880/1074] lr: 3.500e-03, eta: 9:31:28, time: 1.082, data_time: 0.003, memory: 9526, top1_acc: 0.7018, top5_acc: 0.8873, loss_cls: 1.1747, loss: 1.1747, grad_norm: 2.9413 2020-07-24 20:07:25,767 - mmaction - INFO - Epoch [23][900/1074] lr: 3.500e-03, eta: 9:31:04, time: 1.137, data_time: 0.007, memory: 9526, top1_acc: 0.7246, top5_acc: 0.8931, loss_cls: 1.1161, loss: 1.1161, grad_norm: 2.8524 2020-07-24 20:07:48,907 - mmaction - INFO - Epoch [23][920/1074] lr: 3.500e-03, eta: 9:30:40, time: 1.162, data_time: 0.009, memory: 9526, top1_acc: 0.7194, top5_acc: 0.8864, loss_cls: 1.1284, loss: 1.1284, grad_norm: 2.8781 2020-07-24 20:08:10,800 - mmaction - INFO - Epoch [23][940/1074] lr: 3.500e-03, eta: 9:30:15, time: 1.095, data_time: 0.007, memory: 9526, top1_acc: 0.7225, top5_acc: 0.9004, loss_cls: 1.0964, loss: 1.0964, grad_norm: 2.8598 2020-07-24 20:08:34,737 - mmaction - INFO - Epoch [23][960/1074] lr: 3.500e-03, eta: 9:29:52, time: 1.196, data_time: 0.004, memory: 9526, top1_acc: 0.7208, top5_acc: 0.8946, loss_cls: 1.1240, loss: 1.1240, grad_norm: 2.8846 2020-07-24 20:08:58,410 - mmaction - INFO - Epoch [23][980/1074] lr: 3.500e-03, eta: 9:29:29, time: 1.186, data_time: 0.008, memory: 9526, top1_acc: 0.7188, top5_acc: 0.9002, loss_cls: 1.0831, loss: 1.0831, grad_norm: 2.8498 2020-07-24 20:09:20,472 - mmaction - INFO - Epoch [23][1000/1074] lr: 3.500e-03, eta: 9:29:03, time: 1.103, data_time: 0.004, memory: 9526, top1_acc: 0.7092, top5_acc: 0.8969, loss_cls: 1.1279, loss: 1.1279, grad_norm: 2.9881 2020-07-24 20:09:43,460 - mmaction - INFO - Epoch [23][1020/1074] lr: 3.500e-03, eta: 9:28:39, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7145, top5_acc: 0.8951, loss_cls: 1.1092, loss: 1.1092, grad_norm: 2.8811 2020-07-24 20:10:07,354 - mmaction - INFO - Epoch [23][1040/1074] lr: 3.500e-03, eta: 9:28:16, time: 1.197, data_time: 0.004, memory: 9526, top1_acc: 0.7188, top5_acc: 0.8942, loss_cls: 1.1095, loss: 1.1095, grad_norm: 2.9132 2020-07-24 20:10:29,142 - mmaction - INFO - Epoch [23][1060/1074] lr: 3.500e-03, eta: 9:27:51, time: 1.087, data_time: 0.002, memory: 9526, top1_acc: 0.7210, top5_acc: 0.8913, loss_cls: 1.1290, loss: 1.1290, grad_norm: 2.9036 2020-07-24 20:10:45,368 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-07-24 20:11:23,220 - mmaction - INFO - Epoch [24][20/1074] lr: 3.500e-03, eta: 9:27:06, time: 1.797, data_time: 0.660, memory: 9526, top1_acc: 0.7326, top5_acc: 0.8989, loss_cls: 1.0825, loss: 1.0825, grad_norm: 2.8334 2020-07-24 20:11:45,858 - mmaction - INFO - Epoch [24][40/1074] lr: 3.500e-03, eta: 9:26:42, time: 1.138, data_time: 0.009, memory: 9526, top1_acc: 0.7208, top5_acc: 0.8969, loss_cls: 1.0922, loss: 1.0922, grad_norm: 2.9024 2020-07-24 20:12:08,483 - mmaction - INFO - Epoch [24][60/1074] lr: 3.500e-03, eta: 9:26:17, time: 1.127, data_time: 0.007, memory: 9526, top1_acc: 0.7174, top5_acc: 0.8980, loss_cls: 1.1070, loss: 1.1070, grad_norm: 2.9309 2020-07-24 20:12:31,473 - mmaction - INFO - Epoch [24][80/1074] lr: 3.500e-03, eta: 9:25:53, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.7165, top5_acc: 0.8973, loss_cls: 1.1014, loss: 1.1014, grad_norm: 2.9187 2020-07-24 20:12:54,495 - mmaction - INFO - Epoch [24][100/1074] lr: 3.500e-03, eta: 9:25:29, time: 1.148, data_time: 0.005, memory: 9526, top1_acc: 0.7085, top5_acc: 0.8913, loss_cls: 1.1397, loss: 1.1397, grad_norm: 2.9768 2020-07-24 20:13:17,151 - mmaction - INFO - Epoch [24][120/1074] lr: 3.500e-03, eta: 9:25:05, time: 1.134, data_time: 0.007, memory: 9526, top1_acc: 0.7163, top5_acc: 0.8955, loss_cls: 1.1113, loss: 1.1113, grad_norm: 2.8856 2020-07-24 20:13:41,722 - mmaction - INFO - Epoch [24][140/1074] lr: 3.500e-03, eta: 9:24:43, time: 1.227, data_time: 0.008, memory: 9526, top1_acc: 0.7192, top5_acc: 0.8904, loss_cls: 1.1311, loss: 1.1311, grad_norm: 2.8912 2020-07-24 20:14:04,021 - mmaction - INFO - Epoch [24][160/1074] lr: 3.500e-03, eta: 9:24:18, time: 1.116, data_time: 0.008, memory: 9526, top1_acc: 0.7288, top5_acc: 0.9056, loss_cls: 1.0482, loss: 1.0482, grad_norm: 2.8118 2020-07-24 20:14:27,063 - mmaction - INFO - Epoch [24][180/1074] lr: 3.500e-03, eta: 9:23:54, time: 1.154, data_time: 0.008, memory: 9526, top1_acc: 0.7172, top5_acc: 0.9027, loss_cls: 1.0787, loss: 1.0787, grad_norm: 2.8525 2020-07-24 20:14:49,143 - mmaction - INFO - Epoch [24][200/1074] lr: 3.500e-03, eta: 9:23:29, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.7239, top5_acc: 0.9018, loss_cls: 1.0746, loss: 1.0746, grad_norm: 2.8962 2020-07-24 20:15:13,000 - mmaction - INFO - Epoch [24][220/1074] lr: 3.500e-03, eta: 9:23:06, time: 1.189, data_time: 0.006, memory: 9526, top1_acc: 0.7154, top5_acc: 0.8895, loss_cls: 1.1273, loss: 1.1273, grad_norm: 2.9513 2020-07-24 20:15:35,963 - mmaction - INFO - Epoch [24][240/1074] lr: 3.500e-03, eta: 9:22:41, time: 1.151, data_time: 0.008, memory: 9526, top1_acc: 0.7230, top5_acc: 0.8960, loss_cls: 1.1094, loss: 1.1094, grad_norm: 2.8879 2020-07-24 20:15:57,373 - mmaction - INFO - Epoch [24][260/1074] lr: 3.500e-03, eta: 9:22:16, time: 1.067, data_time: 0.008, memory: 9526, top1_acc: 0.7185, top5_acc: 0.8935, loss_cls: 1.1131, loss: 1.1131, grad_norm: 2.8781 2020-07-24 20:16:22,277 - mmaction - INFO - Epoch [24][280/1074] lr: 3.500e-03, eta: 9:21:54, time: 1.251, data_time: 0.009, memory: 9526, top1_acc: 0.7176, top5_acc: 0.8933, loss_cls: 1.1330, loss: 1.1330, grad_norm: 2.9459 2020-07-24 20:16:45,232 - mmaction - INFO - Epoch [24][300/1074] lr: 3.500e-03, eta: 9:21:30, time: 1.143, data_time: 0.004, memory: 9526, top1_acc: 0.7069, top5_acc: 0.8989, loss_cls: 1.1034, loss: 1.1034, grad_norm: 2.8840 2020-07-24 20:17:07,374 - mmaction - INFO - Epoch [24][320/1074] lr: 3.500e-03, eta: 9:21:05, time: 1.112, data_time: 0.010, memory: 9526, top1_acc: 0.7241, top5_acc: 0.8973, loss_cls: 1.0953, loss: 1.0953, grad_norm: 2.8713 2020-07-24 20:17:29,093 - mmaction - INFO - Epoch [24][340/1074] lr: 3.500e-03, eta: 9:20:39, time: 1.085, data_time: 0.007, memory: 9526, top1_acc: 0.7109, top5_acc: 0.8893, loss_cls: 1.1480, loss: 1.1480, grad_norm: 2.9961 2020-07-24 20:17:52,089 - mmaction - INFO - Epoch [24][360/1074] lr: 3.500e-03, eta: 9:20:15, time: 1.148, data_time: 0.003, memory: 9526, top1_acc: 0.7330, top5_acc: 0.9058, loss_cls: 1.0456, loss: 1.0456, grad_norm: 2.8691 2020-07-24 20:18:14,149 - mmaction - INFO - Epoch [24][380/1074] lr: 3.500e-03, eta: 9:19:50, time: 1.102, data_time: 0.009, memory: 9526, top1_acc: 0.7078, top5_acc: 0.8924, loss_cls: 1.1539, loss: 1.1539, grad_norm: 2.9194 2020-07-24 20:18:36,054 - mmaction - INFO - Epoch [24][400/1074] lr: 3.500e-03, eta: 9:19:25, time: 1.098, data_time: 0.008, memory: 9526, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1057, loss: 1.1057, grad_norm: 2.8842 2020-07-24 20:18:59,078 - mmaction - INFO - Epoch [24][420/1074] lr: 3.500e-03, eta: 9:19:01, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.7259, top5_acc: 0.8955, loss_cls: 1.1013, loss: 1.1013, grad_norm: 2.8608 2020-07-24 20:19:21,941 - mmaction - INFO - Epoch [24][440/1074] lr: 3.500e-03, eta: 9:18:37, time: 1.142, data_time: 0.004, memory: 9526, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1391, loss: 1.1391, grad_norm: 2.9484 2020-07-24 20:19:44,663 - mmaction - INFO - Epoch [24][460/1074] lr: 3.500e-03, eta: 9:18:12, time: 1.136, data_time: 0.008, memory: 9526, top1_acc: 0.7210, top5_acc: 0.9036, loss_cls: 1.0749, loss: 1.0749, grad_norm: 2.8842 2020-07-24 20:20:07,180 - mmaction - INFO - Epoch [24][480/1074] lr: 3.500e-03, eta: 9:17:48, time: 1.126, data_time: 0.008, memory: 9526, top1_acc: 0.7217, top5_acc: 0.8953, loss_cls: 1.0982, loss: 1.0982, grad_norm: 2.8765 2020-07-24 20:20:29,966 - mmaction - INFO - Epoch [24][500/1074] lr: 3.500e-03, eta: 9:17:24, time: 1.140, data_time: 0.004, memory: 9526, top1_acc: 0.7114, top5_acc: 0.8888, loss_cls: 1.1384, loss: 1.1384, grad_norm: 2.9436 2020-07-24 20:20:53,106 - mmaction - INFO - Epoch [24][520/1074] lr: 3.500e-03, eta: 9:17:00, time: 1.156, data_time: 0.006, memory: 9526, top1_acc: 0.7192, top5_acc: 0.8975, loss_cls: 1.0986, loss: 1.0986, grad_norm: 2.8780 2020-07-24 20:21:15,640 - mmaction - INFO - Epoch [24][540/1074] lr: 3.500e-03, eta: 9:16:35, time: 1.125, data_time: 0.005, memory: 9526, top1_acc: 0.7225, top5_acc: 0.8993, loss_cls: 1.0983, loss: 1.0983, grad_norm: 2.9081 2020-07-24 20:21:39,144 - mmaction - INFO - Epoch [24][560/1074] lr: 3.500e-03, eta: 9:16:12, time: 1.178, data_time: 0.005, memory: 9526, top1_acc: 0.7158, top5_acc: 0.8993, loss_cls: 1.1200, loss: 1.1200, grad_norm: 2.9707 2020-07-24 20:22:01,734 - mmaction - INFO - Epoch [24][580/1074] lr: 3.500e-03, eta: 9:15:47, time: 1.125, data_time: 0.005, memory: 9526, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1292, loss: 1.1292, grad_norm: 2.9528 2020-07-24 20:22:24,420 - mmaction - INFO - Epoch [24][600/1074] lr: 3.500e-03, eta: 9:15:23, time: 1.134, data_time: 0.008, memory: 9526, top1_acc: 0.7330, top5_acc: 0.8996, loss_cls: 1.0732, loss: 1.0732, grad_norm: 2.8461 2020-07-24 20:22:46,343 - mmaction - INFO - Epoch [24][620/1074] lr: 3.500e-03, eta: 9:14:58, time: 1.096, data_time: 0.010, memory: 9526, top1_acc: 0.7208, top5_acc: 0.9009, loss_cls: 1.0863, loss: 1.0863, grad_norm: 2.8907 2020-07-24 20:23:09,039 - mmaction - INFO - Epoch [24][640/1074] lr: 3.500e-03, eta: 9:14:33, time: 1.139, data_time: 0.008, memory: 9526, top1_acc: 0.7114, top5_acc: 0.8962, loss_cls: 1.1152, loss: 1.1152, grad_norm: 2.9472 2020-07-24 20:23:31,862 - mmaction - INFO - Epoch [24][660/1074] lr: 3.500e-03, eta: 9:14:09, time: 1.137, data_time: 0.008, memory: 9526, top1_acc: 0.7107, top5_acc: 0.8960, loss_cls: 1.1277, loss: 1.1277, grad_norm: 2.9685 2020-07-24 20:23:56,176 - mmaction - INFO - Epoch [24][680/1074] lr: 3.500e-03, eta: 9:13:47, time: 1.221, data_time: 0.008, memory: 9526, top1_acc: 0.7304, top5_acc: 0.9000, loss_cls: 1.0578, loss: 1.0578, grad_norm: 2.9330 2020-07-24 20:24:19,988 - mmaction - INFO - Epoch [24][700/1074] lr: 3.500e-03, eta: 9:13:24, time: 1.190, data_time: 0.005, memory: 9526, top1_acc: 0.7074, top5_acc: 0.8897, loss_cls: 1.1562, loss: 1.1562, grad_norm: 3.0317 2020-07-24 20:24:42,252 - mmaction - INFO - Epoch [24][720/1074] lr: 3.500e-03, eta: 9:12:59, time: 1.115, data_time: 0.005, memory: 9526, top1_acc: 0.7221, top5_acc: 0.9009, loss_cls: 1.0868, loss: 1.0868, grad_norm: 2.9461 2020-07-24 20:25:07,386 - mmaction - INFO - Epoch [24][740/1074] lr: 3.500e-03, eta: 9:12:37, time: 1.256, data_time: 0.007, memory: 9526, top1_acc: 0.7096, top5_acc: 0.8884, loss_cls: 1.1634, loss: 1.1634, grad_norm: 3.0516 2020-07-24 20:25:28,542 - mmaction - INFO - Epoch [24][760/1074] lr: 3.500e-03, eta: 9:12:11, time: 1.059, data_time: 0.004, memory: 9526, top1_acc: 0.7237, top5_acc: 0.8998, loss_cls: 1.0639, loss: 1.0639, grad_norm: 2.9070 2020-07-24 20:25:51,438 - mmaction - INFO - Epoch [24][780/1074] lr: 3.500e-03, eta: 9:11:47, time: 1.141, data_time: 0.007, memory: 9526, top1_acc: 0.7210, top5_acc: 0.8946, loss_cls: 1.1226, loss: 1.1226, grad_norm: 2.9281 2020-07-24 20:26:14,741 - mmaction - INFO - Epoch [24][800/1074] lr: 3.500e-03, eta: 9:11:23, time: 1.165, data_time: 0.006, memory: 9526, top1_acc: 0.7259, top5_acc: 0.8967, loss_cls: 1.0887, loss: 1.0887, grad_norm: 2.9029 2020-07-24 20:26:37,925 - mmaction - INFO - Epoch [24][820/1074] lr: 3.500e-03, eta: 9:11:00, time: 1.158, data_time: 0.008, memory: 9526, top1_acc: 0.7118, top5_acc: 0.8926, loss_cls: 1.1182, loss: 1.1182, grad_norm: 2.9574 2020-07-24 20:27:01,072 - mmaction - INFO - Epoch [24][840/1074] lr: 3.500e-03, eta: 9:10:36, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.7295, top5_acc: 0.8991, loss_cls: 1.0798, loss: 1.0798, grad_norm: 2.8943 2020-07-24 20:27:24,477 - mmaction - INFO - Epoch [24][860/1074] lr: 3.500e-03, eta: 9:10:12, time: 1.169, data_time: 0.008, memory: 9526, top1_acc: 0.7063, top5_acc: 0.8960, loss_cls: 1.1231, loss: 1.1231, grad_norm: 2.9822 2020-07-24 20:27:49,338 - mmaction - INFO - Epoch [24][880/1074] lr: 3.500e-03, eta: 9:09:50, time: 1.246, data_time: 0.007, memory: 9526, top1_acc: 0.7156, top5_acc: 0.8900, loss_cls: 1.1311, loss: 1.1311, grad_norm: 2.9915 2020-07-24 20:28:11,371 - mmaction - INFO - Epoch [24][900/1074] lr: 3.500e-03, eta: 9:09:25, time: 1.100, data_time: 0.006, memory: 9526, top1_acc: 0.7152, top5_acc: 0.8855, loss_cls: 1.1470, loss: 1.1470, grad_norm: 2.9429 2020-07-24 20:28:34,637 - mmaction - INFO - Epoch [24][920/1074] lr: 3.500e-03, eta: 9:09:02, time: 1.165, data_time: 0.009, memory: 9526, top1_acc: 0.7134, top5_acc: 0.8962, loss_cls: 1.1273, loss: 1.1273, grad_norm: 2.9881 2020-07-24 20:28:58,374 - mmaction - INFO - Epoch [24][940/1074] lr: 3.500e-03, eta: 9:08:38, time: 1.186, data_time: 0.004, memory: 9526, top1_acc: 0.7190, top5_acc: 0.8980, loss_cls: 1.0843, loss: 1.0843, grad_norm: 2.9108 2020-07-24 20:29:19,757 - mmaction - INFO - Epoch [24][960/1074] lr: 3.500e-03, eta: 9:08:13, time: 1.067, data_time: 0.006, memory: 9526, top1_acc: 0.7243, top5_acc: 0.8982, loss_cls: 1.1093, loss: 1.1093, grad_norm: 2.9712 2020-07-24 20:29:42,740 - mmaction - INFO - Epoch [24][980/1074] lr: 3.500e-03, eta: 9:07:49, time: 1.151, data_time: 0.005, memory: 9526, top1_acc: 0.7237, top5_acc: 0.9036, loss_cls: 1.0820, loss: 1.0820, grad_norm: 2.9477 2020-07-24 20:30:05,681 - mmaction - INFO - Epoch [24][1000/1074] lr: 3.500e-03, eta: 9:07:25, time: 1.147, data_time: 0.006, memory: 9526, top1_acc: 0.7018, top5_acc: 0.8897, loss_cls: 1.1443, loss: 1.1443, grad_norm: 3.0086 2020-07-24 20:30:28,314 - mmaction - INFO - Epoch [24][1020/1074] lr: 3.500e-03, eta: 9:07:00, time: 1.133, data_time: 0.003, memory: 9526, top1_acc: 0.7123, top5_acc: 0.8913, loss_cls: 1.1484, loss: 1.1484, grad_norm: 2.9928 2020-07-24 20:30:50,784 - mmaction - INFO - Epoch [24][1040/1074] lr: 3.500e-03, eta: 9:06:36, time: 1.121, data_time: 0.006, memory: 9526, top1_acc: 0.7257, top5_acc: 0.8991, loss_cls: 1.0898, loss: 1.0898, grad_norm: 2.9857 2020-07-24 20:31:13,821 - mmaction - INFO - Epoch [24][1060/1074] lr: 3.500e-03, eta: 9:06:12, time: 1.150, data_time: 0.004, memory: 9526, top1_acc: 0.7152, top5_acc: 0.8915, loss_cls: 1.1175, loss: 1.1175, grad_norm: 2.9678 2020-07-24 20:31:28,041 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-07-24 20:32:01,569 - mmaction - INFO - Epoch [25][20/1074] lr: 3.500e-03, eta: 9:05:24, time: 1.636, data_time: 0.498, memory: 9526, top1_acc: 0.7138, top5_acc: 0.8971, loss_cls: 1.1081, loss: 1.1081, grad_norm: 2.9233 2020-07-24 20:32:24,226 - mmaction - INFO - Epoch [25][40/1074] lr: 3.500e-03, eta: 9:05:00, time: 1.137, data_time: 0.008, memory: 9526, top1_acc: 0.7161, top5_acc: 0.8922, loss_cls: 1.1337, loss: 1.1337, grad_norm: 2.9534 2020-07-24 20:32:46,777 - mmaction - INFO - Epoch [25][60/1074] lr: 3.500e-03, eta: 9:04:35, time: 1.124, data_time: 0.008, memory: 9526, top1_acc: 0.7192, top5_acc: 0.8962, loss_cls: 1.1064, loss: 1.1064, grad_norm: 2.9577 2020-07-24 20:33:09,443 - mmaction - INFO - Epoch [25][80/1074] lr: 3.500e-03, eta: 9:04:11, time: 1.136, data_time: 0.008, memory: 9526, top1_acc: 0.7214, top5_acc: 0.9089, loss_cls: 1.0709, loss: 1.0709, grad_norm: 2.9650 2020-07-24 20:33:32,162 - mmaction - INFO - Epoch [25][100/1074] lr: 3.500e-03, eta: 9:03:47, time: 1.132, data_time: 0.008, memory: 9526, top1_acc: 0.7261, top5_acc: 0.8984, loss_cls: 1.0840, loss: 1.0840, grad_norm: 2.9710 2020-07-24 20:33:55,170 - mmaction - INFO - Epoch [25][120/1074] lr: 3.500e-03, eta: 9:03:23, time: 1.153, data_time: 0.008, memory: 9526, top1_acc: 0.7241, top5_acc: 0.8991, loss_cls: 1.0922, loss: 1.0922, grad_norm: 2.9296 2020-07-24 20:34:17,578 - mmaction - INFO - Epoch [25][140/1074] lr: 3.500e-03, eta: 9:02:58, time: 1.115, data_time: 0.009, memory: 9526, top1_acc: 0.7295, top5_acc: 0.8951, loss_cls: 1.0848, loss: 1.0848, grad_norm: 2.8756 2020-07-24 20:34:40,066 - mmaction - INFO - Epoch [25][160/1074] lr: 3.500e-03, eta: 9:02:34, time: 1.131, data_time: 0.011, memory: 9526, top1_acc: 0.7281, top5_acc: 0.8975, loss_cls: 1.0666, loss: 1.0666, grad_norm: 2.8958 2020-07-24 20:35:03,864 - mmaction - INFO - Epoch [25][180/1074] lr: 3.500e-03, eta: 9:02:11, time: 1.189, data_time: 0.008, memory: 9526, top1_acc: 0.7192, top5_acc: 0.9013, loss_cls: 1.0737, loss: 1.0737, grad_norm: 2.9676 2020-07-24 20:35:25,494 - mmaction - INFO - Epoch [25][200/1074] lr: 3.500e-03, eta: 9:01:46, time: 1.082, data_time: 0.004, memory: 9526, top1_acc: 0.7194, top5_acc: 0.8980, loss_cls: 1.1113, loss: 1.1113, grad_norm: 2.9658 2020-07-24 20:35:49,034 - mmaction - INFO - Epoch [25][220/1074] lr: 3.500e-03, eta: 9:01:22, time: 1.174, data_time: 0.008, memory: 9526, top1_acc: 0.7234, top5_acc: 0.8917, loss_cls: 1.1024, loss: 1.1024, grad_norm: 2.9785 2020-07-24 20:36:09,852 - mmaction - INFO - Epoch [25][240/1074] lr: 3.500e-03, eta: 9:00:56, time: 1.045, data_time: 0.008, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9013, loss_cls: 1.0770, loss: 1.0770, grad_norm: 2.8952 2020-07-24 20:36:34,018 - mmaction - INFO - Epoch [25][260/1074] lr: 3.500e-03, eta: 9:00:33, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9042, loss_cls: 1.0670, loss: 1.0670, grad_norm: 2.9179 2020-07-24 20:36:57,692 - mmaction - INFO - Epoch [25][280/1074] lr: 3.500e-03, eta: 9:00:10, time: 1.187, data_time: 0.007, memory: 9526, top1_acc: 0.7105, top5_acc: 0.8940, loss_cls: 1.1344, loss: 1.1344, grad_norm: 3.0167 2020-07-24 20:37:21,248 - mmaction - INFO - Epoch [25][300/1074] lr: 3.500e-03, eta: 8:59:47, time: 1.169, data_time: 0.005, memory: 9526, top1_acc: 0.7183, top5_acc: 0.9020, loss_cls: 1.0733, loss: 1.0733, grad_norm: 2.9420 2020-07-24 20:37:42,989 - mmaction - INFO - Epoch [25][320/1074] lr: 3.500e-03, eta: 8:59:21, time: 1.092, data_time: 0.011, memory: 9526, top1_acc: 0.7257, top5_acc: 0.8978, loss_cls: 1.0843, loss: 1.0843, grad_norm: 2.9652 2020-07-24 20:38:06,510 - mmaction - INFO - Epoch [25][340/1074] lr: 3.500e-03, eta: 8:58:58, time: 1.177, data_time: 0.009, memory: 9526, top1_acc: 0.7181, top5_acc: 0.8926, loss_cls: 1.1237, loss: 1.1237, grad_norm: 3.0204 2020-07-24 20:38:29,953 - mmaction - INFO - Epoch [25][360/1074] lr: 3.500e-03, eta: 8:58:35, time: 1.172, data_time: 0.006, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9040, loss_cls: 1.0369, loss: 1.0369, grad_norm: 2.9061 2020-07-24 20:38:53,032 - mmaction - INFO - Epoch [25][380/1074] lr: 3.500e-03, eta: 8:58:11, time: 1.156, data_time: 0.007, memory: 9526, top1_acc: 0.7192, top5_acc: 0.8984, loss_cls: 1.0940, loss: 1.0940, grad_norm: 2.9841 2020-07-24 20:39:15,902 - mmaction - INFO - Epoch [25][400/1074] lr: 3.500e-03, eta: 8:57:47, time: 1.141, data_time: 0.002, memory: 9526, top1_acc: 0.7069, top5_acc: 0.8996, loss_cls: 1.1187, loss: 1.1187, grad_norm: 3.0523 2020-07-24 20:39:39,723 - mmaction - INFO - Epoch [25][420/1074] lr: 3.500e-03, eta: 8:57:24, time: 1.192, data_time: 0.007, memory: 9526, top1_acc: 0.7230, top5_acc: 0.8987, loss_cls: 1.0922, loss: 1.0922, grad_norm: 3.0079 2020-07-24 20:40:03,798 - mmaction - INFO - Epoch [25][440/1074] lr: 3.500e-03, eta: 8:57:01, time: 1.203, data_time: 0.005, memory: 9526, top1_acc: 0.7272, top5_acc: 0.8962, loss_cls: 1.0916, loss: 1.0916, grad_norm: 2.9444 2020-07-24 20:40:28,048 - mmaction - INFO - Epoch [25][460/1074] lr: 3.500e-03, eta: 8:56:38, time: 1.211, data_time: 0.003, memory: 9526, top1_acc: 0.7181, top5_acc: 0.8980, loss_cls: 1.1027, loss: 1.1027, grad_norm: 2.9538 2020-07-24 20:40:49,811 - mmaction - INFO - Epoch [25][480/1074] lr: 3.500e-03, eta: 8:56:13, time: 1.088, data_time: 0.008, memory: 9526, top1_acc: 0.7176, top5_acc: 0.8891, loss_cls: 1.1256, loss: 1.1256, grad_norm: 2.9668 2020-07-24 20:41:13,093 - mmaction - INFO - Epoch [25][500/1074] lr: 3.500e-03, eta: 8:55:49, time: 1.167, data_time: 0.006, memory: 9526, top1_acc: 0.7261, top5_acc: 0.8984, loss_cls: 1.0947, loss: 1.0947, grad_norm: 2.9593 2020-07-24 20:41:34,894 - mmaction - INFO - Epoch [25][520/1074] lr: 3.500e-03, eta: 8:55:24, time: 1.090, data_time: 0.005, memory: 9526, top1_acc: 0.7286, top5_acc: 0.9029, loss_cls: 1.0732, loss: 1.0732, grad_norm: 2.9355 2020-07-24 20:41:56,527 - mmaction - INFO - Epoch [25][540/1074] lr: 3.500e-03, eta: 8:54:59, time: 1.080, data_time: 0.004, memory: 9526, top1_acc: 0.7250, top5_acc: 0.8975, loss_cls: 1.0984, loss: 1.0984, grad_norm: 2.9533 2020-07-24 20:42:20,752 - mmaction - INFO - Epoch [25][560/1074] lr: 3.500e-03, eta: 8:54:36, time: 1.206, data_time: 0.008, memory: 9526, top1_acc: 0.7192, top5_acc: 0.8913, loss_cls: 1.1184, loss: 1.1184, grad_norm: 3.0043 2020-07-24 20:42:43,024 - mmaction - INFO - Epoch [25][580/1074] lr: 3.500e-03, eta: 8:54:12, time: 1.120, data_time: 0.010, memory: 9526, top1_acc: 0.7208, top5_acc: 0.8955, loss_cls: 1.0748, loss: 1.0748, grad_norm: 2.9171 2020-07-24 20:43:06,445 - mmaction - INFO - Epoch [25][600/1074] lr: 3.500e-03, eta: 8:53:48, time: 1.167, data_time: 0.006, memory: 9526, top1_acc: 0.7268, top5_acc: 0.8953, loss_cls: 1.0947, loss: 1.0947, grad_norm: 3.0056 2020-07-24 20:43:30,214 - mmaction - INFO - Epoch [25][620/1074] lr: 3.500e-03, eta: 8:53:25, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.7225, top5_acc: 0.9029, loss_cls: 1.0891, loss: 1.0891, grad_norm: 2.9984 2020-07-24 20:43:52,712 - mmaction - INFO - Epoch [25][640/1074] lr: 3.500e-03, eta: 8:53:01, time: 1.128, data_time: 0.005, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9020, loss_cls: 1.0795, loss: 1.0795, grad_norm: 2.9610 2020-07-24 20:44:15,339 - mmaction - INFO - Epoch [25][660/1074] lr: 3.500e-03, eta: 8:52:36, time: 1.129, data_time: 0.005, memory: 9526, top1_acc: 0.7121, top5_acc: 0.9036, loss_cls: 1.0819, loss: 1.0819, grad_norm: 3.0129 2020-07-24 20:44:37,671 - mmaction - INFO - Epoch [25][680/1074] lr: 3.500e-03, eta: 8:52:12, time: 1.117, data_time: 0.006, memory: 9526, top1_acc: 0.7212, top5_acc: 0.9022, loss_cls: 1.0755, loss: 1.0755, grad_norm: 3.0230 2020-07-24 20:45:01,819 - mmaction - INFO - Epoch [25][700/1074] lr: 3.500e-03, eta: 8:51:49, time: 1.205, data_time: 0.007, memory: 9526, top1_acc: 0.7158, top5_acc: 0.8891, loss_cls: 1.1293, loss: 1.1293, grad_norm: 3.0100 2020-07-24 20:45:25,243 - mmaction - INFO - Epoch [25][720/1074] lr: 3.500e-03, eta: 8:51:26, time: 1.175, data_time: 0.006, memory: 9526, top1_acc: 0.7138, top5_acc: 0.8975, loss_cls: 1.1054, loss: 1.1054, grad_norm: 3.0107 2020-07-24 20:45:47,456 - mmaction - INFO - Epoch [25][740/1074] lr: 3.500e-03, eta: 8:51:01, time: 1.103, data_time: 0.006, memory: 9526, top1_acc: 0.7290, top5_acc: 0.9027, loss_cls: 1.0755, loss: 1.0755, grad_norm: 2.9139 2020-07-24 20:46:10,255 - mmaction - INFO - Epoch [25][760/1074] lr: 3.500e-03, eta: 8:50:37, time: 1.146, data_time: 0.011, memory: 9526, top1_acc: 0.7172, top5_acc: 0.9031, loss_cls: 1.0945, loss: 1.0945, grad_norm: 3.0275 2020-07-24 20:46:33,678 - mmaction - INFO - Epoch [25][780/1074] lr: 3.500e-03, eta: 8:50:13, time: 1.170, data_time: 0.007, memory: 9526, top1_acc: 0.7201, top5_acc: 0.8958, loss_cls: 1.1065, loss: 1.1065, grad_norm: 2.9802 2020-07-24 20:46:57,973 - mmaction - INFO - Epoch [25][800/1074] lr: 3.500e-03, eta: 8:49:51, time: 1.215, data_time: 0.007, memory: 9526, top1_acc: 0.7257, top5_acc: 0.9002, loss_cls: 1.0919, loss: 1.0919, grad_norm: 2.9484 2020-07-24 20:47:19,301 - mmaction - INFO - Epoch [25][820/1074] lr: 3.500e-03, eta: 8:49:25, time: 1.068, data_time: 0.009, memory: 9526, top1_acc: 0.7185, top5_acc: 0.8951, loss_cls: 1.0912, loss: 1.0912, grad_norm: 2.9337 2020-07-24 20:47:41,909 - mmaction - INFO - Epoch [25][840/1074] lr: 3.500e-03, eta: 8:49:01, time: 1.130, data_time: 0.004, memory: 9526, top1_acc: 0.7158, top5_acc: 0.9022, loss_cls: 1.0895, loss: 1.0895, grad_norm: 2.9390 2020-07-24 20:48:04,839 - mmaction - INFO - Epoch [25][860/1074] lr: 3.500e-03, eta: 8:48:37, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.7237, top5_acc: 0.8967, loss_cls: 1.0905, loss: 1.0905, grad_norm: 2.9820 2020-07-24 20:48:28,310 - mmaction - INFO - Epoch [25][880/1074] lr: 3.500e-03, eta: 8:48:14, time: 1.176, data_time: 0.007, memory: 9526, top1_acc: 0.7261, top5_acc: 0.9033, loss_cls: 1.0648, loss: 1.0648, grad_norm: 2.9635 2020-07-24 20:48:51,487 - mmaction - INFO - Epoch [25][900/1074] lr: 3.500e-03, eta: 8:47:50, time: 1.158, data_time: 0.007, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9060, loss_cls: 1.0565, loss: 1.0565, grad_norm: 2.9747 2020-07-24 20:49:15,438 - mmaction - INFO - Epoch [25][920/1074] lr: 3.500e-03, eta: 8:47:27, time: 1.198, data_time: 0.005, memory: 9526, top1_acc: 0.7219, top5_acc: 0.9002, loss_cls: 1.0800, loss: 1.0800, grad_norm: 2.9988 2020-07-24 20:49:38,086 - mmaction - INFO - Epoch [25][940/1074] lr: 3.500e-03, eta: 8:47:03, time: 1.133, data_time: 0.008, memory: 9526, top1_acc: 0.7194, top5_acc: 0.8964, loss_cls: 1.0957, loss: 1.0957, grad_norm: 2.9912 2020-07-24 20:50:01,616 - mmaction - INFO - Epoch [25][960/1074] lr: 3.500e-03, eta: 8:46:39, time: 1.175, data_time: 0.005, memory: 9526, top1_acc: 0.7239, top5_acc: 0.9007, loss_cls: 1.1080, loss: 1.1080, grad_norm: 2.9898 2020-07-24 20:50:23,375 - mmaction - INFO - Epoch [25][980/1074] lr: 3.500e-03, eta: 8:46:14, time: 1.086, data_time: 0.006, memory: 9526, top1_acc: 0.7212, top5_acc: 0.9004, loss_cls: 1.0852, loss: 1.0852, grad_norm: 2.9351 2020-07-24 20:50:46,579 - mmaction - INFO - Epoch [25][1000/1074] lr: 3.500e-03, eta: 8:45:50, time: 1.161, data_time: 0.012, memory: 9526, top1_acc: 0.7268, top5_acc: 0.8951, loss_cls: 1.0814, loss: 1.0814, grad_norm: 2.9525 2020-07-24 20:51:09,297 - mmaction - INFO - Epoch [25][1020/1074] lr: 3.500e-03, eta: 8:45:26, time: 1.138, data_time: 0.010, memory: 9526, top1_acc: 0.7326, top5_acc: 0.8962, loss_cls: 1.0736, loss: 1.0736, grad_norm: 2.9836 2020-07-24 20:51:32,478 - mmaction - INFO - Epoch [25][1040/1074] lr: 3.500e-03, eta: 8:45:03, time: 1.157, data_time: 0.008, memory: 9526, top1_acc: 0.7219, top5_acc: 0.8953, loss_cls: 1.1075, loss: 1.1075, grad_norm: 3.0145 2020-07-24 20:51:56,134 - mmaction - INFO - Epoch [25][1060/1074] lr: 3.500e-03, eta: 8:44:39, time: 1.186, data_time: 0.009, memory: 9526, top1_acc: 0.7132, top5_acc: 0.8993, loss_cls: 1.1072, loss: 1.1072, grad_norm: 3.0583 2020-07-24 20:52:11,300 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-24 20:52:45,606 - mmaction - INFO - Epoch [26][20/1074] lr: 3.500e-03, eta: 8:43:51, time: 1.568, data_time: 0.385, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9051, loss_cls: 1.0451, loss: 1.0451, grad_norm: 2.9264 2020-07-24 20:53:07,590 - mmaction - INFO - Epoch [26][40/1074] lr: 3.500e-03, eta: 8:43:26, time: 1.099, data_time: 0.003, memory: 9526, top1_acc: 0.7234, top5_acc: 0.9025, loss_cls: 1.0878, loss: 1.0878, grad_norm: 3.0097 2020-07-24 20:53:31,403 - mmaction - INFO - Epoch [26][60/1074] lr: 3.500e-03, eta: 8:43:03, time: 1.191, data_time: 0.007, memory: 9526, top1_acc: 0.7223, top5_acc: 0.8996, loss_cls: 1.0980, loss: 1.0980, grad_norm: 3.0082 2020-07-24 20:53:55,746 - mmaction - INFO - Epoch [26][80/1074] lr: 3.500e-03, eta: 8:42:41, time: 1.218, data_time: 0.004, memory: 9526, top1_acc: 0.7181, top5_acc: 0.8940, loss_cls: 1.0974, loss: 1.0974, grad_norm: 3.0141 2020-07-24 20:54:18,622 - mmaction - INFO - Epoch [26][100/1074] lr: 3.500e-03, eta: 8:42:17, time: 1.141, data_time: 0.005, memory: 9526, top1_acc: 0.7353, top5_acc: 0.9025, loss_cls: 1.0418, loss: 1.0418, grad_norm: 2.9263 2020-07-24 20:54:42,040 - mmaction - INFO - Epoch [26][120/1074] lr: 3.500e-03, eta: 8:41:53, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.7250, top5_acc: 0.9004, loss_cls: 1.0599, loss: 1.0599, grad_norm: 2.9195 2020-07-24 20:55:05,455 - mmaction - INFO - Epoch [26][140/1074] lr: 3.500e-03, eta: 8:41:30, time: 1.166, data_time: 0.002, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9000, loss_cls: 1.0799, loss: 1.0799, grad_norm: 2.9623 2020-07-24 20:55:27,792 - mmaction - INFO - Epoch [26][160/1074] lr: 3.500e-03, eta: 8:41:05, time: 1.121, data_time: 0.006, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9009, loss_cls: 1.0739, loss: 1.0739, grad_norm: 3.0071 2020-07-24 20:55:51,588 - mmaction - INFO - Epoch [26][180/1074] lr: 3.500e-03, eta: 8:40:42, time: 1.190, data_time: 0.007, memory: 9526, top1_acc: 0.7275, top5_acc: 0.9007, loss_cls: 1.0628, loss: 1.0628, grad_norm: 2.9831 2020-07-24 20:56:13,433 - mmaction - INFO - Epoch [26][200/1074] lr: 3.500e-03, eta: 8:40:17, time: 1.092, data_time: 0.003, memory: 9526, top1_acc: 0.7281, top5_acc: 0.9071, loss_cls: 1.0406, loss: 1.0406, grad_norm: 2.9403 2020-07-24 20:56:36,004 - mmaction - INFO - Epoch [26][220/1074] lr: 3.500e-03, eta: 8:39:53, time: 1.129, data_time: 0.006, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9036, loss_cls: 1.0540, loss: 1.0540, grad_norm: 3.0011 2020-07-24 20:56:59,229 - mmaction - INFO - Epoch [26][240/1074] lr: 3.500e-03, eta: 8:39:29, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.7299, top5_acc: 0.8998, loss_cls: 1.0695, loss: 1.0695, grad_norm: 2.9846 2020-07-24 20:57:23,084 - mmaction - INFO - Epoch [26][260/1074] lr: 3.500e-03, eta: 8:39:06, time: 1.195, data_time: 0.009, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9018, loss_cls: 1.0530, loss: 1.0530, grad_norm: 2.9811 2020-07-24 20:57:45,042 - mmaction - INFO - Epoch [26][280/1074] lr: 3.500e-03, eta: 8:38:42, time: 1.100, data_time: 0.008, memory: 9526, top1_acc: 0.7299, top5_acc: 0.8964, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.0257 2020-07-24 20:58:07,897 - mmaction - INFO - Epoch [26][300/1074] lr: 3.500e-03, eta: 8:38:18, time: 1.144, data_time: 0.004, memory: 9526, top1_acc: 0.7335, top5_acc: 0.8996, loss_cls: 1.0754, loss: 1.0754, grad_norm: 3.0268 2020-07-24 20:58:31,228 - mmaction - INFO - Epoch [26][320/1074] lr: 3.500e-03, eta: 8:37:54, time: 1.165, data_time: 0.006, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9051, loss_cls: 1.0551, loss: 1.0551, grad_norm: 2.9802 2020-07-24 20:58:53,568 - mmaction - INFO - Epoch [26][340/1074] lr: 3.500e-03, eta: 8:37:30, time: 1.117, data_time: 0.004, memory: 9526, top1_acc: 0.7176, top5_acc: 0.8951, loss_cls: 1.0905, loss: 1.0905, grad_norm: 3.0148 2020-07-24 20:59:19,026 - mmaction - INFO - Epoch [26][360/1074] lr: 3.500e-03, eta: 8:37:08, time: 1.271, data_time: 0.007, memory: 9526, top1_acc: 0.7165, top5_acc: 0.9025, loss_cls: 1.0691, loss: 1.0691, grad_norm: 3.0158 2020-07-24 20:59:41,630 - mmaction - INFO - Epoch [26][380/1074] lr: 3.500e-03, eta: 8:36:44, time: 1.131, data_time: 0.006, memory: 9526, top1_acc: 0.7324, top5_acc: 0.8953, loss_cls: 1.0829, loss: 1.0829, grad_norm: 2.9917 2020-07-24 21:00:06,839 - mmaction - INFO - Epoch [26][400/1074] lr: 3.500e-03, eta: 8:36:22, time: 1.262, data_time: 0.010, memory: 9526, top1_acc: 0.7172, top5_acc: 0.8951, loss_cls: 1.1147, loss: 1.1147, grad_norm: 3.0693 2020-07-24 21:00:30,063 - mmaction - INFO - Epoch [26][420/1074] lr: 3.500e-03, eta: 8:35:59, time: 1.161, data_time: 0.004, memory: 9526, top1_acc: 0.7288, top5_acc: 0.8993, loss_cls: 1.0824, loss: 1.0824, grad_norm: 3.0017 2020-07-24 21:00:52,617 - mmaction - INFO - Epoch [26][440/1074] lr: 3.500e-03, eta: 8:35:34, time: 1.126, data_time: 0.003, memory: 9526, top1_acc: 0.7324, top5_acc: 0.9054, loss_cls: 1.0642, loss: 1.0642, grad_norm: 3.0179 2020-07-24 21:01:16,349 - mmaction - INFO - Epoch [26][460/1074] lr: 3.500e-03, eta: 8:35:11, time: 1.184, data_time: 0.008, memory: 9526, top1_acc: 0.7214, top5_acc: 0.8944, loss_cls: 1.0922, loss: 1.0922, grad_norm: 3.0330 2020-07-24 21:01:40,070 - mmaction - INFO - Epoch [26][480/1074] lr: 3.500e-03, eta: 8:34:48, time: 1.189, data_time: 0.008, memory: 9526, top1_acc: 0.7306, top5_acc: 0.9009, loss_cls: 1.0727, loss: 1.0727, grad_norm: 3.0278 2020-07-24 21:02:02,334 - mmaction - INFO - Epoch [26][500/1074] lr: 3.500e-03, eta: 8:34:23, time: 1.112, data_time: 0.008, memory: 9526, top1_acc: 0.7272, top5_acc: 0.9047, loss_cls: 1.0501, loss: 1.0501, grad_norm: 3.0079 2020-07-24 21:02:26,364 - mmaction - INFO - Epoch [26][520/1074] lr: 3.500e-03, eta: 8:34:01, time: 1.202, data_time: 0.007, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9051, loss_cls: 1.0616, loss: 1.0616, grad_norm: 3.0024 2020-07-24 21:02:51,010 - mmaction - INFO - Epoch [26][540/1074] lr: 3.500e-03, eta: 8:33:38, time: 1.233, data_time: 0.006, memory: 9526, top1_acc: 0.7241, top5_acc: 0.8991, loss_cls: 1.0961, loss: 1.0961, grad_norm: 3.0624 2020-07-24 21:03:13,612 - mmaction - INFO - Epoch [26][560/1074] lr: 3.500e-03, eta: 8:33:14, time: 1.128, data_time: 0.004, memory: 9526, top1_acc: 0.7324, top5_acc: 0.9018, loss_cls: 1.0433, loss: 1.0433, grad_norm: 2.9532 2020-07-24 21:03:39,497 - mmaction - INFO - Epoch [26][580/1074] lr: 3.500e-03, eta: 8:32:53, time: 1.296, data_time: 0.007, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9038, loss_cls: 1.0439, loss: 1.0439, grad_norm: 2.9886 2020-07-24 21:04:02,282 - mmaction - INFO - Epoch [26][600/1074] lr: 3.500e-03, eta: 8:32:29, time: 1.136, data_time: 0.008, memory: 9526, top1_acc: 0.7174, top5_acc: 0.8960, loss_cls: 1.1023, loss: 1.1023, grad_norm: 3.0226 2020-07-24 21:04:25,646 - mmaction - INFO - Epoch [26][620/1074] lr: 3.500e-03, eta: 8:32:06, time: 1.173, data_time: 0.009, memory: 9526, top1_acc: 0.7283, top5_acc: 0.9063, loss_cls: 1.0523, loss: 1.0523, grad_norm: 2.9682 2020-07-24 21:04:51,360 - mmaction - INFO - Epoch [26][640/1074] lr: 3.500e-03, eta: 8:31:44, time: 1.284, data_time: 0.006, memory: 9526, top1_acc: 0.7319, top5_acc: 0.9049, loss_cls: 1.0397, loss: 1.0397, grad_norm: 2.9686 2020-07-24 21:05:15,405 - mmaction - INFO - Epoch [26][660/1074] lr: 3.500e-03, eta: 8:31:21, time: 1.201, data_time: 0.007, memory: 9526, top1_acc: 0.7196, top5_acc: 0.9020, loss_cls: 1.0815, loss: 1.0815, grad_norm: 3.0799 2020-07-24 21:05:39,189 - mmaction - INFO - Epoch [26][680/1074] lr: 3.500e-03, eta: 8:30:58, time: 1.192, data_time: 0.008, memory: 9526, top1_acc: 0.7241, top5_acc: 0.9027, loss_cls: 1.0714, loss: 1.0714, grad_norm: 3.0935 2020-07-24 21:06:02,385 - mmaction - INFO - Epoch [26][700/1074] lr: 3.500e-03, eta: 8:30:35, time: 1.158, data_time: 0.007, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9009, loss_cls: 1.0520, loss: 1.0520, grad_norm: 3.0643 2020-07-24 21:06:24,700 - mmaction - INFO - Epoch [26][720/1074] lr: 3.500e-03, eta: 8:30:10, time: 1.118, data_time: 0.008, memory: 9526, top1_acc: 0.7203, top5_acc: 0.8975, loss_cls: 1.0955, loss: 1.0955, grad_norm: 3.0343 2020-07-24 21:06:49,198 - mmaction - INFO - Epoch [26][740/1074] lr: 3.500e-03, eta: 8:29:48, time: 1.224, data_time: 0.007, memory: 9526, top1_acc: 0.7306, top5_acc: 0.9011, loss_cls: 1.0658, loss: 1.0658, grad_norm: 2.9587 2020-07-24 21:07:12,267 - mmaction - INFO - Epoch [26][760/1074] lr: 3.500e-03, eta: 8:29:24, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.7246, top5_acc: 0.8906, loss_cls: 1.1081, loss: 1.1081, grad_norm: 3.0180 2020-07-24 21:07:34,975 - mmaction - INFO - Epoch [26][780/1074] lr: 3.500e-03, eta: 8:29:00, time: 1.132, data_time: 0.006, memory: 9526, top1_acc: 0.7185, top5_acc: 0.9004, loss_cls: 1.0880, loss: 1.0880, grad_norm: 3.0441 2020-07-24 21:07:58,808 - mmaction - INFO - Epoch [26][800/1074] lr: 3.500e-03, eta: 8:28:37, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.7123, top5_acc: 0.8993, loss_cls: 1.0895, loss: 1.0895, grad_norm: 3.0733 2020-07-24 21:08:23,201 - mmaction - INFO - Epoch [26][820/1074] lr: 3.500e-03, eta: 8:28:14, time: 1.220, data_time: 0.008, memory: 9526, top1_acc: 0.7246, top5_acc: 0.9009, loss_cls: 1.0718, loss: 1.0718, grad_norm: 3.0190 2020-07-24 21:08:46,622 - mmaction - INFO - Epoch [26][840/1074] lr: 3.500e-03, eta: 8:27:51, time: 1.171, data_time: 0.005, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9038, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.0217 2020-07-24 21:09:10,456 - mmaction - INFO - Epoch [26][860/1074] lr: 3.500e-03, eta: 8:27:28, time: 1.192, data_time: 0.006, memory: 9526, top1_acc: 0.7217, top5_acc: 0.8971, loss_cls: 1.0910, loss: 1.0910, grad_norm: 3.0540 2020-07-24 21:09:34,281 - mmaction - INFO - Epoch [26][880/1074] lr: 3.500e-03, eta: 8:27:05, time: 1.190, data_time: 0.003, memory: 9526, top1_acc: 0.7188, top5_acc: 0.8960, loss_cls: 1.0835, loss: 1.0835, grad_norm: 3.0281 2020-07-24 21:09:58,708 - mmaction - INFO - Epoch [26][900/1074] lr: 3.500e-03, eta: 8:26:42, time: 1.219, data_time: 0.007, memory: 9526, top1_acc: 0.7230, top5_acc: 0.8980, loss_cls: 1.0908, loss: 1.0908, grad_norm: 3.0969 2020-07-24 21:10:21,735 - mmaction - INFO - Epoch [26][920/1074] lr: 3.500e-03, eta: 8:26:18, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.7270, top5_acc: 0.8955, loss_cls: 1.0678, loss: 1.0678, grad_norm: 3.0295 2020-07-24 21:10:44,723 - mmaction - INFO - Epoch [26][940/1074] lr: 3.500e-03, eta: 8:25:55, time: 1.149, data_time: 0.010, memory: 9526, top1_acc: 0.7183, top5_acc: 0.8978, loss_cls: 1.0939, loss: 1.0939, grad_norm: 3.0839 2020-07-24 21:11:09,840 - mmaction - INFO - Epoch [26][960/1074] lr: 3.500e-03, eta: 8:25:33, time: 1.260, data_time: 0.009, memory: 9526, top1_acc: 0.7239, top5_acc: 0.8973, loss_cls: 1.0944, loss: 1.0944, grad_norm: 3.0619 2020-07-24 21:11:32,537 - mmaction - INFO - Epoch [26][980/1074] lr: 3.500e-03, eta: 8:25:09, time: 1.133, data_time: 0.003, memory: 9526, top1_acc: 0.7310, top5_acc: 0.9056, loss_cls: 1.0687, loss: 1.0687, grad_norm: 3.0485 2020-07-24 21:11:56,011 - mmaction - INFO - Epoch [26][1000/1074] lr: 3.500e-03, eta: 8:24:45, time: 1.173, data_time: 0.007, memory: 9526, top1_acc: 0.7221, top5_acc: 0.8998, loss_cls: 1.0937, loss: 1.0937, grad_norm: 3.1049 2020-07-24 21:12:18,576 - mmaction - INFO - Epoch [26][1020/1074] lr: 3.500e-03, eta: 8:24:21, time: 1.130, data_time: 0.006, memory: 9526, top1_acc: 0.7301, top5_acc: 0.9065, loss_cls: 1.0401, loss: 1.0401, grad_norm: 2.9776 2020-07-24 21:12:41,865 - mmaction - INFO - Epoch [26][1040/1074] lr: 3.500e-03, eta: 8:23:57, time: 1.161, data_time: 0.006, memory: 9526, top1_acc: 0.7217, top5_acc: 0.9009, loss_cls: 1.0959, loss: 1.0959, grad_norm: 3.0394 2020-07-24 21:13:05,205 - mmaction - INFO - Epoch [26][1060/1074] lr: 3.500e-03, eta: 8:23:34, time: 1.171, data_time: 0.008, memory: 9526, top1_acc: 0.7313, top5_acc: 0.8991, loss_cls: 1.0656, loss: 1.0656, grad_norm: 3.0295 2020-07-24 21:13:23,275 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-07-24 21:13:58,748 - mmaction - INFO - Epoch [27][20/1074] lr: 3.500e-03, eta: 8:22:49, time: 1.697, data_time: 0.641, memory: 9526, top1_acc: 0.7386, top5_acc: 0.9067, loss_cls: 1.0166, loss: 1.0166, grad_norm: 2.9371 2020-07-24 21:14:21,074 - mmaction - INFO - Epoch [27][40/1074] lr: 3.500e-03, eta: 8:22:24, time: 1.119, data_time: 0.009, memory: 9526, top1_acc: 0.7279, top5_acc: 0.8996, loss_cls: 1.0607, loss: 1.0607, grad_norm: 3.0096 2020-07-24 21:14:44,601 - mmaction - INFO - Epoch [27][60/1074] lr: 3.500e-03, eta: 8:22:01, time: 1.176, data_time: 0.008, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9013, loss_cls: 1.0556, loss: 1.0556, grad_norm: 3.0383 2020-07-24 21:15:07,599 - mmaction - INFO - Epoch [27][80/1074] lr: 3.500e-03, eta: 8:21:37, time: 1.151, data_time: 0.008, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9094, loss_cls: 1.0167, loss: 1.0167, grad_norm: 2.9658 2020-07-24 21:15:29,779 - mmaction - INFO - Epoch [27][100/1074] lr: 3.500e-03, eta: 8:21:13, time: 1.110, data_time: 0.005, memory: 9526, top1_acc: 0.7355, top5_acc: 0.9078, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.0170 2020-07-24 21:15:52,657 - mmaction - INFO - Epoch [27][120/1074] lr: 3.500e-03, eta: 8:20:49, time: 1.144, data_time: 0.008, memory: 9526, top1_acc: 0.7306, top5_acc: 0.9049, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.0625 2020-07-24 21:16:17,028 - mmaction - INFO - Epoch [27][140/1074] lr: 3.500e-03, eta: 8:20:26, time: 1.220, data_time: 0.004, memory: 9526, top1_acc: 0.7292, top5_acc: 0.9085, loss_cls: 1.0379, loss: 1.0379, grad_norm: 3.0438 2020-07-24 21:16:38,946 - mmaction - INFO - Epoch [27][160/1074] lr: 3.500e-03, eta: 8:20:01, time: 1.091, data_time: 0.006, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9071, loss_cls: 1.0395, loss: 1.0395, grad_norm: 3.0336 2020-07-24 21:17:02,430 - mmaction - INFO - Epoch [27][180/1074] lr: 3.500e-03, eta: 8:19:38, time: 1.178, data_time: 0.009, memory: 9526, top1_acc: 0.7393, top5_acc: 0.9047, loss_cls: 1.0189, loss: 1.0189, grad_norm: 2.9468 2020-07-24 21:17:26,269 - mmaction - INFO - Epoch [27][200/1074] lr: 3.500e-03, eta: 8:19:15, time: 1.190, data_time: 0.007, memory: 9526, top1_acc: 0.7275, top5_acc: 0.8969, loss_cls: 1.0618, loss: 1.0618, grad_norm: 3.0524 2020-07-24 21:17:49,039 - mmaction - INFO - Epoch [27][220/1074] lr: 3.500e-03, eta: 8:18:51, time: 1.140, data_time: 0.008, memory: 9526, top1_acc: 0.7257, top5_acc: 0.9020, loss_cls: 1.0818, loss: 1.0818, grad_norm: 3.0880 2020-07-24 21:18:13,687 - mmaction - INFO - Epoch [27][240/1074] lr: 3.500e-03, eta: 8:18:28, time: 1.228, data_time: 0.006, memory: 9526, top1_acc: 0.7241, top5_acc: 0.8971, loss_cls: 1.0887, loss: 1.0887, grad_norm: 3.0616 2020-07-24 21:18:37,880 - mmaction - INFO - Epoch [27][260/1074] lr: 3.500e-03, eta: 8:18:06, time: 1.215, data_time: 0.008, memory: 9526, top1_acc: 0.7386, top5_acc: 0.9065, loss_cls: 1.0331, loss: 1.0331, grad_norm: 2.9979 2020-07-24 21:19:02,289 - mmaction - INFO - Epoch [27][280/1074] lr: 3.500e-03, eta: 8:17:43, time: 1.218, data_time: 0.006, memory: 9526, top1_acc: 0.7304, top5_acc: 0.9067, loss_cls: 1.0472, loss: 1.0472, grad_norm: 3.0949 2020-07-24 21:19:25,074 - mmaction - INFO - Epoch [27][300/1074] lr: 3.500e-03, eta: 8:17:19, time: 1.140, data_time: 0.008, memory: 9526, top1_acc: 0.7330, top5_acc: 0.9013, loss_cls: 1.0564, loss: 1.0564, grad_norm: 3.0255 2020-07-24 21:19:48,244 - mmaction - INFO - Epoch [27][320/1074] lr: 3.500e-03, eta: 8:16:56, time: 1.158, data_time: 0.008, memory: 9526, top1_acc: 0.7304, top5_acc: 0.9060, loss_cls: 1.0441, loss: 1.0441, grad_norm: 3.0507 2020-07-24 21:20:12,051 - mmaction - INFO - Epoch [27][340/1074] lr: 3.500e-03, eta: 8:16:32, time: 1.189, data_time: 0.006, memory: 9526, top1_acc: 0.7306, top5_acc: 0.9049, loss_cls: 1.0375, loss: 1.0375, grad_norm: 3.0395 2020-07-24 21:20:34,890 - mmaction - INFO - Epoch [27][360/1074] lr: 3.500e-03, eta: 8:16:08, time: 1.141, data_time: 0.010, memory: 9526, top1_acc: 0.7270, top5_acc: 0.9007, loss_cls: 1.0632, loss: 1.0632, grad_norm: 3.0199 2020-07-24 21:20:58,546 - mmaction - INFO - Epoch [27][380/1074] lr: 3.500e-03, eta: 8:15:45, time: 1.188, data_time: 0.008, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9100, loss_cls: 1.0277, loss: 1.0277, grad_norm: 3.0513 2020-07-24 21:21:21,496 - mmaction - INFO - Epoch [27][400/1074] lr: 3.500e-03, eta: 8:15:21, time: 1.146, data_time: 0.006, memory: 9526, top1_acc: 0.7118, top5_acc: 0.8993, loss_cls: 1.0978, loss: 1.0978, grad_norm: 3.0832 2020-07-24 21:21:44,246 - mmaction - INFO - Epoch [27][420/1074] lr: 3.500e-03, eta: 8:14:57, time: 1.138, data_time: 0.005, memory: 9526, top1_acc: 0.7283, top5_acc: 0.9007, loss_cls: 1.0700, loss: 1.0700, grad_norm: 3.0106 2020-07-24 21:22:08,555 - mmaction - INFO - Epoch [27][440/1074] lr: 3.500e-03, eta: 8:14:35, time: 1.213, data_time: 0.006, memory: 9526, top1_acc: 0.7411, top5_acc: 0.9074, loss_cls: 1.0351, loss: 1.0351, grad_norm: 3.0318 2020-07-24 21:22:33,087 - mmaction - INFO - Epoch [27][460/1074] lr: 3.500e-03, eta: 8:14:12, time: 1.228, data_time: 0.008, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9038, loss_cls: 1.0462, loss: 1.0462, grad_norm: 3.0285 2020-07-24 21:22:56,032 - mmaction - INFO - Epoch [27][480/1074] lr: 3.500e-03, eta: 8:13:49, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.7301, top5_acc: 0.8989, loss_cls: 1.0678, loss: 1.0678, grad_norm: 3.0449 2020-07-24 21:23:18,396 - mmaction - INFO - Epoch [27][500/1074] lr: 3.500e-03, eta: 8:13:24, time: 1.119, data_time: 0.003, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9060, loss_cls: 1.0470, loss: 1.0470, grad_norm: 3.0181 2020-07-24 21:23:41,545 - mmaction - INFO - Epoch [27][520/1074] lr: 3.500e-03, eta: 8:13:00, time: 1.157, data_time: 0.006, memory: 9526, top1_acc: 0.7395, top5_acc: 0.9045, loss_cls: 1.0257, loss: 1.0257, grad_norm: 2.9547 2020-07-24 21:24:05,168 - mmaction - INFO - Epoch [27][540/1074] lr: 3.500e-03, eta: 8:12:37, time: 1.180, data_time: 0.004, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9058, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.0514 2020-07-24 21:24:29,259 - mmaction - INFO - Epoch [27][560/1074] lr: 3.500e-03, eta: 8:12:14, time: 1.202, data_time: 0.008, memory: 9526, top1_acc: 0.7509, top5_acc: 0.9107, loss_cls: 0.9831, loss: 0.9831, grad_norm: 2.9400 2020-07-24 21:24:51,560 - mmaction - INFO - Epoch [27][580/1074] lr: 3.500e-03, eta: 8:11:50, time: 1.117, data_time: 0.008, memory: 9526, top1_acc: 0.7321, top5_acc: 0.8971, loss_cls: 1.0428, loss: 1.0428, grad_norm: 3.0376 2020-07-24 21:25:14,443 - mmaction - INFO - Epoch [27][600/1074] lr: 3.500e-03, eta: 8:11:26, time: 1.145, data_time: 0.009, memory: 9526, top1_acc: 0.7192, top5_acc: 0.9051, loss_cls: 1.0636, loss: 1.0636, grad_norm: 3.0513 2020-07-24 21:25:37,955 - mmaction - INFO - Epoch [27][620/1074] lr: 3.500e-03, eta: 8:11:03, time: 1.175, data_time: 0.004, memory: 9526, top1_acc: 0.7212, top5_acc: 0.8978, loss_cls: 1.0907, loss: 1.0907, grad_norm: 3.0805 2020-07-24 21:26:02,968 - mmaction - INFO - Epoch [27][640/1074] lr: 3.500e-03, eta: 8:10:41, time: 1.253, data_time: 0.009, memory: 9526, top1_acc: 0.7243, top5_acc: 0.9000, loss_cls: 1.0735, loss: 1.0735, grad_norm: 3.1315 2020-07-24 21:26:26,357 - mmaction - INFO - Epoch [27][660/1074] lr: 3.500e-03, eta: 8:10:17, time: 1.169, data_time: 0.004, memory: 9526, top1_acc: 0.7145, top5_acc: 0.8946, loss_cls: 1.1050, loss: 1.1050, grad_norm: 3.1243 2020-07-24 21:26:47,969 - mmaction - INFO - Epoch [27][680/1074] lr: 3.500e-03, eta: 8:09:52, time: 1.080, data_time: 0.006, memory: 9526, top1_acc: 0.7185, top5_acc: 0.8984, loss_cls: 1.0929, loss: 1.0929, grad_norm: 3.1475 2020-07-24 21:27:11,086 - mmaction - INFO - Epoch [27][700/1074] lr: 3.500e-03, eta: 8:09:29, time: 1.155, data_time: 0.003, memory: 9526, top1_acc: 0.7279, top5_acc: 0.9016, loss_cls: 1.0572, loss: 1.0572, grad_norm: 3.0993 2020-07-24 21:27:33,178 - mmaction - INFO - Epoch [27][720/1074] lr: 3.500e-03, eta: 8:09:04, time: 1.102, data_time: 0.007, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9047, loss_cls: 1.0398, loss: 1.0398, grad_norm: 3.1027 2020-07-24 21:27:57,115 - mmaction - INFO - Epoch [27][740/1074] lr: 3.500e-03, eta: 8:08:41, time: 1.199, data_time: 0.008, memory: 9526, top1_acc: 0.7313, top5_acc: 0.9020, loss_cls: 1.0644, loss: 1.0644, grad_norm: 3.1174 2020-07-24 21:28:19,252 - mmaction - INFO - Epoch [27][760/1074] lr: 3.500e-03, eta: 8:08:16, time: 1.107, data_time: 0.004, memory: 9526, top1_acc: 0.7232, top5_acc: 0.9038, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.1401 2020-07-24 21:28:43,049 - mmaction - INFO - Epoch [27][780/1074] lr: 3.500e-03, eta: 8:07:53, time: 1.191, data_time: 0.004, memory: 9526, top1_acc: 0.7210, top5_acc: 0.8987, loss_cls: 1.0778, loss: 1.0778, grad_norm: 3.1091 2020-07-24 21:29:05,508 - mmaction - INFO - Epoch [27][800/1074] lr: 3.500e-03, eta: 8:07:29, time: 1.122, data_time: 0.007, memory: 9526, top1_acc: 0.7335, top5_acc: 0.9080, loss_cls: 1.0472, loss: 1.0472, grad_norm: 3.0904 2020-07-24 21:29:28,311 - mmaction - INFO - Epoch [27][820/1074] lr: 3.500e-03, eta: 8:07:05, time: 1.140, data_time: 0.004, memory: 9526, top1_acc: 0.7239, top5_acc: 0.9007, loss_cls: 1.0787, loss: 1.0787, grad_norm: 3.1010 2020-07-24 21:29:51,038 - mmaction - INFO - Epoch [27][840/1074] lr: 3.500e-03, eta: 8:06:41, time: 1.134, data_time: 0.006, memory: 9526, top1_acc: 0.7388, top5_acc: 0.8998, loss_cls: 1.0557, loss: 1.0557, grad_norm: 3.0604 2020-07-24 21:30:15,186 - mmaction - INFO - Epoch [27][860/1074] lr: 3.500e-03, eta: 8:06:18, time: 1.205, data_time: 0.007, memory: 9526, top1_acc: 0.7212, top5_acc: 0.8984, loss_cls: 1.0908, loss: 1.0908, grad_norm: 3.1337 2020-07-24 21:30:39,553 - mmaction - INFO - Epoch [27][880/1074] lr: 3.500e-03, eta: 8:05:56, time: 1.224, data_time: 0.009, memory: 9526, top1_acc: 0.7337, top5_acc: 0.9085, loss_cls: 1.0476, loss: 1.0476, grad_norm: 3.0620 2020-07-24 21:31:01,702 - mmaction - INFO - Epoch [27][900/1074] lr: 3.500e-03, eta: 8:05:31, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.7232, top5_acc: 0.8982, loss_cls: 1.0854, loss: 1.0854, grad_norm: 3.1525 2020-07-24 21:31:24,994 - mmaction - INFO - Epoch [27][920/1074] lr: 3.500e-03, eta: 8:05:08, time: 1.167, data_time: 0.010, memory: 9526, top1_acc: 0.7261, top5_acc: 0.9011, loss_cls: 1.0623, loss: 1.0623, grad_norm: 3.0553 2020-07-24 21:31:49,363 - mmaction - INFO - Epoch [27][940/1074] lr: 3.500e-03, eta: 8:04:45, time: 1.220, data_time: 0.005, memory: 9526, top1_acc: 0.7379, top5_acc: 0.9083, loss_cls: 1.0243, loss: 1.0243, grad_norm: 3.0240 2020-07-24 21:32:11,514 - mmaction - INFO - Epoch [27][960/1074] lr: 3.500e-03, eta: 8:04:20, time: 1.103, data_time: 0.006, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9063, loss_cls: 1.0434, loss: 1.0434, grad_norm: 3.0573 2020-07-24 21:32:35,885 - mmaction - INFO - Epoch [27][980/1074] lr: 3.500e-03, eta: 8:03:58, time: 1.224, data_time: 0.008, memory: 9526, top1_acc: 0.7286, top5_acc: 0.9009, loss_cls: 1.0911, loss: 1.0911, grad_norm: 3.1201 2020-07-24 21:32:58,482 - mmaction - INFO - Epoch [27][1000/1074] lr: 3.500e-03, eta: 8:03:34, time: 1.125, data_time: 0.006, memory: 9526, top1_acc: 0.7328, top5_acc: 0.9016, loss_cls: 1.0782, loss: 1.0782, grad_norm: 3.0600 2020-07-24 21:33:20,765 - mmaction - INFO - Epoch [27][1020/1074] lr: 3.500e-03, eta: 8:03:09, time: 1.118, data_time: 0.009, memory: 9526, top1_acc: 0.7297, top5_acc: 0.9002, loss_cls: 1.0689, loss: 1.0689, grad_norm: 3.0857 2020-07-24 21:33:44,484 - mmaction - INFO - Epoch [27][1040/1074] lr: 3.500e-03, eta: 8:02:46, time: 1.183, data_time: 0.007, memory: 9526, top1_acc: 0.7259, top5_acc: 0.8951, loss_cls: 1.0943, loss: 1.0943, grad_norm: 3.0536 2020-07-24 21:34:06,694 - mmaction - INFO - Epoch [27][1060/1074] lr: 3.500e-03, eta: 8:02:22, time: 1.114, data_time: 0.007, memory: 9526, top1_acc: 0.7239, top5_acc: 0.9071, loss_cls: 1.0414, loss: 1.0414, grad_norm: 3.0578 2020-07-24 21:34:23,650 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-07-24 21:34:57,666 - mmaction - INFO - Epoch [28][20/1074] lr: 3.500e-03, eta: 8:01:36, time: 1.626, data_time: 0.455, memory: 9526, top1_acc: 0.7254, top5_acc: 0.8911, loss_cls: 1.1082, loss: 1.1082, grad_norm: 3.1296 2020-07-24 21:35:21,050 - mmaction - INFO - Epoch [28][40/1074] lr: 3.500e-03, eta: 8:01:12, time: 1.166, data_time: 0.004, memory: 9526, top1_acc: 0.7368, top5_acc: 0.9067, loss_cls: 1.0186, loss: 1.0186, grad_norm: 3.0923 2020-07-24 21:35:42,911 - mmaction - INFO - Epoch [28][60/1074] lr: 3.500e-03, eta: 8:00:48, time: 1.094, data_time: 0.011, memory: 9526, top1_acc: 0.7339, top5_acc: 0.9065, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.1232 2020-07-24 21:36:06,188 - mmaction - INFO - Epoch [28][80/1074] lr: 3.500e-03, eta: 8:00:24, time: 1.166, data_time: 0.009, memory: 9526, top1_acc: 0.7319, top5_acc: 0.9069, loss_cls: 1.0422, loss: 1.0422, grad_norm: 3.0593 2020-07-24 21:36:30,061 - mmaction - INFO - Epoch [28][100/1074] lr: 3.500e-03, eta: 8:00:01, time: 1.196, data_time: 0.032, memory: 9526, top1_acc: 0.7384, top5_acc: 0.9038, loss_cls: 1.0378, loss: 1.0378, grad_norm: 3.0424 2020-07-24 21:36:53,443 - mmaction - INFO - Epoch [28][120/1074] lr: 3.500e-03, eta: 7:59:38, time: 1.168, data_time: 0.006, memory: 9526, top1_acc: 0.7328, top5_acc: 0.9116, loss_cls: 1.0268, loss: 1.0268, grad_norm: 3.0328 2020-07-24 21:37:16,227 - mmaction - INFO - Epoch [28][140/1074] lr: 3.500e-03, eta: 7:59:14, time: 1.138, data_time: 0.004, memory: 9526, top1_acc: 0.7415, top5_acc: 0.9080, loss_cls: 1.0208, loss: 1.0208, grad_norm: 3.0259 2020-07-24 21:37:38,619 - mmaction - INFO - Epoch [28][160/1074] lr: 3.500e-03, eta: 7:58:49, time: 1.122, data_time: 0.005, memory: 9526, top1_acc: 0.7357, top5_acc: 0.9049, loss_cls: 1.0240, loss: 1.0240, grad_norm: 3.0147 2020-07-24 21:38:02,668 - mmaction - INFO - Epoch [28][180/1074] lr: 3.500e-03, eta: 7:58:26, time: 1.197, data_time: 0.006, memory: 9526, top1_acc: 0.7328, top5_acc: 0.9054, loss_cls: 1.0301, loss: 1.0301, grad_norm: 3.0559 2020-07-24 21:38:25,572 - mmaction - INFO - Epoch [28][200/1074] lr: 3.500e-03, eta: 7:58:03, time: 1.149, data_time: 0.009, memory: 9526, top1_acc: 0.7286, top5_acc: 0.9085, loss_cls: 1.0530, loss: 1.0530, grad_norm: 3.0995 2020-07-24 21:38:48,998 - mmaction - INFO - Epoch [28][220/1074] lr: 3.500e-03, eta: 7:57:39, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.7145, top5_acc: 0.8922, loss_cls: 1.1083, loss: 1.1083, grad_norm: 3.1203 2020-07-24 21:39:12,521 - mmaction - INFO - Epoch [28][240/1074] lr: 3.500e-03, eta: 7:57:16, time: 1.176, data_time: 0.003, memory: 9526, top1_acc: 0.7246, top5_acc: 0.9020, loss_cls: 1.0674, loss: 1.0674, grad_norm: 3.1379 2020-07-24 21:39:36,799 - mmaction - INFO - Epoch [28][260/1074] lr: 3.500e-03, eta: 7:56:53, time: 1.210, data_time: 0.007, memory: 9526, top1_acc: 0.7375, top5_acc: 0.9067, loss_cls: 1.0151, loss: 1.0151, grad_norm: 2.9643 2020-07-24 21:40:00,904 - mmaction - INFO - Epoch [28][280/1074] lr: 3.500e-03, eta: 7:56:30, time: 1.207, data_time: 0.009, memory: 9526, top1_acc: 0.7304, top5_acc: 0.9002, loss_cls: 1.0538, loss: 1.0538, grad_norm: 3.1160 2020-07-24 21:40:25,424 - mmaction - INFO - Epoch [28][300/1074] lr: 3.500e-03, eta: 7:56:08, time: 1.226, data_time: 0.008, memory: 9526, top1_acc: 0.7275, top5_acc: 0.9009, loss_cls: 1.0766, loss: 1.0766, grad_norm: 3.1405 2020-07-24 21:40:49,860 - mmaction - INFO - Epoch [28][320/1074] lr: 3.500e-03, eta: 7:55:45, time: 1.223, data_time: 0.007, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9089, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.0372 2020-07-24 21:41:12,078 - mmaction - INFO - Epoch [28][340/1074] lr: 3.500e-03, eta: 7:55:21, time: 1.109, data_time: 0.007, memory: 9526, top1_acc: 0.7243, top5_acc: 0.9002, loss_cls: 1.0756, loss: 1.0756, grad_norm: 3.0763 2020-07-24 21:41:34,609 - mmaction - INFO - Epoch [28][360/1074] lr: 3.500e-03, eta: 7:54:57, time: 1.129, data_time: 0.007, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9076, loss_cls: 1.0187, loss: 1.0187, grad_norm: 3.0423 2020-07-24 21:41:58,892 - mmaction - INFO - Epoch [28][380/1074] lr: 3.500e-03, eta: 7:54:34, time: 1.211, data_time: 0.007, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9096, loss_cls: 1.0040, loss: 1.0040, grad_norm: 3.0279 2020-07-24 21:42:23,789 - mmaction - INFO - Epoch [28][400/1074] lr: 3.500e-03, eta: 7:54:12, time: 1.248, data_time: 0.009, memory: 9526, top1_acc: 0.7292, top5_acc: 0.9002, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.0662 2020-07-24 21:42:45,849 - mmaction - INFO - Epoch [28][420/1074] lr: 3.500e-03, eta: 7:53:47, time: 1.101, data_time: 0.008, memory: 9526, top1_acc: 0.7297, top5_acc: 0.9049, loss_cls: 1.0358, loss: 1.0358, grad_norm: 3.0833 2020-07-24 21:43:14,443 - mmaction - INFO - Epoch [28][440/1074] lr: 3.500e-03, eta: 7:53:28, time: 1.430, data_time: 0.006, memory: 9526, top1_acc: 0.7268, top5_acc: 0.9049, loss_cls: 1.0553, loss: 1.0553, grad_norm: 3.1030 2020-07-24 21:43:37,552 - mmaction - INFO - Epoch [28][460/1074] lr: 3.500e-03, eta: 7:53:05, time: 1.155, data_time: 0.009, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.0397, loss: 1.0397, grad_norm: 3.0674 2020-07-24 21:44:00,517 - mmaction - INFO - Epoch [28][480/1074] lr: 3.500e-03, eta: 7:52:41, time: 1.150, data_time: 0.007, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9067, loss_cls: 1.0396, loss: 1.0396, grad_norm: 3.1203 2020-07-24 21:44:24,279 - mmaction - INFO - Epoch [28][500/1074] lr: 3.500e-03, eta: 7:52:18, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.7415, top5_acc: 0.9051, loss_cls: 1.0139, loss: 1.0139, grad_norm: 3.0682 2020-07-24 21:44:47,039 - mmaction - INFO - Epoch [28][520/1074] lr: 3.500e-03, eta: 7:51:54, time: 1.140, data_time: 0.006, memory: 9526, top1_acc: 0.7292, top5_acc: 0.9020, loss_cls: 1.0601, loss: 1.0601, grad_norm: 3.0824 2020-07-24 21:45:09,755 - mmaction - INFO - Epoch [28][540/1074] lr: 3.500e-03, eta: 7:51:30, time: 1.135, data_time: 0.008, memory: 9526, top1_acc: 0.7308, top5_acc: 0.9018, loss_cls: 1.0716, loss: 1.0716, grad_norm: 3.1662 2020-07-24 21:45:32,997 - mmaction - INFO - Epoch [28][560/1074] lr: 3.500e-03, eta: 7:51:06, time: 1.163, data_time: 0.005, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9047, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.0043 2020-07-24 21:45:56,081 - mmaction - INFO - Epoch [28][580/1074] lr: 3.500e-03, eta: 7:50:42, time: 1.154, data_time: 0.007, memory: 9526, top1_acc: 0.7272, top5_acc: 0.9049, loss_cls: 1.0570, loss: 1.0570, grad_norm: 3.1114 2020-07-24 21:46:20,176 - mmaction - INFO - Epoch [28][600/1074] lr: 3.500e-03, eta: 7:50:20, time: 1.202, data_time: 0.008, memory: 9526, top1_acc: 0.7330, top5_acc: 0.9071, loss_cls: 1.0436, loss: 1.0436, grad_norm: 3.1560 2020-07-24 21:46:44,028 - mmaction - INFO - Epoch [28][620/1074] lr: 3.500e-03, eta: 7:49:56, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.7243, top5_acc: 0.8993, loss_cls: 1.0693, loss: 1.0693, grad_norm: 3.1710 2020-07-24 21:47:07,484 - mmaction - INFO - Epoch [28][640/1074] lr: 3.500e-03, eta: 7:49:33, time: 1.172, data_time: 0.006, memory: 9526, top1_acc: 0.7275, top5_acc: 0.9049, loss_cls: 1.0464, loss: 1.0464, grad_norm: 3.1444 2020-07-24 21:47:29,881 - mmaction - INFO - Epoch [28][660/1074] lr: 3.500e-03, eta: 7:49:09, time: 1.122, data_time: 0.008, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9016, loss_cls: 1.0427, loss: 1.0427, grad_norm: 3.0869 2020-07-24 21:47:53,535 - mmaction - INFO - Epoch [28][680/1074] lr: 3.500e-03, eta: 7:48:46, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.7252, top5_acc: 0.9045, loss_cls: 1.0651, loss: 1.0651, grad_norm: 3.1052 2020-07-24 21:48:16,138 - mmaction - INFO - Epoch [28][700/1074] lr: 3.500e-03, eta: 7:48:22, time: 1.131, data_time: 0.004, memory: 9526, top1_acc: 0.7250, top5_acc: 0.9054, loss_cls: 1.0564, loss: 1.0564, grad_norm: 3.1602 2020-07-24 21:48:39,244 - mmaction - INFO - Epoch [28][720/1074] lr: 3.500e-03, eta: 7:47:58, time: 1.152, data_time: 0.007, memory: 9526, top1_acc: 0.7279, top5_acc: 0.9045, loss_cls: 1.0610, loss: 1.0610, grad_norm: 3.1179 2020-07-24 21:49:02,414 - mmaction - INFO - Epoch [28][740/1074] lr: 3.500e-03, eta: 7:47:34, time: 1.161, data_time: 0.008, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9047, loss_cls: 1.0446, loss: 1.0446, grad_norm: 3.1353 2020-07-24 21:49:25,755 - mmaction - INFO - Epoch [28][760/1074] lr: 3.500e-03, eta: 7:47:11, time: 1.168, data_time: 0.007, memory: 9526, top1_acc: 0.7208, top5_acc: 0.9071, loss_cls: 1.0716, loss: 1.0716, grad_norm: 3.1944 2020-07-24 21:49:49,093 - mmaction - INFO - Epoch [28][780/1074] lr: 3.500e-03, eta: 7:46:47, time: 1.167, data_time: 0.003, memory: 9526, top1_acc: 0.7239, top5_acc: 0.9042, loss_cls: 1.0632, loss: 1.0632, grad_norm: 3.1443 2020-07-24 21:50:12,935 - mmaction - INFO - Epoch [28][800/1074] lr: 3.500e-03, eta: 7:46:24, time: 1.190, data_time: 0.005, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9009, loss_cls: 1.0546, loss: 1.0546, grad_norm: 3.0805 2020-07-24 21:50:35,538 - mmaction - INFO - Epoch [28][820/1074] lr: 3.500e-03, eta: 7:46:00, time: 1.131, data_time: 0.004, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9060, loss_cls: 1.0391, loss: 1.0391, grad_norm: 3.1365 2020-07-24 21:50:58,804 - mmaction - INFO - Epoch [28][840/1074] lr: 3.500e-03, eta: 7:45:37, time: 1.162, data_time: 0.008, memory: 9526, top1_acc: 0.7217, top5_acc: 0.9033, loss_cls: 1.0489, loss: 1.0489, grad_norm: 3.1644 2020-07-24 21:51:22,294 - mmaction - INFO - Epoch [28][860/1074] lr: 3.500e-03, eta: 7:45:13, time: 1.178, data_time: 0.007, memory: 9526, top1_acc: 0.7328, top5_acc: 0.9051, loss_cls: 1.0473, loss: 1.0473, grad_norm: 3.1075 2020-07-24 21:51:46,933 - mmaction - INFO - Epoch [28][880/1074] lr: 3.500e-03, eta: 7:44:51, time: 1.231, data_time: 0.007, memory: 9526, top1_acc: 0.7339, top5_acc: 0.9051, loss_cls: 1.0561, loss: 1.0561, grad_norm: 3.1600 2020-07-24 21:52:12,738 - mmaction - INFO - Epoch [28][900/1074] lr: 3.500e-03, eta: 7:44:29, time: 1.290, data_time: 0.004, memory: 9526, top1_acc: 0.7344, top5_acc: 0.9060, loss_cls: 1.0364, loss: 1.0364, grad_norm: 3.1104 2020-07-24 21:52:36,331 - mmaction - INFO - Epoch [28][920/1074] lr: 3.500e-03, eta: 7:44:06, time: 1.181, data_time: 0.004, memory: 9526, top1_acc: 0.7330, top5_acc: 0.9054, loss_cls: 1.0468, loss: 1.0468, grad_norm: 3.1291 2020-07-24 21:52:59,300 - mmaction - INFO - Epoch [28][940/1074] lr: 3.500e-03, eta: 7:43:42, time: 1.149, data_time: 0.005, memory: 9526, top1_acc: 0.7321, top5_acc: 0.8989, loss_cls: 1.0565, loss: 1.0565, grad_norm: 3.1666 2020-07-24 21:53:22,793 - mmaction - INFO - Epoch [28][960/1074] lr: 3.500e-03, eta: 7:43:19, time: 1.173, data_time: 0.003, memory: 9526, top1_acc: 0.7386, top5_acc: 0.9094, loss_cls: 1.0167, loss: 1.0167, grad_norm: 3.0824 2020-07-24 21:53:46,660 - mmaction - INFO - Epoch [28][980/1074] lr: 3.500e-03, eta: 7:42:56, time: 1.195, data_time: 0.006, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9002, loss_cls: 1.0601, loss: 1.0601, grad_norm: 3.1723 2020-07-24 21:54:09,193 - mmaction - INFO - Epoch [28][1000/1074] lr: 3.500e-03, eta: 7:42:32, time: 1.124, data_time: 0.005, memory: 9526, top1_acc: 0.7321, top5_acc: 0.9049, loss_cls: 1.0584, loss: 1.0584, grad_norm: 3.1666 2020-07-24 21:54:31,462 - mmaction - INFO - Epoch [28][1020/1074] lr: 3.500e-03, eta: 7:42:07, time: 1.115, data_time: 0.007, memory: 9526, top1_acc: 0.7288, top5_acc: 0.9076, loss_cls: 1.0321, loss: 1.0321, grad_norm: 3.1091 2020-07-24 21:54:55,658 - mmaction - INFO - Epoch [28][1040/1074] lr: 3.500e-03, eta: 7:41:45, time: 1.207, data_time: 0.007, memory: 9526, top1_acc: 0.7295, top5_acc: 0.9047, loss_cls: 1.0607, loss: 1.0607, grad_norm: 3.0982 2020-07-24 21:55:18,420 - mmaction - INFO - Epoch [28][1060/1074] lr: 3.500e-03, eta: 7:41:21, time: 1.138, data_time: 0.009, memory: 9526, top1_acc: 0.7342, top5_acc: 0.9078, loss_cls: 1.0264, loss: 1.0264, grad_norm: 3.1240 2020-07-24 21:55:35,042 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-07-24 21:56:09,096 - mmaction - INFO - Epoch [29][20/1074] lr: 3.500e-03, eta: 7:40:34, time: 1.554, data_time: 0.344, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9127, loss_cls: 1.0083, loss: 1.0083, grad_norm: 3.0764 2020-07-24 21:56:30,355 - mmaction - INFO - Epoch [29][40/1074] lr: 3.500e-03, eta: 7:40:09, time: 1.063, data_time: 0.005, memory: 9526, top1_acc: 0.7446, top5_acc: 0.9083, loss_cls: 1.0074, loss: 1.0074, grad_norm: 3.0465 2020-07-24 21:56:54,812 - mmaction - INFO - Epoch [29][60/1074] lr: 3.500e-03, eta: 7:39:46, time: 1.222, data_time: 0.008, memory: 9526, top1_acc: 0.7400, top5_acc: 0.9118, loss_cls: 0.9909, loss: 0.9909, grad_norm: 3.0469 2020-07-24 21:57:17,798 - mmaction - INFO - Epoch [29][80/1074] lr: 3.500e-03, eta: 7:39:23, time: 1.152, data_time: 0.006, memory: 9526, top1_acc: 0.7402, top5_acc: 0.9136, loss_cls: 1.0258, loss: 1.0258, grad_norm: 3.1394 2020-07-24 21:57:40,391 - mmaction - INFO - Epoch [29][100/1074] lr: 3.500e-03, eta: 7:38:58, time: 1.128, data_time: 0.005, memory: 9526, top1_acc: 0.7344, top5_acc: 0.9063, loss_cls: 1.0378, loss: 1.0378, grad_norm: 3.1491 2020-07-24 21:58:06,262 - mmaction - INFO - Epoch [29][120/1074] lr: 3.500e-03, eta: 7:38:37, time: 1.295, data_time: 0.006, memory: 9526, top1_acc: 0.7317, top5_acc: 0.8973, loss_cls: 1.0553, loss: 1.0553, grad_norm: 3.1016 2020-07-24 21:58:28,363 - mmaction - INFO - Epoch [29][140/1074] lr: 3.500e-03, eta: 7:38:13, time: 1.104, data_time: 0.005, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9181, loss_cls: 0.9944, loss: 0.9944, grad_norm: 3.1153 2020-07-24 21:58:52,471 - mmaction - INFO - Epoch [29][160/1074] lr: 3.500e-03, eta: 7:37:50, time: 1.207, data_time: 0.005, memory: 9526, top1_acc: 0.7375, top5_acc: 0.9042, loss_cls: 1.0301, loss: 1.0301, grad_norm: 3.1445 2020-07-24 21:59:16,016 - mmaction - INFO - Epoch [29][180/1074] lr: 3.500e-03, eta: 7:37:26, time: 1.177, data_time: 0.005, memory: 9526, top1_acc: 0.7292, top5_acc: 0.9069, loss_cls: 1.0491, loss: 1.0491, grad_norm: 3.1658 2020-07-24 21:59:38,888 - mmaction - INFO - Epoch [29][200/1074] lr: 3.500e-03, eta: 7:37:03, time: 1.141, data_time: 0.004, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9054, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.1125 2020-07-24 22:00:03,323 - mmaction - INFO - Epoch [29][220/1074] lr: 3.500e-03, eta: 7:36:40, time: 1.220, data_time: 0.008, memory: 9526, top1_acc: 0.7283, top5_acc: 0.9016, loss_cls: 1.0518, loss: 1.0518, grad_norm: 3.0856 2020-07-24 22:00:28,279 - mmaction - INFO - Epoch [29][240/1074] lr: 3.500e-03, eta: 7:36:18, time: 1.251, data_time: 0.010, memory: 9526, top1_acc: 0.7462, top5_acc: 0.9058, loss_cls: 1.0233, loss: 1.0233, grad_norm: 3.1011 2020-07-24 22:00:51,683 - mmaction - INFO - Epoch [29][260/1074] lr: 3.500e-03, eta: 7:35:54, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9092, loss_cls: 1.0141, loss: 1.0141, grad_norm: 3.1096 2020-07-24 22:01:16,036 - mmaction - INFO - Epoch [29][280/1074] lr: 3.500e-03, eta: 7:35:32, time: 1.223, data_time: 0.008, memory: 9526, top1_acc: 0.7261, top5_acc: 0.9020, loss_cls: 1.0629, loss: 1.0629, grad_norm: 3.1404 2020-07-24 22:01:37,972 - mmaction - INFO - Epoch [29][300/1074] lr: 3.500e-03, eta: 7:35:07, time: 1.093, data_time: 0.005, memory: 9526, top1_acc: 0.7308, top5_acc: 0.9031, loss_cls: 1.0569, loss: 1.0569, grad_norm: 3.1199 2020-07-24 22:02:00,510 - mmaction - INFO - Epoch [29][320/1074] lr: 3.500e-03, eta: 7:34:43, time: 1.131, data_time: 0.011, memory: 9526, top1_acc: 0.7326, top5_acc: 0.9085, loss_cls: 1.0195, loss: 1.0195, grad_norm: 3.1670 2020-07-24 22:02:24,817 - mmaction - INFO - Epoch [29][340/1074] lr: 3.500e-03, eta: 7:34:20, time: 1.210, data_time: 0.002, memory: 9526, top1_acc: 0.7295, top5_acc: 0.8955, loss_cls: 1.0693, loss: 1.0693, grad_norm: 3.1641 2020-07-24 22:02:47,434 - mmaction - INFO - Epoch [29][360/1074] lr: 3.500e-03, eta: 7:33:56, time: 1.131, data_time: 0.010, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9129, loss_cls: 0.9796, loss: 0.9796, grad_norm: 3.1147 2020-07-24 22:03:09,692 - mmaction - INFO - Epoch [29][380/1074] lr: 3.500e-03, eta: 7:33:32, time: 1.116, data_time: 0.007, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9105, loss_cls: 1.0116, loss: 1.0116, grad_norm: 3.1419 2020-07-24 22:03:32,706 - mmaction - INFO - Epoch [29][400/1074] lr: 3.500e-03, eta: 7:33:08, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9112, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.1003 2020-07-24 22:03:55,347 - mmaction - INFO - Epoch [29][420/1074] lr: 3.500e-03, eta: 7:32:44, time: 1.132, data_time: 0.004, memory: 9526, top1_acc: 0.7313, top5_acc: 0.8993, loss_cls: 1.0639, loss: 1.0639, grad_norm: 3.2173 2020-07-24 22:04:19,591 - mmaction - INFO - Epoch [29][440/1074] lr: 3.500e-03, eta: 7:32:22, time: 1.214, data_time: 0.007, memory: 9526, top1_acc: 0.7353, top5_acc: 0.9094, loss_cls: 1.0368, loss: 1.0368, grad_norm: 3.1701 2020-07-24 22:04:42,712 - mmaction - INFO - Epoch [29][460/1074] lr: 3.500e-03, eta: 7:31:58, time: 1.156, data_time: 0.004, memory: 9526, top1_acc: 0.7400, top5_acc: 0.9096, loss_cls: 1.0106, loss: 1.0106, grad_norm: 3.0649 2020-07-24 22:05:05,324 - mmaction - INFO - Epoch [29][480/1074] lr: 3.500e-03, eta: 7:31:34, time: 1.129, data_time: 0.005, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9007, loss_cls: 1.0462, loss: 1.0462, grad_norm: 3.1154 2020-07-24 22:05:28,398 - mmaction - INFO - Epoch [29][500/1074] lr: 3.500e-03, eta: 7:31:10, time: 1.155, data_time: 0.004, memory: 9526, top1_acc: 0.7217, top5_acc: 0.9000, loss_cls: 1.0552, loss: 1.0552, grad_norm: 3.1639 2020-07-24 22:05:51,367 - mmaction - INFO - Epoch [29][520/1074] lr: 3.500e-03, eta: 7:30:46, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.7426, top5_acc: 0.9087, loss_cls: 1.0208, loss: 1.0208, grad_norm: 3.1598 2020-07-24 22:06:14,003 - mmaction - INFO - Epoch [29][540/1074] lr: 3.500e-03, eta: 7:30:22, time: 1.130, data_time: 0.010, memory: 9526, top1_acc: 0.7299, top5_acc: 0.9022, loss_cls: 1.0471, loss: 1.0471, grad_norm: 3.1589 2020-07-24 22:06:36,816 - mmaction - INFO - Epoch [29][560/1074] lr: 3.500e-03, eta: 7:29:59, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9089, loss_cls: 1.0035, loss: 1.0035, grad_norm: 3.1077 2020-07-24 22:07:00,448 - mmaction - INFO - Epoch [29][580/1074] lr: 3.500e-03, eta: 7:29:35, time: 1.178, data_time: 0.009, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9060, loss_cls: 1.0327, loss: 1.0327, grad_norm: 3.1560 2020-07-24 22:07:24,698 - mmaction - INFO - Epoch [29][600/1074] lr: 3.500e-03, eta: 7:29:13, time: 1.217, data_time: 0.009, memory: 9526, top1_acc: 0.7283, top5_acc: 0.9002, loss_cls: 1.0577, loss: 1.0577, grad_norm: 3.1583 2020-07-24 22:07:48,074 - mmaction - INFO - Epoch [29][620/1074] lr: 3.500e-03, eta: 7:28:49, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.7321, top5_acc: 0.9058, loss_cls: 1.0562, loss: 1.0562, grad_norm: 3.1853 2020-07-24 22:08:11,367 - mmaction - INFO - Epoch [29][640/1074] lr: 3.500e-03, eta: 7:28:26, time: 1.167, data_time: 0.009, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9049, loss_cls: 1.0358, loss: 1.0358, grad_norm: 3.1543 2020-07-24 22:08:34,830 - mmaction - INFO - Epoch [29][660/1074] lr: 3.500e-03, eta: 7:28:02, time: 1.173, data_time: 0.007, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9065, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.1241 2020-07-24 22:08:58,278 - mmaction - INFO - Epoch [29][680/1074] lr: 3.500e-03, eta: 7:27:39, time: 1.173, data_time: 0.004, memory: 9526, top1_acc: 0.7337, top5_acc: 0.9054, loss_cls: 1.0317, loss: 1.0317, grad_norm: 3.1728 2020-07-24 22:09:20,991 - mmaction - INFO - Epoch [29][700/1074] lr: 3.500e-03, eta: 7:27:15, time: 1.136, data_time: 0.006, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9114, loss_cls: 1.0085, loss: 1.0085, grad_norm: 3.0888 2020-07-24 22:09:42,987 - mmaction - INFO - Epoch [29][720/1074] lr: 3.500e-03, eta: 7:26:50, time: 1.095, data_time: 0.003, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9127, loss_cls: 1.0269, loss: 1.0269, grad_norm: 3.1979 2020-07-24 22:10:07,033 - mmaction - INFO - Epoch [29][740/1074] lr: 3.500e-03, eta: 7:26:28, time: 1.205, data_time: 0.009, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9038, loss_cls: 1.0484, loss: 1.0484, grad_norm: 3.1623 2020-07-24 22:10:31,015 - mmaction - INFO - Epoch [29][760/1074] lr: 3.500e-03, eta: 7:26:05, time: 1.199, data_time: 0.004, memory: 9526, top1_acc: 0.7203, top5_acc: 0.9060, loss_cls: 1.0533, loss: 1.0533, grad_norm: 3.1882 2020-07-24 22:10:54,009 - mmaction - INFO - Epoch [29][780/1074] lr: 3.500e-03, eta: 7:25:41, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7261, top5_acc: 0.8989, loss_cls: 1.0812, loss: 1.0812, grad_norm: 3.2327 2020-07-24 22:11:15,948 - mmaction - INFO - Epoch [29][800/1074] lr: 3.500e-03, eta: 7:25:16, time: 1.098, data_time: 0.008, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9031, loss_cls: 1.0608, loss: 1.0608, grad_norm: 3.1657 2020-07-24 22:11:39,325 - mmaction - INFO - Epoch [29][820/1074] lr: 3.500e-03, eta: 7:24:53, time: 1.164, data_time: 0.008, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9074, loss_cls: 1.0139, loss: 1.0139, grad_norm: 3.1076 2020-07-24 22:12:02,766 - mmaction - INFO - Epoch [29][840/1074] lr: 3.500e-03, eta: 7:24:30, time: 1.175, data_time: 0.012, memory: 9526, top1_acc: 0.7388, top5_acc: 0.9083, loss_cls: 1.0406, loss: 1.0406, grad_norm: 3.0950 2020-07-24 22:12:24,941 - mmaction - INFO - Epoch [29][860/1074] lr: 3.500e-03, eta: 7:24:05, time: 1.111, data_time: 0.009, memory: 9526, top1_acc: 0.7290, top5_acc: 0.9074, loss_cls: 1.0190, loss: 1.0190, grad_norm: 3.1102 2020-07-24 22:12:46,904 - mmaction - INFO - Epoch [29][880/1074] lr: 3.500e-03, eta: 7:23:41, time: 1.098, data_time: 0.007, memory: 9526, top1_acc: 0.7359, top5_acc: 0.9040, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.1753 2020-07-24 22:13:09,203 - mmaction - INFO - Epoch [29][900/1074] lr: 3.500e-03, eta: 7:23:17, time: 1.113, data_time: 0.004, memory: 9526, top1_acc: 0.7400, top5_acc: 0.9060, loss_cls: 1.0291, loss: 1.0291, grad_norm: 3.1408 2020-07-24 22:13:32,805 - mmaction - INFO - Epoch [29][920/1074] lr: 3.500e-03, eta: 7:22:53, time: 1.183, data_time: 0.009, memory: 9526, top1_acc: 0.7384, top5_acc: 0.8996, loss_cls: 1.0564, loss: 1.0564, grad_norm: 3.1684 2020-07-24 22:13:54,397 - mmaction - INFO - Epoch [29][940/1074] lr: 3.500e-03, eta: 7:22:29, time: 1.079, data_time: 0.003, memory: 9526, top1_acc: 0.7254, top5_acc: 0.9074, loss_cls: 1.0440, loss: 1.0440, grad_norm: 3.1604 2020-07-24 22:14:16,980 - mmaction - INFO - Epoch [29][960/1074] lr: 3.500e-03, eta: 7:22:05, time: 1.130, data_time: 0.008, memory: 9526, top1_acc: 0.7313, top5_acc: 0.9040, loss_cls: 1.0339, loss: 1.0339, grad_norm: 3.1443 2020-07-24 22:14:38,719 - mmaction - INFO - Epoch [29][980/1074] lr: 3.500e-03, eta: 7:21:40, time: 1.084, data_time: 0.004, memory: 9526, top1_acc: 0.7384, top5_acc: 0.9071, loss_cls: 1.0082, loss: 1.0082, grad_norm: 3.1698 2020-07-24 22:15:02,935 - mmaction - INFO - Epoch [29][1000/1074] lr: 3.500e-03, eta: 7:21:17, time: 1.212, data_time: 0.009, memory: 9526, top1_acc: 0.7272, top5_acc: 0.9000, loss_cls: 1.0610, loss: 1.0610, grad_norm: 3.2034 2020-07-24 22:15:27,808 - mmaction - INFO - Epoch [29][1020/1074] lr: 3.500e-03, eta: 7:20:55, time: 1.244, data_time: 0.004, memory: 9526, top1_acc: 0.7362, top5_acc: 0.9013, loss_cls: 1.0498, loss: 1.0498, grad_norm: 3.1349 2020-07-24 22:15:50,378 - mmaction - INFO - Epoch [29][1040/1074] lr: 3.500e-03, eta: 7:20:31, time: 1.126, data_time: 0.006, memory: 9526, top1_acc: 0.7335, top5_acc: 0.9040, loss_cls: 1.0570, loss: 1.0570, grad_norm: 3.1715 2020-07-24 22:16:13,656 - mmaction - INFO - Epoch [29][1060/1074] lr: 3.500e-03, eta: 7:20:07, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9060, loss_cls: 1.0461, loss: 1.0461, grad_norm: 3.1821 2020-07-24 22:16:28,027 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-07-24 22:17:04,983 - mmaction - INFO - Epoch [30][20/1074] lr: 3.500e-03, eta: 7:19:24, time: 1.740, data_time: 0.565, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9011, loss_cls: 1.0577, loss: 1.0577, grad_norm: 3.1814 2020-07-24 22:17:26,456 - mmaction - INFO - Epoch [30][40/1074] lr: 3.500e-03, eta: 7:18:59, time: 1.077, data_time: 0.008, memory: 9526, top1_acc: 0.7272, top5_acc: 0.8987, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.2492 2020-07-24 22:17:49,497 - mmaction - INFO - Epoch [30][60/1074] lr: 3.500e-03, eta: 7:18:35, time: 1.151, data_time: 0.010, memory: 9526, top1_acc: 0.7411, top5_acc: 0.9065, loss_cls: 1.0068, loss: 1.0068, grad_norm: 3.0418 2020-07-24 22:18:11,216 - mmaction - INFO - Epoch [30][80/1074] lr: 3.500e-03, eta: 7:18:11, time: 1.088, data_time: 0.007, memory: 9526, top1_acc: 0.7400, top5_acc: 0.9114, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.1075 2020-07-24 22:18:33,442 - mmaction - INFO - Epoch [30][100/1074] lr: 3.500e-03, eta: 7:17:47, time: 1.110, data_time: 0.007, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9042, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.2061 2020-07-24 22:18:55,673 - mmaction - INFO - Epoch [30][120/1074] lr: 3.500e-03, eta: 7:17:22, time: 1.113, data_time: 0.007, memory: 9526, top1_acc: 0.7433, top5_acc: 0.9087, loss_cls: 1.0079, loss: 1.0079, grad_norm: 3.0843 2020-07-24 22:19:18,159 - mmaction - INFO - Epoch [30][140/1074] lr: 3.500e-03, eta: 7:16:58, time: 1.124, data_time: 0.007, memory: 9526, top1_acc: 0.7342, top5_acc: 0.9051, loss_cls: 1.0376, loss: 1.0376, grad_norm: 3.1622 2020-07-24 22:19:42,330 - mmaction - INFO - Epoch [30][160/1074] lr: 3.500e-03, eta: 7:16:36, time: 1.209, data_time: 0.004, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9116, loss_cls: 1.0074, loss: 1.0074, grad_norm: 3.1150 2020-07-24 22:20:04,538 - mmaction - INFO - Epoch [30][180/1074] lr: 3.500e-03, eta: 7:16:11, time: 1.109, data_time: 0.005, memory: 9526, top1_acc: 0.7411, top5_acc: 0.9147, loss_cls: 0.9975, loss: 0.9975, grad_norm: 3.1812 2020-07-24 22:20:27,448 - mmaction - INFO - Epoch [30][200/1074] lr: 3.500e-03, eta: 7:15:48, time: 1.147, data_time: 0.005, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9083, loss_cls: 1.0119, loss: 1.0119, grad_norm: 3.1420 2020-07-24 22:20:50,103 - mmaction - INFO - Epoch [30][220/1074] lr: 3.500e-03, eta: 7:15:24, time: 1.134, data_time: 0.006, memory: 9526, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9910, loss: 0.9910, grad_norm: 3.0847 2020-07-24 22:21:12,016 - mmaction - INFO - Epoch [30][240/1074] lr: 3.500e-03, eta: 7:14:59, time: 1.093, data_time: 0.007, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9161, loss_cls: 0.9741, loss: 0.9741, grad_norm: 3.0970 2020-07-24 22:21:35,768 - mmaction - INFO - Epoch [30][260/1074] lr: 3.500e-03, eta: 7:14:36, time: 1.187, data_time: 0.007, memory: 9526, top1_acc: 0.7261, top5_acc: 0.9047, loss_cls: 1.0430, loss: 1.0430, grad_norm: 3.1854 2020-07-24 22:21:58,909 - mmaction - INFO - Epoch [30][280/1074] lr: 3.500e-03, eta: 7:14:12, time: 1.159, data_time: 0.010, memory: 9526, top1_acc: 0.7364, top5_acc: 0.9038, loss_cls: 1.0485, loss: 1.0485, grad_norm: 3.1846 2020-07-24 22:22:22,209 - mmaction - INFO - Epoch [30][300/1074] lr: 3.500e-03, eta: 7:13:49, time: 1.165, data_time: 0.004, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9125, loss_cls: 0.9610, loss: 0.9610, grad_norm: 3.0379 2020-07-24 22:22:43,977 - mmaction - INFO - Epoch [30][320/1074] lr: 3.500e-03, eta: 7:13:24, time: 1.083, data_time: 0.007, memory: 9526, top1_acc: 0.7433, top5_acc: 0.9138, loss_cls: 0.9816, loss: 0.9816, grad_norm: 3.1346 2020-07-24 22:23:07,292 - mmaction - INFO - Epoch [30][340/1074] lr: 3.500e-03, eta: 7:13:01, time: 1.171, data_time: 0.010, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9096, loss_cls: 1.0398, loss: 1.0398, grad_norm: 3.1748 2020-07-24 22:23:31,108 - mmaction - INFO - Epoch [30][360/1074] lr: 3.500e-03, eta: 7:12:38, time: 1.186, data_time: 0.009, memory: 9526, top1_acc: 0.7417, top5_acc: 0.9100, loss_cls: 1.0070, loss: 1.0070, grad_norm: 3.1710 2020-07-24 22:23:52,825 - mmaction - INFO - Epoch [30][380/1074] lr: 3.500e-03, eta: 7:12:13, time: 1.091, data_time: 0.008, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9112, loss_cls: 1.0059, loss: 1.0059, grad_norm: 3.1181 2020-07-24 22:24:15,314 - mmaction - INFO - Epoch [30][400/1074] lr: 3.500e-03, eta: 7:11:49, time: 1.122, data_time: 0.006, memory: 9526, top1_acc: 0.7382, top5_acc: 0.9094, loss_cls: 1.0136, loss: 1.0136, grad_norm: 3.1725 2020-07-24 22:24:37,915 - mmaction - INFO - Epoch [30][420/1074] lr: 3.500e-03, eta: 7:11:25, time: 1.130, data_time: 0.007, memory: 9526, top1_acc: 0.7386, top5_acc: 0.9114, loss_cls: 0.9999, loss: 0.9999, grad_norm: 3.1216 2020-07-24 22:24:59,784 - mmaction - INFO - Epoch [30][440/1074] lr: 3.500e-03, eta: 7:11:01, time: 1.096, data_time: 0.008, memory: 9526, top1_acc: 0.7286, top5_acc: 0.9007, loss_cls: 1.0635, loss: 1.0635, grad_norm: 3.2193 2020-07-24 22:25:25,252 - mmaction - INFO - Epoch [30][460/1074] lr: 3.500e-03, eta: 7:10:39, time: 1.273, data_time: 0.004, memory: 9526, top1_acc: 0.7353, top5_acc: 0.9109, loss_cls: 1.0262, loss: 1.0262, grad_norm: 3.2277 2020-07-24 22:25:46,850 - mmaction - INFO - Epoch [30][480/1074] lr: 3.500e-03, eta: 7:10:14, time: 1.077, data_time: 0.005, memory: 9526, top1_acc: 0.7375, top5_acc: 0.9040, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.1643 2020-07-24 22:26:09,775 - mmaction - INFO - Epoch [30][500/1074] lr: 3.500e-03, eta: 7:09:51, time: 1.149, data_time: 0.007, memory: 9526, top1_acc: 0.7482, top5_acc: 0.9158, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.1176 2020-07-24 22:26:33,130 - mmaction - INFO - Epoch [30][520/1074] lr: 3.500e-03, eta: 7:09:27, time: 1.163, data_time: 0.005, memory: 9526, top1_acc: 0.7339, top5_acc: 0.9141, loss_cls: 1.0171, loss: 1.0171, grad_norm: 3.2037 2020-07-24 22:26:55,031 - mmaction - INFO - Epoch [30][540/1074] lr: 3.500e-03, eta: 7:09:03, time: 1.097, data_time: 0.008, memory: 9526, top1_acc: 0.7377, top5_acc: 0.9063, loss_cls: 1.0380, loss: 1.0380, grad_norm: 3.1862 2020-07-24 22:27:19,320 - mmaction - INFO - Epoch [30][560/1074] lr: 3.500e-03, eta: 7:08:40, time: 1.217, data_time: 0.005, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9103, loss_cls: 1.0378, loss: 1.0378, grad_norm: 3.2278 2020-07-24 22:27:40,871 - mmaction - INFO - Epoch [30][580/1074] lr: 3.500e-03, eta: 7:08:15, time: 1.077, data_time: 0.006, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9078, loss_cls: 1.0401, loss: 1.0401, grad_norm: 3.1735 2020-07-24 22:28:03,816 - mmaction - INFO - Epoch [30][600/1074] lr: 3.500e-03, eta: 7:07:52, time: 1.147, data_time: 0.003, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9098, loss_cls: 1.0080, loss: 1.0080, grad_norm: 3.1532 2020-07-24 22:28:28,293 - mmaction - INFO - Epoch [30][620/1074] lr: 3.500e-03, eta: 7:07:29, time: 1.221, data_time: 0.007, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9087, loss_cls: 1.0120, loss: 1.0120, grad_norm: 3.1285 2020-07-24 22:28:53,333 - mmaction - INFO - Epoch [30][640/1074] lr: 3.500e-03, eta: 7:07:07, time: 1.252, data_time: 0.009, memory: 9526, top1_acc: 0.7275, top5_acc: 0.8987, loss_cls: 1.0698, loss: 1.0698, grad_norm: 3.2114 2020-07-24 22:29:14,765 - mmaction - INFO - Epoch [30][660/1074] lr: 3.500e-03, eta: 7:06:42, time: 1.069, data_time: 0.009, memory: 9526, top1_acc: 0.7402, top5_acc: 0.9067, loss_cls: 1.0293, loss: 1.0293, grad_norm: 3.1520 2020-07-24 22:29:38,310 - mmaction - INFO - Epoch [30][680/1074] lr: 3.500e-03, eta: 7:06:19, time: 1.182, data_time: 0.009, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9089, loss_cls: 1.0277, loss: 1.0277, grad_norm: 3.2008 2020-07-24 22:30:01,051 - mmaction - INFO - Epoch [30][700/1074] lr: 3.500e-03, eta: 7:05:55, time: 1.137, data_time: 0.008, memory: 9526, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0373, loss: 1.0373, grad_norm: 3.1687 2020-07-24 22:30:22,885 - mmaction - INFO - Epoch [30][720/1074] lr: 3.500e-03, eta: 7:05:31, time: 1.092, data_time: 0.006, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9121, loss_cls: 1.0031, loss: 1.0031, grad_norm: 3.1772 2020-07-24 22:30:44,873 - mmaction - INFO - Epoch [30][740/1074] lr: 3.500e-03, eta: 7:05:06, time: 1.099, data_time: 0.009, memory: 9526, top1_acc: 0.7246, top5_acc: 0.9054, loss_cls: 1.0488, loss: 1.0488, grad_norm: 3.1867 2020-07-24 22:31:07,948 - mmaction - INFO - Epoch [30][760/1074] lr: 3.500e-03, eta: 7:04:43, time: 1.151, data_time: 0.004, memory: 9526, top1_acc: 0.7301, top5_acc: 0.9060, loss_cls: 1.0348, loss: 1.0348, grad_norm: 3.2050 2020-07-24 22:31:31,168 - mmaction - INFO - Epoch [30][780/1074] lr: 3.500e-03, eta: 7:04:19, time: 1.163, data_time: 0.010, memory: 9526, top1_acc: 0.7176, top5_acc: 0.8955, loss_cls: 1.0844, loss: 1.0844, grad_norm: 3.2781 2020-07-24 22:31:55,020 - mmaction - INFO - Epoch [30][800/1074] lr: 3.500e-03, eta: 7:03:56, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.7393, top5_acc: 0.9054, loss_cls: 1.0238, loss: 1.0238, grad_norm: 3.1673 2020-07-24 22:32:17,092 - mmaction - INFO - Epoch [30][820/1074] lr: 3.500e-03, eta: 7:03:32, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.7500, top5_acc: 0.9138, loss_cls: 0.9749, loss: 0.9749, grad_norm: 3.1803 2020-07-24 22:32:40,350 - mmaction - INFO - Epoch [30][840/1074] lr: 3.500e-03, eta: 7:03:08, time: 1.161, data_time: 0.110, memory: 9526, top1_acc: 0.7435, top5_acc: 0.9069, loss_cls: 1.0087, loss: 1.0087, grad_norm: 3.1827 2020-07-24 22:33:03,367 - mmaction - INFO - Epoch [30][860/1074] lr: 3.500e-03, eta: 7:02:45, time: 1.154, data_time: 0.008, memory: 9526, top1_acc: 0.7317, top5_acc: 0.9056, loss_cls: 1.0434, loss: 1.0434, grad_norm: 3.2047 2020-07-24 22:33:24,938 - mmaction - INFO - Epoch [30][880/1074] lr: 3.500e-03, eta: 7:02:20, time: 1.079, data_time: 0.007, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9080, loss_cls: 1.0121, loss: 1.0121, grad_norm: 3.1708 2020-07-24 22:33:47,435 - mmaction - INFO - Epoch [30][900/1074] lr: 3.500e-03, eta: 7:01:56, time: 1.125, data_time: 0.004, memory: 9526, top1_acc: 0.7317, top5_acc: 0.9069, loss_cls: 1.0434, loss: 1.0434, grad_norm: 3.2058 2020-07-24 22:34:11,439 - mmaction - INFO - Epoch [30][920/1074] lr: 3.500e-03, eta: 7:01:33, time: 1.196, data_time: 0.007, memory: 9526, top1_acc: 0.7315, top5_acc: 0.8987, loss_cls: 1.0521, loss: 1.0521, grad_norm: 3.2156 2020-07-24 22:34:33,558 - mmaction - INFO - Epoch [30][940/1074] lr: 3.500e-03, eta: 7:01:09, time: 1.110, data_time: 0.008, memory: 9526, top1_acc: 0.7254, top5_acc: 0.9033, loss_cls: 1.0661, loss: 1.0661, grad_norm: 3.2790 2020-07-24 22:34:56,727 - mmaction - INFO - Epoch [30][960/1074] lr: 3.500e-03, eta: 7:00:45, time: 1.158, data_time: 0.008, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9040, loss_cls: 1.0289, loss: 1.0289, grad_norm: 3.1993 2020-07-24 22:35:19,411 - mmaction - INFO - Epoch [30][980/1074] lr: 3.500e-03, eta: 7:00:21, time: 1.135, data_time: 0.007, memory: 9526, top1_acc: 0.7435, top5_acc: 0.9125, loss_cls: 1.0141, loss: 1.0141, grad_norm: 3.2208 2020-07-24 22:35:42,556 - mmaction - INFO - Epoch [30][1000/1074] lr: 3.500e-03, eta: 6:59:58, time: 1.152, data_time: 0.007, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9004, loss_cls: 1.0433, loss: 1.0433, grad_norm: 3.1943 2020-07-24 22:36:04,708 - mmaction - INFO - Epoch [30][1020/1074] lr: 3.500e-03, eta: 6:59:34, time: 1.114, data_time: 0.009, memory: 9526, top1_acc: 0.7297, top5_acc: 0.9036, loss_cls: 1.0530, loss: 1.0530, grad_norm: 3.2487 2020-07-24 22:36:27,148 - mmaction - INFO - Epoch [30][1040/1074] lr: 3.500e-03, eta: 6:59:10, time: 1.116, data_time: 0.006, memory: 9526, top1_acc: 0.7286, top5_acc: 0.9025, loss_cls: 1.0559, loss: 1.0559, grad_norm: 3.2163 2020-07-24 22:36:49,109 - mmaction - INFO - Epoch [30][1060/1074] lr: 3.500e-03, eta: 6:58:45, time: 1.102, data_time: 0.010, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9018, loss_cls: 1.0495, loss: 1.0495, grad_norm: 3.2020 2020-07-24 22:37:03,711 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-24 22:37:36,771 - mmaction - INFO - Epoch [31][20/1074] lr: 3.500e-03, eta: 6:58:00, time: 1.590, data_time: 0.444, memory: 9526, top1_acc: 0.7335, top5_acc: 0.9076, loss_cls: 1.0353, loss: 1.0353, grad_norm: 3.1786 2020-07-24 22:37:59,359 - mmaction - INFO - Epoch [31][40/1074] lr: 3.500e-03, eta: 6:57:36, time: 1.131, data_time: 0.005, memory: 9526, top1_acc: 0.7353, top5_acc: 0.8993, loss_cls: 1.0344, loss: 1.0344, grad_norm: 3.2126 2020-07-24 22:38:22,584 - mmaction - INFO - Epoch [31][60/1074] lr: 3.500e-03, eta: 6:57:13, time: 1.157, data_time: 0.007, memory: 9526, top1_acc: 0.7446, top5_acc: 0.9038, loss_cls: 1.0120, loss: 1.0120, grad_norm: 3.1414 2020-07-24 22:38:43,694 - mmaction - INFO - Epoch [31][80/1074] lr: 3.500e-03, eta: 6:56:48, time: 1.061, data_time: 0.011, memory: 9526, top1_acc: 0.7319, top5_acc: 0.9011, loss_cls: 1.0463, loss: 1.0463, grad_norm: 3.2969 2020-07-24 22:39:06,622 - mmaction - INFO - Epoch [31][100/1074] lr: 3.500e-03, eta: 6:56:24, time: 1.145, data_time: 0.007, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9134, loss_cls: 0.9834, loss: 0.9834, grad_norm: 3.1668 2020-07-24 22:39:31,136 - mmaction - INFO - Epoch [31][120/1074] lr: 3.500e-03, eta: 6:56:02, time: 1.227, data_time: 0.004, memory: 9526, top1_acc: 0.7353, top5_acc: 0.9060, loss_cls: 1.0209, loss: 1.0209, grad_norm: 3.2610 2020-07-24 22:39:52,498 - mmaction - INFO - Epoch [31][140/1074] lr: 3.500e-03, eta: 6:55:37, time: 1.065, data_time: 0.005, memory: 9526, top1_acc: 0.7382, top5_acc: 0.9085, loss_cls: 1.0107, loss: 1.0107, grad_norm: 3.1805 2020-07-24 22:40:16,491 - mmaction - INFO - Epoch [31][160/1074] lr: 3.500e-03, eta: 6:55:14, time: 1.202, data_time: 0.007, memory: 9526, top1_acc: 0.7388, top5_acc: 0.9118, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.1109 2020-07-24 22:40:38,841 - mmaction - INFO - Epoch [31][180/1074] lr: 3.500e-03, eta: 6:54:50, time: 1.114, data_time: 0.005, memory: 9526, top1_acc: 0.7442, top5_acc: 0.9067, loss_cls: 1.0018, loss: 1.0018, grad_norm: 3.1506 2020-07-24 22:41:01,075 - mmaction - INFO - Epoch [31][200/1074] lr: 3.500e-03, eta: 6:54:26, time: 1.114, data_time: 0.007, memory: 9526, top1_acc: 0.7460, top5_acc: 0.9114, loss_cls: 0.9864, loss: 0.9864, grad_norm: 3.1738 2020-07-24 22:41:26,393 - mmaction - INFO - Epoch [31][220/1074] lr: 3.500e-03, eta: 6:54:04, time: 1.267, data_time: 0.008, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9096, loss_cls: 0.9800, loss: 0.9800, grad_norm: 3.1422 2020-07-24 22:41:49,932 - mmaction - INFO - Epoch [31][240/1074] lr: 3.500e-03, eta: 6:53:41, time: 1.177, data_time: 0.003, memory: 9526, top1_acc: 0.7433, top5_acc: 0.9100, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.2379 2020-07-24 22:42:11,988 - mmaction - INFO - Epoch [31][260/1074] lr: 3.500e-03, eta: 6:53:16, time: 1.100, data_time: 0.006, memory: 9526, top1_acc: 0.7475, top5_acc: 0.9060, loss_cls: 1.0019, loss: 1.0019, grad_norm: 3.1914 2020-07-24 22:42:34,794 - mmaction - INFO - Epoch [31][280/1074] lr: 3.500e-03, eta: 6:52:53, time: 1.141, data_time: 0.008, memory: 9526, top1_acc: 0.7342, top5_acc: 0.9065, loss_cls: 1.0263, loss: 1.0263, grad_norm: 3.2059 2020-07-24 22:42:57,459 - mmaction - INFO - Epoch [31][300/1074] lr: 3.500e-03, eta: 6:52:29, time: 1.134, data_time: 0.008, memory: 9526, top1_acc: 0.7357, top5_acc: 0.9123, loss_cls: 1.0021, loss: 1.0021, grad_norm: 3.2340 2020-07-24 22:43:20,541 - mmaction - INFO - Epoch [31][320/1074] lr: 3.500e-03, eta: 6:52:05, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9029, loss_cls: 1.0466, loss: 1.0466, grad_norm: 3.2488 2020-07-24 22:43:44,071 - mmaction - INFO - Epoch [31][340/1074] lr: 3.500e-03, eta: 6:51:42, time: 1.172, data_time: 0.006, memory: 9526, top1_acc: 0.7420, top5_acc: 0.9042, loss_cls: 1.0284, loss: 1.0284, grad_norm: 3.2065 2020-07-24 22:44:07,129 - mmaction - INFO - Epoch [31][360/1074] lr: 3.500e-03, eta: 6:51:18, time: 1.156, data_time: 0.009, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9112, loss_cls: 0.9810, loss: 0.9810, grad_norm: 3.1871 2020-07-24 22:44:30,473 - mmaction - INFO - Epoch [31][380/1074] lr: 3.500e-03, eta: 6:50:55, time: 1.166, data_time: 0.008, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9167, loss_cls: 0.9560, loss: 0.9560, grad_norm: 3.1228 2020-07-24 22:44:51,756 - mmaction - INFO - Epoch [31][400/1074] lr: 3.500e-03, eta: 6:50:30, time: 1.065, data_time: 0.007, memory: 9526, top1_acc: 0.7460, top5_acc: 0.9040, loss_cls: 1.0392, loss: 1.0392, grad_norm: 3.2444 2020-07-24 22:45:15,314 - mmaction - INFO - Epoch [31][420/1074] lr: 3.500e-03, eta: 6:50:07, time: 1.175, data_time: 0.007, memory: 9526, top1_acc: 0.7315, top5_acc: 0.9054, loss_cls: 1.0449, loss: 1.0449, grad_norm: 3.2803 2020-07-24 22:45:37,881 - mmaction - INFO - Epoch [31][440/1074] lr: 3.500e-03, eta: 6:49:43, time: 1.131, data_time: 0.009, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9087, loss_cls: 1.0019, loss: 1.0019, grad_norm: 3.2164 2020-07-24 22:46:01,115 - mmaction - INFO - Epoch [31][460/1074] lr: 3.500e-03, eta: 6:49:20, time: 1.161, data_time: 0.008, memory: 9526, top1_acc: 0.7223, top5_acc: 0.8989, loss_cls: 1.0703, loss: 1.0703, grad_norm: 3.2872 2020-07-24 22:46:23,703 - mmaction - INFO - Epoch [31][480/1074] lr: 3.500e-03, eta: 6:48:56, time: 1.130, data_time: 0.006, memory: 9526, top1_acc: 0.7527, top5_acc: 0.9103, loss_cls: 0.9775, loss: 0.9775, grad_norm: 3.1504 2020-07-24 22:46:46,759 - mmaction - INFO - Epoch [31][500/1074] lr: 3.500e-03, eta: 6:48:32, time: 1.152, data_time: 0.008, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9063, loss_cls: 1.0380, loss: 1.0380, grad_norm: 3.2333 2020-07-24 22:47:09,250 - mmaction - INFO - Epoch [31][520/1074] lr: 3.500e-03, eta: 6:48:08, time: 1.126, data_time: 0.007, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9145, loss_cls: 0.9761, loss: 0.9761, grad_norm: 3.1157 2020-07-24 22:47:32,744 - mmaction - INFO - Epoch [31][540/1074] lr: 3.500e-03, eta: 6:47:45, time: 1.170, data_time: 0.007, memory: 9526, top1_acc: 0.7400, top5_acc: 0.9098, loss_cls: 1.0067, loss: 1.0067, grad_norm: 3.2392 2020-07-24 22:47:57,524 - mmaction - INFO - Epoch [31][560/1074] lr: 3.500e-03, eta: 6:47:23, time: 1.245, data_time: 0.009, memory: 9526, top1_acc: 0.7395, top5_acc: 0.9143, loss_cls: 1.0009, loss: 1.0009, grad_norm: 3.2797 2020-07-24 22:48:21,627 - mmaction - INFO - Epoch [31][580/1074] lr: 3.500e-03, eta: 6:47:00, time: 1.199, data_time: 0.005, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9103, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.2098 2020-07-24 22:48:42,766 - mmaction - INFO - Epoch [31][600/1074] lr: 3.500e-03, eta: 6:46:35, time: 1.060, data_time: 0.012, memory: 9526, top1_acc: 0.7357, top5_acc: 0.9054, loss_cls: 1.0056, loss: 1.0056, grad_norm: 3.2616 2020-07-24 22:49:06,027 - mmaction - INFO - Epoch [31][620/1074] lr: 3.500e-03, eta: 6:46:11, time: 1.164, data_time: 0.007, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9114, loss_cls: 1.0030, loss: 1.0030, grad_norm: 3.1702 2020-07-24 22:49:28,940 - mmaction - INFO - Epoch [31][640/1074] lr: 3.500e-03, eta: 6:45:48, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.7375, top5_acc: 0.9060, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.2589 2020-07-24 22:49:50,502 - mmaction - INFO - Epoch [31][660/1074] lr: 3.500e-03, eta: 6:45:23, time: 1.077, data_time: 0.005, memory: 9526, top1_acc: 0.7402, top5_acc: 0.9040, loss_cls: 1.0092, loss: 1.0092, grad_norm: 3.1592 2020-07-24 22:50:13,338 - mmaction - INFO - Epoch [31][680/1074] lr: 3.500e-03, eta: 6:45:00, time: 1.136, data_time: 0.009, memory: 9526, top1_acc: 0.7366, top5_acc: 0.9056, loss_cls: 1.0039, loss: 1.0039, grad_norm: 3.1924 2020-07-24 22:50:37,803 - mmaction - INFO - Epoch [31][700/1074] lr: 3.500e-03, eta: 6:44:37, time: 1.229, data_time: 0.011, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9076, loss_cls: 1.0145, loss: 1.0145, grad_norm: 3.2199 2020-07-24 22:51:00,341 - mmaction - INFO - Epoch [31][720/1074] lr: 3.500e-03, eta: 6:44:13, time: 1.123, data_time: 0.008, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9022, loss_cls: 1.0238, loss: 1.0238, grad_norm: 3.1924 2020-07-24 22:51:22,381 - mmaction - INFO - Epoch [31][740/1074] lr: 3.500e-03, eta: 6:43:49, time: 1.106, data_time: 0.010, memory: 9526, top1_acc: 0.7292, top5_acc: 0.9058, loss_cls: 1.0540, loss: 1.0540, grad_norm: 3.2647 2020-07-24 22:51:44,591 - mmaction - INFO - Epoch [31][760/1074] lr: 3.500e-03, eta: 6:43:25, time: 1.112, data_time: 0.004, memory: 9526, top1_acc: 0.7339, top5_acc: 0.9118, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.1472 2020-07-24 22:52:07,814 - mmaction - INFO - Epoch [31][780/1074] lr: 3.500e-03, eta: 6:43:01, time: 1.160, data_time: 0.003, memory: 9526, top1_acc: 0.7337, top5_acc: 0.9036, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.2084 2020-07-24 22:52:30,235 - mmaction - INFO - Epoch [31][800/1074] lr: 3.500e-03, eta: 6:42:37, time: 1.118, data_time: 0.008, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9156, loss_cls: 0.9826, loss: 0.9826, grad_norm: 3.2260 2020-07-24 22:52:52,231 - mmaction - INFO - Epoch [31][820/1074] lr: 3.500e-03, eta: 6:42:13, time: 1.101, data_time: 0.008, memory: 9526, top1_acc: 0.7411, top5_acc: 0.9042, loss_cls: 1.0262, loss: 1.0262, grad_norm: 3.2244 2020-07-24 22:53:14,824 - mmaction - INFO - Epoch [31][840/1074] lr: 3.500e-03, eta: 6:41:49, time: 1.128, data_time: 0.008, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9060, loss_cls: 1.0281, loss: 1.0281, grad_norm: 3.2959 2020-07-24 22:53:37,232 - mmaction - INFO - Epoch [31][860/1074] lr: 3.500e-03, eta: 6:41:25, time: 1.123, data_time: 0.008, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9134, loss_cls: 0.9811, loss: 0.9811, grad_norm: 3.1836 2020-07-24 22:54:00,208 - mmaction - INFO - Epoch [31][880/1074] lr: 3.500e-03, eta: 6:41:02, time: 1.148, data_time: 0.009, memory: 9526, top1_acc: 0.7254, top5_acc: 0.9045, loss_cls: 1.0664, loss: 1.0664, grad_norm: 3.3026 2020-07-24 22:54:22,908 - mmaction - INFO - Epoch [31][900/1074] lr: 3.500e-03, eta: 6:40:38, time: 1.136, data_time: 0.005, memory: 9526, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0436, loss: 1.0436, grad_norm: 3.2408 2020-07-24 22:54:46,227 - mmaction - INFO - Epoch [31][920/1074] lr: 3.500e-03, eta: 6:40:15, time: 1.162, data_time: 0.006, memory: 9526, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0232, loss: 1.0232, grad_norm: 3.2127 2020-07-24 22:55:08,607 - mmaction - INFO - Epoch [31][940/1074] lr: 3.500e-03, eta: 6:39:51, time: 1.122, data_time: 0.009, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9000, loss_cls: 1.0379, loss: 1.0379, grad_norm: 3.1906 2020-07-24 22:55:31,747 - mmaction - INFO - Epoch [31][960/1074] lr: 3.500e-03, eta: 6:39:27, time: 1.157, data_time: 0.004, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9074, loss_cls: 1.0174, loss: 1.0174, grad_norm: 3.3007 2020-07-24 22:55:53,599 - mmaction - INFO - Epoch [31][980/1074] lr: 3.500e-03, eta: 6:39:03, time: 1.089, data_time: 0.007, memory: 9526, top1_acc: 0.7362, top5_acc: 0.9060, loss_cls: 1.0388, loss: 1.0388, grad_norm: 3.2865 2020-07-24 22:56:16,765 - mmaction - INFO - Epoch [31][1000/1074] lr: 3.500e-03, eta: 6:38:39, time: 1.164, data_time: 0.009, memory: 9526, top1_acc: 0.7460, top5_acc: 0.9069, loss_cls: 1.0018, loss: 1.0018, grad_norm: 3.2453 2020-07-24 22:56:39,642 - mmaction - INFO - Epoch [31][1020/1074] lr: 3.500e-03, eta: 6:38:16, time: 1.138, data_time: 0.004, memory: 9526, top1_acc: 0.7420, top5_acc: 0.9123, loss_cls: 1.0021, loss: 1.0021, grad_norm: 3.2091 2020-07-24 22:57:01,701 - mmaction - INFO - Epoch [31][1040/1074] lr: 3.500e-03, eta: 6:37:52, time: 1.106, data_time: 0.008, memory: 9526, top1_acc: 0.7319, top5_acc: 0.9060, loss_cls: 1.0328, loss: 1.0328, grad_norm: 3.2488 2020-07-24 22:57:23,765 - mmaction - INFO - Epoch [31][1060/1074] lr: 3.500e-03, eta: 6:37:27, time: 1.101, data_time: 0.007, memory: 9526, top1_acc: 0.7375, top5_acc: 0.9085, loss_cls: 1.0165, loss: 1.0165, grad_norm: 3.2491 2020-07-24 22:57:39,064 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-07-24 22:58:13,356 - mmaction - INFO - Epoch [32][20/1074] lr: 3.500e-03, eta: 6:36:43, time: 1.604, data_time: 0.566, memory: 9526, top1_acc: 0.7386, top5_acc: 0.9134, loss_cls: 0.9929, loss: 0.9929, grad_norm: 3.1810 2020-07-24 22:58:35,673 - mmaction - INFO - Epoch [32][40/1074] lr: 3.500e-03, eta: 6:36:19, time: 1.115, data_time: 0.003, memory: 9526, top1_acc: 0.7388, top5_acc: 0.9031, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.2104 2020-07-24 22:58:58,827 - mmaction - INFO - Epoch [32][60/1074] lr: 3.500e-03, eta: 6:35:56, time: 1.158, data_time: 0.005, memory: 9526, top1_acc: 0.7415, top5_acc: 0.9163, loss_cls: 0.9971, loss: 0.9971, grad_norm: 3.2470 2020-07-24 22:59:21,352 - mmaction - INFO - Epoch [32][80/1074] lr: 3.500e-03, eta: 6:35:32, time: 1.128, data_time: 0.007, memory: 9526, top1_acc: 0.7382, top5_acc: 0.9087, loss_cls: 1.0215, loss: 1.0215, grad_norm: 3.2432 2020-07-24 22:59:44,556 - mmaction - INFO - Epoch [32][100/1074] lr: 3.500e-03, eta: 6:35:08, time: 1.158, data_time: 0.004, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9016, loss_cls: 1.0204, loss: 1.0204, grad_norm: 3.2128 2020-07-24 23:00:09,619 - mmaction - INFO - Epoch [32][120/1074] lr: 3.500e-03, eta: 6:34:46, time: 1.251, data_time: 0.007, memory: 9526, top1_acc: 0.7545, top5_acc: 0.9112, loss_cls: 0.9772, loss: 0.9772, grad_norm: 3.1607 2020-07-24 23:00:32,576 - mmaction - INFO - Epoch [32][140/1074] lr: 3.500e-03, eta: 6:34:22, time: 1.149, data_time: 0.010, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9123, loss_cls: 0.9866, loss: 0.9866, grad_norm: 3.2124 2020-07-24 23:00:56,605 - mmaction - INFO - Epoch [32][160/1074] lr: 3.500e-03, eta: 6:33:59, time: 1.199, data_time: 0.007, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9047, loss_cls: 1.0282, loss: 1.0282, grad_norm: 3.2664 2020-07-24 23:01:18,465 - mmaction - INFO - Epoch [32][180/1074] lr: 3.500e-03, eta: 6:33:35, time: 1.096, data_time: 0.008, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9042, loss_cls: 1.0070, loss: 1.0070, grad_norm: 3.2736 2020-07-24 23:01:40,846 - mmaction - INFO - Epoch [32][200/1074] lr: 3.500e-03, eta: 6:33:11, time: 1.119, data_time: 0.006, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9861, loss: 0.9861, grad_norm: 3.2437 2020-07-24 23:02:04,189 - mmaction - INFO - Epoch [32][220/1074] lr: 3.500e-03, eta: 6:32:48, time: 1.166, data_time: 0.004, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9147, loss_cls: 0.9634, loss: 0.9634, grad_norm: 3.2273 2020-07-24 23:02:25,767 - mmaction - INFO - Epoch [32][240/1074] lr: 3.500e-03, eta: 6:32:23, time: 1.081, data_time: 0.005, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9136, loss_cls: 0.9863, loss: 0.9863, grad_norm: 3.2044 2020-07-24 23:02:49,927 - mmaction - INFO - Epoch [32][260/1074] lr: 3.500e-03, eta: 6:32:01, time: 1.208, data_time: 0.007, memory: 9526, top1_acc: 0.7467, top5_acc: 0.9158, loss_cls: 0.9692, loss: 0.9692, grad_norm: 3.2110 2020-07-24 23:03:14,393 - mmaction - INFO - Epoch [32][280/1074] lr: 3.500e-03, eta: 6:31:38, time: 1.221, data_time: 0.005, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9080, loss_cls: 1.0196, loss: 1.0196, grad_norm: 3.2440 2020-07-24 23:03:36,643 - mmaction - INFO - Epoch [32][300/1074] lr: 3.500e-03, eta: 6:31:14, time: 1.115, data_time: 0.008, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9078, loss_cls: 0.9983, loss: 0.9983, grad_norm: 3.2625 2020-07-24 23:03:59,465 - mmaction - INFO - Epoch [32][320/1074] lr: 3.500e-03, eta: 6:30:50, time: 1.139, data_time: 0.003, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9080, loss_cls: 1.0128, loss: 1.0128, grad_norm: 3.2524 2020-07-24 23:04:22,497 - mmaction - INFO - Epoch [32][340/1074] lr: 3.500e-03, eta: 6:30:27, time: 1.153, data_time: 0.008, memory: 9526, top1_acc: 0.7344, top5_acc: 0.9121, loss_cls: 1.0204, loss: 1.0204, grad_norm: 3.2691 2020-07-24 23:04:45,755 - mmaction - INFO - Epoch [32][360/1074] lr: 3.500e-03, eta: 6:30:03, time: 1.163, data_time: 0.004, memory: 9526, top1_acc: 0.7442, top5_acc: 0.9132, loss_cls: 0.9816, loss: 0.9816, grad_norm: 3.2606 2020-07-24 23:05:10,585 - mmaction - INFO - Epoch [32][380/1074] lr: 3.500e-03, eta: 6:29:41, time: 1.240, data_time: 0.006, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9105, loss_cls: 0.9921, loss: 0.9921, grad_norm: 3.2181 2020-07-24 23:05:33,535 - mmaction - INFO - Epoch [32][400/1074] lr: 3.500e-03, eta: 6:29:17, time: 1.150, data_time: 0.005, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9051, loss_cls: 1.0240, loss: 1.0240, grad_norm: 3.2273 2020-07-24 23:05:56,226 - mmaction - INFO - Epoch [32][420/1074] lr: 3.500e-03, eta: 6:28:53, time: 1.134, data_time: 0.005, memory: 9526, top1_acc: 0.7498, top5_acc: 0.9116, loss_cls: 0.9800, loss: 0.9800, grad_norm: 3.1928 2020-07-24 23:06:18,516 - mmaction - INFO - Epoch [32][440/1074] lr: 3.500e-03, eta: 6:28:29, time: 1.114, data_time: 0.004, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9100, loss_cls: 1.0050, loss: 1.0050, grad_norm: 3.2590 2020-07-24 23:06:42,240 - mmaction - INFO - Epoch [32][460/1074] lr: 3.500e-03, eta: 6:28:06, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9107, loss_cls: 0.9828, loss: 0.9828, grad_norm: 3.1857 2020-07-24 23:07:05,135 - mmaction - INFO - Epoch [32][480/1074] lr: 3.500e-03, eta: 6:27:43, time: 1.150, data_time: 0.009, memory: 9526, top1_acc: 0.7513, top5_acc: 0.9121, loss_cls: 0.9745, loss: 0.9745, grad_norm: 3.1627 2020-07-24 23:07:28,310 - mmaction - INFO - Epoch [32][500/1074] lr: 3.500e-03, eta: 6:27:19, time: 1.157, data_time: 0.005, memory: 9526, top1_acc: 0.7339, top5_acc: 0.9020, loss_cls: 1.0573, loss: 1.0573, grad_norm: 3.3294 2020-07-24 23:07:50,986 - mmaction - INFO - Epoch [32][520/1074] lr: 3.500e-03, eta: 6:26:56, time: 1.135, data_time: 0.005, memory: 9526, top1_acc: 0.7328, top5_acc: 0.9013, loss_cls: 1.0384, loss: 1.0384, grad_norm: 3.2969 2020-07-24 23:08:14,861 - mmaction - INFO - Epoch [32][540/1074] lr: 3.500e-03, eta: 6:26:32, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9103, loss_cls: 0.9938, loss: 0.9938, grad_norm: 3.2128 2020-07-24 23:08:39,192 - mmaction - INFO - Epoch [32][560/1074] lr: 3.500e-03, eta: 6:26:10, time: 1.216, data_time: 0.008, memory: 9526, top1_acc: 0.7554, top5_acc: 0.9112, loss_cls: 0.9560, loss: 0.9560, grad_norm: 3.1303 2020-07-24 23:09:02,815 - mmaction - INFO - Epoch [32][580/1074] lr: 3.500e-03, eta: 6:25:47, time: 1.184, data_time: 0.008, memory: 9526, top1_acc: 0.7335, top5_acc: 0.9083, loss_cls: 1.0292, loss: 1.0292, grad_norm: 3.3116 2020-07-24 23:09:25,050 - mmaction - INFO - Epoch [32][600/1074] lr: 3.500e-03, eta: 6:25:22, time: 1.109, data_time: 0.005, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9096, loss_cls: 0.9960, loss: 0.9960, grad_norm: 3.2330 2020-07-24 23:09:48,625 - mmaction - INFO - Epoch [32][620/1074] lr: 3.500e-03, eta: 6:24:59, time: 1.178, data_time: 0.008, memory: 9526, top1_acc: 0.7355, top5_acc: 0.9045, loss_cls: 1.0360, loss: 1.0360, grad_norm: 3.2520 2020-07-24 23:10:12,137 - mmaction - INFO - Epoch [32][640/1074] lr: 3.500e-03, eta: 6:24:36, time: 1.178, data_time: 0.008, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9152, loss_cls: 0.9782, loss: 0.9782, grad_norm: 3.2248 2020-07-24 23:10:35,466 - mmaction - INFO - Epoch [32][660/1074] lr: 3.500e-03, eta: 6:24:13, time: 1.163, data_time: 0.005, memory: 9526, top1_acc: 0.7379, top5_acc: 0.9058, loss_cls: 1.0032, loss: 1.0032, grad_norm: 3.1854 2020-07-24 23:10:57,006 - mmaction - INFO - Epoch [32][680/1074] lr: 3.500e-03, eta: 6:23:48, time: 1.077, data_time: 0.009, memory: 9526, top1_acc: 0.7299, top5_acc: 0.9004, loss_cls: 1.0526, loss: 1.0526, grad_norm: 3.3271 2020-07-24 23:11:18,808 - mmaction - INFO - Epoch [32][700/1074] lr: 3.500e-03, eta: 6:23:24, time: 1.093, data_time: 0.006, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9116, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.2297 2020-07-24 23:11:42,361 - mmaction - INFO - Epoch [32][720/1074] lr: 3.500e-03, eta: 6:23:01, time: 1.175, data_time: 0.007, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9063, loss_cls: 0.9987, loss: 0.9987, grad_norm: 3.2543 2020-07-24 23:12:07,102 - mmaction - INFO - Epoch [32][740/1074] lr: 3.500e-03, eta: 6:22:38, time: 1.240, data_time: 0.007, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9074, loss_cls: 0.9901, loss: 0.9901, grad_norm: 3.1608 2020-07-24 23:12:29,551 - mmaction - INFO - Epoch [32][760/1074] lr: 3.500e-03, eta: 6:22:14, time: 1.119, data_time: 0.005, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9165, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.2678 2020-07-24 23:12:52,276 - mmaction - INFO - Epoch [32][780/1074] lr: 3.500e-03, eta: 6:21:51, time: 1.140, data_time: 0.007, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9083, loss_cls: 1.0016, loss: 1.0016, grad_norm: 3.2808 2020-07-24 23:13:17,287 - mmaction - INFO - Epoch [32][800/1074] lr: 3.500e-03, eta: 6:21:28, time: 1.246, data_time: 0.007, memory: 9526, top1_acc: 0.7549, top5_acc: 0.9089, loss_cls: 0.9699, loss: 0.9699, grad_norm: 3.2204 2020-07-24 23:13:40,459 - mmaction - INFO - Epoch [32][820/1074] lr: 3.500e-03, eta: 6:21:05, time: 1.161, data_time: 0.011, memory: 9526, top1_acc: 0.7283, top5_acc: 0.8993, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.3934 2020-07-24 23:14:03,750 - mmaction - INFO - Epoch [32][840/1074] lr: 3.500e-03, eta: 6:20:41, time: 1.163, data_time: 0.008, memory: 9526, top1_acc: 0.7475, top5_acc: 0.9145, loss_cls: 0.9778, loss: 0.9778, grad_norm: 3.2420 2020-07-24 23:14:27,143 - mmaction - INFO - Epoch [32][860/1074] lr: 3.500e-03, eta: 6:20:18, time: 1.173, data_time: 0.007, memory: 9526, top1_acc: 0.7275, top5_acc: 0.9049, loss_cls: 1.0511, loss: 1.0511, grad_norm: 3.3050 2020-07-24 23:14:50,268 - mmaction - INFO - Epoch [32][880/1074] lr: 3.500e-03, eta: 6:19:55, time: 1.156, data_time: 0.006, memory: 9526, top1_acc: 0.7426, top5_acc: 0.9141, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.2616 2020-07-24 23:15:13,480 - mmaction - INFO - Epoch [32][900/1074] lr: 3.500e-03, eta: 6:19:31, time: 1.156, data_time: 0.003, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9105, loss_cls: 1.0037, loss: 1.0037, grad_norm: 3.3469 2020-07-24 23:15:37,792 - mmaction - INFO - Epoch [32][920/1074] lr: 3.500e-03, eta: 6:19:08, time: 1.222, data_time: 0.009, memory: 9526, top1_acc: 0.7263, top5_acc: 0.9063, loss_cls: 1.0432, loss: 1.0432, grad_norm: 3.3758 2020-07-24 23:15:59,570 - mmaction - INFO - Epoch [32][940/1074] lr: 3.500e-03, eta: 6:18:44, time: 1.088, data_time: 0.005, memory: 9526, top1_acc: 0.7429, top5_acc: 0.9179, loss_cls: 0.9833, loss: 0.9833, grad_norm: 3.3152 2020-07-24 23:16:24,184 - mmaction - INFO - Epoch [32][960/1074] lr: 3.500e-03, eta: 6:18:22, time: 1.230, data_time: 0.003, memory: 9526, top1_acc: 0.7337, top5_acc: 0.9118, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.3551 2020-07-24 23:16:46,965 - mmaction - INFO - Epoch [32][980/1074] lr: 3.500e-03, eta: 6:17:58, time: 1.136, data_time: 0.007, memory: 9526, top1_acc: 0.7290, top5_acc: 0.9087, loss_cls: 1.0265, loss: 1.0265, grad_norm: 3.3084 2020-07-24 23:17:10,348 - mmaction - INFO - Epoch [32][1000/1074] lr: 3.500e-03, eta: 6:17:35, time: 1.173, data_time: 0.009, memory: 9526, top1_acc: 0.7480, top5_acc: 0.9094, loss_cls: 1.0037, loss: 1.0037, grad_norm: 3.2559 2020-07-24 23:17:33,226 - mmaction - INFO - Epoch [32][1020/1074] lr: 3.500e-03, eta: 6:17:11, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.7355, top5_acc: 0.9085, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.3226 2020-07-24 23:17:56,592 - mmaction - INFO - Epoch [32][1040/1074] lr: 3.500e-03, eta: 6:16:48, time: 1.166, data_time: 0.005, memory: 9526, top1_acc: 0.7223, top5_acc: 0.9098, loss_cls: 1.0453, loss: 1.0453, grad_norm: 3.3808 2020-07-24 23:18:18,189 - mmaction - INFO - Epoch [32][1060/1074] lr: 3.500e-03, eta: 6:16:23, time: 1.077, data_time: 0.008, memory: 9526, top1_acc: 0.7462, top5_acc: 0.9156, loss_cls: 0.9813, loss: 0.9813, grad_norm: 3.2762 2020-07-24 23:18:34,629 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-07-24 23:19:11,717 - mmaction - INFO - Epoch [33][20/1074] lr: 3.500e-03, eta: 6:15:40, time: 1.689, data_time: 0.631, memory: 9526, top1_acc: 0.7395, top5_acc: 0.9096, loss_cls: 0.9896, loss: 0.9896, grad_norm: 3.2360 2020-07-24 23:19:34,310 - mmaction - INFO - Epoch [33][40/1074] lr: 3.500e-03, eta: 6:15:17, time: 1.136, data_time: 0.011, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9083, loss_cls: 0.9964, loss: 0.9964, grad_norm: 3.2559 2020-07-24 23:19:56,463 - mmaction - INFO - Epoch [33][60/1074] lr: 3.500e-03, eta: 6:14:53, time: 1.106, data_time: 0.009, memory: 9526, top1_acc: 0.7614, top5_acc: 0.9241, loss_cls: 0.9210, loss: 0.9210, grad_norm: 3.1942 2020-07-24 23:20:17,998 - mmaction - INFO - Epoch [33][80/1074] lr: 3.500e-03, eta: 6:14:28, time: 1.077, data_time: 0.008, memory: 9526, top1_acc: 0.7455, top5_acc: 0.9074, loss_cls: 0.9937, loss: 0.9937, grad_norm: 3.2714 2020-07-24 23:20:41,717 - mmaction - INFO - Epoch [33][100/1074] lr: 3.500e-03, eta: 6:14:05, time: 1.185, data_time: 0.010, memory: 9526, top1_acc: 0.7464, top5_acc: 0.9116, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.2878 2020-07-24 23:21:04,649 - mmaction - INFO - Epoch [33][120/1074] lr: 3.500e-03, eta: 6:13:41, time: 1.150, data_time: 0.008, memory: 9526, top1_acc: 0.7424, top5_acc: 0.9118, loss_cls: 0.9645, loss: 0.9645, grad_norm: 3.2776 2020-07-24 23:21:28,126 - mmaction - INFO - Epoch [33][140/1074] lr: 3.500e-03, eta: 6:13:18, time: 1.174, data_time: 0.008, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9094, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.2446 2020-07-24 23:21:50,532 - mmaction - INFO - Epoch [33][160/1074] lr: 3.500e-03, eta: 6:12:54, time: 1.122, data_time: 0.004, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9083, loss_cls: 0.9899, loss: 0.9899, grad_norm: 3.2629 2020-07-24 23:22:13,762 - mmaction - INFO - Epoch [33][180/1074] lr: 3.500e-03, eta: 6:12:31, time: 1.156, data_time: 0.006, memory: 9526, top1_acc: 0.7417, top5_acc: 0.9065, loss_cls: 0.9919, loss: 0.9919, grad_norm: 3.2783 2020-07-24 23:22:37,144 - mmaction - INFO - Epoch [33][200/1074] lr: 3.500e-03, eta: 6:12:08, time: 1.174, data_time: 0.008, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9118, loss_cls: 0.9956, loss: 0.9956, grad_norm: 3.3029 2020-07-24 23:23:00,683 - mmaction - INFO - Epoch [33][220/1074] lr: 3.500e-03, eta: 6:11:44, time: 1.174, data_time: 0.006, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9123, loss_cls: 1.0049, loss: 1.0049, grad_norm: 3.2555 2020-07-24 23:23:24,835 - mmaction - INFO - Epoch [33][240/1074] lr: 3.500e-03, eta: 6:11:21, time: 1.210, data_time: 0.008, memory: 9526, top1_acc: 0.7446, top5_acc: 0.9141, loss_cls: 0.9698, loss: 0.9698, grad_norm: 3.2006 2020-07-24 23:23:47,736 - mmaction - INFO - Epoch [33][260/1074] lr: 3.500e-03, eta: 6:10:58, time: 1.145, data_time: 0.004, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9103, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.3070 2020-07-24 23:24:11,453 - mmaction - INFO - Epoch [33][280/1074] lr: 3.500e-03, eta: 6:10:35, time: 1.187, data_time: 0.008, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9116, loss_cls: 0.9796, loss: 0.9796, grad_norm: 3.2734 2020-07-24 23:24:34,220 - mmaction - INFO - Epoch [33][300/1074] lr: 3.500e-03, eta: 6:10:11, time: 1.138, data_time: 0.006, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9143, loss_cls: 0.9707, loss: 0.9707, grad_norm: 3.2108 2020-07-24 23:24:59,765 - mmaction - INFO - Epoch [33][320/1074] lr: 3.500e-03, eta: 6:09:49, time: 1.278, data_time: 0.004, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9123, loss_cls: 0.9893, loss: 0.9893, grad_norm: 3.2506 2020-07-24 23:25:23,993 - mmaction - INFO - Epoch [33][340/1074] lr: 3.500e-03, eta: 6:09:26, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.7415, top5_acc: 0.9154, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.2706 2020-07-24 23:25:47,063 - mmaction - INFO - Epoch [33][360/1074] lr: 3.500e-03, eta: 6:09:03, time: 1.159, data_time: 0.009, memory: 9526, top1_acc: 0.7491, top5_acc: 0.9118, loss_cls: 1.0004, loss: 1.0004, grad_norm: 3.2666 2020-07-24 23:26:08,879 - mmaction - INFO - Epoch [33][380/1074] lr: 3.500e-03, eta: 6:08:38, time: 1.089, data_time: 0.007, memory: 9526, top1_acc: 0.7458, top5_acc: 0.9085, loss_cls: 1.0164, loss: 1.0164, grad_norm: 3.3249 2020-07-24 23:26:32,432 - mmaction - INFO - Epoch [33][400/1074] lr: 3.500e-03, eta: 6:08:15, time: 1.174, data_time: 0.009, memory: 9526, top1_acc: 0.7313, top5_acc: 0.9036, loss_cls: 1.0281, loss: 1.0281, grad_norm: 3.2921 2020-07-24 23:26:55,625 - mmaction - INFO - Epoch [33][420/1074] lr: 3.500e-03, eta: 6:07:52, time: 1.164, data_time: 0.009, memory: 9526, top1_acc: 0.7471, top5_acc: 0.9054, loss_cls: 0.9801, loss: 0.9801, grad_norm: 3.1877 2020-07-24 23:27:18,186 - mmaction - INFO - Epoch [33][440/1074] lr: 3.500e-03, eta: 6:07:28, time: 1.129, data_time: 0.008, memory: 9526, top1_acc: 0.7388, top5_acc: 0.9042, loss_cls: 1.0328, loss: 1.0328, grad_norm: 3.3226 2020-07-24 23:27:39,572 - mmaction - INFO - Epoch [33][460/1074] lr: 3.500e-03, eta: 6:07:04, time: 1.068, data_time: 0.003, memory: 9526, top1_acc: 0.7313, top5_acc: 0.9056, loss_cls: 1.0439, loss: 1.0439, grad_norm: 3.3405 2020-07-24 23:28:03,350 - mmaction - INFO - Epoch [33][480/1074] lr: 3.500e-03, eta: 6:06:41, time: 1.188, data_time: 0.007, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9098, loss_cls: 1.0012, loss: 1.0012, grad_norm: 3.3127 2020-07-24 23:28:27,713 - mmaction - INFO - Epoch [33][500/1074] lr: 3.500e-03, eta: 6:06:18, time: 1.220, data_time: 0.006, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9094, loss_cls: 1.0130, loss: 1.0130, grad_norm: 3.3097 2020-07-24 23:28:49,559 - mmaction - INFO - Epoch [33][520/1074] lr: 3.500e-03, eta: 6:05:54, time: 1.092, data_time: 0.006, memory: 9526, top1_acc: 0.7429, top5_acc: 0.9107, loss_cls: 0.9876, loss: 0.9876, grad_norm: 3.2272 2020-07-24 23:29:12,329 - mmaction - INFO - Epoch [33][540/1074] lr: 3.500e-03, eta: 6:05:30, time: 1.137, data_time: 0.004, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9143, loss_cls: 0.9881, loss: 0.9881, grad_norm: 3.2734 2020-07-24 23:29:35,161 - mmaction - INFO - Epoch [33][560/1074] lr: 3.500e-03, eta: 6:05:06, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9176, loss_cls: 0.9682, loss: 0.9682, grad_norm: 3.2944 2020-07-24 23:29:57,901 - mmaction - INFO - Epoch [33][580/1074] lr: 3.500e-03, eta: 6:04:43, time: 1.135, data_time: 0.004, memory: 9526, top1_acc: 0.7435, top5_acc: 0.9165, loss_cls: 0.9673, loss: 0.9673, grad_norm: 3.2810 2020-07-24 23:30:21,100 - mmaction - INFO - Epoch [33][600/1074] lr: 3.500e-03, eta: 6:04:19, time: 1.157, data_time: 0.008, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9076, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.2689 2020-07-24 23:30:45,313 - mmaction - INFO - Epoch [33][620/1074] lr: 3.500e-03, eta: 6:03:56, time: 1.215, data_time: 0.009, memory: 9526, top1_acc: 0.7449, top5_acc: 0.9011, loss_cls: 1.0154, loss: 1.0154, grad_norm: 3.3106 2020-07-24 23:31:08,606 - mmaction - INFO - Epoch [33][640/1074] lr: 3.500e-03, eta: 6:03:33, time: 1.162, data_time: 0.006, memory: 9526, top1_acc: 0.7449, top5_acc: 0.8993, loss_cls: 1.0171, loss: 1.0171, grad_norm: 3.2749 2020-07-24 23:31:29,931 - mmaction - INFO - Epoch [33][660/1074] lr: 3.500e-03, eta: 6:03:09, time: 1.067, data_time: 0.007, memory: 9526, top1_acc: 0.7424, top5_acc: 0.9134, loss_cls: 0.9748, loss: 0.9748, grad_norm: 3.2981 2020-07-24 23:31:55,159 - mmaction - INFO - Epoch [33][680/1074] lr: 3.500e-03, eta: 6:02:46, time: 1.260, data_time: 0.009, memory: 9526, top1_acc: 0.7464, top5_acc: 0.9123, loss_cls: 0.9877, loss: 0.9877, grad_norm: 3.3226 2020-07-24 23:32:17,720 - mmaction - INFO - Epoch [33][700/1074] lr: 3.500e-03, eta: 6:02:23, time: 1.130, data_time: 0.008, memory: 9526, top1_acc: 0.7449, top5_acc: 0.9127, loss_cls: 0.9930, loss: 0.9930, grad_norm: 3.3052 2020-07-24 23:32:41,179 - mmaction - INFO - Epoch [33][720/1074] lr: 3.500e-03, eta: 6:01:59, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9065, loss_cls: 1.0152, loss: 1.0152, grad_norm: 3.3237 2020-07-24 23:33:05,560 - mmaction - INFO - Epoch [33][740/1074] lr: 3.500e-03, eta: 6:01:36, time: 1.221, data_time: 0.008, memory: 9526, top1_acc: 0.7487, top5_acc: 0.9205, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.2750 2020-07-24 23:33:27,562 - mmaction - INFO - Epoch [33][760/1074] lr: 3.500e-03, eta: 6:01:12, time: 1.099, data_time: 0.004, memory: 9526, top1_acc: 0.7440, top5_acc: 0.9089, loss_cls: 1.0137, loss: 1.0137, grad_norm: 3.3902 2020-07-24 23:33:49,157 - mmaction - INFO - Epoch [33][780/1074] lr: 3.500e-03, eta: 6:00:48, time: 1.082, data_time: 0.005, memory: 9526, top1_acc: 0.7313, top5_acc: 0.9038, loss_cls: 1.0347, loss: 1.0347, grad_norm: 3.3375 2020-07-24 23:34:11,787 - mmaction - INFO - Epoch [33][800/1074] lr: 3.500e-03, eta: 6:00:24, time: 1.132, data_time: 0.004, memory: 9526, top1_acc: 0.7440, top5_acc: 0.9092, loss_cls: 1.0349, loss: 1.0349, grad_norm: 3.3399 2020-07-24 23:34:34,881 - mmaction - INFO - Epoch [33][820/1074] lr: 3.500e-03, eta: 6:00:01, time: 1.148, data_time: 0.006, memory: 9526, top1_acc: 0.7603, top5_acc: 0.9154, loss_cls: 0.9493, loss: 0.9493, grad_norm: 3.2367 2020-07-24 23:34:57,228 - mmaction - INFO - Epoch [33][840/1074] lr: 3.500e-03, eta: 5:59:37, time: 1.123, data_time: 0.009, memory: 9526, top1_acc: 0.7484, top5_acc: 0.9063, loss_cls: 0.9841, loss: 0.9841, grad_norm: 3.3037 2020-07-24 23:35:20,465 - mmaction - INFO - Epoch [33][860/1074] lr: 3.500e-03, eta: 5:59:14, time: 1.156, data_time: 0.007, memory: 9526, top1_acc: 0.7498, top5_acc: 0.9114, loss_cls: 0.9808, loss: 0.9808, grad_norm: 3.2326 2020-07-24 23:35:44,322 - mmaction - INFO - Epoch [33][880/1074] lr: 3.500e-03, eta: 5:58:51, time: 1.199, data_time: 0.009, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9083, loss_cls: 1.0062, loss: 1.0062, grad_norm: 3.3504 2020-07-24 23:36:07,202 - mmaction - INFO - Epoch [33][900/1074] lr: 3.500e-03, eta: 5:58:27, time: 1.141, data_time: 0.006, memory: 9526, top1_acc: 0.7346, top5_acc: 0.9027, loss_cls: 1.0305, loss: 1.0305, grad_norm: 3.3390 2020-07-24 23:36:29,985 - mmaction - INFO - Epoch [33][920/1074] lr: 3.500e-03, eta: 5:58:03, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.7368, top5_acc: 0.9096, loss_cls: 1.0125, loss: 1.0125, grad_norm: 3.3285 2020-07-24 23:36:52,352 - mmaction - INFO - Epoch [33][940/1074] lr: 3.500e-03, eta: 5:57:40, time: 1.115, data_time: 0.007, memory: 9526, top1_acc: 0.7538, top5_acc: 0.9129, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.2443 2020-07-24 23:37:15,378 - mmaction - INFO - Epoch [33][960/1074] lr: 3.500e-03, eta: 5:57:16, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.7333, top5_acc: 0.9056, loss_cls: 1.0318, loss: 1.0318, grad_norm: 3.4190 2020-07-24 23:37:39,553 - mmaction - INFO - Epoch [33][980/1074] lr: 3.500e-03, eta: 5:56:53, time: 1.206, data_time: 0.006, memory: 9526, top1_acc: 0.7362, top5_acc: 0.9069, loss_cls: 1.0155, loss: 1.0155, grad_norm: 3.3905 2020-07-24 23:38:03,757 - mmaction - INFO - Epoch [33][1000/1074] lr: 3.500e-03, eta: 5:56:30, time: 1.210, data_time: 0.006, memory: 9526, top1_acc: 0.7417, top5_acc: 0.9138, loss_cls: 0.9825, loss: 0.9825, grad_norm: 3.2840 2020-07-24 23:38:27,974 - mmaction - INFO - Epoch [33][1020/1074] lr: 3.500e-03, eta: 5:56:07, time: 1.209, data_time: 0.009, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9096, loss_cls: 1.0153, loss: 1.0153, grad_norm: 3.3094 2020-07-24 23:38:51,629 - mmaction - INFO - Epoch [33][1040/1074] lr: 3.500e-03, eta: 5:55:44, time: 1.185, data_time: 0.008, memory: 9526, top1_acc: 0.7420, top5_acc: 0.9112, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.3655 2020-07-24 23:39:13,594 - mmaction - INFO - Epoch [33][1060/1074] lr: 3.500e-03, eta: 5:55:20, time: 1.100, data_time: 0.007, memory: 9526, top1_acc: 0.7402, top5_acc: 0.9051, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.3387 2020-07-24 23:39:28,433 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-07-24 23:40:02,698 - mmaction - INFO - Epoch [34][20/1074] lr: 3.500e-03, eta: 5:54:37, time: 1.625, data_time: 0.495, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9018, loss_cls: 1.0203, loss: 1.0203, grad_norm: 3.2981 2020-07-24 23:40:25,876 - mmaction - INFO - Epoch [34][40/1074] lr: 3.500e-03, eta: 5:54:13, time: 1.161, data_time: 0.009, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9114, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.2733 2020-07-24 23:40:48,881 - mmaction - INFO - Epoch [34][60/1074] lr: 3.500e-03, eta: 5:53:50, time: 1.149, data_time: 0.009, memory: 9526, top1_acc: 0.7509, top5_acc: 0.9223, loss_cls: 0.9257, loss: 0.9257, grad_norm: 3.3412 2020-07-24 23:41:12,198 - mmaction - INFO - Epoch [34][80/1074] lr: 3.500e-03, eta: 5:53:27, time: 1.170, data_time: 0.008, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9154, loss_cls: 0.9822, loss: 0.9822, grad_norm: 3.3263 2020-07-24 23:41:35,230 - mmaction - INFO - Epoch [34][100/1074] lr: 3.500e-03, eta: 5:53:03, time: 1.150, data_time: 0.007, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9125, loss_cls: 0.9799, loss: 0.9799, grad_norm: 3.3674 2020-07-24 23:41:57,257 - mmaction - INFO - Epoch [34][120/1074] lr: 3.500e-03, eta: 5:52:39, time: 1.103, data_time: 0.005, memory: 9526, top1_acc: 0.7507, top5_acc: 0.9172, loss_cls: 0.9589, loss: 0.9589, grad_norm: 3.2776 2020-07-24 23:42:21,733 - mmaction - INFO - Epoch [34][140/1074] lr: 3.500e-03, eta: 5:52:16, time: 1.225, data_time: 0.009, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9156, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.2563 2020-07-24 23:42:46,458 - mmaction - INFO - Epoch [34][160/1074] lr: 3.500e-03, eta: 5:51:54, time: 1.236, data_time: 0.003, memory: 9526, top1_acc: 0.7458, top5_acc: 0.9125, loss_cls: 1.0106, loss: 1.0106, grad_norm: 3.4100 2020-07-24 23:43:09,058 - mmaction - INFO - Epoch [34][180/1074] lr: 3.500e-03, eta: 5:51:30, time: 1.128, data_time: 0.008, memory: 9526, top1_acc: 0.7542, top5_acc: 0.9217, loss_cls: 0.9342, loss: 0.9342, grad_norm: 3.2697 2020-07-24 23:43:31,040 - mmaction - INFO - Epoch [34][200/1074] lr: 3.500e-03, eta: 5:51:06, time: 1.100, data_time: 0.007, memory: 9526, top1_acc: 0.7464, top5_acc: 0.9118, loss_cls: 0.9773, loss: 0.9773, grad_norm: 3.3370 2020-07-24 23:43:54,010 - mmaction - INFO - Epoch [34][220/1074] lr: 3.500e-03, eta: 5:50:43, time: 1.149, data_time: 0.005, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9078, loss_cls: 0.9842, loss: 0.9842, grad_norm: 3.2688 2020-07-24 23:44:17,054 - mmaction - INFO - Epoch [34][240/1074] lr: 3.500e-03, eta: 5:50:19, time: 1.149, data_time: 0.007, memory: 9526, top1_acc: 0.7426, top5_acc: 0.9141, loss_cls: 0.9827, loss: 0.9827, grad_norm: 3.3189 2020-07-24 23:44:41,092 - mmaction - INFO - Epoch [34][260/1074] lr: 3.500e-03, eta: 5:49:56, time: 1.206, data_time: 0.008, memory: 9526, top1_acc: 0.7585, top5_acc: 0.9243, loss_cls: 0.9247, loss: 0.9247, grad_norm: 3.2438 2020-07-24 23:45:04,395 - mmaction - INFO - Epoch [34][280/1074] lr: 3.500e-03, eta: 5:49:33, time: 1.165, data_time: 0.005, memory: 9526, top1_acc: 0.7478, top5_acc: 0.9154, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.3564 2020-07-24 23:45:27,196 - mmaction - INFO - Epoch [34][300/1074] lr: 3.500e-03, eta: 5:49:09, time: 1.140, data_time: 0.003, memory: 9526, top1_acc: 0.7594, top5_acc: 0.9185, loss_cls: 0.9538, loss: 0.9538, grad_norm: 3.2491 2020-07-24 23:45:49,576 - mmaction - INFO - Epoch [34][320/1074] lr: 3.500e-03, eta: 5:48:45, time: 1.114, data_time: 0.007, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9136, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.3418 2020-07-24 23:46:13,206 - mmaction - INFO - Epoch [34][340/1074] lr: 3.500e-03, eta: 5:48:22, time: 1.185, data_time: 0.009, memory: 9526, top1_acc: 0.7364, top5_acc: 0.9036, loss_cls: 1.0289, loss: 1.0289, grad_norm: 3.4114 2020-07-24 23:46:38,079 - mmaction - INFO - Epoch [34][360/1074] lr: 3.500e-03, eta: 5:48:00, time: 1.245, data_time: 0.007, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9109, loss_cls: 0.9635, loss: 0.9635, grad_norm: 3.2911 2020-07-24 23:47:02,580 - mmaction - INFO - Epoch [34][380/1074] lr: 3.500e-03, eta: 5:47:37, time: 1.223, data_time: 0.004, memory: 9526, top1_acc: 0.7384, top5_acc: 0.9058, loss_cls: 1.0034, loss: 1.0034, grad_norm: 3.3378 2020-07-24 23:47:25,601 - mmaction - INFO - Epoch [34][400/1074] lr: 3.500e-03, eta: 5:47:13, time: 1.152, data_time: 0.004, memory: 9526, top1_acc: 0.7567, top5_acc: 0.9170, loss_cls: 0.9464, loss: 0.9464, grad_norm: 3.2253 2020-07-24 23:47:48,329 - mmaction - INFO - Epoch [34][420/1074] lr: 3.500e-03, eta: 5:46:50, time: 1.129, data_time: 0.006, memory: 9526, top1_acc: 0.7531, top5_acc: 0.9161, loss_cls: 0.9655, loss: 0.9655, grad_norm: 3.2654 2020-07-24 23:48:10,238 - mmaction - INFO - Epoch [34][440/1074] lr: 3.500e-03, eta: 5:46:26, time: 1.103, data_time: 0.011, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9163, loss_cls: 0.9553, loss: 0.9553, grad_norm: 3.2425 2020-07-24 23:48:34,358 - mmaction - INFO - Epoch [34][460/1074] lr: 3.500e-03, eta: 5:46:03, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9920, loss: 0.9920, grad_norm: 3.3227 2020-07-24 23:48:58,129 - mmaction - INFO - Epoch [34][480/1074] lr: 3.500e-03, eta: 5:45:40, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.7475, top5_acc: 0.9051, loss_cls: 0.9979, loss: 0.9979, grad_norm: 3.3534 2020-07-24 23:49:21,657 - mmaction - INFO - Epoch [34][500/1074] lr: 3.500e-03, eta: 5:45:16, time: 1.174, data_time: 0.007, memory: 9526, top1_acc: 0.7377, top5_acc: 0.9129, loss_cls: 1.0040, loss: 1.0040, grad_norm: 3.3936 2020-07-24 23:49:44,827 - mmaction - INFO - Epoch [34][520/1074] lr: 3.500e-03, eta: 5:44:53, time: 1.161, data_time: 0.007, memory: 9526, top1_acc: 0.7395, top5_acc: 0.9056, loss_cls: 1.0039, loss: 1.0039, grad_norm: 3.3931 2020-07-24 23:50:08,721 - mmaction - INFO - Epoch [34][540/1074] lr: 3.500e-03, eta: 5:44:30, time: 1.194, data_time: 0.007, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9112, loss_cls: 1.0161, loss: 1.0161, grad_norm: 3.4270 2020-07-24 23:50:33,255 - mmaction - INFO - Epoch [34][560/1074] lr: 3.500e-03, eta: 5:44:07, time: 1.227, data_time: 0.005, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9045, loss_cls: 1.0332, loss: 1.0332, grad_norm: 3.3952 2020-07-24 23:50:57,722 - mmaction - INFO - Epoch [34][580/1074] lr: 3.500e-03, eta: 5:43:44, time: 1.223, data_time: 0.007, memory: 9526, top1_acc: 0.7513, top5_acc: 0.9123, loss_cls: 0.9927, loss: 0.9927, grad_norm: 3.3070 2020-07-24 23:51:19,473 - mmaction - INFO - Epoch [34][600/1074] lr: 3.500e-03, eta: 5:43:20, time: 1.087, data_time: 0.005, memory: 9526, top1_acc: 0.7420, top5_acc: 0.9174, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.2833 2020-07-24 23:51:43,192 - mmaction - INFO - Epoch [34][620/1074] lr: 3.500e-03, eta: 5:42:57, time: 1.182, data_time: 0.006, memory: 9526, top1_acc: 0.7330, top5_acc: 0.9094, loss_cls: 1.0336, loss: 1.0336, grad_norm: 3.4154 2020-07-24 23:52:04,298 - mmaction - INFO - Epoch [34][640/1074] lr: 3.500e-03, eta: 5:42:33, time: 1.057, data_time: 0.009, memory: 9526, top1_acc: 0.7406, top5_acc: 0.9069, loss_cls: 1.0050, loss: 1.0050, grad_norm: 3.3640 2020-07-24 23:52:26,548 - mmaction - INFO - Epoch [34][660/1074] lr: 3.500e-03, eta: 5:42:09, time: 1.111, data_time: 0.010, memory: 9526, top1_acc: 0.7353, top5_acc: 0.8991, loss_cls: 1.0326, loss: 1.0326, grad_norm: 3.4054 2020-07-24 23:52:51,304 - mmaction - INFO - Epoch [34][680/1074] lr: 3.500e-03, eta: 5:41:46, time: 1.241, data_time: 0.009, memory: 9526, top1_acc: 0.7487, top5_acc: 0.9129, loss_cls: 0.9762, loss: 0.9762, grad_norm: 3.2605 2020-07-24 23:53:14,173 - mmaction - INFO - Epoch [34][700/1074] lr: 3.500e-03, eta: 5:41:23, time: 1.139, data_time: 0.007, memory: 9526, top1_acc: 0.7366, top5_acc: 0.9056, loss_cls: 1.0178, loss: 1.0178, grad_norm: 3.3562 2020-07-24 23:53:38,221 - mmaction - INFO - Epoch [34][720/1074] lr: 3.500e-03, eta: 5:41:00, time: 1.205, data_time: 0.008, memory: 9526, top1_acc: 0.7480, top5_acc: 0.9118, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.3574 2020-07-24 23:54:00,800 - mmaction - INFO - Epoch [34][740/1074] lr: 3.500e-03, eta: 5:40:36, time: 1.132, data_time: 0.008, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9116, loss_cls: 0.9868, loss: 0.9868, grad_norm: 3.3130 2020-07-24 23:54:22,674 - mmaction - INFO - Epoch [34][760/1074] lr: 3.500e-03, eta: 5:40:12, time: 1.093, data_time: 0.004, memory: 9526, top1_acc: 0.7507, top5_acc: 0.9161, loss_cls: 0.9736, loss: 0.9736, grad_norm: 3.3344 2020-07-24 23:54:45,745 - mmaction - INFO - Epoch [34][780/1074] lr: 3.500e-03, eta: 5:39:48, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.7455, top5_acc: 0.9063, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.3440 2020-07-24 23:55:07,457 - mmaction - INFO - Epoch [34][800/1074] lr: 3.500e-03, eta: 5:39:24, time: 1.088, data_time: 0.008, memory: 9526, top1_acc: 0.7339, top5_acc: 0.9096, loss_cls: 1.0166, loss: 1.0166, grad_norm: 3.3539 2020-07-24 23:55:30,585 - mmaction - INFO - Epoch [34][820/1074] lr: 3.500e-03, eta: 5:39:01, time: 1.156, data_time: 0.004, memory: 9526, top1_acc: 0.7491, top5_acc: 0.9085, loss_cls: 0.9782, loss: 0.9782, grad_norm: 3.2977 2020-07-24 23:55:53,596 - mmaction - INFO - Epoch [34][840/1074] lr: 3.500e-03, eta: 5:38:37, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7455, top5_acc: 0.9125, loss_cls: 0.9831, loss: 0.9831, grad_norm: 3.3291 2020-07-24 23:56:17,433 - mmaction - INFO - Epoch [34][860/1074] lr: 3.500e-03, eta: 5:38:14, time: 1.196, data_time: 0.007, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9083, loss_cls: 0.9792, loss: 0.9792, grad_norm: 3.3303 2020-07-24 23:56:40,424 - mmaction - INFO - Epoch [34][880/1074] lr: 3.500e-03, eta: 5:37:51, time: 1.147, data_time: 0.005, memory: 9526, top1_acc: 0.7446, top5_acc: 0.9103, loss_cls: 0.9930, loss: 0.9930, grad_norm: 3.3596 2020-07-24 23:57:03,448 - mmaction - INFO - Epoch [34][900/1074] lr: 3.500e-03, eta: 5:37:27, time: 1.153, data_time: 0.008, memory: 9526, top1_acc: 0.7482, top5_acc: 0.9033, loss_cls: 1.0208, loss: 1.0208, grad_norm: 3.3115 2020-07-24 23:57:25,727 - mmaction - INFO - Epoch [34][920/1074] lr: 3.500e-03, eta: 5:37:04, time: 1.115, data_time: 0.007, memory: 9526, top1_acc: 0.7277, top5_acc: 0.9054, loss_cls: 1.0517, loss: 1.0517, grad_norm: 3.4697 2020-07-24 23:57:49,364 - mmaction - INFO - Epoch [34][940/1074] lr: 3.500e-03, eta: 5:36:40, time: 1.182, data_time: 0.004, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9109, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.3491 2020-07-24 23:58:11,367 - mmaction - INFO - Epoch [34][960/1074] lr: 3.500e-03, eta: 5:36:16, time: 1.101, data_time: 0.003, memory: 9526, top1_acc: 0.7621, top5_acc: 0.9172, loss_cls: 0.9271, loss: 0.9271, grad_norm: 3.2368 2020-07-24 23:58:36,087 - mmaction - INFO - Epoch [34][980/1074] lr: 3.500e-03, eta: 5:35:54, time: 1.236, data_time: 0.007, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9071, loss_cls: 1.0042, loss: 1.0042, grad_norm: 3.4122 2020-07-24 23:58:58,089 - mmaction - INFO - Epoch [34][1000/1074] lr: 3.500e-03, eta: 5:35:30, time: 1.098, data_time: 0.005, memory: 9526, top1_acc: 0.7498, top5_acc: 0.9107, loss_cls: 0.9850, loss: 0.9850, grad_norm: 3.3351 2020-07-24 23:59:20,105 - mmaction - INFO - Epoch [34][1020/1074] lr: 3.500e-03, eta: 5:35:06, time: 1.097, data_time: 0.008, memory: 9526, top1_acc: 0.7348, top5_acc: 0.9071, loss_cls: 1.0239, loss: 1.0239, grad_norm: 3.4168 2020-07-24 23:59:43,227 - mmaction - INFO - Epoch [34][1040/1074] lr: 3.500e-03, eta: 5:34:42, time: 1.161, data_time: 0.008, memory: 9526, top1_acc: 0.7504, top5_acc: 0.9136, loss_cls: 0.9884, loss: 0.9884, grad_norm: 3.3837 2020-07-25 00:00:11,611 - mmaction - INFO - Epoch [34][1060/1074] lr: 3.500e-03, eta: 5:34:21, time: 1.411, data_time: 0.006, memory: 9526, top1_acc: 0.7480, top5_acc: 0.9076, loss_cls: 0.9991, loss: 0.9991, grad_norm: 3.4047 2020-07-25 00:00:26,712 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-07-25 00:01:03,841 - mmaction - INFO - Epoch [35][20/1074] lr: 3.500e-03, eta: 5:33:40, time: 1.742, data_time: 0.618, memory: 9526, top1_acc: 0.7531, top5_acc: 0.9210, loss_cls: 0.9514, loss: 0.9514, grad_norm: 3.2718 2020-07-25 00:01:25,664 - mmaction - INFO - Epoch [35][40/1074] lr: 3.500e-03, eta: 5:33:16, time: 1.095, data_time: 0.010, memory: 9526, top1_acc: 0.7424, top5_acc: 0.9076, loss_cls: 1.0029, loss: 1.0029, grad_norm: 3.3921 2020-07-25 00:01:49,391 - mmaction - INFO - Epoch [35][60/1074] lr: 3.500e-03, eta: 5:32:52, time: 1.184, data_time: 0.007, memory: 9526, top1_acc: 0.7576, top5_acc: 0.9170, loss_cls: 0.9346, loss: 0.9346, grad_norm: 3.2127 2020-07-25 00:02:11,739 - mmaction - INFO - Epoch [35][80/1074] lr: 3.500e-03, eta: 5:32:29, time: 1.120, data_time: 0.008, memory: 9526, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9803, loss: 0.9803, grad_norm: 3.3279 2020-07-25 00:02:34,852 - mmaction - INFO - Epoch [35][100/1074] lr: 3.500e-03, eta: 5:32:05, time: 1.154, data_time: 0.007, memory: 9526, top1_acc: 0.7538, top5_acc: 0.9152, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.3322 2020-07-25 00:02:57,143 - mmaction - INFO - Epoch [35][120/1074] lr: 3.500e-03, eta: 5:31:41, time: 1.116, data_time: 0.005, memory: 9526, top1_acc: 0.7449, top5_acc: 0.9152, loss_cls: 0.9898, loss: 0.9898, grad_norm: 3.4077 2020-07-25 00:03:20,134 - mmaction - INFO - Epoch [35][140/1074] lr: 3.500e-03, eta: 5:31:18, time: 1.148, data_time: 0.006, memory: 9526, top1_acc: 0.7542, top5_acc: 0.9096, loss_cls: 0.9899, loss: 0.9899, grad_norm: 3.3197 2020-07-25 00:03:42,337 - mmaction - INFO - Epoch [35][160/1074] lr: 3.500e-03, eta: 5:30:54, time: 1.112, data_time: 0.007, memory: 9526, top1_acc: 0.7607, top5_acc: 0.9156, loss_cls: 0.9236, loss: 0.9236, grad_norm: 3.2742 2020-07-25 00:04:07,907 - mmaction - INFO - Epoch [35][180/1074] lr: 3.500e-03, eta: 5:30:32, time: 1.279, data_time: 0.007, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9221, loss_cls: 0.9462, loss: 0.9462, grad_norm: 3.2910 2020-07-25 00:04:30,626 - mmaction - INFO - Epoch [35][200/1074] lr: 3.500e-03, eta: 5:30:08, time: 1.136, data_time: 0.004, memory: 9526, top1_acc: 0.7435, top5_acc: 0.9123, loss_cls: 0.9982, loss: 0.9982, grad_norm: 3.3750 2020-07-25 00:04:53,626 - mmaction - INFO - Epoch [35][220/1074] lr: 3.500e-03, eta: 5:29:45, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9147, loss_cls: 0.9679, loss: 0.9679, grad_norm: 3.3180 2020-07-25 00:05:17,014 - mmaction - INFO - Epoch [35][240/1074] lr: 3.500e-03, eta: 5:29:21, time: 1.170, data_time: 0.005, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9161, loss_cls: 0.9716, loss: 0.9716, grad_norm: 3.3568 2020-07-25 00:05:40,358 - mmaction - INFO - Epoch [35][260/1074] lr: 3.500e-03, eta: 5:28:58, time: 1.170, data_time: 0.008, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9116, loss_cls: 1.0003, loss: 1.0003, grad_norm: 3.4049 2020-07-25 00:06:03,220 - mmaction - INFO - Epoch [35][280/1074] lr: 3.500e-03, eta: 5:28:35, time: 1.143, data_time: 0.005, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9112, loss_cls: 0.9797, loss: 0.9797, grad_norm: 3.3491 2020-07-25 00:06:25,937 - mmaction - INFO - Epoch [35][300/1074] lr: 3.500e-03, eta: 5:28:11, time: 1.133, data_time: 0.006, memory: 9526, top1_acc: 0.7420, top5_acc: 0.9083, loss_cls: 0.9898, loss: 0.9898, grad_norm: 3.3756 2020-07-25 00:06:50,504 - mmaction - INFO - Epoch [35][320/1074] lr: 3.500e-03, eta: 5:27:48, time: 1.231, data_time: 0.008, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9145, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.3454 2020-07-25 00:07:12,575 - mmaction - INFO - Epoch [35][340/1074] lr: 3.500e-03, eta: 5:27:24, time: 1.103, data_time: 0.007, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9136, loss_cls: 0.9830, loss: 0.9830, grad_norm: 3.3725 2020-07-25 00:07:34,615 - mmaction - INFO - Epoch [35][360/1074] lr: 3.500e-03, eta: 5:27:00, time: 1.102, data_time: 0.004, memory: 9526, top1_acc: 0.7598, top5_acc: 0.9172, loss_cls: 0.9383, loss: 0.9383, grad_norm: 3.3496 2020-07-25 00:07:59,302 - mmaction - INFO - Epoch [35][380/1074] lr: 3.500e-03, eta: 5:26:38, time: 1.233, data_time: 0.007, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9132, loss_cls: 0.9499, loss: 0.9499, grad_norm: 3.3274 2020-07-25 00:08:21,825 - mmaction - INFO - Epoch [35][400/1074] lr: 3.500e-03, eta: 5:26:14, time: 1.128, data_time: 0.008, memory: 9526, top1_acc: 0.7545, top5_acc: 0.9118, loss_cls: 0.9521, loss: 0.9521, grad_norm: 3.3103 2020-07-25 00:08:44,911 - mmaction - INFO - Epoch [35][420/1074] lr: 3.500e-03, eta: 5:25:51, time: 1.155, data_time: 0.004, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9179, loss_cls: 0.9550, loss: 0.9550, grad_norm: 3.3413 2020-07-25 00:09:08,240 - mmaction - INFO - Epoch [35][440/1074] lr: 3.500e-03, eta: 5:25:27, time: 1.161, data_time: 0.006, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9069, loss_cls: 1.0085, loss: 1.0085, grad_norm: 3.3447 2020-07-25 00:09:30,068 - mmaction - INFO - Epoch [35][460/1074] lr: 3.500e-03, eta: 5:25:03, time: 1.097, data_time: 0.009, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9163, loss_cls: 0.9756, loss: 0.9756, grad_norm: 3.3698 2020-07-25 00:09:54,582 - mmaction - INFO - Epoch [35][480/1074] lr: 3.500e-03, eta: 5:24:40, time: 1.222, data_time: 0.007, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9083, loss_cls: 0.9976, loss: 0.9976, grad_norm: 3.3746 2020-07-25 00:10:17,722 - mmaction - INFO - Epoch [35][500/1074] lr: 3.500e-03, eta: 5:24:17, time: 1.156, data_time: 0.007, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9132, loss_cls: 0.9688, loss: 0.9688, grad_norm: 3.2919 2020-07-25 00:10:42,682 - mmaction - INFO - Epoch [35][520/1074] lr: 3.500e-03, eta: 5:23:54, time: 1.249, data_time: 0.011, memory: 9526, top1_acc: 0.7545, top5_acc: 0.9183, loss_cls: 0.9620, loss: 0.9620, grad_norm: 3.3582 2020-07-25 00:11:05,389 - mmaction - INFO - Epoch [35][540/1074] lr: 3.500e-03, eta: 5:23:31, time: 1.138, data_time: 0.008, memory: 9526, top1_acc: 0.7507, top5_acc: 0.9147, loss_cls: 0.9896, loss: 0.9896, grad_norm: 3.4456 2020-07-25 00:11:29,968 - mmaction - INFO - Epoch [35][560/1074] lr: 3.500e-03, eta: 5:23:08, time: 1.225, data_time: 0.008, memory: 9526, top1_acc: 0.7379, top5_acc: 0.9054, loss_cls: 1.0145, loss: 1.0145, grad_norm: 3.3877 2020-07-25 00:11:52,909 - mmaction - INFO - Epoch [35][580/1074] lr: 3.500e-03, eta: 5:22:45, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9156, loss_cls: 0.9514, loss: 0.9514, grad_norm: 3.3642 2020-07-25 00:12:15,569 - mmaction - INFO - Epoch [35][600/1074] lr: 3.500e-03, eta: 5:22:21, time: 1.135, data_time: 0.010, memory: 9526, top1_acc: 0.7429, top5_acc: 0.9114, loss_cls: 0.9825, loss: 0.9825, grad_norm: 3.3768 2020-07-25 00:12:39,293 - mmaction - INFO - Epoch [35][620/1074] lr: 3.500e-03, eta: 5:21:58, time: 1.186, data_time: 0.004, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9134, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.4013 2020-07-25 00:13:02,676 - mmaction - INFO - Epoch [35][640/1074] lr: 3.500e-03, eta: 5:21:34, time: 1.168, data_time: 0.008, memory: 9526, top1_acc: 0.7475, top5_acc: 0.9083, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.3788 2020-07-25 00:13:25,318 - mmaction - INFO - Epoch [35][660/1074] lr: 3.500e-03, eta: 5:21:11, time: 1.133, data_time: 0.007, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9054, loss_cls: 0.9712, loss: 0.9712, grad_norm: 3.3205 2020-07-25 00:13:47,676 - mmaction - INFO - Epoch [35][680/1074] lr: 3.500e-03, eta: 5:20:47, time: 1.119, data_time: 0.004, memory: 9526, top1_acc: 0.7469, top5_acc: 0.9129, loss_cls: 1.0043, loss: 1.0043, grad_norm: 3.4532 2020-07-25 00:14:10,100 - mmaction - INFO - Epoch [35][700/1074] lr: 3.500e-03, eta: 5:20:23, time: 1.119, data_time: 0.006, memory: 9526, top1_acc: 0.7538, top5_acc: 0.9121, loss_cls: 0.9678, loss: 0.9678, grad_norm: 3.2918 2020-07-25 00:14:33,473 - mmaction - INFO - Epoch [35][720/1074] lr: 3.500e-03, eta: 5:20:00, time: 1.166, data_time: 0.007, memory: 9526, top1_acc: 0.7556, top5_acc: 0.9239, loss_cls: 0.9294, loss: 0.9294, grad_norm: 3.3531 2020-07-25 00:14:57,765 - mmaction - INFO - Epoch [35][740/1074] lr: 3.500e-03, eta: 5:19:37, time: 1.220, data_time: 0.010, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9141, loss_cls: 0.9664, loss: 0.9664, grad_norm: 3.4026 2020-07-25 00:15:21,421 - mmaction - INFO - Epoch [35][760/1074] lr: 3.500e-03, eta: 5:19:14, time: 1.176, data_time: 0.006, memory: 9526, top1_acc: 0.7509, top5_acc: 0.9112, loss_cls: 0.9920, loss: 0.9920, grad_norm: 3.4086 2020-07-25 00:15:44,638 - mmaction - INFO - Epoch [35][780/1074] lr: 3.500e-03, eta: 5:18:51, time: 1.167, data_time: 0.009, memory: 9526, top1_acc: 0.7504, top5_acc: 0.9105, loss_cls: 0.9596, loss: 0.9596, grad_norm: 3.3820 2020-07-25 00:16:06,558 - mmaction - INFO - Epoch [35][800/1074] lr: 3.500e-03, eta: 5:18:27, time: 1.096, data_time: 0.006, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9029, loss_cls: 1.0002, loss: 1.0002, grad_norm: 3.3650 2020-07-25 00:16:28,166 - mmaction - INFO - Epoch [35][820/1074] lr: 3.500e-03, eta: 5:18:03, time: 1.081, data_time: 0.004, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9105, loss_cls: 0.9841, loss: 0.9841, grad_norm: 3.3839 2020-07-25 00:16:51,824 - mmaction - INFO - Epoch [35][840/1074] lr: 3.500e-03, eta: 5:17:39, time: 1.179, data_time: 0.007, memory: 9526, top1_acc: 0.7516, top5_acc: 0.9185, loss_cls: 0.9518, loss: 0.9518, grad_norm: 3.4151 2020-07-25 00:17:14,526 - mmaction - INFO - Epoch [35][860/1074] lr: 3.500e-03, eta: 5:17:16, time: 1.139, data_time: 0.007, memory: 9526, top1_acc: 0.7408, top5_acc: 0.9103, loss_cls: 0.9993, loss: 0.9993, grad_norm: 3.4178 2020-07-25 00:17:37,292 - mmaction - INFO - Epoch [35][880/1074] lr: 3.500e-03, eta: 5:16:52, time: 1.138, data_time: 0.006, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9129, loss_cls: 0.9791, loss: 0.9791, grad_norm: 3.3604 2020-07-25 00:18:00,722 - mmaction - INFO - Epoch [35][900/1074] lr: 3.500e-03, eta: 5:16:29, time: 1.170, data_time: 0.006, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9167, loss_cls: 0.9488, loss: 0.9488, grad_norm: 3.3355 2020-07-25 00:18:22,759 - mmaction - INFO - Epoch [35][920/1074] lr: 3.500e-03, eta: 5:16:05, time: 1.099, data_time: 0.006, memory: 9526, top1_acc: 0.7522, top5_acc: 0.9136, loss_cls: 0.9727, loss: 0.9727, grad_norm: 3.3776 2020-07-25 00:18:45,418 - mmaction - INFO - Epoch [35][940/1074] lr: 3.500e-03, eta: 5:15:41, time: 1.136, data_time: 0.010, memory: 9526, top1_acc: 0.7542, top5_acc: 0.9100, loss_cls: 0.9863, loss: 0.9863, grad_norm: 3.3780 2020-07-25 00:19:09,135 - mmaction - INFO - Epoch [35][960/1074] lr: 3.500e-03, eta: 5:15:18, time: 1.186, data_time: 0.006, memory: 9526, top1_acc: 0.7435, top5_acc: 0.9136, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.4364 2020-07-25 00:19:31,722 - mmaction - INFO - Epoch [35][980/1074] lr: 3.500e-03, eta: 5:14:55, time: 1.129, data_time: 0.004, memory: 9526, top1_acc: 0.7618, top5_acc: 0.9183, loss_cls: 0.9409, loss: 0.9409, grad_norm: 3.2902 2020-07-25 00:19:56,664 - mmaction - INFO - Epoch [35][1000/1074] lr: 3.500e-03, eta: 5:14:32, time: 1.244, data_time: 0.006, memory: 9526, top1_acc: 0.7388, top5_acc: 0.9065, loss_cls: 1.0119, loss: 1.0119, grad_norm: 3.4455 2020-07-25 00:20:19,467 - mmaction - INFO - Epoch [35][1020/1074] lr: 3.500e-03, eta: 5:14:09, time: 1.143, data_time: 0.008, memory: 9526, top1_acc: 0.7500, top5_acc: 0.9118, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.3716 2020-07-25 00:20:42,127 - mmaction - INFO - Epoch [35][1040/1074] lr: 3.500e-03, eta: 5:13:45, time: 1.131, data_time: 0.008, memory: 9526, top1_acc: 0.7565, top5_acc: 0.9134, loss_cls: 0.9495, loss: 0.9495, grad_norm: 3.3174 2020-07-25 00:21:06,025 - mmaction - INFO - Epoch [35][1060/1074] lr: 3.500e-03, eta: 5:13:22, time: 1.197, data_time: 0.008, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9100, loss_cls: 1.0012, loss: 1.0012, grad_norm: 3.4158 2020-07-25 00:21:21,272 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-25 00:21:54,751 - mmaction - INFO - Epoch [36][20/1074] lr: 3.500e-03, eta: 5:12:39, time: 1.591, data_time: 0.432, memory: 9526, top1_acc: 0.7576, top5_acc: 0.9076, loss_cls: 0.9716, loss: 0.9716, grad_norm: 3.3468 2020-07-25 00:22:17,725 - mmaction - INFO - Epoch [36][40/1074] lr: 3.500e-03, eta: 5:12:15, time: 1.146, data_time: 0.003, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9174, loss_cls: 0.9561, loss: 0.9561, grad_norm: 3.3350 2020-07-25 00:22:39,310 - mmaction - INFO - Epoch [36][60/1074] lr: 3.500e-03, eta: 5:11:51, time: 1.081, data_time: 0.008, memory: 9526, top1_acc: 0.7634, top5_acc: 0.9145, loss_cls: 0.9265, loss: 0.9265, grad_norm: 3.2835 2020-07-25 00:23:01,714 - mmaction - INFO - Epoch [36][80/1074] lr: 3.500e-03, eta: 5:11:28, time: 1.119, data_time: 0.004, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9217, loss_cls: 0.9370, loss: 0.9370, grad_norm: 3.3900 2020-07-25 00:23:25,677 - mmaction - INFO - Epoch [36][100/1074] lr: 3.500e-03, eta: 5:11:05, time: 1.199, data_time: 0.010, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9212, loss_cls: 0.9251, loss: 0.9251, grad_norm: 3.3370 2020-07-25 00:23:48,346 - mmaction - INFO - Epoch [36][120/1074] lr: 3.500e-03, eta: 5:10:41, time: 1.135, data_time: 0.004, memory: 9526, top1_acc: 0.7438, top5_acc: 0.9123, loss_cls: 0.9838, loss: 0.9838, grad_norm: 3.4121 2020-07-25 00:24:11,735 - mmaction - INFO - Epoch [36][140/1074] lr: 3.500e-03, eta: 5:10:18, time: 1.169, data_time: 0.005, memory: 9526, top1_acc: 0.7502, top5_acc: 0.9156, loss_cls: 0.9550, loss: 0.9550, grad_norm: 3.4030 2020-07-25 00:24:35,286 - mmaction - INFO - Epoch [36][160/1074] lr: 3.500e-03, eta: 5:09:54, time: 1.178, data_time: 0.003, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9136, loss_cls: 0.9783, loss: 0.9783, grad_norm: 3.4491 2020-07-25 00:24:58,909 - mmaction - INFO - Epoch [36][180/1074] lr: 3.500e-03, eta: 5:09:31, time: 1.180, data_time: 0.006, memory: 9526, top1_acc: 0.7498, top5_acc: 0.9116, loss_cls: 0.9815, loss: 0.9815, grad_norm: 3.4214 2020-07-25 00:25:20,872 - mmaction - INFO - Epoch [36][200/1074] lr: 3.500e-03, eta: 5:09:07, time: 1.097, data_time: 0.008, memory: 9526, top1_acc: 0.7426, top5_acc: 0.9132, loss_cls: 0.9775, loss: 0.9775, grad_norm: 3.4165 2020-07-25 00:25:43,346 - mmaction - INFO - Epoch [36][220/1074] lr: 3.500e-03, eta: 5:08:44, time: 1.125, data_time: 0.008, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9112, loss_cls: 0.9574, loss: 0.9574, grad_norm: 3.3318 2020-07-25 00:26:05,252 - mmaction - INFO - Epoch [36][240/1074] lr: 3.500e-03, eta: 5:08:20, time: 1.097, data_time: 0.007, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9158, loss_cls: 0.9512, loss: 0.9512, grad_norm: 3.3354 2020-07-25 00:26:27,522 - mmaction - INFO - Epoch [36][260/1074] lr: 3.500e-03, eta: 5:07:56, time: 1.113, data_time: 0.004, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9150, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.3814 2020-07-25 00:26:50,900 - mmaction - INFO - Epoch [36][280/1074] lr: 3.500e-03, eta: 5:07:33, time: 1.163, data_time: 0.005, memory: 9526, top1_acc: 0.7342, top5_acc: 0.9089, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.4762 2020-07-25 00:27:12,752 - mmaction - INFO - Epoch [36][300/1074] lr: 3.500e-03, eta: 5:07:09, time: 1.097, data_time: 0.009, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9147, loss_cls: 0.9820, loss: 0.9820, grad_norm: 3.4509 2020-07-25 00:27:36,418 - mmaction - INFO - Epoch [36][320/1074] lr: 3.500e-03, eta: 5:06:46, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9167, loss_cls: 0.9230, loss: 0.9230, grad_norm: 3.3019 2020-07-25 00:27:59,286 - mmaction - INFO - Epoch [36][340/1074] lr: 3.500e-03, eta: 5:06:22, time: 1.146, data_time: 0.007, memory: 9526, top1_acc: 0.7475, top5_acc: 0.9123, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.4056 2020-07-25 00:28:20,979 - mmaction - INFO - Epoch [36][360/1074] lr: 3.500e-03, eta: 5:05:58, time: 1.083, data_time: 0.006, memory: 9526, top1_acc: 0.7471, top5_acc: 0.9125, loss_cls: 0.9604, loss: 0.9604, grad_norm: 3.3688 2020-07-25 00:28:44,953 - mmaction - INFO - Epoch [36][380/1074] lr: 3.500e-03, eta: 5:05:35, time: 1.199, data_time: 0.005, memory: 9526, top1_acc: 0.7426, top5_acc: 0.9129, loss_cls: 0.9868, loss: 0.9868, grad_norm: 3.4176 2020-07-25 00:29:08,231 - mmaction - INFO - Epoch [36][400/1074] lr: 3.500e-03, eta: 5:05:12, time: 1.162, data_time: 0.007, memory: 9526, top1_acc: 0.7629, top5_acc: 0.9188, loss_cls: 0.9295, loss: 0.9295, grad_norm: 3.3778 2020-07-25 00:29:31,856 - mmaction - INFO - Epoch [36][420/1074] lr: 3.500e-03, eta: 5:04:49, time: 1.182, data_time: 0.009, memory: 9526, top1_acc: 0.7420, top5_acc: 0.9134, loss_cls: 0.9935, loss: 0.9935, grad_norm: 3.4638 2020-07-25 00:29:53,620 - mmaction - INFO - Epoch [36][440/1074] lr: 3.500e-03, eta: 5:04:25, time: 1.087, data_time: 0.005, memory: 9526, top1_acc: 0.7502, top5_acc: 0.9145, loss_cls: 0.9669, loss: 0.9669, grad_norm: 3.4273 2020-07-25 00:30:16,815 - mmaction - INFO - Epoch [36][460/1074] lr: 3.500e-03, eta: 5:04:01, time: 1.161, data_time: 0.007, memory: 9526, top1_acc: 0.7654, top5_acc: 0.9114, loss_cls: 0.9432, loss: 0.9432, grad_norm: 3.3317 2020-07-25 00:30:40,082 - mmaction - INFO - Epoch [36][480/1074] lr: 3.500e-03, eta: 5:03:38, time: 1.164, data_time: 0.008, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9167, loss_cls: 0.9596, loss: 0.9596, grad_norm: 3.4299 2020-07-25 00:31:05,429 - mmaction - INFO - Epoch [36][500/1074] lr: 3.500e-03, eta: 5:03:16, time: 1.269, data_time: 0.007, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9152, loss_cls: 0.9631, loss: 0.9631, grad_norm: 3.2728 2020-07-25 00:31:29,020 - mmaction - INFO - Epoch [36][520/1074] lr: 3.500e-03, eta: 5:02:52, time: 1.180, data_time: 0.004, memory: 9526, top1_acc: 0.7571, top5_acc: 0.9161, loss_cls: 0.9422, loss: 0.9422, grad_norm: 3.3936 2020-07-25 00:31:52,424 - mmaction - INFO - Epoch [36][540/1074] lr: 3.500e-03, eta: 5:02:29, time: 1.170, data_time: 0.006, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9203, loss_cls: 0.9285, loss: 0.9285, grad_norm: 3.3479 2020-07-25 00:32:14,042 - mmaction - INFO - Epoch [36][560/1074] lr: 3.500e-03, eta: 5:02:05, time: 1.082, data_time: 0.004, memory: 9526, top1_acc: 0.7607, top5_acc: 0.9205, loss_cls: 0.9252, loss: 0.9252, grad_norm: 3.3446 2020-07-25 00:32:36,594 - mmaction - INFO - Epoch [36][580/1074] lr: 3.500e-03, eta: 5:01:41, time: 1.128, data_time: 0.005, memory: 9526, top1_acc: 0.7545, top5_acc: 0.9183, loss_cls: 0.9424, loss: 0.9424, grad_norm: 3.3583 2020-07-25 00:32:58,103 - mmaction - INFO - Epoch [36][600/1074] lr: 3.500e-03, eta: 5:01:17, time: 1.074, data_time: 0.005, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9114, loss_cls: 0.9749, loss: 0.9749, grad_norm: 3.4590 2020-07-25 00:33:20,903 - mmaction - INFO - Epoch [36][620/1074] lr: 3.500e-03, eta: 5:00:54, time: 1.137, data_time: 0.007, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 0.9955, loss: 0.9955, grad_norm: 3.5608 2020-07-25 00:33:44,940 - mmaction - INFO - Epoch [36][640/1074] lr: 3.500e-03, eta: 5:00:31, time: 1.204, data_time: 0.007, memory: 9526, top1_acc: 0.7449, top5_acc: 0.9080, loss_cls: 0.9925, loss: 0.9925, grad_norm: 3.4710 2020-07-25 00:34:07,640 - mmaction - INFO - Epoch [36][660/1074] lr: 3.500e-03, eta: 5:00:07, time: 1.135, data_time: 0.009, memory: 9526, top1_acc: 0.7565, top5_acc: 0.9176, loss_cls: 0.9616, loss: 0.9616, grad_norm: 3.4230 2020-07-25 00:34:31,303 - mmaction - INFO - Epoch [36][680/1074] lr: 3.500e-03, eta: 4:59:44, time: 1.186, data_time: 0.005, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9054, loss_cls: 1.0171, loss: 1.0171, grad_norm: 3.4982 2020-07-25 00:34:55,185 - mmaction - INFO - Epoch [36][700/1074] lr: 3.500e-03, eta: 4:59:21, time: 1.188, data_time: 0.005, memory: 9526, top1_acc: 0.7471, top5_acc: 0.9125, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.4424 2020-07-25 00:35:19,948 - mmaction - INFO - Epoch [36][720/1074] lr: 3.500e-03, eta: 4:58:58, time: 1.244, data_time: 0.008, memory: 9526, top1_acc: 0.7498, top5_acc: 0.9167, loss_cls: 0.9773, loss: 0.9773, grad_norm: 3.4402 2020-07-25 00:35:44,387 - mmaction - INFO - Epoch [36][740/1074] lr: 3.500e-03, eta: 4:58:35, time: 1.219, data_time: 0.005, memory: 9526, top1_acc: 0.7478, top5_acc: 0.9185, loss_cls: 0.9452, loss: 0.9452, grad_norm: 3.4261 2020-07-25 00:36:06,748 - mmaction - INFO - Epoch [36][760/1074] lr: 3.500e-03, eta: 4:58:12, time: 1.119, data_time: 0.008, memory: 9526, top1_acc: 0.7527, top5_acc: 0.9158, loss_cls: 0.9672, loss: 0.9672, grad_norm: 3.4218 2020-07-25 00:36:31,102 - mmaction - INFO - Epoch [36][780/1074] lr: 3.500e-03, eta: 4:57:49, time: 1.215, data_time: 0.008, memory: 9526, top1_acc: 0.7467, top5_acc: 0.9158, loss_cls: 0.9709, loss: 0.9709, grad_norm: 3.4650 2020-07-25 00:36:53,310 - mmaction - INFO - Epoch [36][800/1074] lr: 3.500e-03, eta: 4:57:25, time: 1.113, data_time: 0.007, memory: 9526, top1_acc: 0.7569, top5_acc: 0.9165, loss_cls: 0.9437, loss: 0.9437, grad_norm: 3.3839 2020-07-25 00:37:17,434 - mmaction - INFO - Epoch [36][820/1074] lr: 3.500e-03, eta: 4:57:02, time: 1.204, data_time: 0.008, memory: 9526, top1_acc: 0.7478, top5_acc: 0.9163, loss_cls: 0.9719, loss: 0.9719, grad_norm: 3.5085 2020-07-25 00:37:39,360 - mmaction - INFO - Epoch [36][840/1074] lr: 3.500e-03, eta: 4:56:38, time: 1.099, data_time: 0.009, memory: 9526, top1_acc: 0.7567, top5_acc: 0.9165, loss_cls: 0.9615, loss: 0.9615, grad_norm: 3.4366 2020-07-25 00:38:02,027 - mmaction - INFO - Epoch [36][860/1074] lr: 3.500e-03, eta: 4:56:15, time: 1.133, data_time: 0.007, memory: 9526, top1_acc: 0.7516, top5_acc: 0.9123, loss_cls: 0.9603, loss: 0.9603, grad_norm: 3.4126 2020-07-25 00:38:25,542 - mmaction - INFO - Epoch [36][880/1074] lr: 3.500e-03, eta: 4:55:51, time: 1.174, data_time: 0.004, memory: 9526, top1_acc: 0.7275, top5_acc: 0.9067, loss_cls: 1.0345, loss: 1.0345, grad_norm: 3.5180 2020-07-25 00:38:49,998 - mmaction - INFO - Epoch [36][900/1074] lr: 3.500e-03, eta: 4:55:29, time: 1.226, data_time: 0.009, memory: 9526, top1_acc: 0.7446, top5_acc: 0.9145, loss_cls: 0.9857, loss: 0.9857, grad_norm: 3.4299 2020-07-25 00:39:13,096 - mmaction - INFO - Epoch [36][920/1074] lr: 3.500e-03, eta: 4:55:05, time: 1.154, data_time: 0.004, memory: 9526, top1_acc: 0.7415, top5_acc: 0.9132, loss_cls: 0.9853, loss: 0.9853, grad_norm: 3.4465 2020-07-25 00:39:34,837 - mmaction - INFO - Epoch [36][940/1074] lr: 3.500e-03, eta: 4:54:41, time: 1.086, data_time: 0.006, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 1.0029, loss: 1.0029, grad_norm: 3.4904 2020-07-25 00:39:57,270 - mmaction - INFO - Epoch [36][960/1074] lr: 3.500e-03, eta: 4:54:18, time: 1.123, data_time: 0.004, memory: 9526, top1_acc: 0.7603, top5_acc: 0.9185, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.3591 2020-07-25 00:40:19,308 - mmaction - INFO - Epoch [36][980/1074] lr: 3.500e-03, eta: 4:53:54, time: 1.098, data_time: 0.005, memory: 9526, top1_acc: 0.7413, top5_acc: 0.9074, loss_cls: 1.0128, loss: 1.0128, grad_norm: 3.5007 2020-07-25 00:40:44,399 - mmaction - INFO - Epoch [36][1000/1074] lr: 3.500e-03, eta: 4:53:31, time: 1.258, data_time: 0.008, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9118, loss_cls: 1.0108, loss: 1.0108, grad_norm: 3.5112 2020-07-25 00:41:07,484 - mmaction - INFO - Epoch [36][1020/1074] lr: 3.500e-03, eta: 4:53:08, time: 1.149, data_time: 0.007, memory: 9526, top1_acc: 0.7487, top5_acc: 0.9116, loss_cls: 0.9679, loss: 0.9679, grad_norm: 3.4419 2020-07-25 00:41:30,367 - mmaction - INFO - Epoch [36][1040/1074] lr: 3.500e-03, eta: 4:52:44, time: 1.149, data_time: 0.009, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9181, loss_cls: 0.9822, loss: 0.9822, grad_norm: 3.5310 2020-07-25 00:41:54,132 - mmaction - INFO - Epoch [36][1060/1074] lr: 3.500e-03, eta: 4:52:21, time: 1.189, data_time: 0.007, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9185, loss_cls: 0.9602, loss: 0.9602, grad_norm: 3.3940 2020-07-25 00:42:08,099 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-07-25 00:42:42,257 - mmaction - INFO - Epoch [37][20/1074] lr: 3.500e-03, eta: 4:51:38, time: 1.568, data_time: 0.399, memory: 9526, top1_acc: 0.7471, top5_acc: 0.9141, loss_cls: 0.9703, loss: 0.9703, grad_norm: 3.4507 2020-07-25 00:43:04,596 - mmaction - INFO - Epoch [37][40/1074] lr: 3.500e-03, eta: 4:51:15, time: 1.117, data_time: 0.004, memory: 9526, top1_acc: 0.7616, top5_acc: 0.9170, loss_cls: 0.9316, loss: 0.9316, grad_norm: 3.3520 2020-07-25 00:43:29,587 - mmaction - INFO - Epoch [37][60/1074] lr: 3.500e-03, eta: 4:50:52, time: 1.251, data_time: 0.010, memory: 9526, top1_acc: 0.7556, top5_acc: 0.9138, loss_cls: 0.9568, loss: 0.9568, grad_norm: 3.4010 2020-07-25 00:43:52,857 - mmaction - INFO - Epoch [37][80/1074] lr: 3.500e-03, eta: 4:50:29, time: 1.163, data_time: 0.003, memory: 9526, top1_acc: 0.7589, top5_acc: 0.9188, loss_cls: 0.9332, loss: 0.9332, grad_norm: 3.4027 2020-07-25 00:44:15,063 - mmaction - INFO - Epoch [37][100/1074] lr: 3.500e-03, eta: 4:50:05, time: 1.111, data_time: 0.007, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9121, loss_cls: 0.9978, loss: 0.9978, grad_norm: 3.5265 2020-07-25 00:44:38,531 - mmaction - INFO - Epoch [37][120/1074] lr: 3.500e-03, eta: 4:49:42, time: 1.168, data_time: 0.007, memory: 9526, top1_acc: 0.7576, top5_acc: 0.9167, loss_cls: 0.9419, loss: 0.9419, grad_norm: 3.4096 2020-07-25 00:45:03,203 - mmaction - INFO - Epoch [37][140/1074] lr: 3.500e-03, eta: 4:49:19, time: 1.237, data_time: 0.010, memory: 9526, top1_acc: 0.7487, top5_acc: 0.9170, loss_cls: 0.9653, loss: 0.9653, grad_norm: 3.4276 2020-07-25 00:45:25,896 - mmaction - INFO - Epoch [37][160/1074] lr: 3.500e-03, eta: 4:48:55, time: 1.134, data_time: 0.004, memory: 9526, top1_acc: 0.7522, top5_acc: 0.9192, loss_cls: 0.9480, loss: 0.9480, grad_norm: 3.4498 2020-07-25 00:45:47,377 - mmaction - INFO - Epoch [37][180/1074] lr: 3.500e-03, eta: 4:48:31, time: 1.073, data_time: 0.007, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9156, loss_cls: 0.9504, loss: 0.9504, grad_norm: 3.4086 2020-07-25 00:46:11,574 - mmaction - INFO - Epoch [37][200/1074] lr: 3.500e-03, eta: 4:48:08, time: 1.213, data_time: 0.008, memory: 9526, top1_acc: 0.7556, top5_acc: 0.9163, loss_cls: 0.9496, loss: 0.9496, grad_norm: 3.4419 2020-07-25 00:46:33,513 - mmaction - INFO - Epoch [37][220/1074] lr: 3.500e-03, eta: 4:47:45, time: 1.097, data_time: 0.005, memory: 9526, top1_acc: 0.7487, top5_acc: 0.9172, loss_cls: 0.9482, loss: 0.9482, grad_norm: 3.4267 2020-07-25 00:46:56,196 - mmaction - INFO - Epoch [37][240/1074] lr: 3.500e-03, eta: 4:47:21, time: 1.133, data_time: 0.003, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9100, loss_cls: 0.9862, loss: 0.9862, grad_norm: 3.4756 2020-07-25 00:47:20,684 - mmaction - INFO - Epoch [37][260/1074] lr: 3.500e-03, eta: 4:46:58, time: 1.221, data_time: 0.006, memory: 9526, top1_acc: 0.7536, top5_acc: 0.9190, loss_cls: 0.9469, loss: 0.9469, grad_norm: 3.4204 2020-07-25 00:47:43,238 - mmaction - INFO - Epoch [37][280/1074] lr: 3.500e-03, eta: 4:46:35, time: 1.131, data_time: 0.007, memory: 9526, top1_acc: 0.7607, top5_acc: 0.9141, loss_cls: 0.9573, loss: 0.9573, grad_norm: 3.3608 2020-07-25 00:48:07,981 - mmaction - INFO - Epoch [37][300/1074] lr: 3.500e-03, eta: 4:46:12, time: 1.231, data_time: 0.006, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9141, loss_cls: 0.9556, loss: 0.9556, grad_norm: 3.4439 2020-07-25 00:48:31,125 - mmaction - INFO - Epoch [37][320/1074] lr: 3.500e-03, eta: 4:45:48, time: 1.163, data_time: 0.009, memory: 9526, top1_acc: 0.7565, top5_acc: 0.9156, loss_cls: 0.9396, loss: 0.9396, grad_norm: 3.3876 2020-07-25 00:48:54,040 - mmaction - INFO - Epoch [37][340/1074] lr: 3.500e-03, eta: 4:45:25, time: 1.140, data_time: 0.007, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9114, loss_cls: 0.9701, loss: 0.9701, grad_norm: 3.4426 2020-07-25 00:49:17,502 - mmaction - INFO - Epoch [37][360/1074] lr: 3.500e-03, eta: 4:45:02, time: 1.178, data_time: 0.009, memory: 9526, top1_acc: 0.7565, top5_acc: 0.9252, loss_cls: 0.9075, loss: 0.9075, grad_norm: 3.3997 2020-07-25 00:49:39,648 - mmaction - INFO - Epoch [37][380/1074] lr: 3.500e-03, eta: 4:44:38, time: 1.108, data_time: 0.007, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9176, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.4729 2020-07-25 00:50:02,470 - mmaction - INFO - Epoch [37][400/1074] lr: 3.500e-03, eta: 4:44:15, time: 1.138, data_time: 0.005, memory: 9526, top1_acc: 0.7449, top5_acc: 0.9165, loss_cls: 0.9833, loss: 0.9833, grad_norm: 3.4840 2020-07-25 00:50:25,051 - mmaction - INFO - Epoch [37][420/1074] lr: 3.500e-03, eta: 4:43:51, time: 1.131, data_time: 0.006, memory: 9526, top1_acc: 0.7594, top5_acc: 0.9192, loss_cls: 0.9398, loss: 0.9398, grad_norm: 3.4219 2020-07-25 00:50:48,145 - mmaction - INFO - Epoch [37][440/1074] lr: 3.500e-03, eta: 4:43:28, time: 1.153, data_time: 0.007, memory: 9526, top1_acc: 0.7592, top5_acc: 0.9170, loss_cls: 0.9367, loss: 0.9367, grad_norm: 3.3851 2020-07-25 00:51:11,242 - mmaction - INFO - Epoch [37][460/1074] lr: 3.500e-03, eta: 4:43:04, time: 1.156, data_time: 0.007, memory: 9526, top1_acc: 0.7629, top5_acc: 0.9183, loss_cls: 0.9484, loss: 0.9484, grad_norm: 3.3777 2020-07-25 00:51:35,252 - mmaction - INFO - Epoch [37][480/1074] lr: 3.500e-03, eta: 4:42:41, time: 1.202, data_time: 0.004, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9114, loss_cls: 0.9661, loss: 0.9661, grad_norm: 3.5204 2020-07-25 00:51:57,729 - mmaction - INFO - Epoch [37][500/1074] lr: 3.500e-03, eta: 4:42:18, time: 1.121, data_time: 0.005, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9170, loss_cls: 0.9414, loss: 0.9414, grad_norm: 3.4119 2020-07-25 00:52:18,709 - mmaction - INFO - Epoch [37][520/1074] lr: 3.500e-03, eta: 4:41:53, time: 1.050, data_time: 0.008, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9201, loss_cls: 0.9628, loss: 0.9628, grad_norm: 3.4730 2020-07-25 00:52:43,611 - mmaction - INFO - Epoch [37][540/1074] lr: 3.500e-03, eta: 4:41:31, time: 1.243, data_time: 0.008, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9076, loss_cls: 0.9577, loss: 0.9577, grad_norm: 3.4707 2020-07-25 00:53:07,901 - mmaction - INFO - Epoch [37][560/1074] lr: 3.500e-03, eta: 4:41:08, time: 1.219, data_time: 0.009, memory: 9526, top1_acc: 0.7491, top5_acc: 0.9129, loss_cls: 0.9736, loss: 0.9736, grad_norm: 3.4689 2020-07-25 00:53:29,447 - mmaction - INFO - Epoch [37][580/1074] lr: 3.500e-03, eta: 4:40:44, time: 1.077, data_time: 0.004, memory: 9526, top1_acc: 0.7393, top5_acc: 0.9152, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.5722 2020-07-25 00:53:54,286 - mmaction - INFO - Epoch [37][600/1074] lr: 3.500e-03, eta: 4:40:21, time: 1.242, data_time: 0.003, memory: 9526, top1_acc: 0.7576, top5_acc: 0.9179, loss_cls: 0.9465, loss: 0.9465, grad_norm: 3.4454 2020-07-25 00:54:18,929 - mmaction - INFO - Epoch [37][620/1074] lr: 3.500e-03, eta: 4:39:58, time: 1.229, data_time: 0.007, memory: 9526, top1_acc: 0.7411, top5_acc: 0.9087, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.4966 2020-07-25 00:54:40,485 - mmaction - INFO - Epoch [37][640/1074] lr: 3.500e-03, eta: 4:39:34, time: 1.082, data_time: 0.007, memory: 9526, top1_acc: 0.7531, top5_acc: 0.9194, loss_cls: 0.9576, loss: 0.9576, grad_norm: 3.4672 2020-07-25 00:55:05,724 - mmaction - INFO - Epoch [37][660/1074] lr: 3.500e-03, eta: 4:39:12, time: 1.261, data_time: 0.005, memory: 9526, top1_acc: 0.7549, top5_acc: 0.9163, loss_cls: 0.9235, loss: 0.9235, grad_norm: 3.4265 2020-07-25 00:55:27,909 - mmaction - INFO - Epoch [37][680/1074] lr: 3.500e-03, eta: 4:38:48, time: 1.110, data_time: 0.003, memory: 9526, top1_acc: 0.7429, top5_acc: 0.9040, loss_cls: 1.0229, loss: 1.0229, grad_norm: 3.5712 2020-07-25 00:55:51,361 - mmaction - INFO - Epoch [37][700/1074] lr: 3.500e-03, eta: 4:38:25, time: 1.169, data_time: 0.007, memory: 9526, top1_acc: 0.7484, top5_acc: 0.9107, loss_cls: 0.9542, loss: 0.9542, grad_norm: 3.3524 2020-07-25 00:56:14,481 - mmaction - INFO - Epoch [37][720/1074] lr: 3.500e-03, eta: 4:38:01, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9170, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.4205 2020-07-25 00:56:36,471 - mmaction - INFO - Epoch [37][740/1074] lr: 3.500e-03, eta: 4:37:38, time: 1.099, data_time: 0.010, memory: 9526, top1_acc: 0.7469, top5_acc: 0.9116, loss_cls: 0.9799, loss: 0.9799, grad_norm: 3.5519 2020-07-25 00:56:59,557 - mmaction - INFO - Epoch [37][760/1074] lr: 3.500e-03, eta: 4:37:14, time: 1.157, data_time: 0.009, memory: 9526, top1_acc: 0.7507, top5_acc: 0.9054, loss_cls: 0.9928, loss: 0.9928, grad_norm: 3.5229 2020-07-25 00:57:22,852 - mmaction - INFO - Epoch [37][780/1074] lr: 3.500e-03, eta: 4:36:51, time: 1.165, data_time: 0.007, memory: 9526, top1_acc: 0.7464, top5_acc: 0.9145, loss_cls: 0.9968, loss: 0.9968, grad_norm: 3.5167 2020-07-25 00:57:46,486 - mmaction - INFO - Epoch [37][800/1074] lr: 3.500e-03, eta: 4:36:28, time: 1.182, data_time: 0.006, memory: 9526, top1_acc: 0.7598, top5_acc: 0.9176, loss_cls: 0.9262, loss: 0.9262, grad_norm: 3.4158 2020-07-25 00:58:09,015 - mmaction - INFO - Epoch [37][820/1074] lr: 3.500e-03, eta: 4:36:04, time: 1.124, data_time: 0.007, memory: 9526, top1_acc: 0.7580, top5_acc: 0.9205, loss_cls: 0.9115, loss: 0.9115, grad_norm: 3.3765 2020-07-25 00:58:30,842 - mmaction - INFO - Epoch [37][840/1074] lr: 3.500e-03, eta: 4:35:40, time: 1.093, data_time: 0.007, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9185, loss_cls: 0.9519, loss: 0.9519, grad_norm: 3.4298 2020-07-25 00:58:55,147 - mmaction - INFO - Epoch [37][860/1074] lr: 3.500e-03, eta: 4:35:17, time: 1.213, data_time: 0.007, memory: 9526, top1_acc: 0.7446, top5_acc: 0.9096, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.4636 2020-07-25 00:59:20,045 - mmaction - INFO - Epoch [37][880/1074] lr: 3.500e-03, eta: 4:34:55, time: 1.249, data_time: 0.008, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9116, loss_cls: 0.9615, loss: 0.9615, grad_norm: 3.3980 2020-07-25 00:59:43,802 - mmaction - INFO - Epoch [37][900/1074] lr: 3.500e-03, eta: 4:34:31, time: 1.187, data_time: 0.005, memory: 9526, top1_acc: 0.7585, top5_acc: 0.9158, loss_cls: 0.9517, loss: 0.9517, grad_norm: 3.4344 2020-07-25 01:00:11,636 - mmaction - INFO - Epoch [37][920/1074] lr: 3.500e-03, eta: 4:34:10, time: 1.366, data_time: 0.005, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9085, loss_cls: 0.9727, loss: 0.9727, grad_norm: 3.4236 2020-07-25 01:00:33,565 - mmaction - INFO - Epoch [37][940/1074] lr: 3.500e-03, eta: 4:33:46, time: 1.122, data_time: 0.034, memory: 9526, top1_acc: 0.7502, top5_acc: 0.9125, loss_cls: 0.9905, loss: 0.9905, grad_norm: 3.5366 2020-07-25 01:00:56,204 - mmaction - INFO - Epoch [37][960/1074] lr: 3.500e-03, eta: 4:33:22, time: 1.134, data_time: 0.007, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9114, loss_cls: 0.9812, loss: 0.9812, grad_norm: 3.4852 2020-07-25 01:01:20,782 - mmaction - INFO - Epoch [37][980/1074] lr: 3.500e-03, eta: 4:33:00, time: 1.224, data_time: 0.003, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9051, loss_cls: 1.0011, loss: 1.0011, grad_norm: 3.5359 2020-07-25 01:01:43,502 - mmaction - INFO - Epoch [37][1000/1074] lr: 3.500e-03, eta: 4:32:36, time: 1.136, data_time: 0.010, memory: 9526, top1_acc: 0.7571, top5_acc: 0.9179, loss_cls: 0.9391, loss: 0.9391, grad_norm: 3.4576 2020-07-25 01:02:08,344 - mmaction - INFO - Epoch [37][1020/1074] lr: 3.500e-03, eta: 4:32:13, time: 1.245, data_time: 0.008, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9092, loss_cls: 1.0042, loss: 1.0042, grad_norm: 3.5003 2020-07-25 01:02:32,083 - mmaction - INFO - Epoch [37][1040/1074] lr: 3.500e-03, eta: 4:31:50, time: 1.183, data_time: 0.007, memory: 9526, top1_acc: 0.7489, top5_acc: 0.9145, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.5512 2020-07-25 01:02:53,859 - mmaction - INFO - Epoch [37][1060/1074] lr: 3.500e-03, eta: 4:31:26, time: 1.092, data_time: 0.009, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9150, loss_cls: 0.9456, loss: 0.9456, grad_norm: 3.4334 2020-07-25 01:03:09,233 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-07-25 01:03:46,977 - mmaction - INFO - Epoch [38][20/1074] lr: 3.500e-03, eta: 4:30:46, time: 1.830, data_time: 0.619, memory: 9526, top1_acc: 0.7596, top5_acc: 0.9181, loss_cls: 0.9514, loss: 0.9514, grad_norm: 3.4660 2020-07-25 01:04:09,811 - mmaction - INFO - Epoch [38][40/1074] lr: 3.500e-03, eta: 4:30:22, time: 1.143, data_time: 0.012, memory: 9526, top1_acc: 0.7609, top5_acc: 0.9170, loss_cls: 0.9235, loss: 0.9235, grad_norm: 3.4290 2020-07-25 01:04:31,618 - mmaction - INFO - Epoch [38][60/1074] lr: 3.500e-03, eta: 4:29:58, time: 1.089, data_time: 0.004, memory: 9526, top1_acc: 0.7574, top5_acc: 0.9212, loss_cls: 0.9278, loss: 0.9278, grad_norm: 3.4550 2020-07-25 01:04:55,592 - mmaction - INFO - Epoch [38][80/1074] lr: 3.500e-03, eta: 4:29:35, time: 1.199, data_time: 0.007, memory: 9526, top1_acc: 0.7596, top5_acc: 0.9172, loss_cls: 0.9359, loss: 0.9359, grad_norm: 3.4098 2020-07-25 01:05:19,070 - mmaction - INFO - Epoch [38][100/1074] lr: 3.500e-03, eta: 4:29:12, time: 1.172, data_time: 0.004, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9176, loss_cls: 0.9642, loss: 0.9642, grad_norm: 3.5429 2020-07-25 01:05:40,907 - mmaction - INFO - Epoch [38][120/1074] lr: 3.500e-03, eta: 4:28:48, time: 1.094, data_time: 0.009, memory: 9526, top1_acc: 0.7594, top5_acc: 0.9176, loss_cls: 0.9433, loss: 0.9433, grad_norm: 3.4851 2020-07-25 01:06:04,309 - mmaction - INFO - Epoch [38][140/1074] lr: 3.500e-03, eta: 4:28:25, time: 1.171, data_time: 0.004, memory: 9526, top1_acc: 0.7542, top5_acc: 0.9156, loss_cls: 0.9551, loss: 0.9551, grad_norm: 3.5113 2020-07-25 01:06:26,301 - mmaction - INFO - Epoch [38][160/1074] lr: 3.500e-03, eta: 4:28:01, time: 1.096, data_time: 0.006, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9210, loss_cls: 0.9428, loss: 0.9428, grad_norm: 3.4689 2020-07-25 01:06:49,762 - mmaction - INFO - Epoch [38][180/1074] lr: 3.500e-03, eta: 4:27:38, time: 1.177, data_time: 0.008, memory: 9526, top1_acc: 0.7663, top5_acc: 0.9179, loss_cls: 0.9206, loss: 0.9206, grad_norm: 3.4566 2020-07-25 01:07:14,469 - mmaction - INFO - Epoch [38][200/1074] lr: 3.500e-03, eta: 4:27:15, time: 1.230, data_time: 0.006, memory: 9526, top1_acc: 0.7431, top5_acc: 0.9054, loss_cls: 0.9864, loss: 0.9864, grad_norm: 3.5356 2020-07-25 01:07:35,660 - mmaction - INFO - Epoch [38][220/1074] lr: 3.500e-03, eta: 4:26:51, time: 1.064, data_time: 0.009, memory: 9526, top1_acc: 0.7444, top5_acc: 0.9116, loss_cls: 0.9808, loss: 0.9808, grad_norm: 3.5626 2020-07-25 01:07:59,257 - mmaction - INFO - Epoch [38][240/1074] lr: 3.500e-03, eta: 4:26:28, time: 1.179, data_time: 0.007, memory: 9526, top1_acc: 0.7708, top5_acc: 0.9241, loss_cls: 0.8944, loss: 0.8944, grad_norm: 3.3548 2020-07-25 01:08:21,611 - mmaction - INFO - Epoch [38][260/1074] lr: 3.500e-03, eta: 4:26:04, time: 1.119, data_time: 0.004, memory: 9526, top1_acc: 0.7603, top5_acc: 0.9176, loss_cls: 0.9413, loss: 0.9413, grad_norm: 3.4674 2020-07-25 01:08:43,357 - mmaction - INFO - Epoch [38][280/1074] lr: 3.500e-03, eta: 4:25:40, time: 1.084, data_time: 0.007, memory: 9526, top1_acc: 0.7585, top5_acc: 0.9156, loss_cls: 0.9386, loss: 0.9386, grad_norm: 3.5051 2020-07-25 01:09:06,680 - mmaction - INFO - Epoch [38][300/1074] lr: 3.500e-03, eta: 4:25:17, time: 1.165, data_time: 0.008, memory: 9526, top1_acc: 0.7607, top5_acc: 0.9225, loss_cls: 0.9102, loss: 0.9102, grad_norm: 3.4444 2020-07-25 01:09:30,035 - mmaction - INFO - Epoch [38][320/1074] lr: 3.500e-03, eta: 4:24:54, time: 1.168, data_time: 0.009, memory: 9526, top1_acc: 0.7667, top5_acc: 0.9246, loss_cls: 0.9144, loss: 0.9144, grad_norm: 3.4697 2020-07-25 01:09:52,680 - mmaction - INFO - Epoch [38][340/1074] lr: 3.500e-03, eta: 4:24:30, time: 1.135, data_time: 0.008, memory: 9526, top1_acc: 0.7625, top5_acc: 0.9134, loss_cls: 0.9420, loss: 0.9420, grad_norm: 3.4864 2020-07-25 01:10:14,731 - mmaction - INFO - Epoch [38][360/1074] lr: 3.500e-03, eta: 4:24:06, time: 1.101, data_time: 0.008, memory: 9526, top1_acc: 0.7542, top5_acc: 0.9158, loss_cls: 0.9558, loss: 0.9558, grad_norm: 3.4848 2020-07-25 01:10:37,677 - mmaction - INFO - Epoch [38][380/1074] lr: 3.500e-03, eta: 4:23:43, time: 1.149, data_time: 0.005, memory: 9526, top1_acc: 0.7569, top5_acc: 0.9145, loss_cls: 0.9623, loss: 0.9623, grad_norm: 3.5087 2020-07-25 01:11:00,568 - mmaction - INFO - Epoch [38][400/1074] lr: 3.500e-03, eta: 4:23:20, time: 1.143, data_time: 0.007, memory: 9526, top1_acc: 0.7603, top5_acc: 0.9208, loss_cls: 0.9082, loss: 0.9082, grad_norm: 3.4704 2020-07-25 01:11:23,427 - mmaction - INFO - Epoch [38][420/1074] lr: 3.500e-03, eta: 4:22:56, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9136, loss_cls: 0.9784, loss: 0.9784, grad_norm: 3.5967 2020-07-25 01:11:45,925 - mmaction - INFO - Epoch [38][440/1074] lr: 3.500e-03, eta: 4:22:33, time: 1.120, data_time: 0.005, memory: 9526, top1_acc: 0.7484, top5_acc: 0.9154, loss_cls: 0.9637, loss: 0.9637, grad_norm: 3.5210 2020-07-25 01:12:09,216 - mmaction - INFO - Epoch [38][460/1074] lr: 3.500e-03, eta: 4:22:09, time: 1.169, data_time: 0.008, memory: 9526, top1_acc: 0.7596, top5_acc: 0.9228, loss_cls: 0.9290, loss: 0.9290, grad_norm: 3.5399 2020-07-25 01:12:31,154 - mmaction - INFO - Epoch [38][480/1074] lr: 3.500e-03, eta: 4:21:46, time: 1.096, data_time: 0.003, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9188, loss_cls: 0.9612, loss: 0.9612, grad_norm: 3.5281 2020-07-25 01:12:54,810 - mmaction - INFO - Epoch [38][500/1074] lr: 3.500e-03, eta: 4:21:22, time: 1.184, data_time: 0.004, memory: 9526, top1_acc: 0.7462, top5_acc: 0.9134, loss_cls: 0.9765, loss: 0.9765, grad_norm: 3.5230 2020-07-25 01:13:16,035 - mmaction - INFO - Epoch [38][520/1074] lr: 3.500e-03, eta: 4:20:58, time: 1.058, data_time: 0.005, memory: 9526, top1_acc: 0.7516, top5_acc: 0.9138, loss_cls: 0.9732, loss: 0.9732, grad_norm: 3.5537 2020-07-25 01:13:40,301 - mmaction - INFO - Epoch [38][540/1074] lr: 3.500e-03, eta: 4:20:35, time: 1.215, data_time: 0.008, memory: 9526, top1_acc: 0.7618, top5_acc: 0.9167, loss_cls: 0.9306, loss: 0.9306, grad_norm: 3.4395 2020-07-25 01:14:02,092 - mmaction - INFO - Epoch [38][560/1074] lr: 3.500e-03, eta: 4:20:12, time: 1.086, data_time: 0.007, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9098, loss_cls: 0.9865, loss: 0.9865, grad_norm: 3.5371 2020-07-25 01:14:25,357 - mmaction - INFO - Epoch [38][580/1074] lr: 3.500e-03, eta: 4:19:48, time: 1.165, data_time: 0.007, memory: 9526, top1_acc: 0.7600, top5_acc: 0.9167, loss_cls: 0.9391, loss: 0.9391, grad_norm: 3.4348 2020-07-25 01:14:50,638 - mmaction - INFO - Epoch [38][600/1074] lr: 3.500e-03, eta: 4:19:26, time: 1.265, data_time: 0.008, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9174, loss_cls: 0.9425, loss: 0.9425, grad_norm: 3.5153 2020-07-25 01:15:13,208 - mmaction - INFO - Epoch [38][620/1074] lr: 3.500e-03, eta: 4:19:02, time: 1.130, data_time: 0.008, memory: 9526, top1_acc: 0.7391, top5_acc: 0.9100, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.5988 2020-07-25 01:15:37,616 - mmaction - INFO - Epoch [38][640/1074] lr: 3.500e-03, eta: 4:18:39, time: 1.219, data_time: 0.004, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9217, loss_cls: 0.9449, loss: 0.9449, grad_norm: 3.5001 2020-07-25 01:15:59,804 - mmaction - INFO - Epoch [38][660/1074] lr: 3.500e-03, eta: 4:18:16, time: 1.108, data_time: 0.006, memory: 9526, top1_acc: 0.7571, top5_acc: 0.9170, loss_cls: 0.9381, loss: 0.9381, grad_norm: 3.4578 2020-07-25 01:16:21,712 - mmaction - INFO - Epoch [38][680/1074] lr: 3.500e-03, eta: 4:17:52, time: 1.095, data_time: 0.008, memory: 9526, top1_acc: 0.7629, top5_acc: 0.9165, loss_cls: 0.9459, loss: 0.9459, grad_norm: 3.5107 2020-07-25 01:16:44,164 - mmaction - INFO - Epoch [38][700/1074] lr: 3.500e-03, eta: 4:17:28, time: 1.124, data_time: 0.008, memory: 9526, top1_acc: 0.7527, top5_acc: 0.9138, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.5412 2020-07-25 01:17:07,143 - mmaction - INFO - Epoch [38][720/1074] lr: 3.500e-03, eta: 4:17:05, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9141, loss_cls: 0.9677, loss: 0.9677, grad_norm: 3.5463 2020-07-25 01:17:31,871 - mmaction - INFO - Epoch [38][740/1074] lr: 3.500e-03, eta: 4:16:42, time: 1.238, data_time: 0.007, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9208, loss_cls: 0.9333, loss: 0.9333, grad_norm: 3.5168 2020-07-25 01:17:54,573 - mmaction - INFO - Epoch [38][760/1074] lr: 3.500e-03, eta: 4:16:18, time: 1.136, data_time: 0.008, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9158, loss_cls: 0.9765, loss: 0.9765, grad_norm: 3.5217 2020-07-25 01:18:16,070 - mmaction - INFO - Epoch [38][780/1074] lr: 3.500e-03, eta: 4:15:55, time: 1.074, data_time: 0.004, memory: 9526, top1_acc: 0.7509, top5_acc: 0.9138, loss_cls: 0.9354, loss: 0.9354, grad_norm: 3.4158 2020-07-25 01:18:39,067 - mmaction - INFO - Epoch [38][800/1074] lr: 3.500e-03, eta: 4:15:31, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9181, loss_cls: 0.9633, loss: 0.9633, grad_norm: 3.5546 2020-07-25 01:19:01,421 - mmaction - INFO - Epoch [38][820/1074] lr: 3.500e-03, eta: 4:15:08, time: 1.117, data_time: 0.005, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9134, loss_cls: 0.9622, loss: 0.9622, grad_norm: 3.5216 2020-07-25 01:19:23,866 - mmaction - INFO - Epoch [38][840/1074] lr: 3.500e-03, eta: 4:14:44, time: 1.117, data_time: 0.006, memory: 9526, top1_acc: 0.7661, top5_acc: 0.9232, loss_cls: 0.9003, loss: 0.9003, grad_norm: 3.5185 2020-07-25 01:19:45,978 - mmaction - INFO - Epoch [38][860/1074] lr: 3.500e-03, eta: 4:14:20, time: 1.111, data_time: 0.009, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9183, loss_cls: 0.9551, loss: 0.9551, grad_norm: 3.6393 2020-07-25 01:20:08,258 - mmaction - INFO - Epoch [38][880/1074] lr: 3.500e-03, eta: 4:13:57, time: 1.113, data_time: 0.005, memory: 9526, top1_acc: 0.7469, top5_acc: 0.9152, loss_cls: 0.9737, loss: 0.9737, grad_norm: 3.6183 2020-07-25 01:20:33,622 - mmaction - INFO - Epoch [38][900/1074] lr: 3.500e-03, eta: 4:13:34, time: 1.268, data_time: 0.003, memory: 9526, top1_acc: 0.7507, top5_acc: 0.9163, loss_cls: 0.9579, loss: 0.9579, grad_norm: 3.5654 2020-07-25 01:20:56,706 - mmaction - INFO - Epoch [38][920/1074] lr: 3.500e-03, eta: 4:13:11, time: 1.151, data_time: 0.007, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9165, loss_cls: 0.9501, loss: 0.9501, grad_norm: 3.5635 2020-07-25 01:21:19,557 - mmaction - INFO - Epoch [38][940/1074] lr: 3.500e-03, eta: 4:12:47, time: 1.143, data_time: 0.007, memory: 9526, top1_acc: 0.7460, top5_acc: 0.9136, loss_cls: 0.9515, loss: 0.9515, grad_norm: 3.6045 2020-07-25 01:21:42,639 - mmaction - INFO - Epoch [38][960/1074] lr: 3.500e-03, eta: 4:12:24, time: 1.156, data_time: 0.009, memory: 9526, top1_acc: 0.7580, top5_acc: 0.9172, loss_cls: 0.9459, loss: 0.9459, grad_norm: 3.5179 2020-07-25 01:22:04,177 - mmaction - INFO - Epoch [38][980/1074] lr: 3.500e-03, eta: 4:12:00, time: 1.077, data_time: 0.004, memory: 9526, top1_acc: 0.7397, top5_acc: 0.9085, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.5741 2020-07-25 01:22:27,633 - mmaction - INFO - Epoch [38][1000/1074] lr: 3.500e-03, eta: 4:11:37, time: 1.173, data_time: 0.007, memory: 9526, top1_acc: 0.7469, top5_acc: 0.9105, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.5712 2020-07-25 01:22:49,873 - mmaction - INFO - Epoch [38][1020/1074] lr: 3.500e-03, eta: 4:11:13, time: 1.111, data_time: 0.003, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9098, loss_cls: 0.9721, loss: 0.9721, grad_norm: 3.5540 2020-07-25 01:23:12,729 - mmaction - INFO - Epoch [38][1040/1074] lr: 3.500e-03, eta: 4:10:50, time: 1.142, data_time: 0.007, memory: 9526, top1_acc: 0.7460, top5_acc: 0.9085, loss_cls: 0.9992, loss: 0.9992, grad_norm: 3.5903 2020-07-25 01:23:35,001 - mmaction - INFO - Epoch [38][1060/1074] lr: 3.500e-03, eta: 4:10:26, time: 1.115, data_time: 0.004, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9208, loss_cls: 0.9246, loss: 0.9246, grad_norm: 3.5021 2020-07-25 01:23:50,181 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-07-25 01:24:23,530 - mmaction - INFO - Epoch [39][20/1074] lr: 3.500e-03, eta: 4:09:44, time: 1.596, data_time: 0.517, memory: 9526, top1_acc: 0.7462, top5_acc: 0.9132, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.5994 2020-07-25 01:24:45,894 - mmaction - INFO - Epoch [39][40/1074] lr: 3.500e-03, eta: 4:09:21, time: 1.116, data_time: 0.003, memory: 9526, top1_acc: 0.7627, top5_acc: 0.9196, loss_cls: 0.9318, loss: 0.9318, grad_norm: 3.5110 2020-07-25 01:25:09,462 - mmaction - INFO - Epoch [39][60/1074] lr: 3.500e-03, eta: 4:08:57, time: 1.182, data_time: 0.010, memory: 9526, top1_acc: 0.7567, top5_acc: 0.9205, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.4379 2020-07-25 01:25:31,947 - mmaction - INFO - Epoch [39][80/1074] lr: 3.500e-03, eta: 4:08:34, time: 1.124, data_time: 0.002, memory: 9526, top1_acc: 0.7612, top5_acc: 0.9219, loss_cls: 0.9072, loss: 0.9072, grad_norm: 3.4320 2020-07-25 01:25:55,744 - mmaction - INFO - Epoch [39][100/1074] lr: 3.500e-03, eta: 4:08:11, time: 1.187, data_time: 0.007, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9156, loss_cls: 0.9646, loss: 0.9646, grad_norm: 3.5644 2020-07-25 01:26:18,687 - mmaction - INFO - Epoch [39][120/1074] lr: 3.500e-03, eta: 4:07:47, time: 1.149, data_time: 0.008, memory: 9526, top1_acc: 0.7589, top5_acc: 0.9225, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.4461 2020-07-25 01:26:41,665 - mmaction - INFO - Epoch [39][140/1074] lr: 3.500e-03, eta: 4:07:24, time: 1.146, data_time: 0.007, memory: 9526, top1_acc: 0.7585, top5_acc: 0.9143, loss_cls: 0.9368, loss: 0.9368, grad_norm: 3.4909 2020-07-25 01:27:04,315 - mmaction - INFO - Epoch [39][160/1074] lr: 3.500e-03, eta: 4:07:00, time: 1.136, data_time: 0.008, memory: 9526, top1_acc: 0.7569, top5_acc: 0.9181, loss_cls: 0.9489, loss: 0.9489, grad_norm: 3.5201 2020-07-25 01:27:27,900 - mmaction - INFO - Epoch [39][180/1074] lr: 3.500e-03, eta: 4:06:37, time: 1.175, data_time: 0.005, memory: 9526, top1_acc: 0.7571, top5_acc: 0.9210, loss_cls: 0.9255, loss: 0.9255, grad_norm: 3.5411 2020-07-25 01:27:50,891 - mmaction - INFO - Epoch [39][200/1074] lr: 3.500e-03, eta: 4:06:14, time: 1.153, data_time: 0.008, memory: 9526, top1_acc: 0.7690, top5_acc: 0.9250, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.4993 2020-07-25 01:28:16,934 - mmaction - INFO - Epoch [39][220/1074] lr: 3.500e-03, eta: 4:05:51, time: 1.302, data_time: 0.006, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9147, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.5598 2020-07-25 01:28:39,110 - mmaction - INFO - Epoch [39][240/1074] lr: 3.500e-03, eta: 4:05:28, time: 1.106, data_time: 0.008, memory: 9526, top1_acc: 0.7607, top5_acc: 0.9170, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.5721 2020-07-25 01:29:03,300 - mmaction - INFO - Epoch [39][260/1074] lr: 3.500e-03, eta: 4:05:05, time: 1.214, data_time: 0.008, memory: 9526, top1_acc: 0.7636, top5_acc: 0.9163, loss_cls: 0.9304, loss: 0.9304, grad_norm: 3.4899 2020-07-25 01:29:26,359 - mmaction - INFO - Epoch [39][280/1074] lr: 3.500e-03, eta: 4:04:41, time: 1.149, data_time: 0.005, memory: 9526, top1_acc: 0.7629, top5_acc: 0.9190, loss_cls: 0.9205, loss: 0.9205, grad_norm: 3.4886 2020-07-25 01:29:49,789 - mmaction - INFO - Epoch [39][300/1074] lr: 3.500e-03, eta: 4:04:18, time: 1.174, data_time: 0.007, memory: 9526, top1_acc: 0.7634, top5_acc: 0.9225, loss_cls: 0.8990, loss: 0.8990, grad_norm: 3.4782 2020-07-25 01:30:12,988 - mmaction - INFO - Epoch [39][320/1074] lr: 3.500e-03, eta: 4:03:55, time: 1.157, data_time: 0.008, memory: 9526, top1_acc: 0.7571, top5_acc: 0.9217, loss_cls: 0.9373, loss: 0.9373, grad_norm: 3.5619 2020-07-25 01:30:36,401 - mmaction - INFO - Epoch [39][340/1074] lr: 3.500e-03, eta: 4:03:32, time: 1.173, data_time: 0.008, memory: 9526, top1_acc: 0.7509, top5_acc: 0.9167, loss_cls: 0.9460, loss: 0.9460, grad_norm: 3.5545 2020-07-25 01:30:59,860 - mmaction - INFO - Epoch [39][360/1074] lr: 3.500e-03, eta: 4:03:08, time: 1.174, data_time: 0.007, memory: 9526, top1_acc: 0.7554, top5_acc: 0.9156, loss_cls: 0.9398, loss: 0.9398, grad_norm: 3.4708 2020-07-25 01:31:24,114 - mmaction - INFO - Epoch [39][380/1074] lr: 3.500e-03, eta: 4:02:45, time: 1.213, data_time: 0.005, memory: 9526, top1_acc: 0.7547, top5_acc: 0.9176, loss_cls: 0.9351, loss: 0.9351, grad_norm: 3.4966 2020-07-25 01:31:47,349 - mmaction - INFO - Epoch [39][400/1074] lr: 3.500e-03, eta: 4:02:22, time: 1.159, data_time: 0.007, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9174, loss_cls: 0.9423, loss: 0.9423, grad_norm: 3.5734 2020-07-25 01:32:09,071 - mmaction - INFO - Epoch [39][420/1074] lr: 3.500e-03, eta: 4:01:58, time: 1.088, data_time: 0.008, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9192, loss_cls: 0.9196, loss: 0.9196, grad_norm: 3.5449 2020-07-25 01:32:31,009 - mmaction - INFO - Epoch [39][440/1074] lr: 3.500e-03, eta: 4:01:35, time: 1.091, data_time: 0.009, memory: 9526, top1_acc: 0.7585, top5_acc: 0.9179, loss_cls: 0.9665, loss: 0.9665, grad_norm: 3.5615 2020-07-25 01:32:53,323 - mmaction - INFO - Epoch [39][460/1074] lr: 3.500e-03, eta: 4:01:11, time: 1.122, data_time: 0.010, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9196, loss_cls: 0.9314, loss: 0.9314, grad_norm: 3.5385 2020-07-25 01:33:17,163 - mmaction - INFO - Epoch [39][480/1074] lr: 3.500e-03, eta: 4:00:48, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.7641, top5_acc: 0.9221, loss_cls: 0.9213, loss: 0.9213, grad_norm: 3.5090 2020-07-25 01:33:39,974 - mmaction - INFO - Epoch [39][500/1074] lr: 3.500e-03, eta: 4:00:24, time: 1.140, data_time: 0.004, memory: 9526, top1_acc: 0.7504, top5_acc: 0.9161, loss_cls: 0.9737, loss: 0.9737, grad_norm: 3.6269 2020-07-25 01:34:04,900 - mmaction - INFO - Epoch [39][520/1074] lr: 3.500e-03, eta: 4:00:02, time: 1.246, data_time: 0.007, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9136, loss_cls: 0.9524, loss: 0.9524, grad_norm: 3.5258 2020-07-25 01:34:28,139 - mmaction - INFO - Epoch [39][540/1074] lr: 3.500e-03, eta: 3:59:38, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.7464, top5_acc: 0.9118, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.5806 2020-07-25 01:34:50,732 - mmaction - INFO - Epoch [39][560/1074] lr: 3.500e-03, eta: 3:59:15, time: 1.128, data_time: 0.007, memory: 9526, top1_acc: 0.7518, top5_acc: 0.9129, loss_cls: 0.9622, loss: 0.9622, grad_norm: 3.5756 2020-07-25 01:35:16,627 - mmaction - INFO - Epoch [39][580/1074] lr: 3.500e-03, eta: 3:58:52, time: 1.294, data_time: 0.007, memory: 9526, top1_acc: 0.7578, top5_acc: 0.9167, loss_cls: 0.9495, loss: 0.9495, grad_norm: 3.5142 2020-07-25 01:35:38,319 - mmaction - INFO - Epoch [39][600/1074] lr: 3.500e-03, eta: 3:58:29, time: 1.086, data_time: 0.009, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9118, loss_cls: 0.9589, loss: 0.9589, grad_norm: 3.5567 2020-07-25 01:36:01,271 - mmaction - INFO - Epoch [39][620/1074] lr: 3.500e-03, eta: 3:58:05, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.7513, top5_acc: 0.9225, loss_cls: 0.9383, loss: 0.9383, grad_norm: 3.5353 2020-07-25 01:36:23,737 - mmaction - INFO - Epoch [39][640/1074] lr: 3.500e-03, eta: 3:57:42, time: 1.125, data_time: 0.007, memory: 9526, top1_acc: 0.7661, top5_acc: 0.9234, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.5024 2020-07-25 01:36:47,008 - mmaction - INFO - Epoch [39][660/1074] lr: 3.500e-03, eta: 3:57:18, time: 1.162, data_time: 0.008, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9147, loss_cls: 0.9467, loss: 0.9467, grad_norm: 3.5322 2020-07-25 01:37:09,261 - mmaction - INFO - Epoch [39][680/1074] lr: 3.500e-03, eta: 3:56:55, time: 1.114, data_time: 0.011, memory: 9526, top1_acc: 0.7433, top5_acc: 0.9158, loss_cls: 0.9629, loss: 0.9629, grad_norm: 3.5843 2020-07-25 01:37:34,906 - mmaction - INFO - Epoch [39][700/1074] lr: 3.500e-03, eta: 3:56:32, time: 1.284, data_time: 0.008, memory: 9526, top1_acc: 0.7545, top5_acc: 0.9163, loss_cls: 0.9522, loss: 0.9522, grad_norm: 3.5304 2020-07-25 01:37:58,780 - mmaction - INFO - Epoch [39][720/1074] lr: 3.500e-03, eta: 3:56:09, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.7645, top5_acc: 0.9239, loss_cls: 0.8926, loss: 0.8926, grad_norm: 3.5004 2020-07-25 01:38:22,042 - mmaction - INFO - Epoch [39][740/1074] lr: 3.500e-03, eta: 3:55:46, time: 1.161, data_time: 0.007, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9225, loss_cls: 0.9072, loss: 0.9072, grad_norm: 3.5032 2020-07-25 01:38:45,457 - mmaction - INFO - Epoch [39][760/1074] lr: 3.500e-03, eta: 3:55:22, time: 1.174, data_time: 0.010, memory: 9526, top1_acc: 0.7596, top5_acc: 0.9214, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.5496 2020-07-25 01:39:10,549 - mmaction - INFO - Epoch [39][780/1074] lr: 3.500e-03, eta: 3:55:00, time: 1.253, data_time: 0.008, memory: 9526, top1_acc: 0.7663, top5_acc: 0.9230, loss_cls: 0.9093, loss: 0.9093, grad_norm: 3.5294 2020-07-25 01:39:33,122 - mmaction - INFO - Epoch [39][800/1074] lr: 3.500e-03, eta: 3:54:36, time: 1.130, data_time: 0.007, memory: 9526, top1_acc: 0.7569, top5_acc: 0.9158, loss_cls: 0.9527, loss: 0.9527, grad_norm: 3.5988 2020-07-25 01:39:57,389 - mmaction - INFO - Epoch [39][820/1074] lr: 3.500e-03, eta: 3:54:13, time: 1.209, data_time: 0.007, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9230, loss_cls: 0.9130, loss: 0.9130, grad_norm: 3.4981 2020-07-25 01:40:20,503 - mmaction - INFO - Epoch [39][840/1074] lr: 3.500e-03, eta: 3:53:50, time: 1.157, data_time: 0.008, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9134, loss_cls: 0.9564, loss: 0.9564, grad_norm: 3.5465 2020-07-25 01:40:44,965 - mmaction - INFO - Epoch [39][860/1074] lr: 3.500e-03, eta: 3:53:27, time: 1.221, data_time: 0.011, memory: 9526, top1_acc: 0.7513, top5_acc: 0.9223, loss_cls: 0.9498, loss: 0.9498, grad_norm: 3.5670 2020-07-25 01:41:09,040 - mmaction - INFO - Epoch [39][880/1074] lr: 3.500e-03, eta: 3:53:04, time: 1.205, data_time: 0.009, memory: 9526, top1_acc: 0.7493, top5_acc: 0.9143, loss_cls: 0.9641, loss: 0.9641, grad_norm: 3.5430 2020-07-25 01:41:33,396 - mmaction - INFO - Epoch [39][900/1074] lr: 3.500e-03, eta: 3:52:41, time: 1.223, data_time: 0.011, memory: 9526, top1_acc: 0.7484, top5_acc: 0.9118, loss_cls: 0.9610, loss: 0.9610, grad_norm: 3.5675 2020-07-25 01:41:56,030 - mmaction - INFO - Epoch [39][920/1074] lr: 3.500e-03, eta: 3:52:17, time: 1.127, data_time: 0.004, memory: 9526, top1_acc: 0.7522, top5_acc: 0.9192, loss_cls: 0.9509, loss: 0.9509, grad_norm: 3.6006 2020-07-25 01:42:19,502 - mmaction - INFO - Epoch [39][940/1074] lr: 3.500e-03, eta: 3:51:54, time: 1.177, data_time: 0.008, memory: 9526, top1_acc: 0.7558, top5_acc: 0.9185, loss_cls: 0.9526, loss: 0.9526, grad_norm: 3.6003 2020-07-25 01:42:42,874 - mmaction - INFO - Epoch [39][960/1074] lr: 3.500e-03, eta: 3:51:31, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.7538, top5_acc: 0.9054, loss_cls: 0.9827, loss: 0.9827, grad_norm: 3.6047 2020-07-25 01:43:05,897 - mmaction - INFO - Epoch [39][980/1074] lr: 3.500e-03, eta: 3:51:07, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9150, loss_cls: 0.9613, loss: 0.9613, grad_norm: 3.5895 2020-07-25 01:43:29,378 - mmaction - INFO - Epoch [39][1000/1074] lr: 3.500e-03, eta: 3:50:44, time: 1.172, data_time: 0.005, memory: 9526, top1_acc: 0.7462, top5_acc: 0.9138, loss_cls: 0.9710, loss: 0.9710, grad_norm: 3.6167 2020-07-25 01:43:51,895 - mmaction - INFO - Epoch [39][1020/1074] lr: 3.500e-03, eta: 3:50:21, time: 1.127, data_time: 0.005, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9147, loss_cls: 0.9814, loss: 0.9814, grad_norm: 3.6280 2020-07-25 01:44:14,229 - mmaction - INFO - Epoch [39][1040/1074] lr: 3.500e-03, eta: 3:49:57, time: 1.113, data_time: 0.006, memory: 9526, top1_acc: 0.7424, top5_acc: 0.9125, loss_cls: 0.9918, loss: 0.9918, grad_norm: 3.7273 2020-07-25 01:44:36,856 - mmaction - INFO - Epoch [39][1060/1074] lr: 3.500e-03, eta: 3:49:34, time: 1.132, data_time: 0.009, memory: 9526, top1_acc: 0.7596, top5_acc: 0.9232, loss_cls: 0.9236, loss: 0.9236, grad_norm: 3.5859 2020-07-25 01:44:51,463 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-07-25 01:45:25,728 - mmaction - INFO - Epoch [40][20/1074] lr: 3.500e-03, eta: 3:48:52, time: 1.614, data_time: 0.448, memory: 9526, top1_acc: 0.7634, top5_acc: 0.9214, loss_cls: 0.9160, loss: 0.9160, grad_norm: 3.5251 2020-07-25 01:45:47,535 - mmaction - INFO - Epoch [40][40/1074] lr: 3.500e-03, eta: 3:48:28, time: 1.092, data_time: 0.005, memory: 9526, top1_acc: 0.7632, top5_acc: 0.9199, loss_cls: 0.9289, loss: 0.9289, grad_norm: 3.5695 2020-07-25 01:46:11,784 - mmaction - INFO - Epoch [40][60/1074] lr: 3.500e-03, eta: 3:48:05, time: 1.212, data_time: 0.007, memory: 9526, top1_acc: 0.7623, top5_acc: 0.9230, loss_cls: 0.9075, loss: 0.9075, grad_norm: 3.5350 2020-07-25 01:46:34,541 - mmaction - INFO - Epoch [40][80/1074] lr: 3.500e-03, eta: 3:47:42, time: 1.138, data_time: 0.003, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9263, loss_cls: 0.8743, loss: 0.8743, grad_norm: 3.4170 2020-07-25 01:46:56,165 - mmaction - INFO - Epoch [40][100/1074] lr: 3.500e-03, eta: 3:47:18, time: 1.077, data_time: 0.007, memory: 9526, top1_acc: 0.7616, top5_acc: 0.9201, loss_cls: 0.9268, loss: 0.9268, grad_norm: 3.5146 2020-07-25 01:47:18,495 - mmaction - INFO - Epoch [40][120/1074] lr: 3.500e-03, eta: 3:46:55, time: 1.121, data_time: 0.009, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9181, loss_cls: 0.9356, loss: 0.9356, grad_norm: 3.5549 2020-07-25 01:47:44,624 - mmaction - INFO - Epoch [40][140/1074] lr: 3.500e-03, eta: 3:46:32, time: 1.306, data_time: 0.005, memory: 9526, top1_acc: 0.7596, top5_acc: 0.9150, loss_cls: 0.9464, loss: 0.9464, grad_norm: 3.6059 2020-07-25 01:48:06,281 - mmaction - INFO - Epoch [40][160/1074] lr: 3.500e-03, eta: 3:46:08, time: 1.084, data_time: 0.004, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9241, loss_cls: 0.9275, loss: 0.9275, grad_norm: 3.6286 2020-07-25 01:48:30,211 - mmaction - INFO - Epoch [40][180/1074] lr: 3.500e-03, eta: 3:45:45, time: 1.195, data_time: 0.006, memory: 9526, top1_acc: 0.7679, top5_acc: 0.9214, loss_cls: 0.9105, loss: 0.9105, grad_norm: 3.5513 2020-07-25 01:48:54,321 - mmaction - INFO - Epoch [40][200/1074] lr: 3.500e-03, eta: 3:45:22, time: 1.207, data_time: 0.005, memory: 9526, top1_acc: 0.7654, top5_acc: 0.9228, loss_cls: 0.8977, loss: 0.8977, grad_norm: 3.5544 2020-07-25 01:49:16,666 - mmaction - INFO - Epoch [40][220/1074] lr: 3.500e-03, eta: 3:44:59, time: 1.115, data_time: 0.005, memory: 9526, top1_acc: 0.7545, top5_acc: 0.9230, loss_cls: 0.9223, loss: 0.9223, grad_norm: 3.5888 2020-07-25 01:49:40,801 - mmaction - INFO - Epoch [40][240/1074] lr: 3.500e-03, eta: 3:44:36, time: 1.208, data_time: 0.007, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9179, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.5328 2020-07-25 01:50:04,142 - mmaction - INFO - Epoch [40][260/1074] lr: 3.500e-03, eta: 3:44:12, time: 1.167, data_time: 0.007, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9243, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.6265 2020-07-25 01:50:26,484 - mmaction - INFO - Epoch [40][280/1074] lr: 3.500e-03, eta: 3:43:49, time: 1.117, data_time: 0.004, memory: 9526, top1_acc: 0.7556, top5_acc: 0.9116, loss_cls: 0.9519, loss: 0.9519, grad_norm: 3.5555 2020-07-25 01:50:49,754 - mmaction - INFO - Epoch [40][300/1074] lr: 3.500e-03, eta: 3:43:25, time: 1.160, data_time: 0.007, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9121, loss_cls: 0.9594, loss: 0.9594, grad_norm: 3.5560 2020-07-25 01:51:13,190 - mmaction - INFO - Epoch [40][320/1074] lr: 3.500e-03, eta: 3:43:02, time: 1.173, data_time: 0.008, memory: 9526, top1_acc: 0.7585, top5_acc: 0.9237, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.5674 2020-07-25 01:51:36,072 - mmaction - INFO - Epoch [40][340/1074] lr: 3.500e-03, eta: 3:42:39, time: 1.143, data_time: 0.009, memory: 9526, top1_acc: 0.7478, top5_acc: 0.9074, loss_cls: 0.9776, loss: 0.9776, grad_norm: 3.6162 2020-07-25 01:51:58,870 - mmaction - INFO - Epoch [40][360/1074] lr: 3.500e-03, eta: 3:42:15, time: 1.144, data_time: 0.007, memory: 9526, top1_acc: 0.7632, top5_acc: 0.9188, loss_cls: 0.9257, loss: 0.9257, grad_norm: 3.5188 2020-07-25 01:52:23,482 - mmaction - INFO - Epoch [40][380/1074] lr: 3.500e-03, eta: 3:41:52, time: 1.226, data_time: 0.006, memory: 9526, top1_acc: 0.7511, top5_acc: 0.9145, loss_cls: 0.9568, loss: 0.9568, grad_norm: 3.5596 2020-07-25 01:52:46,572 - mmaction - INFO - Epoch [40][400/1074] lr: 3.500e-03, eta: 3:41:29, time: 1.157, data_time: 0.007, memory: 9526, top1_acc: 0.7647, top5_acc: 0.9237, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.5023 2020-07-25 01:53:08,948 - mmaction - INFO - Epoch [40][420/1074] lr: 3.500e-03, eta: 3:41:06, time: 1.115, data_time: 0.007, memory: 9526, top1_acc: 0.7554, top5_acc: 0.9181, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.5482 2020-07-25 01:53:31,269 - mmaction - INFO - Epoch [40][440/1074] lr: 3.500e-03, eta: 3:40:42, time: 1.119, data_time: 0.008, memory: 9526, top1_acc: 0.7498, top5_acc: 0.9127, loss_cls: 0.9773, loss: 0.9773, grad_norm: 3.6087 2020-07-25 01:53:54,279 - mmaction - INFO - Epoch [40][460/1074] lr: 3.500e-03, eta: 3:40:19, time: 1.151, data_time: 0.005, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9194, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.5765 2020-07-25 01:54:17,685 - mmaction - INFO - Epoch [40][480/1074] lr: 3.500e-03, eta: 3:39:55, time: 1.167, data_time: 0.007, memory: 9526, top1_acc: 0.7542, top5_acc: 0.9210, loss_cls: 0.9075, loss: 0.9075, grad_norm: 3.5241 2020-07-25 01:54:40,081 - mmaction - INFO - Epoch [40][500/1074] lr: 3.500e-03, eta: 3:39:32, time: 1.124, data_time: 0.008, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9089, loss_cls: 0.9999, loss: 0.9999, grad_norm: 3.7317 2020-07-25 01:55:04,911 - mmaction - INFO - Epoch [40][520/1074] lr: 3.500e-03, eta: 3:39:09, time: 1.242, data_time: 0.006, memory: 9526, top1_acc: 0.7634, top5_acc: 0.9185, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.5973 2020-07-25 01:55:28,401 - mmaction - INFO - Epoch [40][540/1074] lr: 3.500e-03, eta: 3:38:46, time: 1.174, data_time: 0.003, memory: 9526, top1_acc: 0.7536, top5_acc: 0.9129, loss_cls: 0.9682, loss: 0.9682, grad_norm: 3.5925 2020-07-25 01:55:51,600 - mmaction - INFO - Epoch [40][560/1074] lr: 3.500e-03, eta: 3:38:22, time: 1.159, data_time: 0.003, memory: 9526, top1_acc: 0.7554, top5_acc: 0.9219, loss_cls: 0.9304, loss: 0.9304, grad_norm: 3.6099 2020-07-25 01:56:15,142 - mmaction - INFO - Epoch [40][580/1074] lr: 3.500e-03, eta: 3:37:59, time: 1.175, data_time: 0.007, memory: 9526, top1_acc: 0.7670, top5_acc: 0.9205, loss_cls: 0.9180, loss: 0.9180, grad_norm: 3.5863 2020-07-25 01:56:37,579 - mmaction - INFO - Epoch [40][600/1074] lr: 3.500e-03, eta: 3:37:36, time: 1.122, data_time: 0.011, memory: 9526, top1_acc: 0.7612, top5_acc: 0.9185, loss_cls: 0.9343, loss: 0.9343, grad_norm: 3.5979 2020-07-25 01:57:01,151 - mmaction - INFO - Epoch [40][620/1074] lr: 3.500e-03, eta: 3:37:13, time: 1.180, data_time: 0.006, memory: 9526, top1_acc: 0.7567, top5_acc: 0.9112, loss_cls: 0.9447, loss: 0.9447, grad_norm: 3.6043 2020-07-25 01:57:23,855 - mmaction - INFO - Epoch [40][640/1074] lr: 3.500e-03, eta: 3:36:49, time: 1.133, data_time: 0.006, memory: 9526, top1_acc: 0.7578, top5_acc: 0.9205, loss_cls: 0.9301, loss: 0.9301, grad_norm: 3.6207 2020-07-25 01:57:47,829 - mmaction - INFO - Epoch [40][660/1074] lr: 3.500e-03, eta: 3:36:26, time: 1.202, data_time: 0.008, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9214, loss_cls: 0.9180, loss: 0.9180, grad_norm: 3.5242 2020-07-25 01:58:10,751 - mmaction - INFO - Epoch [40][680/1074] lr: 3.500e-03, eta: 3:36:03, time: 1.143, data_time: 0.006, memory: 9526, top1_acc: 0.7516, top5_acc: 0.9112, loss_cls: 0.9605, loss: 0.9605, grad_norm: 3.5530 2020-07-25 01:58:33,917 - mmaction - INFO - Epoch [40][700/1074] lr: 3.500e-03, eta: 3:35:39, time: 1.162, data_time: 0.007, memory: 9526, top1_acc: 0.7473, top5_acc: 0.9172, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.6247 2020-07-25 01:58:58,396 - mmaction - INFO - Epoch [40][720/1074] lr: 3.500e-03, eta: 3:35:16, time: 1.222, data_time: 0.006, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9181, loss_cls: 0.9597, loss: 0.9597, grad_norm: 3.6933 2020-07-25 01:59:21,206 - mmaction - INFO - Epoch [40][740/1074] lr: 3.500e-03, eta: 3:34:53, time: 1.141, data_time: 0.007, memory: 9526, top1_acc: 0.7560, top5_acc: 0.9174, loss_cls: 0.9402, loss: 0.9402, grad_norm: 3.5701 2020-07-25 01:59:44,299 - mmaction - INFO - Epoch [40][760/1074] lr: 3.500e-03, eta: 3:34:30, time: 1.151, data_time: 0.006, memory: 9526, top1_acc: 0.7580, top5_acc: 0.9172, loss_cls: 0.9279, loss: 0.9279, grad_norm: 3.5177 2020-07-25 02:00:11,228 - mmaction - INFO - Epoch [40][780/1074] lr: 3.500e-03, eta: 3:34:07, time: 1.345, data_time: 0.008, memory: 9526, top1_acc: 0.7520, top5_acc: 0.9098, loss_cls: 0.9659, loss: 0.9659, grad_norm: 3.5706 2020-07-25 02:00:34,134 - mmaction - INFO - Epoch [40][800/1074] lr: 3.500e-03, eta: 3:33:44, time: 1.152, data_time: 0.013, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9129, loss_cls: 0.9647, loss: 0.9647, grad_norm: 3.5888 2020-07-25 02:00:56,649 - mmaction - INFO - Epoch [40][820/1074] lr: 3.500e-03, eta: 3:33:20, time: 1.121, data_time: 0.006, memory: 9526, top1_acc: 0.7442, top5_acc: 0.9167, loss_cls: 0.9439, loss: 0.9439, grad_norm: 3.5788 2020-07-25 02:01:19,746 - mmaction - INFO - Epoch [40][840/1074] lr: 3.500e-03, eta: 3:32:57, time: 1.157, data_time: 0.009, memory: 9526, top1_acc: 0.7650, top5_acc: 0.9243, loss_cls: 0.8999, loss: 0.8999, grad_norm: 3.5108 2020-07-25 02:01:41,153 - mmaction - INFO - Epoch [40][860/1074] lr: 3.500e-03, eta: 3:32:33, time: 1.072, data_time: 0.008, memory: 9526, top1_acc: 0.7500, top5_acc: 0.9163, loss_cls: 0.9611, loss: 0.9611, grad_norm: 3.6181 2020-07-25 02:02:04,200 - mmaction - INFO - Epoch [40][880/1074] lr: 3.500e-03, eta: 3:32:10, time: 1.153, data_time: 0.003, memory: 9526, top1_acc: 0.7540, top5_acc: 0.9152, loss_cls: 0.9452, loss: 0.9452, grad_norm: 3.5995 2020-07-25 02:02:25,639 - mmaction - INFO - Epoch [40][900/1074] lr: 3.500e-03, eta: 3:31:46, time: 1.068, data_time: 0.006, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9210, loss_cls: 0.9136, loss: 0.9136, grad_norm: 3.5522 2020-07-25 02:02:48,108 - mmaction - INFO - Epoch [40][920/1074] lr: 3.500e-03, eta: 3:31:23, time: 1.126, data_time: 0.007, memory: 9526, top1_acc: 0.7612, top5_acc: 0.9230, loss_cls: 0.9320, loss: 0.9320, grad_norm: 3.5878 2020-07-25 02:03:11,786 - mmaction - INFO - Epoch [40][940/1074] lr: 3.500e-03, eta: 3:30:59, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.7661, top5_acc: 0.9212, loss_cls: 0.9076, loss: 0.9076, grad_norm: 3.5344 2020-07-25 02:03:33,640 - mmaction - INFO - Epoch [40][960/1074] lr: 3.500e-03, eta: 3:30:36, time: 1.097, data_time: 0.007, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9125, loss_cls: 0.9742, loss: 0.9742, grad_norm: 3.6519 2020-07-25 02:03:56,303 - mmaction - INFO - Epoch [40][980/1074] lr: 3.500e-03, eta: 3:30:12, time: 1.128, data_time: 0.005, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9147, loss_cls: 0.9639, loss: 0.9639, grad_norm: 3.6822 2020-07-25 02:04:18,910 - mmaction - INFO - Epoch [40][1000/1074] lr: 3.500e-03, eta: 3:29:49, time: 1.133, data_time: 0.008, memory: 9526, top1_acc: 0.7484, top5_acc: 0.9083, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.6854 2020-07-25 02:04:42,153 - mmaction - INFO - Epoch [40][1020/1074] lr: 3.500e-03, eta: 3:29:26, time: 1.160, data_time: 0.008, memory: 9526, top1_acc: 0.7623, top5_acc: 0.9201, loss_cls: 0.9242, loss: 0.9242, grad_norm: 3.5877 2020-07-25 02:05:04,009 - mmaction - INFO - Epoch [40][1040/1074] lr: 3.500e-03, eta: 3:29:02, time: 1.095, data_time: 0.008, memory: 9526, top1_acc: 0.7618, top5_acc: 0.9167, loss_cls: 0.9305, loss: 0.9305, grad_norm: 3.6274 2020-07-25 02:05:26,795 - mmaction - INFO - Epoch [40][1060/1074] lr: 3.500e-03, eta: 3:28:39, time: 1.141, data_time: 0.004, memory: 9526, top1_acc: 0.7663, top5_acc: 0.9185, loss_cls: 0.9472, loss: 0.9472, grad_norm: 3.5618 2020-07-25 02:05:42,607 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-25 02:06:18,682 - mmaction - INFO - Epoch [41][20/1074] lr: 3.500e-04, eta: 3:27:58, time: 1.695, data_time: 0.519, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9188, loss_cls: 0.9093, loss: 0.9093, grad_norm: 3.5689 2020-07-25 02:06:40,942 - mmaction - INFO - Epoch [41][40/1074] lr: 3.500e-04, eta: 3:27:34, time: 1.117, data_time: 0.011, memory: 9526, top1_acc: 0.7647, top5_acc: 0.9190, loss_cls: 0.9197, loss: 0.9197, grad_norm: 3.5101 2020-07-25 02:07:03,321 - mmaction - INFO - Epoch [41][60/1074] lr: 3.500e-04, eta: 3:27:11, time: 1.118, data_time: 0.010, memory: 9526, top1_acc: 0.7632, top5_acc: 0.9266, loss_cls: 0.8953, loss: 0.8953, grad_norm: 3.5476 2020-07-25 02:07:27,007 - mmaction - INFO - Epoch [41][80/1074] lr: 3.500e-04, eta: 3:26:47, time: 1.187, data_time: 0.008, memory: 9526, top1_acc: 0.7629, top5_acc: 0.9203, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.5045 2020-07-25 02:07:50,480 - mmaction - INFO - Epoch [41][100/1074] lr: 3.500e-04, eta: 3:26:24, time: 1.171, data_time: 0.007, memory: 9526, top1_acc: 0.7638, top5_acc: 0.9165, loss_cls: 0.9297, loss: 0.9297, grad_norm: 3.5400 2020-07-25 02:08:14,830 - mmaction - INFO - Epoch [41][120/1074] lr: 3.500e-04, eta: 3:26:01, time: 1.221, data_time: 0.008, memory: 9526, top1_acc: 0.7710, top5_acc: 0.9277, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.4762 2020-07-25 02:08:36,771 - mmaction - INFO - Epoch [41][140/1074] lr: 3.500e-04, eta: 3:25:38, time: 1.093, data_time: 0.006, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9272, loss_cls: 0.8803, loss: 0.8803, grad_norm: 3.5308 2020-07-25 02:09:00,162 - mmaction - INFO - Epoch [41][160/1074] lr: 3.500e-04, eta: 3:25:14, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.7554, top5_acc: 0.9188, loss_cls: 0.9372, loss: 0.9372, grad_norm: 3.5256 2020-07-25 02:09:24,275 - mmaction - INFO - Epoch [41][180/1074] lr: 3.500e-04, eta: 3:24:51, time: 1.200, data_time: 0.007, memory: 9526, top1_acc: 0.7656, top5_acc: 0.9196, loss_cls: 0.9175, loss: 0.9175, grad_norm: 3.5547 2020-07-25 02:09:47,140 - mmaction - INFO - Epoch [41][200/1074] lr: 3.500e-04, eta: 3:24:28, time: 1.150, data_time: 0.010, memory: 9526, top1_acc: 0.7763, top5_acc: 0.9266, loss_cls: 0.8852, loss: 0.8852, grad_norm: 3.4633 2020-07-25 02:10:10,812 - mmaction - INFO - Epoch [41][220/1074] lr: 3.500e-04, eta: 3:24:05, time: 1.183, data_time: 0.005, memory: 9526, top1_acc: 0.7656, top5_acc: 0.9214, loss_cls: 0.9210, loss: 0.9210, grad_norm: 3.5561 2020-07-25 02:10:35,083 - mmaction - INFO - Epoch [41][240/1074] lr: 3.500e-04, eta: 3:23:42, time: 1.214, data_time: 0.003, memory: 9526, top1_acc: 0.7641, top5_acc: 0.9170, loss_cls: 0.9089, loss: 0.9089, grad_norm: 3.5412 2020-07-25 02:10:57,335 - mmaction - INFO - Epoch [41][260/1074] lr: 3.500e-04, eta: 3:23:18, time: 1.109, data_time: 0.006, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9326, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.4510 2020-07-25 02:11:20,207 - mmaction - INFO - Epoch [41][280/1074] lr: 3.500e-04, eta: 3:22:55, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.7746, top5_acc: 0.9290, loss_cls: 0.8791, loss: 0.8791, grad_norm: 3.4526 2020-07-25 02:11:45,407 - mmaction - INFO - Epoch [41][300/1074] lr: 3.500e-04, eta: 3:22:32, time: 1.263, data_time: 0.008, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9288, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.4888 2020-07-25 02:12:08,911 - mmaction - INFO - Epoch [41][320/1074] lr: 3.500e-04, eta: 3:22:09, time: 1.173, data_time: 0.006, memory: 9526, top1_acc: 0.7583, top5_acc: 0.9196, loss_cls: 0.9307, loss: 0.9307, grad_norm: 3.5751 2020-07-25 02:12:32,745 - mmaction - INFO - Epoch [41][340/1074] lr: 3.500e-04, eta: 3:21:46, time: 1.191, data_time: 0.005, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9234, loss_cls: 0.9055, loss: 0.9055, grad_norm: 3.5761 2020-07-25 02:12:56,656 - mmaction - INFO - Epoch [41][360/1074] lr: 3.500e-04, eta: 3:21:22, time: 1.196, data_time: 0.009, memory: 9526, top1_acc: 0.7804, top5_acc: 0.9281, loss_cls: 0.8413, loss: 0.8413, grad_norm: 3.4095 2020-07-25 02:13:20,683 - mmaction - INFO - Epoch [41][380/1074] lr: 3.500e-04, eta: 3:20:59, time: 1.204, data_time: 0.009, memory: 9526, top1_acc: 0.7688, top5_acc: 0.9254, loss_cls: 0.8927, loss: 0.8927, grad_norm: 3.4920 2020-07-25 02:13:45,004 - mmaction - INFO - Epoch [41][400/1074] lr: 3.500e-04, eta: 3:20:36, time: 1.215, data_time: 0.005, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9270, loss_cls: 0.8751, loss: 0.8751, grad_norm: 3.4730 2020-07-25 02:14:07,416 - mmaction - INFO - Epoch [41][420/1074] lr: 3.500e-04, eta: 3:20:13, time: 1.122, data_time: 0.006, memory: 9526, top1_acc: 0.7705, top5_acc: 0.9214, loss_cls: 0.9129, loss: 0.9129, grad_norm: 3.5037 2020-07-25 02:14:30,547 - mmaction - INFO - Epoch [41][440/1074] lr: 3.500e-04, eta: 3:19:49, time: 1.155, data_time: 0.004, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9223, loss_cls: 0.8757, loss: 0.8757, grad_norm: 3.4712 2020-07-25 02:14:53,007 - mmaction - INFO - Epoch [41][460/1074] lr: 3.500e-04, eta: 3:19:26, time: 1.118, data_time: 0.014, memory: 9526, top1_acc: 0.7732, top5_acc: 0.9212, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.4955 2020-07-25 02:15:15,613 - mmaction - INFO - Epoch [41][480/1074] lr: 3.500e-04, eta: 3:19:03, time: 1.135, data_time: 0.009, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9237, loss_cls: 0.8893, loss: 0.8893, grad_norm: 3.4352 2020-07-25 02:15:38,893 - mmaction - INFO - Epoch [41][500/1074] lr: 3.500e-04, eta: 3:18:39, time: 1.164, data_time: 0.007, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9254, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.4346 2020-07-25 02:16:02,785 - mmaction - INFO - Epoch [41][520/1074] lr: 3.500e-04, eta: 3:18:16, time: 1.194, data_time: 0.005, memory: 9526, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9030, loss: 0.9030, grad_norm: 3.5612 2020-07-25 02:16:25,005 - mmaction - INFO - Epoch [41][540/1074] lr: 3.500e-04, eta: 3:17:53, time: 1.107, data_time: 0.007, memory: 9526, top1_acc: 0.7674, top5_acc: 0.9212, loss_cls: 0.9094, loss: 0.9094, grad_norm: 3.5155 2020-07-25 02:16:49,854 - mmaction - INFO - Epoch [41][560/1074] lr: 3.500e-04, eta: 3:17:30, time: 1.246, data_time: 0.009, memory: 9526, top1_acc: 0.7614, top5_acc: 0.9154, loss_cls: 0.9311, loss: 0.9311, grad_norm: 3.5522 2020-07-25 02:17:13,908 - mmaction - INFO - Epoch [41][580/1074] lr: 3.500e-04, eta: 3:17:07, time: 1.201, data_time: 0.003, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9199, loss_cls: 0.8774, loss: 0.8774, grad_norm: 3.4841 2020-07-25 02:17:36,183 - mmaction - INFO - Epoch [41][600/1074] lr: 3.500e-04, eta: 3:16:43, time: 1.111, data_time: 0.008, memory: 9526, top1_acc: 0.7612, top5_acc: 0.9208, loss_cls: 0.9164, loss: 0.9164, grad_norm: 3.5343 2020-07-25 02:18:00,430 - mmaction - INFO - Epoch [41][620/1074] lr: 3.500e-04, eta: 3:16:20, time: 1.217, data_time: 0.008, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9275, loss_cls: 0.8515, loss: 0.8515, grad_norm: 3.4268 2020-07-25 02:18:22,702 - mmaction - INFO - Epoch [41][640/1074] lr: 3.500e-04, eta: 3:15:56, time: 1.109, data_time: 0.005, memory: 9526, top1_acc: 0.7665, top5_acc: 0.9214, loss_cls: 0.9057, loss: 0.9057, grad_norm: 3.4983 2020-07-25 02:18:46,641 - mmaction - INFO - Epoch [41][660/1074] lr: 3.500e-04, eta: 3:15:33, time: 1.200, data_time: 0.008, memory: 9526, top1_acc: 0.7679, top5_acc: 0.9221, loss_cls: 0.9059, loss: 0.9059, grad_norm: 3.5344 2020-07-25 02:19:09,285 - mmaction - INFO - Epoch [41][680/1074] lr: 3.500e-04, eta: 3:15:10, time: 1.130, data_time: 0.008, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9241, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.4750 2020-07-25 02:19:32,185 - mmaction - INFO - Epoch [41][700/1074] lr: 3.500e-04, eta: 3:14:47, time: 1.148, data_time: 0.009, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9225, loss_cls: 0.9017, loss: 0.9017, grad_norm: 3.5095 2020-07-25 02:19:55,022 - mmaction - INFO - Epoch [41][720/1074] lr: 3.500e-04, eta: 3:14:23, time: 1.139, data_time: 0.009, memory: 9526, top1_acc: 0.7563, top5_acc: 0.9214, loss_cls: 0.9296, loss: 0.9296, grad_norm: 3.6130 2020-07-25 02:20:20,459 - mmaction - INFO - Epoch [41][740/1074] lr: 3.500e-04, eta: 3:14:00, time: 1.276, data_time: 0.008, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9248, loss_cls: 0.8718, loss: 0.8718, grad_norm: 3.4370 2020-07-25 02:20:43,840 - mmaction - INFO - Epoch [41][760/1074] lr: 3.500e-04, eta: 3:13:37, time: 1.165, data_time: 0.007, memory: 9526, top1_acc: 0.7641, top5_acc: 0.9230, loss_cls: 0.9004, loss: 0.9004, grad_norm: 3.6097 2020-07-25 02:21:06,774 - mmaction - INFO - Epoch [41][780/1074] lr: 3.500e-04, eta: 3:13:14, time: 1.150, data_time: 0.008, memory: 9526, top1_acc: 0.7708, top5_acc: 0.9241, loss_cls: 0.8852, loss: 0.8852, grad_norm: 3.5080 2020-07-25 02:21:30,880 - mmaction - INFO - Epoch [41][800/1074] lr: 3.500e-04, eta: 3:12:51, time: 1.204, data_time: 0.006, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9225, loss_cls: 0.8535, loss: 0.8535, grad_norm: 3.4317 2020-07-25 02:21:55,076 - mmaction - INFO - Epoch [41][820/1074] lr: 3.500e-04, eta: 3:12:28, time: 1.210, data_time: 0.007, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9292, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.4259 2020-07-25 02:22:18,790 - mmaction - INFO - Epoch [41][840/1074] lr: 3.500e-04, eta: 3:12:04, time: 1.185, data_time: 0.009, memory: 9526, top1_acc: 0.7685, top5_acc: 0.9217, loss_cls: 0.9076, loss: 0.9076, grad_norm: 3.5222 2020-07-25 02:22:42,144 - mmaction - INFO - Epoch [41][860/1074] lr: 3.500e-04, eta: 3:11:41, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.7672, top5_acc: 0.9234, loss_cls: 0.8775, loss: 0.8775, grad_norm: 3.5660 2020-07-25 02:23:04,665 - mmaction - INFO - Epoch [41][880/1074] lr: 3.500e-04, eta: 3:11:18, time: 1.122, data_time: 0.006, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9208, loss_cls: 0.8756, loss: 0.8756, grad_norm: 3.4936 2020-07-25 02:23:28,264 - mmaction - INFO - Epoch [41][900/1074] lr: 3.500e-04, eta: 3:10:54, time: 1.181, data_time: 0.007, memory: 9526, top1_acc: 0.7690, top5_acc: 0.9237, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.4955 2020-07-25 02:23:51,571 - mmaction - INFO - Epoch [41][920/1074] lr: 3.500e-04, eta: 3:10:31, time: 1.167, data_time: 0.005, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9266, loss_cls: 0.8899, loss: 0.8899, grad_norm: 3.5299 2020-07-25 02:24:14,239 - mmaction - INFO - Epoch [41][940/1074] lr: 3.500e-04, eta: 3:10:08, time: 1.131, data_time: 0.005, memory: 9526, top1_acc: 0.7699, top5_acc: 0.9254, loss_cls: 0.8956, loss: 0.8956, grad_norm: 3.4679 2020-07-25 02:24:37,987 - mmaction - INFO - Epoch [41][960/1074] lr: 3.500e-04, eta: 3:09:45, time: 1.188, data_time: 0.010, memory: 9526, top1_acc: 0.7667, top5_acc: 0.9203, loss_cls: 0.9163, loss: 0.9163, grad_norm: 3.5805 2020-07-25 02:25:00,864 - mmaction - INFO - Epoch [41][980/1074] lr: 3.500e-04, eta: 3:09:21, time: 1.146, data_time: 0.008, memory: 9526, top1_acc: 0.7683, top5_acc: 0.9188, loss_cls: 0.8938, loss: 0.8938, grad_norm: 3.5491 2020-07-25 02:25:23,457 - mmaction - INFO - Epoch [41][1000/1074] lr: 3.500e-04, eta: 3:08:58, time: 1.130, data_time: 0.005, memory: 9526, top1_acc: 0.7685, top5_acc: 0.9192, loss_cls: 0.8937, loss: 0.8937, grad_norm: 3.5010 2020-07-25 02:25:47,083 - mmaction - INFO - Epoch [41][1020/1074] lr: 3.500e-04, eta: 3:08:35, time: 1.181, data_time: 0.003, memory: 9526, top1_acc: 0.7650, top5_acc: 0.9277, loss_cls: 0.8874, loss: 0.8874, grad_norm: 3.5617 2020-07-25 02:26:11,681 - mmaction - INFO - Epoch [41][1040/1074] lr: 3.500e-04, eta: 3:08:12, time: 1.227, data_time: 0.007, memory: 9526, top1_acc: 0.7824, top5_acc: 0.9313, loss_cls: 0.8425, loss: 0.8425, grad_norm: 3.4740 2020-07-25 02:26:34,823 - mmaction - INFO - Epoch [41][1060/1074] lr: 3.500e-04, eta: 3:07:48, time: 1.160, data_time: 0.007, memory: 9526, top1_acc: 0.7804, top5_acc: 0.9246, loss_cls: 0.8504, loss: 0.8504, grad_norm: 3.4081 2020-07-25 02:26:49,015 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-07-25 02:27:22,676 - mmaction - INFO - Epoch [42][20/1074] lr: 3.500e-04, eta: 3:07:07, time: 1.583, data_time: 0.391, memory: 9526, top1_acc: 0.7866, top5_acc: 0.9234, loss_cls: 0.8484, loss: 0.8484, grad_norm: 3.4280 2020-07-25 02:27:46,661 - mmaction - INFO - Epoch [42][40/1074] lr: 3.500e-04, eta: 3:06:44, time: 1.202, data_time: 0.007, memory: 9526, top1_acc: 0.7801, top5_acc: 0.9281, loss_cls: 0.8531, loss: 0.8531, grad_norm: 3.4573 2020-07-25 02:28:09,509 - mmaction - INFO - Epoch [42][60/1074] lr: 3.500e-04, eta: 3:06:20, time: 1.142, data_time: 0.006, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9299, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.5254 2020-07-25 02:28:31,329 - mmaction - INFO - Epoch [42][80/1074] lr: 3.500e-04, eta: 3:05:57, time: 1.089, data_time: 0.010, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9281, loss_cls: 0.8613, loss: 0.8613, grad_norm: 3.4796 2020-07-25 02:28:53,430 - mmaction - INFO - Epoch [42][100/1074] lr: 3.500e-04, eta: 3:05:33, time: 1.108, data_time: 0.008, memory: 9526, top1_acc: 0.7710, top5_acc: 0.9257, loss_cls: 0.8797, loss: 0.8797, grad_norm: 3.5065 2020-07-25 02:29:17,196 - mmaction - INFO - Epoch [42][120/1074] lr: 3.500e-04, eta: 3:05:10, time: 1.189, data_time: 0.005, memory: 9526, top1_acc: 0.7672, top5_acc: 0.9185, loss_cls: 0.9213, loss: 0.9213, grad_norm: 3.5436 2020-07-25 02:29:41,828 - mmaction - INFO - Epoch [42][140/1074] lr: 3.500e-04, eta: 3:04:47, time: 1.231, data_time: 0.003, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9217, loss_cls: 0.8903, loss: 0.8903, grad_norm: 3.4610 2020-07-25 02:30:02,922 - mmaction - INFO - Epoch [42][160/1074] lr: 3.500e-04, eta: 3:04:23, time: 1.055, data_time: 0.006, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9214, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.5275 2020-07-25 02:30:25,860 - mmaction - INFO - Epoch [42][180/1074] lr: 3.500e-04, eta: 3:04:00, time: 1.146, data_time: 0.006, memory: 9526, top1_acc: 0.7679, top5_acc: 0.9241, loss_cls: 0.9029, loss: 0.9029, grad_norm: 3.5486 2020-07-25 02:30:50,849 - mmaction - INFO - Epoch [42][200/1074] lr: 3.500e-04, eta: 3:03:37, time: 1.252, data_time: 0.009, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9268, loss_cls: 0.8744, loss: 0.8744, grad_norm: 3.5184 2020-07-25 02:31:15,042 - mmaction - INFO - Epoch [42][220/1074] lr: 3.500e-04, eta: 3:03:14, time: 1.209, data_time: 0.004, memory: 9526, top1_acc: 0.7819, top5_acc: 0.9277, loss_cls: 0.8572, loss: 0.8572, grad_norm: 3.5526 2020-07-25 02:31:39,038 - mmaction - INFO - Epoch [42][240/1074] lr: 3.500e-04, eta: 3:02:51, time: 1.199, data_time: 0.006, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9295, loss_cls: 0.8749, loss: 0.8749, grad_norm: 3.4968 2020-07-25 02:32:02,233 - mmaction - INFO - Epoch [42][260/1074] lr: 3.500e-04, eta: 3:02:28, time: 1.159, data_time: 0.005, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.8923, loss: 0.8923, grad_norm: 3.6311 2020-07-25 02:32:26,312 - mmaction - INFO - Epoch [42][280/1074] lr: 3.500e-04, eta: 3:02:05, time: 1.205, data_time: 0.004, memory: 9526, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8915, loss: 0.8915, grad_norm: 3.5375 2020-07-25 02:32:51,091 - mmaction - INFO - Epoch [42][300/1074] lr: 3.500e-04, eta: 3:01:42, time: 1.238, data_time: 0.007, memory: 9526, top1_acc: 0.7636, top5_acc: 0.9234, loss_cls: 0.9062, loss: 0.9062, grad_norm: 3.5823 2020-07-25 02:33:13,836 - mmaction - INFO - Epoch [42][320/1074] lr: 3.500e-04, eta: 3:01:18, time: 1.138, data_time: 0.006, memory: 9526, top1_acc: 0.7661, top5_acc: 0.9277, loss_cls: 0.8756, loss: 0.8756, grad_norm: 3.5045 2020-07-25 02:33:36,561 - mmaction - INFO - Epoch [42][340/1074] lr: 3.500e-04, eta: 3:00:55, time: 1.135, data_time: 0.007, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9188, loss_cls: 0.8877, loss: 0.8877, grad_norm: 3.5188 2020-07-25 02:33:58,100 - mmaction - INFO - Epoch [42][360/1074] lr: 3.500e-04, eta: 3:00:31, time: 1.079, data_time: 0.005, memory: 9526, top1_acc: 0.7696, top5_acc: 0.9252, loss_cls: 0.8824, loss: 0.8824, grad_norm: 3.4894 2020-07-25 02:34:22,868 - mmaction - INFO - Epoch [42][380/1074] lr: 3.500e-04, eta: 3:00:08, time: 1.234, data_time: 0.006, memory: 9526, top1_acc: 0.7690, top5_acc: 0.9248, loss_cls: 0.8796, loss: 0.8796, grad_norm: 3.5764 2020-07-25 02:34:45,604 - mmaction - INFO - Epoch [42][400/1074] lr: 3.500e-04, eta: 2:59:45, time: 1.141, data_time: 0.008, memory: 9526, top1_acc: 0.7813, top5_acc: 0.9210, loss_cls: 0.8619, loss: 0.8619, grad_norm: 3.4770 2020-07-25 02:35:07,926 - mmaction - INFO - Epoch [42][420/1074] lr: 3.500e-04, eta: 2:59:21, time: 1.114, data_time: 0.005, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9275, loss_cls: 0.8566, loss: 0.8566, grad_norm: 3.4992 2020-07-25 02:35:31,051 - mmaction - INFO - Epoch [42][440/1074] lr: 3.500e-04, eta: 2:58:58, time: 1.158, data_time: 0.005, memory: 9526, top1_acc: 0.7650, top5_acc: 0.9214, loss_cls: 0.8928, loss: 0.8928, grad_norm: 3.5608 2020-07-25 02:35:54,635 - mmaction - INFO - Epoch [42][460/1074] lr: 3.500e-04, eta: 2:58:35, time: 1.180, data_time: 0.006, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9301, loss_cls: 0.8404, loss: 0.8404, grad_norm: 3.4848 2020-07-25 02:36:17,885 - mmaction - INFO - Epoch [42][480/1074] lr: 3.500e-04, eta: 2:58:12, time: 1.161, data_time: 0.004, memory: 9526, top1_acc: 0.7699, top5_acc: 0.9219, loss_cls: 0.8879, loss: 0.8879, grad_norm: 3.4994 2020-07-25 02:36:41,051 - mmaction - INFO - Epoch [42][500/1074] lr: 3.500e-04, eta: 2:57:48, time: 1.154, data_time: 0.006, memory: 9526, top1_acc: 0.7708, top5_acc: 0.9232, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.5135 2020-07-25 02:37:04,601 - mmaction - INFO - Epoch [42][520/1074] lr: 3.500e-04, eta: 2:57:25, time: 1.181, data_time: 0.008, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9263, loss_cls: 0.8597, loss: 0.8597, grad_norm: 3.4628 2020-07-25 02:37:27,556 - mmaction - INFO - Epoch [42][540/1074] lr: 3.500e-04, eta: 2:57:02, time: 1.145, data_time: 0.007, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9188, loss_cls: 0.9061, loss: 0.9061, grad_norm: 3.4935 2020-07-25 02:37:50,697 - mmaction - INFO - Epoch [42][560/1074] lr: 3.500e-04, eta: 2:56:38, time: 1.159, data_time: 0.008, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9248, loss_cls: 0.8640, loss: 0.8640, grad_norm: 3.4693 2020-07-25 02:38:14,745 - mmaction - INFO - Epoch [42][580/1074] lr: 3.500e-04, eta: 2:56:15, time: 1.204, data_time: 0.009, memory: 9526, top1_acc: 0.7826, top5_acc: 0.9283, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.4539 2020-07-25 02:38:36,842 - mmaction - INFO - Epoch [42][600/1074] lr: 3.500e-04, eta: 2:55:52, time: 1.104, data_time: 0.004, memory: 9526, top1_acc: 0.7603, top5_acc: 0.9252, loss_cls: 0.8987, loss: 0.8987, grad_norm: 3.5905 2020-07-25 02:39:00,629 - mmaction - INFO - Epoch [42][620/1074] lr: 3.500e-04, eta: 2:55:29, time: 1.188, data_time: 0.008, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9223, loss_cls: 0.8860, loss: 0.8860, grad_norm: 3.5164 2020-07-25 02:39:23,899 - mmaction - INFO - Epoch [42][640/1074] lr: 3.500e-04, eta: 2:55:05, time: 1.166, data_time: 0.008, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9272, loss_cls: 0.8898, loss: 0.8898, grad_norm: 3.6368 2020-07-25 02:39:46,621 - mmaction - INFO - Epoch [42][660/1074] lr: 3.500e-04, eta: 2:54:42, time: 1.133, data_time: 0.006, memory: 9526, top1_acc: 0.7690, top5_acc: 0.9208, loss_cls: 0.8956, loss: 0.8956, grad_norm: 3.5731 2020-07-25 02:40:09,694 - mmaction - INFO - Epoch [42][680/1074] lr: 3.500e-04, eta: 2:54:19, time: 1.155, data_time: 0.006, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9292, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.4173 2020-07-25 02:40:34,339 - mmaction - INFO - Epoch [42][700/1074] lr: 3.500e-04, eta: 2:53:56, time: 1.232, data_time: 0.004, memory: 9526, top1_acc: 0.7895, top5_acc: 0.9319, loss_cls: 0.8287, loss: 0.8287, grad_norm: 3.4517 2020-07-25 02:40:57,165 - mmaction - INFO - Epoch [42][720/1074] lr: 3.500e-04, eta: 2:53:32, time: 1.143, data_time: 0.008, memory: 9526, top1_acc: 0.7723, top5_acc: 0.9259, loss_cls: 0.8677, loss: 0.8677, grad_norm: 3.5436 2020-07-25 02:41:18,443 - mmaction - INFO - Epoch [42][740/1074] lr: 3.500e-04, eta: 2:53:08, time: 1.064, data_time: 0.004, memory: 9526, top1_acc: 0.7699, top5_acc: 0.9219, loss_cls: 0.8695, loss: 0.8695, grad_norm: 3.4991 2020-07-25 02:41:41,455 - mmaction - INFO - Epoch [42][760/1074] lr: 3.500e-04, eta: 2:52:45, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9254, loss_cls: 0.8641, loss: 0.8641, grad_norm: 3.5826 2020-07-25 02:42:05,482 - mmaction - INFO - Epoch [42][780/1074] lr: 3.500e-04, eta: 2:52:22, time: 1.206, data_time: 0.008, memory: 9526, top1_acc: 0.7705, top5_acc: 0.9304, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.5932 2020-07-25 02:42:27,768 - mmaction - INFO - Epoch [42][800/1074] lr: 3.500e-04, eta: 2:51:59, time: 1.115, data_time: 0.002, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9254, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.5486 2020-07-25 02:42:49,490 - mmaction - INFO - Epoch [42][820/1074] lr: 3.500e-04, eta: 2:51:35, time: 1.084, data_time: 0.006, memory: 9526, top1_acc: 0.7638, top5_acc: 0.9221, loss_cls: 0.8988, loss: 0.8988, grad_norm: 3.5246 2020-07-25 02:43:12,639 - mmaction - INFO - Epoch [42][840/1074] lr: 3.500e-04, eta: 2:51:12, time: 1.158, data_time: 0.004, memory: 9526, top1_acc: 0.7654, top5_acc: 0.9234, loss_cls: 0.8947, loss: 0.8947, grad_norm: 3.4924 2020-07-25 02:43:35,376 - mmaction - INFO - Epoch [42][860/1074] lr: 3.500e-04, eta: 2:50:48, time: 1.132, data_time: 0.005, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9217, loss_cls: 0.8840, loss: 0.8840, grad_norm: 3.5632 2020-07-25 02:43:57,494 - mmaction - INFO - Epoch [42][880/1074] lr: 3.500e-04, eta: 2:50:25, time: 1.110, data_time: 0.008, memory: 9526, top1_acc: 0.7701, top5_acc: 0.9223, loss_cls: 0.8997, loss: 0.8997, grad_norm: 3.5827 2020-07-25 02:44:20,833 - mmaction - INFO - Epoch [42][900/1074] lr: 3.500e-04, eta: 2:50:02, time: 1.163, data_time: 0.009, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9279, loss_cls: 0.8673, loss: 0.8673, grad_norm: 3.5264 2020-07-25 02:44:42,408 - mmaction - INFO - Epoch [42][920/1074] lr: 3.500e-04, eta: 2:49:38, time: 1.084, data_time: 0.008, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9150, loss_cls: 0.9108, loss: 0.9108, grad_norm: 3.5314 2020-07-25 02:45:04,683 - mmaction - INFO - Epoch [42][940/1074] lr: 3.500e-04, eta: 2:49:14, time: 1.112, data_time: 0.007, memory: 9526, top1_acc: 0.7833, top5_acc: 0.9283, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.4569 2020-07-25 02:45:26,641 - mmaction - INFO - Epoch [42][960/1074] lr: 3.500e-04, eta: 2:48:51, time: 1.099, data_time: 0.004, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9275, loss_cls: 0.8801, loss: 0.8801, grad_norm: 3.5541 2020-07-25 02:45:48,679 - mmaction - INFO - Epoch [42][980/1074] lr: 3.500e-04, eta: 2:48:27, time: 1.099, data_time: 0.007, memory: 9526, top1_acc: 0.7725, top5_acc: 0.9313, loss_cls: 0.8413, loss: 0.8413, grad_norm: 3.4520 2020-07-25 02:46:11,704 - mmaction - INFO - Epoch [42][1000/1074] lr: 3.500e-04, eta: 2:48:04, time: 1.154, data_time: 0.008, memory: 9526, top1_acc: 0.7853, top5_acc: 0.9295, loss_cls: 0.8305, loss: 0.8305, grad_norm: 3.4454 2020-07-25 02:46:36,812 - mmaction - INFO - Epoch [42][1020/1074] lr: 3.500e-04, eta: 2:47:41, time: 1.254, data_time: 0.005, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9252, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.4864 2020-07-25 02:46:59,276 - mmaction - INFO - Epoch [42][1040/1074] lr: 3.500e-04, eta: 2:47:18, time: 1.123, data_time: 0.009, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9154, loss_cls: 0.8960, loss: 0.8960, grad_norm: 3.5339 2020-07-25 02:47:22,423 - mmaction - INFO - Epoch [42][1060/1074] lr: 3.500e-04, eta: 2:46:54, time: 1.155, data_time: 0.008, memory: 9526, top1_acc: 0.7815, top5_acc: 0.9304, loss_cls: 0.8390, loss: 0.8390, grad_norm: 3.5477 2020-07-25 02:47:37,706 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-07-25 02:48:11,091 - mmaction - INFO - Epoch [43][20/1074] lr: 3.500e-04, eta: 2:46:13, time: 1.547, data_time: 0.417, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9237, loss_cls: 0.8649, loss: 0.8649, grad_norm: 3.5721 2020-07-25 02:48:34,364 - mmaction - INFO - Epoch [43][40/1074] lr: 3.500e-04, eta: 2:45:50, time: 1.161, data_time: 0.003, memory: 9526, top1_acc: 0.7739, top5_acc: 0.9246, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.5178 2020-07-25 02:48:56,832 - mmaction - INFO - Epoch [43][60/1074] lr: 3.500e-04, eta: 2:45:27, time: 1.126, data_time: 0.008, memory: 9526, top1_acc: 0.7821, top5_acc: 0.9201, loss_cls: 0.8629, loss: 0.8629, grad_norm: 3.4439 2020-07-25 02:49:19,242 - mmaction - INFO - Epoch [43][80/1074] lr: 3.500e-04, eta: 2:45:03, time: 1.120, data_time: 0.003, memory: 9526, top1_acc: 0.7685, top5_acc: 0.9254, loss_cls: 0.8769, loss: 0.8769, grad_norm: 3.5756 2020-07-25 02:49:41,392 - mmaction - INFO - Epoch [43][100/1074] lr: 3.500e-04, eta: 2:44:40, time: 1.101, data_time: 0.005, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9239, loss_cls: 0.8620, loss: 0.8620, grad_norm: 3.5466 2020-07-25 02:50:04,971 - mmaction - INFO - Epoch [43][120/1074] lr: 3.500e-04, eta: 2:44:16, time: 1.184, data_time: 0.010, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9272, loss_cls: 0.8628, loss: 0.8628, grad_norm: 3.5318 2020-07-25 02:50:27,253 - mmaction - INFO - Epoch [43][140/1074] lr: 3.500e-04, eta: 2:43:53, time: 1.114, data_time: 0.004, memory: 9526, top1_acc: 0.7652, top5_acc: 0.9210, loss_cls: 0.8752, loss: 0.8752, grad_norm: 3.4921 2020-07-25 02:50:53,219 - mmaction - INFO - Epoch [43][160/1074] lr: 3.500e-04, eta: 2:43:30, time: 1.297, data_time: 0.007, memory: 9526, top1_acc: 0.7661, top5_acc: 0.9250, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.5353 2020-07-25 02:51:16,615 - mmaction - INFO - Epoch [43][180/1074] lr: 3.500e-04, eta: 2:43:07, time: 1.171, data_time: 0.008, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9355, loss_cls: 0.8333, loss: 0.8333, grad_norm: 3.4921 2020-07-25 02:51:40,181 - mmaction - INFO - Epoch [43][200/1074] lr: 3.500e-04, eta: 2:42:44, time: 1.180, data_time: 0.007, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9319, loss_cls: 0.8326, loss: 0.8326, grad_norm: 3.4195 2020-07-25 02:52:04,366 - mmaction - INFO - Epoch [43][220/1074] lr: 3.500e-04, eta: 2:42:21, time: 1.207, data_time: 0.005, memory: 9526, top1_acc: 0.7705, top5_acc: 0.9196, loss_cls: 0.9042, loss: 0.9042, grad_norm: 3.5956 2020-07-25 02:52:26,919 - mmaction - INFO - Epoch [43][240/1074] lr: 3.500e-04, eta: 2:41:57, time: 1.129, data_time: 0.005, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9228, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.5451 2020-07-25 02:52:49,349 - mmaction - INFO - Epoch [43][260/1074] lr: 3.500e-04, eta: 2:41:34, time: 1.118, data_time: 0.006, memory: 9526, top1_acc: 0.7705, top5_acc: 0.9263, loss_cls: 0.8870, loss: 0.8870, grad_norm: 3.5830 2020-07-25 02:53:13,202 - mmaction - INFO - Epoch [43][280/1074] lr: 3.500e-04, eta: 2:41:11, time: 1.195, data_time: 0.007, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9290, loss_cls: 0.8578, loss: 0.8578, grad_norm: 3.4927 2020-07-25 02:53:35,715 - mmaction - INFO - Epoch [43][300/1074] lr: 3.500e-04, eta: 2:40:47, time: 1.126, data_time: 0.006, memory: 9526, top1_acc: 0.7935, top5_acc: 0.9321, loss_cls: 0.8225, loss: 0.8225, grad_norm: 3.4781 2020-07-25 02:53:59,454 - mmaction - INFO - Epoch [43][320/1074] lr: 3.500e-04, eta: 2:40:24, time: 1.185, data_time: 0.004, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9286, loss_cls: 0.8512, loss: 0.8512, grad_norm: 3.5497 2020-07-25 02:54:24,059 - mmaction - INFO - Epoch [43][340/1074] lr: 3.500e-04, eta: 2:40:01, time: 1.229, data_time: 0.008, memory: 9526, top1_acc: 0.7652, top5_acc: 0.9190, loss_cls: 0.9130, loss: 0.9130, grad_norm: 3.5363 2020-07-25 02:54:45,652 - mmaction - INFO - Epoch [43][360/1074] lr: 3.500e-04, eta: 2:39:37, time: 1.082, data_time: 0.007, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9228, loss_cls: 0.8873, loss: 0.8873, grad_norm: 3.5759 2020-07-25 02:55:09,712 - mmaction - INFO - Epoch [43][380/1074] lr: 3.500e-04, eta: 2:39:14, time: 1.204, data_time: 0.008, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9286, loss_cls: 0.8711, loss: 0.8711, grad_norm: 3.5504 2020-07-25 02:55:34,300 - mmaction - INFO - Epoch [43][400/1074] lr: 3.500e-04, eta: 2:38:51, time: 1.230, data_time: 0.003, memory: 9526, top1_acc: 0.7723, top5_acc: 0.9176, loss_cls: 0.8964, loss: 0.8964, grad_norm: 3.5732 2020-07-25 02:55:56,612 - mmaction - INFO - Epoch [43][420/1074] lr: 3.500e-04, eta: 2:38:28, time: 1.112, data_time: 0.005, memory: 9526, top1_acc: 0.7658, top5_acc: 0.9230, loss_cls: 0.8814, loss: 0.8814, grad_norm: 3.5662 2020-07-25 02:56:19,439 - mmaction - INFO - Epoch [43][440/1074] lr: 3.500e-04, eta: 2:38:04, time: 1.143, data_time: 0.007, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9230, loss_cls: 0.8829, loss: 0.8829, grad_norm: 3.5146 2020-07-25 02:56:42,290 - mmaction - INFO - Epoch [43][460/1074] lr: 3.500e-04, eta: 2:37:41, time: 1.145, data_time: 0.007, memory: 9526, top1_acc: 0.7801, top5_acc: 0.9263, loss_cls: 0.8577, loss: 0.8577, grad_norm: 3.5566 2020-07-25 02:57:04,603 - mmaction - INFO - Epoch [43][480/1074] lr: 3.500e-04, eta: 2:37:18, time: 1.114, data_time: 0.002, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9277, loss_cls: 0.8672, loss: 0.8672, grad_norm: 3.5527 2020-07-25 02:57:29,544 - mmaction - INFO - Epoch [43][500/1074] lr: 3.500e-04, eta: 2:36:55, time: 1.244, data_time: 0.007, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9228, loss_cls: 0.8732, loss: 0.8732, grad_norm: 3.5360 2020-07-25 02:57:52,017 - mmaction - INFO - Epoch [43][520/1074] lr: 3.500e-04, eta: 2:36:31, time: 1.126, data_time: 0.007, memory: 9526, top1_acc: 0.7618, top5_acc: 0.9214, loss_cls: 0.8995, loss: 0.8995, grad_norm: 3.5852 2020-07-25 02:58:14,932 - mmaction - INFO - Epoch [43][540/1074] lr: 3.500e-04, eta: 2:36:08, time: 1.144, data_time: 0.008, memory: 9526, top1_acc: 0.7665, top5_acc: 0.9203, loss_cls: 0.9011, loss: 0.9011, grad_norm: 3.6079 2020-07-25 02:58:39,826 - mmaction - INFO - Epoch [43][560/1074] lr: 3.500e-04, eta: 2:35:45, time: 1.248, data_time: 0.008, memory: 9526, top1_acc: 0.7647, top5_acc: 0.9225, loss_cls: 0.8995, loss: 0.8995, grad_norm: 3.5962 2020-07-25 02:59:02,355 - mmaction - INFO - Epoch [43][580/1074] lr: 3.500e-04, eta: 2:35:22, time: 1.124, data_time: 0.006, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9241, loss_cls: 0.8842, loss: 0.8842, grad_norm: 3.5618 2020-07-25 02:59:26,919 - mmaction - INFO - Epoch [43][600/1074] lr: 3.500e-04, eta: 2:34:59, time: 1.231, data_time: 0.007, memory: 9526, top1_acc: 0.7815, top5_acc: 0.9306, loss_cls: 0.8363, loss: 0.8363, grad_norm: 3.4661 2020-07-25 02:59:51,076 - mmaction - INFO - Epoch [43][620/1074] lr: 3.500e-04, eta: 2:34:35, time: 1.206, data_time: 0.005, memory: 9526, top1_acc: 0.7725, top5_acc: 0.9234, loss_cls: 0.9029, loss: 0.9029, grad_norm: 3.6720 2020-07-25 03:00:15,981 - mmaction - INFO - Epoch [43][640/1074] lr: 3.500e-04, eta: 2:34:12, time: 1.241, data_time: 0.006, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9208, loss_cls: 0.8838, loss: 0.8838, grad_norm: 3.5288 2020-07-25 03:00:38,979 - mmaction - INFO - Epoch [43][660/1074] lr: 3.500e-04, eta: 2:33:49, time: 1.156, data_time: 0.017, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9246, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.5325 2020-07-25 03:01:02,075 - mmaction - INFO - Epoch [43][680/1074] lr: 3.500e-04, eta: 2:33:26, time: 1.150, data_time: 0.005, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9228, loss_cls: 0.8736, loss: 0.8736, grad_norm: 3.5473 2020-07-25 03:01:25,639 - mmaction - INFO - Epoch [43][700/1074] lr: 3.500e-04, eta: 2:33:03, time: 1.179, data_time: 0.008, memory: 9526, top1_acc: 0.7819, top5_acc: 0.9301, loss_cls: 0.8443, loss: 0.8443, grad_norm: 3.5437 2020-07-25 03:01:48,842 - mmaction - INFO - Epoch [43][720/1074] lr: 3.500e-04, eta: 2:32:39, time: 1.162, data_time: 0.007, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9232, loss_cls: 0.8856, loss: 0.8856, grad_norm: 3.5662 2020-07-25 03:02:15,080 - mmaction - INFO - Epoch [43][740/1074] lr: 3.500e-04, eta: 2:32:17, time: 1.309, data_time: 0.008, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9277, loss_cls: 0.8680, loss: 0.8680, grad_norm: 3.5263 2020-07-25 03:02:37,664 - mmaction - INFO - Epoch [43][760/1074] lr: 3.500e-04, eta: 2:31:53, time: 1.133, data_time: 0.008, memory: 9526, top1_acc: 0.7692, top5_acc: 0.9192, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.5771 2020-07-25 03:03:00,466 - mmaction - INFO - Epoch [43][780/1074] lr: 3.500e-04, eta: 2:31:30, time: 1.140, data_time: 0.006, memory: 9526, top1_acc: 0.7879, top5_acc: 0.9237, loss_cls: 0.8359, loss: 0.8359, grad_norm: 3.3827 2020-07-25 03:03:22,922 - mmaction - INFO - Epoch [43][800/1074] lr: 3.500e-04, eta: 2:31:06, time: 1.121, data_time: 0.005, memory: 9526, top1_acc: 0.7877, top5_acc: 0.9315, loss_cls: 0.8254, loss: 0.8254, grad_norm: 3.5265 2020-07-25 03:03:46,093 - mmaction - INFO - Epoch [43][820/1074] lr: 3.500e-04, eta: 2:30:43, time: 1.159, data_time: 0.005, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9313, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.5364 2020-07-25 03:04:08,569 - mmaction - INFO - Epoch [43][840/1074] lr: 3.500e-04, eta: 2:30:20, time: 1.123, data_time: 0.007, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9279, loss_cls: 0.8411, loss: 0.8411, grad_norm: 3.4805 2020-07-25 03:04:32,418 - mmaction - INFO - Epoch [43][860/1074] lr: 3.500e-04, eta: 2:29:57, time: 1.193, data_time: 0.006, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9270, loss_cls: 0.8489, loss: 0.8489, grad_norm: 3.5147 2020-07-25 03:04:53,580 - mmaction - INFO - Epoch [43][880/1074] lr: 3.500e-04, eta: 2:29:33, time: 1.053, data_time: 0.006, memory: 9526, top1_acc: 0.7690, top5_acc: 0.9221, loss_cls: 0.8918, loss: 0.8918, grad_norm: 3.5904 2020-07-25 03:05:16,604 - mmaction - INFO - Epoch [43][900/1074] lr: 3.500e-04, eta: 2:29:10, time: 1.156, data_time: 0.010, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9272, loss_cls: 0.8369, loss: 0.8369, grad_norm: 3.4685 2020-07-25 03:05:39,687 - mmaction - INFO - Epoch [43][920/1074] lr: 3.500e-04, eta: 2:28:46, time: 1.152, data_time: 0.008, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9261, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.5466 2020-07-25 03:06:03,590 - mmaction - INFO - Epoch [43][940/1074] lr: 3.500e-04, eta: 2:28:23, time: 1.199, data_time: 0.007, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9248, loss_cls: 0.8493, loss: 0.8493, grad_norm: 3.5059 2020-07-25 03:06:26,968 - mmaction - INFO - Epoch [43][960/1074] lr: 3.500e-04, eta: 2:28:00, time: 1.166, data_time: 0.005, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9254, loss_cls: 0.8829, loss: 0.8829, grad_norm: 3.5637 2020-07-25 03:06:50,749 - mmaction - INFO - Epoch [43][980/1074] lr: 3.500e-04, eta: 2:27:37, time: 1.189, data_time: 0.005, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9297, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.6040 2020-07-25 03:07:14,058 - mmaction - INFO - Epoch [43][1000/1074] lr: 3.500e-04, eta: 2:27:13, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.7625, top5_acc: 0.9277, loss_cls: 0.8950, loss: 0.8950, grad_norm: 3.6320 2020-07-25 03:07:37,304 - mmaction - INFO - Epoch [43][1020/1074] lr: 3.500e-04, eta: 2:26:50, time: 1.160, data_time: 0.009, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9212, loss_cls: 0.8839, loss: 0.8839, grad_norm: 3.5280 2020-07-25 03:07:59,484 - mmaction - INFO - Epoch [43][1040/1074] lr: 3.500e-04, eta: 2:26:27, time: 1.111, data_time: 0.007, memory: 9526, top1_acc: 0.7837, top5_acc: 0.9252, loss_cls: 0.8686, loss: 0.8686, grad_norm: 3.5193 2020-07-25 03:08:24,218 - mmaction - INFO - Epoch [43][1060/1074] lr: 3.500e-04, eta: 2:26:04, time: 1.239, data_time: 0.009, memory: 9526, top1_acc: 0.7746, top5_acc: 0.9330, loss_cls: 0.8551, loss: 0.8551, grad_norm: 3.6050 2020-07-25 03:08:38,966 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-07-25 03:09:15,858 - mmaction - INFO - Epoch [44][20/1074] lr: 3.500e-04, eta: 2:25:23, time: 1.746, data_time: 0.617, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9304, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.5133 2020-07-25 03:09:37,872 - mmaction - INFO - Epoch [44][40/1074] lr: 3.500e-04, eta: 2:25:00, time: 1.104, data_time: 0.018, memory: 9526, top1_acc: 0.7804, top5_acc: 0.9346, loss_cls: 0.8241, loss: 0.8241, grad_norm: 3.4585 2020-07-25 03:10:01,051 - mmaction - INFO - Epoch [44][60/1074] lr: 3.500e-04, eta: 2:24:37, time: 1.159, data_time: 0.008, memory: 9526, top1_acc: 0.7826, top5_acc: 0.9283, loss_cls: 0.8435, loss: 0.8435, grad_norm: 3.4643 2020-07-25 03:10:24,522 - mmaction - INFO - Epoch [44][80/1074] lr: 3.500e-04, eta: 2:24:13, time: 1.173, data_time: 0.007, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9301, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.4663 2020-07-25 03:10:48,126 - mmaction - INFO - Epoch [44][100/1074] lr: 3.500e-04, eta: 2:23:50, time: 1.183, data_time: 0.008, memory: 9526, top1_acc: 0.7665, top5_acc: 0.9210, loss_cls: 0.9066, loss: 0.9066, grad_norm: 3.6049 2020-07-25 03:11:12,177 - mmaction - INFO - Epoch [44][120/1074] lr: 3.500e-04, eta: 2:23:27, time: 1.198, data_time: 0.005, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9223, loss_cls: 0.8751, loss: 0.8751, grad_norm: 3.5611 2020-07-25 03:11:35,621 - mmaction - INFO - Epoch [44][140/1074] lr: 3.500e-04, eta: 2:23:04, time: 1.177, data_time: 0.008, memory: 9526, top1_acc: 0.7857, top5_acc: 0.9299, loss_cls: 0.8402, loss: 0.8402, grad_norm: 3.4928 2020-07-25 03:11:57,927 - mmaction - INFO - Epoch [44][160/1074] lr: 3.500e-04, eta: 2:22:40, time: 1.113, data_time: 0.005, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9299, loss_cls: 0.8597, loss: 0.8597, grad_norm: 3.5490 2020-07-25 03:12:22,739 - mmaction - INFO - Epoch [44][180/1074] lr: 3.500e-04, eta: 2:22:17, time: 1.242, data_time: 0.007, memory: 9526, top1_acc: 0.7819, top5_acc: 0.9364, loss_cls: 0.8069, loss: 0.8069, grad_norm: 3.4507 2020-07-25 03:12:45,625 - mmaction - INFO - Epoch [44][200/1074] lr: 3.500e-04, eta: 2:21:54, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9270, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.5887 2020-07-25 03:13:09,275 - mmaction - INFO - Epoch [44][220/1074] lr: 3.500e-04, eta: 2:21:31, time: 1.183, data_time: 0.003, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9292, loss_cls: 0.8487, loss: 0.8487, grad_norm: 3.4873 2020-07-25 03:13:33,098 - mmaction - INFO - Epoch [44][240/1074] lr: 3.500e-04, eta: 2:21:08, time: 1.186, data_time: 0.005, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9214, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.5888 2020-07-25 03:13:56,000 - mmaction - INFO - Epoch [44][260/1074] lr: 3.500e-04, eta: 2:20:44, time: 1.148, data_time: 0.008, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9301, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.5567 2020-07-25 03:14:19,353 - mmaction - INFO - Epoch [44][280/1074] lr: 3.500e-04, eta: 2:20:21, time: 1.167, data_time: 0.007, memory: 9526, top1_acc: 0.7739, top5_acc: 0.9221, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.4915 2020-07-25 03:14:42,434 - mmaction - INFO - Epoch [44][300/1074] lr: 3.500e-04, eta: 2:19:58, time: 1.154, data_time: 0.006, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9266, loss_cls: 0.8586, loss: 0.8586, grad_norm: 3.5254 2020-07-25 03:15:06,581 - mmaction - INFO - Epoch [44][320/1074] lr: 3.500e-04, eta: 2:19:35, time: 1.208, data_time: 0.008, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9252, loss_cls: 0.8548, loss: 0.8548, grad_norm: 3.5858 2020-07-25 03:15:29,023 - mmaction - INFO - Epoch [44][340/1074] lr: 3.500e-04, eta: 2:19:11, time: 1.123, data_time: 0.005, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9279, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.6020 2020-07-25 03:15:53,986 - mmaction - INFO - Epoch [44][360/1074] lr: 3.500e-04, eta: 2:18:48, time: 1.247, data_time: 0.007, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9234, loss_cls: 0.8876, loss: 0.8876, grad_norm: 3.6049 2020-07-25 03:16:16,712 - mmaction - INFO - Epoch [44][380/1074] lr: 3.500e-04, eta: 2:18:25, time: 1.136, data_time: 0.004, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9248, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.4963 2020-07-25 03:16:40,752 - mmaction - INFO - Epoch [44][400/1074] lr: 3.500e-04, eta: 2:18:02, time: 1.201, data_time: 0.004, memory: 9526, top1_acc: 0.7750, top5_acc: 0.9225, loss_cls: 0.8835, loss: 0.8835, grad_norm: 3.5709 2020-07-25 03:17:04,486 - mmaction - INFO - Epoch [44][420/1074] lr: 3.500e-04, eta: 2:17:38, time: 1.186, data_time: 0.009, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9223, loss_cls: 0.8521, loss: 0.8521, grad_norm: 3.5282 2020-07-25 03:17:27,916 - mmaction - INFO - Epoch [44][440/1074] lr: 3.500e-04, eta: 2:17:15, time: 1.171, data_time: 0.008, memory: 9526, top1_acc: 0.7645, top5_acc: 0.9246, loss_cls: 0.8774, loss: 0.8774, grad_norm: 3.6143 2020-07-25 03:17:50,815 - mmaction - INFO - Epoch [44][460/1074] lr: 3.500e-04, eta: 2:16:52, time: 1.146, data_time: 0.010, memory: 9526, top1_acc: 0.7821, top5_acc: 0.9232, loss_cls: 0.8531, loss: 0.8531, grad_norm: 3.5261 2020-07-25 03:18:14,656 - mmaction - INFO - Epoch [44][480/1074] lr: 3.500e-04, eta: 2:16:29, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.7739, top5_acc: 0.9252, loss_cls: 0.8692, loss: 0.8692, grad_norm: 3.4661 2020-07-25 03:18:37,699 - mmaction - INFO - Epoch [44][500/1074] lr: 3.500e-04, eta: 2:16:05, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9252, loss_cls: 0.8602, loss: 0.8602, grad_norm: 3.5291 2020-07-25 03:19:02,491 - mmaction - INFO - Epoch [44][520/1074] lr: 3.500e-04, eta: 2:15:42, time: 1.244, data_time: 0.008, memory: 9526, top1_acc: 0.7694, top5_acc: 0.9252, loss_cls: 0.8883, loss: 0.8883, grad_norm: 3.4760 2020-07-25 03:19:24,481 - mmaction - INFO - Epoch [44][540/1074] lr: 3.500e-04, eta: 2:15:19, time: 1.099, data_time: 0.006, memory: 9526, top1_acc: 0.7696, top5_acc: 0.9179, loss_cls: 0.9027, loss: 0.9027, grad_norm: 3.6162 2020-07-25 03:19:50,063 - mmaction - INFO - Epoch [44][560/1074] lr: 3.500e-04, eta: 2:14:56, time: 1.279, data_time: 0.003, memory: 9526, top1_acc: 0.7688, top5_acc: 0.9205, loss_cls: 0.8898, loss: 0.8898, grad_norm: 3.5067 2020-07-25 03:20:16,750 - mmaction - INFO - Epoch [44][580/1074] lr: 3.500e-04, eta: 2:14:33, time: 1.334, data_time: 0.006, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9277, loss_cls: 0.8556, loss: 0.8556, grad_norm: 3.5289 2020-07-25 03:20:40,601 - mmaction - INFO - Epoch [44][600/1074] lr: 3.500e-04, eta: 2:14:10, time: 1.192, data_time: 0.005, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9205, loss_cls: 0.8763, loss: 0.8763, grad_norm: 3.5636 2020-07-25 03:21:04,703 - mmaction - INFO - Epoch [44][620/1074] lr: 3.500e-04, eta: 2:13:47, time: 1.206, data_time: 0.008, memory: 9526, top1_acc: 0.7839, top5_acc: 0.9333, loss_cls: 0.8420, loss: 0.8420, grad_norm: 3.5539 2020-07-25 03:21:26,370 - mmaction - INFO - Epoch [44][640/1074] lr: 3.500e-04, eta: 2:13:23, time: 1.082, data_time: 0.002, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9270, loss_cls: 0.8708, loss: 0.8708, grad_norm: 3.5878 2020-07-25 03:21:50,521 - mmaction - INFO - Epoch [44][660/1074] lr: 3.500e-04, eta: 2:13:00, time: 1.209, data_time: 0.006, memory: 9526, top1_acc: 0.7663, top5_acc: 0.9185, loss_cls: 0.9020, loss: 0.9020, grad_norm: 3.5540 2020-07-25 03:22:13,634 - mmaction - INFO - Epoch [44][680/1074] lr: 3.500e-04, eta: 2:12:37, time: 1.155, data_time: 0.004, memory: 9526, top1_acc: 0.7694, top5_acc: 0.9232, loss_cls: 0.8931, loss: 0.8931, grad_norm: 3.6450 2020-07-25 03:22:38,120 - mmaction - INFO - Epoch [44][700/1074] lr: 3.500e-04, eta: 2:12:14, time: 1.222, data_time: 0.007, memory: 9526, top1_acc: 0.7801, top5_acc: 0.9248, loss_cls: 0.8767, loss: 0.8767, grad_norm: 3.4967 2020-07-25 03:23:00,966 - mmaction - INFO - Epoch [44][720/1074] lr: 3.500e-04, eta: 2:11:50, time: 1.145, data_time: 0.007, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9308, loss_cls: 0.8690, loss: 0.8690, grad_norm: 3.5898 2020-07-25 03:23:24,278 - mmaction - INFO - Epoch [44][740/1074] lr: 3.500e-04, eta: 2:11:27, time: 1.166, data_time: 0.006, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9210, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.5633 2020-07-25 03:23:46,710 - mmaction - INFO - Epoch [44][760/1074] lr: 3.500e-04, eta: 2:11:04, time: 1.119, data_time: 0.002, memory: 9526, top1_acc: 0.7739, top5_acc: 0.9188, loss_cls: 0.8876, loss: 0.8876, grad_norm: 3.5610 2020-07-25 03:24:11,165 - mmaction - INFO - Epoch [44][780/1074] lr: 3.500e-04, eta: 2:10:41, time: 1.225, data_time: 0.008, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9252, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.5214 2020-07-25 03:24:33,874 - mmaction - INFO - Epoch [44][800/1074] lr: 3.500e-04, eta: 2:10:17, time: 1.134, data_time: 0.005, memory: 9526, top1_acc: 0.7692, top5_acc: 0.9259, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.5221 2020-07-25 03:24:57,563 - mmaction - INFO - Epoch [44][820/1074] lr: 3.500e-04, eta: 2:09:54, time: 1.186, data_time: 0.006, memory: 9526, top1_acc: 0.7656, top5_acc: 0.9225, loss_cls: 0.9012, loss: 0.9012, grad_norm: 3.6124 2020-07-25 03:25:21,353 - mmaction - INFO - Epoch [44][840/1074] lr: 3.500e-04, eta: 2:09:31, time: 1.186, data_time: 0.004, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9270, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.5387 2020-07-25 03:25:43,739 - mmaction - INFO - Epoch [44][860/1074] lr: 3.500e-04, eta: 2:09:07, time: 1.117, data_time: 0.009, memory: 9526, top1_acc: 0.7723, top5_acc: 0.9241, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.6160 2020-07-25 03:26:04,933 - mmaction - INFO - Epoch [44][880/1074] lr: 3.500e-04, eta: 2:08:44, time: 1.062, data_time: 0.008, memory: 9526, top1_acc: 0.7656, top5_acc: 0.9259, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.6874 2020-07-25 03:26:28,147 - mmaction - INFO - Epoch [44][900/1074] lr: 3.500e-04, eta: 2:08:21, time: 1.162, data_time: 0.009, memory: 9526, top1_acc: 0.7801, top5_acc: 0.9304, loss_cls: 0.8593, loss: 0.8593, grad_norm: 3.5613 2020-07-25 03:26:50,586 - mmaction - INFO - Epoch [44][920/1074] lr: 3.500e-04, eta: 2:07:57, time: 1.119, data_time: 0.008, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9257, loss_cls: 0.8779, loss: 0.8779, grad_norm: 3.5404 2020-07-25 03:27:15,167 - mmaction - INFO - Epoch [44][940/1074] lr: 3.500e-04, eta: 2:07:34, time: 1.231, data_time: 0.008, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9250, loss_cls: 0.8734, loss: 0.8734, grad_norm: 3.5535 2020-07-25 03:27:39,282 - mmaction - INFO - Epoch [44][960/1074] lr: 3.500e-04, eta: 2:07:11, time: 1.205, data_time: 0.009, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9321, loss_cls: 0.8431, loss: 0.8431, grad_norm: 3.5689 2020-07-25 03:28:03,247 - mmaction - INFO - Epoch [44][980/1074] lr: 3.500e-04, eta: 2:06:48, time: 1.199, data_time: 0.006, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9237, loss_cls: 0.8724, loss: 0.8724, grad_norm: 3.5396 2020-07-25 03:28:25,447 - mmaction - INFO - Epoch [44][1000/1074] lr: 3.500e-04, eta: 2:06:24, time: 1.109, data_time: 0.008, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9252, loss_cls: 0.8926, loss: 0.8926, grad_norm: 3.6374 2020-07-25 03:28:48,715 - mmaction - INFO - Epoch [44][1020/1074] lr: 3.500e-04, eta: 2:06:01, time: 1.165, data_time: 0.007, memory: 9526, top1_acc: 0.7732, top5_acc: 0.9205, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.5661 2020-07-25 03:29:10,772 - mmaction - INFO - Epoch [44][1040/1074] lr: 3.500e-04, eta: 2:05:38, time: 1.099, data_time: 0.008, memory: 9526, top1_acc: 0.7866, top5_acc: 0.9290, loss_cls: 0.8368, loss: 0.8368, grad_norm: 3.4642 2020-07-25 03:29:34,434 - mmaction - INFO - Epoch [44][1060/1074] lr: 3.500e-04, eta: 2:05:14, time: 1.186, data_time: 0.008, memory: 9526, top1_acc: 0.7750, top5_acc: 0.9286, loss_cls: 0.8695, loss: 0.8695, grad_norm: 3.5697 2020-07-25 03:29:48,559 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-07-25 03:30:21,986 - mmaction - INFO - Epoch [45][20/1074] lr: 3.500e-04, eta: 2:04:34, time: 1.615, data_time: 0.505, memory: 9526, top1_acc: 0.7679, top5_acc: 0.9203, loss_cls: 0.8959, loss: 0.8959, grad_norm: 3.6419 2020-07-25 03:30:45,510 - mmaction - INFO - Epoch [45][40/1074] lr: 3.500e-04, eta: 2:04:11, time: 1.177, data_time: 0.004, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9297, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.5747 2020-07-25 03:31:09,420 - mmaction - INFO - Epoch [45][60/1074] lr: 3.500e-04, eta: 2:03:47, time: 1.192, data_time: 0.008, memory: 9526, top1_acc: 0.7777, top5_acc: 0.9254, loss_cls: 0.8569, loss: 0.8569, grad_norm: 3.5275 2020-07-25 03:31:31,207 - mmaction - INFO - Epoch [45][80/1074] lr: 3.500e-04, eta: 2:03:24, time: 1.092, data_time: 0.007, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9214, loss_cls: 0.8849, loss: 0.8849, grad_norm: 3.5688 2020-07-25 03:31:54,489 - mmaction - INFO - Epoch [45][100/1074] lr: 3.500e-04, eta: 2:03:01, time: 1.165, data_time: 0.004, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9232, loss_cls: 0.8630, loss: 0.8630, grad_norm: 3.5524 2020-07-25 03:32:19,204 - mmaction - INFO - Epoch [45][120/1074] lr: 3.500e-04, eta: 2:02:38, time: 1.233, data_time: 0.006, memory: 9526, top1_acc: 0.7795, top5_acc: 0.9232, loss_cls: 0.8541, loss: 0.8541, grad_norm: 3.5280 2020-07-25 03:32:42,109 - mmaction - INFO - Epoch [45][140/1074] lr: 3.500e-04, eta: 2:02:14, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7656, top5_acc: 0.9165, loss_cls: 0.9011, loss: 0.9011, grad_norm: 3.6111 2020-07-25 03:33:06,467 - mmaction - INFO - Epoch [45][160/1074] lr: 3.500e-04, eta: 2:01:51, time: 1.216, data_time: 0.003, memory: 9526, top1_acc: 0.7672, top5_acc: 0.9147, loss_cls: 0.9118, loss: 0.9118, grad_norm: 3.5376 2020-07-25 03:33:29,920 - mmaction - INFO - Epoch [45][180/1074] lr: 3.500e-04, eta: 2:01:28, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9259, loss_cls: 0.8809, loss: 0.8809, grad_norm: 3.5876 2020-07-25 03:33:52,040 - mmaction - INFO - Epoch [45][200/1074] lr: 3.500e-04, eta: 2:01:05, time: 1.106, data_time: 0.003, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9221, loss_cls: 0.8689, loss: 0.8689, grad_norm: 3.5777 2020-07-25 03:34:16,002 - mmaction - INFO - Epoch [45][220/1074] lr: 3.500e-04, eta: 2:00:41, time: 1.198, data_time: 0.004, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9313, loss_cls: 0.8526, loss: 0.8526, grad_norm: 3.5722 2020-07-25 03:34:39,669 - mmaction - INFO - Epoch [45][240/1074] lr: 3.500e-04, eta: 2:00:18, time: 1.179, data_time: 0.008, memory: 9526, top1_acc: 0.7777, top5_acc: 0.9250, loss_cls: 0.8784, loss: 0.8784, grad_norm: 3.5847 2020-07-25 03:35:05,786 - mmaction - INFO - Epoch [45][260/1074] lr: 3.500e-04, eta: 1:59:55, time: 1.311, data_time: 0.008, memory: 9526, top1_acc: 0.7801, top5_acc: 0.9306, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.5184 2020-07-25 03:35:30,104 - mmaction - INFO - Epoch [45][280/1074] lr: 3.500e-04, eta: 1:59:32, time: 1.212, data_time: 0.002, memory: 9526, top1_acc: 0.7683, top5_acc: 0.9281, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.6823 2020-07-25 03:35:54,465 - mmaction - INFO - Epoch [45][300/1074] lr: 3.500e-04, eta: 1:59:09, time: 1.218, data_time: 0.008, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9241, loss_cls: 0.8673, loss: 0.8673, grad_norm: 3.5681 2020-07-25 03:36:17,584 - mmaction - INFO - Epoch [45][320/1074] lr: 3.500e-04, eta: 1:58:46, time: 1.158, data_time: 0.007, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8583, loss: 0.8583, grad_norm: 3.5354 2020-07-25 03:36:40,249 - mmaction - INFO - Epoch [45][340/1074] lr: 3.500e-04, eta: 1:58:22, time: 1.131, data_time: 0.006, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.8677, loss: 0.8677, grad_norm: 3.5903 2020-07-25 03:37:05,011 - mmaction - INFO - Epoch [45][360/1074] lr: 3.500e-04, eta: 1:57:59, time: 1.240, data_time: 0.007, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9257, loss_cls: 0.8654, loss: 0.8654, grad_norm: 3.5782 2020-07-25 03:37:28,993 - mmaction - INFO - Epoch [45][380/1074] lr: 3.500e-04, eta: 1:57:36, time: 1.196, data_time: 0.005, memory: 9526, top1_acc: 0.7833, top5_acc: 0.9321, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.5583 2020-07-25 03:37:52,846 - mmaction - INFO - Epoch [45][400/1074] lr: 3.500e-04, eta: 1:57:13, time: 1.195, data_time: 0.008, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9315, loss_cls: 0.8347, loss: 0.8347, grad_norm: 3.5344 2020-07-25 03:38:18,438 - mmaction - INFO - Epoch [45][420/1074] lr: 3.500e-04, eta: 1:56:50, time: 1.278, data_time: 0.008, memory: 9526, top1_acc: 0.7643, top5_acc: 0.9152, loss_cls: 0.9179, loss: 0.9179, grad_norm: 3.6251 2020-07-25 03:38:42,685 - mmaction - INFO - Epoch [45][440/1074] lr: 3.500e-04, eta: 1:56:27, time: 1.215, data_time: 0.007, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9279, loss_cls: 0.8742, loss: 0.8742, grad_norm: 3.6255 2020-07-25 03:39:07,360 - mmaction - INFO - Epoch [45][460/1074] lr: 3.500e-04, eta: 1:56:04, time: 1.233, data_time: 0.007, memory: 9526, top1_acc: 0.7763, top5_acc: 0.9234, loss_cls: 0.8573, loss: 0.8573, grad_norm: 3.5003 2020-07-25 03:39:30,842 - mmaction - INFO - Epoch [45][480/1074] lr: 3.500e-04, eta: 1:55:40, time: 1.175, data_time: 0.006, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9237, loss_cls: 0.8729, loss: 0.8729, grad_norm: 3.5733 2020-07-25 03:39:54,730 - mmaction - INFO - Epoch [45][500/1074] lr: 3.500e-04, eta: 1:55:17, time: 1.195, data_time: 0.007, memory: 9526, top1_acc: 0.7804, top5_acc: 0.9295, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.5960 2020-07-25 03:40:19,445 - mmaction - INFO - Epoch [45][520/1074] lr: 3.500e-04, eta: 1:54:54, time: 1.234, data_time: 0.003, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9254, loss_cls: 0.8681, loss: 0.8681, grad_norm: 3.5259 2020-07-25 03:40:42,864 - mmaction - INFO - Epoch [45][540/1074] lr: 3.500e-04, eta: 1:54:31, time: 1.172, data_time: 0.007, memory: 9526, top1_acc: 0.7810, top5_acc: 0.9286, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.5127 2020-07-25 03:41:06,135 - mmaction - INFO - Epoch [45][560/1074] lr: 3.500e-04, eta: 1:54:08, time: 1.163, data_time: 0.004, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9268, loss_cls: 0.8402, loss: 0.8402, grad_norm: 3.5235 2020-07-25 03:41:29,078 - mmaction - INFO - Epoch [45][580/1074] lr: 3.500e-04, eta: 1:53:44, time: 1.148, data_time: 0.007, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9196, loss_cls: 0.8887, loss: 0.8887, grad_norm: 3.5982 2020-07-25 03:41:52,992 - mmaction - INFO - Epoch [45][600/1074] lr: 3.500e-04, eta: 1:53:21, time: 1.195, data_time: 0.005, memory: 9526, top1_acc: 0.7696, top5_acc: 0.9277, loss_cls: 0.8885, loss: 0.8885, grad_norm: 3.6243 2020-07-25 03:42:16,609 - mmaction - INFO - Epoch [45][620/1074] lr: 3.500e-04, eta: 1:52:58, time: 1.178, data_time: 0.007, memory: 9526, top1_acc: 0.7799, top5_acc: 0.9317, loss_cls: 0.8392, loss: 0.8392, grad_norm: 3.5599 2020-07-25 03:42:38,860 - mmaction - INFO - Epoch [45][640/1074] lr: 3.500e-04, eta: 1:52:34, time: 1.115, data_time: 0.008, memory: 9526, top1_acc: 0.7877, top5_acc: 0.9306, loss_cls: 0.8227, loss: 0.8227, grad_norm: 3.5137 2020-07-25 03:43:01,638 - mmaction - INFO - Epoch [45][660/1074] lr: 3.500e-04, eta: 1:52:11, time: 1.136, data_time: 0.008, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9275, loss_cls: 0.8591, loss: 0.8591, grad_norm: 3.5860 2020-07-25 03:43:25,226 - mmaction - INFO - Epoch [45][680/1074] lr: 3.500e-04, eta: 1:51:48, time: 1.182, data_time: 0.008, memory: 9526, top1_acc: 0.7674, top5_acc: 0.9295, loss_cls: 0.8676, loss: 0.8676, grad_norm: 3.6022 2020-07-25 03:43:48,134 - mmaction - INFO - Epoch [45][700/1074] lr: 3.500e-04, eta: 1:51:25, time: 1.146, data_time: 0.005, memory: 9526, top1_acc: 0.7710, top5_acc: 0.9243, loss_cls: 0.8724, loss: 0.8724, grad_norm: 3.5337 2020-07-25 03:44:13,212 - mmaction - INFO - Epoch [45][720/1074] lr: 3.500e-04, eta: 1:51:01, time: 1.252, data_time: 0.008, memory: 9526, top1_acc: 0.7839, top5_acc: 0.9254, loss_cls: 0.8377, loss: 0.8377, grad_norm: 3.4989 2020-07-25 03:44:36,144 - mmaction - INFO - Epoch [45][740/1074] lr: 3.500e-04, eta: 1:50:38, time: 1.148, data_time: 0.009, memory: 9526, top1_acc: 0.7888, top5_acc: 0.9346, loss_cls: 0.8113, loss: 0.8113, grad_norm: 3.4781 2020-07-25 03:44:59,012 - mmaction - INFO - Epoch [45][760/1074] lr: 3.500e-04, eta: 1:50:15, time: 1.144, data_time: 0.008, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9279, loss_cls: 0.8398, loss: 0.8398, grad_norm: 3.5416 2020-07-25 03:45:22,537 - mmaction - INFO - Epoch [45][780/1074] lr: 3.500e-04, eta: 1:49:52, time: 1.172, data_time: 0.004, memory: 9526, top1_acc: 0.7670, top5_acc: 0.9230, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.6707 2020-07-25 03:45:46,222 - mmaction - INFO - Epoch [45][800/1074] lr: 3.500e-04, eta: 1:49:28, time: 1.185, data_time: 0.012, memory: 9526, top1_acc: 0.7844, top5_acc: 0.9384, loss_cls: 0.8189, loss: 0.8189, grad_norm: 3.5492 2020-07-25 03:46:09,693 - mmaction - INFO - Epoch [45][820/1074] lr: 3.500e-04, eta: 1:49:05, time: 1.179, data_time: 0.008, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9281, loss_cls: 0.8454, loss: 0.8454, grad_norm: 3.5651 2020-07-25 03:46:32,999 - mmaction - INFO - Epoch [45][840/1074] lr: 3.500e-04, eta: 1:48:42, time: 1.165, data_time: 0.005, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9241, loss_cls: 0.8906, loss: 0.8906, grad_norm: 3.6673 2020-07-25 03:46:57,170 - mmaction - INFO - Epoch [45][860/1074] lr: 3.500e-04, eta: 1:48:19, time: 1.208, data_time: 0.004, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9315, loss_cls: 0.8273, loss: 0.8273, grad_norm: 3.4800 2020-07-25 03:47:21,408 - mmaction - INFO - Epoch [45][880/1074] lr: 3.500e-04, eta: 1:47:55, time: 1.207, data_time: 0.006, memory: 9526, top1_acc: 0.7864, top5_acc: 0.9252, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.5175 2020-07-25 03:47:42,943 - mmaction - INFO - Epoch [45][900/1074] lr: 3.500e-04, eta: 1:47:32, time: 1.082, data_time: 0.009, memory: 9526, top1_acc: 0.7694, top5_acc: 0.9203, loss_cls: 0.8967, loss: 0.8967, grad_norm: 3.6048 2020-07-25 03:48:08,052 - mmaction - INFO - Epoch [45][920/1074] lr: 3.500e-04, eta: 1:47:09, time: 1.254, data_time: 0.004, memory: 9526, top1_acc: 0.7741, top5_acc: 0.9275, loss_cls: 0.8542, loss: 0.8542, grad_norm: 3.5531 2020-07-25 03:48:31,996 - mmaction - INFO - Epoch [45][940/1074] lr: 3.500e-04, eta: 1:46:46, time: 1.197, data_time: 0.009, memory: 9526, top1_acc: 0.7750, top5_acc: 0.9230, loss_cls: 0.8814, loss: 0.8814, grad_norm: 3.6142 2020-07-25 03:48:55,423 - mmaction - INFO - Epoch [45][960/1074] lr: 3.500e-04, eta: 1:46:22, time: 1.173, data_time: 0.008, memory: 9526, top1_acc: 0.7813, top5_acc: 0.9272, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.5848 2020-07-25 03:49:19,099 - mmaction - INFO - Epoch [45][980/1074] lr: 3.500e-04, eta: 1:45:59, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9223, loss_cls: 0.8680, loss: 0.8680, grad_norm: 3.6502 2020-07-25 03:49:40,991 - mmaction - INFO - Epoch [45][1000/1074] lr: 3.500e-04, eta: 1:45:36, time: 1.097, data_time: 0.008, memory: 9526, top1_acc: 0.7732, top5_acc: 0.9248, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.6244 2020-07-25 03:50:07,148 - mmaction - INFO - Epoch [45][1020/1074] lr: 3.500e-04, eta: 1:45:13, time: 1.309, data_time: 0.009, memory: 9526, top1_acc: 0.7848, top5_acc: 0.9299, loss_cls: 0.8387, loss: 0.8387, grad_norm: 3.5399 2020-07-25 03:50:30,651 - mmaction - INFO - Epoch [45][1040/1074] lr: 3.500e-04, eta: 1:44:50, time: 1.175, data_time: 0.003, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9277, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.6329 2020-07-25 03:50:53,197 - mmaction - INFO - Epoch [45][1060/1074] lr: 3.500e-04, eta: 1:44:26, time: 1.127, data_time: 0.006, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9339, loss_cls: 0.8303, loss: 0.8303, grad_norm: 3.5618 2020-07-25 03:51:10,192 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-25 03:51:44,000 - mmaction - INFO - Epoch [46][20/1074] lr: 3.500e-04, eta: 1:43:46, time: 1.612, data_time: 0.448, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9270, loss_cls: 0.8443, loss: 0.8443, grad_norm: 3.5270 2020-07-25 03:52:07,106 - mmaction - INFO - Epoch [46][40/1074] lr: 3.500e-04, eta: 1:43:23, time: 1.153, data_time: 0.003, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9261, loss_cls: 0.8589, loss: 0.8589, grad_norm: 3.6193 2020-07-25 03:52:29,106 - mmaction - INFO - Epoch [46][60/1074] lr: 3.500e-04, eta: 1:42:59, time: 1.103, data_time: 0.007, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9263, loss_cls: 0.8578, loss: 0.8578, grad_norm: 3.4956 2020-07-25 03:52:55,075 - mmaction - INFO - Epoch [46][80/1074] lr: 3.500e-04, eta: 1:42:36, time: 1.298, data_time: 0.002, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9257, loss_cls: 0.8694, loss: 0.8694, grad_norm: 3.6183 2020-07-25 03:53:18,039 - mmaction - INFO - Epoch [46][100/1074] lr: 3.500e-04, eta: 1:42:13, time: 1.144, data_time: 0.004, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9306, loss_cls: 0.8598, loss: 0.8598, grad_norm: 3.6164 2020-07-25 03:53:40,855 - mmaction - INFO - Epoch [46][120/1074] lr: 3.500e-04, eta: 1:41:50, time: 1.144, data_time: 0.007, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9279, loss_cls: 0.8856, loss: 0.8856, grad_norm: 3.6661 2020-07-25 03:54:04,543 - mmaction - INFO - Epoch [46][140/1074] lr: 3.500e-04, eta: 1:41:26, time: 1.185, data_time: 0.007, memory: 9526, top1_acc: 0.7670, top5_acc: 0.9259, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.6345 2020-07-25 03:54:27,824 - mmaction - INFO - Epoch [46][160/1074] lr: 3.500e-04, eta: 1:41:03, time: 1.163, data_time: 0.004, memory: 9526, top1_acc: 0.7638, top5_acc: 0.9239, loss_cls: 0.8996, loss: 0.8996, grad_norm: 3.6077 2020-07-25 03:54:50,903 - mmaction - INFO - Epoch [46][180/1074] lr: 3.500e-04, eta: 1:40:40, time: 1.153, data_time: 0.007, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9277, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.5475 2020-07-25 03:55:15,018 - mmaction - INFO - Epoch [46][200/1074] lr: 3.500e-04, eta: 1:40:17, time: 1.208, data_time: 0.010, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9288, loss_cls: 0.8559, loss: 0.8559, grad_norm: 3.5588 2020-07-25 03:55:38,565 - mmaction - INFO - Epoch [46][220/1074] lr: 3.500e-04, eta: 1:39:53, time: 1.176, data_time: 0.003, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9275, loss_cls: 0.8544, loss: 0.8544, grad_norm: 3.6619 2020-07-25 03:56:04,109 - mmaction - INFO - Epoch [46][240/1074] lr: 3.500e-04, eta: 1:39:30, time: 1.275, data_time: 0.006, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.5606 2020-07-25 03:56:27,397 - mmaction - INFO - Epoch [46][260/1074] lr: 3.500e-04, eta: 1:39:07, time: 1.168, data_time: 0.006, memory: 9526, top1_acc: 0.7725, top5_acc: 0.9185, loss_cls: 0.8934, loss: 0.8934, grad_norm: 3.6411 2020-07-25 03:56:51,536 - mmaction - INFO - Epoch [46][280/1074] lr: 3.500e-04, eta: 1:38:44, time: 1.207, data_time: 0.004, memory: 9526, top1_acc: 0.7813, top5_acc: 0.9290, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.5759 2020-07-25 03:57:15,105 - mmaction - INFO - Epoch [46][300/1074] lr: 3.500e-04, eta: 1:38:21, time: 1.179, data_time: 0.004, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9257, loss_cls: 0.8730, loss: 0.8730, grad_norm: 3.5838 2020-07-25 03:57:38,463 - mmaction - INFO - Epoch [46][320/1074] lr: 3.500e-04, eta: 1:37:57, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9263, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.5917 2020-07-25 03:58:01,855 - mmaction - INFO - Epoch [46][340/1074] lr: 3.500e-04, eta: 1:37:34, time: 1.172, data_time: 0.008, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9301, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.5396 2020-07-25 03:58:24,811 - mmaction - INFO - Epoch [46][360/1074] lr: 3.500e-04, eta: 1:37:11, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9290, loss_cls: 0.8530, loss: 0.8530, grad_norm: 3.6238 2020-07-25 03:58:49,433 - mmaction - INFO - Epoch [46][380/1074] lr: 3.500e-04, eta: 1:36:48, time: 1.233, data_time: 0.008, memory: 9526, top1_acc: 0.7828, top5_acc: 0.9339, loss_cls: 0.8336, loss: 0.8336, grad_norm: 3.5220 2020-07-25 03:59:12,807 - mmaction - INFO - Epoch [46][400/1074] lr: 3.500e-04, eta: 1:36:24, time: 1.166, data_time: 0.008, memory: 9526, top1_acc: 0.7886, top5_acc: 0.9270, loss_cls: 0.8195, loss: 0.8195, grad_norm: 3.4603 2020-07-25 03:59:35,824 - mmaction - INFO - Epoch [46][420/1074] lr: 3.500e-04, eta: 1:36:01, time: 1.154, data_time: 0.007, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9281, loss_cls: 0.8630, loss: 0.8630, grad_norm: 3.5638 2020-07-25 03:59:58,628 - mmaction - INFO - Epoch [46][440/1074] lr: 3.500e-04, eta: 1:35:38, time: 1.138, data_time: 0.006, memory: 9526, top1_acc: 0.7750, top5_acc: 0.9263, loss_cls: 0.8832, loss: 0.8832, grad_norm: 3.6561 2020-07-25 04:00:24,574 - mmaction - INFO - Epoch [46][460/1074] lr: 3.500e-04, eta: 1:35:15, time: 1.298, data_time: 0.007, memory: 9526, top1_acc: 0.7670, top5_acc: 0.9196, loss_cls: 0.9072, loss: 0.9072, grad_norm: 3.7112 2020-07-25 04:00:48,159 - mmaction - INFO - Epoch [46][480/1074] lr: 3.500e-04, eta: 1:34:51, time: 1.180, data_time: 0.031, memory: 9526, top1_acc: 0.7893, top5_acc: 0.9326, loss_cls: 0.8033, loss: 0.8033, grad_norm: 3.4537 2020-07-25 04:01:12,456 - mmaction - INFO - Epoch [46][500/1074] lr: 3.500e-04, eta: 1:34:28, time: 1.215, data_time: 0.007, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9225, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.5968 2020-07-25 04:01:38,229 - mmaction - INFO - Epoch [46][520/1074] lr: 3.500e-04, eta: 1:34:05, time: 1.287, data_time: 0.007, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9319, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.5478 2020-07-25 04:02:02,307 - mmaction - INFO - Epoch [46][540/1074] lr: 3.500e-04, eta: 1:33:42, time: 1.206, data_time: 0.008, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9241, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.5943 2020-07-25 04:02:25,274 - mmaction - INFO - Epoch [46][560/1074] lr: 3.500e-04, eta: 1:33:19, time: 1.147, data_time: 0.006, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9270, loss_cls: 0.8619, loss: 0.8619, grad_norm: 3.6534 2020-07-25 04:02:49,374 - mmaction - INFO - Epoch [46][580/1074] lr: 3.500e-04, eta: 1:32:55, time: 1.207, data_time: 0.007, memory: 9526, top1_acc: 0.7777, top5_acc: 0.9297, loss_cls: 0.8536, loss: 0.8536, grad_norm: 3.6115 2020-07-25 04:03:14,122 - mmaction - INFO - Epoch [46][600/1074] lr: 3.500e-04, eta: 1:32:32, time: 1.232, data_time: 0.005, memory: 9526, top1_acc: 0.7833, top5_acc: 0.9301, loss_cls: 0.8215, loss: 0.8215, grad_norm: 3.5173 2020-07-25 04:03:37,791 - mmaction - INFO - Epoch [46][620/1074] lr: 3.500e-04, eta: 1:32:09, time: 1.187, data_time: 0.009, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9243, loss_cls: 0.8620, loss: 0.8620, grad_norm: 3.4953 2020-07-25 04:04:00,209 - mmaction - INFO - Epoch [46][640/1074] lr: 3.500e-04, eta: 1:31:46, time: 1.121, data_time: 0.007, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9234, loss_cls: 0.8837, loss: 0.8837, grad_norm: 3.6429 2020-07-25 04:04:24,263 - mmaction - INFO - Epoch [46][660/1074] lr: 3.500e-04, eta: 1:31:22, time: 1.205, data_time: 0.006, memory: 9526, top1_acc: 0.7701, top5_acc: 0.9223, loss_cls: 0.8747, loss: 0.8747, grad_norm: 3.6334 2020-07-25 04:04:46,426 - mmaction - INFO - Epoch [46][680/1074] lr: 3.500e-04, eta: 1:30:59, time: 1.105, data_time: 0.006, memory: 9526, top1_acc: 0.7685, top5_acc: 0.9248, loss_cls: 0.8991, loss: 0.8991, grad_norm: 3.6835 2020-07-25 04:05:10,150 - mmaction - INFO - Epoch [46][700/1074] lr: 3.500e-04, eta: 1:30:36, time: 1.189, data_time: 0.009, memory: 9526, top1_acc: 0.7725, top5_acc: 0.9237, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.5844 2020-07-25 04:05:33,468 - mmaction - INFO - Epoch [46][720/1074] lr: 3.500e-04, eta: 1:30:13, time: 1.164, data_time: 0.003, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9239, loss_cls: 0.8863, loss: 0.8863, grad_norm: 3.5728 2020-07-25 04:05:57,663 - mmaction - INFO - Epoch [46][740/1074] lr: 3.500e-04, eta: 1:29:49, time: 1.209, data_time: 0.009, memory: 9526, top1_acc: 0.7699, top5_acc: 0.9266, loss_cls: 0.8771, loss: 0.8771, grad_norm: 3.6234 2020-07-25 04:06:23,676 - mmaction - INFO - Epoch [46][760/1074] lr: 3.500e-04, eta: 1:29:26, time: 1.304, data_time: 0.008, memory: 9526, top1_acc: 0.7621, top5_acc: 0.9183, loss_cls: 0.8886, loss: 0.8886, grad_norm: 3.6494 2020-07-25 04:06:47,087 - mmaction - INFO - Epoch [46][780/1074] lr: 3.500e-04, eta: 1:29:03, time: 1.166, data_time: 0.005, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9328, loss_cls: 0.8363, loss: 0.8363, grad_norm: 3.5751 2020-07-25 04:07:09,104 - mmaction - INFO - Epoch [46][800/1074] lr: 3.500e-04, eta: 1:28:40, time: 1.105, data_time: 0.010, memory: 9526, top1_acc: 0.7804, top5_acc: 0.9275, loss_cls: 0.8591, loss: 0.8591, grad_norm: 3.5571 2020-07-25 04:07:33,372 - mmaction - INFO - Epoch [46][820/1074] lr: 3.500e-04, eta: 1:28:16, time: 1.213, data_time: 0.007, memory: 9526, top1_acc: 0.7833, top5_acc: 0.9292, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.5274 2020-07-25 04:07:57,039 - mmaction - INFO - Epoch [46][840/1074] lr: 3.500e-04, eta: 1:27:53, time: 1.184, data_time: 0.004, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9237, loss_cls: 0.8666, loss: 0.8666, grad_norm: 3.5921 2020-07-25 04:08:21,127 - mmaction - INFO - Epoch [46][860/1074] lr: 3.500e-04, eta: 1:27:30, time: 1.202, data_time: 0.007, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9272, loss_cls: 0.8512, loss: 0.8512, grad_norm: 3.6143 2020-07-25 04:08:43,481 - mmaction - INFO - Epoch [46][880/1074] lr: 3.500e-04, eta: 1:27:07, time: 1.119, data_time: 0.008, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9290, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.5515 2020-07-25 04:09:08,034 - mmaction - INFO - Epoch [46][900/1074] lr: 3.500e-04, eta: 1:26:43, time: 1.229, data_time: 0.008, memory: 9526, top1_acc: 0.7868, top5_acc: 0.9292, loss_cls: 0.8393, loss: 0.8393, grad_norm: 3.5044 2020-07-25 04:09:31,285 - mmaction - INFO - Epoch [46][920/1074] lr: 3.500e-04, eta: 1:26:20, time: 1.161, data_time: 0.004, memory: 9526, top1_acc: 0.7694, top5_acc: 0.9283, loss_cls: 0.8811, loss: 0.8811, grad_norm: 3.6250 2020-07-25 04:09:53,877 - mmaction - INFO - Epoch [46][940/1074] lr: 3.500e-04, eta: 1:25:57, time: 1.131, data_time: 0.007, memory: 9526, top1_acc: 0.7688, top5_acc: 0.9185, loss_cls: 0.8971, loss: 0.8971, grad_norm: 3.7036 2020-07-25 04:10:17,686 - mmaction - INFO - Epoch [46][960/1074] lr: 3.500e-04, eta: 1:25:34, time: 1.187, data_time: 0.004, memory: 9526, top1_acc: 0.7708, top5_acc: 0.9266, loss_cls: 0.8970, loss: 0.8970, grad_norm: 3.6642 2020-07-25 04:10:42,543 - mmaction - INFO - Epoch [46][980/1074] lr: 3.500e-04, eta: 1:25:10, time: 1.246, data_time: 0.009, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9234, loss_cls: 0.8674, loss: 0.8674, grad_norm: 3.5731 2020-07-25 04:11:04,817 - mmaction - INFO - Epoch [46][1000/1074] lr: 3.500e-04, eta: 1:24:47, time: 1.112, data_time: 0.004, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9257, loss_cls: 0.8432, loss: 0.8432, grad_norm: 3.6072 2020-07-25 04:11:28,205 - mmaction - INFO - Epoch [46][1020/1074] lr: 3.500e-04, eta: 1:24:24, time: 1.171, data_time: 0.007, memory: 9526, top1_acc: 0.7795, top5_acc: 0.9183, loss_cls: 0.8622, loss: 0.8622, grad_norm: 3.5075 2020-07-25 04:11:52,079 - mmaction - INFO - Epoch [46][1040/1074] lr: 3.500e-04, eta: 1:24:01, time: 1.192, data_time: 0.004, memory: 9526, top1_acc: 0.7705, top5_acc: 0.9268, loss_cls: 0.8769, loss: 0.8769, grad_norm: 3.6347 2020-07-25 04:12:17,217 - mmaction - INFO - Epoch [46][1060/1074] lr: 3.500e-04, eta: 1:23:37, time: 1.255, data_time: 0.008, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9259, loss_cls: 0.8924, loss: 0.8924, grad_norm: 3.6330 2020-07-25 04:12:32,493 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-07-25 04:13:09,670 - mmaction - INFO - Epoch [47][20/1074] lr: 3.500e-04, eta: 1:22:57, time: 1.719, data_time: 0.573, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9239, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.6204 2020-07-25 04:13:32,291 - mmaction - INFO - Epoch [47][40/1074] lr: 3.500e-04, eta: 1:22:34, time: 1.134, data_time: 0.011, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9283, loss_cls: 0.8717, loss: 0.8717, grad_norm: 3.6004 2020-07-25 04:13:54,282 - mmaction - INFO - Epoch [47][60/1074] lr: 3.500e-04, eta: 1:22:11, time: 1.101, data_time: 0.008, memory: 9526, top1_acc: 0.7795, top5_acc: 0.9228, loss_cls: 0.8473, loss: 0.8473, grad_norm: 3.5600 2020-07-25 04:14:18,729 - mmaction - INFO - Epoch [47][80/1074] lr: 3.500e-04, eta: 1:21:48, time: 1.220, data_time: 0.006, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9248, loss_cls: 0.8629, loss: 0.8629, grad_norm: 3.6443 2020-07-25 04:14:40,907 - mmaction - INFO - Epoch [47][100/1074] lr: 3.500e-04, eta: 1:21:24, time: 1.111, data_time: 0.009, memory: 9526, top1_acc: 0.7839, top5_acc: 0.9308, loss_cls: 0.8391, loss: 0.8391, grad_norm: 3.5734 2020-07-25 04:15:05,041 - mmaction - INFO - Epoch [47][120/1074] lr: 3.500e-04, eta: 1:21:01, time: 1.205, data_time: 0.008, memory: 9526, top1_acc: 0.7667, top5_acc: 0.9239, loss_cls: 0.8761, loss: 0.8761, grad_norm: 3.6041 2020-07-25 04:15:27,630 - mmaction - INFO - Epoch [47][140/1074] lr: 3.500e-04, eta: 1:20:38, time: 1.132, data_time: 0.006, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9243, loss_cls: 0.8926, loss: 0.8926, grad_norm: 3.6576 2020-07-25 04:15:51,127 - mmaction - INFO - Epoch [47][160/1074] lr: 3.500e-04, eta: 1:20:14, time: 1.175, data_time: 0.006, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.5522 2020-07-25 04:16:15,519 - mmaction - INFO - Epoch [47][180/1074] lr: 3.500e-04, eta: 1:19:51, time: 1.220, data_time: 0.005, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9306, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.5980 2020-07-25 04:16:38,098 - mmaction - INFO - Epoch [47][200/1074] lr: 3.500e-04, eta: 1:19:28, time: 1.130, data_time: 0.007, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9261, loss_cls: 0.8577, loss: 0.8577, grad_norm: 3.5009 2020-07-25 04:17:01,276 - mmaction - INFO - Epoch [47][220/1074] lr: 3.500e-04, eta: 1:19:05, time: 1.158, data_time: 0.005, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9268, loss_cls: 0.8547, loss: 0.8547, grad_norm: 3.6175 2020-07-25 04:17:24,302 - mmaction - INFO - Epoch [47][240/1074] lr: 3.500e-04, eta: 1:18:41, time: 1.149, data_time: 0.006, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9292, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.5709 2020-07-25 04:17:48,646 - mmaction - INFO - Epoch [47][260/1074] lr: 3.500e-04, eta: 1:18:18, time: 1.220, data_time: 0.008, memory: 9526, top1_acc: 0.7750, top5_acc: 0.9214, loss_cls: 0.8836, loss: 0.8836, grad_norm: 3.6852 2020-07-25 04:18:12,628 - mmaction - INFO - Epoch [47][280/1074] lr: 3.500e-04, eta: 1:17:55, time: 1.196, data_time: 0.006, memory: 9526, top1_acc: 0.7819, top5_acc: 0.9364, loss_cls: 0.8216, loss: 0.8216, grad_norm: 3.5287 2020-07-25 04:18:36,072 - mmaction - INFO - Epoch [47][300/1074] lr: 3.500e-04, eta: 1:17:32, time: 1.175, data_time: 0.009, memory: 9526, top1_acc: 0.7629, top5_acc: 0.9225, loss_cls: 0.8992, loss: 0.8992, grad_norm: 3.6863 2020-07-25 04:18:59,197 - mmaction - INFO - Epoch [47][320/1074] lr: 3.500e-04, eta: 1:17:08, time: 1.154, data_time: 0.005, memory: 9526, top1_acc: 0.7804, top5_acc: 0.9257, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.5920 2020-07-25 04:19:24,223 - mmaction - INFO - Epoch [47][340/1074] lr: 3.500e-04, eta: 1:16:45, time: 1.253, data_time: 0.007, memory: 9526, top1_acc: 0.7857, top5_acc: 0.9319, loss_cls: 0.8030, loss: 0.8030, grad_norm: 3.4788 2020-07-25 04:19:47,535 - mmaction - INFO - Epoch [47][360/1074] lr: 3.500e-04, eta: 1:16:22, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9283, loss_cls: 0.8269, loss: 0.8269, grad_norm: 3.4794 2020-07-25 04:20:12,661 - mmaction - INFO - Epoch [47][380/1074] lr: 3.500e-04, eta: 1:15:59, time: 1.256, data_time: 0.008, memory: 9526, top1_acc: 0.7821, top5_acc: 0.9288, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.5727 2020-07-25 04:20:36,400 - mmaction - INFO - Epoch [47][400/1074] lr: 3.500e-04, eta: 1:15:35, time: 1.191, data_time: 0.007, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9185, loss_cls: 0.8990, loss: 0.8990, grad_norm: 3.6716 2020-07-25 04:21:00,068 - mmaction - INFO - Epoch [47][420/1074] lr: 3.500e-04, eta: 1:15:12, time: 1.183, data_time: 0.006, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9275, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.5529 2020-07-25 04:21:26,538 - mmaction - INFO - Epoch [47][440/1074] lr: 3.500e-04, eta: 1:14:49, time: 1.321, data_time: 0.115, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9232, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.6064 2020-07-25 04:21:50,612 - mmaction - INFO - Epoch [47][460/1074] lr: 3.500e-04, eta: 1:14:26, time: 1.205, data_time: 0.009, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9299, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.7155 2020-07-25 04:22:14,539 - mmaction - INFO - Epoch [47][480/1074] lr: 3.500e-04, eta: 1:14:03, time: 1.196, data_time: 0.003, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9223, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.6295 2020-07-25 04:22:39,338 - mmaction - INFO - Epoch [47][500/1074] lr: 3.500e-04, eta: 1:13:39, time: 1.239, data_time: 0.009, memory: 9526, top1_acc: 0.7824, top5_acc: 0.9252, loss_cls: 0.8608, loss: 0.8608, grad_norm: 3.5562 2020-07-25 04:23:03,576 - mmaction - INFO - Epoch [47][520/1074] lr: 3.500e-04, eta: 1:13:16, time: 1.212, data_time: 0.004, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9259, loss_cls: 0.8535, loss: 0.8535, grad_norm: 3.5745 2020-07-25 04:23:27,380 - mmaction - INFO - Epoch [47][540/1074] lr: 3.500e-04, eta: 1:12:53, time: 1.191, data_time: 0.008, memory: 9526, top1_acc: 0.7746, top5_acc: 0.9297, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.5884 2020-07-25 04:23:51,325 - mmaction - INFO - Epoch [47][560/1074] lr: 3.500e-04, eta: 1:12:30, time: 1.195, data_time: 0.003, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9214, loss_cls: 0.8864, loss: 0.8864, grad_norm: 3.6760 2020-07-25 04:24:14,616 - mmaction - INFO - Epoch [47][580/1074] lr: 3.500e-04, eta: 1:12:06, time: 1.163, data_time: 0.009, memory: 9526, top1_acc: 0.7710, top5_acc: 0.9221, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.6346 2020-07-25 04:24:37,975 - mmaction - INFO - Epoch [47][600/1074] lr: 3.500e-04, eta: 1:11:43, time: 1.172, data_time: 0.009, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9324, loss_cls: 0.8507, loss: 0.8507, grad_norm: 3.5545 2020-07-25 04:25:00,243 - mmaction - INFO - Epoch [47][620/1074] lr: 3.500e-04, eta: 1:11:20, time: 1.111, data_time: 0.007, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9241, loss_cls: 0.8654, loss: 0.8654, grad_norm: 3.6491 2020-07-25 04:25:24,240 - mmaction - INFO - Epoch [47][640/1074] lr: 3.500e-04, eta: 1:10:57, time: 1.201, data_time: 0.008, memory: 9526, top1_acc: 0.7710, top5_acc: 0.9272, loss_cls: 0.8794, loss: 0.8794, grad_norm: 3.6437 2020-07-25 04:25:48,335 - mmaction - INFO - Epoch [47][660/1074] lr: 3.500e-04, eta: 1:10:33, time: 1.203, data_time: 0.008, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9281, loss_cls: 0.8600, loss: 0.8600, grad_norm: 3.5896 2020-07-25 04:26:11,544 - mmaction - INFO - Epoch [47][680/1074] lr: 3.500e-04, eta: 1:10:10, time: 1.163, data_time: 0.007, memory: 9526, top1_acc: 0.7732, top5_acc: 0.9292, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.6376 2020-07-25 04:26:35,443 - mmaction - INFO - Epoch [47][700/1074] lr: 3.500e-04, eta: 1:09:47, time: 1.195, data_time: 0.007, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9234, loss_cls: 0.8891, loss: 0.8891, grad_norm: 3.6818 2020-07-25 04:26:57,871 - mmaction - INFO - Epoch [47][720/1074] lr: 3.500e-04, eta: 1:09:23, time: 1.119, data_time: 0.006, memory: 9526, top1_acc: 0.7813, top5_acc: 0.9308, loss_cls: 0.8352, loss: 0.8352, grad_norm: 3.5937 2020-07-25 04:27:21,636 - mmaction - INFO - Epoch [47][740/1074] lr: 3.500e-04, eta: 1:09:00, time: 1.188, data_time: 0.009, memory: 9526, top1_acc: 0.7674, top5_acc: 0.9310, loss_cls: 0.8668, loss: 0.8668, grad_norm: 3.6188 2020-07-25 04:27:44,546 - mmaction - INFO - Epoch [47][760/1074] lr: 3.500e-04, eta: 1:08:37, time: 1.147, data_time: 0.008, memory: 9526, top1_acc: 0.7777, top5_acc: 0.9281, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.6644 2020-07-25 04:28:08,252 - mmaction - INFO - Epoch [47][780/1074] lr: 3.500e-04, eta: 1:08:14, time: 1.182, data_time: 0.007, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9288, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.6079 2020-07-25 04:28:30,820 - mmaction - INFO - Epoch [47][800/1074] lr: 3.500e-04, eta: 1:07:50, time: 1.132, data_time: 0.009, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9288, loss_cls: 0.8382, loss: 0.8382, grad_norm: 3.6603 2020-07-25 04:28:55,531 - mmaction - INFO - Epoch [47][820/1074] lr: 3.500e-04, eta: 1:07:27, time: 1.234, data_time: 0.007, memory: 9526, top1_acc: 0.7710, top5_acc: 0.9248, loss_cls: 0.8693, loss: 0.8693, grad_norm: 3.6564 2020-07-25 04:29:21,720 - mmaction - INFO - Epoch [47][840/1074] lr: 3.500e-04, eta: 1:07:04, time: 1.310, data_time: 0.009, memory: 9526, top1_acc: 0.7623, top5_acc: 0.9217, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.6909 2020-07-25 04:29:45,162 - mmaction - INFO - Epoch [47][860/1074] lr: 3.500e-04, eta: 1:06:41, time: 1.169, data_time: 0.008, memory: 9526, top1_acc: 0.7833, top5_acc: 0.9281, loss_cls: 0.8595, loss: 0.8595, grad_norm: 3.6088 2020-07-25 04:30:08,434 - mmaction - INFO - Epoch [47][880/1074] lr: 3.500e-04, eta: 1:06:17, time: 1.167, data_time: 0.008, memory: 9526, top1_acc: 0.7801, top5_acc: 0.9301, loss_cls: 0.8481, loss: 0.8481, grad_norm: 3.5853 2020-07-25 04:30:32,271 - mmaction - INFO - Epoch [47][900/1074] lr: 3.500e-04, eta: 1:05:54, time: 1.191, data_time: 0.003, memory: 9526, top1_acc: 0.7692, top5_acc: 0.9277, loss_cls: 0.8684, loss: 0.8684, grad_norm: 3.6096 2020-07-25 04:30:55,853 - mmaction - INFO - Epoch [47][920/1074] lr: 3.500e-04, eta: 1:05:31, time: 1.177, data_time: 0.008, memory: 9526, top1_acc: 0.7674, top5_acc: 0.9203, loss_cls: 0.9025, loss: 0.9025, grad_norm: 3.6752 2020-07-25 04:31:18,009 - mmaction - INFO - Epoch [47][940/1074] lr: 3.500e-04, eta: 1:05:08, time: 1.111, data_time: 0.008, memory: 9526, top1_acc: 0.7810, top5_acc: 0.9310, loss_cls: 0.8464, loss: 0.8464, grad_norm: 3.5763 2020-07-25 04:31:40,771 - mmaction - INFO - Epoch [47][960/1074] lr: 3.500e-04, eta: 1:04:44, time: 1.135, data_time: 0.008, memory: 9526, top1_acc: 0.7725, top5_acc: 0.9234, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.6309 2020-07-25 04:32:02,909 - mmaction - INFO - Epoch [47][980/1074] lr: 3.500e-04, eta: 1:04:21, time: 1.110, data_time: 0.007, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9277, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.6596 2020-07-25 04:32:26,255 - mmaction - INFO - Epoch [47][1000/1074] lr: 3.500e-04, eta: 1:03:58, time: 1.164, data_time: 0.007, memory: 9526, top1_acc: 0.7685, top5_acc: 0.9268, loss_cls: 0.8743, loss: 0.8743, grad_norm: 3.7023 2020-07-25 04:32:49,670 - mmaction - INFO - Epoch [47][1020/1074] lr: 3.500e-04, eta: 1:03:34, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9237, loss_cls: 0.8612, loss: 0.8612, grad_norm: 3.6140 2020-07-25 04:33:14,374 - mmaction - INFO - Epoch [47][1040/1074] lr: 3.500e-04, eta: 1:03:11, time: 1.233, data_time: 0.006, memory: 9526, top1_acc: 0.7739, top5_acc: 0.9288, loss_cls: 0.8535, loss: 0.8535, grad_norm: 3.6373 2020-07-25 04:33:37,138 - mmaction - INFO - Epoch [47][1060/1074] lr: 3.500e-04, eta: 1:02:48, time: 1.140, data_time: 0.006, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9277, loss_cls: 0.8583, loss: 0.8583, grad_norm: 3.6179 2020-07-25 04:33:53,018 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-07-25 04:34:26,858 - mmaction - INFO - Epoch [48][20/1074] lr: 3.500e-04, eta: 1:02:08, time: 1.578, data_time: 0.407, memory: 9526, top1_acc: 0.7873, top5_acc: 0.9272, loss_cls: 0.8584, loss: 0.8584, grad_norm: 3.6829 2020-07-25 04:34:48,879 - mmaction - INFO - Epoch [48][40/1074] lr: 3.500e-04, eta: 1:01:44, time: 1.105, data_time: 0.010, memory: 9526, top1_acc: 0.7672, top5_acc: 0.9315, loss_cls: 0.8575, loss: 0.8575, grad_norm: 3.6155 2020-07-25 04:35:10,859 - mmaction - INFO - Epoch [48][60/1074] lr: 3.500e-04, eta: 1:01:21, time: 1.101, data_time: 0.007, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9270, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.5010 2020-07-25 04:35:35,401 - mmaction - INFO - Epoch [48][80/1074] lr: 3.500e-04, eta: 1:00:58, time: 1.227, data_time: 0.003, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9286, loss_cls: 0.8426, loss: 0.8426, grad_norm: 3.6122 2020-07-25 04:35:58,075 - mmaction - INFO - Epoch [48][100/1074] lr: 3.500e-04, eta: 1:00:34, time: 1.133, data_time: 0.006, memory: 9526, top1_acc: 0.7839, top5_acc: 0.9299, loss_cls: 0.8253, loss: 0.8253, grad_norm: 3.5332 2020-07-25 04:36:20,683 - mmaction - INFO - Epoch [48][120/1074] lr: 3.500e-04, eta: 1:00:11, time: 1.130, data_time: 0.003, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9275, loss_cls: 0.8538, loss: 0.8538, grad_norm: 3.6574 2020-07-25 04:36:45,097 - mmaction - INFO - Epoch [48][140/1074] lr: 3.500e-04, eta: 0:59:48, time: 1.222, data_time: 0.006, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9225, loss_cls: 0.8774, loss: 0.8774, grad_norm: 3.7207 2020-07-25 04:37:09,174 - mmaction - INFO - Epoch [48][160/1074] lr: 3.500e-04, eta: 0:59:25, time: 1.201, data_time: 0.007, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9306, loss_cls: 0.8424, loss: 0.8424, grad_norm: 3.6310 2020-07-25 04:37:32,776 - mmaction - INFO - Epoch [48][180/1074] lr: 3.500e-04, eta: 0:59:01, time: 1.183, data_time: 0.007, memory: 9526, top1_acc: 0.7815, top5_acc: 0.9239, loss_cls: 0.8489, loss: 0.8489, grad_norm: 3.5363 2020-07-25 04:37:55,833 - mmaction - INFO - Epoch [48][200/1074] lr: 3.500e-04, eta: 0:58:38, time: 1.153, data_time: 0.006, memory: 9526, top1_acc: 0.7833, top5_acc: 0.9252, loss_cls: 0.8608, loss: 0.8608, grad_norm: 3.6243 2020-07-25 04:38:20,636 - mmaction - INFO - Epoch [48][220/1074] lr: 3.500e-04, eta: 0:58:15, time: 1.240, data_time: 0.004, memory: 9526, top1_acc: 0.7799, top5_acc: 0.9290, loss_cls: 0.8481, loss: 0.8481, grad_norm: 3.6394 2020-07-25 04:38:44,124 - mmaction - INFO - Epoch [48][240/1074] lr: 3.500e-04, eta: 0:57:52, time: 1.175, data_time: 0.006, memory: 9526, top1_acc: 0.7634, top5_acc: 0.9203, loss_cls: 0.9025, loss: 0.9025, grad_norm: 3.7051 2020-07-25 04:39:07,212 - mmaction - INFO - Epoch [48][260/1074] lr: 3.500e-04, eta: 0:57:28, time: 1.152, data_time: 0.004, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9259, loss_cls: 0.8413, loss: 0.8413, grad_norm: 3.6138 2020-07-25 04:39:31,497 - mmaction - INFO - Epoch [48][280/1074] lr: 3.500e-04, eta: 0:57:05, time: 1.212, data_time: 0.007, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9290, loss_cls: 0.8579, loss: 0.8579, grad_norm: 3.6532 2020-07-25 04:39:53,620 - mmaction - INFO - Epoch [48][300/1074] lr: 3.500e-04, eta: 0:56:42, time: 1.109, data_time: 0.008, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9268, loss_cls: 0.8547, loss: 0.8547, grad_norm: 3.6345 2020-07-25 04:40:16,394 - mmaction - INFO - Epoch [48][320/1074] lr: 3.500e-04, eta: 0:56:18, time: 1.134, data_time: 0.007, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9308, loss_cls: 0.8360, loss: 0.8360, grad_norm: 3.6291 2020-07-25 04:40:40,455 - mmaction - INFO - Epoch [48][340/1074] lr: 3.500e-04, eta: 0:55:55, time: 1.207, data_time: 0.009, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9297, loss_cls: 0.8547, loss: 0.8547, grad_norm: 3.5912 2020-07-25 04:41:05,774 - mmaction - INFO - Epoch [48][360/1074] lr: 3.500e-04, eta: 0:55:32, time: 1.264, data_time: 0.009, memory: 9526, top1_acc: 0.7906, top5_acc: 0.9333, loss_cls: 0.8066, loss: 0.8066, grad_norm: 3.5632 2020-07-25 04:41:29,687 - mmaction - INFO - Epoch [48][380/1074] lr: 3.500e-04, eta: 0:55:09, time: 1.198, data_time: 0.008, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9259, loss_cls: 0.8638, loss: 0.8638, grad_norm: 3.5784 2020-07-25 04:41:54,457 - mmaction - INFO - Epoch [48][400/1074] lr: 3.500e-04, eta: 0:54:46, time: 1.237, data_time: 0.004, memory: 9526, top1_acc: 0.7708, top5_acc: 0.9248, loss_cls: 0.8796, loss: 0.8796, grad_norm: 3.6534 2020-07-25 04:42:17,183 - mmaction - INFO - Epoch [48][420/1074] lr: 3.500e-04, eta: 0:54:22, time: 1.138, data_time: 0.008, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9297, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.5910 2020-07-25 04:42:40,529 - mmaction - INFO - Epoch [48][440/1074] lr: 3.500e-04, eta: 0:53:59, time: 1.163, data_time: 0.008, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9299, loss_cls: 0.8605, loss: 0.8605, grad_norm: 3.6103 2020-07-25 04:43:04,241 - mmaction - INFO - Epoch [48][460/1074] lr: 3.500e-04, eta: 0:53:36, time: 1.191, data_time: 0.008, memory: 9526, top1_acc: 0.7879, top5_acc: 0.9243, loss_cls: 0.8479, loss: 0.8479, grad_norm: 3.5541 2020-07-25 04:43:28,883 - mmaction - INFO - Epoch [48][480/1074] lr: 3.500e-04, eta: 0:53:12, time: 1.231, data_time: 0.005, memory: 9526, top1_acc: 0.7665, top5_acc: 0.9210, loss_cls: 0.8882, loss: 0.8882, grad_norm: 3.7205 2020-07-25 04:43:51,711 - mmaction - INFO - Epoch [48][500/1074] lr: 3.500e-04, eta: 0:52:49, time: 1.140, data_time: 0.003, memory: 9526, top1_acc: 0.7821, top5_acc: 0.9297, loss_cls: 0.8386, loss: 0.8386, grad_norm: 3.5966 2020-07-25 04:44:15,370 - mmaction - INFO - Epoch [48][520/1074] lr: 3.500e-04, eta: 0:52:26, time: 1.180, data_time: 0.008, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9268, loss_cls: 0.8604, loss: 0.8604, grad_norm: 3.5850 2020-07-25 04:44:40,574 - mmaction - INFO - Epoch [48][540/1074] lr: 3.500e-04, eta: 0:52:03, time: 1.264, data_time: 0.007, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9261, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.6397 2020-07-25 04:45:05,003 - mmaction - INFO - Epoch [48][560/1074] lr: 3.500e-04, eta: 0:51:39, time: 1.220, data_time: 0.006, memory: 9526, top1_acc: 0.7663, top5_acc: 0.9179, loss_cls: 0.9149, loss: 0.9149, grad_norm: 3.6626 2020-07-25 04:45:27,510 - mmaction - INFO - Epoch [48][580/1074] lr: 3.500e-04, eta: 0:51:16, time: 1.128, data_time: 0.004, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9250, loss_cls: 0.8644, loss: 0.8644, grad_norm: 3.6057 2020-07-25 04:45:52,083 - mmaction - INFO - Epoch [48][600/1074] lr: 3.500e-04, eta: 0:50:53, time: 1.227, data_time: 0.006, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9263, loss_cls: 0.8655, loss: 0.8655, grad_norm: 3.6232 2020-07-25 04:46:16,341 - mmaction - INFO - Epoch [48][620/1074] lr: 3.500e-04, eta: 0:50:30, time: 1.212, data_time: 0.006, memory: 9526, top1_acc: 0.7748, top5_acc: 0.9228, loss_cls: 0.8829, loss: 0.8829, grad_norm: 3.6380 2020-07-25 04:46:38,794 - mmaction - INFO - Epoch [48][640/1074] lr: 3.500e-04, eta: 0:50:06, time: 1.124, data_time: 0.009, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9259, loss_cls: 0.8753, loss: 0.8753, grad_norm: 3.6072 2020-07-25 04:47:03,280 - mmaction - INFO - Epoch [48][660/1074] lr: 3.500e-04, eta: 0:49:43, time: 1.223, data_time: 0.003, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9301, loss_cls: 0.8599, loss: 0.8599, grad_norm: 3.5831 2020-07-25 04:47:25,714 - mmaction - INFO - Epoch [48][680/1074] lr: 3.500e-04, eta: 0:49:20, time: 1.121, data_time: 0.009, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9252, loss_cls: 0.8838, loss: 0.8838, grad_norm: 3.6323 2020-07-25 04:47:49,339 - mmaction - INFO - Epoch [48][700/1074] lr: 3.500e-04, eta: 0:48:56, time: 1.183, data_time: 0.007, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9317, loss_cls: 0.8456, loss: 0.8456, grad_norm: 3.5875 2020-07-25 04:48:12,703 - mmaction - INFO - Epoch [48][720/1074] lr: 3.500e-04, eta: 0:48:33, time: 1.166, data_time: 0.008, memory: 9526, top1_acc: 0.7850, top5_acc: 0.9310, loss_cls: 0.8306, loss: 0.8306, grad_norm: 3.5554 2020-07-25 04:48:36,128 - mmaction - INFO - Epoch [48][740/1074] lr: 3.500e-04, eta: 0:48:10, time: 1.174, data_time: 0.008, memory: 9526, top1_acc: 0.7701, top5_acc: 0.9250, loss_cls: 0.8657, loss: 0.8657, grad_norm: 3.6959 2020-07-25 04:49:00,338 - mmaction - INFO - Epoch [48][760/1074] lr: 3.500e-04, eta: 0:47:47, time: 1.206, data_time: 0.007, memory: 9526, top1_acc: 0.7750, top5_acc: 0.9277, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.6847 2020-07-25 04:49:22,620 - mmaction - INFO - Epoch [48][780/1074] lr: 3.500e-04, eta: 0:47:23, time: 1.120, data_time: 0.009, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9277, loss_cls: 0.8396, loss: 0.8396, grad_norm: 3.5792 2020-07-25 04:49:46,024 - mmaction - INFO - Epoch [48][800/1074] lr: 3.500e-04, eta: 0:47:00, time: 1.165, data_time: 0.005, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9263, loss_cls: 0.8569, loss: 0.8569, grad_norm: 3.6520 2020-07-25 04:50:10,469 - mmaction - INFO - Epoch [48][820/1074] lr: 3.500e-04, eta: 0:46:37, time: 1.226, data_time: 0.009, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9319, loss_cls: 0.8602, loss: 0.8602, grad_norm: 3.6667 2020-07-25 04:50:33,266 - mmaction - INFO - Epoch [48][840/1074] lr: 3.500e-04, eta: 0:46:13, time: 1.140, data_time: 0.004, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9295, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.5777 2020-07-25 04:50:58,010 - mmaction - INFO - Epoch [48][860/1074] lr: 3.500e-04, eta: 0:45:50, time: 1.235, data_time: 0.007, memory: 9526, top1_acc: 0.7746, top5_acc: 0.9237, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.6148 2020-07-25 04:51:22,399 - mmaction - INFO - Epoch [48][880/1074] lr: 3.500e-04, eta: 0:45:27, time: 1.221, data_time: 0.009, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9223, loss_cls: 0.8612, loss: 0.8612, grad_norm: 3.6079 2020-07-25 04:51:45,432 - mmaction - INFO - Epoch [48][900/1074] lr: 3.500e-04, eta: 0:45:04, time: 1.150, data_time: 0.007, memory: 9526, top1_acc: 0.7692, top5_acc: 0.9277, loss_cls: 0.8740, loss: 0.8740, grad_norm: 3.6398 2020-07-25 04:52:07,968 - mmaction - INFO - Epoch [48][920/1074] lr: 3.500e-04, eta: 0:44:40, time: 1.126, data_time: 0.007, memory: 9526, top1_acc: 0.7658, top5_acc: 0.9230, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.6532 2020-07-25 04:52:31,967 - mmaction - INFO - Epoch [48][940/1074] lr: 3.500e-04, eta: 0:44:17, time: 1.203, data_time: 0.008, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9263, loss_cls: 0.8838, loss: 0.8838, grad_norm: 3.6849 2020-07-25 04:52:55,857 - mmaction - INFO - Epoch [48][960/1074] lr: 3.500e-04, eta: 0:43:54, time: 1.194, data_time: 0.003, memory: 9526, top1_acc: 0.7683, top5_acc: 0.9252, loss_cls: 0.8701, loss: 0.8701, grad_norm: 3.6351 2020-07-25 04:53:19,750 - mmaction - INFO - Epoch [48][980/1074] lr: 3.500e-04, eta: 0:43:31, time: 1.195, data_time: 0.005, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9270, loss_cls: 0.8509, loss: 0.8509, grad_norm: 3.6204 2020-07-25 04:53:42,729 - mmaction - INFO - Epoch [48][1000/1074] lr: 3.500e-04, eta: 0:43:07, time: 1.148, data_time: 0.004, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9272, loss_cls: 0.8451, loss: 0.8451, grad_norm: 3.6264 2020-07-25 04:54:05,788 - mmaction - INFO - Epoch [48][1020/1074] lr: 3.500e-04, eta: 0:42:44, time: 1.152, data_time: 0.007, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9261, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.6005 2020-07-25 04:54:29,880 - mmaction - INFO - Epoch [48][1040/1074] lr: 3.500e-04, eta: 0:42:21, time: 1.205, data_time: 0.007, memory: 9526, top1_acc: 0.7754, top5_acc: 0.9292, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.5965 2020-07-25 04:54:53,153 - mmaction - INFO - Epoch [48][1060/1074] lr: 3.500e-04, eta: 0:41:57, time: 1.163, data_time: 0.006, memory: 9526, top1_acc: 0.7850, top5_acc: 0.9248, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.5430 2020-07-25 04:55:10,266 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-07-25 04:55:44,982 - mmaction - INFO - Epoch [49][20/1074] lr: 3.500e-04, eta: 0:41:18, time: 1.679, data_time: 0.512, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9248, loss_cls: 0.8548, loss: 0.8548, grad_norm: 3.6016 2020-07-25 04:56:07,740 - mmaction - INFO - Epoch [49][40/1074] lr: 3.500e-04, eta: 0:40:54, time: 1.137, data_time: 0.005, memory: 9526, top1_acc: 0.7725, top5_acc: 0.9217, loss_cls: 0.8770, loss: 0.8770, grad_norm: 3.6350 2020-07-25 04:56:32,443 - mmaction - INFO - Epoch [49][60/1074] lr: 3.500e-04, eta: 0:40:31, time: 1.237, data_time: 0.007, memory: 9526, top1_acc: 0.8042, top5_acc: 0.9362, loss_cls: 0.7682, loss: 0.7682, grad_norm: 3.4660 2020-07-25 04:56:54,927 - mmaction - INFO - Epoch [49][80/1074] lr: 3.500e-04, eta: 0:40:08, time: 1.121, data_time: 0.006, memory: 9526, top1_acc: 0.7810, top5_acc: 0.9292, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.6324 2020-07-25 04:57:17,612 - mmaction - INFO - Epoch [49][100/1074] lr: 3.500e-04, eta: 0:39:44, time: 1.136, data_time: 0.009, memory: 9526, top1_acc: 0.7741, top5_acc: 0.9234, loss_cls: 0.8798, loss: 0.8798, grad_norm: 3.6636 2020-07-25 04:57:42,154 - mmaction - INFO - Epoch [49][120/1074] lr: 3.500e-04, eta: 0:39:21, time: 1.229, data_time: 0.004, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9283, loss_cls: 0.8542, loss: 0.8542, grad_norm: 3.5737 2020-07-25 04:58:04,134 - mmaction - INFO - Epoch [49][140/1074] lr: 3.500e-04, eta: 0:38:58, time: 1.098, data_time: 0.004, memory: 9526, top1_acc: 0.7699, top5_acc: 0.9208, loss_cls: 0.9083, loss: 0.9083, grad_norm: 3.6721 2020-07-25 04:58:30,132 - mmaction - INFO - Epoch [49][160/1074] lr: 3.500e-04, eta: 0:38:35, time: 1.300, data_time: 0.004, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9288, loss_cls: 0.8619, loss: 0.8619, grad_norm: 3.6329 2020-07-25 04:58:53,391 - mmaction - INFO - Epoch [49][180/1074] lr: 3.500e-04, eta: 0:38:11, time: 1.163, data_time: 0.004, memory: 9526, top1_acc: 0.7777, top5_acc: 0.9295, loss_cls: 0.8414, loss: 0.8414, grad_norm: 3.5813 2020-07-25 04:59:16,307 - mmaction - INFO - Epoch [49][200/1074] lr: 3.500e-04, eta: 0:37:48, time: 1.145, data_time: 0.004, memory: 9526, top1_acc: 0.7757, top5_acc: 0.9234, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.5386 2020-07-25 04:59:41,342 - mmaction - INFO - Epoch [49][220/1074] lr: 3.500e-04, eta: 0:37:25, time: 1.249, data_time: 0.008, memory: 9526, top1_acc: 0.7766, top5_acc: 0.9288, loss_cls: 0.8563, loss: 0.8563, grad_norm: 3.5849 2020-07-25 05:00:06,762 - mmaction - INFO - Epoch [49][240/1074] lr: 3.500e-04, eta: 0:37:02, time: 1.273, data_time: 0.008, memory: 9526, top1_acc: 0.7685, top5_acc: 0.9237, loss_cls: 0.8903, loss: 0.8903, grad_norm: 3.6724 2020-07-25 05:00:29,603 - mmaction - INFO - Epoch [49][260/1074] lr: 3.500e-04, eta: 0:36:38, time: 1.142, data_time: 0.008, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8592, loss: 0.8592, grad_norm: 3.6110 2020-07-25 05:00:55,128 - mmaction - INFO - Epoch [49][280/1074] lr: 3.500e-04, eta: 0:36:15, time: 1.275, data_time: 0.009, memory: 9526, top1_acc: 0.7826, top5_acc: 0.9319, loss_cls: 0.8260, loss: 0.8260, grad_norm: 3.6018 2020-07-25 05:01:18,914 - mmaction - INFO - Epoch [49][300/1074] lr: 3.500e-04, eta: 0:35:52, time: 1.193, data_time: 0.007, memory: 9526, top1_acc: 0.7792, top5_acc: 0.9283, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.6062 2020-07-25 05:01:41,171 - mmaction - INFO - Epoch [49][320/1074] lr: 3.500e-04, eta: 0:35:28, time: 1.108, data_time: 0.005, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9266, loss_cls: 0.8500, loss: 0.8500, grad_norm: 3.6456 2020-07-25 05:02:05,102 - mmaction - INFO - Epoch [49][340/1074] lr: 3.500e-04, eta: 0:35:05, time: 1.200, data_time: 0.010, memory: 9526, top1_acc: 0.7739, top5_acc: 0.9205, loss_cls: 0.8855, loss: 0.8855, grad_norm: 3.6861 2020-07-25 05:02:30,329 - mmaction - INFO - Epoch [49][360/1074] lr: 3.500e-04, eta: 0:34:42, time: 1.258, data_time: 0.008, memory: 9526, top1_acc: 0.7723, top5_acc: 0.9297, loss_cls: 0.8618, loss: 0.8618, grad_norm: 3.6546 2020-07-25 05:02:53,877 - mmaction - INFO - Epoch [49][380/1074] lr: 3.500e-04, eta: 0:34:19, time: 1.181, data_time: 0.008, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9299, loss_cls: 0.8354, loss: 0.8354, grad_norm: 3.6254 2020-07-25 05:03:16,801 - mmaction - INFO - Epoch [49][400/1074] lr: 3.500e-04, eta: 0:33:55, time: 1.142, data_time: 0.006, memory: 9526, top1_acc: 0.7810, top5_acc: 0.9230, loss_cls: 0.8717, loss: 0.8717, grad_norm: 3.6339 2020-07-25 05:03:40,752 - mmaction - INFO - Epoch [49][420/1074] lr: 3.500e-04, eta: 0:33:32, time: 1.202, data_time: 0.008, memory: 9526, top1_acc: 0.7795, top5_acc: 0.9266, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.5841 2020-07-25 05:04:04,507 - mmaction - INFO - Epoch [49][440/1074] lr: 3.500e-04, eta: 0:33:09, time: 1.185, data_time: 0.005, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9234, loss_cls: 0.8750, loss: 0.8750, grad_norm: 3.7570 2020-07-25 05:04:27,486 - mmaction - INFO - Epoch [49][460/1074] lr: 3.500e-04, eta: 0:32:46, time: 1.149, data_time: 0.008, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9313, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.6239 2020-07-25 05:04:51,640 - mmaction - INFO - Epoch [49][480/1074] lr: 3.500e-04, eta: 0:32:22, time: 1.211, data_time: 0.009, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9252, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.6311 2020-07-25 05:05:15,927 - mmaction - INFO - Epoch [49][500/1074] lr: 3.500e-04, eta: 0:31:59, time: 1.211, data_time: 0.006, memory: 9526, top1_acc: 0.7696, top5_acc: 0.9261, loss_cls: 0.8665, loss: 0.8665, grad_norm: 3.6840 2020-07-25 05:05:40,375 - mmaction - INFO - Epoch [49][520/1074] lr: 3.500e-04, eta: 0:31:36, time: 1.225, data_time: 0.007, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9306, loss_cls: 0.8255, loss: 0.8255, grad_norm: 3.6547 2020-07-25 05:06:03,335 - mmaction - INFO - Epoch [49][540/1074] lr: 3.500e-04, eta: 0:31:12, time: 1.145, data_time: 0.005, memory: 9526, top1_acc: 0.7770, top5_acc: 0.9228, loss_cls: 0.8600, loss: 0.8600, grad_norm: 3.6148 2020-07-25 05:06:26,645 - mmaction - INFO - Epoch [49][560/1074] lr: 3.500e-04, eta: 0:30:49, time: 1.168, data_time: 0.009, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9257, loss_cls: 0.8907, loss: 0.8907, grad_norm: 3.7712 2020-07-25 05:06:51,645 - mmaction - INFO - Epoch [49][580/1074] lr: 3.500e-04, eta: 0:30:26, time: 1.251, data_time: 0.007, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9170, loss_cls: 0.9027, loss: 0.9027, grad_norm: 3.7444 2020-07-25 05:07:15,250 - mmaction - INFO - Epoch [49][600/1074] lr: 3.500e-04, eta: 0:30:03, time: 1.179, data_time: 0.004, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9270, loss_cls: 0.8507, loss: 0.8507, grad_norm: 3.5926 2020-07-25 05:07:37,854 - mmaction - INFO - Epoch [49][620/1074] lr: 3.500e-04, eta: 0:29:39, time: 1.128, data_time: 0.007, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9221, loss_cls: 0.8514, loss: 0.8514, grad_norm: 3.5861 2020-07-25 05:08:01,381 - mmaction - INFO - Epoch [49][640/1074] lr: 3.500e-04, eta: 0:29:16, time: 1.179, data_time: 0.008, memory: 9526, top1_acc: 0.7661, top5_acc: 0.9250, loss_cls: 0.8836, loss: 0.8836, grad_norm: 3.6960 2020-07-25 05:08:24,154 - mmaction - INFO - Epoch [49][660/1074] lr: 3.500e-04, eta: 0:28:53, time: 1.139, data_time: 0.003, memory: 9526, top1_acc: 0.7761, top5_acc: 0.9246, loss_cls: 0.8648, loss: 0.8648, grad_norm: 3.6643 2020-07-25 05:08:48,539 - mmaction - INFO - Epoch [49][680/1074] lr: 3.500e-04, eta: 0:28:29, time: 1.216, data_time: 0.006, memory: 9526, top1_acc: 0.7781, top5_acc: 0.9212, loss_cls: 0.8834, loss: 0.8834, grad_norm: 3.6800 2020-07-25 05:09:11,405 - mmaction - INFO - Epoch [49][700/1074] lr: 3.500e-04, eta: 0:28:06, time: 1.145, data_time: 0.008, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9295, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.6576 2020-07-25 05:09:34,859 - mmaction - INFO - Epoch [49][720/1074] lr: 3.500e-04, eta: 0:27:43, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.7844, top5_acc: 0.9239, loss_cls: 0.8595, loss: 0.8595, grad_norm: 3.5840 2020-07-25 05:09:59,237 - mmaction - INFO - Epoch [49][740/1074] lr: 3.500e-04, eta: 0:27:20, time: 1.217, data_time: 0.005, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9286, loss_cls: 0.8457, loss: 0.8457, grad_norm: 3.5569 2020-07-25 05:10:23,209 - mmaction - INFO - Epoch [49][760/1074] lr: 3.500e-04, eta: 0:26:56, time: 1.198, data_time: 0.008, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9230, loss_cls: 0.8494, loss: 0.8494, grad_norm: 3.6290 2020-07-25 05:10:45,870 - mmaction - INFO - Epoch [49][780/1074] lr: 3.500e-04, eta: 0:26:33, time: 1.134, data_time: 0.006, memory: 9526, top1_acc: 0.7826, top5_acc: 0.9270, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.6114 2020-07-25 05:11:08,084 - mmaction - INFO - Epoch [49][800/1074] lr: 3.500e-04, eta: 0:26:10, time: 1.109, data_time: 0.006, memory: 9526, top1_acc: 0.7786, top5_acc: 0.9275, loss_cls: 0.8711, loss: 0.8711, grad_norm: 3.6416 2020-07-25 05:11:31,440 - mmaction - INFO - Epoch [49][820/1074] lr: 3.500e-04, eta: 0:25:46, time: 1.171, data_time: 0.006, memory: 9526, top1_acc: 0.7855, top5_acc: 0.9266, loss_cls: 0.8650, loss: 0.8650, grad_norm: 3.6456 2020-07-25 05:11:54,213 - mmaction - INFO - Epoch [49][840/1074] lr: 3.500e-04, eta: 0:25:23, time: 1.137, data_time: 0.005, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9281, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.6805 2020-07-25 05:12:17,767 - mmaction - INFO - Epoch [49][860/1074] lr: 3.500e-04, eta: 0:25:00, time: 1.179, data_time: 0.006, memory: 9526, top1_acc: 0.7835, top5_acc: 0.9275, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.6219 2020-07-25 05:12:41,167 - mmaction - INFO - Epoch [49][880/1074] lr: 3.500e-04, eta: 0:24:36, time: 1.169, data_time: 0.007, memory: 9526, top1_acc: 0.7683, top5_acc: 0.9183, loss_cls: 0.8937, loss: 0.8937, grad_norm: 3.6617 2020-07-25 05:13:05,586 - mmaction - INFO - Epoch [49][900/1074] lr: 3.500e-04, eta: 0:24:13, time: 1.222, data_time: 0.004, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9308, loss_cls: 0.8522, loss: 0.8522, grad_norm: 3.6187 2020-07-25 05:13:29,054 - mmaction - INFO - Epoch [49][920/1074] lr: 3.500e-04, eta: 0:23:50, time: 1.172, data_time: 0.003, memory: 9526, top1_acc: 0.7813, top5_acc: 0.9299, loss_cls: 0.8453, loss: 0.8453, grad_norm: 3.6074 2020-07-25 05:13:51,820 - mmaction - INFO - Epoch [49][940/1074] lr: 3.500e-04, eta: 0:23:27, time: 1.140, data_time: 0.004, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.6648 2020-07-25 05:14:15,142 - mmaction - INFO - Epoch [49][960/1074] lr: 3.500e-04, eta: 0:23:03, time: 1.164, data_time: 0.005, memory: 9526, top1_acc: 0.7850, top5_acc: 0.9335, loss_cls: 0.8286, loss: 0.8286, grad_norm: 3.5776 2020-07-25 05:14:38,836 - mmaction - INFO - Epoch [49][980/1074] lr: 3.500e-04, eta: 0:22:40, time: 1.183, data_time: 0.008, memory: 9526, top1_acc: 0.7741, top5_acc: 0.9306, loss_cls: 0.8483, loss: 0.8483, grad_norm: 3.6236 2020-07-25 05:15:01,544 - mmaction - INFO - Epoch [49][1000/1074] lr: 3.500e-04, eta: 0:22:17, time: 1.138, data_time: 0.008, memory: 9526, top1_acc: 0.7808, top5_acc: 0.9277, loss_cls: 0.8609, loss: 0.8609, grad_norm: 3.6400 2020-07-25 05:15:25,180 - mmaction - INFO - Epoch [49][1020/1074] lr: 3.500e-04, eta: 0:21:53, time: 1.183, data_time: 0.008, memory: 9526, top1_acc: 0.7862, top5_acc: 0.9288, loss_cls: 0.8356, loss: 0.8356, grad_norm: 3.5833 2020-07-25 05:15:47,179 - mmaction - INFO - Epoch [49][1040/1074] lr: 3.500e-04, eta: 0:21:30, time: 1.100, data_time: 0.004, memory: 9526, top1_acc: 0.7826, top5_acc: 0.9272, loss_cls: 0.8541, loss: 0.8541, grad_norm: 3.6429 2020-07-25 05:16:12,438 - mmaction - INFO - Epoch [49][1060/1074] lr: 3.500e-04, eta: 0:21:07, time: 1.259, data_time: 0.007, memory: 9526, top1_acc: 0.7737, top5_acc: 0.9214, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.7122 2020-07-25 05:16:28,891 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-07-25 05:17:06,164 - mmaction - INFO - Epoch [50][20/1074] lr: 3.500e-04, eta: 0:20:27, time: 1.776, data_time: 0.594, memory: 9526, top1_acc: 0.7795, top5_acc: 0.9301, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.6402 2020-07-25 05:17:28,793 - mmaction - INFO - Epoch [50][40/1074] lr: 3.500e-04, eta: 0:20:04, time: 1.134, data_time: 0.008, memory: 9526, top1_acc: 0.7777, top5_acc: 0.9324, loss_cls: 0.8435, loss: 0.8435, grad_norm: 3.6332 2020-07-25 05:17:50,906 - mmaction - INFO - Epoch [50][60/1074] lr: 3.500e-04, eta: 0:19:41, time: 1.103, data_time: 0.009, memory: 9526, top1_acc: 0.7790, top5_acc: 0.9281, loss_cls: 0.8432, loss: 0.8432, grad_norm: 3.5518 2020-07-25 05:18:14,945 - mmaction - INFO - Epoch [50][80/1074] lr: 3.500e-04, eta: 0:19:17, time: 1.208, data_time: 0.009, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9288, loss_cls: 0.8481, loss: 0.8481, grad_norm: 3.6069 2020-07-25 05:18:38,001 - mmaction - INFO - Epoch [50][100/1074] lr: 3.500e-04, eta: 0:18:54, time: 1.152, data_time: 0.006, memory: 9526, top1_acc: 0.7788, top5_acc: 0.9243, loss_cls: 0.8395, loss: 0.8395, grad_norm: 3.5817 2020-07-25 05:19:01,757 - mmaction - INFO - Epoch [50][120/1074] lr: 3.500e-04, eta: 0:18:31, time: 1.187, data_time: 0.003, memory: 9526, top1_acc: 0.7705, top5_acc: 0.9277, loss_cls: 0.8703, loss: 0.8703, grad_norm: 3.6532 2020-07-25 05:19:25,389 - mmaction - INFO - Epoch [50][140/1074] lr: 3.500e-04, eta: 0:18:07, time: 1.181, data_time: 0.005, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9313, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.6938 2020-07-25 05:19:48,211 - mmaction - INFO - Epoch [50][160/1074] lr: 3.500e-04, eta: 0:17:44, time: 1.141, data_time: 0.004, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.8886, loss: 0.8886, grad_norm: 3.6295 2020-07-25 05:20:10,721 - mmaction - INFO - Epoch [50][180/1074] lr: 3.500e-04, eta: 0:17:21, time: 1.127, data_time: 0.007, memory: 9526, top1_acc: 0.7688, top5_acc: 0.9246, loss_cls: 0.8674, loss: 0.8674, grad_norm: 3.6458 2020-07-25 05:20:35,315 - mmaction - INFO - Epoch [50][200/1074] lr: 3.500e-04, eta: 0:16:57, time: 1.230, data_time: 0.003, memory: 9526, top1_acc: 0.7895, top5_acc: 0.9313, loss_cls: 0.8515, loss: 0.8515, grad_norm: 3.5984 2020-07-25 05:20:58,563 - mmaction - INFO - Epoch [50][220/1074] lr: 3.500e-04, eta: 0:16:34, time: 1.162, data_time: 0.005, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9246, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.6806 2020-07-25 05:21:22,870 - mmaction - INFO - Epoch [50][240/1074] lr: 3.500e-04, eta: 0:16:11, time: 1.217, data_time: 0.008, memory: 9526, top1_acc: 0.7775, top5_acc: 0.9212, loss_cls: 0.8752, loss: 0.8752, grad_norm: 3.6294 2020-07-25 05:21:46,412 - mmaction - INFO - Epoch [50][260/1074] lr: 3.500e-04, eta: 0:15:48, time: 1.177, data_time: 0.003, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9190, loss_cls: 0.8726, loss: 0.8726, grad_norm: 3.6872 2020-07-25 05:22:10,103 - mmaction - INFO - Epoch [50][280/1074] lr: 3.500e-04, eta: 0:15:24, time: 1.182, data_time: 0.003, memory: 9526, top1_acc: 0.7844, top5_acc: 0.9254, loss_cls: 0.8434, loss: 0.8434, grad_norm: 3.6661 2020-07-25 05:22:31,680 - mmaction - INFO - Epoch [50][300/1074] lr: 3.500e-04, eta: 0:15:01, time: 1.074, data_time: 0.008, memory: 9526, top1_acc: 0.7712, top5_acc: 0.9219, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.7422 2020-07-25 05:22:55,521 - mmaction - INFO - Epoch [50][320/1074] lr: 3.500e-04, eta: 0:14:38, time: 1.197, data_time: 0.010, memory: 9526, top1_acc: 0.7897, top5_acc: 0.9328, loss_cls: 0.8143, loss: 0.8143, grad_norm: 3.5350 2020-07-25 05:23:19,526 - mmaction - INFO - Epoch [50][340/1074] lr: 3.500e-04, eta: 0:14:14, time: 1.200, data_time: 0.008, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.8791, loss: 0.8791, grad_norm: 3.6981 2020-07-25 05:23:42,182 - mmaction - INFO - Epoch [50][360/1074] lr: 3.500e-04, eta: 0:13:51, time: 1.133, data_time: 0.008, memory: 9526, top1_acc: 0.7723, top5_acc: 0.9205, loss_cls: 0.8885, loss: 0.8885, grad_norm: 3.6709 2020-07-25 05:24:06,699 - mmaction - INFO - Epoch [50][380/1074] lr: 3.500e-04, eta: 0:13:28, time: 1.227, data_time: 0.005, memory: 9526, top1_acc: 0.7817, top5_acc: 0.9375, loss_cls: 0.8194, loss: 0.8194, grad_norm: 3.6058 2020-07-25 05:24:30,427 - mmaction - INFO - Epoch [50][400/1074] lr: 3.500e-04, eta: 0:13:05, time: 1.185, data_time: 0.006, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9234, loss_cls: 0.8728, loss: 0.8728, grad_norm: 3.6777 2020-07-25 05:24:52,357 - mmaction - INFO - Epoch [50][420/1074] lr: 3.500e-04, eta: 0:12:41, time: 1.098, data_time: 0.006, memory: 9526, top1_acc: 0.7821, top5_acc: 0.9319, loss_cls: 0.8204, loss: 0.8204, grad_norm: 3.6149 2020-07-25 05:25:15,718 - mmaction - INFO - Epoch [50][440/1074] lr: 3.500e-04, eta: 0:12:18, time: 1.166, data_time: 0.006, memory: 9526, top1_acc: 0.7732, top5_acc: 0.9295, loss_cls: 0.8600, loss: 0.8600, grad_norm: 3.6831 2020-07-25 05:25:40,332 - mmaction - INFO - Epoch [50][460/1074] lr: 3.500e-04, eta: 0:11:55, time: 1.232, data_time: 0.006, memory: 9526, top1_acc: 0.7681, top5_acc: 0.9252, loss_cls: 0.8829, loss: 0.8829, grad_norm: 3.6771 2020-07-25 05:26:02,568 - mmaction - INFO - Epoch [50][480/1074] lr: 3.500e-04, eta: 0:11:31, time: 1.112, data_time: 0.007, memory: 9526, top1_acc: 0.7839, top5_acc: 0.9326, loss_cls: 0.8374, loss: 0.8374, grad_norm: 3.6423 2020-07-25 05:26:26,122 - mmaction - INFO - Epoch [50][500/1074] lr: 3.500e-04, eta: 0:11:08, time: 1.178, data_time: 0.005, memory: 9526, top1_acc: 0.7772, top5_acc: 0.9268, loss_cls: 0.8527, loss: 0.8527, grad_norm: 3.6144 2020-07-25 05:26:48,595 - mmaction - INFO - Epoch [50][520/1074] lr: 3.500e-04, eta: 0:10:45, time: 1.124, data_time: 0.006, memory: 9526, top1_acc: 0.7848, top5_acc: 0.9319, loss_cls: 0.8185, loss: 0.8185, grad_norm: 3.5841 2020-07-25 05:27:12,027 - mmaction - INFO - Epoch [50][540/1074] lr: 3.500e-04, eta: 0:10:21, time: 1.171, data_time: 0.004, memory: 9526, top1_acc: 0.7850, top5_acc: 0.9364, loss_cls: 0.7951, loss: 0.7951, grad_norm: 3.5577 2020-07-25 05:27:34,831 - mmaction - INFO - Epoch [50][560/1074] lr: 3.500e-04, eta: 0:09:58, time: 1.138, data_time: 0.007, memory: 9526, top1_acc: 0.7763, top5_acc: 0.9205, loss_cls: 0.8771, loss: 0.8771, grad_norm: 3.6727 2020-07-25 05:27:56,607 - mmaction - INFO - Epoch [50][580/1074] lr: 3.500e-04, eta: 0:09:35, time: 1.090, data_time: 0.007, memory: 9526, top1_acc: 0.7743, top5_acc: 0.9217, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.6458 2020-07-25 05:28:20,905 - mmaction - INFO - Epoch [50][600/1074] lr: 3.500e-04, eta: 0:09:12, time: 1.214, data_time: 0.007, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9252, loss_cls: 0.8807, loss: 0.8807, grad_norm: 3.6237 2020-07-25 05:28:44,487 - mmaction - INFO - Epoch [50][620/1074] lr: 3.500e-04, eta: 0:08:48, time: 1.180, data_time: 0.007, memory: 9526, top1_acc: 0.7848, top5_acc: 0.9306, loss_cls: 0.8369, loss: 0.8369, grad_norm: 3.6027 2020-07-25 05:29:07,059 - mmaction - INFO - Epoch [50][640/1074] lr: 3.500e-04, eta: 0:08:25, time: 1.125, data_time: 0.008, memory: 9526, top1_acc: 0.7853, top5_acc: 0.9237, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.6358 2020-07-25 05:29:29,799 - mmaction - INFO - Epoch [50][660/1074] lr: 3.500e-04, eta: 0:08:02, time: 1.143, data_time: 0.009, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9208, loss_cls: 0.8860, loss: 0.8860, grad_norm: 3.6816 2020-07-25 05:29:52,503 - mmaction - INFO - Epoch [50][680/1074] lr: 3.500e-04, eta: 0:07:38, time: 1.135, data_time: 0.004, memory: 9526, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.8863, loss: 0.8863, grad_norm: 3.6862 2020-07-25 05:30:16,868 - mmaction - INFO - Epoch [50][700/1074] lr: 3.500e-04, eta: 0:07:15, time: 1.219, data_time: 0.006, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9277, loss_cls: 0.8457, loss: 0.8457, grad_norm: 3.6429 2020-07-25 05:30:39,464 - mmaction - INFO - Epoch [50][720/1074] lr: 3.500e-04, eta: 0:06:52, time: 1.126, data_time: 0.003, memory: 9526, top1_acc: 0.7717, top5_acc: 0.9232, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.6425 2020-07-25 05:31:01,805 - mmaction - INFO - Epoch [50][740/1074] lr: 3.500e-04, eta: 0:06:29, time: 1.119, data_time: 0.009, memory: 9526, top1_acc: 0.7643, top5_acc: 0.9230, loss_cls: 0.8910, loss: 0.8910, grad_norm: 3.7566 2020-07-25 05:31:25,037 - mmaction - INFO - Epoch [50][760/1074] lr: 3.500e-04, eta: 0:06:05, time: 1.161, data_time: 0.005, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9232, loss_cls: 0.8687, loss: 0.8687, grad_norm: 3.6854 2020-07-25 05:31:47,752 - mmaction - INFO - Epoch [50][780/1074] lr: 3.500e-04, eta: 0:05:42, time: 1.137, data_time: 0.008, memory: 9526, top1_acc: 0.7723, top5_acc: 0.9279, loss_cls: 0.8580, loss: 0.8580, grad_norm: 3.6274 2020-07-25 05:32:11,145 - mmaction - INFO - Epoch [50][800/1074] lr: 3.500e-04, eta: 0:05:19, time: 1.166, data_time: 0.004, memory: 9526, top1_acc: 0.7828, top5_acc: 0.9290, loss_cls: 0.8416, loss: 0.8416, grad_norm: 3.6108 2020-07-25 05:32:36,434 - mmaction - INFO - Epoch [50][820/1074] lr: 3.500e-04, eta: 0:04:55, time: 1.264, data_time: 0.008, memory: 9526, top1_acc: 0.7746, top5_acc: 0.9250, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.6312 2020-07-25 05:32:58,738 - mmaction - INFO - Epoch [50][840/1074] lr: 3.500e-04, eta: 0:04:32, time: 1.117, data_time: 0.008, memory: 9526, top1_acc: 0.7826, top5_acc: 0.9313, loss_cls: 0.8217, loss: 0.8217, grad_norm: 3.4966 2020-07-25 05:33:21,822 - mmaction - INFO - Epoch [50][860/1074] lr: 3.500e-04, eta: 0:04:09, time: 1.155, data_time: 0.007, memory: 9526, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.8454, loss: 0.8454, grad_norm: 3.6230 2020-07-25 05:33:46,279 - mmaction - INFO - Epoch [50][880/1074] lr: 3.500e-04, eta: 0:03:45, time: 1.221, data_time: 0.004, memory: 9526, top1_acc: 0.7783, top5_acc: 0.9217, loss_cls: 0.8706, loss: 0.8706, grad_norm: 3.6703 2020-07-25 05:34:09,847 - mmaction - INFO - Epoch [50][900/1074] lr: 3.500e-04, eta: 0:03:22, time: 1.175, data_time: 0.008, memory: 9526, top1_acc: 0.7824, top5_acc: 0.9281, loss_cls: 0.8463, loss: 0.8463, grad_norm: 3.6190 2020-07-25 05:34:34,715 - mmaction - INFO - Epoch [50][920/1074] lr: 3.500e-04, eta: 0:02:59, time: 1.247, data_time: 0.008, memory: 9526, top1_acc: 0.7821, top5_acc: 0.9301, loss_cls: 0.8415, loss: 0.8415, grad_norm: 3.5983 2020-07-25 05:34:57,584 - mmaction - INFO - Epoch [50][940/1074] lr: 3.500e-04, eta: 0:02:36, time: 1.143, data_time: 0.008, memory: 9526, top1_acc: 0.7768, top5_acc: 0.9268, loss_cls: 0.8730, loss: 0.8730, grad_norm: 3.7134 2020-07-25 05:35:22,728 - mmaction - INFO - Epoch [50][960/1074] lr: 3.500e-04, eta: 0:02:12, time: 1.257, data_time: 0.006, memory: 9526, top1_acc: 0.7690, top5_acc: 0.9248, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.7199 2020-07-25 05:35:45,926 - mmaction - INFO - Epoch [50][980/1074] lr: 3.500e-04, eta: 0:01:49, time: 1.162, data_time: 0.006, memory: 9526, top1_acc: 0.7714, top5_acc: 0.9203, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.6513 2020-07-25 05:36:07,649 - mmaction - INFO - Epoch [50][1000/1074] lr: 3.500e-04, eta: 0:01:26, time: 1.082, data_time: 0.006, memory: 9526, top1_acc: 0.7877, top5_acc: 0.9299, loss_cls: 0.8208, loss: 0.8208, grad_norm: 3.6119 2020-07-25 05:36:31,983 - mmaction - INFO - Epoch [50][1020/1074] lr: 3.500e-04, eta: 0:01:02, time: 1.221, data_time: 0.008, memory: 9526, top1_acc: 0.7759, top5_acc: 0.9270, loss_cls: 0.8545, loss: 0.8545, grad_norm: 3.7029 2020-07-25 05:36:54,185 - mmaction - INFO - Epoch [50][1040/1074] lr: 3.500e-04, eta: 0:00:39, time: 1.108, data_time: 0.007, memory: 9526, top1_acc: 0.7799, top5_acc: 0.9259, loss_cls: 0.8460, loss: 0.8460, grad_norm: 3.6368 2020-07-25 05:37:17,086 - mmaction - INFO - Epoch [50][1060/1074] lr: 3.500e-04, eta: 0:00:16, time: 1.147, data_time: 0.007, memory: 9526, top1_acc: 0.7728, top5_acc: 0.9281, loss_cls: 0.8678, loss: 0.8678, grad_norm: 3.7144 2020-07-25 05:37:32,460 - mmaction - INFO - Saving checkpoint at 50 epochs